From 0bdf0d55177bd7df15294070965046e06996f82a Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Tue, 31 Aug 2021 15:59:12 -0700
Subject: [PATCH 01/33] HW1

---
 Homework/Homework 1.pdf | Bin 0 -> 43143 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 Homework/Homework 1.pdf

diff --git a/Homework/Homework 1.pdf b/Homework/Homework 1.pdf
new file mode 100644
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From 8e9d7161b235f4afd5675e6270d30fe1c78aae70 Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Tue, 31 Aug 2021 16:03:11 -0700
Subject: [PATCH 02/33] HW1 updated

---
 Homework/Homework 1.ipynb | 106 ++++++++++++++++++++++++++++++++++----
 1 file changed, 96 insertions(+), 10 deletions(-)

diff --git a/Homework/Homework 1.ipynb b/Homework/Homework 1.ipynb
index e1021d6..1a6d04b 100644
--- a/Homework/Homework 1.ipynb	
+++ b/Homework/Homework 1.ipynb	
@@ -2,12 +2,6 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
    "source": [
     "Solve the following problem using [Python SciPy.optimize][]. Please attach your code and\n",
     "results. Specify your initial guesses of the solution. If you change\n",
@@ -65,14 +59,103 @@
     "[Jupyter Notebook]: https://jupyter.org/try\n",
     "[Markdown]: https://guides.github.com/features/mastering-markdown/\n",
     "[Markdown Math]: http://luvxuan.top/posts/Markdown-math/"
-   ]
+   ],
+   "metadata": {
+    "collapsed": true,
+    "pycharm": {
+     "name": "#%% md\n"
+    }
+   }
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "source": [
+    "import scipy.optimize as opt\n",
+    "fun = lambda x: (x[0] - x[1])**2 + (x[1] + x[2] - 2)**2 + (x[3] - 1)**2 + (x[4] - 1)**2\n",
+    "cons = (\n",
+    "    {'type': 'eq', 'fun': lambda x: x[0] + 3*x[1]},\n",
+    "    {'type': 'eq', 'fun': lambda x: x[2] + x[3] - 2*x[4]},\n",
+    "    {'type': 'eq', 'fun': lambda x: x[1] - x[4]}\n",
+    ")\n",
+    "bnds = ((-10,10), (-10,10), (-10,10), (-10,10), (-10,10))\n",
+    "\n",
+    "res = opt.minimize(fun, (1,1,1,1,1), method = 'SLSQP', bounds = bnds, constraints = cons)\n",
+    "res\n"
+   ],
+   "outputs": [
+    {
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": [
+       "     fun: 4.09302326452976\n",
+       "     jac: array([-2.04664832, -0.18578869, -2.23243701, -2.23257673, -1.48833793])\n",
+       " message: 'Optimization terminated successfully'\n",
+       "    nfev: 38\n",
+       "     nit: 6\n",
+       "    njev: 6\n",
+       "  status: 0\n",
+       " success: True\n",
+       "       x: array([-0.76749312,  0.25583104,  0.62795044, -0.11628835,  0.25583104])"
+      ]
+     },
+     "metadata": {},
+     "execution_count": 1
+    }
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "source": [
+    "# Changing the initial guess\n",
+    "x_init = (2,3,1,4,5)\n",
+    "fun = lambda x: (x[0] - x[1])**2 + (x[1] + x[2] - 2)**2 + (x[3] - 1)**2 + (x[4] - 1)**2\n",
+    "cons = (\n",
+    "    {'type': 'eq', 'fun': lambda x: x[0] + 3*x[1]},\n",
+    "    {'type': 'eq', 'fun': lambda x: x[2] + x[3] - 2*x[4]},\n",
+    "    {'type': 'eq', 'fun': lambda x: x[1] - x[4]}\n",
+    ")\n",
+    "bnds = ((-10,10), (-10,10), (-10,10), (-10,10), (-10,10))\n",
+    "\n",
+    "res = opt.minimize(fun,x0 = x_init, method = 'SLSQP', bounds = bnds, constraints = cons)\n",
+    "res"
+   ],
+   "outputs": [
+    {
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": [
+       "     fun: 4.093023288479049\n",
+       "     jac: array([-2.04646897, -0.18635827, -2.23282731, -2.2323209 , -1.4883827 ])\n",
+       " message: 'Optimization terminated successfully'\n",
+       "    nfev: 43\n",
+       "     nit: 7\n",
+       "    njev: 7\n",
+       "  status: 0\n",
+       " success: True\n",
+       "       x: array([-0.76742588,  0.25580863,  0.62777771, -0.11616046,  0.25580863])"
+      ]
+     },
+     "metadata": {},
+     "execution_count": 2
+    }
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Changing the initial guess does not change the minimum"
+   ],
+   "metadata": {}
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
+   "name": "python3",
+   "display_name": "Python 3.7.3 64-bit ('base': conda)"
   },
   "language_info": {
    "codemirror_mode": {
@@ -94,6 +177,9 @@
      "collapsed": false
     }
    }
+  },
+  "interpreter": {
+   "hash": "283a19fe1c80cc8d674e9be3676f3725f85ae6255e6112c9eba9160b54893d27"
   }
  },
  "nbformat": 4,

From e673e7dc01a37d62e0f6b6db1bead0a3aa5a7781 Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Tue, 14 Sep 2021 02:36:33 -0700
Subject: [PATCH 03/33] Problems 1 and 2 (theory part)

---
 Homework/Homework 2.ipynb |  81 ++++++++++++++++++++++++++++++--------
 Homework/Homework 2.pdf   | Bin 0 -> 35252 bytes
 2 files changed, 65 insertions(+), 16 deletions(-)
 create mode 100644 Homework/Homework 2.pdf

diff --git a/Homework/Homework 2.ipynb b/Homework/Homework 2.ipynb
index 65f11dd..4638e28 100644
--- a/Homework/Homework 2.ipynb	
+++ b/Homework/Homework 2.ipynb	
@@ -2,8 +2,6 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "touched-logic",
-   "metadata": {},
    "source": [
     "# Theory/Computation Problems\n",
     "\n",
@@ -30,12 +28,11 @@
     "### Problem 4 (bonus 10 points)\n",
     "Show that $f({\\bf x}_1) \\geq f(\\textbf{x}_0) + \n",
     "    \\textbf{g}_{\\textbf{x}_0}^T(\\textbf{x}_1-\\textbf{x}_0)$ for a convex function $f(\\textbf{x}): \\mathcal{X} \\rightarrow \\mathbb{R}$ and for $\\textbf{x}_0$, $\\textbf{x}_1 \\in \\mathcal{X}$. "
-   ]
+   ],
+   "metadata": {}
   },
   {
    "cell_type": "markdown",
-   "id": "collected-carbon",
-   "metadata": {},
    "source": [
     "# Design Problems\n",
     "\n",
@@ -46,26 +43,75 @@
     "* (5 points) Is your problem convex?\n",
     "* (5 points) If we require the overall power output of any of the $n$ lamps to be less than $p^*$, will the problem have a unique solution?\n",
     "* (5 points) If we require no more than half of the lamps to be switched on, will the problem have a unique solution?"
-   ]
+   ],
+   "metadata": {}
   },
   {
    "cell_type": "markdown",
-   "id": "moderate-twins",
-   "metadata": {},
    "source": [
-    "# Note\n",
+    "Problem 1.0.1 \n",
+    "$$f = 2x_{1}^{2} - 4x_1x_2 + 1.5x_2^2$$\n",
+    "The stationary point of the function is obtained by taking the gradient and setting it to zero: \\\n",
+    "$ \\rho = \\begin{bmatrix}4x_1 - 4x_2 \\\\ -4x_1 + 3x_2 + 1 \\end{bmatrix}$ = 0\\\n",
+    "Solving for x_1 and x_2 gives a stationary point (1,1). \\\n",
+    "Indefiniteness of the Hessian can be shown by computing its eigenvalues: \\\n",
+    "\n",
+    "$ H = \\begin{bmatrix} 4 & -4 \\\\ -4 & -1 \\end{bmatrix} $ \\\n",
+    "$ \\begin{vmatrix} 4 - \\lambda & -4 \\\\ -4 & -1 - \\lambda \\end{vmatrix} = 0 $ \\\n",
+    "$ \\lambda_{1} = 10.54, \\lambda_{2} = -4.54 $ \\\n",
+    "Since the eigenvalues are both positive and negative, the Hessian is indefinite. \\\n",
+    "To find the direction of the slopes awy from the saddle point (1,1): \\\n",
+    "$ f = f(1,1) + \\frac{f_{x_1x_1}(1,1)(x_1 - 1)^2}{2} + \\frac{f_{x_1x_2}(1,1)(x_1 - 1)(x_2 - 1)}{2} + \\frac{f_{x_2x_2}(1,1)(x_2 - 1)^2}{2} $ \\\n",
+    "$ f = 0.5 + 2(x_1 - 1)^2 - 2(x_1 - 1)(x_2 - 1) - 0.5(x_2 - 1)^2 $ \\\n",
+    "\n"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Problem 2:\n",
+    "Part a: (Analytical)\n",
+    "The problem asks to find a point closest to (-1, 0, 1) such that it is constrained to lie on the plane $ x_1 + 2x_2 + 3x_3 = 1 $. \\\n",
+    "The problem can be formulated as:\n",
+    "$ \\underset{x}{\\operatorname{argmin}} L(x_0, x) \\\\\n",
+    " \\text{st } x_1 + 2x_2 + 3x_3 = 1 $\n",
+    "\\\n",
+    "Using Lagrange multipliers on the equality constraint: \n",
+    "\\\n",
+    "$ \\underset{x}{\\operatorname{argmin}} L(x, x_0) = (x_{01} - x_1)^2 + (x_{02} - x_2)^2 + (x_{03} - x_3)^2 = \\lambda g(x) $ \\\n",
+    "$ \\nabla L(x) = \\lambda \\nabla g(x) $ \\\n",
+    "$ g(x) = c $ \\\n",
+    "The constraint equation works out to be: \\\n",
+    "$ \\nabla L(x) = \\begin{bmatrix}2x_1 + 2 \\\\ 2x_2 \\\\ 2x_3 - 2 \\end{bmatrix} = \\begin{bmatrix} 0 \\\\ \\lambda \\\\ 2\\lambda \\end{bmatrix} $ \\\n",
+    "Together with the equation $ x_1 + 2x_2 + 3x_3 - 1 = 0 $, solving for the x's we get:\\\n",
+    "$ x = \\begin{bmatrix} -1 \\\\ \\frac{-1}{-8} \\\\ \\frac{-1}{4} \\end{bmatrix} $ \\\n",
     "\n",
-    "For this homework, you may want to attach sketches as means to explain your ideas. Here is how you can attach images.\n",
     "\n",
-    "![everly1](img/everly7.jpg)"
-   ]
+    "\n"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "source": [],
+   "outputs": [],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Problem 3: \n",
+    "(i) Let f(x) and g(x) be two convex functions defined on the convex set X. "
+   ],
+   "metadata": {}
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
+   "name": "python3",
+   "display_name": "Python 3.7.3 64-bit ('base': conda)"
   },
   "language_info": {
    "codemirror_mode": {
@@ -78,8 +124,11 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3.7.3"
+  },
+  "interpreter": {
+   "hash": "283a19fe1c80cc8d674e9be3676f3725f85ae6255e6112c9eba9160b54893d27"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
+}
\ No newline at end of file
diff --git a/Homework/Homework 2.pdf b/Homework/Homework 2.pdf
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From b7ef2eedb31a7d7863649f32a61e1ae33b157830 Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Wed, 15 Sep 2021 03:50:46 -0700
Subject: [PATCH 04/33] Problems 3 and 5

---
 Homework/Homework 2.ipynb | 45 +++++++++++++++++++++++++++++++++++----
 1 file changed, 41 insertions(+), 4 deletions(-)

diff --git a/Homework/Homework 2.ipynb b/Homework/Homework 2.ipynb
index 4638e28..e20dc2f 100644
--- a/Homework/Homework 2.ipynb	
+++ b/Homework/Homework 2.ipynb	
@@ -60,9 +60,10 @@
     "$ \\begin{vmatrix} 4 - \\lambda & -4 \\\\ -4 & -1 - \\lambda \\end{vmatrix} = 0 $ \\\n",
     "$ \\lambda_{1} = 10.54, \\lambda_{2} = -4.54 $ \\\n",
     "Since the eigenvalues are both positive and negative, the Hessian is indefinite. \\\n",
-    "To find the direction of the slopes awy from the saddle point (1,1): \\\n",
-    "$ f = f(1,1) + \\frac{f_{x_1x_1}(1,1)(x_1 - 1)^2}{2} + \\frac{f_{x_1x_2}(1,1)(x_1 - 1)(x_2 - 1)}{2} + \\frac{f_{x_2x_2}(1,1)(x_2 - 1)^2}{2} $ \\\n",
-    "$ f = 0.5 + 2(x_1 - 1)^2 - 2(x_1 - 1)(x_2 - 1) - 0.5(x_2 - 1)^2 $ \\\n",
+    "To find the direction of the slopes awy from the saddle point (1,1) we need to find the points such that the difference f - f(1,1) < 0: \\\n",
+    "$ f - f(1,1) = \\frac{f_{x_1x_1}(1,1)(x_1 - 1)^2}{2} + \\frac{f_{x_1x_2}(1,1)(x_1 - 1)(x_2 - 1)}{2} + \\frac{f_{x_2x_2}(1,1)(x_2 - 1)^2}{2} $ \\\n",
+    "$ f - 0.5 = 2(x_1 - 1)^2 - 2(x_1 - 1)(x_2 - 1) - 0.5(x_2 - 1)^2 < 0 $ \\ \n",
+    "\n",
     "\n"
    ],
    "metadata": {}
@@ -103,7 +104,43 @@
    "cell_type": "markdown",
    "source": [
     "Problem 3: \n",
-    "(i) Let f(x) and g(x) be two convex functions defined on the convex set X. "
+    "(i) Let f(x) and g(x) be two convex functions defined on the convex set X. \n",
+    "The linear combination h(x) is defined as: \\\n",
+    "$ h(x) = af(x) + bg(x) $\n",
+    "If f(x) and g(x) are convex then: \\\n",
+    "$ f(\\lambda x_1 + (1- \\lambda)x_2) \\le \\lambda f(x_1) + (1 - \\lambda)f(x_2) $ \\\n",
+    "$ g(\\lambda x_1 + (1- \\lambda)x_2) \\le \\lambda g(x_1) + (1 - \\lambda)g(x_2) $ \\\n",
+    "$ af(\\lambda x_1 + (1- \\lambda)x_2) + bg(\\lambda x_1 + (1- \\lambda)x_2) \\le a(\\lambda f(x_1) + (1 - \\lambda)f(x_2)) + b(\\lambda g(x_1) + (1 - \\lambda)g(x_2)) $ \\\n",
+    "The right side can be rewritten as: \\\n",
+    "$ \\lambda(af(x_1) + bg(x_1)) + (1-\\lambda)(af(x_2) + bg(x_2)) $ \\\n",
+    "From the definition of h(x), the right hand side can be transformed to: \\\n",
+    "$ \\lambda h(x_1) + (1-\\lambda)h(x_2) $ \\\n",
+    "$ \\square $ \\\n",
+    "(ii) \n",
+    "\n"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Problem 5 \n",
+    "(i) Formulation of optimization problem:\n",
+    "$ \\underset{p_j}{\\operatorname{min}} \\sum_{k = 1}^{n} (I_k - I_t)^2 $ \\\n",
+    "st $ 0 \\le p_j \\le p_{max}$ \\\n",
+    "(ii) A formulation is convex if the objective is a convex function and the constraints have a feasible set that is convex. In  this case, the objective is convex due to the fact that $ I_k - I_t = a_k^Tp - I_t $ which is a hyperplane, and squaring a hyperplane is a quadratic function that is also convex. Moreover, the summation of k convex functions is also convex. Therefore the objective is convex. The feasible set from the constraints is convex because they form a segmented space that is a hypercube. \\\n",
+    "(iii) If we require the power output of any of the n lamps to be less than p*, the modified optimization problem is: \\\n",
+    "$ \\underset{p_j}{\\operatorname{min}} \\sum_{k = 1}^{n} (I_k - I_t)^2 $ \\\n",
+    "st $ 0 \\le p_j \\le p_{max}$ , \\\n",
+    "$ \\sum_{j = 1}^{k} p_j < p^*,  k = {1,...,n}$ \\\n",
+    "The second constraint can be further split into n separate constraints. Unique solutions are possible if all the constraints are convex sets. Consider the constraint $ \\sum_{j = 1}^{l} p_j \\lt p^* , l \\epsilon k $. The summation produces an l-dimensional half space of a hyperplane, which is a convex set. Therefore the problem has a unique solution.\n",
+    "\n",
+    "\n"
    ],
    "metadata": {}
   }

From df9c5a19da8fbe48c7fa5e98bef1815abbd736a5 Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Wed, 15 Sep 2021 03:51:11 -0700
Subject: [PATCH 05/33] Problems 3 and 5 partial

---
 Homework/Homework 2.ipynb | 1 -
 1 file changed, 1 deletion(-)

diff --git a/Homework/Homework 2.ipynb b/Homework/Homework 2.ipynb
index e20dc2f..83d9c9f 100644
--- a/Homework/Homework 2.ipynb	
+++ b/Homework/Homework 2.ipynb	
@@ -116,7 +116,6 @@
     "From the definition of h(x), the right hand side can be transformed to: \\\n",
     "$ \\lambda h(x_1) + (1-\\lambda)h(x_2) $ \\\n",
     "$ \\square $ \\\n",
-    "(ii) \n",
     "\n"
    ],
    "metadata": {}

From 9149d1d39e7f8dbe3421131575694ab16da030b9 Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Wed, 15 Sep 2021 20:17:36 -0700
Subject: [PATCH 06/33] Problem 2 coding part

---
 Homework/Homework 2.ipynb | 273 ++++++++++++++++++++++++++++++++++++--
 1 file changed, 260 insertions(+), 13 deletions(-)

diff --git a/Homework/Homework 2.ipynb b/Homework/Homework 2.ipynb
index 83d9c9f..a69ef4b 100644
--- a/Homework/Homework 2.ipynb	
+++ b/Homework/Homework 2.ipynb	
@@ -86,20 +86,13 @@
     "The constraint equation works out to be: \\\n",
     "$ \\nabla L(x) = \\begin{bmatrix}2x_1 + 2 \\\\ 2x_2 \\\\ 2x_3 - 2 \\end{bmatrix} = \\begin{bmatrix} 0 \\\\ \\lambda \\\\ 2\\lambda \\end{bmatrix} $ \\\n",
     "Together with the equation $ x_1 + 2x_2 + 3x_3 - 1 = 0 $, solving for the x's we get:\\\n",
-    "$ x = \\begin{bmatrix} -1 \\\\ \\frac{-1}{-8} \\\\ \\frac{-1}{4} \\end{bmatrix} $ \\\n",
+    "$ x = \\begin{bmatrix} -1 \\\\ \\frac{-1}{8} \\\\ \\frac{3}{4} \\end{bmatrix} $ \\\n",
     "\n",
     "\n",
     "\n"
    ],
    "metadata": {}
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "source": [],
-   "outputs": [],
-   "metadata": {}
-  },
   {
    "cell_type": "markdown",
    "source": [
@@ -120,11 +113,6 @@
    ],
    "metadata": {}
   },
-  {
-   "cell_type": "markdown",
-   "source": [],
-   "metadata": {}
-  },
   {
    "cell_type": "markdown",
    "source": [
@@ -142,6 +130,265 @@
     "\n"
    ],
    "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "source": [
+    "# PROBLEM 2 : CODE FOR GRADIENT DESCENT\n",
+    "import numpy as np\n",
+    "\n",
+    "def objective(x):\n",
+    "    return (2 - (2*x[0]) - (3*x[1]))**2 + (x[0])**2 + (x[1] - 1)**2\n",
+    "\n",
+    "def grad(x):\n",
+    "    return np.asarray([10*x[0] + 12*x[1] - 8, 12*x[0] + 20*x[1] - 14])\n",
+    "\n",
+    "def phi(a,x):\n",
+    "    obj = objective(x)\n",
+    "    corr = a*np.asarray([g**2 for g in grad(x)])\n",
+    "    return obj - corr\n",
+    "\n",
+    "def line_search(x):\n",
+    "    a = 1  # initialize step size\n",
+    "    while np.linalg.norm(phi(a,x))<objective(x-a*grad(x)):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction\n",
+    "        a = 0.5*a\n",
+    "    return a\n",
+    "\n",
+    "eps = 1e-3\n",
+    "x0 = [0,0]\n",
+    "k = 0\n",
+    "x = x0\n",
+    "\n",
+    "error = np.linalg.norm(grad(x))\n",
+    "\n",
+    "while error >= eps and k < 10000:  # keep searching while gradient norm is larger than eps\n",
+    "    a = line_search(x)\n",
+    "    x = x - a*grad(x)\n",
+    "    error = np.linalg.norm(grad(x))\n",
+    "    k+=1\n",
+    "    if k % 100 == 0: print(\"Iteration:\", k, \"alpha:\", a, \"Error:\", error, \"x:\", x)\n",
+    "\n",
+    "x1 = 1 - 2*x[0] - 3*x[1]\n",
+    "x = [x1, x[0], x[1]]\n",
+    "print(\"Final solution:\", x)\n",
+    "\n",
+    "###########################################\n",
+    "# Problem 2: Newton's method\n",
+    "\n",
+    "import numpy as np\n",
+    "\n",
+    "def objective(x):\n",
+    "    return (2 - (2*x[0]) - (3*x[1]))**2 + (x[0])**2 + (x[1] - 1)**2\n",
+    "\n",
+    "def grad(x):\n",
+    "    return np.asarray([10*x[0] + 12*x[1] - 8, 12*x[0] + 20*x[1] - 14])\n",
+    "\n",
+    "def hessian():\n",
+    "    return np.asarray([[10,12],[12,20]])\n",
+    "\n",
+    "def phi(a,x):\n",
+    "    obj = objective(x)\n",
+    "    corr = a*np.asarray([g**2 for g in grad(x)])\n",
+    "    return obj - corr\n",
+    "\n",
+    "def line_search(x):\n",
+    "    a = 1  # initialize step size\n",
+    "    while np.linalg.norm(phi(a,x))<objective(x-a*grad(x)):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction\n",
+    "        a = 0.5*a\n",
+    "    return a\n",
+    "\n",
+    "eps = 1e-3\n",
+    "x0 = [0,0]\n",
+    "k = 0\n",
+    "x = np.asarray(x0).reshape(2,1)\n",
+    "\n",
+    "error = np.linalg.norm(grad(x))\n",
+    "\n",
+    "while error >= eps and k < 1000:  # keep searching while gradient norm is larger than eps\n",
+    "    a = line_search(x)\n",
+    "    x = x - a*np.matmul(np.linalg.inv(hessian()), grad(x).reshape(2,1))\n",
+    "    error = np.linalg.norm(grad(x))\n",
+    "    k+=1\n",
+    "    if k % 1 == 0: print(\"Iteration:\", k, \"alpha:\", a, \"Error:\", error, \"x:\", x)\n",
+    "\n",
+    "x1 = 1 - 2*x[0] - 3*x[1]\n",
+    "x = [x1, x[0], x[1]]\n",
+    "print(\"Final solution:\", x)\n",
+    "\n"
+   ],
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "Iteration: 1 alpha: 0.0625 Error: 15.116733278059781 x: [[-0.00892857]\n",
+      " [ 0.04910714]]\n",
+      "Iteration: 2 alpha: 0.0625 Error: 14.171937448181044 x: [[-0.01729911]\n",
+      " [ 0.09514509]]\n",
+      "Iteration: 3 alpha: 0.0625 Error: 13.286191357669729 x: [[-0.02514648]\n",
+      " [ 0.13830566]]\n",
+      "Iteration: 4 alpha: 0.0625 Error: 12.45580439781537 x: [[-0.0325034]\n",
+      " [ 0.1787687]]\n",
+      "Iteration: 5 alpha: 0.0625 Error: 11.677316622951908 x: [[-0.03940051]\n",
+      " [ 0.2167028 ]]\n",
+      "Iteration: 6 alpha: 0.0625 Error: 10.947484334017416 x: [[-0.04586655]\n",
+      " [ 0.25226602]]\n",
+      "Iteration: 7 alpha: 0.0625 Error: 10.263266563141327 x: [[-0.05192846]\n",
+      " [ 0.28560654]]\n",
+      "Iteration: 8 alpha: 0.0625 Error: 9.621812402944995 x: [[-0.0576115 ]\n",
+      " [ 0.31686327]]\n",
+      "Iteration: 9 alpha: 0.0625 Error: 9.020449127760932 x: [[-0.06293936]\n",
+      " [ 0.34616646]]\n",
+      "Iteration: 10 alpha: 0.0625 Error: 8.456671057275875 x: [[-0.06793422]\n",
+      " [ 0.3736382 ]]\n",
+      "Iteration: 11 alpha: 0.0625 Error: 7.928129116196132 x: [[-0.0726169 ]\n",
+      " [ 0.39939295]]\n",
+      "Iteration: 12 alpha: 0.0625 Error: 7.432621046433874 x: [[-0.07700692]\n",
+      " [ 0.42353804]]\n",
+      "Iteration: 13 alpha: 0.0625 Error: 6.968082231031757 x: [[-0.08112255]\n",
+      " [ 0.44617405]]\n",
+      "Iteration: 14 alpha: 0.0625 Error: 6.532577091592273 x: [[-0.08498097]\n",
+      " [ 0.46739532]]\n",
+      "Iteration: 15 alpha: 0.0625 Error: 6.124291023367755 x: [[-0.08859823]\n",
+      " [ 0.48729025]]\n",
+      "Iteration: 16 alpha: 0.0625 Error: 5.741522834407272 x: [[-0.09198941]\n",
+      " [ 0.50594175]]\n",
+      "Iteration: 17 alpha: 0.0625 Error: 5.382677657256817 x: [[-0.09516864]\n",
+      " [ 0.52342754]]\n",
+      "Iteration: 18 alpha: 0.0625 Error: 5.046260303678267 x: [[-0.09814917]\n",
+      " [ 0.53982046]]\n",
+      "Iteration: 19 alpha: 0.0625 Error: 4.730869034698374 x: [[-0.10094342]\n",
+      " [ 0.55518882]]\n",
+      "Iteration: 20 alpha: 0.0625 Error: 4.435189720029727 x: [[-0.10356303]\n",
+      " [ 0.56959667]]\n",
+      "Iteration: 21 alpha: 0.0625 Error: 4.157990362527869 x: [[-0.10601891]\n",
+      " [ 0.58310402]]\n",
+      "Iteration: 22 alpha: 0.0625 Error: 3.898115964869877 x: [[-0.1083213 ]\n",
+      " [ 0.59576716]]\n",
+      "Iteration: 23 alpha: 0.0625 Error: 3.6544837170655087 x: [[-0.11047979]\n",
+      " [ 0.60763885]]\n",
+      "Iteration: 24 alpha: 0.0625 Error: 3.426078484748913 x: [[-0.11250338]\n",
+      " [ 0.61876857]]\n",
+      "Iteration: 25 alpha: 0.0625 Error: 3.2119485794521085 x: [[-0.11440049]\n",
+      " [ 0.62920268]]\n",
+      "Iteration: 26 alpha: 0.0625 Error: 3.0112017932363506 x: [[-0.11617903]\n",
+      " [ 0.63898465]]\n",
+      "Iteration: 27 alpha: 0.0625 Error: 2.82300168115908 x: [[-0.11784641]\n",
+      " [ 0.64815525]]\n",
+      "Iteration: 28 alpha: 0.0625 Error: 2.646564076086636 x: [[-0.11940958]\n",
+      " [ 0.65675269]]\n",
+      "Iteration: 29 alpha: 0.0625 Error: 2.48115382133122 x: [[-0.12087505]\n",
+      " [ 0.66481279]]\n",
+      "Iteration: 30 alpha: 0.03125 Error: 2.4036177644146197 x: [[-0.12156199]\n",
+      " [ 0.66859096]]\n",
+      "Iteration: 31 alpha: 0.03125 Error: 2.3285047092766633 x: [[-0.12222747]\n",
+      " [ 0.67225107]]\n",
+      "Iteration: 32 alpha: 0.03125 Error: 2.2557389371117678 x: [[-0.12287214]\n",
+      " [ 0.67579679]]\n",
+      "Iteration: 33 alpha: 0.03125 Error: 2.185247095327025 x: [[-0.12349668]\n",
+      " [ 0.67923172]]\n",
+      "Iteration: 34 alpha: 0.03125 Error: 2.1169581235980552 x: [[-0.12410169]\n",
+      " [ 0.6825593 ]]\n",
+      "Iteration: 35 alpha: 0.03125 Error: 2.0508031822356174 x: [[-0.1246878 ]\n",
+      " [ 0.68578289]]\n",
+      "Iteration: 36 alpha: 0.03125 Error: 1.9867155827907534 x: [[-0.12525559]\n",
+      " [ 0.68890574]]\n",
+      "Iteration: 37 alpha: 0.03125 Error: 1.9246307208285416 x: [[-0.12580564]\n",
+      " [ 0.69193101]]\n",
+      "Iteration: 38 alpha: 0.03125 Error: 1.8644860108026478 x: [[-0.1263385 ]\n",
+      " [ 0.69486174]]\n",
+      "Iteration: 39 alpha: 0.03125 Error: 1.806220822965065 x: [[-0.12685471]\n",
+      " [ 0.69770088]]\n",
+      "Iteration: 40 alpha: 0.03125 Error: 1.7497764222474055 x: [[-0.12735478]\n",
+      " [ 0.7004513 ]]\n",
+      "Iteration: 41 alpha: 0.03125 Error: 1.6950959090521742 x: [[-0.12783923]\n",
+      " [ 0.70311577]]\n",
+      "Iteration: 42 alpha: 0.03125 Error: 1.6421241618942932 x: [[-0.12830854]\n",
+      " [ 0.70569697]]\n",
+      "Iteration: 43 alpha: 0.03125 Error: 1.590807781835098 x: [[-0.12876318]\n",
+      " [ 0.70819751]]\n",
+      "Iteration: 44 alpha: 0.03125 Error: 1.5410950386527507 x: [[-0.12920362]\n",
+      " [ 0.71061991]]\n",
+      "Iteration: 45 alpha: 0.03125 Error: 1.4929358186948531 x: [[-0.12963029]\n",
+      " [ 0.71296661]]\n",
+      "Iteration: 46 alpha: 0.03125 Error: 1.4462815743606396 x: [[-0.13004363]\n",
+      " [ 0.71523998]]\n",
+      "Iteration: 47 alpha: 0.03125 Error: 1.401085275161868 x: [[-0.13044405]\n",
+      " [ 0.7174423 ]]\n",
+      "Iteration: 48 alpha: 0.03125 Error: 1.3573013603130624 x: [[-0.13083196]\n",
+      " [ 0.7195758 ]]\n",
+      "Iteration: 49 alpha: 0.03125 Error: 1.314885692803279 x: [[-0.13120775]\n",
+      " [ 0.72164263]]\n",
+      "Iteration: 50 alpha: 0.03125 Error: 1.2737955149031754 x: [[-0.13157179]\n",
+      " [ 0.72364487]]\n",
+      "Iteration: 51 alpha: 0.03125 Error: 1.2339894050624531 x: [[-0.13192446]\n",
+      " [ 0.72558453]]\n",
+      "Iteration: 52 alpha: 0.03125 Error: 1.1954272361542504 x: [[-0.13226611]\n",
+      " [ 0.72746359]]\n",
+      "Iteration: 53 alpha: 0.03125 Error: 1.1580701350244318 x: [[-0.13259708]\n",
+      " [ 0.72928392]]\n",
+      "Iteration: 54 alpha: 0.03125 Error: 1.1218804433049179 x: [[-0.1329177 ]\n",
+      " [ 0.73104737]]\n",
+      "Iteration: 55 alpha: 0.03125 Error: 1.0868216794516403 x: [[-0.13322831]\n",
+      " [ 0.73275571]]\n",
+      "Iteration: 56 alpha: 0.0625 Error: 1.0188953244859127 x: [[-0.13383011]\n",
+      " [ 0.73606562]]\n",
+      "Iteration: 57 alpha: 0.0625 Error: 0.9552143667055447 x: [[-0.1343943 ]\n",
+      " [ 0.73916867]]\n",
+      "Iteration: 58 alpha: 0.0625 Error: 0.8955134687864489 x: [[-0.13492323]\n",
+      " [ 0.74207777]]\n",
+      "Iteration: 59 alpha: 0.0625 Error: 0.8395438769872969 x: [[-0.1354191 ]\n",
+      " [ 0.74480505]]\n",
+      "Iteration: 60 alpha: 0.0625 Error: 0.7870723846755902 x: [[-0.13588398]\n",
+      " [ 0.74736188]]\n",
+      "Iteration: 61 alpha: 0.0625 Error: 0.7378803606333655 x: [[-0.1363198]\n",
+      " [ 0.7497589]]\n",
+      "Iteration: 62 alpha: 0.0625 Error: 0.6917628380937803 x: [[-0.13672838]\n",
+      " [ 0.75200611]]\n",
+      "Iteration: 63 alpha: 0.0625 Error: 0.6485276607129195 x: [[-0.13711143]\n",
+      " [ 0.75411287]]\n",
+      "Iteration: 64 alpha: 0.0625 Error: 0.6079946819183628 x: [[-0.13747054]\n",
+      " [ 0.75608796]]\n",
+      "Iteration: 65 alpha: 0.0625 Error: 0.5699950142984642 x: [[-0.1378072 ]\n",
+      " [ 0.75793961]]\n",
+      "Iteration: 66 alpha: 0.0625 Error: 0.5343703259048113 x: [[-0.13812282]\n",
+      " [ 0.75967553]]\n",
+      "Iteration: 67 alpha: 0.0625 Error: 0.5009721805357598 x: [[-0.13841872]\n",
+      " [ 0.76130295]]\n",
+      "Iteration: 68 alpha: 0.0625 Error: 0.46966141925227595 x: [[-0.13869612]\n",
+      " [ 0.76282866]]\n",
+      "Iteration: 69 alpha: 0.0625 Error: 0.44030758054900737 x: [[-0.13895618]\n",
+      " [ 0.76425901]]\n",
+      "Iteration: 70 alpha: 0.0625 Error: 0.41278835676469405 x: [[-0.13919999]\n",
+      " [ 0.76559996]]\n",
+      "Iteration: 71 alpha: 0.125 Error: 0.36118981216910695 x: [[-0.13965714]\n",
+      " [ 0.76811425]]\n",
+      "Iteration: 72 alpha: 0.125 Error: 0.3160410856479687 x: [[-0.14005714]\n",
+      " [ 0.77031426]]\n",
+      "Iteration: 73 alpha: 0.125 Error: 0.27653594994197145 x: [[-0.14040714]\n",
+      " [ 0.77223926]]\n",
+      "Iteration: 74 alpha: 0.125 Error: 0.24196895619922448 x: [[-0.14071339]\n",
+      " [ 0.77392364]]\n",
+      "Iteration: 75 alpha: 0.125 Error: 0.21172283667432054 x: [[-0.14098136]\n",
+      " [ 0.77539747]]\n",
+      "Iteration: 76 alpha: 0.125 Error: 0.18525748209002849 x: [[-0.14121583]\n",
+      " [ 0.77668707]]\n",
+      "Iteration: 77 alpha: 0.25 Error: 0.13894311156752143 x: [[-0.14162616]\n",
+      " [ 0.77894388]]\n",
+      "Iteration: 78 alpha: 0.25 Error: 0.10420733367564243 x: [[-0.14193391]\n",
+      " [ 0.78063648]]\n",
+      "Iteration: 79 alpha: 0.25 Error: 0.07815550025673297 x: [[-0.14216471]\n",
+      " [ 0.78190593]]\n",
+      "Iteration: 80 alpha: 0.5 Error: 0.0390777501283644 x: [[-0.14251093]\n",
+      " [ 0.78381011]]\n",
+      "Iteration: 81 alpha: 1 Error: 0.0 x: [[-0.14285714]\n",
+      " [ 0.78571429]]\n",
+      "Final solution: [array([-1.07142857]), array([-0.14285714]), array([0.78571429])]\n"
+     ]
+    }
+   ],
+   "metadata": {}
   }
  ],
  "metadata": {

From 1877ba9ede0af4999098592405fc598d2b8cf159 Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Wed, 15 Sep 2021 20:31:32 -0700
Subject: [PATCH 07/33] updated code for problem 2 - decrement newton

---
 .../{Homework 2.ipynb => Homework2.ipynb}     | 193 ++--------------
 Homework/Homework2.md                         | 207 ++++++++++++++++++
 2 files changed, 229 insertions(+), 171 deletions(-)
 rename Homework/{Homework 2.ipynb => Homework2.ipynb} (54%)
 create mode 100644 Homework/Homework2.md

diff --git a/Homework/Homework 2.ipynb b/Homework/Homework2.ipynb
similarity index 54%
rename from Homework/Homework 2.ipynb
rename to Homework/Homework2.ipynb
index a69ef4b..c55b377 100644
--- a/Homework/Homework 2.ipynb	
+++ b/Homework/Homework2.ipynb
@@ -133,9 +133,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 6,
    "source": [
     "# PROBLEM 2 : CODE FOR GRADIENT DESCENT\n",
+    "print(\"Gradient descent solution\")\n",
     "import numpy as np\n",
     "\n",
     "def objective(x):\n",
@@ -167,7 +168,7 @@
     "    x = x - a*grad(x)\n",
     "    error = np.linalg.norm(grad(x))\n",
     "    k+=1\n",
-    "    if k % 100 == 0: print(\"Iteration:\", k, \"alpha:\", a, \"Error:\", error, \"x:\", x)\n",
+    "    if k % 1000 == 0: print(\"Iteration:\", k, \"alpha:\", a, \"Error:\", error, \"x:\", x)\n",
     "\n",
     "x1 = 1 - 2*x[0] - 3*x[1]\n",
     "x = [x1, x[0], x[1]]\n",
@@ -175,7 +176,7 @@
     "\n",
     "###########################################\n",
     "# Problem 2: Newton's method\n",
-    "\n",
+    "print(\"Newton's method solution: \")\n",
     "import numpy as np\n",
     "\n",
     "def objective(x):\n",
@@ -203,14 +204,13 @@
     "k = 0\n",
     "x = np.asarray(x0).reshape(2,1)\n",
     "\n",
-    "error = np.linalg.norm(grad(x))\n",
-    "\n",
-    "while error >= eps and k < 1000:  # keep searching while gradient norm is larger than eps\n",
+    "lam = np.matmul(np.matmul(grad(x).reshape(1,2),np.linalg.inv(hessian())), grad(x).reshape(2,1))\n",
+    "while lam**2/2 >= eps and k < 1000:  # keep searching while gradient norm is larger than eps\n",
     "    a = line_search(x)\n",
     "    x = x - a*np.matmul(np.linalg.inv(hessian()), grad(x).reshape(2,1))\n",
-    "    error = np.linalg.norm(grad(x))\n",
+    "    lam = np.matmul(np.matmul(grad(x).reshape(1,2),np.linalg.inv(hessian())), grad(x).reshape(2,1))\n",
     "    k+=1\n",
-    "    if k % 1 == 0: print(\"Iteration:\", k, \"alpha:\", a, \"Error:\", error, \"x:\", x)\n",
+    "    if k % 100 == 0: print(\"Iteration:\", k, \"alpha:\", a, \"Error:\", error, \"x:\", x)\n",
     "\n",
     "x1 = 1 - 2*x[0] - 3*x[1]\n",
     "x = [x1, x[0], x[1]]\n",
@@ -222,169 +222,20 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "Iteration: 1 alpha: 0.0625 Error: 15.116733278059781 x: [[-0.00892857]\n",
-      " [ 0.04910714]]\n",
-      "Iteration: 2 alpha: 0.0625 Error: 14.171937448181044 x: [[-0.01729911]\n",
-      " [ 0.09514509]]\n",
-      "Iteration: 3 alpha: 0.0625 Error: 13.286191357669729 x: [[-0.02514648]\n",
-      " [ 0.13830566]]\n",
-      "Iteration: 4 alpha: 0.0625 Error: 12.45580439781537 x: [[-0.0325034]\n",
-      " [ 0.1787687]]\n",
-      "Iteration: 5 alpha: 0.0625 Error: 11.677316622951908 x: [[-0.03940051]\n",
-      " [ 0.2167028 ]]\n",
-      "Iteration: 6 alpha: 0.0625 Error: 10.947484334017416 x: [[-0.04586655]\n",
-      " [ 0.25226602]]\n",
-      "Iteration: 7 alpha: 0.0625 Error: 10.263266563141327 x: [[-0.05192846]\n",
-      " [ 0.28560654]]\n",
-      "Iteration: 8 alpha: 0.0625 Error: 9.621812402944995 x: [[-0.0576115 ]\n",
-      " [ 0.31686327]]\n",
-      "Iteration: 9 alpha: 0.0625 Error: 9.020449127760932 x: [[-0.06293936]\n",
-      " [ 0.34616646]]\n",
-      "Iteration: 10 alpha: 0.0625 Error: 8.456671057275875 x: [[-0.06793422]\n",
-      " [ 0.3736382 ]]\n",
-      "Iteration: 11 alpha: 0.0625 Error: 7.928129116196132 x: [[-0.0726169 ]\n",
-      " [ 0.39939295]]\n",
-      "Iteration: 12 alpha: 0.0625 Error: 7.432621046433874 x: [[-0.07700692]\n",
-      " [ 0.42353804]]\n",
-      "Iteration: 13 alpha: 0.0625 Error: 6.968082231031757 x: [[-0.08112255]\n",
-      " [ 0.44617405]]\n",
-      "Iteration: 14 alpha: 0.0625 Error: 6.532577091592273 x: [[-0.08498097]\n",
-      " [ 0.46739532]]\n",
-      "Iteration: 15 alpha: 0.0625 Error: 6.124291023367755 x: [[-0.08859823]\n",
-      " [ 0.48729025]]\n",
-      "Iteration: 16 alpha: 0.0625 Error: 5.741522834407272 x: [[-0.09198941]\n",
-      " [ 0.50594175]]\n",
-      "Iteration: 17 alpha: 0.0625 Error: 5.382677657256817 x: [[-0.09516864]\n",
-      " [ 0.52342754]]\n",
-      "Iteration: 18 alpha: 0.0625 Error: 5.046260303678267 x: [[-0.09814917]\n",
-      " [ 0.53982046]]\n",
-      "Iteration: 19 alpha: 0.0625 Error: 4.730869034698374 x: [[-0.10094342]\n",
-      " [ 0.55518882]]\n",
-      "Iteration: 20 alpha: 0.0625 Error: 4.435189720029727 x: [[-0.10356303]\n",
-      " [ 0.56959667]]\n",
-      "Iteration: 21 alpha: 0.0625 Error: 4.157990362527869 x: [[-0.10601891]\n",
-      " [ 0.58310402]]\n",
-      "Iteration: 22 alpha: 0.0625 Error: 3.898115964869877 x: [[-0.1083213 ]\n",
-      " [ 0.59576716]]\n",
-      "Iteration: 23 alpha: 0.0625 Error: 3.6544837170655087 x: [[-0.11047979]\n",
-      " [ 0.60763885]]\n",
-      "Iteration: 24 alpha: 0.0625 Error: 3.426078484748913 x: [[-0.11250338]\n",
-      " [ 0.61876857]]\n",
-      "Iteration: 25 alpha: 0.0625 Error: 3.2119485794521085 x: [[-0.11440049]\n",
-      " [ 0.62920268]]\n",
-      "Iteration: 26 alpha: 0.0625 Error: 3.0112017932363506 x: [[-0.11617903]\n",
-      " [ 0.63898465]]\n",
-      "Iteration: 27 alpha: 0.0625 Error: 2.82300168115908 x: [[-0.11784641]\n",
-      " [ 0.64815525]]\n",
-      "Iteration: 28 alpha: 0.0625 Error: 2.646564076086636 x: [[-0.11940958]\n",
-      " [ 0.65675269]]\n",
-      "Iteration: 29 alpha: 0.0625 Error: 2.48115382133122 x: [[-0.12087505]\n",
-      " [ 0.66481279]]\n",
-      "Iteration: 30 alpha: 0.03125 Error: 2.4036177644146197 x: [[-0.12156199]\n",
-      " [ 0.66859096]]\n",
-      "Iteration: 31 alpha: 0.03125 Error: 2.3285047092766633 x: [[-0.12222747]\n",
-      " [ 0.67225107]]\n",
-      "Iteration: 32 alpha: 0.03125 Error: 2.2557389371117678 x: [[-0.12287214]\n",
-      " [ 0.67579679]]\n",
-      "Iteration: 33 alpha: 0.03125 Error: 2.185247095327025 x: [[-0.12349668]\n",
-      " [ 0.67923172]]\n",
-      "Iteration: 34 alpha: 0.03125 Error: 2.1169581235980552 x: [[-0.12410169]\n",
-      " [ 0.6825593 ]]\n",
-      "Iteration: 35 alpha: 0.03125 Error: 2.0508031822356174 x: [[-0.1246878 ]\n",
-      " [ 0.68578289]]\n",
-      "Iteration: 36 alpha: 0.03125 Error: 1.9867155827907534 x: [[-0.12525559]\n",
-      " [ 0.68890574]]\n",
-      "Iteration: 37 alpha: 0.03125 Error: 1.9246307208285416 x: [[-0.12580564]\n",
-      " [ 0.69193101]]\n",
-      "Iteration: 38 alpha: 0.03125 Error: 1.8644860108026478 x: [[-0.1263385 ]\n",
-      " [ 0.69486174]]\n",
-      "Iteration: 39 alpha: 0.03125 Error: 1.806220822965065 x: [[-0.12685471]\n",
-      " [ 0.69770088]]\n",
-      "Iteration: 40 alpha: 0.03125 Error: 1.7497764222474055 x: [[-0.12735478]\n",
-      " [ 0.7004513 ]]\n",
-      "Iteration: 41 alpha: 0.03125 Error: 1.6950959090521742 x: [[-0.12783923]\n",
-      " [ 0.70311577]]\n",
-      "Iteration: 42 alpha: 0.03125 Error: 1.6421241618942932 x: [[-0.12830854]\n",
-      " [ 0.70569697]]\n",
-      "Iteration: 43 alpha: 0.03125 Error: 1.590807781835098 x: [[-0.12876318]\n",
-      " [ 0.70819751]]\n",
-      "Iteration: 44 alpha: 0.03125 Error: 1.5410950386527507 x: [[-0.12920362]\n",
-      " [ 0.71061991]]\n",
-      "Iteration: 45 alpha: 0.03125 Error: 1.4929358186948531 x: [[-0.12963029]\n",
-      " [ 0.71296661]]\n",
-      "Iteration: 46 alpha: 0.03125 Error: 1.4462815743606396 x: [[-0.13004363]\n",
-      " [ 0.71523998]]\n",
-      "Iteration: 47 alpha: 0.03125 Error: 1.401085275161868 x: [[-0.13044405]\n",
-      " [ 0.7174423 ]]\n",
-      "Iteration: 48 alpha: 0.03125 Error: 1.3573013603130624 x: [[-0.13083196]\n",
-      " [ 0.7195758 ]]\n",
-      "Iteration: 49 alpha: 0.03125 Error: 1.314885692803279 x: [[-0.13120775]\n",
-      " [ 0.72164263]]\n",
-      "Iteration: 50 alpha: 0.03125 Error: 1.2737955149031754 x: [[-0.13157179]\n",
-      " [ 0.72364487]]\n",
-      "Iteration: 51 alpha: 0.03125 Error: 1.2339894050624531 x: [[-0.13192446]\n",
-      " [ 0.72558453]]\n",
-      "Iteration: 52 alpha: 0.03125 Error: 1.1954272361542504 x: [[-0.13226611]\n",
-      " [ 0.72746359]]\n",
-      "Iteration: 53 alpha: 0.03125 Error: 1.1580701350244318 x: [[-0.13259708]\n",
-      " [ 0.72928392]]\n",
-      "Iteration: 54 alpha: 0.03125 Error: 1.1218804433049179 x: [[-0.1329177 ]\n",
-      " [ 0.73104737]]\n",
-      "Iteration: 55 alpha: 0.03125 Error: 1.0868216794516403 x: [[-0.13322831]\n",
-      " [ 0.73275571]]\n",
-      "Iteration: 56 alpha: 0.0625 Error: 1.0188953244859127 x: [[-0.13383011]\n",
-      " [ 0.73606562]]\n",
-      "Iteration: 57 alpha: 0.0625 Error: 0.9552143667055447 x: [[-0.1343943 ]\n",
-      " [ 0.73916867]]\n",
-      "Iteration: 58 alpha: 0.0625 Error: 0.8955134687864489 x: [[-0.13492323]\n",
-      " [ 0.74207777]]\n",
-      "Iteration: 59 alpha: 0.0625 Error: 0.8395438769872969 x: [[-0.1354191 ]\n",
-      " [ 0.74480505]]\n",
-      "Iteration: 60 alpha: 0.0625 Error: 0.7870723846755902 x: [[-0.13588398]\n",
-      " [ 0.74736188]]\n",
-      "Iteration: 61 alpha: 0.0625 Error: 0.7378803606333655 x: [[-0.1363198]\n",
-      " [ 0.7497589]]\n",
-      "Iteration: 62 alpha: 0.0625 Error: 0.6917628380937803 x: [[-0.13672838]\n",
-      " [ 0.75200611]]\n",
-      "Iteration: 63 alpha: 0.0625 Error: 0.6485276607129195 x: [[-0.13711143]\n",
-      " [ 0.75411287]]\n",
-      "Iteration: 64 alpha: 0.0625 Error: 0.6079946819183628 x: [[-0.13747054]\n",
-      " [ 0.75608796]]\n",
-      "Iteration: 65 alpha: 0.0625 Error: 0.5699950142984642 x: [[-0.1378072 ]\n",
-      " [ 0.75793961]]\n",
-      "Iteration: 66 alpha: 0.0625 Error: 0.5343703259048113 x: [[-0.13812282]\n",
-      " [ 0.75967553]]\n",
-      "Iteration: 67 alpha: 0.0625 Error: 0.5009721805357598 x: [[-0.13841872]\n",
-      " [ 0.76130295]]\n",
-      "Iteration: 68 alpha: 0.0625 Error: 0.46966141925227595 x: [[-0.13869612]\n",
-      " [ 0.76282866]]\n",
-      "Iteration: 69 alpha: 0.0625 Error: 0.44030758054900737 x: [[-0.13895618]\n",
-      " [ 0.76425901]]\n",
-      "Iteration: 70 alpha: 0.0625 Error: 0.41278835676469405 x: [[-0.13919999]\n",
-      " [ 0.76559996]]\n",
-      "Iteration: 71 alpha: 0.125 Error: 0.36118981216910695 x: [[-0.13965714]\n",
-      " [ 0.76811425]]\n",
-      "Iteration: 72 alpha: 0.125 Error: 0.3160410856479687 x: [[-0.14005714]\n",
-      " [ 0.77031426]]\n",
-      "Iteration: 73 alpha: 0.125 Error: 0.27653594994197145 x: [[-0.14040714]\n",
-      " [ 0.77223926]]\n",
-      "Iteration: 74 alpha: 0.125 Error: 0.24196895619922448 x: [[-0.14071339]\n",
-      " [ 0.77392364]]\n",
-      "Iteration: 75 alpha: 0.125 Error: 0.21172283667432054 x: [[-0.14098136]\n",
-      " [ 0.77539747]]\n",
-      "Iteration: 76 alpha: 0.125 Error: 0.18525748209002849 x: [[-0.14121583]\n",
-      " [ 0.77668707]]\n",
-      "Iteration: 77 alpha: 0.25 Error: 0.13894311156752143 x: [[-0.14162616]\n",
-      " [ 0.77894388]]\n",
-      "Iteration: 78 alpha: 0.25 Error: 0.10420733367564243 x: [[-0.14193391]\n",
-      " [ 0.78063648]]\n",
-      "Iteration: 79 alpha: 0.25 Error: 0.07815550025673297 x: [[-0.14216471]\n",
-      " [ 0.78190593]]\n",
-      "Iteration: 80 alpha: 0.5 Error: 0.0390777501283644 x: [[-0.14251093]\n",
-      " [ 0.78381011]]\n",
-      "Iteration: 81 alpha: 1 Error: 0.0 x: [[-0.14285714]\n",
-      " [ 0.78571429]]\n",
-      "Final solution: [array([-1.07142857]), array([-0.14285714]), array([0.78571429])]\n"
+      "Gradient descent solution\n",
+      "Iteration: 1000 alpha: 0.125 Error: 0.8604186897840943 x: [-0.12581163  0.81128256]\n",
+      "Iteration: 2000 alpha: 0.125 Error: 0.9204354759534935 x: [-0.12462265  0.81306602]\n",
+      "Iteration: 3000 alpha: 0.125 Error: 0.9846386130992997 x: [-0.12335074  0.81497389]\n",
+      "Iteration: 4000 alpha: 0.0625 Error: 0.3159960335302552 x: [-0.13659703  0.79510445]\n",
+      "Iteration: 5000 alpha: 0.0625 Error: 0.3380377053348803 x: [-0.13616037  0.79575944]\n",
+      "Iteration: 6000 alpha: 0.0625 Error: 0.36161684990617876 x: [-0.13569325  0.79646012]\n",
+      "Iteration: 7000 alpha: 0.0625 Error: 0.38684071058438907 x: [-0.13519355  0.79720968]\n",
+      "Iteration: 8000 alpha: 0.0625 Error: 0.4138240112546796 x: [-0.13465899  0.79801151]\n",
+      "Iteration: 9000 alpha: 0.0625 Error: 0.442689478137391 x: [-0.13408714  0.79886928]\n",
+      "Iteration: 10000 alpha: 0.0625 Error: 0.47356839797524564 x: [-0.13347541  0.79978688]\n",
+      "Final solution: [-1.1324098264763962, -0.13347541131132373, 0.7997868830330145]\n",
+      "Newton's method solution: \n",
+      "Final solution: [array([-0.94053665]), array([-0.13383011]), array([0.73606562])]\n"
      ]
     }
    ],
diff --git a/Homework/Homework2.md b/Homework/Homework2.md
new file mode 100644
index 0000000..dfbff05
--- /dev/null
+++ b/Homework/Homework2.md
@@ -0,0 +1,207 @@
+# Theory/Computation Problems
+
+### Problem 1 (20 points) 
+Show that the stationary point (zero gradient) of the function
+$$
+\begin{aligned}
+    f=2x_{1}^{2} - 4x_1 x_2+ 1.5x^{2}_{2}+ x_2
+\end{aligned}
+$$
+is a saddle (with indefinite Hessian). Find the directions of downslopes away from the saddle. Hint: Use Taylor's expansion at the saddle point. Find directions that reduce $f$.
+
+### Problem 2 (50 points) 
+
+* (10 points) Find the point in the plane $x_1+2x_2+3x_3=1$ in $\mathbb{R}^3$ that is nearest to the point $(-1,0,1)^T$. Is this a convex problem? Hint: Convert the problem into an unconstrained problem using $x_1+2x_2+3x_3=1$.
+
+* (40 points) Implement the gradient descent and Newton's algorithm for solving the problem. Attach your codes along with a short summary including (1) the initial points tested, (2) corresponding solutions, (3) a log-linear convergence plot.
+
+### Problem 3 (10 points) 
+Let $f(x)$ and $g(x)$ be two convex functions defined on the convex set $\mathcal{X}$. 
+* (5 points) Prove that $af(x)+bg(x)$ is convex for $a>0$ and $b>0$. 
+* (5 points) In what conditions will $f(g(x))$ be convex?
+
+### Problem 4 (bonus 10 points)
+Show that $f({\bf x}_1) \geq f(\textbf{x}_0) + 
+    \textbf{g}_{\textbf{x}_0}^T(\textbf{x}_1-\textbf{x}_0)$ for a convex function $f(\textbf{x}): \mathcal{X} \rightarrow \mathbb{R}$ and for $\textbf{x}_0$, $\textbf{x}_1 \in \mathcal{X}$. 
+
+# Design Problems
+
+### Problem 5 (20 points) 
+Consider an illumination problem: There are $n$ lamps and $m$ mirrors fixed to the ground. The target reflection intensity level is $I_t$. The actual reflection intensity level on the $k$th mirror can be computed as $\textbf{a}_k^T \textbf{p}$, where $\textbf{a}_k$ is given by the distances between all lamps to the mirror, and $\textbf{p}:=[p_1,...,p_n]^T$ are the power output of the lamps. The objective is to keep the actual intensity levels as close to the target as possible by tuning the power output $\textbf{p}$.
+
+* (5 points) Formulate this problem as an optimization problem. 
+* (5 points) Is your problem convex?
+* (5 points) If we require the overall power output of any of the $n$ lamps to be less than $p^*$, will the problem have a unique solution?
+* (5 points) If we require no more than half of the lamps to be switched on, will the problem have a unique solution?
+
+Problem 1.0.1 
+$$f = 2x_{1}^{2} - 4x_1x_2 + 1.5x_2^2$$
+The stationary point of the function is obtained by taking the gradient and setting it to zero: \
+$ \rho = \begin{bmatrix}4x_1 - 4x_2 \\ -4x_1 + 3x_2 + 1 \end{bmatrix}$ = 0\
+Solving for x_1 and x_2 gives a stationary point (1,1). \
+Indefiniteness of the Hessian can be shown by computing its eigenvalues: \
+
+$ H = \begin{bmatrix} 4 & -4 \\ -4 & -1 \end{bmatrix} $ \
+$ \begin{vmatrix} 4 - \lambda & -4 \\ -4 & -1 - \lambda \end{vmatrix} = 0 $ \
+$ \lambda_{1} = 10.54, \lambda_{2} = -4.54 $ \
+Since the eigenvalues are both positive and negative, the Hessian is indefinite. \
+To find the direction of the slopes awy from the saddle point (1,1) we need to find the points such that the difference f - f(1,1) < 0: \
+$ f - f(1,1) = \frac{f_{x_1x_1}(1,1)(x_1 - 1)^2}{2} + \frac{f_{x_1x_2}(1,1)(x_1 - 1)(x_2 - 1)}{2} + \frac{f_{x_2x_2}(1,1)(x_2 - 1)^2}{2} $ \
+$ f - 0.5 = 2(x_1 - 1)^2 - 2(x_1 - 1)(x_2 - 1) - 0.5(x_2 - 1)^2 < 0 $ \ 
+
+
+
+
+Problem 2:
+Part a: (Analytical)
+The problem asks to find a point closest to (-1, 0, 1) such that it is constrained to lie on the plane $ x_1 + 2x_2 + 3x_3 = 1 $. \
+The problem can be formulated as:
+$ \underset{x}{\operatorname{argmin}} L(x_0, x) \\
+ \text{st } x_1 + 2x_2 + 3x_3 = 1 $
+\
+Using Lagrange multipliers on the equality constraint: 
+\
+$ \underset{x}{\operatorname{argmin}} L(x, x_0) = (x_{01} - x_1)^2 + (x_{02} - x_2)^2 + (x_{03} - x_3)^2 = \lambda g(x) $ \
+$ \nabla L(x) = \lambda \nabla g(x) $ \
+$ g(x) = c $ \
+The constraint equation works out to be: \
+$ \nabla L(x) = \begin{bmatrix}2x_1 + 2 \\ 2x_2 \\ 2x_3 - 2 \end{bmatrix} = \begin{bmatrix} 0 \\ \lambda \\ 2\lambda \end{bmatrix} $ \
+Together with the equation $ x_1 + 2x_2 + 3x_3 - 1 = 0 $, solving for the x's we get:\
+$ x = \begin{bmatrix} -1 \\ \frac{-1}{8} \\ \frac{3}{4} \end{bmatrix} $ \
+
+
+
+
+
+Problem 3: 
+(i) Let f(x) and g(x) be two convex functions defined on the convex set X. 
+The linear combination h(x) is defined as: \
+$ h(x) = af(x) + bg(x) $
+If f(x) and g(x) are convex then: \
+$ f(\lambda x_1 + (1- \lambda)x_2) \le \lambda f(x_1) + (1 - \lambda)f(x_2) $ \
+$ g(\lambda x_1 + (1- \lambda)x_2) \le \lambda g(x_1) + (1 - \lambda)g(x_2) $ \
+$ af(\lambda x_1 + (1- \lambda)x_2) + bg(\lambda x_1 + (1- \lambda)x_2) \le a(\lambda f(x_1) + (1 - \lambda)f(x_2)) + b(\lambda g(x_1) + (1 - \lambda)g(x_2)) $ \
+The right side can be rewritten as: \
+$ \lambda(af(x_1) + bg(x_1)) + (1-\lambda)(af(x_2) + bg(x_2)) $ \
+From the definition of h(x), the right hand side can be transformed to: \
+$ \lambda h(x_1) + (1-\lambda)h(x_2) $ \
+$ \square $ \
+
+
+
+Problem 5 
+(i) Formulation of optimization problem:
+$ \underset{p_j}{\operatorname{min}} \sum_{k = 1}^{n} (I_k - I_t)^2 $ \
+st $ 0 \le p_j \le p_{max}$ \
+(ii) A formulation is convex if the objective is a convex function and the constraints have a feasible set that is convex. In  this case, the objective is convex due to the fact that $ I_k - I_t = a_k^Tp - I_t $ which is a hyperplane, and squaring a hyperplane is a quadratic function that is also convex. Moreover, the summation of k convex functions is also convex. Therefore the objective is convex. The feasible set from the constraints is convex because they form a segmented space that is a hypercube. \
+(iii) If we require the power output of any of the n lamps to be less than p*, the modified optimization problem is: \
+$ \underset{p_j}{\operatorname{min}} \sum_{k = 1}^{n} (I_k - I_t)^2 $ \
+st $ 0 \le p_j \le p_{max}$ , \
+$ \sum_{j = 1}^{k} p_j < p^*,  k = {1,...,n}$ \
+The second constraint can be further split into n separate constraints. Unique solutions are possible if all the constraints are convex sets. Consider the constraint $ \sum_{j = 1}^{l} p_j \lt p^* , l \epsilon k $. The summation produces an l-dimensional half space of a hyperplane, which is a convex set. Therefore the problem has a unique solution.
+
+
+
+
+
+```python
+# PROBLEM 2 : CODE FOR GRADIENT DESCENT
+print("Gradient descent solution")
+import numpy as np
+
+def objective(x):
+    return (2 - (2*x[0]) - (3*x[1]))**2 + (x[0])**2 + (x[1] - 1)**2
+
+def grad(x):
+    return np.asarray([10*x[0] + 12*x[1] - 8, 12*x[0] + 20*x[1] - 14])
+
+def phi(a,x):
+    obj = objective(x)
+    corr = a*np.asarray([g**2 for g in grad(x)])
+    return obj - corr
+
+def line_search(x):
+    a = 1  # initialize step size
+    while np.linalg.norm(phi(a,x))<objective(x-a*grad(x)):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction
+        a = 0.5*a
+    return a
+
+eps = 1e-3
+x0 = [0,0]
+k = 0
+x = x0
+
+error = np.linalg.norm(grad(x))
+
+while error >= eps and k < 10000:  # keep searching while gradient norm is larger than eps
+    a = line_search(x)
+    x = x - a*grad(x)
+    error = np.linalg.norm(grad(x))
+    k+=1
+    if k % 1000 == 0: print("Iteration:", k, "alpha:", a, "Error:", error, "x:", x)
+
+x1 = 1 - 2*x[0] - 3*x[1]
+x = [x1, x[0], x[1]]
+print("Final solution:", x)
+
+###########################################
+# Problem 2: Newton's method
+print("Newton's method solution: ")
+import numpy as np
+
+def objective(x):
+    return (2 - (2*x[0]) - (3*x[1]))**2 + (x[0])**2 + (x[1] - 1)**2
+
+def grad(x):
+    return np.asarray([10*x[0] + 12*x[1] - 8, 12*x[0] + 20*x[1] - 14])
+
+def hessian():
+    return np.asarray([[10,12],[12,20]])
+
+def phi(a,x):
+    obj = objective(x)
+    corr = a*np.asarray([g**2 for g in grad(x)])
+    return obj - corr
+
+def line_search(x):
+    a = 1  # initialize step size
+    while np.linalg.norm(phi(a,x))<objective(x-a*grad(x)):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction
+        a = 0.5*a
+    return a
+
+eps = 1e-3
+x0 = [0,0]
+k = 0
+x = np.asarray(x0).reshape(2,1)
+
+error = np.linalg.norm(grad(x))
+
+while error >= eps and k < 1000:  # keep searching while gradient norm is larger than eps
+    a = line_search(x)
+    x = x - a*np.matmul(np.linalg.inv(hessian()), grad(x).reshape(2,1))
+    error = np.linalg.norm(grad(x))
+    k+=1
+    if k % 100 == 0: print("Iteration:", k, "alpha:", a, "Error:", error, "x:", x)
+
+x1 = 1 - 2*x[0] - 3*x[1]
+x = [x1, x[0], x[1]]
+print("Final solution:", x)
+
+
+```
+
+    Gradient descent solution
+    Iteration: 1000 alpha: 0.125 Error: 0.8604186897840943 x: [-0.12581163  0.81128256]
+    Iteration: 2000 alpha: 0.125 Error: 0.9204354759534935 x: [-0.12462265  0.81306602]
+    Iteration: 3000 alpha: 0.125 Error: 0.9846386130992997 x: [-0.12335074  0.81497389]
+    Iteration: 4000 alpha: 0.0625 Error: 0.3159960335302552 x: [-0.13659703  0.79510445]
+    Iteration: 5000 alpha: 0.0625 Error: 0.3380377053348803 x: [-0.13616037  0.79575944]
+    Iteration: 6000 alpha: 0.0625 Error: 0.36161684990617876 x: [-0.13569325  0.79646012]
+    Iteration: 7000 alpha: 0.0625 Error: 0.38684071058438907 x: [-0.13519355  0.79720968]
+    Iteration: 8000 alpha: 0.0625 Error: 0.4138240112546796 x: [-0.13465899  0.79801151]
+    Iteration: 9000 alpha: 0.0625 Error: 0.442689478137391 x: [-0.13408714  0.79886928]
+    Iteration: 10000 alpha: 0.0625 Error: 0.47356839797524564 x: [-0.13347541  0.79978688]
+    Final solution: [-1.1324098264763962, -0.13347541131132373, 0.7997868830330145]
+    Newton's method solution: 
+    Final solution: [array([-1.07142857]), array([-0.14285714]), array([0.78571429])]
+

From 4fa9bdf8397a8519aaa79f9d46827c1bb540a7db Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Wed, 15 Sep 2021 22:32:07 -0700
Subject: [PATCH 08/33] code final changes - convergence plots

---
 Homework/Homework2.html                    | 14220 +++++++++++++++++++
 Homework/Homework2.ipynb                   |   168 +-
 Homework/Homework2.md                      |   141 +-
 Homework/Homework2_files/Homework2_4_1.png |   Bin 0 -> 12525 bytes
 Homework/Homework2_files/Homework2_4_2.png |   Bin 0 -> 12226 bytes
 5 files changed, 14416 insertions(+), 113 deletions(-)
 create mode 100644 Homework/Homework2.html
 create mode 100644 Homework/Homework2_files/Homework2_4_1.png
 create mode 100644 Homework/Homework2_files/Homework2_4_2.png

diff --git a/Homework/Homework2.html b/Homework/Homework2.html
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+<!DOCTYPE html>
+<html>
+<head><meta charset="utf-8" />
+<meta name="viewport" content="width=device-width, initial-scale=1.0">
+
+<title>Homework2</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
+
+
+
+
+<style type="text/css">
+    pre { line-height: 125%; }
+td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
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+.highlight .kr { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Type */
+.highlight .m { color: var(--jp-mirror-editor-number-color) } /* Literal.Number */
+.highlight .s { color: var(--jp-mirror-editor-string-color) } /* Literal.String */
+.highlight .ow { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator.Word */
+.highlight .w { color: var(--jp-mirror-editor-variable-color) } /* Text.Whitespace */
+.highlight .mb { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Bin */
+.highlight .mf { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Float */
+.highlight .mh { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Hex */
+.highlight .mi { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer */
+.highlight .mo { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Oct */
+.highlight .sa { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Affix */
+.highlight .sb { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Backtick */
+.highlight .sc { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Char */
+.highlight .dl { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Delimiter */
+.highlight .sd { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Doc */
+.highlight .s2 { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Double */
+.highlight .se { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Escape */
+.highlight .sh { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Heredoc */
+.highlight .si { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Interpol */
+.highlight .sx { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Other */
+.highlight .sr { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Regex */
+.highlight .s1 { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Single */
+.highlight .ss { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Symbol */
+.highlight .il { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer.Long */
+  </style>
+
+
+
+<style type="text/css">
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*
+ * Mozilla scrollbar styling
+ */
+
+/* use standard opaque scrollbars for most nodes */
+[data-jp-theme-scrollbars='true'] {
+  scrollbar-color: rgb(var(--jp-scrollbar-thumb-color))
+    var(--jp-scrollbar-background-color);
+}
+
+/* for code nodes, use a transparent style of scrollbar. These selectors
+ * will match lower in the tree, and so will override the above */
+[data-jp-theme-scrollbars='true'] .CodeMirror-hscrollbar,
+[data-jp-theme-scrollbars='true'] .CodeMirror-vscrollbar {
+  scrollbar-color: rgba(var(--jp-scrollbar-thumb-color), 0.5) transparent;
+}
+
+/* tiny scrollbar */
+
+.jp-scrollbar-tiny {
+  scrollbar-color: rgba(var(--jp-scrollbar-thumb-color), 0.5) transparent;
+  scrollbar-width: thin;
+}
+
+/*
+ * Webkit scrollbar styling
+ */
+
+/* use standard opaque scrollbars for most nodes */
+
+[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar,
+[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar-corner {
+  background: var(--jp-scrollbar-background-color);
+}
+
+[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar-thumb {
+  background: rgb(var(--jp-scrollbar-thumb-color));
+  border: var(--jp-scrollbar-thumb-margin) solid transparent;
+  background-clip: content-box;
+  border-radius: var(--jp-scrollbar-thumb-radius);
+}
+
+[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar-track:horizontal {
+  border-left: var(--jp-scrollbar-endpad) solid
+    var(--jp-scrollbar-background-color);
+  border-right: var(--jp-scrollbar-endpad) solid
+    var(--jp-scrollbar-background-color);
+}
+
+[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar-track:vertical {
+  border-top: var(--jp-scrollbar-endpad) solid
+    var(--jp-scrollbar-background-color);
+  border-bottom: var(--jp-scrollbar-endpad) solid
+    var(--jp-scrollbar-background-color);
+}
+
+/* for code nodes, use a transparent style of scrollbar */
+
+[data-jp-theme-scrollbars='true'] .CodeMirror-hscrollbar::-webkit-scrollbar,
+[data-jp-theme-scrollbars='true'] .CodeMirror-vscrollbar::-webkit-scrollbar,
+[data-jp-theme-scrollbars='true']
+  .CodeMirror-hscrollbar::-webkit-scrollbar-corner,
+[data-jp-theme-scrollbars='true']
+  .CodeMirror-vscrollbar::-webkit-scrollbar-corner {
+  background-color: transparent;
+}
+
+[data-jp-theme-scrollbars='true']
+  .CodeMirror-hscrollbar::-webkit-scrollbar-thumb,
+[data-jp-theme-scrollbars='true']
+  .CodeMirror-vscrollbar::-webkit-scrollbar-thumb {
+  background: rgba(var(--jp-scrollbar-thumb-color), 0.5);
+  border: var(--jp-scrollbar-thumb-margin) solid transparent;
+  background-clip: content-box;
+  border-radius: var(--jp-scrollbar-thumb-radius);
+}
+
+[data-jp-theme-scrollbars='true']
+  .CodeMirror-hscrollbar::-webkit-scrollbar-track:horizontal {
+  border-left: var(--jp-scrollbar-endpad) solid transparent;
+  border-right: var(--jp-scrollbar-endpad) solid transparent;
+}
+
+[data-jp-theme-scrollbars='true']
+  .CodeMirror-vscrollbar::-webkit-scrollbar-track:vertical {
+  border-top: var(--jp-scrollbar-endpad) solid transparent;
+  border-bottom: var(--jp-scrollbar-endpad) solid transparent;
+}
+
+/* tiny scrollbar */
+
+.jp-scrollbar-tiny::-webkit-scrollbar,
+.jp-scrollbar-tiny::-webkit-scrollbar-corner {
+  background-color: transparent;
+  height: 4px;
+  width: 4px;
+}
+
+.jp-scrollbar-tiny::-webkit-scrollbar-thumb {
+  background: rgba(var(--jp-scrollbar-thumb-color), 0.5);
+}
+
+.jp-scrollbar-tiny::-webkit-scrollbar-track:horizontal {
+  border-left: 0px solid transparent;
+  border-right: 0px solid transparent;
+}
+
+.jp-scrollbar-tiny::-webkit-scrollbar-track:vertical {
+  border-top: 0px solid transparent;
+  border-bottom: 0px solid transparent;
+}
+
+/*
+ * Phosphor
+ */
+
+.lm-ScrollBar[data-orientation='horizontal'] {
+  min-height: 16px;
+  max-height: 16px;
+  min-width: 45px;
+  border-top: 1px solid #a0a0a0;
+}
+
+.lm-ScrollBar[data-orientation='vertical'] {
+  min-width: 16px;
+  max-width: 16px;
+  min-height: 45px;
+  border-left: 1px solid #a0a0a0;
+}
+
+.lm-ScrollBar-button {
+  background-color: #f0f0f0;
+  background-position: center center;
+  min-height: 15px;
+  max-height: 15px;
+  min-width: 15px;
+  max-width: 15px;
+}
+
+.lm-ScrollBar-button:hover {
+  background-color: #dadada;
+}
+
+.lm-ScrollBar-button.lm-mod-active {
+  background-color: #cdcdcd;
+}
+
+.lm-ScrollBar-track {
+  background: #f0f0f0;
+}
+
+.lm-ScrollBar-thumb {
+  background: #cdcdcd;
+}
+
+.lm-ScrollBar-thumb:hover {
+  background: #bababa;
+}
+
+.lm-ScrollBar-thumb.lm-mod-active {
+  background: #a0a0a0;
+}
+
+.lm-ScrollBar[data-orientation='horizontal'] .lm-ScrollBar-thumb {
+  height: 100%;
+  min-width: 15px;
+  border-left: 1px solid #a0a0a0;
+  border-right: 1px solid #a0a0a0;
+}
+
+.lm-ScrollBar[data-orientation='vertical'] .lm-ScrollBar-thumb {
+  width: 100%;
+  min-height: 15px;
+  border-top: 1px solid #a0a0a0;
+  border-bottom: 1px solid #a0a0a0;
+}
+
+.lm-ScrollBar[data-orientation='horizontal']
+  .lm-ScrollBar-button[data-action='decrement'] {
+  background-image: var(--jp-icon-caret-left);
+  background-size: 17px;
+}
+
+.lm-ScrollBar[data-orientation='horizontal']
+  .lm-ScrollBar-button[data-action='increment'] {
+  background-image: var(--jp-icon-caret-right);
+  background-size: 17px;
+}
+
+.lm-ScrollBar[data-orientation='vertical']
+  .lm-ScrollBar-button[data-action='decrement'] {
+  background-image: var(--jp-icon-caret-up);
+  background-size: 17px;
+}
+
+.lm-ScrollBar[data-orientation='vertical']
+  .lm-ScrollBar-button[data-action='increment'] {
+  background-image: var(--jp-icon-caret-down);
+  background-size: 17px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-Widget, /* </DEPRECATED> */
+.lm-Widget {
+  box-sizing: border-box;
+  position: relative;
+  overflow: hidden;
+  cursor: default;
+}
+
+
+/* <DEPRECATED> */ .p-Widget.p-mod-hidden, /* </DEPRECATED> */
+.lm-Widget.lm-mod-hidden {
+  display: none !important;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-CommandPalette, /* </DEPRECATED> */
+.lm-CommandPalette {
+  display: flex;
+  flex-direction: column;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-search, /* </DEPRECATED> */
+.lm-CommandPalette-search {
+  flex: 0 0 auto;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-content, /* </DEPRECATED> */
+.lm-CommandPalette-content {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  min-height: 0;
+  overflow: auto;
+  list-style-type: none;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-header, /* </DEPRECATED> */
+.lm-CommandPalette-header {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-item, /* </DEPRECATED> */
+.lm-CommandPalette-item {
+  display: flex;
+  flex-direction: row;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-itemIcon, /* </DEPRECATED> */
+.lm-CommandPalette-itemIcon {
+  flex: 0 0 auto;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-itemContent, /* </DEPRECATED> */
+.lm-CommandPalette-itemContent {
+  flex: 1 1 auto;
+  overflow: hidden;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-itemShortcut, /* </DEPRECATED> */
+.lm-CommandPalette-itemShortcut {
+  flex: 0 0 auto;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-itemLabel, /* </DEPRECATED> */
+.lm-CommandPalette-itemLabel {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.lm-close-icon {
+	border:1px solid transparent;
+  background-color: transparent;
+  position: absolute;
+	z-index:1;
+	right:3%;
+	top: 0;
+	bottom: 0;
+	margin: auto;
+	padding: 7px 0;
+	display: none;
+	vertical-align: middle;
+  outline: 0;
+  cursor: pointer;
+}
+.lm-close-icon:after {
+	content: "X";
+	display: block;
+	width: 15px;
+	height: 15px;
+	text-align: center;
+	color:#000;
+	font-weight: normal;
+	font-size: 12px;
+	cursor: pointer;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-DockPanel, /* </DEPRECATED> */
+.lm-DockPanel {
+  z-index: 0;
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-widget, /* </DEPRECATED> */
+.lm-DockPanel-widget {
+  z-index: 0;
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-tabBar, /* </DEPRECATED> */
+.lm-DockPanel-tabBar {
+  z-index: 1;
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-handle, /* </DEPRECATED> */
+.lm-DockPanel-handle {
+  z-index: 2;
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-handle.p-mod-hidden, /* </DEPRECATED> */
+.lm-DockPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-handle:after, /* </DEPRECATED> */
+.lm-DockPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+
+/* <DEPRECATED> */
+.p-DockPanel-handle[data-orientation='horizontal'],
+/* </DEPRECATED> */
+.lm-DockPanel-handle[data-orientation='horizontal'] {
+  cursor: ew-resize;
+}
+
+
+/* <DEPRECATED> */
+.p-DockPanel-handle[data-orientation='vertical'],
+/* </DEPRECATED> */
+.lm-DockPanel-handle[data-orientation='vertical'] {
+  cursor: ns-resize;
+}
+
+
+/* <DEPRECATED> */
+.p-DockPanel-handle[data-orientation='horizontal']:after,
+/* </DEPRECATED> */
+.lm-DockPanel-handle[data-orientation='horizontal']:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+
+/* <DEPRECATED> */
+.p-DockPanel-handle[data-orientation='vertical']:after,
+/* </DEPRECATED> */
+.lm-DockPanel-handle[data-orientation='vertical']:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-overlay, /* </DEPRECATED> */
+.lm-DockPanel-overlay {
+  z-index: 3;
+  box-sizing: border-box;
+  pointer-events: none;
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-overlay.p-mod-hidden, /* </DEPRECATED> */
+.lm-DockPanel-overlay.lm-mod-hidden {
+  display: none !important;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-Menu, /* </DEPRECATED> */
+.lm-Menu {
+  z-index: 10000;
+  position: absolute;
+  white-space: nowrap;
+  overflow-x: hidden;
+  overflow-y: auto;
+  outline: none;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+
+/* <DEPRECATED> */ .p-Menu-content, /* </DEPRECATED> */
+.lm-Menu-content {
+  margin: 0;
+  padding: 0;
+  display: table;
+  list-style-type: none;
+}
+
+
+/* <DEPRECATED> */ .p-Menu-item, /* </DEPRECATED> */
+.lm-Menu-item {
+  display: table-row;
+}
+
+
+/* <DEPRECATED> */
+.p-Menu-item.p-mod-hidden,
+.p-Menu-item.p-mod-collapsed,
+/* </DEPRECATED> */
+.lm-Menu-item.lm-mod-hidden,
+.lm-Menu-item.lm-mod-collapsed {
+  display: none !important;
+}
+
+
+/* <DEPRECATED> */
+.p-Menu-itemIcon,
+.p-Menu-itemSubmenuIcon,
+/* </DEPRECATED> */
+.lm-Menu-itemIcon,
+.lm-Menu-itemSubmenuIcon {
+  display: table-cell;
+  text-align: center;
+}
+
+
+/* <DEPRECATED> */ .p-Menu-itemLabel, /* </DEPRECATED> */
+.lm-Menu-itemLabel {
+  display: table-cell;
+  text-align: left;
+}
+
+
+/* <DEPRECATED> */ .p-Menu-itemShortcut, /* </DEPRECATED> */
+.lm-Menu-itemShortcut {
+  display: table-cell;
+  text-align: right;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-MenuBar, /* </DEPRECATED> */
+.lm-MenuBar {
+  outline: none;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+
+/* <DEPRECATED> */ .p-MenuBar-content, /* </DEPRECATED> */
+.lm-MenuBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex-direction: row;
+  list-style-type: none;
+}
+
+
+/* <DEPRECATED> */ .p--MenuBar-item, /* </DEPRECATED> */
+.lm-MenuBar-item {
+  box-sizing: border-box;
+}
+
+
+/* <DEPRECATED> */
+.p-MenuBar-itemIcon,
+.p-MenuBar-itemLabel,
+/* </DEPRECATED> */
+.lm-MenuBar-itemIcon,
+.lm-MenuBar-itemLabel {
+  display: inline-block;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-ScrollBar, /* </DEPRECATED> */
+.lm-ScrollBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+
+/* <DEPRECATED> */
+.p-ScrollBar[data-orientation='horizontal'],
+/* </DEPRECATED> */
+.lm-ScrollBar[data-orientation='horizontal'] {
+  flex-direction: row;
+}
+
+
+/* <DEPRECATED> */
+.p-ScrollBar[data-orientation='vertical'],
+/* </DEPRECATED> */
+.lm-ScrollBar[data-orientation='vertical'] {
+  flex-direction: column;
+}
+
+
+/* <DEPRECATED> */ .p-ScrollBar-button, /* </DEPRECATED> */
+.lm-ScrollBar-button {
+  box-sizing: border-box;
+  flex: 0 0 auto;
+}
+
+
+/* <DEPRECATED> */ .p-ScrollBar-track, /* </DEPRECATED> */
+.lm-ScrollBar-track {
+  box-sizing: border-box;
+  position: relative;
+  overflow: hidden;
+  flex: 1 1 auto;
+}
+
+
+/* <DEPRECATED> */ .p-ScrollBar-thumb, /* </DEPRECATED> */
+.lm-ScrollBar-thumb {
+  box-sizing: border-box;
+  position: absolute;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-SplitPanel-child, /* </DEPRECATED> */
+.lm-SplitPanel-child {
+  z-index: 0;
+}
+
+
+/* <DEPRECATED> */ .p-SplitPanel-handle, /* </DEPRECATED> */
+.lm-SplitPanel-handle {
+  z-index: 1;
+}
+
+
+/* <DEPRECATED> */ .p-SplitPanel-handle.p-mod-hidden, /* </DEPRECATED> */
+.lm-SplitPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+
+/* <DEPRECATED> */ .p-SplitPanel-handle:after, /* </DEPRECATED> */
+.lm-SplitPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+
+/* <DEPRECATED> */
+.p-SplitPanel[data-orientation='horizontal'] > .p-SplitPanel-handle,
+/* </DEPRECATED> */
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle {
+  cursor: ew-resize;
+}
+
+
+/* <DEPRECATED> */
+.p-SplitPanel[data-orientation='vertical'] > .p-SplitPanel-handle,
+/* </DEPRECATED> */
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle {
+  cursor: ns-resize;
+}
+
+
+/* <DEPRECATED> */
+.p-SplitPanel[data-orientation='horizontal'] > .p-SplitPanel-handle:after,
+/* </DEPRECATED> */
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+
+/* <DEPRECATED> */
+.p-SplitPanel[data-orientation='vertical'] > .p-SplitPanel-handle:after,
+/* </DEPRECATED> */
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-TabBar, /* </DEPRECATED> */
+.lm-TabBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar[data-orientation='horizontal'], /* </DEPRECATED> */
+.lm-TabBar[data-orientation='horizontal'] {
+  flex-direction: row;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar[data-orientation='vertical'], /* </DEPRECATED> */
+.lm-TabBar[data-orientation='vertical'] {
+  flex-direction: column;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-content, /* </DEPRECATED> */
+.lm-TabBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex: 1 1 auto;
+  list-style-type: none;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar[data-orientation='horizontal'] > .p-TabBar-content,
+/* </DEPRECATED> */
+.lm-TabBar[data-orientation='horizontal'] > .lm-TabBar-content {
+  flex-direction: row;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar[data-orientation='vertical'] > .p-TabBar-content,
+/* </DEPRECATED> */
+.lm-TabBar[data-orientation='vertical'] > .lm-TabBar-content {
+  flex-direction: column;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-tab, /* </DEPRECATED> */
+.lm-TabBar-tab {
+  display: flex;
+  flex-direction: row;
+  box-sizing: border-box;
+  overflow: hidden;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar-tabIcon,
+.p-TabBar-tabCloseIcon,
+/* </DEPRECATED> */
+.lm-TabBar-tabIcon,
+.lm-TabBar-tabCloseIcon {
+  flex: 0 0 auto;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-tabLabel, /* </DEPRECATED> */
+.lm-TabBar-tabLabel {
+  flex: 1 1 auto;
+  overflow: hidden;
+  white-space: nowrap;
+}
+
+
+.lm-TabBar-tabInput {
+  user-select: all;
+  width: 100%;
+  box-sizing : border-box;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-tab.p-mod-hidden, /* </DEPRECATED> */
+.lm-TabBar-tab.lm-mod-hidden {
+  display: none !important;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar.p-mod-dragging .p-TabBar-tab, /* </DEPRECATED> */
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab {
+  position: relative;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab,
+/* </DEPRECATED> */
+.lm-TabBar.lm-mod-dragging[data-orientation='horizontal'] .lm-TabBar-tab {
+  left: 0;
+  transition: left 150ms ease;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab,
+/* </DEPRECATED> */
+.lm-TabBar.lm-mod-dragging[data-orientation='vertical'] .lm-TabBar-tab {
+  top: 0;
+  transition: top 150ms ease;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging,
+/* </DEPRECATED> */
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab.lm-mod-dragging {
+  transition: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-TabPanel-tabBar, /* </DEPRECATED> */
+.lm-TabPanel-tabBar {
+  z-index: 1;
+}
+
+
+/* <DEPRECATED> */ .p-TabPanel-stackedPanel, /* </DEPRECATED> */
+.lm-TabPanel-stackedPanel {
+  z-index: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+@charset "UTF-8";
+html{
+  -webkit-box-sizing:border-box;
+          box-sizing:border-box; }
+
+*,
+*::before,
+*::after{
+  -webkit-box-sizing:inherit;
+          box-sizing:inherit; }
+
+body{
+  font-size:14px;
+  font-weight:400;
+  letter-spacing:0;
+  line-height:1.28581;
+  text-transform:none;
+  color:#182026;
+  font-family:-apple-system, "BlinkMacSystemFont", "Segoe UI", "Roboto", "Oxygen", "Ubuntu", "Cantarell", "Open Sans", "Helvetica Neue", "Icons16", sans-serif; }
+
+p{
+  margin-bottom:10px;
+  margin-top:0; }
+
+small{
+  font-size:12px; }
+
+strong{
+  font-weight:600; }
+
+::-moz-selection{
+  background:rgba(125, 188, 255, 0.6); }
+
+::selection{
+  background:rgba(125, 188, 255, 0.6); }
+.bp3-heading{
+  color:#182026;
+  font-weight:600;
+  margin:0 0 10px;
+  padding:0; }
+  .bp3-dark .bp3-heading{
+    color:#f5f8fa; }
+
+h1.bp3-heading, .bp3-running-text h1{
+  font-size:36px;
+  line-height:40px; }
+
+h2.bp3-heading, .bp3-running-text h2{
+  font-size:28px;
+  line-height:32px; }
+
+h3.bp3-heading, .bp3-running-text h3{
+  font-size:22px;
+  line-height:25px; }
+
+h4.bp3-heading, .bp3-running-text h4{
+  font-size:18px;
+  line-height:21px; }
+
+h5.bp3-heading, .bp3-running-text h5{
+  font-size:16px;
+  line-height:19px; }
+
+h6.bp3-heading, .bp3-running-text h6{
+  font-size:14px;
+  line-height:16px; }
+.bp3-ui-text{
+  font-size:14px;
+  font-weight:400;
+  letter-spacing:0;
+  line-height:1.28581;
+  text-transform:none; }
+
+.bp3-monospace-text{
+  font-family:monospace;
+  text-transform:none; }
+
+.bp3-text-muted{
+  color:#5c7080; }
+  .bp3-dark .bp3-text-muted{
+    color:#a7b6c2; }
+
+.bp3-text-disabled{
+  color:rgba(92, 112, 128, 0.6); }
+  .bp3-dark .bp3-text-disabled{
+    color:rgba(167, 182, 194, 0.6); }
+
+.bp3-text-overflow-ellipsis{
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal; }
+.bp3-running-text{
+  font-size:14px;
+  line-height:1.5; }
+  .bp3-running-text h1{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h1{
+      color:#f5f8fa; }
+  .bp3-running-text h2{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h2{
+      color:#f5f8fa; }
+  .bp3-running-text h3{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h3{
+      color:#f5f8fa; }
+  .bp3-running-text h4{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h4{
+      color:#f5f8fa; }
+  .bp3-running-text h5{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h5{
+      color:#f5f8fa; }
+  .bp3-running-text h6{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h6{
+      color:#f5f8fa; }
+  .bp3-running-text hr{
+    border:none;
+    border-bottom:1px solid rgba(16, 22, 26, 0.15);
+    margin:20px 0; }
+    .bp3-dark .bp3-running-text hr{
+      border-color:rgba(255, 255, 255, 0.15); }
+  .bp3-running-text p{
+    margin:0 0 10px;
+    padding:0; }
+
+.bp3-text-large{
+  font-size:16px; }
+
+.bp3-text-small{
+  font-size:12px; }
+a{
+  color:#106ba3;
+  text-decoration:none; }
+  a:hover{
+    color:#106ba3;
+    cursor:pointer;
+    text-decoration:underline; }
+  a .bp3-icon, a .bp3-icon-standard, a .bp3-icon-large{
+    color:inherit; }
+  a code,
+  .bp3-dark a code{
+    color:inherit; }
+  .bp3-dark a,
+  .bp3-dark a:hover{
+    color:#48aff0; }
+    .bp3-dark a .bp3-icon, .bp3-dark a .bp3-icon-standard, .bp3-dark a .bp3-icon-large,
+    .bp3-dark a:hover .bp3-icon,
+    .bp3-dark a:hover .bp3-icon-standard,
+    .bp3-dark a:hover .bp3-icon-large{
+      color:inherit; }
+.bp3-running-text code, .bp3-code{
+  font-family:monospace;
+  text-transform:none;
+  background:rgba(255, 255, 255, 0.7);
+  border-radius:3px;
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2);
+  color:#5c7080;
+  font-size:smaller;
+  padding:2px 5px; }
+  .bp3-dark .bp3-running-text code, .bp3-running-text .bp3-dark code, .bp3-dark .bp3-code{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+    color:#a7b6c2; }
+  .bp3-running-text a > code, a > .bp3-code{
+    color:#137cbd; }
+    .bp3-dark .bp3-running-text a > code, .bp3-running-text .bp3-dark a > code, .bp3-dark a > .bp3-code{
+      color:inherit; }
+
+.bp3-running-text pre, .bp3-code-block{
+  font-family:monospace;
+  text-transform:none;
+  background:rgba(255, 255, 255, 0.7);
+  border-radius:3px;
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+  color:#182026;
+  display:block;
+  font-size:13px;
+  line-height:1.4;
+  margin:10px 0;
+  padding:13px 15px 12px;
+  word-break:break-all;
+  word-wrap:break-word; }
+  .bp3-dark .bp3-running-text pre, .bp3-running-text .bp3-dark pre, .bp3-dark .bp3-code-block{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+  .bp3-running-text pre > code, .bp3-code-block > code{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:inherit;
+    font-size:inherit;
+    padding:0; }
+
+.bp3-running-text kbd, .bp3-key{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background:#ffffff;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+  color:#5c7080;
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  font-family:inherit;
+  font-size:12px;
+  height:24px;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  line-height:24px;
+  min-width:24px;
+  padding:3px 6px;
+  vertical-align:middle; }
+  .bp3-running-text kbd .bp3-icon, .bp3-key .bp3-icon, .bp3-running-text kbd .bp3-icon-standard, .bp3-key .bp3-icon-standard, .bp3-running-text kbd .bp3-icon-large, .bp3-key .bp3-icon-large{
+    margin-right:5px; }
+  .bp3-dark .bp3-running-text kbd, .bp3-running-text .bp3-dark kbd, .bp3-dark .bp3-key{
+    background:#394b59;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+    color:#a7b6c2; }
+.bp3-running-text blockquote, .bp3-blockquote{
+  border-left:solid 4px rgba(167, 182, 194, 0.5);
+  margin:0 0 10px;
+  padding:0 20px; }
+  .bp3-dark .bp3-running-text blockquote, .bp3-running-text .bp3-dark blockquote, .bp3-dark .bp3-blockquote{
+    border-color:rgba(115, 134, 148, 0.5); }
+.bp3-running-text ul,
+.bp3-running-text ol, .bp3-list{
+  margin:10px 0;
+  padding-left:30px; }
+  .bp3-running-text ul li:not(:last-child), .bp3-running-text ol li:not(:last-child), .bp3-list li:not(:last-child){
+    margin-bottom:5px; }
+  .bp3-running-text ul ol, .bp3-running-text ol ol, .bp3-list ol,
+  .bp3-running-text ul ul,
+  .bp3-running-text ol ul,
+  .bp3-list ul{
+    margin-top:5px; }
+
+.bp3-list-unstyled{
+  list-style:none;
+  margin:0;
+  padding:0; }
+  .bp3-list-unstyled li{
+    padding:0; }
+.bp3-rtl{
+  text-align:right; }
+
+.bp3-dark{
+  color:#f5f8fa; }
+
+:focus{
+  outline:rgba(19, 124, 189, 0.6) auto 2px;
+  outline-offset:2px;
+  -moz-outline-radius:6px; }
+
+.bp3-focus-disabled :focus{
+  outline:none !important; }
+  .bp3-focus-disabled :focus ~ .bp3-control-indicator{
+    outline:none !important; }
+
+.bp3-alert{
+  max-width:400px;
+  padding:20px; }
+
+.bp3-alert-body{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex; }
+  .bp3-alert-body .bp3-icon{
+    font-size:40px;
+    margin-right:20px;
+    margin-top:0; }
+
+.bp3-alert-contents{
+  word-break:break-word; }
+
+.bp3-alert-footer{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:reverse;
+      -ms-flex-direction:row-reverse;
+          flex-direction:row-reverse;
+  margin-top:10px; }
+  .bp3-alert-footer .bp3-button{
+    margin-left:10px; }
+.bp3-breadcrumbs{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  cursor:default;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -ms-flex-wrap:wrap;
+      flex-wrap:wrap;
+  height:30px;
+  list-style:none;
+  margin:0;
+  padding:0; }
+  .bp3-breadcrumbs > li{
+    -webkit-box-align:center;
+        -ms-flex-align:center;
+            align-items:center;
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex; }
+    .bp3-breadcrumbs > li::after{
+      background:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M10.71 7.29l-4-4a1.003 1.003 0 00-1.42 1.42L8.59 8 5.3 11.29c-.19.18-.3.43-.3.71a1.003 1.003 0 001.71.71l4-4c.18-.18.29-.43.29-.71 0-.28-.11-.53-.29-.71z' fill='%235C7080'/%3e%3c/svg%3e");
+      content:"";
+      display:block;
+      height:16px;
+      margin:0 5px;
+      width:16px; }
+    .bp3-breadcrumbs > li:last-of-type::after{
+      display:none; }
+
+.bp3-breadcrumb,
+.bp3-breadcrumb-current,
+.bp3-breadcrumbs-collapsed{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  font-size:16px; }
+
+.bp3-breadcrumb,
+.bp3-breadcrumbs-collapsed{
+  color:#5c7080; }
+
+.bp3-breadcrumb:hover{
+  text-decoration:none; }
+
+.bp3-breadcrumb.bp3-disabled{
+  color:rgba(92, 112, 128, 0.6);
+  cursor:not-allowed; }
+
+.bp3-breadcrumb .bp3-icon{
+  margin-right:5px; }
+
+.bp3-breadcrumb-current{
+  color:inherit;
+  font-weight:600; }
+  .bp3-breadcrumb-current .bp3-input{
+    font-size:inherit;
+    font-weight:inherit;
+    vertical-align:baseline; }
+
+.bp3-breadcrumbs-collapsed{
+  background:#ced9e0;
+  border:none;
+  border-radius:3px;
+  cursor:pointer;
+  margin-right:2px;
+  padding:1px 5px;
+  vertical-align:text-bottom; }
+  .bp3-breadcrumbs-collapsed::before{
+    background:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cg fill='%235C7080'%3e%3ccircle cx='2' cy='8.03' r='2'/%3e%3ccircle cx='14' cy='8.03' r='2'/%3e%3ccircle cx='8' cy='8.03' r='2'/%3e%3c/g%3e%3c/svg%3e") center no-repeat;
+    content:"";
+    display:block;
+    height:16px;
+    width:16px; }
+  .bp3-breadcrumbs-collapsed:hover{
+    background:#bfccd6;
+    color:#182026;
+    text-decoration:none; }
+
+.bp3-dark .bp3-breadcrumb,
+.bp3-dark .bp3-breadcrumbs-collapsed{
+  color:#a7b6c2; }
+
+.bp3-dark .bp3-breadcrumbs > li::after{
+  color:#a7b6c2; }
+
+.bp3-dark .bp3-breadcrumb.bp3-disabled{
+  color:rgba(167, 182, 194, 0.6); }
+
+.bp3-dark .bp3-breadcrumb-current{
+  color:#f5f8fa; }
+
+.bp3-dark .bp3-breadcrumbs-collapsed{
+  background:rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-breadcrumbs-collapsed:hover{
+    background:rgba(16, 22, 26, 0.6);
+    color:#f5f8fa; }
+.bp3-button{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  border:none;
+  border-radius:3px;
+  cursor:pointer;
+  font-size:14px;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  padding:5px 10px;
+  text-align:left;
+  vertical-align:middle;
+  min-height:30px;
+  min-width:30px; }
+  .bp3-button > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-button > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-button::before,
+  .bp3-button > *{
+    margin-right:7px; }
+  .bp3-button:empty::before,
+  .bp3-button > :last-child{
+    margin-right:0; }
+  .bp3-button:empty{
+    padding:0 !important; }
+  .bp3-button:disabled, .bp3-button.bp3-disabled{
+    cursor:not-allowed; }
+  .bp3-button.bp3-fill{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    width:100%; }
+  .bp3-button.bp3-align-right,
+  .bp3-align-right .bp3-button{
+    text-align:right; }
+  .bp3-button.bp3-align-left,
+  .bp3-align-left .bp3-button{
+    text-align:left; }
+  .bp3-button:not([class*="bp3-intent-"]){
+    background-color:#f5f8fa;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+    color:#182026; }
+    .bp3-button:not([class*="bp3-intent-"]):hover{
+      background-clip:padding-box;
+      background-color:#ebf1f5;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+    .bp3-button:not([class*="bp3-intent-"]):active, .bp3-button:not([class*="bp3-intent-"]).bp3-active{
+      background-color:#d8e1e8;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button:not([class*="bp3-intent-"]):disabled, .bp3-button:not([class*="bp3-intent-"]).bp3-disabled{
+      background-color:rgba(206, 217, 224, 0.5);
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed;
+      outline:none; }
+      .bp3-button:not([class*="bp3-intent-"]):disabled.bp3-active, .bp3-button:not([class*="bp3-intent-"]):disabled.bp3-active:hover, .bp3-button:not([class*="bp3-intent-"]).bp3-disabled.bp3-active, .bp3-button:not([class*="bp3-intent-"]).bp3-disabled.bp3-active:hover{
+        background:rgba(206, 217, 224, 0.7); }
+  .bp3-button.bp3-intent-primary{
+    background-color:#137cbd;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+    .bp3-button.bp3-intent-primary:hover, .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{
+      color:#ffffff; }
+    .bp3-button.bp3-intent-primary:hover{
+      background-color:#106ba3;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{
+      background-color:#0e5a8a;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-primary:disabled, .bp3-button.bp3-intent-primary.bp3-disabled{
+      background-color:rgba(19, 124, 189, 0.5);
+      background-image:none;
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button.bp3-intent-success{
+    background-color:#0f9960;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+    .bp3-button.bp3-intent-success:hover, .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{
+      color:#ffffff; }
+    .bp3-button.bp3-intent-success:hover{
+      background-color:#0d8050;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{
+      background-color:#0a6640;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-success:disabled, .bp3-button.bp3-intent-success.bp3-disabled{
+      background-color:rgba(15, 153, 96, 0.5);
+      background-image:none;
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button.bp3-intent-warning{
+    background-color:#d9822b;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+    .bp3-button.bp3-intent-warning:hover, .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{
+      color:#ffffff; }
+    .bp3-button.bp3-intent-warning:hover{
+      background-color:#bf7326;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{
+      background-color:#a66321;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-warning:disabled, .bp3-button.bp3-intent-warning.bp3-disabled{
+      background-color:rgba(217, 130, 43, 0.5);
+      background-image:none;
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button.bp3-intent-danger{
+    background-color:#db3737;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+    .bp3-button.bp3-intent-danger:hover, .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{
+      color:#ffffff; }
+    .bp3-button.bp3-intent-danger:hover{
+      background-color:#c23030;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{
+      background-color:#a82a2a;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-danger:disabled, .bp3-button.bp3-intent-danger.bp3-disabled{
+      background-color:rgba(219, 55, 55, 0.5);
+      background-image:none;
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button[class*="bp3-intent-"] .bp3-button-spinner .bp3-spinner-head{
+    stroke:#ffffff; }
+  .bp3-button.bp3-large,
+  .bp3-large .bp3-button{
+    min-height:40px;
+    min-width:40px;
+    font-size:16px;
+    padding:5px 15px; }
+    .bp3-button.bp3-large::before,
+    .bp3-button.bp3-large > *,
+    .bp3-large .bp3-button::before,
+    .bp3-large .bp3-button > *{
+      margin-right:10px; }
+    .bp3-button.bp3-large:empty::before,
+    .bp3-button.bp3-large > :last-child,
+    .bp3-large .bp3-button:empty::before,
+    .bp3-large .bp3-button > :last-child{
+      margin-right:0; }
+  .bp3-button.bp3-small,
+  .bp3-small .bp3-button{
+    min-height:24px;
+    min-width:24px;
+    padding:0 7px; }
+  .bp3-button.bp3-loading{
+    position:relative; }
+    .bp3-button.bp3-loading[class*="bp3-icon-"]::before{
+      visibility:hidden; }
+    .bp3-button.bp3-loading .bp3-button-spinner{
+      margin:0;
+      position:absolute; }
+    .bp3-button.bp3-loading > :not(.bp3-button-spinner){
+      visibility:hidden; }
+  .bp3-button[class*="bp3-icon-"]::before{
+    font-family:"Icons16", sans-serif;
+    font-size:16px;
+    font-style:normal;
+    font-weight:400;
+    line-height:1;
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased;
+    color:#5c7080; }
+  .bp3-button .bp3-icon, .bp3-button .bp3-icon-standard, .bp3-button .bp3-icon-large{
+    color:#5c7080; }
+    .bp3-button .bp3-icon.bp3-align-right, .bp3-button .bp3-icon-standard.bp3-align-right, .bp3-button .bp3-icon-large.bp3-align-right{
+      margin-left:7px; }
+  .bp3-button .bp3-icon:first-child:last-child,
+  .bp3-button .bp3-spinner + .bp3-icon:last-child{
+    margin:0 -7px; }
+  .bp3-dark .bp3-button:not([class*="bp3-intent-"]){
+    background-color:#394b59;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):hover, .bp3-dark .bp3-button:not([class*="bp3-intent-"]):active, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-active{
+      color:#f5f8fa; }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):hover{
+      background-color:#30404d;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):active, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-active{
+      background-color:#202b33;
+      background-image:none;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):disabled, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-disabled{
+      background-color:rgba(57, 75, 89, 0.5);
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+      .bp3-dark .bp3-button:not([class*="bp3-intent-"]):disabled.bp3-active, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-disabled.bp3-active{
+        background:rgba(57, 75, 89, 0.7); }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-button-spinner .bp3-spinner-head{
+      background:rgba(16, 22, 26, 0.5);
+      stroke:#8a9ba8; }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"])[class*="bp3-icon-"]::before{
+      color:#a7b6c2; }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-icon, .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-icon-standard, .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-icon-large{
+      color:#a7b6c2; }
+  .bp3-dark .bp3-button[class*="bp3-intent-"]{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-button[class*="bp3-intent-"]:hover{
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-button[class*="bp3-intent-"]:active, .bp3-dark .bp3-button[class*="bp3-intent-"].bp3-active{
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-dark .bp3-button[class*="bp3-intent-"]:disabled, .bp3-dark .bp3-button[class*="bp3-intent-"].bp3-disabled{
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.3); }
+    .bp3-dark .bp3-button[class*="bp3-intent-"] .bp3-button-spinner .bp3-spinner-head{
+      stroke:#8a9ba8; }
+  .bp3-button:disabled::before,
+  .bp3-button:disabled .bp3-icon, .bp3-button:disabled .bp3-icon-standard, .bp3-button:disabled .bp3-icon-large, .bp3-button.bp3-disabled::before,
+  .bp3-button.bp3-disabled .bp3-icon, .bp3-button.bp3-disabled .bp3-icon-standard, .bp3-button.bp3-disabled .bp3-icon-large, .bp3-button[class*="bp3-intent-"]::before,
+  .bp3-button[class*="bp3-intent-"] .bp3-icon, .bp3-button[class*="bp3-intent-"] .bp3-icon-standard, .bp3-button[class*="bp3-intent-"] .bp3-icon-large{
+    color:inherit !important; }
+  .bp3-button.bp3-minimal{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+    .bp3-button.bp3-minimal:hover{
+      background:rgba(167, 182, 194, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026;
+      text-decoration:none; }
+    .bp3-button.bp3-minimal:active, .bp3-button.bp3-minimal.bp3-active{
+      background:rgba(115, 134, 148, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026; }
+    .bp3-button.bp3-minimal:disabled, .bp3-button.bp3-minimal:disabled:hover, .bp3-button.bp3-minimal.bp3-disabled, .bp3-button.bp3-minimal.bp3-disabled:hover{
+      background:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed; }
+      .bp3-button.bp3-minimal:disabled.bp3-active, .bp3-button.bp3-minimal:disabled:hover.bp3-active, .bp3-button.bp3-minimal.bp3-disabled.bp3-active, .bp3-button.bp3-minimal.bp3-disabled:hover.bp3-active{
+        background:rgba(115, 134, 148, 0.3); }
+    .bp3-dark .bp3-button.bp3-minimal{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:inherit; }
+      .bp3-dark .bp3-button.bp3-minimal:hover, .bp3-dark .bp3-button.bp3-minimal:active, .bp3-dark .bp3-button.bp3-minimal.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+      .bp3-dark .bp3-button.bp3-minimal:hover{
+        background:rgba(138, 155, 168, 0.15); }
+      .bp3-dark .bp3-button.bp3-minimal:active, .bp3-dark .bp3-button.bp3-minimal.bp3-active{
+        background:rgba(138, 155, 168, 0.3);
+        color:#f5f8fa; }
+      .bp3-dark .bp3-button.bp3-minimal:disabled, .bp3-dark .bp3-button.bp3-minimal:disabled:hover, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled:hover{
+        background:none;
+        color:rgba(167, 182, 194, 0.6);
+        cursor:not-allowed; }
+        .bp3-dark .bp3-button.bp3-minimal:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal:disabled:hover.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled:hover.bp3-active{
+          background:rgba(138, 155, 168, 0.3); }
+    .bp3-button.bp3-minimal.bp3-intent-primary{
+      color:#106ba3; }
+      .bp3-button.bp3-minimal.bp3-intent-primary:hover, .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#106ba3; }
+      .bp3-button.bp3-minimal.bp3-intent-primary:hover{
+        background:rgba(19, 124, 189, 0.15);
+        color:#106ba3; }
+      .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{
+        background:rgba(19, 124, 189, 0.3);
+        color:#106ba3; }
+      .bp3-button.bp3-minimal.bp3-intent-primary:disabled, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled{
+        background:none;
+        color:rgba(16, 107, 163, 0.5); }
+        .bp3-button.bp3-minimal.bp3-intent-primary:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled.bp3-active{
+          background:rgba(19, 124, 189, 0.3); }
+      .bp3-button.bp3-minimal.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
+        stroke:#106ba3; }
+      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary{
+        color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:hover{
+          background:rgba(19, 124, 189, 0.2);
+          color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{
+          background:rgba(19, 124, 189, 0.3);
+          color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled{
+          background:none;
+          color:rgba(72, 175, 240, 0.5); }
+          .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled.bp3-active{
+            background:rgba(19, 124, 189, 0.3); }
+    .bp3-button.bp3-minimal.bp3-intent-success{
+      color:#0d8050; }
+      .bp3-button.bp3-minimal.bp3-intent-success:hover, .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#0d8050; }
+      .bp3-button.bp3-minimal.bp3-intent-success:hover{
+        background:rgba(15, 153, 96, 0.15);
+        color:#0d8050; }
+      .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{
+        background:rgba(15, 153, 96, 0.3);
+        color:#0d8050; }
+      .bp3-button.bp3-minimal.bp3-intent-success:disabled, .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled{
+        background:none;
+        color:rgba(13, 128, 80, 0.5); }
+        .bp3-button.bp3-minimal.bp3-intent-success:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled.bp3-active{
+          background:rgba(15, 153, 96, 0.3); }
+      .bp3-button.bp3-minimal.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
+        stroke:#0d8050; }
+      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success{
+        color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:hover{
+          background:rgba(15, 153, 96, 0.2);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{
+          background:rgba(15, 153, 96, 0.3);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled{
+          background:none;
+          color:rgba(61, 204, 145, 0.5); }
+          .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled.bp3-active{
+            background:rgba(15, 153, 96, 0.3); }
+    .bp3-button.bp3-minimal.bp3-intent-warning{
+      color:#bf7326; }
+      .bp3-button.bp3-minimal.bp3-intent-warning:hover, .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#bf7326; }
+      .bp3-button.bp3-minimal.bp3-intent-warning:hover{
+        background:rgba(217, 130, 43, 0.15);
+        color:#bf7326; }
+      .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{
+        background:rgba(217, 130, 43, 0.3);
+        color:#bf7326; }
+      .bp3-button.bp3-minimal.bp3-intent-warning:disabled, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled{
+        background:none;
+        color:rgba(191, 115, 38, 0.5); }
+        .bp3-button.bp3-minimal.bp3-intent-warning:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled.bp3-active{
+          background:rgba(217, 130, 43, 0.3); }
+      .bp3-button.bp3-minimal.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
+        stroke:#bf7326; }
+      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning{
+        color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:hover{
+          background:rgba(217, 130, 43, 0.2);
+          color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{
+          background:rgba(217, 130, 43, 0.3);
+          color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled{
+          background:none;
+          color:rgba(255, 179, 102, 0.5); }
+          .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled.bp3-active{
+            background:rgba(217, 130, 43, 0.3); }
+    .bp3-button.bp3-minimal.bp3-intent-danger{
+      color:#c23030; }
+      .bp3-button.bp3-minimal.bp3-intent-danger:hover, .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#c23030; }
+      .bp3-button.bp3-minimal.bp3-intent-danger:hover{
+        background:rgba(219, 55, 55, 0.15);
+        color:#c23030; }
+      .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{
+        background:rgba(219, 55, 55, 0.3);
+        color:#c23030; }
+      .bp3-button.bp3-minimal.bp3-intent-danger:disabled, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled{
+        background:none;
+        color:rgba(194, 48, 48, 0.5); }
+        .bp3-button.bp3-minimal.bp3-intent-danger:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled.bp3-active{
+          background:rgba(219, 55, 55, 0.3); }
+      .bp3-button.bp3-minimal.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
+        stroke:#c23030; }
+      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger{
+        color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:hover{
+          background:rgba(219, 55, 55, 0.2);
+          color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{
+          background:rgba(219, 55, 55, 0.3);
+          color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled{
+          background:none;
+          color:rgba(255, 115, 115, 0.5); }
+          .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled.bp3-active{
+            background:rgba(219, 55, 55, 0.3); }
+  .bp3-button.bp3-outlined{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    border:1px solid rgba(24, 32, 38, 0.2);
+    -webkit-box-sizing:border-box;
+            box-sizing:border-box; }
+    .bp3-button.bp3-outlined:hover{
+      background:rgba(167, 182, 194, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026;
+      text-decoration:none; }
+    .bp3-button.bp3-outlined:active, .bp3-button.bp3-outlined.bp3-active{
+      background:rgba(115, 134, 148, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026; }
+    .bp3-button.bp3-outlined:disabled, .bp3-button.bp3-outlined:disabled:hover, .bp3-button.bp3-outlined.bp3-disabled, .bp3-button.bp3-outlined.bp3-disabled:hover{
+      background:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed; }
+      .bp3-button.bp3-outlined:disabled.bp3-active, .bp3-button.bp3-outlined:disabled:hover.bp3-active, .bp3-button.bp3-outlined.bp3-disabled.bp3-active, .bp3-button.bp3-outlined.bp3-disabled:hover.bp3-active{
+        background:rgba(115, 134, 148, 0.3); }
+    .bp3-dark .bp3-button.bp3-outlined{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:inherit; }
+      .bp3-dark .bp3-button.bp3-outlined:hover, .bp3-dark .bp3-button.bp3-outlined:active, .bp3-dark .bp3-button.bp3-outlined.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+      .bp3-dark .bp3-button.bp3-outlined:hover{
+        background:rgba(138, 155, 168, 0.15); }
+      .bp3-dark .bp3-button.bp3-outlined:active, .bp3-dark .bp3-button.bp3-outlined.bp3-active{
+        background:rgba(138, 155, 168, 0.3);
+        color:#f5f8fa; }
+      .bp3-dark .bp3-button.bp3-outlined:disabled, .bp3-dark .bp3-button.bp3-outlined:disabled:hover, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover{
+        background:none;
+        color:rgba(167, 182, 194, 0.6);
+        cursor:not-allowed; }
+        .bp3-dark .bp3-button.bp3-outlined:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined:disabled:hover.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover.bp3-active{
+          background:rgba(138, 155, 168, 0.3); }
+    .bp3-button.bp3-outlined.bp3-intent-primary{
+      color:#106ba3; }
+      .bp3-button.bp3-outlined.bp3-intent-primary:hover, .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#106ba3; }
+      .bp3-button.bp3-outlined.bp3-intent-primary:hover{
+        background:rgba(19, 124, 189, 0.15);
+        color:#106ba3; }
+      .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{
+        background:rgba(19, 124, 189, 0.3);
+        color:#106ba3; }
+      .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{
+        background:none;
+        color:rgba(16, 107, 163, 0.5); }
+        .bp3-button.bp3-outlined.bp3-intent-primary:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled.bp3-active{
+          background:rgba(19, 124, 189, 0.3); }
+      .bp3-button.bp3-outlined.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
+        stroke:#106ba3; }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary{
+        color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:hover{
+          background:rgba(19, 124, 189, 0.2);
+          color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{
+          background:rgba(19, 124, 189, 0.3);
+          color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{
+          background:none;
+          color:rgba(72, 175, 240, 0.5); }
+          .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled.bp3-active{
+            background:rgba(19, 124, 189, 0.3); }
+    .bp3-button.bp3-outlined.bp3-intent-success{
+      color:#0d8050; }
+      .bp3-button.bp3-outlined.bp3-intent-success:hover, .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#0d8050; }
+      .bp3-button.bp3-outlined.bp3-intent-success:hover{
+        background:rgba(15, 153, 96, 0.15);
+        color:#0d8050; }
+      .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{
+        background:rgba(15, 153, 96, 0.3);
+        color:#0d8050; }
+      .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{
+        background:none;
+        color:rgba(13, 128, 80, 0.5); }
+        .bp3-button.bp3-outlined.bp3-intent-success:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled.bp3-active{
+          background:rgba(15, 153, 96, 0.3); }
+      .bp3-button.bp3-outlined.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
+        stroke:#0d8050; }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success{
+        color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:hover{
+          background:rgba(15, 153, 96, 0.2);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{
+          background:rgba(15, 153, 96, 0.3);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{
+          background:none;
+          color:rgba(61, 204, 145, 0.5); }
+          .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled.bp3-active{
+            background:rgba(15, 153, 96, 0.3); }
+    .bp3-button.bp3-outlined.bp3-intent-warning{
+      color:#bf7326; }
+      .bp3-button.bp3-outlined.bp3-intent-warning:hover, .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#bf7326; }
+      .bp3-button.bp3-outlined.bp3-intent-warning:hover{
+        background:rgba(217, 130, 43, 0.15);
+        color:#bf7326; }
+      .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{
+        background:rgba(217, 130, 43, 0.3);
+        color:#bf7326; }
+      .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
+        background:none;
+        color:rgba(191, 115, 38, 0.5); }
+        .bp3-button.bp3-outlined.bp3-intent-warning:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled.bp3-active{
+          background:rgba(217, 130, 43, 0.3); }
+      .bp3-button.bp3-outlined.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
+        stroke:#bf7326; }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning{
+        color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:hover{
+          background:rgba(217, 130, 43, 0.2);
+          color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{
+          background:rgba(217, 130, 43, 0.3);
+          color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
+          background:none;
+          color:rgba(255, 179, 102, 0.5); }
+          .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled.bp3-active{
+            background:rgba(217, 130, 43, 0.3); }
+    .bp3-button.bp3-outlined.bp3-intent-danger{
+      color:#c23030; }
+      .bp3-button.bp3-outlined.bp3-intent-danger:hover, .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#c23030; }
+      .bp3-button.bp3-outlined.bp3-intent-danger:hover{
+        background:rgba(219, 55, 55, 0.15);
+        color:#c23030; }
+      .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{
+        background:rgba(219, 55, 55, 0.3);
+        color:#c23030; }
+      .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{
+        background:none;
+        color:rgba(194, 48, 48, 0.5); }
+        .bp3-button.bp3-outlined.bp3-intent-danger:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled.bp3-active{
+          background:rgba(219, 55, 55, 0.3); }
+      .bp3-button.bp3-outlined.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
+        stroke:#c23030; }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger{
+        color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:hover{
+          background:rgba(219, 55, 55, 0.2);
+          color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{
+          background:rgba(219, 55, 55, 0.3);
+          color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{
+          background:none;
+          color:rgba(255, 115, 115, 0.5); }
+          .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled.bp3-active{
+            background:rgba(219, 55, 55, 0.3); }
+    .bp3-button.bp3-outlined:disabled, .bp3-button.bp3-outlined.bp3-disabled, .bp3-button.bp3-outlined:disabled:hover, .bp3-button.bp3-outlined.bp3-disabled:hover{
+      border-color:rgba(92, 112, 128, 0.1); }
+    .bp3-dark .bp3-button.bp3-outlined{
+      border-color:rgba(255, 255, 255, 0.4); }
+      .bp3-dark .bp3-button.bp3-outlined:disabled, .bp3-dark .bp3-button.bp3-outlined:disabled:hover, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover{
+        border-color:rgba(255, 255, 255, 0.2); }
+    .bp3-button.bp3-outlined.bp3-intent-primary{
+      border-color:rgba(16, 107, 163, 0.6); }
+      .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{
+        border-color:rgba(16, 107, 163, 0.2); }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary{
+        border-color:rgba(72, 175, 240, 0.6); }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{
+          border-color:rgba(72, 175, 240, 0.2); }
+    .bp3-button.bp3-outlined.bp3-intent-success{
+      border-color:rgba(13, 128, 80, 0.6); }
+      .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{
+        border-color:rgba(13, 128, 80, 0.2); }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success{
+        border-color:rgba(61, 204, 145, 0.6); }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{
+          border-color:rgba(61, 204, 145, 0.2); }
+    .bp3-button.bp3-outlined.bp3-intent-warning{
+      border-color:rgba(191, 115, 38, 0.6); }
+      .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
+        border-color:rgba(191, 115, 38, 0.2); }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning{
+        border-color:rgba(255, 179, 102, 0.6); }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
+          border-color:rgba(255, 179, 102, 0.2); }
+    .bp3-button.bp3-outlined.bp3-intent-danger{
+      border-color:rgba(194, 48, 48, 0.6); }
+      .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{
+        border-color:rgba(194, 48, 48, 0.2); }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger{
+        border-color:rgba(255, 115, 115, 0.6); }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{
+          border-color:rgba(255, 115, 115, 0.2); }
+
+a.bp3-button{
+  text-align:center;
+  text-decoration:none;
+  -webkit-transition:none;
+  transition:none; }
+  a.bp3-button, a.bp3-button:hover, a.bp3-button:active{
+    color:#182026; }
+  a.bp3-button.bp3-disabled{
+    color:rgba(92, 112, 128, 0.6); }
+
+.bp3-button-text{
+  -webkit-box-flex:0;
+      -ms-flex:0 1 auto;
+          flex:0 1 auto; }
+
+.bp3-button.bp3-align-left .bp3-button-text, .bp3-button.bp3-align-right .bp3-button-text,
+.bp3-button-group.bp3-align-left .bp3-button-text,
+.bp3-button-group.bp3-align-right .bp3-button-text{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto; }
+.bp3-button-group{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex; }
+  .bp3-button-group .bp3-button{
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    position:relative;
+    z-index:4; }
+    .bp3-button-group .bp3-button:focus{
+      z-index:5; }
+    .bp3-button-group .bp3-button:hover{
+      z-index:6; }
+    .bp3-button-group .bp3-button:active, .bp3-button-group .bp3-button.bp3-active{
+      z-index:7; }
+    .bp3-button-group .bp3-button:disabled, .bp3-button-group .bp3-button.bp3-disabled{
+      z-index:3; }
+    .bp3-button-group .bp3-button[class*="bp3-intent-"]{
+      z-index:9; }
+      .bp3-button-group .bp3-button[class*="bp3-intent-"]:focus{
+        z-index:10; }
+      .bp3-button-group .bp3-button[class*="bp3-intent-"]:hover{
+        z-index:11; }
+      .bp3-button-group .bp3-button[class*="bp3-intent-"]:active, .bp3-button-group .bp3-button[class*="bp3-intent-"].bp3-active{
+        z-index:12; }
+      .bp3-button-group .bp3-button[class*="bp3-intent-"]:disabled, .bp3-button-group .bp3-button[class*="bp3-intent-"].bp3-disabled{
+        z-index:8; }
+  .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:first-child) .bp3-button,
+  .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:first-child){
+    border-bottom-left-radius:0;
+    border-top-left-radius:0; }
+  .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,
+  .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:last-child){
+    border-bottom-right-radius:0;
+    border-top-right-radius:0;
+    margin-right:-1px; }
+  .bp3-button-group.bp3-minimal .bp3-button{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+    .bp3-button-group.bp3-minimal .bp3-button:hover{
+      background:rgba(167, 182, 194, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026;
+      text-decoration:none; }
+    .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-active{
+      background:rgba(115, 134, 148, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026; }
+    .bp3-button-group.bp3-minimal .bp3-button:disabled, .bp3-button-group.bp3-minimal .bp3-button:disabled:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover{
+      background:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed; }
+      .bp3-button-group.bp3-minimal .bp3-button:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button:disabled:hover.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover.bp3-active{
+        background:rgba(115, 134, 148, 0.3); }
+    .bp3-dark .bp3-button-group.bp3-minimal .bp3-button{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:inherit; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:hover, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:hover{
+        background:rgba(138, 155, 168, 0.15); }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-active{
+        background:rgba(138, 155, 168, 0.3);
+        color:#f5f8fa; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled:hover, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover{
+        background:none;
+        color:rgba(167, 182, 194, 0.6);
+        cursor:not-allowed; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled:hover.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover.bp3-active{
+          background:rgba(138, 155, 168, 0.3); }
+    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary{
+      color:#106ba3; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#106ba3; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover{
+        background:rgba(19, 124, 189, 0.15);
+        color:#106ba3; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{
+        background:rgba(19, 124, 189, 0.3);
+        color:#106ba3; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled{
+        background:none;
+        color:rgba(16, 107, 163, 0.5); }
+        .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled.bp3-active{
+          background:rgba(19, 124, 189, 0.3); }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
+        stroke:#106ba3; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary{
+        color:#48aff0; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover{
+          background:rgba(19, 124, 189, 0.2);
+          color:#48aff0; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{
+          background:rgba(19, 124, 189, 0.3);
+          color:#48aff0; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled{
+          background:none;
+          color:rgba(72, 175, 240, 0.5); }
+          .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled.bp3-active{
+            background:rgba(19, 124, 189, 0.3); }
+    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success{
+      color:#0d8050; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#0d8050; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover{
+        background:rgba(15, 153, 96, 0.15);
+        color:#0d8050; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{
+        background:rgba(15, 153, 96, 0.3);
+        color:#0d8050; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled{
+        background:none;
+        color:rgba(13, 128, 80, 0.5); }
+        .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled.bp3-active{
+          background:rgba(15, 153, 96, 0.3); }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
+        stroke:#0d8050; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success{
+        color:#3dcc91; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover{
+          background:rgba(15, 153, 96, 0.2);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{
+          background:rgba(15, 153, 96, 0.3);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled{
+          background:none;
+          color:rgba(61, 204, 145, 0.5); }
+          .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled.bp3-active{
+            background:rgba(15, 153, 96, 0.3); }
+    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning{
+      color:#bf7326; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#bf7326; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover{
+        background:rgba(217, 130, 43, 0.15);
+        color:#bf7326; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{
+        background:rgba(217, 130, 43, 0.3);
+        color:#bf7326; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled{
+        background:none;
+        color:rgba(191, 115, 38, 0.5); }
+        .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled.bp3-active{
+          background:rgba(217, 130, 43, 0.3); }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
+        stroke:#bf7326; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning{
+        color:#ffb366; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover{
+          background:rgba(217, 130, 43, 0.2);
+          color:#ffb366; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{
+          background:rgba(217, 130, 43, 0.3);
+          color:#ffb366; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled{
+          background:none;
+          color:rgba(255, 179, 102, 0.5); }
+          .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled.bp3-active{
+            background:rgba(217, 130, 43, 0.3); }
+    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger{
+      color:#c23030; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#c23030; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover{
+        background:rgba(219, 55, 55, 0.15);
+        color:#c23030; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{
+        background:rgba(219, 55, 55, 0.3);
+        color:#c23030; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled{
+        background:none;
+        color:rgba(194, 48, 48, 0.5); }
+        .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled.bp3-active{
+          background:rgba(219, 55, 55, 0.3); }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
+        stroke:#c23030; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger{
+        color:#ff7373; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover{
+          background:rgba(219, 55, 55, 0.2);
+          color:#ff7373; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{
+          background:rgba(219, 55, 55, 0.3);
+          color:#ff7373; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled{
+          background:none;
+          color:rgba(255, 115, 115, 0.5); }
+          .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled.bp3-active{
+            background:rgba(219, 55, 55, 0.3); }
+  .bp3-button-group .bp3-popover-wrapper,
+  .bp3-button-group .bp3-popover-target{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto; }
+  .bp3-button-group.bp3-fill{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    width:100%; }
+  .bp3-button-group .bp3-button.bp3-fill,
+  .bp3-button-group.bp3-fill .bp3-button:not(.bp3-fixed){
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto; }
+  .bp3-button-group.bp3-vertical{
+    -webkit-box-align:stretch;
+        -ms-flex-align:stretch;
+            align-items:stretch;
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:column;
+            flex-direction:column;
+    vertical-align:top; }
+    .bp3-button-group.bp3-vertical.bp3-fill{
+      height:100%;
+      width:unset; }
+    .bp3-button-group.bp3-vertical .bp3-button{
+      margin-right:0 !important;
+      width:100%; }
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:first-child .bp3-button,
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:first-child{
+      border-radius:3px 3px 0 0; }
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:last-child .bp3-button,
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:last-child{
+      border-radius:0 0 3px 3px; }
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:not(:last-child){
+      margin-bottom:-1px; }
+  .bp3-button-group.bp3-align-left .bp3-button{
+    text-align:left; }
+  .bp3-dark .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,
+  .bp3-dark .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:last-child){
+    margin-right:1px; }
+  .bp3-dark .bp3-button-group.bp3-vertical > .bp3-popover-wrapper:not(:last-child) .bp3-button,
+  .bp3-dark .bp3-button-group.bp3-vertical > .bp3-button:not(:last-child){
+    margin-bottom:1px; }
+.bp3-callout{
+  font-size:14px;
+  line-height:1.5;
+  background-color:rgba(138, 155, 168, 0.15);
+  border-radius:3px;
+  padding:10px 12px 9px;
+  position:relative;
+  width:100%; }
+  .bp3-callout[class*="bp3-icon-"]{
+    padding-left:40px; }
+    .bp3-callout[class*="bp3-icon-"]::before{
+      font-family:"Icons20", sans-serif;
+      font-size:20px;
+      font-style:normal;
+      font-weight:400;
+      line-height:1;
+      -moz-osx-font-smoothing:grayscale;
+      -webkit-font-smoothing:antialiased;
+      color:#5c7080;
+      left:10px;
+      position:absolute;
+      top:10px; }
+  .bp3-callout.bp3-callout-icon{
+    padding-left:40px; }
+    .bp3-callout.bp3-callout-icon > .bp3-icon:first-child{
+      color:#5c7080;
+      left:10px;
+      position:absolute;
+      top:10px; }
+  .bp3-callout .bp3-heading{
+    line-height:20px;
+    margin-bottom:5px;
+    margin-top:0; }
+    .bp3-callout .bp3-heading:last-child{
+      margin-bottom:0; }
+  .bp3-dark .bp3-callout{
+    background-color:rgba(138, 155, 168, 0.2); }
+    .bp3-dark .bp3-callout[class*="bp3-icon-"]::before{
+      color:#a7b6c2; }
+  .bp3-callout.bp3-intent-primary{
+    background-color:rgba(19, 124, 189, 0.15); }
+    .bp3-callout.bp3-intent-primary[class*="bp3-icon-"]::before,
+    .bp3-callout.bp3-intent-primary > .bp3-icon:first-child,
+    .bp3-callout.bp3-intent-primary .bp3-heading{
+      color:#106ba3; }
+    .bp3-dark .bp3-callout.bp3-intent-primary{
+      background-color:rgba(19, 124, 189, 0.25); }
+      .bp3-dark .bp3-callout.bp3-intent-primary[class*="bp3-icon-"]::before,
+      .bp3-dark .bp3-callout.bp3-intent-primary > .bp3-icon:first-child,
+      .bp3-dark .bp3-callout.bp3-intent-primary .bp3-heading{
+        color:#48aff0; }
+  .bp3-callout.bp3-intent-success{
+    background-color:rgba(15, 153, 96, 0.15); }
+    .bp3-callout.bp3-intent-success[class*="bp3-icon-"]::before,
+    .bp3-callout.bp3-intent-success > .bp3-icon:first-child,
+    .bp3-callout.bp3-intent-success .bp3-heading{
+      color:#0d8050; }
+    .bp3-dark .bp3-callout.bp3-intent-success{
+      background-color:rgba(15, 153, 96, 0.25); }
+      .bp3-dark .bp3-callout.bp3-intent-success[class*="bp3-icon-"]::before,
+      .bp3-dark .bp3-callout.bp3-intent-success > .bp3-icon:first-child,
+      .bp3-dark .bp3-callout.bp3-intent-success .bp3-heading{
+        color:#3dcc91; }
+  .bp3-callout.bp3-intent-warning{
+    background-color:rgba(217, 130, 43, 0.15); }
+    .bp3-callout.bp3-intent-warning[class*="bp3-icon-"]::before,
+    .bp3-callout.bp3-intent-warning > .bp3-icon:first-child,
+    .bp3-callout.bp3-intent-warning .bp3-heading{
+      color:#bf7326; }
+    .bp3-dark .bp3-callout.bp3-intent-warning{
+      background-color:rgba(217, 130, 43, 0.25); }
+      .bp3-dark .bp3-callout.bp3-intent-warning[class*="bp3-icon-"]::before,
+      .bp3-dark .bp3-callout.bp3-intent-warning > .bp3-icon:first-child,
+      .bp3-dark .bp3-callout.bp3-intent-warning .bp3-heading{
+        color:#ffb366; }
+  .bp3-callout.bp3-intent-danger{
+    background-color:rgba(219, 55, 55, 0.15); }
+    .bp3-callout.bp3-intent-danger[class*="bp3-icon-"]::before,
+    .bp3-callout.bp3-intent-danger > .bp3-icon:first-child,
+    .bp3-callout.bp3-intent-danger .bp3-heading{
+      color:#c23030; }
+    .bp3-dark .bp3-callout.bp3-intent-danger{
+      background-color:rgba(219, 55, 55, 0.25); }
+      .bp3-dark .bp3-callout.bp3-intent-danger[class*="bp3-icon-"]::before,
+      .bp3-dark .bp3-callout.bp3-intent-danger > .bp3-icon:first-child,
+      .bp3-dark .bp3-callout.bp3-intent-danger .bp3-heading{
+        color:#ff7373; }
+  .bp3-running-text .bp3-callout{
+    margin:20px 0; }
+.bp3-card{
+  background-color:#ffffff;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
+  padding:20px;
+  -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-card.bp3-dark,
+  .bp3-dark .bp3-card{
+    background-color:#30404d;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }
+
+.bp3-elevation-0{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }
+  .bp3-elevation-0.bp3-dark,
+  .bp3-dark .bp3-elevation-0{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }
+
+.bp3-elevation-1{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-elevation-1.bp3-dark,
+  .bp3-dark .bp3-elevation-1{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }
+
+.bp3-elevation-2{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 1px 1px rgba(16, 22, 26, 0.2), 0 2px 6px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 1px 1px rgba(16, 22, 26, 0.2), 0 2px 6px rgba(16, 22, 26, 0.2); }
+  .bp3-elevation-2.bp3-dark,
+  .bp3-dark .bp3-elevation-2{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.4), 0 2px 6px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.4), 0 2px 6px rgba(16, 22, 26, 0.4); }
+
+.bp3-elevation-3{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2); }
+  .bp3-elevation-3.bp3-dark,
+  .bp3-dark .bp3-elevation-3{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+
+.bp3-elevation-4{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2); }
+  .bp3-elevation-4.bp3-dark,
+  .bp3-dark .bp3-elevation-4{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4); }
+
+.bp3-card.bp3-interactive:hover{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+  cursor:pointer; }
+  .bp3-card.bp3-interactive:hover.bp3-dark,
+  .bp3-dark .bp3-card.bp3-interactive:hover{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+
+.bp3-card.bp3-interactive:active{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+  opacity:0.9;
+  -webkit-transition-duration:0;
+          transition-duration:0; }
+  .bp3-card.bp3-interactive:active.bp3-dark,
+  .bp3-dark .bp3-card.bp3-interactive:active{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }
+
+.bp3-collapse{
+  height:0;
+  overflow-y:hidden;
+  -webkit-transition:height 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:height 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-collapse .bp3-collapse-body{
+    -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-collapse .bp3-collapse-body[aria-hidden="true"]{
+      display:none; }
+
+.bp3-context-menu .bp3-popover-target{
+  display:block; }
+
+.bp3-context-menu-popover-target{
+  position:fixed; }
+
+.bp3-divider{
+  border-bottom:1px solid rgba(16, 22, 26, 0.15);
+  border-right:1px solid rgba(16, 22, 26, 0.15);
+  margin:5px; }
+  .bp3-dark .bp3-divider{
+    border-color:rgba(16, 22, 26, 0.4); }
+.bp3-dialog-container{
+  opacity:1;
+  -webkit-transform:scale(1);
+          transform:scale(1);
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  min-height:100%;
+  pointer-events:none;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none;
+  width:100%; }
+  .bp3-dialog-container.bp3-overlay-enter > .bp3-dialog, .bp3-dialog-container.bp3-overlay-appear > .bp3-dialog{
+    opacity:0;
+    -webkit-transform:scale(0.5);
+            transform:scale(0.5); }
+  .bp3-dialog-container.bp3-overlay-enter-active > .bp3-dialog, .bp3-dialog-container.bp3-overlay-appear-active > .bp3-dialog{
+    opacity:1;
+    -webkit-transform:scale(1);
+            transform:scale(1);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:opacity, -webkit-transform;
+    transition-property:opacity, -webkit-transform;
+    transition-property:opacity, transform;
+    transition-property:opacity, transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-dialog-container.bp3-overlay-exit > .bp3-dialog{
+    opacity:1;
+    -webkit-transform:scale(1);
+            transform:scale(1); }
+  .bp3-dialog-container.bp3-overlay-exit-active > .bp3-dialog{
+    opacity:0;
+    -webkit-transform:scale(0.5);
+            transform:scale(0.5);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:opacity, -webkit-transform;
+    transition-property:opacity, -webkit-transform;
+    transition-property:opacity, transform;
+    transition-property:opacity, transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+
+.bp3-dialog{
+  background:#ebf1f5;
+  border-radius:6px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin:30px 0;
+  padding-bottom:20px;
+  pointer-events:all;
+  -webkit-user-select:text;
+     -moz-user-select:text;
+      -ms-user-select:text;
+          user-select:text;
+  width:500px; }
+  .bp3-dialog:focus{
+    outline:0; }
+  .bp3-dialog.bp3-dark,
+  .bp3-dark .bp3-dialog{
+    background:#293742;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+
+.bp3-dialog-header{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background:#ffffff;
+  border-radius:6px 6px 0 0;
+  -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);
+          box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  min-height:40px;
+  padding-left:20px;
+  padding-right:5px; }
+  .bp3-dialog-header .bp3-icon-large,
+  .bp3-dialog-header .bp3-icon{
+    color:#5c7080;
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    margin-right:10px; }
+  .bp3-dialog-header .bp3-heading{
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    line-height:inherit;
+    margin:0; }
+    .bp3-dialog-header .bp3-heading:last-child{
+      margin-right:20px; }
+  .bp3-dark .bp3-dialog-header{
+    background:#30404d;
+    -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.4);
+            box-shadow:0 1px 0 rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-dialog-header .bp3-icon-large,
+    .bp3-dark .bp3-dialog-header .bp3-icon{
+      color:#a7b6c2; }
+
+.bp3-dialog-body{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto;
+  line-height:18px;
+  margin:20px; }
+
+.bp3-dialog-footer{
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  margin:0 20px; }
+
+.bp3-dialog-footer-actions{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-pack:end;
+      -ms-flex-pack:end;
+          justify-content:flex-end; }
+  .bp3-dialog-footer-actions .bp3-button{
+    margin-left:10px; }
+.bp3-drawer{
+  background:#ffffff;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin:0;
+  padding:0; }
+  .bp3-drawer:focus{
+    outline:0; }
+  .bp3-drawer.bp3-position-top{
+    height:50%;
+    left:0;
+    right:0;
+    top:0; }
+    .bp3-drawer.bp3-position-top.bp3-overlay-enter, .bp3-drawer.bp3-position-top.bp3-overlay-appear{
+      -webkit-transform:translateY(-100%);
+              transform:translateY(-100%); }
+    .bp3-drawer.bp3-position-top.bp3-overlay-enter-active, .bp3-drawer.bp3-position-top.bp3-overlay-appear-active{
+      -webkit-transform:translateY(0);
+              transform:translateY(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer.bp3-position-top.bp3-overlay-exit{
+      -webkit-transform:translateY(0);
+              transform:translateY(0); }
+    .bp3-drawer.bp3-position-top.bp3-overlay-exit-active{
+      -webkit-transform:translateY(-100%);
+              transform:translateY(-100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer.bp3-position-bottom{
+    bottom:0;
+    height:50%;
+    left:0;
+    right:0; }
+    .bp3-drawer.bp3-position-bottom.bp3-overlay-enter, .bp3-drawer.bp3-position-bottom.bp3-overlay-appear{
+      -webkit-transform:translateY(100%);
+              transform:translateY(100%); }
+    .bp3-drawer.bp3-position-bottom.bp3-overlay-enter-active, .bp3-drawer.bp3-position-bottom.bp3-overlay-appear-active{
+      -webkit-transform:translateY(0);
+              transform:translateY(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer.bp3-position-bottom.bp3-overlay-exit{
+      -webkit-transform:translateY(0);
+              transform:translateY(0); }
+    .bp3-drawer.bp3-position-bottom.bp3-overlay-exit-active{
+      -webkit-transform:translateY(100%);
+              transform:translateY(100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer.bp3-position-left{
+    bottom:0;
+    left:0;
+    top:0;
+    width:50%; }
+    .bp3-drawer.bp3-position-left.bp3-overlay-enter, .bp3-drawer.bp3-position-left.bp3-overlay-appear{
+      -webkit-transform:translateX(-100%);
+              transform:translateX(-100%); }
+    .bp3-drawer.bp3-position-left.bp3-overlay-enter-active, .bp3-drawer.bp3-position-left.bp3-overlay-appear-active{
+      -webkit-transform:translateX(0);
+              transform:translateX(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer.bp3-position-left.bp3-overlay-exit{
+      -webkit-transform:translateX(0);
+              transform:translateX(0); }
+    .bp3-drawer.bp3-position-left.bp3-overlay-exit-active{
+      -webkit-transform:translateX(-100%);
+              transform:translateX(-100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer.bp3-position-right{
+    bottom:0;
+    right:0;
+    top:0;
+    width:50%; }
+    .bp3-drawer.bp3-position-right.bp3-overlay-enter, .bp3-drawer.bp3-position-right.bp3-overlay-appear{
+      -webkit-transform:translateX(100%);
+              transform:translateX(100%); }
+    .bp3-drawer.bp3-position-right.bp3-overlay-enter-active, .bp3-drawer.bp3-position-right.bp3-overlay-appear-active{
+      -webkit-transform:translateX(0);
+              transform:translateX(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer.bp3-position-right.bp3-overlay-exit{
+      -webkit-transform:translateX(0);
+              transform:translateX(0); }
+    .bp3-drawer.bp3-position-right.bp3-overlay-exit-active{
+      -webkit-transform:translateX(100%);
+              transform:translateX(100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+  .bp3-position-right):not(.bp3-vertical){
+    bottom:0;
+    right:0;
+    top:0;
+    width:50%; }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-enter, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-appear{
+      -webkit-transform:translateX(100%);
+              transform:translateX(100%); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-enter-active, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-appear-active{
+      -webkit-transform:translateX(0);
+              transform:translateX(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-exit{
+      -webkit-transform:translateX(0);
+              transform:translateX(0); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-exit-active{
+      -webkit-transform:translateX(100%);
+              transform:translateX(100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+  .bp3-position-right).bp3-vertical{
+    bottom:0;
+    height:50%;
+    left:0;
+    right:0; }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-enter, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-appear{
+      -webkit-transform:translateY(100%);
+              transform:translateY(100%); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-enter-active, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-appear-active{
+      -webkit-transform:translateY(0);
+              transform:translateY(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-exit{
+      -webkit-transform:translateY(0);
+              transform:translateY(0); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-exit-active{
+      -webkit-transform:translateY(100%);
+              transform:translateY(100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer.bp3-dark,
+  .bp3-dark .bp3-drawer{
+    background:#30404d;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+
+.bp3-drawer-header{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  border-radius:0;
+  -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);
+          box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  min-height:40px;
+  padding:5px;
+  padding-left:20px;
+  position:relative; }
+  .bp3-drawer-header .bp3-icon-large,
+  .bp3-drawer-header .bp3-icon{
+    color:#5c7080;
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    margin-right:10px; }
+  .bp3-drawer-header .bp3-heading{
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    line-height:inherit;
+    margin:0; }
+    .bp3-drawer-header .bp3-heading:last-child{
+      margin-right:20px; }
+  .bp3-dark .bp3-drawer-header{
+    -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.4);
+            box-shadow:0 1px 0 rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-drawer-header .bp3-icon-large,
+    .bp3-dark .bp3-drawer-header .bp3-icon{
+      color:#a7b6c2; }
+
+.bp3-drawer-body{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto;
+  line-height:18px;
+  overflow:auto; }
+
+.bp3-drawer-footer{
+  -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
+          box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  padding:10px 20px;
+  position:relative; }
+  .bp3-dark .bp3-drawer-footer{
+    -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.4); }
+.bp3-editable-text{
+  cursor:text;
+  display:inline-block;
+  max-width:100%;
+  position:relative;
+  vertical-align:top;
+  white-space:nowrap; }
+  .bp3-editable-text::before{
+    bottom:-3px;
+    left:-3px;
+    position:absolute;
+    right:-3px;
+    top:-3px;
+    border-radius:3px;
+    content:"";
+    -webkit-transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-editable-text:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15); }
+  .bp3-editable-text.bp3-editable-text-editing::before{
+    background-color:#ffffff;
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-editable-text.bp3-disabled::before{
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-editable-text.bp3-intent-primary .bp3-editable-text-input,
+  .bp3-editable-text.bp3-intent-primary .bp3-editable-text-content{
+    color:#137cbd; }
+  .bp3-editable-text.bp3-intent-primary:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(19, 124, 189, 0.4);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(19, 124, 189, 0.4); }
+  .bp3-editable-text.bp3-intent-primary.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-editable-text.bp3-intent-success .bp3-editable-text-input,
+  .bp3-editable-text.bp3-intent-success .bp3-editable-text-content{
+    color:#0f9960; }
+  .bp3-editable-text.bp3-intent-success:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px rgba(15, 153, 96, 0.4);
+            box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px rgba(15, 153, 96, 0.4); }
+  .bp3-editable-text.bp3-intent-success.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-editable-text.bp3-intent-warning .bp3-editable-text-input,
+  .bp3-editable-text.bp3-intent-warning .bp3-editable-text-content{
+    color:#d9822b; }
+  .bp3-editable-text.bp3-intent-warning:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px rgba(217, 130, 43, 0.4);
+            box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px rgba(217, 130, 43, 0.4); }
+  .bp3-editable-text.bp3-intent-warning.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-editable-text.bp3-intent-danger .bp3-editable-text-input,
+  .bp3-editable-text.bp3-intent-danger .bp3-editable-text-content{
+    color:#db3737; }
+  .bp3-editable-text.bp3-intent-danger:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px rgba(219, 55, 55, 0.4);
+            box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px rgba(219, 55, 55, 0.4); }
+  .bp3-editable-text.bp3-intent-danger.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-editable-text:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(255, 255, 255, 0.15);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(255, 255, 255, 0.15); }
+  .bp3-dark .bp3-editable-text.bp3-editable-text-editing::before{
+    background-color:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-disabled::before{
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-dark .bp3-editable-text.bp3-intent-primary .bp3-editable-text-content{
+    color:#48aff0; }
+  .bp3-dark .bp3-editable-text.bp3-intent-primary:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(72, 175, 240, 0), 0 0 0 0 rgba(72, 175, 240, 0), inset 0 0 0 1px rgba(72, 175, 240, 0.4);
+            box-shadow:0 0 0 0 rgba(72, 175, 240, 0), 0 0 0 0 rgba(72, 175, 240, 0), inset 0 0 0 1px rgba(72, 175, 240, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-primary.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #48aff0, 0 0 0 3px rgba(72, 175, 240, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #48aff0, 0 0 0 3px rgba(72, 175, 240, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-success .bp3-editable-text-content{
+    color:#3dcc91; }
+  .bp3-dark .bp3-editable-text.bp3-intent-success:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(61, 204, 145, 0), 0 0 0 0 rgba(61, 204, 145, 0), inset 0 0 0 1px rgba(61, 204, 145, 0.4);
+            box-shadow:0 0 0 0 rgba(61, 204, 145, 0), 0 0 0 0 rgba(61, 204, 145, 0), inset 0 0 0 1px rgba(61, 204, 145, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-success.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #3dcc91, 0 0 0 3px rgba(61, 204, 145, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #3dcc91, 0 0 0 3px rgba(61, 204, 145, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-warning .bp3-editable-text-content{
+    color:#ffb366; }
+  .bp3-dark .bp3-editable-text.bp3-intent-warning:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(255, 179, 102, 0), 0 0 0 0 rgba(255, 179, 102, 0), inset 0 0 0 1px rgba(255, 179, 102, 0.4);
+            box-shadow:0 0 0 0 rgba(255, 179, 102, 0), 0 0 0 0 rgba(255, 179, 102, 0), inset 0 0 0 1px rgba(255, 179, 102, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-warning.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #ffb366, 0 0 0 3px rgba(255, 179, 102, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #ffb366, 0 0 0 3px rgba(255, 179, 102, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-danger .bp3-editable-text-content{
+    color:#ff7373; }
+  .bp3-dark .bp3-editable-text.bp3-intent-danger:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(255, 115, 115, 0), 0 0 0 0 rgba(255, 115, 115, 0), inset 0 0 0 1px rgba(255, 115, 115, 0.4);
+            box-shadow:0 0 0 0 rgba(255, 115, 115, 0), 0 0 0 0 rgba(255, 115, 115, 0), inset 0 0 0 1px rgba(255, 115, 115, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-danger.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #ff7373, 0 0 0 3px rgba(255, 115, 115, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #ff7373, 0 0 0 3px rgba(255, 115, 115, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+
+.bp3-editable-text-input,
+.bp3-editable-text-content{
+  color:inherit;
+  display:inherit;
+  font:inherit;
+  letter-spacing:inherit;
+  max-width:inherit;
+  min-width:inherit;
+  position:relative;
+  resize:none;
+  text-transform:inherit;
+  vertical-align:top; }
+
+.bp3-editable-text-input{
+  background:none;
+  border:none;
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  padding:0;
+  white-space:pre-wrap;
+  width:100%; }
+  .bp3-editable-text-input::-webkit-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input::-moz-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input:-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input::-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input::placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input:focus{
+    outline:none; }
+  .bp3-editable-text-input::-ms-clear{
+    display:none; }
+
+.bp3-editable-text-content{
+  overflow:hidden;
+  padding-right:2px;
+  text-overflow:ellipsis;
+  white-space:pre; }
+  .bp3-editable-text-editing > .bp3-editable-text-content{
+    left:0;
+    position:absolute;
+    visibility:hidden; }
+  .bp3-editable-text-placeholder > .bp3-editable-text-content{
+    color:rgba(92, 112, 128, 0.6); }
+    .bp3-dark .bp3-editable-text-placeholder > .bp3-editable-text-content{
+      color:rgba(167, 182, 194, 0.6); }
+
+.bp3-editable-text.bp3-multiline{
+  display:block; }
+  .bp3-editable-text.bp3-multiline .bp3-editable-text-content{
+    overflow:auto;
+    white-space:pre-wrap;
+    word-wrap:break-word; }
+.bp3-divider{
+  border-bottom:1px solid rgba(16, 22, 26, 0.15);
+  border-right:1px solid rgba(16, 22, 26, 0.15);
+  margin:5px; }
+  .bp3-dark .bp3-divider{
+    border-color:rgba(16, 22, 26, 0.4); }
+.bp3-control-group{
+  -webkit-transform:translateZ(0);
+          transform:translateZ(0);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:stretch;
+      -ms-flex-align:stretch;
+          align-items:stretch; }
+  .bp3-control-group > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-control-group > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-control-group .bp3-button,
+  .bp3-control-group .bp3-html-select,
+  .bp3-control-group .bp3-input,
+  .bp3-control-group .bp3-select{
+    position:relative; }
+  .bp3-control-group .bp3-input{
+    border-radius:inherit;
+    z-index:2; }
+    .bp3-control-group .bp3-input:focus{
+      border-radius:3px;
+      z-index:14; }
+    .bp3-control-group .bp3-input[class*="bp3-intent"]{
+      z-index:13; }
+      .bp3-control-group .bp3-input[class*="bp3-intent"]:focus{
+        z-index:15; }
+    .bp3-control-group .bp3-input[readonly], .bp3-control-group .bp3-input:disabled, .bp3-control-group .bp3-input.bp3-disabled{
+      z-index:1; }
+  .bp3-control-group .bp3-input-group[class*="bp3-intent"] .bp3-input{
+    z-index:13; }
+    .bp3-control-group .bp3-input-group[class*="bp3-intent"] .bp3-input:focus{
+      z-index:15; }
+  .bp3-control-group .bp3-button,
+  .bp3-control-group .bp3-html-select select,
+  .bp3-control-group .bp3-select select{
+    -webkit-transform:translateZ(0);
+            transform:translateZ(0);
+    border-radius:inherit;
+    z-index:4; }
+    .bp3-control-group .bp3-button:focus,
+    .bp3-control-group .bp3-html-select select:focus,
+    .bp3-control-group .bp3-select select:focus{
+      z-index:5; }
+    .bp3-control-group .bp3-button:hover,
+    .bp3-control-group .bp3-html-select select:hover,
+    .bp3-control-group .bp3-select select:hover{
+      z-index:6; }
+    .bp3-control-group .bp3-button:active,
+    .bp3-control-group .bp3-html-select select:active,
+    .bp3-control-group .bp3-select select:active{
+      z-index:7; }
+    .bp3-control-group .bp3-button[readonly], .bp3-control-group .bp3-button:disabled, .bp3-control-group .bp3-button.bp3-disabled,
+    .bp3-control-group .bp3-html-select select[readonly],
+    .bp3-control-group .bp3-html-select select:disabled,
+    .bp3-control-group .bp3-html-select select.bp3-disabled,
+    .bp3-control-group .bp3-select select[readonly],
+    .bp3-control-group .bp3-select select:disabled,
+    .bp3-control-group .bp3-select select.bp3-disabled{
+      z-index:3; }
+    .bp3-control-group .bp3-button[class*="bp3-intent"],
+    .bp3-control-group .bp3-html-select select[class*="bp3-intent"],
+    .bp3-control-group .bp3-select select[class*="bp3-intent"]{
+      z-index:9; }
+      .bp3-control-group .bp3-button[class*="bp3-intent"]:focus,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:focus,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"]:focus{
+        z-index:10; }
+      .bp3-control-group .bp3-button[class*="bp3-intent"]:hover,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:hover,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"]:hover{
+        z-index:11; }
+      .bp3-control-group .bp3-button[class*="bp3-intent"]:active,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:active,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"]:active{
+        z-index:12; }
+      .bp3-control-group .bp3-button[class*="bp3-intent"][readonly], .bp3-control-group .bp3-button[class*="bp3-intent"]:disabled, .bp3-control-group .bp3-button[class*="bp3-intent"].bp3-disabled,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"][readonly],
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:disabled,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"].bp3-disabled,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"][readonly],
+      .bp3-control-group .bp3-select select[class*="bp3-intent"]:disabled,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"].bp3-disabled{
+        z-index:8; }
+  .bp3-control-group .bp3-input-group > .bp3-icon,
+  .bp3-control-group .bp3-input-group > .bp3-button,
+  .bp3-control-group .bp3-input-group > .bp3-input-action{
+    z-index:16; }
+  .bp3-control-group .bp3-select::after,
+  .bp3-control-group .bp3-html-select::after,
+  .bp3-control-group .bp3-select > .bp3-icon,
+  .bp3-control-group .bp3-html-select > .bp3-icon{
+    z-index:17; }
+  .bp3-control-group .bp3-select:focus-within{
+    z-index:5; }
+  .bp3-control-group:not(.bp3-vertical) > *:not(.bp3-divider){
+    margin-right:-1px; }
+  .bp3-control-group:not(.bp3-vertical) > .bp3-divider:not(:first-child){
+    margin-left:6px; }
+  .bp3-dark .bp3-control-group:not(.bp3-vertical) > *:not(.bp3-divider){
+    margin-right:0; }
+  .bp3-dark .bp3-control-group:not(.bp3-vertical) > .bp3-button + .bp3-button{
+    margin-left:1px; }
+  .bp3-control-group .bp3-popover-wrapper,
+  .bp3-control-group .bp3-popover-target{
+    border-radius:inherit; }
+  .bp3-control-group > :first-child{
+    border-radius:3px 0 0 3px; }
+  .bp3-control-group > :last-child{
+    border-radius:0 3px 3px 0;
+    margin-right:0; }
+  .bp3-control-group > :only-child{
+    border-radius:3px;
+    margin-right:0; }
+  .bp3-control-group .bp3-input-group .bp3-button{
+    border-radius:3px; }
+  .bp3-control-group .bp3-numeric-input:not(:first-child) .bp3-input-group{
+    border-bottom-left-radius:0;
+    border-top-left-radius:0; }
+  .bp3-control-group.bp3-fill{
+    width:100%; }
+  .bp3-control-group > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto; }
+  .bp3-control-group.bp3-fill > *:not(.bp3-fixed){
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto; }
+  .bp3-control-group.bp3-vertical{
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:column;
+            flex-direction:column; }
+    .bp3-control-group.bp3-vertical > *{
+      margin-top:-1px; }
+    .bp3-control-group.bp3-vertical > :first-child{
+      border-radius:3px 3px 0 0;
+      margin-top:0; }
+    .bp3-control-group.bp3-vertical > :last-child{
+      border-radius:0 0 3px 3px; }
+.bp3-control{
+  cursor:pointer;
+  display:block;
+  margin-bottom:10px;
+  position:relative;
+  text-transform:none; }
+  .bp3-control input:checked ~ .bp3-control-indicator{
+    background-color:#137cbd;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+  .bp3-control:hover input:checked ~ .bp3-control-indicator{
+    background-color:#106ba3;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+  .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{
+    background:#0e5a8a;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-control input:disabled:checked ~ .bp3-control-indicator{
+    background:rgba(19, 124, 189, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-dark .bp3-control input:checked ~ .bp3-control-indicator{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control:hover input:checked ~ .bp3-control-indicator{
+    background-color:#106ba3;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{
+    background-color:#0e5a8a;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-control input:disabled:checked ~ .bp3-control-indicator{
+    background:rgba(14, 90, 138, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-control:not(.bp3-align-right){
+    padding-left:26px; }
+    .bp3-control:not(.bp3-align-right) .bp3-control-indicator{
+      margin-left:-26px; }
+  .bp3-control.bp3-align-right{
+    padding-right:26px; }
+    .bp3-control.bp3-align-right .bp3-control-indicator{
+      margin-right:-26px; }
+  .bp3-control.bp3-disabled{
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed; }
+  .bp3-control.bp3-inline{
+    display:inline-block;
+    margin-right:20px; }
+  .bp3-control input{
+    left:0;
+    opacity:0;
+    position:absolute;
+    top:0;
+    z-index:-1; }
+  .bp3-control .bp3-control-indicator{
+    background-clip:padding-box;
+    background-color:#f5f8fa;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+    border:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+    cursor:pointer;
+    display:inline-block;
+    font-size:16px;
+    height:1em;
+    margin-right:10px;
+    margin-top:-3px;
+    position:relative;
+    -webkit-user-select:none;
+       -moz-user-select:none;
+        -ms-user-select:none;
+            user-select:none;
+    vertical-align:middle;
+    width:1em; }
+    .bp3-control .bp3-control-indicator::before{
+      content:"";
+      display:block;
+      height:1em;
+      width:1em; }
+  .bp3-control:hover .bp3-control-indicator{
+    background-color:#ebf1f5; }
+  .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{
+    background:#d8e1e8;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-control input:disabled ~ .bp3-control-indicator{
+    background:rgba(206, 217, 224, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    cursor:not-allowed; }
+  .bp3-control input:focus ~ .bp3-control-indicator{
+    outline:rgba(19, 124, 189, 0.6) auto 2px;
+    outline-offset:2px;
+    -moz-outline-radius:6px; }
+  .bp3-control.bp3-align-right .bp3-control-indicator{
+    float:right;
+    margin-left:10px;
+    margin-top:1px; }
+  .bp3-control.bp3-large{
+    font-size:16px; }
+    .bp3-control.bp3-large:not(.bp3-align-right){
+      padding-left:30px; }
+      .bp3-control.bp3-large:not(.bp3-align-right) .bp3-control-indicator{
+        margin-left:-30px; }
+    .bp3-control.bp3-large.bp3-align-right{
+      padding-right:30px; }
+      .bp3-control.bp3-large.bp3-align-right .bp3-control-indicator{
+        margin-right:-30px; }
+    .bp3-control.bp3-large .bp3-control-indicator{
+      font-size:20px; }
+    .bp3-control.bp3-large.bp3-align-right .bp3-control-indicator{
+      margin-top:0; }
+  .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator{
+    background-color:#137cbd;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+  .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{
+    background-color:#106ba3;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+  .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{
+    background:#0e5a8a;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{
+    background:rgba(19, 124, 189, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-dark .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{
+    background-color:#106ba3;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{
+    background-color:#0e5a8a;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{
+    background:rgba(14, 90, 138, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-control.bp3-checkbox .bp3-control-indicator{
+    border-radius:3px; }
+  .bp3-control.bp3-checkbox input:checked ~ .bp3-control-indicator::before{
+    background-image:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M12 5c-.28 0-.53.11-.71.29L7 9.59l-2.29-2.3a1.003 1.003 0 00-1.42 1.42l3 3c.18.18.43.29.71.29s.53-.11.71-.29l5-5A1.003 1.003 0 0012 5z' fill='white'/%3e%3c/svg%3e"); }
+  .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator::before{
+    background-image:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M11 7H5c-.55 0-1 .45-1 1s.45 1 1 1h6c.55 0 1-.45 1-1s-.45-1-1-1z' fill='white'/%3e%3c/svg%3e"); }
+  .bp3-control.bp3-radio .bp3-control-indicator{
+    border-radius:50%; }
+  .bp3-control.bp3-radio input:checked ~ .bp3-control-indicator::before{
+    background-image:radial-gradient(#ffffff, #ffffff 28%, transparent 32%); }
+  .bp3-control.bp3-radio input:checked:disabled ~ .bp3-control-indicator::before{
+    opacity:0.5; }
+  .bp3-control.bp3-radio input:focus ~ .bp3-control-indicator{
+    -moz-outline-radius:16px; }
+  .bp3-control.bp3-switch input ~ .bp3-control-indicator{
+    background:rgba(167, 182, 194, 0.5); }
+  .bp3-control.bp3-switch:hover input ~ .bp3-control-indicator{
+    background:rgba(115, 134, 148, 0.5); }
+  .bp3-control.bp3-switch input:not(:disabled):active ~ .bp3-control-indicator{
+    background:rgba(92, 112, 128, 0.5); }
+  .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator{
+    background:rgba(206, 217, 224, 0.5); }
+    .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator::before{
+      background:rgba(255, 255, 255, 0.8); }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator{
+    background:#137cbd; }
+  .bp3-control.bp3-switch:hover input:checked ~ .bp3-control-indicator{
+    background:#106ba3; }
+  .bp3-control.bp3-switch input:checked:not(:disabled):active ~ .bp3-control-indicator{
+    background:#0e5a8a; }
+  .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator{
+    background:rgba(19, 124, 189, 0.5); }
+    .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator::before{
+      background:rgba(255, 255, 255, 0.8); }
+  .bp3-control.bp3-switch:not(.bp3-align-right){
+    padding-left:38px; }
+    .bp3-control.bp3-switch:not(.bp3-align-right) .bp3-control-indicator{
+      margin-left:-38px; }
+  .bp3-control.bp3-switch.bp3-align-right{
+    padding-right:38px; }
+    .bp3-control.bp3-switch.bp3-align-right .bp3-control-indicator{
+      margin-right:-38px; }
+  .bp3-control.bp3-switch .bp3-control-indicator{
+    border:none;
+    border-radius:1.75em;
+    -webkit-box-shadow:none !important;
+            box-shadow:none !important;
+    min-width:1.75em;
+    -webkit-transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    width:auto; }
+    .bp3-control.bp3-switch .bp3-control-indicator::before{
+      background:#ffffff;
+      border-radius:50%;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+      height:calc(1em - 4px);
+      left:0;
+      margin:2px;
+      position:absolute;
+      -webkit-transition:left 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+      transition:left 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+      width:calc(1em - 4px); }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator::before{
+    left:calc(100% - 1em); }
+  .bp3-control.bp3-switch.bp3-large:not(.bp3-align-right){
+    padding-left:45px; }
+    .bp3-control.bp3-switch.bp3-large:not(.bp3-align-right) .bp3-control-indicator{
+      margin-left:-45px; }
+  .bp3-control.bp3-switch.bp3-large.bp3-align-right{
+    padding-right:45px; }
+    .bp3-control.bp3-switch.bp3-large.bp3-align-right .bp3-control-indicator{
+      margin-right:-45px; }
+  .bp3-dark .bp3-control.bp3-switch input ~ .bp3-control-indicator{
+    background:rgba(16, 22, 26, 0.5); }
+  .bp3-dark .bp3-control.bp3-switch:hover input ~ .bp3-control-indicator{
+    background:rgba(16, 22, 26, 0.7); }
+  .bp3-dark .bp3-control.bp3-switch input:not(:disabled):active ~ .bp3-control-indicator{
+    background:rgba(16, 22, 26, 0.9); }
+  .bp3-dark .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator{
+    background:rgba(57, 75, 89, 0.5); }
+    .bp3-dark .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator::before{
+      background:rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator{
+    background:#137cbd; }
+  .bp3-dark .bp3-control.bp3-switch:hover input:checked ~ .bp3-control-indicator{
+    background:#106ba3; }
+  .bp3-dark .bp3-control.bp3-switch input:checked:not(:disabled):active ~ .bp3-control-indicator{
+    background:#0e5a8a; }
+  .bp3-dark .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator{
+    background:rgba(14, 90, 138, 0.5); }
+    .bp3-dark .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator::before{
+      background:rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-switch .bp3-control-indicator::before{
+    background:#394b59;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator::before{
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-control.bp3-switch .bp3-switch-inner-text{
+    font-size:0.7em;
+    text-align:center; }
+  .bp3-control.bp3-switch .bp3-control-indicator-child:first-child{
+    line-height:0;
+    margin-left:0.5em;
+    margin-right:1.2em;
+    visibility:hidden; }
+  .bp3-control.bp3-switch .bp3-control-indicator-child:last-child{
+    line-height:1em;
+    margin-left:1.2em;
+    margin-right:0.5em;
+    visibility:visible; }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:first-child{
+    line-height:1em;
+    visibility:visible; }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:last-child{
+    line-height:0;
+    visibility:hidden; }
+  .bp3-dark .bp3-control{
+    color:#f5f8fa; }
+    .bp3-dark .bp3-control.bp3-disabled{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-control .bp3-control-indicator{
+      background-color:#394b59;
+      background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+      background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-control:hover .bp3-control-indicator{
+      background-color:#30404d; }
+    .bp3-dark .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{
+      background:#202b33;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-dark .bp3-control input:disabled ~ .bp3-control-indicator{
+      background:rgba(57, 75, 89, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      cursor:not-allowed; }
+    .bp3-dark .bp3-control.bp3-checkbox input:disabled:checked ~ .bp3-control-indicator, .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{
+      color:rgba(167, 182, 194, 0.6); }
+.bp3-file-input{
+  cursor:pointer;
+  display:inline-block;
+  height:30px;
+  position:relative; }
+  .bp3-file-input input{
+    margin:0;
+    min-width:200px;
+    opacity:0; }
+    .bp3-file-input input:disabled + .bp3-file-upload-input,
+    .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{
+      background:rgba(206, 217, 224, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed;
+      resize:none; }
+      .bp3-file-input input:disabled + .bp3-file-upload-input::after,
+      .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{
+        background-color:rgba(206, 217, 224, 0.5);
+        background-image:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:rgba(92, 112, 128, 0.6);
+        cursor:not-allowed;
+        outline:none; }
+        .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active, .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active:hover,
+        .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active,
+        .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active:hover{
+          background:rgba(206, 217, 224, 0.7); }
+      .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input, .bp3-dark
+      .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{
+        background:rgba(57, 75, 89, 0.5);
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:rgba(167, 182, 194, 0.6); }
+        .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input::after, .bp3-dark
+        .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{
+          background-color:rgba(57, 75, 89, 0.5);
+          background-image:none;
+          -webkit-box-shadow:none;
+                  box-shadow:none;
+          color:rgba(167, 182, 194, 0.6); }
+          .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active, .bp3-dark
+          .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active{
+            background:rgba(57, 75, 89, 0.7); }
+  .bp3-file-input.bp3-file-input-has-selection .bp3-file-upload-input{
+    color:#182026; }
+  .bp3-dark .bp3-file-input.bp3-file-input-has-selection .bp3-file-upload-input{
+    color:#f5f8fa; }
+  .bp3-file-input.bp3-fill{
+    width:100%; }
+  .bp3-file-input.bp3-large,
+  .bp3-large .bp3-file-input{
+    height:40px; }
+  .bp3-file-input .bp3-file-upload-input-custom-text::after{
+    content:attr(bp3-button-text); }
+
+.bp3-file-upload-input{
+  -webkit-appearance:none;
+     -moz-appearance:none;
+          appearance:none;
+  background:#ffffff;
+  border:none;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+  color:#182026;
+  font-size:14px;
+  font-weight:400;
+  height:30px;
+  line-height:30px;
+  outline:none;
+  padding:0 10px;
+  -webkit-transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  vertical-align:middle;
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal;
+  color:rgba(92, 112, 128, 0.6);
+  left:0;
+  padding-right:80px;
+  position:absolute;
+  right:0;
+  top:0;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-file-upload-input::-webkit-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input::-moz-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input:-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input::-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input::placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input:focus, .bp3-file-upload-input.bp3-active{
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-file-upload-input[type="search"], .bp3-file-upload-input.bp3-round{
+    border-radius:30px;
+    -webkit-box-sizing:border-box;
+            box-sizing:border-box;
+    padding-left:10px; }
+  .bp3-file-upload-input[readonly]{
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15); }
+  .bp3-file-upload-input:disabled, .bp3-file-upload-input.bp3-disabled{
+    background:rgba(206, 217, 224, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed;
+    resize:none; }
+  .bp3-file-upload-input::after{
+    background-color:#f5f8fa;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+    color:#182026;
+    min-height:24px;
+    min-width:24px;
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    border-radius:3px;
+    content:"Browse";
+    line-height:24px;
+    margin:3px;
+    position:absolute;
+    right:0;
+    text-align:center;
+    top:0;
+    width:70px; }
+    .bp3-file-upload-input::after:hover{
+      background-clip:padding-box;
+      background-color:#ebf1f5;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+    .bp3-file-upload-input::after:active, .bp3-file-upload-input::after.bp3-active{
+      background-color:#d8e1e8;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-file-upload-input::after:disabled, .bp3-file-upload-input::after.bp3-disabled{
+      background-color:rgba(206, 217, 224, 0.5);
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed;
+      outline:none; }
+      .bp3-file-upload-input::after:disabled.bp3-active, .bp3-file-upload-input::after:disabled.bp3-active:hover, .bp3-file-upload-input::after.bp3-disabled.bp3-active, .bp3-file-upload-input::after.bp3-disabled.bp3-active:hover{
+        background:rgba(206, 217, 224, 0.7); }
+  .bp3-file-upload-input:hover::after{
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+  .bp3-file-upload-input:active::after{
+    background-color:#d8e1e8;
+    background-image:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-large .bp3-file-upload-input{
+    font-size:16px;
+    height:40px;
+    line-height:40px;
+    padding-right:95px; }
+    .bp3-large .bp3-file-upload-input[type="search"], .bp3-large .bp3-file-upload-input.bp3-round{
+      padding:0 15px; }
+    .bp3-large .bp3-file-upload-input::after{
+      min-height:30px;
+      min-width:30px;
+      line-height:30px;
+      margin:5px;
+      width:85px; }
+  .bp3-dark .bp3-file-upload-input{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa;
+    color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::-webkit-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::-moz-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input:-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input:focus{
+      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-file-upload-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-file-upload-input:disabled, .bp3-dark .bp3-file-upload-input.bp3-disabled{
+      background:rgba(57, 75, 89, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::after{
+      background-color:#394b59;
+      background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+      background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+      color:#f5f8fa; }
+      .bp3-dark .bp3-file-upload-input::after:hover, .bp3-dark .bp3-file-upload-input::after:active, .bp3-dark .bp3-file-upload-input::after.bp3-active{
+        color:#f5f8fa; }
+      .bp3-dark .bp3-file-upload-input::after:hover{
+        background-color:#30404d;
+        -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-file-upload-input::after:active, .bp3-dark .bp3-file-upload-input::after.bp3-active{
+        background-color:#202b33;
+        background-image:none;
+        -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+                box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+      .bp3-dark .bp3-file-upload-input::after:disabled, .bp3-dark .bp3-file-upload-input::after.bp3-disabled{
+        background-color:rgba(57, 75, 89, 0.5);
+        background-image:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:rgba(167, 182, 194, 0.6); }
+        .bp3-dark .bp3-file-upload-input::after:disabled.bp3-active, .bp3-dark .bp3-file-upload-input::after.bp3-disabled.bp3-active{
+          background:rgba(57, 75, 89, 0.7); }
+      .bp3-dark .bp3-file-upload-input::after .bp3-button-spinner .bp3-spinner-head{
+        background:rgba(16, 22, 26, 0.5);
+        stroke:#8a9ba8; }
+    .bp3-dark .bp3-file-upload-input:hover::after{
+      background-color:#30404d;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-file-upload-input:active::after{
+      background-color:#202b33;
+      background-image:none;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+.bp3-file-upload-input::after{
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+.bp3-form-group{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin:0 0 15px; }
+  .bp3-form-group label.bp3-label{
+    margin-bottom:5px; }
+  .bp3-form-group .bp3-control{
+    margin-top:7px; }
+  .bp3-form-group .bp3-form-helper-text{
+    color:#5c7080;
+    font-size:12px;
+    margin-top:5px; }
+  .bp3-form-group.bp3-intent-primary .bp3-form-helper-text{
+    color:#106ba3; }
+  .bp3-form-group.bp3-intent-success .bp3-form-helper-text{
+    color:#0d8050; }
+  .bp3-form-group.bp3-intent-warning .bp3-form-helper-text{
+    color:#bf7326; }
+  .bp3-form-group.bp3-intent-danger .bp3-form-helper-text{
+    color:#c23030; }
+  .bp3-form-group.bp3-inline{
+    -webkit-box-align:start;
+        -ms-flex-align:start;
+            align-items:flex-start;
+    -webkit-box-orient:horizontal;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:row;
+            flex-direction:row; }
+    .bp3-form-group.bp3-inline.bp3-large label.bp3-label{
+      line-height:40px;
+      margin:0 10px 0 0; }
+    .bp3-form-group.bp3-inline label.bp3-label{
+      line-height:30px;
+      margin:0 10px 0 0; }
+  .bp3-form-group.bp3-disabled .bp3-label,
+  .bp3-form-group.bp3-disabled .bp3-text-muted,
+  .bp3-form-group.bp3-disabled .bp3-form-helper-text{
+    color:rgba(92, 112, 128, 0.6) !important; }
+  .bp3-dark .bp3-form-group.bp3-intent-primary .bp3-form-helper-text{
+    color:#48aff0; }
+  .bp3-dark .bp3-form-group.bp3-intent-success .bp3-form-helper-text{
+    color:#3dcc91; }
+  .bp3-dark .bp3-form-group.bp3-intent-warning .bp3-form-helper-text{
+    color:#ffb366; }
+  .bp3-dark .bp3-form-group.bp3-intent-danger .bp3-form-helper-text{
+    color:#ff7373; }
+  .bp3-dark .bp3-form-group .bp3-form-helper-text{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-form-group.bp3-disabled .bp3-label,
+  .bp3-dark .bp3-form-group.bp3-disabled .bp3-text-muted,
+  .bp3-dark .bp3-form-group.bp3-disabled .bp3-form-helper-text{
+    color:rgba(167, 182, 194, 0.6) !important; }
+.bp3-input-group{
+  display:block;
+  position:relative; }
+  .bp3-input-group .bp3-input{
+    position:relative;
+    width:100%; }
+    .bp3-input-group .bp3-input:not(:first-child){
+      padding-left:30px; }
+    .bp3-input-group .bp3-input:not(:last-child){
+      padding-right:30px; }
+  .bp3-input-group .bp3-input-action,
+  .bp3-input-group > .bp3-input-left-container,
+  .bp3-input-group > .bp3-button,
+  .bp3-input-group > .bp3-icon{
+    position:absolute;
+    top:0; }
+    .bp3-input-group .bp3-input-action:first-child,
+    .bp3-input-group > .bp3-input-left-container:first-child,
+    .bp3-input-group > .bp3-button:first-child,
+    .bp3-input-group > .bp3-icon:first-child{
+      left:0; }
+    .bp3-input-group .bp3-input-action:last-child,
+    .bp3-input-group > .bp3-input-left-container:last-child,
+    .bp3-input-group > .bp3-button:last-child,
+    .bp3-input-group > .bp3-icon:last-child{
+      right:0; }
+  .bp3-input-group .bp3-button{
+    min-height:24px;
+    min-width:24px;
+    margin:3px;
+    padding:0 7px; }
+    .bp3-input-group .bp3-button:empty{
+      padding:0; }
+  .bp3-input-group > .bp3-input-left-container,
+  .bp3-input-group > .bp3-icon{
+    z-index:1; }
+  .bp3-input-group > .bp3-input-left-container > .bp3-icon,
+  .bp3-input-group > .bp3-icon{
+    color:#5c7080; }
+    .bp3-input-group > .bp3-input-left-container > .bp3-icon:empty,
+    .bp3-input-group > .bp3-icon:empty{
+      font-family:"Icons16", sans-serif;
+      font-size:16px;
+      font-style:normal;
+      font-weight:400;
+      line-height:1;
+      -moz-osx-font-smoothing:grayscale;
+      -webkit-font-smoothing:antialiased; }
+  .bp3-input-group > .bp3-input-left-container > .bp3-icon,
+  .bp3-input-group > .bp3-icon,
+  .bp3-input-group .bp3-input-action > .bp3-spinner{
+    margin:7px; }
+  .bp3-input-group .bp3-tag{
+    margin:5px; }
+  .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus),
+  .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus){
+    color:#5c7080; }
+    .bp3-dark .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus), .bp3-dark
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus){
+      color:#a7b6c2; }
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-standard, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-large,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-standard,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-large{
+      color:#5c7080; }
+  .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled,
+  .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled{
+    color:rgba(92, 112, 128, 0.6) !important; }
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon-standard, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon-large,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon-standard,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon-large{
+      color:rgba(92, 112, 128, 0.6) !important; }
+  .bp3-input-group.bp3-disabled{
+    cursor:not-allowed; }
+    .bp3-input-group.bp3-disabled .bp3-icon{
+      color:rgba(92, 112, 128, 0.6); }
+  .bp3-input-group.bp3-large .bp3-button{
+    min-height:30px;
+    min-width:30px;
+    margin:5px; }
+  .bp3-input-group.bp3-large > .bp3-input-left-container > .bp3-icon,
+  .bp3-input-group.bp3-large > .bp3-icon,
+  .bp3-input-group.bp3-large .bp3-input-action > .bp3-spinner{
+    margin:12px; }
+  .bp3-input-group.bp3-large .bp3-input{
+    font-size:16px;
+    height:40px;
+    line-height:40px; }
+    .bp3-input-group.bp3-large .bp3-input[type="search"], .bp3-input-group.bp3-large .bp3-input.bp3-round{
+      padding:0 15px; }
+    .bp3-input-group.bp3-large .bp3-input:not(:first-child){
+      padding-left:40px; }
+    .bp3-input-group.bp3-large .bp3-input:not(:last-child){
+      padding-right:40px; }
+  .bp3-input-group.bp3-small .bp3-button{
+    min-height:20px;
+    min-width:20px;
+    margin:2px; }
+  .bp3-input-group.bp3-small .bp3-tag{
+    min-height:20px;
+    min-width:20px;
+    margin:2px; }
+  .bp3-input-group.bp3-small > .bp3-input-left-container > .bp3-icon,
+  .bp3-input-group.bp3-small > .bp3-icon,
+  .bp3-input-group.bp3-small .bp3-input-action > .bp3-spinner{
+    margin:4px; }
+  .bp3-input-group.bp3-small .bp3-input{
+    font-size:12px;
+    height:24px;
+    line-height:24px;
+    padding-left:8px;
+    padding-right:8px; }
+    .bp3-input-group.bp3-small .bp3-input[type="search"], .bp3-input-group.bp3-small .bp3-input.bp3-round{
+      padding:0 12px; }
+    .bp3-input-group.bp3-small .bp3-input:not(:first-child){
+      padding-left:24px; }
+    .bp3-input-group.bp3-small .bp3-input:not(:last-child){
+      padding-right:24px; }
+  .bp3-input-group.bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    width:100%; }
+  .bp3-input-group.bp3-round .bp3-button,
+  .bp3-input-group.bp3-round .bp3-input,
+  .bp3-input-group.bp3-round .bp3-tag{
+    border-radius:30px; }
+  .bp3-dark .bp3-input-group .bp3-icon{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-input-group.bp3-disabled .bp3-icon{
+    color:rgba(167, 182, 194, 0.6); }
+  .bp3-input-group.bp3-intent-primary .bp3-input{
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-primary .bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-primary .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #137cbd;
+              box-shadow:inset 0 0 0 1px #137cbd; }
+    .bp3-input-group.bp3-intent-primary .bp3-input:disabled, .bp3-input-group.bp3-intent-primary .bp3-input.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-input-group.bp3-intent-primary > .bp3-icon{
+    color:#106ba3; }
+    .bp3-dark .bp3-input-group.bp3-intent-primary > .bp3-icon{
+      color:#48aff0; }
+  .bp3-input-group.bp3-intent-success .bp3-input{
+    -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-success .bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-success .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #0f9960;
+              box-shadow:inset 0 0 0 1px #0f9960; }
+    .bp3-input-group.bp3-intent-success .bp3-input:disabled, .bp3-input-group.bp3-intent-success .bp3-input.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-input-group.bp3-intent-success > .bp3-icon{
+    color:#0d8050; }
+    .bp3-dark .bp3-input-group.bp3-intent-success > .bp3-icon{
+      color:#3dcc91; }
+  .bp3-input-group.bp3-intent-warning .bp3-input{
+    -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-warning .bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-warning .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #d9822b;
+              box-shadow:inset 0 0 0 1px #d9822b; }
+    .bp3-input-group.bp3-intent-warning .bp3-input:disabled, .bp3-input-group.bp3-intent-warning .bp3-input.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-input-group.bp3-intent-warning > .bp3-icon{
+    color:#bf7326; }
+    .bp3-dark .bp3-input-group.bp3-intent-warning > .bp3-icon{
+      color:#ffb366; }
+  .bp3-input-group.bp3-intent-danger .bp3-input{
+    -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-danger .bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-danger .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #db3737;
+              box-shadow:inset 0 0 0 1px #db3737; }
+    .bp3-input-group.bp3-intent-danger .bp3-input:disabled, .bp3-input-group.bp3-intent-danger .bp3-input.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-input-group.bp3-intent-danger > .bp3-icon{
+    color:#c23030; }
+    .bp3-dark .bp3-input-group.bp3-intent-danger > .bp3-icon{
+      color:#ff7373; }
+.bp3-input{
+  -webkit-appearance:none;
+     -moz-appearance:none;
+          appearance:none;
+  background:#ffffff;
+  border:none;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+  color:#182026;
+  font-size:14px;
+  font-weight:400;
+  height:30px;
+  line-height:30px;
+  outline:none;
+  padding:0 10px;
+  -webkit-transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  vertical-align:middle; }
+  .bp3-input::-webkit-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input::-moz-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input:-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input::-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input::placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input:focus, .bp3-input.bp3-active{
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-input[type="search"], .bp3-input.bp3-round{
+    border-radius:30px;
+    -webkit-box-sizing:border-box;
+            box-sizing:border-box;
+    padding-left:10px; }
+  .bp3-input[readonly]{
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15); }
+  .bp3-input:disabled, .bp3-input.bp3-disabled{
+    background:rgba(206, 217, 224, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed;
+    resize:none; }
+  .bp3-input.bp3-large{
+    font-size:16px;
+    height:40px;
+    line-height:40px; }
+    .bp3-input.bp3-large[type="search"], .bp3-input.bp3-large.bp3-round{
+      padding:0 15px; }
+  .bp3-input.bp3-small{
+    font-size:12px;
+    height:24px;
+    line-height:24px;
+    padding-left:8px;
+    padding-right:8px; }
+    .bp3-input.bp3-small[type="search"], .bp3-input.bp3-small.bp3-round{
+      padding:0 12px; }
+  .bp3-input.bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    width:100%; }
+  .bp3-dark .bp3-input{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+    .bp3-dark .bp3-input::-webkit-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input::-moz-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input:-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input::-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input::placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-input:disabled, .bp3-dark .bp3-input.bp3-disabled{
+      background:rgba(57, 75, 89, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+  .bp3-input.bp3-intent-primary{
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-primary:focus{
+      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-primary[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #137cbd;
+              box-shadow:inset 0 0 0 1px #137cbd; }
+    .bp3-input.bp3-intent-primary:disabled, .bp3-input.bp3-intent-primary.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-input.bp3-intent-primary{
+      -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-primary:focus{
+        -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-primary[readonly]{
+        -webkit-box-shadow:inset 0 0 0 1px #137cbd;
+                box-shadow:inset 0 0 0 1px #137cbd; }
+      .bp3-dark .bp3-input.bp3-intent-primary:disabled, .bp3-dark .bp3-input.bp3-intent-primary.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+  .bp3-input.bp3-intent-success{
+    -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-success:focus{
+      -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-success[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #0f9960;
+              box-shadow:inset 0 0 0 1px #0f9960; }
+    .bp3-input.bp3-intent-success:disabled, .bp3-input.bp3-intent-success.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-input.bp3-intent-success{
+      -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-success:focus{
+        -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px #0f9960, 0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-success[readonly]{
+        -webkit-box-shadow:inset 0 0 0 1px #0f9960;
+                box-shadow:inset 0 0 0 1px #0f9960; }
+      .bp3-dark .bp3-input.bp3-intent-success:disabled, .bp3-dark .bp3-input.bp3-intent-success.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+  .bp3-input.bp3-intent-warning{
+    -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-warning:focus{
+      -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-warning[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #d9822b;
+              box-shadow:inset 0 0 0 1px #d9822b; }
+    .bp3-input.bp3-intent-warning:disabled, .bp3-input.bp3-intent-warning.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-input.bp3-intent-warning{
+      -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-warning:focus{
+        -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px #d9822b, 0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-warning[readonly]{
+        -webkit-box-shadow:inset 0 0 0 1px #d9822b;
+                box-shadow:inset 0 0 0 1px #d9822b; }
+      .bp3-dark .bp3-input.bp3-intent-warning:disabled, .bp3-dark .bp3-input.bp3-intent-warning.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+  .bp3-input.bp3-intent-danger{
+    -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-danger:focus{
+      -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-danger[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #db3737;
+              box-shadow:inset 0 0 0 1px #db3737; }
+    .bp3-input.bp3-intent-danger:disabled, .bp3-input.bp3-intent-danger.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-input.bp3-intent-danger{
+      -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-danger:focus{
+        -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px #db3737, 0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-danger[readonly]{
+        -webkit-box-shadow:inset 0 0 0 1px #db3737;
+                box-shadow:inset 0 0 0 1px #db3737; }
+      .bp3-dark .bp3-input.bp3-intent-danger:disabled, .bp3-dark .bp3-input.bp3-intent-danger.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+  .bp3-input::-ms-clear{
+    display:none; }
+textarea.bp3-input{
+  max-width:100%;
+  padding:10px; }
+  textarea.bp3-input, textarea.bp3-input.bp3-large, textarea.bp3-input.bp3-small{
+    height:auto;
+    line-height:inherit; }
+  textarea.bp3-input.bp3-small{
+    padding:8px; }
+  .bp3-dark textarea.bp3-input{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+    .bp3-dark textarea.bp3-input::-webkit-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input::-moz-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input:-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input::-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input::placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark textarea.bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark textarea.bp3-input:disabled, .bp3-dark textarea.bp3-input.bp3-disabled{
+      background:rgba(57, 75, 89, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+label.bp3-label{
+  display:block;
+  margin-bottom:15px;
+  margin-top:0; }
+  label.bp3-label .bp3-html-select,
+  label.bp3-label .bp3-input,
+  label.bp3-label .bp3-select,
+  label.bp3-label .bp3-slider,
+  label.bp3-label .bp3-popover-wrapper{
+    display:block;
+    margin-top:5px;
+    text-transform:none; }
+  label.bp3-label .bp3-button-group{
+    margin-top:5px; }
+  label.bp3-label .bp3-select select,
+  label.bp3-label .bp3-html-select select{
+    font-weight:400;
+    vertical-align:top;
+    width:100%; }
+  label.bp3-label.bp3-disabled,
+  label.bp3-label.bp3-disabled .bp3-text-muted{
+    color:rgba(92, 112, 128, 0.6); }
+  label.bp3-label.bp3-inline{
+    line-height:30px; }
+    label.bp3-label.bp3-inline .bp3-html-select,
+    label.bp3-label.bp3-inline .bp3-input,
+    label.bp3-label.bp3-inline .bp3-input-group,
+    label.bp3-label.bp3-inline .bp3-select,
+    label.bp3-label.bp3-inline .bp3-popover-wrapper{
+      display:inline-block;
+      margin:0 0 0 5px;
+      vertical-align:top; }
+    label.bp3-label.bp3-inline .bp3-button-group{
+      margin:0 0 0 5px; }
+    label.bp3-label.bp3-inline .bp3-input-group .bp3-input{
+      margin-left:0; }
+    label.bp3-label.bp3-inline.bp3-large{
+      line-height:40px; }
+  label.bp3-label:not(.bp3-inline) .bp3-popover-target{
+    display:block; }
+  .bp3-dark label.bp3-label{
+    color:#f5f8fa; }
+    .bp3-dark label.bp3-label.bp3-disabled,
+    .bp3-dark label.bp3-label.bp3-disabled .bp3-text-muted{
+      color:rgba(167, 182, 194, 0.6); }
+.bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 14px;
+          flex:1 1 14px;
+  min-height:0;
+  padding:0;
+  width:30px; }
+  .bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button:first-child{
+    border-radius:0 3px 0 0; }
+  .bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button:last-child{
+    border-radius:0 0 3px 0; }
+
+.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:first-child{
+  border-radius:3px 0 0 0; }
+
+.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:last-child{
+  border-radius:0 0 0 3px; }
+
+.bp3-numeric-input.bp3-large .bp3-button-group.bp3-vertical > .bp3-button{
+  width:40px; }
+
+form{
+  display:block; }
+.bp3-html-select select,
+.bp3-select select{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  border:none;
+  border-radius:3px;
+  cursor:pointer;
+  font-size:14px;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  padding:5px 10px;
+  text-align:left;
+  vertical-align:middle;
+  background-color:#f5f8fa;
+  background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+  background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+  color:#182026;
+  -moz-appearance:none;
+  -webkit-appearance:none;
+  border-radius:3px;
+  height:30px;
+  padding:0 25px 0 10px;
+  width:100%; }
+  .bp3-html-select select > *, .bp3-select select > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-html-select select > .bp3-fill, .bp3-select select > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-html-select select::before,
+  .bp3-select select::before, .bp3-html-select select > *, .bp3-select select > *{
+    margin-right:7px; }
+  .bp3-html-select select:empty::before,
+  .bp3-select select:empty::before,
+  .bp3-html-select select > :last-child,
+  .bp3-select select > :last-child{
+    margin-right:0; }
+  .bp3-html-select select:hover,
+  .bp3-select select:hover{
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+  .bp3-html-select select:active,
+  .bp3-select select:active, .bp3-html-select select.bp3-active,
+  .bp3-select select.bp3-active{
+    background-color:#d8e1e8;
+    background-image:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-html-select select:disabled,
+  .bp3-select select:disabled, .bp3-html-select select.bp3-disabled,
+  .bp3-select select.bp3-disabled{
+    background-color:rgba(206, 217, 224, 0.5);
+    background-image:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed;
+    outline:none; }
+    .bp3-html-select select:disabled.bp3-active,
+    .bp3-select select:disabled.bp3-active, .bp3-html-select select:disabled.bp3-active:hover,
+    .bp3-select select:disabled.bp3-active:hover, .bp3-html-select select.bp3-disabled.bp3-active,
+    .bp3-select select.bp3-disabled.bp3-active, .bp3-html-select select.bp3-disabled.bp3-active:hover,
+    .bp3-select select.bp3-disabled.bp3-active:hover{
+      background:rgba(206, 217, 224, 0.7); }
+
+.bp3-html-select.bp3-minimal select,
+.bp3-select.bp3-minimal select{
+  background:none;
+  -webkit-box-shadow:none;
+          box-shadow:none; }
+  .bp3-html-select.bp3-minimal select:hover,
+  .bp3-select.bp3-minimal select:hover{
+    background:rgba(167, 182, 194, 0.3);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:#182026;
+    text-decoration:none; }
+  .bp3-html-select.bp3-minimal select:active,
+  .bp3-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal select.bp3-active,
+  .bp3-select.bp3-minimal select.bp3-active{
+    background:rgba(115, 134, 148, 0.3);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:#182026; }
+  .bp3-html-select.bp3-minimal select:disabled,
+  .bp3-select.bp3-minimal select:disabled, .bp3-html-select.bp3-minimal select:disabled:hover,
+  .bp3-select.bp3-minimal select:disabled:hover, .bp3-html-select.bp3-minimal select.bp3-disabled,
+  .bp3-select.bp3-minimal select.bp3-disabled, .bp3-html-select.bp3-minimal select.bp3-disabled:hover,
+  .bp3-select.bp3-minimal select.bp3-disabled:hover{
+    background:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed; }
+    .bp3-html-select.bp3-minimal select:disabled.bp3-active,
+    .bp3-select.bp3-minimal select:disabled.bp3-active, .bp3-html-select.bp3-minimal select:disabled:hover.bp3-active,
+    .bp3-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-html-select.bp3-minimal select.bp3-disabled.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-disabled:hover.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-disabled:hover.bp3-active{
+      background:rgba(115, 134, 148, 0.3); }
+  .bp3-dark .bp3-html-select.bp3-minimal select, .bp3-html-select.bp3-minimal .bp3-dark select,
+  .bp3-dark .bp3-select.bp3-minimal select, .bp3-select.bp3-minimal .bp3-dark select{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:inherit; }
+    .bp3-dark .bp3-html-select.bp3-minimal select:hover, .bp3-html-select.bp3-minimal .bp3-dark select:hover,
+    .bp3-dark .bp3-select.bp3-minimal select:hover, .bp3-select.bp3-minimal .bp3-dark select:hover, .bp3-dark .bp3-html-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal .bp3-dark select:active,
+    .bp3-dark .bp3-select.bp3-minimal select:active, .bp3-select.bp3-minimal .bp3-dark select:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-active,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-html-select.bp3-minimal select:hover, .bp3-html-select.bp3-minimal .bp3-dark select:hover,
+    .bp3-dark .bp3-select.bp3-minimal select:hover, .bp3-select.bp3-minimal .bp3-dark select:hover{
+      background:rgba(138, 155, 168, 0.15); }
+    .bp3-dark .bp3-html-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal .bp3-dark select:active,
+    .bp3-dark .bp3-select.bp3-minimal select:active, .bp3-select.bp3-minimal .bp3-dark select:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-active,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-active{
+      background:rgba(138, 155, 168, 0.3);
+      color:#f5f8fa; }
+    .bp3-dark .bp3-html-select.bp3-minimal select:disabled, .bp3-html-select.bp3-minimal .bp3-dark select:disabled,
+    .bp3-dark .bp3-select.bp3-minimal select:disabled, .bp3-select.bp3-minimal .bp3-dark select:disabled, .bp3-dark .bp3-html-select.bp3-minimal select:disabled:hover, .bp3-html-select.bp3-minimal .bp3-dark select:disabled:hover,
+    .bp3-dark .bp3-select.bp3-minimal select:disabled:hover, .bp3-select.bp3-minimal .bp3-dark select:disabled:hover, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled:hover,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled:hover{
+      background:none;
+      color:rgba(167, 182, 194, 0.6);
+      cursor:not-allowed; }
+      .bp3-dark .bp3-html-select.bp3-minimal select:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select:disabled.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select:disabled:hover.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-select.bp3-minimal .bp3-dark select:disabled:hover.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled:hover.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled:hover.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled:hover.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled:hover.bp3-active{
+        background:rgba(138, 155, 168, 0.3); }
+  .bp3-html-select.bp3-minimal select.bp3-intent-primary,
+  .bp3-select.bp3-minimal select.bp3-intent-primary{
+    color:#106ba3; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-html-select.bp3-minimal select.bp3-intent-primary:active,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#106ba3; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:hover{
+      background:rgba(19, 124, 189, 0.15);
+      color:#106ba3; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary:active,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active{
+      background:rgba(19, 124, 189, 0.3);
+      color:#106ba3; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled{
+      background:none;
+      color:rgba(16, 107, 163, 0.5); }
+      .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active{
+        background:rgba(19, 124, 189, 0.3); }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
+      stroke:#106ba3; }
+    .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary{
+      color:#48aff0; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:hover,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:hover{
+        background:rgba(19, 124, 189, 0.2);
+        color:#48aff0; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-active{
+        background:rgba(19, 124, 189, 0.3);
+        color:#48aff0; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled{
+        background:none;
+        color:rgba(72, 175, 240, 0.5); }
+        .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled.bp3-active{
+          background:rgba(19, 124, 189, 0.3); }
+  .bp3-html-select.bp3-minimal select.bp3-intent-success,
+  .bp3-select.bp3-minimal select.bp3-intent-success{
+    color:#0d8050; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-success:hover, .bp3-html-select.bp3-minimal select.bp3-intent-success:active,
+    .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#0d8050; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-success:hover{
+      background:rgba(15, 153, 96, 0.15);
+      color:#0d8050; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success:active,
+    .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active{
+      background:rgba(15, 153, 96, 0.3);
+      color:#0d8050; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled{
+      background:none;
+      color:rgba(13, 128, 80, 0.5); }
+      .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active{
+        background:rgba(15, 153, 96, 0.3); }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
+      stroke:#0d8050; }
+    .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success{
+      color:#3dcc91; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:hover,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:hover{
+        background:rgba(15, 153, 96, 0.2);
+        color:#3dcc91; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-active{
+        background:rgba(15, 153, 96, 0.3);
+        color:#3dcc91; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled{
+        background:none;
+        color:rgba(61, 204, 145, 0.5); }
+        .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled.bp3-active{
+          background:rgba(15, 153, 96, 0.3); }
+  .bp3-html-select.bp3-minimal select.bp3-intent-warning,
+  .bp3-select.bp3-minimal select.bp3-intent-warning{
+    color:#bf7326; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-html-select.bp3-minimal select.bp3-intent-warning:active,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#bf7326; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:hover{
+      background:rgba(217, 130, 43, 0.15);
+      color:#bf7326; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning:active,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active{
+      background:rgba(217, 130, 43, 0.3);
+      color:#bf7326; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled{
+      background:none;
+      color:rgba(191, 115, 38, 0.5); }
+      .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active{
+        background:rgba(217, 130, 43, 0.3); }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
+      stroke:#bf7326; }
+    .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning{
+      color:#ffb366; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:hover,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:hover{
+        background:rgba(217, 130, 43, 0.2);
+        color:#ffb366; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-active{
+        background:rgba(217, 130, 43, 0.3);
+        color:#ffb366; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled{
+        background:none;
+        color:rgba(255, 179, 102, 0.5); }
+        .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled.bp3-active{
+          background:rgba(217, 130, 43, 0.3); }
+  .bp3-html-select.bp3-minimal select.bp3-intent-danger,
+  .bp3-select.bp3-minimal select.bp3-intent-danger{
+    color:#c23030; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-html-select.bp3-minimal select.bp3-intent-danger:active,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#c23030; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:hover{
+      background:rgba(219, 55, 55, 0.15);
+      color:#c23030; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger:active,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active{
+      background:rgba(219, 55, 55, 0.3);
+      color:#c23030; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled{
+      background:none;
+      color:rgba(194, 48, 48, 0.5); }
+      .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active{
+        background:rgba(219, 55, 55, 0.3); }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
+      stroke:#c23030; }
+    .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger{
+      color:#ff7373; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:hover,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:hover{
+        background:rgba(219, 55, 55, 0.2);
+        color:#ff7373; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-active{
+        background:rgba(219, 55, 55, 0.3);
+        color:#ff7373; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled{
+        background:none;
+        color:rgba(255, 115, 115, 0.5); }
+        .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled.bp3-active{
+          background:rgba(219, 55, 55, 0.3); }
+
+.bp3-html-select.bp3-large select,
+.bp3-select.bp3-large select{
+  font-size:16px;
+  height:40px;
+  padding-right:35px; }
+
+.bp3-dark .bp3-html-select select, .bp3-dark .bp3-select select{
+  background-color:#394b59;
+  background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+  background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+  color:#f5f8fa; }
+  .bp3-dark .bp3-html-select select:hover, .bp3-dark .bp3-select select:hover, .bp3-dark .bp3-html-select select:active, .bp3-dark .bp3-select select:active, .bp3-dark .bp3-html-select select.bp3-active, .bp3-dark .bp3-select select.bp3-active{
+    color:#f5f8fa; }
+  .bp3-dark .bp3-html-select select:hover, .bp3-dark .bp3-select select:hover{
+    background-color:#30404d;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-html-select select:active, .bp3-dark .bp3-select select:active, .bp3-dark .bp3-html-select select.bp3-active, .bp3-dark .bp3-select select.bp3-active{
+    background-color:#202b33;
+    background-image:none;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-html-select select:disabled, .bp3-dark .bp3-select select:disabled, .bp3-dark .bp3-html-select select.bp3-disabled, .bp3-dark .bp3-select select.bp3-disabled{
+    background-color:rgba(57, 75, 89, 0.5);
+    background-image:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-html-select select:disabled.bp3-active, .bp3-dark .bp3-select select:disabled.bp3-active, .bp3-dark .bp3-html-select select.bp3-disabled.bp3-active, .bp3-dark .bp3-select select.bp3-disabled.bp3-active{
+      background:rgba(57, 75, 89, 0.7); }
+  .bp3-dark .bp3-html-select select .bp3-button-spinner .bp3-spinner-head, .bp3-dark .bp3-select select .bp3-button-spinner .bp3-spinner-head{
+    background:rgba(16, 22, 26, 0.5);
+    stroke:#8a9ba8; }
+
+.bp3-html-select select:disabled,
+.bp3-select select:disabled{
+  background-color:rgba(206, 217, 224, 0.5);
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  color:rgba(92, 112, 128, 0.6);
+  cursor:not-allowed; }
+
+.bp3-html-select .bp3-icon,
+.bp3-select .bp3-icon, .bp3-select::after{
+  color:#5c7080;
+  pointer-events:none;
+  position:absolute;
+  right:7px;
+  top:7px; }
+  .bp3-html-select .bp3-disabled.bp3-icon,
+  .bp3-select .bp3-disabled.bp3-icon, .bp3-disabled.bp3-select::after{
+    color:rgba(92, 112, 128, 0.6); }
+.bp3-html-select,
+.bp3-select{
+  display:inline-block;
+  letter-spacing:normal;
+  position:relative;
+  vertical-align:middle; }
+  .bp3-html-select select::-ms-expand,
+  .bp3-select select::-ms-expand{
+    display:none; }
+  .bp3-html-select .bp3-icon,
+  .bp3-select .bp3-icon{
+    color:#5c7080; }
+    .bp3-html-select .bp3-icon:hover,
+    .bp3-select .bp3-icon:hover{
+      color:#182026; }
+    .bp3-dark .bp3-html-select .bp3-icon, .bp3-dark
+    .bp3-select .bp3-icon{
+      color:#a7b6c2; }
+      .bp3-dark .bp3-html-select .bp3-icon:hover, .bp3-dark
+      .bp3-select .bp3-icon:hover{
+        color:#f5f8fa; }
+  .bp3-html-select.bp3-large::after,
+  .bp3-html-select.bp3-large .bp3-icon,
+  .bp3-select.bp3-large::after,
+  .bp3-select.bp3-large .bp3-icon{
+    right:12px;
+    top:12px; }
+  .bp3-html-select.bp3-fill,
+  .bp3-html-select.bp3-fill select,
+  .bp3-select.bp3-fill,
+  .bp3-select.bp3-fill select{
+    width:100%; }
+  .bp3-dark .bp3-html-select option, .bp3-dark
+  .bp3-select option{
+    background-color:#30404d;
+    color:#f5f8fa; }
+  .bp3-dark .bp3-html-select option:disabled, .bp3-dark
+  .bp3-select option:disabled{
+    color:rgba(167, 182, 194, 0.6); }
+  .bp3-dark .bp3-html-select::after, .bp3-dark
+  .bp3-select::after{
+    color:#a7b6c2; }
+
+.bp3-select::after{
+  font-family:"Icons16", sans-serif;
+  font-size:16px;
+  font-style:normal;
+  font-weight:400;
+  line-height:1;
+  -moz-osx-font-smoothing:grayscale;
+  -webkit-font-smoothing:antialiased;
+  content:""; }
+.bp3-running-text table, table.bp3-html-table{
+  border-spacing:0;
+  font-size:14px; }
+  .bp3-running-text table th, table.bp3-html-table th,
+  .bp3-running-text table td,
+  table.bp3-html-table td{
+    padding:11px;
+    text-align:left;
+    vertical-align:top; }
+  .bp3-running-text table th, table.bp3-html-table th{
+    color:#182026;
+    font-weight:600; }
+  
+  .bp3-running-text table td,
+  table.bp3-html-table td{
+    color:#182026; }
+  .bp3-running-text table tbody tr:first-child th, table.bp3-html-table tbody tr:first-child th,
+  .bp3-running-text table tbody tr:first-child td,
+  table.bp3-html-table tbody tr:first-child td{
+    -webkit-box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15);
+            box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15); }
+  .bp3-dark .bp3-running-text table th, .bp3-running-text .bp3-dark table th, .bp3-dark table.bp3-html-table th{
+    color:#f5f8fa; }
+  .bp3-dark .bp3-running-text table td, .bp3-running-text .bp3-dark table td, .bp3-dark table.bp3-html-table td{
+    color:#f5f8fa; }
+  .bp3-dark .bp3-running-text table tbody tr:first-child th, .bp3-running-text .bp3-dark table tbody tr:first-child th, .bp3-dark table.bp3-html-table tbody tr:first-child th,
+  .bp3-dark .bp3-running-text table tbody tr:first-child td,
+  .bp3-running-text .bp3-dark table tbody tr:first-child td,
+  .bp3-dark table.bp3-html-table tbody tr:first-child td{
+    -webkit-box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15);
+            box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15); }
+
+table.bp3-html-table.bp3-html-table-condensed th,
+table.bp3-html-table.bp3-html-table-condensed td, table.bp3-html-table.bp3-small th,
+table.bp3-html-table.bp3-small td{
+  padding-bottom:6px;
+  padding-top:6px; }
+
+table.bp3-html-table.bp3-html-table-striped tbody tr:nth-child(odd) td{
+  background:rgba(191, 204, 214, 0.15); }
+
+table.bp3-html-table.bp3-html-table-bordered th:not(:first-child){
+  -webkit-box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15);
+          box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15); }
+
+table.bp3-html-table.bp3-html-table-bordered tbody tr td{
+  -webkit-box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15);
+          box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15); }
+  table.bp3-html-table.bp3-html-table-bordered tbody tr td:not(:first-child){
+    -webkit-box-shadow:inset 1px 1px 0 0 rgba(16, 22, 26, 0.15);
+            box-shadow:inset 1px 1px 0 0 rgba(16, 22, 26, 0.15); }
+
+table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td{
+  -webkit-box-shadow:none;
+          box-shadow:none; }
+  table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td:not(:first-child){
+    -webkit-box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15);
+            box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15); }
+
+table.bp3-html-table.bp3-interactive tbody tr:hover td{
+  background-color:rgba(191, 204, 214, 0.3);
+  cursor:pointer; }
+
+table.bp3-html-table.bp3-interactive tbody tr:active td{
+  background-color:rgba(191, 204, 214, 0.4); }
+
+.bp3-dark table.bp3-html-table{ }
+  .bp3-dark table.bp3-html-table.bp3-html-table-striped tbody tr:nth-child(odd) td{
+    background:rgba(92, 112, 128, 0.15); }
+  .bp3-dark table.bp3-html-table.bp3-html-table-bordered th:not(:first-child){
+    -webkit-box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15);
+            box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15); }
+  .bp3-dark table.bp3-html-table.bp3-html-table-bordered tbody tr td{
+    -webkit-box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15);
+            box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15); }
+    .bp3-dark table.bp3-html-table.bp3-html-table-bordered tbody tr td:not(:first-child){
+      -webkit-box-shadow:inset 1px 1px 0 0 rgba(255, 255, 255, 0.15);
+              box-shadow:inset 1px 1px 0 0 rgba(255, 255, 255, 0.15); }
+  .bp3-dark table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td{
+    -webkit-box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15);
+            box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15); }
+    .bp3-dark table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td:first-child{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-dark table.bp3-html-table.bp3-interactive tbody tr:hover td{
+    background-color:rgba(92, 112, 128, 0.3);
+    cursor:pointer; }
+  .bp3-dark table.bp3-html-table.bp3-interactive tbody tr:active td{
+    background-color:rgba(92, 112, 128, 0.4); }
+
+.bp3-key-combo{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center; }
+  .bp3-key-combo > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-key-combo > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-key-combo::before,
+  .bp3-key-combo > *{
+    margin-right:5px; }
+  .bp3-key-combo:empty::before,
+  .bp3-key-combo > :last-child{
+    margin-right:0; }
+
+.bp3-hotkey-dialog{
+  padding-bottom:0;
+  top:40px; }
+  .bp3-hotkey-dialog .bp3-dialog-body{
+    margin:0;
+    padding:0; }
+  .bp3-hotkey-dialog .bp3-hotkey-label{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1; }
+
+.bp3-hotkey-column{
+  margin:auto;
+  max-height:80vh;
+  overflow-y:auto;
+  padding:30px; }
+  .bp3-hotkey-column .bp3-heading{
+    margin-bottom:20px; }
+    .bp3-hotkey-column .bp3-heading:not(:first-child){
+      margin-top:40px; }
+
+.bp3-hotkey{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-pack:justify;
+      -ms-flex-pack:justify;
+          justify-content:space-between;
+  margin-left:0;
+  margin-right:0; }
+  .bp3-hotkey:not(:last-child){
+    margin-bottom:10px; }
+.bp3-icon{
+  display:inline-block;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  vertical-align:text-bottom; }
+  .bp3-icon:not(:empty)::before{
+    content:"" !important;
+    content:unset !important; }
+  .bp3-icon > svg{
+    display:block; }
+    .bp3-icon > svg:not([fill]){
+      fill:currentColor; }
+
+.bp3-icon.bp3-intent-primary, .bp3-icon-standard.bp3-intent-primary, .bp3-icon-large.bp3-intent-primary{
+  color:#106ba3; }
+  .bp3-dark .bp3-icon.bp3-intent-primary, .bp3-dark .bp3-icon-standard.bp3-intent-primary, .bp3-dark .bp3-icon-large.bp3-intent-primary{
+    color:#48aff0; }
+
+.bp3-icon.bp3-intent-success, .bp3-icon-standard.bp3-intent-success, .bp3-icon-large.bp3-intent-success{
+  color:#0d8050; }
+  .bp3-dark .bp3-icon.bp3-intent-success, .bp3-dark .bp3-icon-standard.bp3-intent-success, .bp3-dark .bp3-icon-large.bp3-intent-success{
+    color:#3dcc91; }
+
+.bp3-icon.bp3-intent-warning, .bp3-icon-standard.bp3-intent-warning, .bp3-icon-large.bp3-intent-warning{
+  color:#bf7326; }
+  .bp3-dark .bp3-icon.bp3-intent-warning, .bp3-dark .bp3-icon-standard.bp3-intent-warning, .bp3-dark .bp3-icon-large.bp3-intent-warning{
+    color:#ffb366; }
+
+.bp3-icon.bp3-intent-danger, .bp3-icon-standard.bp3-intent-danger, .bp3-icon-large.bp3-intent-danger{
+  color:#c23030; }
+  .bp3-dark .bp3-icon.bp3-intent-danger, .bp3-dark .bp3-icon-standard.bp3-intent-danger, .bp3-dark .bp3-icon-large.bp3-intent-danger{
+    color:#ff7373; }
+
+span.bp3-icon-standard{
+  font-family:"Icons16", sans-serif;
+  font-size:16px;
+  font-style:normal;
+  font-weight:400;
+  line-height:1;
+  -moz-osx-font-smoothing:grayscale;
+  -webkit-font-smoothing:antialiased;
+  display:inline-block; }
+
+span.bp3-icon-large{
+  font-family:"Icons20", sans-serif;
+  font-size:20px;
+  font-style:normal;
+  font-weight:400;
+  line-height:1;
+  -moz-osx-font-smoothing:grayscale;
+  -webkit-font-smoothing:antialiased;
+  display:inline-block; }
+
+span.bp3-icon:empty{
+  font-family:"Icons20";
+  font-size:inherit;
+  font-style:normal;
+  font-weight:400;
+  line-height:1; }
+  span.bp3-icon:empty::before{
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased; }
+
+.bp3-icon-add::before{
+  content:""; }
+
+.bp3-icon-add-column-left::before{
+  content:""; }
+
+.bp3-icon-add-column-right::before{
+  content:""; }
+
+.bp3-icon-add-row-bottom::before{
+  content:""; }
+
+.bp3-icon-add-row-top::before{
+  content:""; }
+
+.bp3-icon-add-to-artifact::before{
+  content:""; }
+
+.bp3-icon-add-to-folder::before{
+  content:""; }
+
+.bp3-icon-airplane::before{
+  content:""; }
+
+.bp3-icon-align-center::before{
+  content:""; }
+
+.bp3-icon-align-justify::before{
+  content:""; }
+
+.bp3-icon-align-left::before{
+  content:""; }
+
+.bp3-icon-align-right::before{
+  content:""; }
+
+.bp3-icon-alignment-bottom::before{
+  content:""; }
+
+.bp3-icon-alignment-horizontal-center::before{
+  content:""; }
+
+.bp3-icon-alignment-left::before{
+  content:""; }
+
+.bp3-icon-alignment-right::before{
+  content:""; }
+
+.bp3-icon-alignment-top::before{
+  content:""; }
+
+.bp3-icon-alignment-vertical-center::before{
+  content:""; }
+
+.bp3-icon-annotation::before{
+  content:""; }
+
+.bp3-icon-application::before{
+  content:""; }
+
+.bp3-icon-applications::before{
+  content:""; }
+
+.bp3-icon-archive::before{
+  content:""; }
+
+.bp3-icon-arrow-bottom-left::before{
+  content:"↙"; }
+
+.bp3-icon-arrow-bottom-right::before{
+  content:"↘"; }
+
+.bp3-icon-arrow-down::before{
+  content:"↓"; }
+
+.bp3-icon-arrow-left::before{
+  content:"←"; }
+
+.bp3-icon-arrow-right::before{
+  content:"→"; }
+
+.bp3-icon-arrow-top-left::before{
+  content:"↖"; }
+
+.bp3-icon-arrow-top-right::before{
+  content:"↗"; }
+
+.bp3-icon-arrow-up::before{
+  content:"↑"; }
+
+.bp3-icon-arrows-horizontal::before{
+  content:"↔"; }
+
+.bp3-icon-arrows-vertical::before{
+  content:"↕"; }
+
+.bp3-icon-asterisk::before{
+  content:"*"; }
+
+.bp3-icon-automatic-updates::before{
+  content:""; }
+
+.bp3-icon-badge::before{
+  content:""; }
+
+.bp3-icon-ban-circle::before{
+  content:""; }
+
+.bp3-icon-bank-account::before{
+  content:""; }
+
+.bp3-icon-barcode::before{
+  content:""; }
+
+.bp3-icon-blank::before{
+  content:""; }
+
+.bp3-icon-blocked-person::before{
+  content:""; }
+
+.bp3-icon-bold::before{
+  content:""; }
+
+.bp3-icon-book::before{
+  content:""; }
+
+.bp3-icon-bookmark::before{
+  content:""; }
+
+.bp3-icon-box::before{
+  content:""; }
+
+.bp3-icon-briefcase::before{
+  content:""; }
+
+.bp3-icon-bring-data::before{
+  content:""; }
+
+.bp3-icon-build::before{
+  content:""; }
+
+.bp3-icon-calculator::before{
+  content:""; }
+
+.bp3-icon-calendar::before{
+  content:""; }
+
+.bp3-icon-camera::before{
+  content:""; }
+
+.bp3-icon-caret-down::before{
+  content:"⌄"; }
+
+.bp3-icon-caret-left::before{
+  content:"〈"; }
+
+.bp3-icon-caret-right::before{
+  content:"〉"; }
+
+.bp3-icon-caret-up::before{
+  content:"⌃"; }
+
+.bp3-icon-cell-tower::before{
+  content:""; }
+
+.bp3-icon-changes::before{
+  content:""; }
+
+.bp3-icon-chart::before{
+  content:""; }
+
+.bp3-icon-chat::before{
+  content:""; }
+
+.bp3-icon-chevron-backward::before{
+  content:""; }
+
+.bp3-icon-chevron-down::before{
+  content:""; }
+
+.bp3-icon-chevron-forward::before{
+  content:""; }
+
+.bp3-icon-chevron-left::before{
+  content:""; }
+
+.bp3-icon-chevron-right::before{
+  content:""; }
+
+.bp3-icon-chevron-up::before{
+  content:""; }
+
+.bp3-icon-circle::before{
+  content:""; }
+
+.bp3-icon-circle-arrow-down::before{
+  content:""; }
+
+.bp3-icon-circle-arrow-left::before{
+  content:""; }
+
+.bp3-icon-circle-arrow-right::before{
+  content:""; }
+
+.bp3-icon-circle-arrow-up::before{
+  content:""; }
+
+.bp3-icon-citation::before{
+  content:""; }
+
+.bp3-icon-clean::before{
+  content:""; }
+
+.bp3-icon-clipboard::before{
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+  content:""; }
+
+.bp3-icon-satellite::before{
+  content:""; }
+
+.bp3-icon-saved::before{
+  content:""; }
+
+.bp3-icon-scatter-plot::before{
+  content:""; }
+
+.bp3-icon-search::before{
+  content:""; }
+
+.bp3-icon-search-around::before{
+  content:""; }
+
+.bp3-icon-search-template::before{
+  content:""; }
+
+.bp3-icon-search-text::before{
+  content:""; }
+
+.bp3-icon-segmented-control::before{
+  content:""; }
+
+.bp3-icon-select::before{
+  content:""; }
+
+.bp3-icon-selection::before{
+  content:"⦿"; }
+
+.bp3-icon-send-to::before{
+  content:""; }
+
+.bp3-icon-send-to-graph::before{
+  content:""; }
+
+.bp3-icon-send-to-map::before{
+  content:""; }
+
+.bp3-icon-series-add::before{
+  content:""; }
+
+.bp3-icon-series-configuration::before{
+  content:""; }
+
+.bp3-icon-series-derived::before{
+  content:""; }
+
+.bp3-icon-series-filtered::before{
+  content:""; }
+
+.bp3-icon-series-search::before{
+  content:""; }
+
+.bp3-icon-settings::before{
+  content:""; }
+
+.bp3-icon-share::before{
+  content:""; }
+
+.bp3-icon-shield::before{
+  content:""; }
+
+.bp3-icon-shop::before{
+  content:""; }
+
+.bp3-icon-shopping-cart::before{
+  content:""; }
+
+.bp3-icon-signal-search::before{
+  content:""; }
+
+.bp3-icon-sim-card::before{
+  content:""; }
+
+.bp3-icon-slash::before{
+  content:""; }
+
+.bp3-icon-small-cross::before{
+  content:""; }
+
+.bp3-icon-small-minus::before{
+  content:""; }
+
+.bp3-icon-small-plus::before{
+  content:""; }
+
+.bp3-icon-small-tick::before{
+  content:""; }
+
+.bp3-icon-snowflake::before{
+  content:""; }
+
+.bp3-icon-social-media::before{
+  content:""; }
+
+.bp3-icon-sort::before{
+  content:""; }
+
+.bp3-icon-sort-alphabetical::before{
+  content:""; }
+
+.bp3-icon-sort-alphabetical-desc::before{
+  content:""; }
+
+.bp3-icon-sort-asc::before{
+  content:""; }
+
+.bp3-icon-sort-desc::before{
+  content:""; }
+
+.bp3-icon-sort-numerical::before{
+  content:""; }
+
+.bp3-icon-sort-numerical-desc::before{
+  content:""; }
+
+.bp3-icon-split-columns::before{
+  content:""; }
+
+.bp3-icon-square::before{
+  content:""; }
+
+.bp3-icon-stacked-chart::before{
+  content:""; }
+
+.bp3-icon-star::before{
+  content:"★"; }
+
+.bp3-icon-star-empty::before{
+  content:"☆"; }
+
+.bp3-icon-step-backward::before{
+  content:""; }
+
+.bp3-icon-step-chart::before{
+  content:""; }
+
+.bp3-icon-step-forward::before{
+  content:""; }
+
+.bp3-icon-stop::before{
+  content:""; }
+
+.bp3-icon-stopwatch::before{
+  content:""; }
+
+.bp3-icon-strikethrough::before{
+  content:""; }
+
+.bp3-icon-style::before{
+  content:""; }
+
+.bp3-icon-swap-horizontal::before{
+  content:""; }
+
+.bp3-icon-swap-vertical::before{
+  content:""; }
+
+.bp3-icon-symbol-circle::before{
+  content:""; }
+
+.bp3-icon-symbol-cross::before{
+  content:""; }
+
+.bp3-icon-symbol-diamond::before{
+  content:""; }
+
+.bp3-icon-symbol-square::before{
+  content:""; }
+
+.bp3-icon-symbol-triangle-down::before{
+  content:""; }
+
+.bp3-icon-symbol-triangle-up::before{
+  content:""; }
+
+.bp3-icon-tag::before{
+  content:""; }
+
+.bp3-icon-take-action::before{
+  content:""; }
+
+.bp3-icon-taxi::before{
+  content:""; }
+
+.bp3-icon-text-highlight::before{
+  content:""; }
+
+.bp3-icon-th::before{
+  content:""; }
+
+.bp3-icon-th-derived::before{
+  content:""; }
+
+.bp3-icon-th-disconnect::before{
+  content:""; }
+
+.bp3-icon-th-filtered::before{
+  content:""; }
+
+.bp3-icon-th-list::before{
+  content:""; }
+
+.bp3-icon-thumbs-down::before{
+  content:""; }
+
+.bp3-icon-thumbs-up::before{
+  content:""; }
+
+.bp3-icon-tick::before{
+  content:"✓"; }
+
+.bp3-icon-tick-circle::before{
+  content:""; }
+
+.bp3-icon-time::before{
+  content:"⏲"; }
+
+.bp3-icon-timeline-area-chart::before{
+  content:""; }
+
+.bp3-icon-timeline-bar-chart::before{
+  content:""; }
+
+.bp3-icon-timeline-events::before{
+  content:""; }
+
+.bp3-icon-timeline-line-chart::before{
+  content:""; }
+
+.bp3-icon-tint::before{
+  content:""; }
+
+.bp3-icon-torch::before{
+  content:""; }
+
+.bp3-icon-tractor::before{
+  content:""; }
+
+.bp3-icon-train::before{
+  content:""; }
+
+.bp3-icon-translate::before{
+  content:""; }
+
+.bp3-icon-trash::before{
+  content:""; }
+
+.bp3-icon-tree::before{
+  content:""; }
+
+.bp3-icon-trending-down::before{
+  content:""; }
+
+.bp3-icon-trending-up::before{
+  content:""; }
+
+.bp3-icon-truck::before{
+  content:""; }
+
+.bp3-icon-two-columns::before{
+  content:""; }
+
+.bp3-icon-unarchive::before{
+  content:""; }
+
+.bp3-icon-underline::before{
+  content:"⎁"; }
+
+.bp3-icon-undo::before{
+  content:"⎌"; }
+
+.bp3-icon-ungroup-objects::before{
+  content:""; }
+
+.bp3-icon-unknown-vehicle::before{
+  content:""; }
+
+.bp3-icon-unlock::before{
+  content:""; }
+
+.bp3-icon-unpin::before{
+  content:""; }
+
+.bp3-icon-unresolve::before{
+  content:""; }
+
+.bp3-icon-updated::before{
+  content:""; }
+
+.bp3-icon-upload::before{
+  content:""; }
+
+.bp3-icon-user::before{
+  content:""; }
+
+.bp3-icon-variable::before{
+  content:""; }
+
+.bp3-icon-vertical-bar-chart-asc::before{
+  content:""; }
+
+.bp3-icon-vertical-bar-chart-desc::before{
+  content:""; }
+
+.bp3-icon-vertical-distribution::before{
+  content:""; }
+
+.bp3-icon-video::before{
+  content:""; }
+
+.bp3-icon-volume-down::before{
+  content:""; }
+
+.bp3-icon-volume-off::before{
+  content:""; }
+
+.bp3-icon-volume-up::before{
+  content:""; }
+
+.bp3-icon-walk::before{
+  content:""; }
+
+.bp3-icon-warning-sign::before{
+  content:""; }
+
+.bp3-icon-waterfall-chart::before{
+  content:""; }
+
+.bp3-icon-widget::before{
+  content:""; }
+
+.bp3-icon-widget-button::before{
+  content:""; }
+
+.bp3-icon-widget-footer::before{
+  content:""; }
+
+.bp3-icon-widget-header::before{
+  content:""; }
+
+.bp3-icon-wrench::before{
+  content:""; }
+
+.bp3-icon-zoom-in::before{
+  content:""; }
+
+.bp3-icon-zoom-out::before{
+  content:""; }
+
+.bp3-icon-zoom-to-fit::before{
+  content:""; }
+.bp3-submenu > .bp3-popover-wrapper{
+  display:block; }
+
+.bp3-submenu .bp3-popover-target{
+  display:block; }
+  .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{ }
+
+.bp3-submenu.bp3-popover{
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  padding:0 5px; }
+  .bp3-submenu.bp3-popover > .bp3-popover-content{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-submenu.bp3-popover, .bp3-submenu.bp3-popover.bp3-dark{
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+    .bp3-dark .bp3-submenu.bp3-popover > .bp3-popover-content, .bp3-submenu.bp3-popover.bp3-dark > .bp3-popover-content{
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+.bp3-menu{
+  background:#ffffff;
+  border-radius:3px;
+  color:#182026;
+  list-style:none;
+  margin:0;
+  min-width:180px;
+  padding:5px;
+  text-align:left; }
+
+.bp3-menu-divider{
+  border-top:1px solid rgba(16, 22, 26, 0.15);
+  display:block;
+  margin:5px; }
+  .bp3-dark .bp3-menu-divider{
+    border-top-color:rgba(255, 255, 255, 0.15); }
+
+.bp3-menu-item{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:start;
+      -ms-flex-align:start;
+          align-items:flex-start;
+  border-radius:2px;
+  color:inherit;
+  line-height:20px;
+  padding:5px 7px;
+  text-decoration:none;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-menu-item > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-menu-item > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-menu-item::before,
+  .bp3-menu-item > *{
+    margin-right:7px; }
+  .bp3-menu-item:empty::before,
+  .bp3-menu-item > :last-child{
+    margin-right:0; }
+  .bp3-menu-item > .bp3-fill{
+    word-break:break-word; }
+  .bp3-menu-item:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{
+    background-color:rgba(167, 182, 194, 0.3);
+    cursor:pointer;
+    text-decoration:none; }
+  .bp3-menu-item.bp3-disabled{
+    background-color:inherit;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed; }
+  .bp3-dark .bp3-menu-item{
+    color:inherit; }
+    .bp3-dark .bp3-menu-item:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-menu-item{
+      background-color:rgba(138, 155, 168, 0.15);
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-disabled{
+      background-color:inherit;
+      color:rgba(167, 182, 194, 0.6); }
+  .bp3-menu-item.bp3-intent-primary{
+    color:#106ba3; }
+    .bp3-menu-item.bp3-intent-primary .bp3-icon{
+      color:inherit; }
+    .bp3-menu-item.bp3-intent-primary::before, .bp3-menu-item.bp3-intent-primary::after,
+    .bp3-menu-item.bp3-intent-primary .bp3-menu-item-label{
+      color:#106ba3; }
+    .bp3-menu-item.bp3-intent-primary:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-menu-item.bp3-intent-primary.bp3-active{
+      background-color:#137cbd; }
+    .bp3-menu-item.bp3-intent-primary:active{
+      background-color:#106ba3; }
+    .bp3-menu-item.bp3-intent-primary:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-menu-item.bp3-intent-primary:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-menu-item.bp3-intent-primary:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after,
+    .bp3-menu-item.bp3-intent-primary:hover .bp3-menu-item-label,
+    .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-primary:active, .bp3-menu-item.bp3-intent-primary:active::before, .bp3-menu-item.bp3-intent-primary:active::after,
+    .bp3-menu-item.bp3-intent-primary:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-primary.bp3-active, .bp3-menu-item.bp3-intent-primary.bp3-active::before, .bp3-menu-item.bp3-intent-primary.bp3-active::after,
+    .bp3-menu-item.bp3-intent-primary.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-menu-item.bp3-intent-success{
+    color:#0d8050; }
+    .bp3-menu-item.bp3-intent-success .bp3-icon{
+      color:inherit; }
+    .bp3-menu-item.bp3-intent-success::before, .bp3-menu-item.bp3-intent-success::after,
+    .bp3-menu-item.bp3-intent-success .bp3-menu-item-label{
+      color:#0d8050; }
+    .bp3-menu-item.bp3-intent-success:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-menu-item.bp3-intent-success.bp3-active{
+      background-color:#0f9960; }
+    .bp3-menu-item.bp3-intent-success:active{
+      background-color:#0d8050; }
+    .bp3-menu-item.bp3-intent-success:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-menu-item.bp3-intent-success:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-menu-item.bp3-intent-success:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after,
+    .bp3-menu-item.bp3-intent-success:hover .bp3-menu-item-label,
+    .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-success:active, .bp3-menu-item.bp3-intent-success:active::before, .bp3-menu-item.bp3-intent-success:active::after,
+    .bp3-menu-item.bp3-intent-success:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-success.bp3-active, .bp3-menu-item.bp3-intent-success.bp3-active::before, .bp3-menu-item.bp3-intent-success.bp3-active::after,
+    .bp3-menu-item.bp3-intent-success.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-menu-item.bp3-intent-warning{
+    color:#bf7326; }
+    .bp3-menu-item.bp3-intent-warning .bp3-icon{
+      color:inherit; }
+    .bp3-menu-item.bp3-intent-warning::before, .bp3-menu-item.bp3-intent-warning::after,
+    .bp3-menu-item.bp3-intent-warning .bp3-menu-item-label{
+      color:#bf7326; }
+    .bp3-menu-item.bp3-intent-warning:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-menu-item.bp3-intent-warning.bp3-active{
+      background-color:#d9822b; }
+    .bp3-menu-item.bp3-intent-warning:active{
+      background-color:#bf7326; }
+    .bp3-menu-item.bp3-intent-warning:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-menu-item.bp3-intent-warning:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-menu-item.bp3-intent-warning:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after,
+    .bp3-menu-item.bp3-intent-warning:hover .bp3-menu-item-label,
+    .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-warning:active, .bp3-menu-item.bp3-intent-warning:active::before, .bp3-menu-item.bp3-intent-warning:active::after,
+    .bp3-menu-item.bp3-intent-warning:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-warning.bp3-active, .bp3-menu-item.bp3-intent-warning.bp3-active::before, .bp3-menu-item.bp3-intent-warning.bp3-active::after,
+    .bp3-menu-item.bp3-intent-warning.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-menu-item.bp3-intent-danger{
+    color:#c23030; }
+    .bp3-menu-item.bp3-intent-danger .bp3-icon{
+      color:inherit; }
+    .bp3-menu-item.bp3-intent-danger::before, .bp3-menu-item.bp3-intent-danger::after,
+    .bp3-menu-item.bp3-intent-danger .bp3-menu-item-label{
+      color:#c23030; }
+    .bp3-menu-item.bp3-intent-danger:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-menu-item.bp3-intent-danger.bp3-active{
+      background-color:#db3737; }
+    .bp3-menu-item.bp3-intent-danger:active{
+      background-color:#c23030; }
+    .bp3-menu-item.bp3-intent-danger:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-menu-item.bp3-intent-danger:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-menu-item.bp3-intent-danger:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after,
+    .bp3-menu-item.bp3-intent-danger:hover .bp3-menu-item-label,
+    .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-danger:active, .bp3-menu-item.bp3-intent-danger:active::before, .bp3-menu-item.bp3-intent-danger:active::after,
+    .bp3-menu-item.bp3-intent-danger:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-danger.bp3-active, .bp3-menu-item.bp3-intent-danger.bp3-active::before, .bp3-menu-item.bp3-intent-danger.bp3-active::after,
+    .bp3-menu-item.bp3-intent-danger.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-menu-item::before{
+    font-family:"Icons16", sans-serif;
+    font-size:16px;
+    font-style:normal;
+    font-weight:400;
+    line-height:1;
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased;
+    margin-right:7px; }
+  .bp3-menu-item::before,
+  .bp3-menu-item > .bp3-icon{
+    color:#5c7080;
+    margin-top:2px; }
+  .bp3-menu-item .bp3-menu-item-label{
+    color:#5c7080; }
+  .bp3-menu-item:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{
+    color:inherit; }
+  .bp3-menu-item.bp3-active, .bp3-menu-item:active{
+    background-color:rgba(115, 134, 148, 0.3); }
+  .bp3-menu-item.bp3-disabled{
+    background-color:inherit !important;
+    color:rgba(92, 112, 128, 0.6) !important;
+    cursor:not-allowed !important;
+    outline:none !important; }
+    .bp3-menu-item.bp3-disabled::before,
+    .bp3-menu-item.bp3-disabled > .bp3-icon,
+    .bp3-menu-item.bp3-disabled .bp3-menu-item-label{
+      color:rgba(92, 112, 128, 0.6) !important; }
+  .bp3-large .bp3-menu-item{
+    font-size:16px;
+    line-height:22px;
+    padding:9px 7px; }
+    .bp3-large .bp3-menu-item .bp3-icon{
+      margin-top:3px; }
+    .bp3-large .bp3-menu-item::before{
+      font-family:"Icons20", sans-serif;
+      font-size:20px;
+      font-style:normal;
+      font-weight:400;
+      line-height:1;
+      -moz-osx-font-smoothing:grayscale;
+      -webkit-font-smoothing:antialiased;
+      margin-right:10px;
+      margin-top:1px; }
+
+button.bp3-menu-item{
+  background:none;
+  border:none;
+  text-align:left;
+  width:100%; }
+.bp3-menu-header{
+  border-top:1px solid rgba(16, 22, 26, 0.15);
+  display:block;
+  margin:5px;
+  cursor:default;
+  padding-left:2px; }
+  .bp3-dark .bp3-menu-header{
+    border-top-color:rgba(255, 255, 255, 0.15); }
+  .bp3-menu-header:first-of-type{
+    border-top:none; }
+  .bp3-menu-header > h6{
+    color:#182026;
+    font-weight:600;
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    line-height:17px;
+    margin:0;
+    padding:10px 7px 0 1px; }
+    .bp3-dark .bp3-menu-header > h6{
+      color:#f5f8fa; }
+  .bp3-menu-header:first-of-type > h6{
+    padding-top:0; }
+  .bp3-large .bp3-menu-header > h6{
+    font-size:18px;
+    padding-bottom:5px;
+    padding-top:15px; }
+  .bp3-large .bp3-menu-header:first-of-type > h6{
+    padding-top:0; }
+
+.bp3-dark .bp3-menu{
+  background:#30404d;
+  color:#f5f8fa; }
+
+.bp3-dark .bp3-menu-item{ }
+  .bp3-dark .bp3-menu-item.bp3-intent-primary{
+    color:#48aff0; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary .bp3-icon{
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary::before, .bp3-dark .bp3-menu-item.bp3-intent-primary::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-primary .bp3-menu-item-label{
+      color:#48aff0; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active{
+      background-color:#137cbd; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:active{
+      background-color:#106ba3; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-primary:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-primary:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:hover .bp3-menu-item-label,
+    .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label,
+    .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-primary:active, .bp3-dark .bp3-menu-item.bp3-intent-primary:active::before, .bp3-dark .bp3-menu-item.bp3-intent-primary:active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-dark .bp3-menu-item.bp3-intent-success{
+    color:#3dcc91; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success .bp3-icon{
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success::before, .bp3-dark .bp3-menu-item.bp3-intent-success::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-success .bp3-menu-item-label{
+      color:#3dcc91; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active{
+      background-color:#0f9960; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success:active{
+      background-color:#0d8050; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-success:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-success:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-success:hover .bp3-menu-item-label,
+    .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label,
+    .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-success:active, .bp3-dark .bp3-menu-item.bp3-intent-success:active::before, .bp3-dark .bp3-menu-item.bp3-intent-success:active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-success:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-dark .bp3-menu-item.bp3-intent-warning{
+    color:#ffb366; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning .bp3-icon{
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning::before, .bp3-dark .bp3-menu-item.bp3-intent-warning::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-warning .bp3-menu-item-label{
+      color:#ffb366; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active{
+      background-color:#d9822b; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:active{
+      background-color:#bf7326; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-warning:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-warning:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:hover .bp3-menu-item-label,
+    .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label,
+    .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-warning:active, .bp3-dark .bp3-menu-item.bp3-intent-warning:active::before, .bp3-dark .bp3-menu-item.bp3-intent-warning:active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-dark .bp3-menu-item.bp3-intent-danger{
+    color:#ff7373; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger .bp3-icon{
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger::before, .bp3-dark .bp3-menu-item.bp3-intent-danger::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-danger .bp3-menu-item-label{
+      color:#ff7373; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active{
+      background-color:#db3737; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:active{
+      background-color:#c23030; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-danger:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-danger:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:hover .bp3-menu-item-label,
+    .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label,
+    .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-danger:active, .bp3-dark .bp3-menu-item.bp3-intent-danger:active::before, .bp3-dark .bp3-menu-item.bp3-intent-danger:active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-dark .bp3-menu-item::before,
+  .bp3-dark .bp3-menu-item > .bp3-icon{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-menu-item .bp3-menu-item-label{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-menu-item.bp3-active, .bp3-dark .bp3-menu-item:active{
+    background-color:rgba(138, 155, 168, 0.3); }
+  .bp3-dark .bp3-menu-item.bp3-disabled{
+    color:rgba(167, 182, 194, 0.6) !important; }
+    .bp3-dark .bp3-menu-item.bp3-disabled::before,
+    .bp3-dark .bp3-menu-item.bp3-disabled > .bp3-icon,
+    .bp3-dark .bp3-menu-item.bp3-disabled .bp3-menu-item-label{
+      color:rgba(167, 182, 194, 0.6) !important; }
+
+.bp3-dark .bp3-menu-divider,
+.bp3-dark .bp3-menu-header{
+  border-color:rgba(255, 255, 255, 0.15); }
+
+.bp3-dark .bp3-menu-header > h6{
+  color:#f5f8fa; }
+
+.bp3-label .bp3-menu{
+  margin-top:5px; }
+.bp3-navbar{
+  background-color:#ffffff;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+  height:50px;
+  padding:0 15px;
+  position:relative;
+  width:100%;
+  z-index:10; }
+  .bp3-navbar.bp3-dark,
+  .bp3-dark .bp3-navbar{
+    background-color:#394b59; }
+  .bp3-navbar.bp3-dark{
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-navbar{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-navbar.bp3-fixed-top{
+    left:0;
+    position:fixed;
+    right:0;
+    top:0; }
+
+.bp3-navbar-heading{
+  font-size:16px;
+  margin-right:15px; }
+
+.bp3-navbar-group{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  height:50px; }
+  .bp3-navbar-group.bp3-align-left{
+    float:left; }
+  .bp3-navbar-group.bp3-align-right{
+    float:right; }
+
+.bp3-navbar-divider{
+  border-left:1px solid rgba(16, 22, 26, 0.15);
+  height:20px;
+  margin:0 10px; }
+  .bp3-dark .bp3-navbar-divider{
+    border-left-color:rgba(255, 255, 255, 0.15); }
+.bp3-non-ideal-state{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  height:100%;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  text-align:center;
+  width:100%; }
+  .bp3-non-ideal-state > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-non-ideal-state > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-non-ideal-state::before,
+  .bp3-non-ideal-state > *{
+    margin-bottom:20px; }
+  .bp3-non-ideal-state:empty::before,
+  .bp3-non-ideal-state > :last-child{
+    margin-bottom:0; }
+  .bp3-non-ideal-state > *{
+    max-width:400px; }
+
+.bp3-non-ideal-state-visual{
+  color:rgba(92, 112, 128, 0.6);
+  font-size:60px; }
+  .bp3-dark .bp3-non-ideal-state-visual{
+    color:rgba(167, 182, 194, 0.6); }
+
+.bp3-overflow-list{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -ms-flex-wrap:nowrap;
+      flex-wrap:nowrap;
+  min-width:0; }
+
+.bp3-overflow-list-spacer{
+  -ms-flex-negative:1;
+      flex-shrink:1;
+  width:1px; }
+
+body.bp3-overlay-open{
+  overflow:hidden; }
+
+.bp3-overlay{
+  bottom:0;
+  left:0;
+  position:static;
+  right:0;
+  top:0;
+  z-index:20; }
+  .bp3-overlay:not(.bp3-overlay-open){
+    pointer-events:none; }
+  .bp3-overlay.bp3-overlay-container{
+    overflow:hidden;
+    position:fixed; }
+    .bp3-overlay.bp3-overlay-container.bp3-overlay-inline{
+      position:absolute; }
+  .bp3-overlay.bp3-overlay-scroll-container{
+    overflow:auto;
+    position:fixed; }
+    .bp3-overlay.bp3-overlay-scroll-container.bp3-overlay-inline{
+      position:absolute; }
+  .bp3-overlay.bp3-overlay-inline{
+    display:inline;
+    overflow:visible; }
+
+.bp3-overlay-content{
+  position:fixed;
+  z-index:20; }
+  .bp3-overlay-inline .bp3-overlay-content,
+  .bp3-overlay-scroll-container .bp3-overlay-content{
+    position:absolute; }
+
+.bp3-overlay-backdrop{
+  bottom:0;
+  left:0;
+  position:fixed;
+  right:0;
+  top:0;
+  opacity:1;
+  background-color:rgba(16, 22, 26, 0.7);
+  overflow:auto;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none;
+  z-index:20; }
+  .bp3-overlay-backdrop.bp3-overlay-enter, .bp3-overlay-backdrop.bp3-overlay-appear{
+    opacity:0; }
+  .bp3-overlay-backdrop.bp3-overlay-enter-active, .bp3-overlay-backdrop.bp3-overlay-appear-active{
+    opacity:1;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:200ms;
+            transition-duration:200ms;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-overlay-backdrop.bp3-overlay-exit{
+    opacity:1; }
+  .bp3-overlay-backdrop.bp3-overlay-exit-active{
+    opacity:0;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:200ms;
+            transition-duration:200ms;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-overlay-backdrop:focus{
+    outline:none; }
+  .bp3-overlay-inline .bp3-overlay-backdrop{
+    position:absolute; }
+.bp3-panel-stack{
+  overflow:hidden;
+  position:relative; }
+
+.bp3-panel-stack-header{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  -webkit-box-shadow:0 1px rgba(16, 22, 26, 0.15);
+          box-shadow:0 1px rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -ms-flex-negative:0;
+      flex-shrink:0;
+  height:30px;
+  z-index:1; }
+  .bp3-dark .bp3-panel-stack-header{
+    -webkit-box-shadow:0 1px rgba(255, 255, 255, 0.15);
+            box-shadow:0 1px rgba(255, 255, 255, 0.15); }
+  .bp3-panel-stack-header > span{
+    -webkit-box-align:stretch;
+        -ms-flex-align:stretch;
+            align-items:stretch;
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-flex:1;
+        -ms-flex:1;
+            flex:1; }
+  .bp3-panel-stack-header .bp3-heading{
+    margin:0 5px; }
+
+.bp3-button.bp3-panel-stack-header-back{
+  margin-left:5px;
+  padding-left:0;
+  white-space:nowrap; }
+  .bp3-button.bp3-panel-stack-header-back .bp3-icon{
+    margin:0 2px; }
+
+.bp3-panel-stack-view{
+  bottom:0;
+  left:0;
+  position:absolute;
+  right:0;
+  top:0;
+  background-color:#ffffff;
+  border-right:1px solid rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin-right:-1px;
+  overflow-y:auto;
+  z-index:1; }
+  .bp3-dark .bp3-panel-stack-view{
+    background-color:#30404d; }
+  .bp3-panel-stack-view:nth-last-child(n + 4){
+    display:none; }
+
+.bp3-panel-stack-push .bp3-panel-stack-enter, .bp3-panel-stack-push .bp3-panel-stack-appear{
+  -webkit-transform:translateX(100%);
+          transform:translateX(100%);
+  opacity:0; }
+
+.bp3-panel-stack-push .bp3-panel-stack-enter-active, .bp3-panel-stack-push .bp3-panel-stack-appear-active{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack-push .bp3-panel-stack-exit{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1; }
+
+.bp3-panel-stack-push .bp3-panel-stack-exit-active{
+  -webkit-transform:translateX(-50%);
+          transform:translateX(-50%);
+  opacity:0;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack-pop .bp3-panel-stack-enter, .bp3-panel-stack-pop .bp3-panel-stack-appear{
+  -webkit-transform:translateX(-50%);
+          transform:translateX(-50%);
+  opacity:0; }
+
+.bp3-panel-stack-pop .bp3-panel-stack-enter-active, .bp3-panel-stack-pop .bp3-panel-stack-appear-active{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack-pop .bp3-panel-stack-exit{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1; }
+
+.bp3-panel-stack-pop .bp3-panel-stack-exit-active{
+  -webkit-transform:translateX(100%);
+          transform:translateX(100%);
+  opacity:0;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+.bp3-popover{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+  -webkit-transform:scale(1);
+          transform:scale(1);
+  border-radius:3px;
+  display:inline-block;
+  z-index:20; }
+  .bp3-popover .bp3-popover-arrow{
+    height:30px;
+    position:absolute;
+    width:30px; }
+    .bp3-popover .bp3-popover-arrow::before{
+      height:20px;
+      margin:5px;
+      width:20px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover{
+    margin-bottom:17px;
+    margin-top:-17px; }
+    .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow{
+      bottom:-11px; }
+      .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(-90deg);
+                transform:rotate(-90deg); }
+  .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover{
+    margin-left:17px; }
+    .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow{
+      left:-11px; }
+      .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(0);
+                transform:rotate(0); }
+  .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover{
+    margin-top:17px; }
+    .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow{
+      top:-11px; }
+      .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(90deg);
+                transform:rotate(90deg); }
+  .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover{
+    margin-left:-17px;
+    margin-right:17px; }
+    .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow{
+      right:-11px; }
+      .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(180deg);
+                transform:rotate(180deg); }
+  .bp3-tether-element-attached-middle > .bp3-popover > .bp3-popover-arrow{
+    top:50%;
+    -webkit-transform:translateY(-50%);
+            transform:translateY(-50%); }
+  .bp3-tether-element-attached-center > .bp3-popover > .bp3-popover-arrow{
+    right:50%;
+    -webkit-transform:translateX(50%);
+            transform:translateX(50%); }
+  .bp3-tether-element-attached-top.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow{
+    top:-0.3934px; }
+  .bp3-tether-element-attached-right.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow{
+    right:-0.3934px; }
+  .bp3-tether-element-attached-left.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow{
+    left:-0.3934px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow{
+    bottom:-0.3934px; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-left > .bp3-popover{
+    -webkit-transform-origin:top left;
+            transform-origin:top left; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-center > .bp3-popover{
+    -webkit-transform-origin:top center;
+            transform-origin:top center; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-right > .bp3-popover{
+    -webkit-transform-origin:top right;
+            transform-origin:top right; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-left > .bp3-popover{
+    -webkit-transform-origin:center left;
+            transform-origin:center left; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-center > .bp3-popover{
+    -webkit-transform-origin:center center;
+            transform-origin:center center; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-right > .bp3-popover{
+    -webkit-transform-origin:center right;
+            transform-origin:center right; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-left > .bp3-popover{
+    -webkit-transform-origin:bottom left;
+            transform-origin:bottom left; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-center > .bp3-popover{
+    -webkit-transform-origin:bottom center;
+            transform-origin:bottom center; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-right > .bp3-popover{
+    -webkit-transform-origin:bottom right;
+            transform-origin:bottom right; }
+  .bp3-popover .bp3-popover-content{
+    background:#ffffff;
+    color:inherit; }
+  .bp3-popover .bp3-popover-arrow::before{
+    -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2);
+            box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2); }
+  .bp3-popover .bp3-popover-arrow-border{
+    fill:#10161a;
+    fill-opacity:0.1; }
+  .bp3-popover .bp3-popover-arrow-fill{
+    fill:#ffffff; }
+  .bp3-popover-enter > .bp3-popover, .bp3-popover-appear > .bp3-popover{
+    -webkit-transform:scale(0.3);
+            transform:scale(0.3); }
+  .bp3-popover-enter-active > .bp3-popover, .bp3-popover-appear-active > .bp3-popover{
+    -webkit-transform:scale(1);
+            transform:scale(1);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-popover-exit > .bp3-popover{
+    -webkit-transform:scale(1);
+            transform:scale(1); }
+  .bp3-popover-exit-active > .bp3-popover{
+    -webkit-transform:scale(0.3);
+            transform:scale(0.3);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-popover .bp3-popover-content{
+    border-radius:3px;
+    position:relative; }
+  .bp3-popover.bp3-popover-content-sizing .bp3-popover-content{
+    max-width:350px;
+    padding:20px; }
+  .bp3-popover-target + .bp3-overlay .bp3-popover.bp3-popover-content-sizing{
+    width:350px; }
+  .bp3-popover.bp3-minimal{
+    margin:0 !important; }
+    .bp3-popover.bp3-minimal .bp3-popover-arrow{
+      display:none; }
+    .bp3-popover.bp3-minimal.bp3-popover{
+      -webkit-transform:scale(1);
+              transform:scale(1); }
+      .bp3-popover-enter > .bp3-popover.bp3-minimal.bp3-popover, .bp3-popover-appear > .bp3-popover.bp3-minimal.bp3-popover{
+        -webkit-transform:scale(1);
+                transform:scale(1); }
+      .bp3-popover-enter-active > .bp3-popover.bp3-minimal.bp3-popover, .bp3-popover-appear-active > .bp3-popover.bp3-minimal.bp3-popover{
+        -webkit-transform:scale(1);
+                transform:scale(1);
+        -webkit-transition-delay:0;
+                transition-delay:0;
+        -webkit-transition-duration:100ms;
+                transition-duration:100ms;
+        -webkit-transition-property:-webkit-transform;
+        transition-property:-webkit-transform;
+        transition-property:transform;
+        transition-property:transform, -webkit-transform;
+        -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+                transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+      .bp3-popover-exit > .bp3-popover.bp3-minimal.bp3-popover{
+        -webkit-transform:scale(1);
+                transform:scale(1); }
+      .bp3-popover-exit-active > .bp3-popover.bp3-minimal.bp3-popover{
+        -webkit-transform:scale(1);
+                transform:scale(1);
+        -webkit-transition-delay:0;
+                transition-delay:0;
+        -webkit-transition-duration:100ms;
+                transition-duration:100ms;
+        -webkit-transition-property:-webkit-transform;
+        transition-property:-webkit-transform;
+        transition-property:transform;
+        transition-property:transform, -webkit-transform;
+        -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+                transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-popover.bp3-dark,
+  .bp3-dark .bp3-popover{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+    .bp3-popover.bp3-dark .bp3-popover-content,
+    .bp3-dark .bp3-popover .bp3-popover-content{
+      background:#30404d;
+      color:inherit; }
+    .bp3-popover.bp3-dark .bp3-popover-arrow::before,
+    .bp3-dark .bp3-popover .bp3-popover-arrow::before{
+      -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4);
+              box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4); }
+    .bp3-popover.bp3-dark .bp3-popover-arrow-border,
+    .bp3-dark .bp3-popover .bp3-popover-arrow-border{
+      fill:#10161a;
+      fill-opacity:0.2; }
+    .bp3-popover.bp3-dark .bp3-popover-arrow-fill,
+    .bp3-dark .bp3-popover .bp3-popover-arrow-fill{
+      fill:#30404d; }
+
+.bp3-popover-arrow::before{
+  border-radius:2px;
+  content:"";
+  display:block;
+  position:absolute;
+  -webkit-transform:rotate(45deg);
+          transform:rotate(45deg); }
+
+.bp3-tether-pinned .bp3-popover-arrow{
+  display:none; }
+
+.bp3-popover-backdrop{
+  background:rgba(255, 255, 255, 0); }
+
+.bp3-transition-container{
+  opacity:1;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  z-index:20; }
+  .bp3-transition-container.bp3-popover-enter, .bp3-transition-container.bp3-popover-appear{
+    opacity:0; }
+  .bp3-transition-container.bp3-popover-enter-active, .bp3-transition-container.bp3-popover-appear-active{
+    opacity:1;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-transition-container.bp3-popover-exit{
+    opacity:1; }
+  .bp3-transition-container.bp3-popover-exit-active{
+    opacity:0;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-transition-container:focus{
+    outline:none; }
+  .bp3-transition-container.bp3-popover-leave .bp3-popover-content{
+    pointer-events:none; }
+  .bp3-transition-container[data-x-out-of-boundaries]{
+    display:none; }
+
+span.bp3-popover-target{
+  display:inline-block; }
+
+.bp3-popover-wrapper.bp3-fill{
+  width:100%; }
+
+.bp3-portal{
+  left:0;
+  position:absolute;
+  right:0;
+  top:0; }
+@-webkit-keyframes linear-progress-bar-stripes{
+  from{
+    background-position:0 0; }
+  to{
+    background-position:30px 0; } }
+@keyframes linear-progress-bar-stripes{
+  from{
+    background-position:0 0; }
+  to{
+    background-position:30px 0; } }
+
+.bp3-progress-bar{
+  background:rgba(92, 112, 128, 0.2);
+  border-radius:40px;
+  display:block;
+  height:8px;
+  overflow:hidden;
+  position:relative;
+  width:100%; }
+  .bp3-progress-bar .bp3-progress-meter{
+    background:linear-gradient(-45deg, rgba(255, 255, 255, 0.2) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.2) 50%, rgba(255, 255, 255, 0.2) 75%, transparent 75%);
+    background-color:rgba(92, 112, 128, 0.8);
+    background-size:30px 30px;
+    border-radius:40px;
+    height:100%;
+    position:absolute;
+    -webkit-transition:width 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:width 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    width:100%; }
+  .bp3-progress-bar:not(.bp3-no-animation):not(.bp3-no-stripes) .bp3-progress-meter{
+    animation:linear-progress-bar-stripes 300ms linear infinite reverse; }
+  .bp3-progress-bar.bp3-no-stripes .bp3-progress-meter{
+    background-image:none; }
+
+.bp3-dark .bp3-progress-bar{
+  background:rgba(16, 22, 26, 0.5); }
+  .bp3-dark .bp3-progress-bar .bp3-progress-meter{
+    background-color:#8a9ba8; }
+
+.bp3-progress-bar.bp3-intent-primary .bp3-progress-meter{
+  background-color:#137cbd; }
+
+.bp3-progress-bar.bp3-intent-success .bp3-progress-meter{
+  background-color:#0f9960; }
+
+.bp3-progress-bar.bp3-intent-warning .bp3-progress-meter{
+  background-color:#d9822b; }
+
+.bp3-progress-bar.bp3-intent-danger .bp3-progress-meter{
+  background-color:#db3737; }
+@-webkit-keyframes skeleton-glow{
+  from{
+    background:rgba(206, 217, 224, 0.2);
+    border-color:rgba(206, 217, 224, 0.2); }
+  to{
+    background:rgba(92, 112, 128, 0.2);
+    border-color:rgba(92, 112, 128, 0.2); } }
+@keyframes skeleton-glow{
+  from{
+    background:rgba(206, 217, 224, 0.2);
+    border-color:rgba(206, 217, 224, 0.2); }
+  to{
+    background:rgba(92, 112, 128, 0.2);
+    border-color:rgba(92, 112, 128, 0.2); } }
+.bp3-skeleton{
+  -webkit-animation:1000ms linear infinite alternate skeleton-glow;
+          animation:1000ms linear infinite alternate skeleton-glow;
+  background:rgba(206, 217, 224, 0.2);
+  background-clip:padding-box !important;
+  border-color:rgba(206, 217, 224, 0.2) !important;
+  border-radius:2px;
+  -webkit-box-shadow:none !important;
+          box-shadow:none !important;
+  color:transparent !important;
+  cursor:default;
+  pointer-events:none;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-skeleton::before, .bp3-skeleton::after,
+  .bp3-skeleton *{
+    visibility:hidden !important; }
+.bp3-slider{
+  height:40px;
+  min-width:150px;
+  width:100%;
+  cursor:default;
+  outline:none;
+  position:relative;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-slider:hover{
+    cursor:pointer; }
+  .bp3-slider:active{
+    cursor:-webkit-grabbing;
+    cursor:grabbing; }
+  .bp3-slider.bp3-disabled{
+    cursor:not-allowed;
+    opacity:0.5; }
+  .bp3-slider.bp3-slider-unlabeled{
+    height:16px; }
+
+.bp3-slider-track,
+.bp3-slider-progress{
+  height:6px;
+  left:0;
+  right:0;
+  top:5px;
+  position:absolute; }
+
+.bp3-slider-track{
+  border-radius:3px;
+  overflow:hidden; }
+
+.bp3-slider-progress{
+  background:rgba(92, 112, 128, 0.2); }
+  .bp3-dark .bp3-slider-progress{
+    background:rgba(16, 22, 26, 0.5); }
+  .bp3-slider-progress.bp3-intent-primary{
+    background-color:#137cbd; }
+  .bp3-slider-progress.bp3-intent-success{
+    background-color:#0f9960; }
+  .bp3-slider-progress.bp3-intent-warning{
+    background-color:#d9822b; }
+  .bp3-slider-progress.bp3-intent-danger{
+    background-color:#db3737; }
+
+.bp3-slider-handle{
+  background-color:#f5f8fa;
+  background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+  background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+  color:#182026;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+  cursor:pointer;
+  height:16px;
+  left:0;
+  position:absolute;
+  top:0;
+  width:16px; }
+  .bp3-slider-handle:hover{
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+  .bp3-slider-handle:active, .bp3-slider-handle.bp3-active{
+    background-color:#d8e1e8;
+    background-image:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-slider-handle:disabled, .bp3-slider-handle.bp3-disabled{
+    background-color:rgba(206, 217, 224, 0.5);
+    background-image:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed;
+    outline:none; }
+    .bp3-slider-handle:disabled.bp3-active, .bp3-slider-handle:disabled.bp3-active:hover, .bp3-slider-handle.bp3-disabled.bp3-active, .bp3-slider-handle.bp3-disabled.bp3-active:hover{
+      background:rgba(206, 217, 224, 0.7); }
+  .bp3-slider-handle:focus{
+    z-index:1; }
+  .bp3-slider-handle:hover{
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+    cursor:-webkit-grab;
+    cursor:grab;
+    z-index:2; }
+  .bp3-slider-handle.bp3-active{
+    background-color:#d8e1e8;
+    background-image:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 1px rgba(16, 22, 26, 0.1);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 1px rgba(16, 22, 26, 0.1);
+    cursor:-webkit-grabbing;
+    cursor:grabbing; }
+  .bp3-disabled .bp3-slider-handle{
+    background:#bfccd6;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    pointer-events:none; }
+  .bp3-dark .bp3-slider-handle{
+    background-color:#394b59;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+    .bp3-dark .bp3-slider-handle:hover, .bp3-dark .bp3-slider-handle:active, .bp3-dark .bp3-slider-handle.bp3-active{
+      color:#f5f8fa; }
+    .bp3-dark .bp3-slider-handle:hover{
+      background-color:#30404d;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-slider-handle:active, .bp3-dark .bp3-slider-handle.bp3-active{
+      background-color:#202b33;
+      background-image:none;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-dark .bp3-slider-handle:disabled, .bp3-dark .bp3-slider-handle.bp3-disabled{
+      background-color:rgba(57, 75, 89, 0.5);
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+      .bp3-dark .bp3-slider-handle:disabled.bp3-active, .bp3-dark .bp3-slider-handle.bp3-disabled.bp3-active{
+        background:rgba(57, 75, 89, 0.7); }
+    .bp3-dark .bp3-slider-handle .bp3-button-spinner .bp3-spinner-head{
+      background:rgba(16, 22, 26, 0.5);
+      stroke:#8a9ba8; }
+    .bp3-dark .bp3-slider-handle, .bp3-dark .bp3-slider-handle:hover{
+      background-color:#394b59; }
+    .bp3-dark .bp3-slider-handle.bp3-active{
+      background-color:#293742; }
+  .bp3-dark .bp3-disabled .bp3-slider-handle{
+    background:#5c7080;
+    border-color:#5c7080;
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-slider-handle .bp3-slider-label{
+    background:#394b59;
+    border-radius:3px;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+    color:#f5f8fa;
+    margin-left:8px; }
+    .bp3-dark .bp3-slider-handle .bp3-slider-label{
+      background:#e1e8ed;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+      color:#394b59; }
+    .bp3-disabled .bp3-slider-handle .bp3-slider-label{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-slider-handle.bp3-start, .bp3-slider-handle.bp3-end{
+    width:8px; }
+  .bp3-slider-handle.bp3-start{
+    border-bottom-right-radius:0;
+    border-top-right-radius:0; }
+  .bp3-slider-handle.bp3-end{
+    border-bottom-left-radius:0;
+    border-top-left-radius:0;
+    margin-left:8px; }
+    .bp3-slider-handle.bp3-end .bp3-slider-label{
+      margin-left:0; }
+
+.bp3-slider-label{
+  -webkit-transform:translate(-50%, 20px);
+          transform:translate(-50%, 20px);
+  display:inline-block;
+  font-size:12px;
+  line-height:1;
+  padding:2px 5px;
+  position:absolute;
+  vertical-align:top; }
+
+.bp3-slider.bp3-vertical{
+  height:150px;
+  min-width:40px;
+  width:40px; }
+  .bp3-slider.bp3-vertical .bp3-slider-track,
+  .bp3-slider.bp3-vertical .bp3-slider-progress{
+    bottom:0;
+    height:auto;
+    left:5px;
+    top:0;
+    width:6px; }
+  .bp3-slider.bp3-vertical .bp3-slider-progress{
+    top:auto; }
+  .bp3-slider.bp3-vertical .bp3-slider-label{
+    -webkit-transform:translate(20px, 50%);
+            transform:translate(20px, 50%); }
+  .bp3-slider.bp3-vertical .bp3-slider-handle{
+    top:auto; }
+    .bp3-slider.bp3-vertical .bp3-slider-handle .bp3-slider-label{
+      margin-left:0;
+      margin-top:-8px; }
+    .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-end, .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start{
+      height:8px;
+      margin-left:0;
+      width:16px; }
+    .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start{
+      border-bottom-right-radius:3px;
+      border-top-left-radius:0; }
+      .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start .bp3-slider-label{
+        -webkit-transform:translate(20px);
+                transform:translate(20px); }
+    .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-end{
+      border-bottom-left-radius:0;
+      border-bottom-right-radius:0;
+      border-top-left-radius:3px;
+      margin-bottom:8px; }
+
+@-webkit-keyframes pt-spinner-animation{
+  from{
+    -webkit-transform:rotate(0deg);
+            transform:rotate(0deg); }
+  to{
+    -webkit-transform:rotate(360deg);
+            transform:rotate(360deg); } }
+
+@keyframes pt-spinner-animation{
+  from{
+    -webkit-transform:rotate(0deg);
+            transform:rotate(0deg); }
+  to{
+    -webkit-transform:rotate(360deg);
+            transform:rotate(360deg); } }
+
+.bp3-spinner{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  overflow:visible;
+  vertical-align:middle; }
+  .bp3-spinner svg{
+    display:block; }
+  .bp3-spinner path{
+    fill-opacity:0; }
+  .bp3-spinner .bp3-spinner-head{
+    stroke:rgba(92, 112, 128, 0.8);
+    stroke-linecap:round;
+    -webkit-transform-origin:center;
+            transform-origin:center;
+    -webkit-transition:stroke-dashoffset 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:stroke-dashoffset 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-spinner .bp3-spinner-track{
+    stroke:rgba(92, 112, 128, 0.2); }
+
+.bp3-spinner-animation{
+  -webkit-animation:pt-spinner-animation 500ms linear infinite;
+          animation:pt-spinner-animation 500ms linear infinite; }
+  .bp3-no-spin > .bp3-spinner-animation{
+    -webkit-animation:none;
+            animation:none; }
+
+.bp3-dark .bp3-spinner .bp3-spinner-head{
+  stroke:#8a9ba8; }
+
+.bp3-dark .bp3-spinner .bp3-spinner-track{
+  stroke:rgba(16, 22, 26, 0.5); }
+
+.bp3-spinner.bp3-intent-primary .bp3-spinner-head{
+  stroke:#137cbd; }
+
+.bp3-spinner.bp3-intent-success .bp3-spinner-head{
+  stroke:#0f9960; }
+
+.bp3-spinner.bp3-intent-warning .bp3-spinner-head{
+  stroke:#d9822b; }
+
+.bp3-spinner.bp3-intent-danger .bp3-spinner-head{
+  stroke:#db3737; }
+.bp3-tabs.bp3-vertical{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex; }
+  .bp3-tabs.bp3-vertical > .bp3-tab-list{
+    -webkit-box-align:start;
+        -ms-flex-align:start;
+            align-items:flex-start;
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:column;
+            flex-direction:column; }
+    .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab{
+      border-radius:3px;
+      padding:0 10px;
+      width:100%; }
+      .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab[aria-selected="true"]{
+        background-color:rgba(19, 124, 189, 0.2);
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+    .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab-indicator-wrapper .bp3-tab-indicator{
+      background-color:rgba(19, 124, 189, 0.2);
+      border-radius:3px;
+      bottom:0;
+      height:auto;
+      left:0;
+      right:0;
+      top:0; }
+  .bp3-tabs.bp3-vertical > .bp3-tab-panel{
+    margin-top:0;
+    padding-left:20px; }
+
+.bp3-tab-list{
+  -webkit-box-align:end;
+      -ms-flex-align:end;
+          align-items:flex-end;
+  border:none;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  list-style:none;
+  margin:0;
+  padding:0;
+  position:relative; }
+  .bp3-tab-list > *:not(:last-child){
+    margin-right:20px; }
+
+.bp3-tab{
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal;
+  color:#182026;
+  cursor:pointer;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  font-size:14px;
+  line-height:30px;
+  max-width:100%;
+  position:relative;
+  vertical-align:top; }
+  .bp3-tab a{
+    color:inherit;
+    display:block;
+    text-decoration:none; }
+  .bp3-tab-indicator-wrapper ~ .bp3-tab{
+    background-color:transparent !important;
+    -webkit-box-shadow:none !important;
+            box-shadow:none !important; }
+  .bp3-tab[aria-disabled="true"]{
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed; }
+  .bp3-tab[aria-selected="true"]{
+    border-radius:0;
+    -webkit-box-shadow:inset 0 -3px 0 #106ba3;
+            box-shadow:inset 0 -3px 0 #106ba3; }
+  .bp3-tab[aria-selected="true"], .bp3-tab:not([aria-disabled="true"]):hover{
+    color:#106ba3; }
+  .bp3-tab:focus{
+    -moz-outline-radius:0; }
+  .bp3-large > .bp3-tab{
+    font-size:16px;
+    line-height:40px; }
+
+.bp3-tab-panel{
+  margin-top:20px; }
+  .bp3-tab-panel[aria-hidden="true"]{
+    display:none; }
+
+.bp3-tab-indicator-wrapper{
+  left:0;
+  pointer-events:none;
+  position:absolute;
+  top:0;
+  -webkit-transform:translateX(0), translateY(0);
+          transform:translateX(0), translateY(0);
+  -webkit-transition:height, width, -webkit-transform;
+  transition:height, width, -webkit-transform;
+  transition:height, transform, width;
+  transition:height, transform, width, -webkit-transform;
+  -webkit-transition-duration:200ms;
+          transition-duration:200ms;
+  -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+          transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-tab-indicator-wrapper .bp3-tab-indicator{
+    background-color:#106ba3;
+    bottom:0;
+    height:3px;
+    left:0;
+    position:absolute;
+    right:0; }
+  .bp3-tab-indicator-wrapper.bp3-no-animation{
+    -webkit-transition:none;
+    transition:none; }
+
+.bp3-dark .bp3-tab{
+  color:#f5f8fa; }
+  .bp3-dark .bp3-tab[aria-disabled="true"]{
+    color:rgba(167, 182, 194, 0.6); }
+  .bp3-dark .bp3-tab[aria-selected="true"]{
+    -webkit-box-shadow:inset 0 -3px 0 #48aff0;
+            box-shadow:inset 0 -3px 0 #48aff0; }
+  .bp3-dark .bp3-tab[aria-selected="true"], .bp3-dark .bp3-tab:not([aria-disabled="true"]):hover{
+    color:#48aff0; }
+
+.bp3-dark .bp3-tab-indicator{
+  background-color:#48aff0; }
+
+.bp3-flex-expander{
+  -webkit-box-flex:1;
+      -ms-flex:1 1;
+          flex:1 1; }
+.bp3-tag{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background-color:#5c7080;
+  border:none;
+  border-radius:3px;
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  color:#f5f8fa;
+  font-size:12px;
+  line-height:16px;
+  max-width:100%;
+  min-height:20px;
+  min-width:20px;
+  padding:2px 6px;
+  position:relative; }
+  .bp3-tag.bp3-interactive{
+    cursor:pointer; }
+    .bp3-tag.bp3-interactive:hover{
+      background-color:rgba(92, 112, 128, 0.85); }
+    .bp3-tag.bp3-interactive.bp3-active, .bp3-tag.bp3-interactive:active{
+      background-color:rgba(92, 112, 128, 0.7); }
+  .bp3-tag > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-tag > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-tag::before,
+  .bp3-tag > *{
+    margin-right:4px; }
+  .bp3-tag:empty::before,
+  .bp3-tag > :last-child{
+    margin-right:0; }
+  .bp3-tag:focus{
+    outline:rgba(19, 124, 189, 0.6) auto 2px;
+    outline-offset:0;
+    -moz-outline-radius:6px; }
+  .bp3-tag.bp3-round{
+    border-radius:30px;
+    padding-left:8px;
+    padding-right:8px; }
+  .bp3-dark .bp3-tag{
+    background-color:#bfccd6;
+    color:#182026; }
+    .bp3-dark .bp3-tag.bp3-interactive{
+      cursor:pointer; }
+      .bp3-dark .bp3-tag.bp3-interactive:hover{
+        background-color:rgba(191, 204, 214, 0.85); }
+      .bp3-dark .bp3-tag.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-interactive:active{
+        background-color:rgba(191, 204, 214, 0.7); }
+    .bp3-dark .bp3-tag > .bp3-icon, .bp3-dark .bp3-tag .bp3-icon-standard, .bp3-dark .bp3-tag .bp3-icon-large{
+      fill:currentColor; }
+  .bp3-tag > .bp3-icon, .bp3-tag .bp3-icon-standard, .bp3-tag .bp3-icon-large{
+    fill:#ffffff; }
+  .bp3-tag.bp3-large,
+  .bp3-large .bp3-tag{
+    font-size:14px;
+    line-height:20px;
+    min-height:30px;
+    min-width:30px;
+    padding:5px 10px; }
+    .bp3-tag.bp3-large::before,
+    .bp3-tag.bp3-large > *,
+    .bp3-large .bp3-tag::before,
+    .bp3-large .bp3-tag > *{
+      margin-right:7px; }
+    .bp3-tag.bp3-large:empty::before,
+    .bp3-tag.bp3-large > :last-child,
+    .bp3-large .bp3-tag:empty::before,
+    .bp3-large .bp3-tag > :last-child{
+      margin-right:0; }
+    .bp3-tag.bp3-large.bp3-round,
+    .bp3-large .bp3-tag.bp3-round{
+      padding-left:12px;
+      padding-right:12px; }
+  .bp3-tag.bp3-intent-primary{
+    background:#137cbd;
+    color:#ffffff; }
+    .bp3-tag.bp3-intent-primary.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-intent-primary.bp3-interactive:hover{
+        background-color:rgba(19, 124, 189, 0.85); }
+      .bp3-tag.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-primary.bp3-interactive:active{
+        background-color:rgba(19, 124, 189, 0.7); }
+  .bp3-tag.bp3-intent-success{
+    background:#0f9960;
+    color:#ffffff; }
+    .bp3-tag.bp3-intent-success.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-intent-success.bp3-interactive:hover{
+        background-color:rgba(15, 153, 96, 0.85); }
+      .bp3-tag.bp3-intent-success.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-success.bp3-interactive:active{
+        background-color:rgba(15, 153, 96, 0.7); }
+  .bp3-tag.bp3-intent-warning{
+    background:#d9822b;
+    color:#ffffff; }
+    .bp3-tag.bp3-intent-warning.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-intent-warning.bp3-interactive:hover{
+        background-color:rgba(217, 130, 43, 0.85); }
+      .bp3-tag.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-warning.bp3-interactive:active{
+        background-color:rgba(217, 130, 43, 0.7); }
+  .bp3-tag.bp3-intent-danger{
+    background:#db3737;
+    color:#ffffff; }
+    .bp3-tag.bp3-intent-danger.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-intent-danger.bp3-interactive:hover{
+        background-color:rgba(219, 55, 55, 0.85); }
+      .bp3-tag.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-danger.bp3-interactive:active{
+        background-color:rgba(219, 55, 55, 0.7); }
+  .bp3-tag.bp3-fill{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    width:100%; }
+  .bp3-tag.bp3-minimal > .bp3-icon, .bp3-tag.bp3-minimal .bp3-icon-standard, .bp3-tag.bp3-minimal .bp3-icon-large{
+    fill:#5c7080; }
+  .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]){
+    background-color:rgba(138, 155, 168, 0.2);
+    color:#182026; }
+    .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive:hover{
+        background-color:rgba(92, 112, 128, 0.3); }
+      .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive.bp3-active, .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive:active{
+        background-color:rgba(92, 112, 128, 0.4); }
+    .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]){
+      color:#f5f8fa; }
+      .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive:hover{
+          background-color:rgba(191, 204, 214, 0.3); }
+        .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive:active{
+          background-color:rgba(191, 204, 214, 0.4); }
+      .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]) > .bp3-icon, .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]) .bp3-icon-standard, .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]) .bp3-icon-large{
+        fill:#a7b6c2; }
+  .bp3-tag.bp3-minimal.bp3-intent-primary{
+    background-color:rgba(19, 124, 189, 0.15);
+    color:#106ba3; }
+    .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:hover{
+        background-color:rgba(19, 124, 189, 0.25); }
+      .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:active{
+        background-color:rgba(19, 124, 189, 0.35); }
+    .bp3-tag.bp3-minimal.bp3-intent-primary > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-primary .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-primary .bp3-icon-large{
+      fill:#137cbd; }
+    .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary{
+      background-color:rgba(19, 124, 189, 0.25);
+      color:#48aff0; }
+      .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:hover{
+          background-color:rgba(19, 124, 189, 0.35); }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:active{
+          background-color:rgba(19, 124, 189, 0.45); }
+  .bp3-tag.bp3-minimal.bp3-intent-success{
+    background-color:rgba(15, 153, 96, 0.15);
+    color:#0d8050; }
+    .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:hover{
+        background-color:rgba(15, 153, 96, 0.25); }
+      .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:active{
+        background-color:rgba(15, 153, 96, 0.35); }
+    .bp3-tag.bp3-minimal.bp3-intent-success > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-success .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-success .bp3-icon-large{
+      fill:#0f9960; }
+    .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success{
+      background-color:rgba(15, 153, 96, 0.25);
+      color:#3dcc91; }
+      .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:hover{
+          background-color:rgba(15, 153, 96, 0.35); }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:active{
+          background-color:rgba(15, 153, 96, 0.45); }
+  .bp3-tag.bp3-minimal.bp3-intent-warning{
+    background-color:rgba(217, 130, 43, 0.15);
+    color:#bf7326; }
+    .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:hover{
+        background-color:rgba(217, 130, 43, 0.25); }
+      .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:active{
+        background-color:rgba(217, 130, 43, 0.35); }
+    .bp3-tag.bp3-minimal.bp3-intent-warning > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-warning .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-warning .bp3-icon-large{
+      fill:#d9822b; }
+    .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning{
+      background-color:rgba(217, 130, 43, 0.25);
+      color:#ffb366; }
+      .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:hover{
+          background-color:rgba(217, 130, 43, 0.35); }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:active{
+          background-color:rgba(217, 130, 43, 0.45); }
+  .bp3-tag.bp3-minimal.bp3-intent-danger{
+    background-color:rgba(219, 55, 55, 0.15);
+    color:#c23030; }
+    .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:hover{
+        background-color:rgba(219, 55, 55, 0.25); }
+      .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:active{
+        background-color:rgba(219, 55, 55, 0.35); }
+    .bp3-tag.bp3-minimal.bp3-intent-danger > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-danger .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-danger .bp3-icon-large{
+      fill:#db3737; }
+    .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger{
+      background-color:rgba(219, 55, 55, 0.25);
+      color:#ff7373; }
+      .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:hover{
+          background-color:rgba(219, 55, 55, 0.35); }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:active{
+          background-color:rgba(219, 55, 55, 0.45); }
+
+.bp3-tag-remove{
+  background:none;
+  border:none;
+  color:inherit;
+  cursor:pointer;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  margin-bottom:-2px;
+  margin-right:-6px !important;
+  margin-top:-2px;
+  opacity:0.5;
+  padding:2px;
+  padding-left:0; }
+  .bp3-tag-remove:hover{
+    background:none;
+    opacity:0.8;
+    text-decoration:none; }
+  .bp3-tag-remove:active{
+    opacity:1; }
+  .bp3-tag-remove:empty::before{
+    font-family:"Icons16", sans-serif;
+    font-size:16px;
+    font-style:normal;
+    font-weight:400;
+    line-height:1;
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased;
+    content:""; }
+  .bp3-large .bp3-tag-remove{
+    margin-right:-10px !important;
+    padding:0 5px 0 0; }
+    .bp3-large .bp3-tag-remove:empty::before{
+      font-family:"Icons20", sans-serif;
+      font-size:20px;
+      font-style:normal;
+      font-weight:400;
+      line-height:1; }
+.bp3-tag-input{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:start;
+      -ms-flex-align:start;
+          align-items:flex-start;
+  cursor:text;
+  height:auto;
+  line-height:inherit;
+  min-height:30px;
+  padding-left:5px;
+  padding-right:0; }
+  .bp3-tag-input > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-tag-input > .bp3-tag-input-values{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-tag-input .bp3-tag-input-icon{
+    color:#5c7080;
+    margin-left:2px;
+    margin-right:7px;
+    margin-top:7px; }
+  .bp3-tag-input .bp3-tag-input-values{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-orient:horizontal;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:row;
+            flex-direction:row;
+    -webkit-box-align:center;
+        -ms-flex-align:center;
+            align-items:center;
+    -ms-flex-item-align:stretch;
+        align-self:stretch;
+    -ms-flex-wrap:wrap;
+        flex-wrap:wrap;
+    margin-right:7px;
+    margin-top:5px;
+    min-width:0; }
+    .bp3-tag-input .bp3-tag-input-values > *{
+      -webkit-box-flex:0;
+          -ms-flex-positive:0;
+              flex-grow:0;
+      -ms-flex-negative:0;
+          flex-shrink:0; }
+    .bp3-tag-input .bp3-tag-input-values > .bp3-fill{
+      -webkit-box-flex:1;
+          -ms-flex-positive:1;
+              flex-grow:1;
+      -ms-flex-negative:1;
+          flex-shrink:1; }
+    .bp3-tag-input .bp3-tag-input-values::before,
+    .bp3-tag-input .bp3-tag-input-values > *{
+      margin-right:5px; }
+    .bp3-tag-input .bp3-tag-input-values:empty::before,
+    .bp3-tag-input .bp3-tag-input-values > :last-child{
+      margin-right:0; }
+    .bp3-tag-input .bp3-tag-input-values:first-child .bp3-input-ghost:first-child{
+      padding-left:5px; }
+    .bp3-tag-input .bp3-tag-input-values > *{
+      margin-bottom:5px; }
+  .bp3-tag-input .bp3-tag{
+    overflow-wrap:break-word; }
+    .bp3-tag-input .bp3-tag.bp3-active{
+      outline:rgba(19, 124, 189, 0.6) auto 2px;
+      outline-offset:0;
+      -moz-outline-radius:6px; }
+  .bp3-tag-input .bp3-input-ghost{
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    line-height:20px;
+    width:80px; }
+    .bp3-tag-input .bp3-input-ghost:disabled, .bp3-tag-input .bp3-input-ghost.bp3-disabled{
+      cursor:not-allowed; }
+  .bp3-tag-input .bp3-button,
+  .bp3-tag-input .bp3-spinner{
+    margin:3px;
+    margin-left:0; }
+  .bp3-tag-input .bp3-button{
+    min-height:24px;
+    min-width:24px;
+    padding:0 7px; }
+  .bp3-tag-input.bp3-large{
+    height:auto;
+    min-height:40px; }
+    .bp3-tag-input.bp3-large::before,
+    .bp3-tag-input.bp3-large > *{
+      margin-right:10px; }
+    .bp3-tag-input.bp3-large:empty::before,
+    .bp3-tag-input.bp3-large > :last-child{
+      margin-right:0; }
+    .bp3-tag-input.bp3-large .bp3-tag-input-icon{
+      margin-left:5px;
+      margin-top:10px; }
+    .bp3-tag-input.bp3-large .bp3-input-ghost{
+      line-height:30px; }
+    .bp3-tag-input.bp3-large .bp3-button{
+      min-height:30px;
+      min-width:30px;
+      padding:5px 10px;
+      margin:5px;
+      margin-left:0; }
+    .bp3-tag-input.bp3-large .bp3-spinner{
+      margin:8px;
+      margin-left:0; }
+  .bp3-tag-input.bp3-active{
+    background-color:#ffffff;
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-tag-input.bp3-active.bp3-intent-primary{
+      -webkit-box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-tag-input.bp3-active.bp3-intent-success{
+      -webkit-box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-tag-input.bp3-active.bp3-intent-warning{
+      -webkit-box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-tag-input.bp3-active.bp3-intent-danger{
+      -webkit-box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-tag-input .bp3-tag-input-icon, .bp3-tag-input.bp3-dark .bp3-tag-input-icon{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-tag-input .bp3-input-ghost, .bp3-tag-input.bp3-dark .bp3-input-ghost{
+    color:#f5f8fa; }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost::-webkit-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-webkit-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost::-moz-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-moz-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost:-ms-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost:-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost::-ms-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost::placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+  .bp3-dark .bp3-tag-input.bp3-active, .bp3-tag-input.bp3-dark.bp3-active{
+    background-color:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-primary, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-primary{
+      -webkit-box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-success, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-success{
+      -webkit-box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-warning, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-warning{
+      -webkit-box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-danger, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-danger{
+      -webkit-box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+
+.bp3-input-ghost{
+  background:none;
+  border:none;
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  padding:0; }
+  .bp3-input-ghost::-webkit-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost::-moz-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost:-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost::-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost::placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost:focus{
+    outline:none !important; }
+.bp3-toast{
+  -webkit-box-align:start;
+      -ms-flex-align:start;
+          align-items:flex-start;
+  background-color:#ffffff;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  margin:20px 0 0;
+  max-width:500px;
+  min-width:300px;
+  pointer-events:all;
+  position:relative !important; }
+  .bp3-toast.bp3-toast-enter, .bp3-toast.bp3-toast-appear{
+    -webkit-transform:translateY(-40px);
+            transform:translateY(-40px); }
+  .bp3-toast.bp3-toast-enter-active, .bp3-toast.bp3-toast-appear-active{
+    -webkit-transform:translateY(0);
+            transform:translateY(0);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-toast.bp3-toast-enter ~ .bp3-toast, .bp3-toast.bp3-toast-appear ~ .bp3-toast{
+    -webkit-transform:translateY(-40px);
+            transform:translateY(-40px); }
+  .bp3-toast.bp3-toast-enter-active ~ .bp3-toast, .bp3-toast.bp3-toast-appear-active ~ .bp3-toast{
+    -webkit-transform:translateY(0);
+            transform:translateY(0);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-toast.bp3-toast-exit{
+    opacity:1;
+    -webkit-filter:blur(0);
+            filter:blur(0); }
+  .bp3-toast.bp3-toast-exit-active{
+    opacity:0;
+    -webkit-filter:blur(10px);
+            filter:blur(10px);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:opacity, -webkit-filter;
+    transition-property:opacity, -webkit-filter;
+    transition-property:opacity, filter;
+    transition-property:opacity, filter, -webkit-filter;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-toast.bp3-toast-exit ~ .bp3-toast{
+    -webkit-transform:translateY(0);
+            transform:translateY(0); }
+  .bp3-toast.bp3-toast-exit-active ~ .bp3-toast{
+    -webkit-transform:translateY(-40px);
+            transform:translateY(-40px);
+    -webkit-transition-delay:50ms;
+            transition-delay:50ms;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-toast .bp3-button-group{
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    padding:5px;
+    padding-left:0; }
+  .bp3-toast > .bp3-icon{
+    color:#5c7080;
+    margin:12px;
+    margin-right:0; }
+  .bp3-toast.bp3-dark,
+  .bp3-dark .bp3-toast{
+    background-color:#394b59;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+    .bp3-toast.bp3-dark > .bp3-icon,
+    .bp3-dark .bp3-toast > .bp3-icon{
+      color:#a7b6c2; }
+  .bp3-toast[class*="bp3-intent-"] a{
+    color:rgba(255, 255, 255, 0.7); }
+    .bp3-toast[class*="bp3-intent-"] a:hover{
+      color:#ffffff; }
+  .bp3-toast[class*="bp3-intent-"] > .bp3-icon{
+    color:#ffffff; }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button, .bp3-toast[class*="bp3-intent-"] .bp3-button::before,
+  .bp3-toast[class*="bp3-intent-"] .bp3-button .bp3-icon, .bp3-toast[class*="bp3-intent-"] .bp3-button:active{
+    color:rgba(255, 255, 255, 0.7) !important; }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button:focus{
+    outline-color:rgba(255, 255, 255, 0.5); }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button:hover{
+    background-color:rgba(255, 255, 255, 0.15) !important;
+    color:#ffffff !important; }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button:active{
+    background-color:rgba(255, 255, 255, 0.3) !important;
+    color:#ffffff !important; }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button::after{
+    background:rgba(255, 255, 255, 0.3) !important; }
+  .bp3-toast.bp3-intent-primary{
+    background-color:#137cbd;
+    color:#ffffff; }
+  .bp3-toast.bp3-intent-success{
+    background-color:#0f9960;
+    color:#ffffff; }
+  .bp3-toast.bp3-intent-warning{
+    background-color:#d9822b;
+    color:#ffffff; }
+  .bp3-toast.bp3-intent-danger{
+    background-color:#db3737;
+    color:#ffffff; }
+
+.bp3-toast-message{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto;
+  padding:11px;
+  word-break:break-word; }
+
+.bp3-toast-container{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box !important;
+  display:-ms-flexbox !important;
+  display:flex !important;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  left:0;
+  overflow:hidden;
+  padding:0 20px 20px;
+  pointer-events:none;
+  position:fixed;
+  right:0;
+  z-index:40; }
+  .bp3-toast-container.bp3-toast-container-top{
+    top:0; }
+  .bp3-toast-container.bp3-toast-container-bottom{
+    bottom:0;
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:reverse;
+        -ms-flex-direction:column-reverse;
+            flex-direction:column-reverse;
+    top:auto; }
+  .bp3-toast-container.bp3-toast-container-left{
+    -webkit-box-align:start;
+        -ms-flex-align:start;
+            align-items:flex-start; }
+  .bp3-toast-container.bp3-toast-container-right{
+    -webkit-box-align:end;
+        -ms-flex-align:end;
+            align-items:flex-end; }
+
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-enter:not(.bp3-toast-enter-active),
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-enter:not(.bp3-toast-enter-active) ~ .bp3-toast, .bp3-toast-container-bottom .bp3-toast.bp3-toast-appear:not(.bp3-toast-appear-active),
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-appear:not(.bp3-toast-appear-active) ~ .bp3-toast,
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-exit-active ~ .bp3-toast,
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-leave-active ~ .bp3-toast{
+  -webkit-transform:translateY(60px);
+          transform:translateY(60px); }
+.bp3-tooltip{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+  -webkit-transform:scale(1);
+          transform:scale(1); }
+  .bp3-tooltip .bp3-popover-arrow{
+    height:22px;
+    position:absolute;
+    width:22px; }
+    .bp3-tooltip .bp3-popover-arrow::before{
+      height:14px;
+      margin:4px;
+      width:14px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip{
+    margin-bottom:11px;
+    margin-top:-11px; }
+    .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow{
+      bottom:-8px; }
+      .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(-90deg);
+                transform:rotate(-90deg); }
+  .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip{
+    margin-left:11px; }
+    .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow{
+      left:-8px; }
+      .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(0);
+                transform:rotate(0); }
+  .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip{
+    margin-top:11px; }
+    .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow{
+      top:-8px; }
+      .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(90deg);
+                transform:rotate(90deg); }
+  .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip{
+    margin-left:-11px;
+    margin-right:11px; }
+    .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow{
+      right:-8px; }
+      .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(180deg);
+                transform:rotate(180deg); }
+  .bp3-tether-element-attached-middle > .bp3-tooltip > .bp3-popover-arrow{
+    top:50%;
+    -webkit-transform:translateY(-50%);
+            transform:translateY(-50%); }
+  .bp3-tether-element-attached-center > .bp3-tooltip > .bp3-popover-arrow{
+    right:50%;
+    -webkit-transform:translateX(50%);
+            transform:translateX(50%); }
+  .bp3-tether-element-attached-top.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow{
+    top:-0.22183px; }
+  .bp3-tether-element-attached-right.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow{
+    right:-0.22183px; }
+  .bp3-tether-element-attached-left.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow{
+    left:-0.22183px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow{
+    bottom:-0.22183px; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-left > .bp3-tooltip{
+    -webkit-transform-origin:top left;
+            transform-origin:top left; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-center > .bp3-tooltip{
+    -webkit-transform-origin:top center;
+            transform-origin:top center; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-right > .bp3-tooltip{
+    -webkit-transform-origin:top right;
+            transform-origin:top right; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-left > .bp3-tooltip{
+    -webkit-transform-origin:center left;
+            transform-origin:center left; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-center > .bp3-tooltip{
+    -webkit-transform-origin:center center;
+            transform-origin:center center; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-right > .bp3-tooltip{
+    -webkit-transform-origin:center right;
+            transform-origin:center right; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-left > .bp3-tooltip{
+    -webkit-transform-origin:bottom left;
+            transform-origin:bottom left; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-center > .bp3-tooltip{
+    -webkit-transform-origin:bottom center;
+            transform-origin:bottom center; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-right > .bp3-tooltip{
+    -webkit-transform-origin:bottom right;
+            transform-origin:bottom right; }
+  .bp3-tooltip .bp3-popover-content{
+    background:#394b59;
+    color:#f5f8fa; }
+  .bp3-tooltip .bp3-popover-arrow::before{
+    -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2);
+            box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2); }
+  .bp3-tooltip .bp3-popover-arrow-border{
+    fill:#10161a;
+    fill-opacity:0.1; }
+  .bp3-tooltip .bp3-popover-arrow-fill{
+    fill:#394b59; }
+  .bp3-popover-enter > .bp3-tooltip, .bp3-popover-appear > .bp3-tooltip{
+    -webkit-transform:scale(0.8);
+            transform:scale(0.8); }
+  .bp3-popover-enter-active > .bp3-tooltip, .bp3-popover-appear-active > .bp3-tooltip{
+    -webkit-transform:scale(1);
+            transform:scale(1);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-popover-exit > .bp3-tooltip{
+    -webkit-transform:scale(1);
+            transform:scale(1); }
+  .bp3-popover-exit-active > .bp3-tooltip{
+    -webkit-transform:scale(0.8);
+            transform:scale(0.8);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-tooltip .bp3-popover-content{
+    padding:10px 12px; }
+  .bp3-tooltip.bp3-dark,
+  .bp3-dark .bp3-tooltip{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+    .bp3-tooltip.bp3-dark .bp3-popover-content,
+    .bp3-dark .bp3-tooltip .bp3-popover-content{
+      background:#e1e8ed;
+      color:#394b59; }
+    .bp3-tooltip.bp3-dark .bp3-popover-arrow::before,
+    .bp3-dark .bp3-tooltip .bp3-popover-arrow::before{
+      -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4);
+              box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4); }
+    .bp3-tooltip.bp3-dark .bp3-popover-arrow-border,
+    .bp3-dark .bp3-tooltip .bp3-popover-arrow-border{
+      fill:#10161a;
+      fill-opacity:0.2; }
+    .bp3-tooltip.bp3-dark .bp3-popover-arrow-fill,
+    .bp3-dark .bp3-tooltip .bp3-popover-arrow-fill{
+      fill:#e1e8ed; }
+  .bp3-tooltip.bp3-intent-primary .bp3-popover-content{
+    background:#137cbd;
+    color:#ffffff; }
+  .bp3-tooltip.bp3-intent-primary .bp3-popover-arrow-fill{
+    fill:#137cbd; }
+  .bp3-tooltip.bp3-intent-success .bp3-popover-content{
+    background:#0f9960;
+    color:#ffffff; }
+  .bp3-tooltip.bp3-intent-success .bp3-popover-arrow-fill{
+    fill:#0f9960; }
+  .bp3-tooltip.bp3-intent-warning .bp3-popover-content{
+    background:#d9822b;
+    color:#ffffff; }
+  .bp3-tooltip.bp3-intent-warning .bp3-popover-arrow-fill{
+    fill:#d9822b; }
+  .bp3-tooltip.bp3-intent-danger .bp3-popover-content{
+    background:#db3737;
+    color:#ffffff; }
+  .bp3-tooltip.bp3-intent-danger .bp3-popover-arrow-fill{
+    fill:#db3737; }
+
+.bp3-tooltip-indicator{
+  border-bottom:dotted 1px;
+  cursor:help; }
+.bp3-tree .bp3-icon, .bp3-tree .bp3-icon-standard, .bp3-tree .bp3-icon-large{
+  color:#5c7080; }
+  .bp3-tree .bp3-icon.bp3-intent-primary, .bp3-tree .bp3-icon-standard.bp3-intent-primary, .bp3-tree .bp3-icon-large.bp3-intent-primary{
+    color:#137cbd; }
+  .bp3-tree .bp3-icon.bp3-intent-success, .bp3-tree .bp3-icon-standard.bp3-intent-success, .bp3-tree .bp3-icon-large.bp3-intent-success{
+    color:#0f9960; }
+  .bp3-tree .bp3-icon.bp3-intent-warning, .bp3-tree .bp3-icon-standard.bp3-intent-warning, .bp3-tree .bp3-icon-large.bp3-intent-warning{
+    color:#d9822b; }
+  .bp3-tree .bp3-icon.bp3-intent-danger, .bp3-tree .bp3-icon-standard.bp3-intent-danger, .bp3-tree .bp3-icon-large.bp3-intent-danger{
+    color:#db3737; }
+
+.bp3-tree-node-list{
+  list-style:none;
+  margin:0;
+  padding-left:0; }
+
+.bp3-tree-root{
+  background-color:transparent;
+  cursor:default;
+  padding-left:0;
+  position:relative; }
+
+.bp3-tree-node-content-0{
+  padding-left:0px; }
+
+.bp3-tree-node-content-1{
+  padding-left:23px; }
+
+.bp3-tree-node-content-2{
+  padding-left:46px; }
+
+.bp3-tree-node-content-3{
+  padding-left:69px; }
+
+.bp3-tree-node-content-4{
+  padding-left:92px; }
+
+.bp3-tree-node-content-5{
+  padding-left:115px; }
+
+.bp3-tree-node-content-6{
+  padding-left:138px; }
+
+.bp3-tree-node-content-7{
+  padding-left:161px; }
+
+.bp3-tree-node-content-8{
+  padding-left:184px; }
+
+.bp3-tree-node-content-9{
+  padding-left:207px; }
+
+.bp3-tree-node-content-10{
+  padding-left:230px; }
+
+.bp3-tree-node-content-11{
+  padding-left:253px; }
+
+.bp3-tree-node-content-12{
+  padding-left:276px; }
+
+.bp3-tree-node-content-13{
+  padding-left:299px; }
+
+.bp3-tree-node-content-14{
+  padding-left:322px; }
+
+.bp3-tree-node-content-15{
+  padding-left:345px; }
+
+.bp3-tree-node-content-16{
+  padding-left:368px; }
+
+.bp3-tree-node-content-17{
+  padding-left:391px; }
+
+.bp3-tree-node-content-18{
+  padding-left:414px; }
+
+.bp3-tree-node-content-19{
+  padding-left:437px; }
+
+.bp3-tree-node-content-20{
+  padding-left:460px; }
+
+.bp3-tree-node-content{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  height:30px;
+  padding-right:5px;
+  width:100%; }
+  .bp3-tree-node-content:hover{
+    background-color:rgba(191, 204, 214, 0.4); }
+
+.bp3-tree-node-caret,
+.bp3-tree-node-caret-none{
+  min-width:30px; }
+
+.bp3-tree-node-caret{
+  color:#5c7080;
+  cursor:pointer;
+  padding:7px;
+  -webkit-transform:rotate(0deg);
+          transform:rotate(0deg);
+  -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-tree-node-caret:hover{
+    color:#182026; }
+  .bp3-dark .bp3-tree-node-caret{
+    color:#a7b6c2; }
+    .bp3-dark .bp3-tree-node-caret:hover{
+      color:#f5f8fa; }
+  .bp3-tree-node-caret.bp3-tree-node-caret-open{
+    -webkit-transform:rotate(90deg);
+            transform:rotate(90deg); }
+  .bp3-tree-node-caret.bp3-icon-standard::before{
+    content:""; }
+
+.bp3-tree-node-icon{
+  margin-right:7px;
+  position:relative; }
+
+.bp3-tree-node-label{
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal;
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto;
+  position:relative;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-tree-node-label span{
+    display:inline; }
+
+.bp3-tree-node-secondary-label{
+  padding:0 5px;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-tree-node-secondary-label .bp3-popover-wrapper,
+  .bp3-tree-node-secondary-label .bp3-popover-target{
+    -webkit-box-align:center;
+        -ms-flex-align:center;
+            align-items:center;
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex; }
+
+.bp3-tree-node.bp3-disabled .bp3-tree-node-content{
+  background-color:inherit;
+  color:rgba(92, 112, 128, 0.6);
+  cursor:not-allowed; }
+
+.bp3-tree-node.bp3-disabled .bp3-tree-node-caret,
+.bp3-tree-node.bp3-disabled .bp3-tree-node-icon{
+  color:rgba(92, 112, 128, 0.6);
+  cursor:not-allowed; }
+
+.bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content{
+  background-color:#137cbd; }
+  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content,
+  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon, .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon-standard, .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon-large{
+    color:#ffffff; }
+  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-tree-node-caret::before{
+    color:rgba(255, 255, 255, 0.7); }
+  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-tree-node-caret:hover::before{
+    color:#ffffff; }
+
+.bp3-dark .bp3-tree-node-content:hover{
+  background-color:rgba(92, 112, 128, 0.3); }
+
+.bp3-dark .bp3-tree .bp3-icon, .bp3-dark .bp3-tree .bp3-icon-standard, .bp3-dark .bp3-tree .bp3-icon-large{
+  color:#a7b6c2; }
+  .bp3-dark .bp3-tree .bp3-icon.bp3-intent-primary, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-primary, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-primary{
+    color:#137cbd; }
+  .bp3-dark .bp3-tree .bp3-icon.bp3-intent-success, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-success, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-success{
+    color:#0f9960; }
+  .bp3-dark .bp3-tree .bp3-icon.bp3-intent-warning, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-warning, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-warning{
+    color:#d9822b; }
+  .bp3-dark .bp3-tree .bp3-icon.bp3-intent-danger, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-danger, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-danger{
+    color:#db3737; }
+
+.bp3-dark .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content{
+  background-color:#137cbd; }
+.bp3-omnibar{
+  -webkit-filter:blur(0);
+          filter:blur(0);
+  opacity:1;
+  background-color:#ffffff;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+  left:calc(50% - 250px);
+  top:20vh;
+  width:500px;
+  z-index:21; }
+  .bp3-omnibar.bp3-overlay-enter, .bp3-omnibar.bp3-overlay-appear{
+    -webkit-filter:blur(20px);
+            filter:blur(20px);
+    opacity:0.2; }
+  .bp3-omnibar.bp3-overlay-enter-active, .bp3-omnibar.bp3-overlay-appear-active{
+    -webkit-filter:blur(0);
+            filter:blur(0);
+    opacity:1;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:200ms;
+            transition-duration:200ms;
+    -webkit-transition-property:opacity, -webkit-filter;
+    transition-property:opacity, -webkit-filter;
+    transition-property:filter, opacity;
+    transition-property:filter, opacity, -webkit-filter;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-omnibar.bp3-overlay-exit{
+    -webkit-filter:blur(0);
+            filter:blur(0);
+    opacity:1; }
+  .bp3-omnibar.bp3-overlay-exit-active{
+    -webkit-filter:blur(20px);
+            filter:blur(20px);
+    opacity:0.2;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:200ms;
+            transition-duration:200ms;
+    -webkit-transition-property:opacity, -webkit-filter;
+    transition-property:opacity, -webkit-filter;
+    transition-property:filter, opacity;
+    transition-property:filter, opacity, -webkit-filter;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-omnibar .bp3-input{
+    background-color:transparent;
+    border-radius:0; }
+    .bp3-omnibar .bp3-input, .bp3-omnibar .bp3-input:focus{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-omnibar .bp3-menu{
+    background-color:transparent;
+    border-radius:0;
+    -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
+            box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
+    max-height:calc(60vh - 40px);
+    overflow:auto; }
+    .bp3-omnibar .bp3-menu:empty{
+      display:none; }
+  .bp3-dark .bp3-omnibar, .bp3-omnibar.bp3-dark{
+    background-color:#30404d;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4); }
+
+.bp3-omnibar-overlay .bp3-overlay-backdrop{
+  background-color:rgba(16, 22, 26, 0.2); }
+
+.bp3-select-popover .bp3-popover-content{
+  padding:5px; }
+
+.bp3-select-popover .bp3-input-group{
+  margin-bottom:0; }
+
+.bp3-select-popover .bp3-menu{
+  max-height:300px;
+  max-width:400px;
+  overflow:auto;
+  padding:0; }
+  .bp3-select-popover .bp3-menu:not(:first-child){
+    padding-top:5px; }
+
+.bp3-multi-select{
+  min-width:150px; }
+
+.bp3-multi-select-popover .bp3-menu{
+  max-height:300px;
+  max-width:400px;
+  overflow:auto; }
+
+.bp3-select-popover .bp3-popover-content{
+  padding:5px; }
+
+.bp3-select-popover .bp3-input-group{
+  margin-bottom:0; }
+
+.bp3-select-popover .bp3-menu{
+  max-height:300px;
+  max-width:400px;
+  overflow:auto;
+  padding:0; }
+  .bp3-select-popover .bp3-menu:not(:first-child){
+    padding-top:5px; }
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* This file was auto-generated by ensureUiComponents() in @jupyterlab/buildutils */
+
+/**
+ * (DEPRECATED) Support for consuming icons as CSS background images
+ */
+
+/* Icons urls */
+
+:root {
+  --jp-icon-add: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bug: url(data:image/svg+xml;base64,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);
+  --jp-icon-build: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE0LjkgMTcuNDVDMTYuMjUgMTcuNDUgMTcuMzUgMTYuMzUgMTcuMzUgMTVDMTcuMzUgMTMuNjUgMTYuMjUgMTIuNTUgMTQuOSAxMi41NUMxMy41NCAxMi41NSAxMi40NSAxMy42NSAxMi40NSAxNUMxMi40NSAxNi4zNSAxMy41NCAxNy40NSAxNC45IDE3LjQ1Wk0yMC4xIDE1LjY4TDIxLjU4IDE2Ljg0QzIxLjcxIDE2Ljk1IDIxLjc1IDE3LjEzIDIxLjY2IDE3LjI5TDIwLjI2IDE5LjcxQzIwLjE3IDE5Ljg2IDIwIDE5LjkyIDE5LjgzIDE5Ljg2TDE4LjA5IDE5LjE2QzE3LjczIDE5LjQ0IDE3LjMzIDE5LjY3IDE2LjkxIDE5Ljg1TDE2LjY0IDIxLjdDMTYuNjIgMjEuODcgMTYuNDcgMjIgMTYuMyAyMkgxMy41QzEzLjMyIDIyIDEzLjE4IDIxLjg3IDEzLjE1IDIxLjdMMTIuODkgMTkuODVDMTIuNDYgMTkuNjcgMTIuMDcgMTkuNDQgMTEuNzEgMTkuMTZMOS45NjAwMiAxOS44NkM5LjgxMDAyIDE5LjkyIDkuNjIwMDIgMTkuODYgOS41NDAwMiAxOS43MUw4LjE0MDAyIDE3LjI5QzguMDUwMDIgMTcuMTMgOC4wOTAwMiAxNi45NSA4LjIyMDAyIDE2Ljg0TDkuNzAwMDIgMTUuNjhMOS42NTAwMSAxNUw5LjcwMDAyIDE0LjMxTDguMjIwMDIgMTMuMTZDOC4wOTAwMiAxMy4wNSA4LjA1MDAyIDEyLjg2IDguMTQwMDIgMTIuNzFMOS41NDAwMiAxMC4yOUM5LjYyMDAyIDEwLjEzIDkuODEwMDIgMTAuMDcgOS45NjAwMiAxMC4xM0wxMS43MSAxMC44NEMxMi4wNyAxMC41NiAxMi40NiAxMC4zMiAxMi44OSAxMC4xNUwxMy4xNSA4LjI4OTk4QzEzLjE4IDguMTI5OTggMTMuMzIgNy45OTk5OCAxMy41IDcuOTk5OThIMTYuM0MxNi40NyA3Ljk5OTk4IDE2LjYyIDguMTI5OTggMTYuNjQgOC4yODk5OEwxNi45MSAxMC4xNUMxNy4zMyAxMC4zMiAxNy43MyAxMC41NiAxOC4wOSAxMC44NEwxOS44MyAxMC4xM0MyMCAxMC4wNyAyMC4xNyAxMC4xMyAyMC4yNiAxMC4yOUwyMS42NiAxMi43MUMyMS43NSAxMi44NiAyMS43MSAxMy4wNSAyMS41OCAxMy4xNkwyMC4xIDE0LjMxTDIwLjE1IDE1TDIwLjEgMTUuNjhaIi8+CiAgICA8cGF0aCBkPSJNNy4zMjk2NiA3LjQ0NDU0QzguMDgzMSA3LjAwOTU0IDguMzM5MzIgNi4wNTMzMiA3LjkwNDMyIDUuMjk5ODhDNy40NjkzMiA0LjU0NjQzIDYuNTA4MSA0LjI4MTU2IDUuNzU0NjYgNC43MTY1NkM1LjM5MTc2IDQuOTI2MDggNS4xMjY5NSA1LjI3MTE4IDUuMDE4NDkgNS42NzU5NEM0LjkxMDA0IDYuMDgwNzEgNC45NjY4MiA2LjUxMTk4IDUuMTc2MzQgNi44NzQ4OEM1LjYxMTM0IDcuNjI4MzIgNi41NzYyMiA3Ljg3OTU0IDcuMzI5NjYgNy40NDQ1NFpNOS42NTcxOCA0Ljc5NTkzTDEwLjg2NzIgNC45NTE3OUMxMC45NjI4IDQuOTc3NDEgMTEuMDQwMiA1LjA3MTMzIDExLjAzODIgNS4xODc5M0wxMS4wMzg4IDYuOTg4OTNDMTEuMDQ1NSA3LjEwMDU0IDEwLjk2MTYgNy4xOTUxOCAxMC44NTUgNy4yMTA1NEw5LjY2MDAxIDcuMzgwODNMOS4yMzkxNSA4LjEzMTg4TDkuNjY5NjEgOS4yNTc0NUM5LjcwNzI5IDkuMzYyNzEgOS42NjkzNCA5LjQ3Njk5IDkuNTc0MDggOS41MzE5OUw4LjAxNTIzIDEwLjQzMkM3LjkxMTMxIDEwLjQ5MiA3Ljc5MzM3IDEwLjQ2NzcgNy43MjEwNSAxMC4zODI0TDYuOTg3NDggOS40MzE4OEw2LjEwOTMxIDkuNDMwODNMNS4zNDcwNCAxMC4zOTA1QzUuMjg5MDkgMTAuNDcwMiA1LjE3MzgzIDEwLjQ5MDUgNS4wNzE4NyAxMC40MzM5TDMuNTEyNDUgOS41MzI5M0MzLjQxMDQ5IDkuNDc2MzMgMy4zNzY0NyA5LjM1NzQxIDMuNDEwNzUgOS4yNTY3OUwzLjg2MzQ3IDguMTQwOTNMMy42MTc0OSA3Ljc3NDg4TDMuNDIzNDcgNy4zNzg4M0wyLjIzMDc1IDcuMjEyOTdDMi4xMjY0NyA3LjE5MjM1IDIuMDQwNDkgNy4xMDM0MiAyLjA0MjQ1IDYuOTg2ODJMMi4wNDE4NyA1LjE4NTgyQzIuMDQzODMgNS4wNjkyMiAyLjExOTA5IDQuOTc5NTggMi4yMTcwNCA0Ljk2OTIyTDMuNDIwNjUgNC43OTM5M0wzLjg2NzQ5IDQuMDI3ODhMMy40MTEwNSAyLjkxNzMxQzMuMzczMzcgMi44MTIwNCAzLjQxMTMxIDIuNjk3NzYgMy41MTUyMyAyLjYzNzc2TDUuMDc0MDggMS43Mzc3NkM1LjE2OTM0IDEuNjgyNzYgNS4yODcyOSAxLjcwNzA0IDUuMzU5NjEgMS43OTIzMUw2LjExOTE1IDIuNzI3ODhMNi45ODAwMSAyLjczODkzTDcuNzI0OTYgMS43ODkyMkM3Ljc5MTU2IDEuNzA0NTggNy45MTU0OCAxLjY3OTIyIDguMDA4NzkgMS43NDA4Mkw5LjU2ODIxIDIuNjQxODJDOS42NzAxNyAyLjY5ODQyIDkuNzEyODUgMi44MTIzNCA5LjY4NzIzIDIuOTA3OTdMOS4yMTcxOCA0LjAzMzgzTDkuNDYzMTYgNC4zOTk4OEw5LjY1NzE4IDQuNzk1OTNaIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iOS45LDEzLjYgMy42LDcuNCA0LjQsNi42IDkuOSwxMi4yIDE1LjQsNi43IDE2LjEsNy40ICIvPgoJPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNS45TDksOS43bDMuOC0zLjhsMS4yLDEuMmwtNC45LDVsLTQuOS01TDUuMiw1Ljl6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNy41TDksMTEuMmwzLjgtMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-left: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik0xMC44LDEyLjhMNy4xLDlsMy44LTMuOGwwLDcuNkgxMC44eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-right: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik03LjIsNS4yTDEwLjksOWwtMy44LDMuOFY1LjJINy4yeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-up-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iMTUuNCwxMy4zIDkuOSw3LjcgNC40LDEzLjIgMy42LDEyLjUgOS45LDYuMyAxNi4xLDEyLjYgIi8+Cgk8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-up: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik01LjIsMTAuNUw5LDYuOGwzLjgsMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-case-sensitive: url(data:image/svg+xml;base64,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);
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+  --jp-icon-circle: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iOSIgY3k9IjkiIHI9IjgiLz4KICA8L2c+Cjwvc3ZnPgo=);
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+  --jp-icon-code: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjIiIGhlaWdodD0iMjIiIHZpZXdCb3g9IjAgMCAyOCAyOCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CgkJPHBhdGggZD0iTTExLjQgMTguNkw2LjggMTRMMTEuNCA5LjRMMTAgOEw0IDE0TDEwIDIwTDExLjQgMTguNlpNMTYuNiAxOC42TDIxLjIgMTRMMTYuNiA5LjRMMTggOEwyNCAxNEwxOCAyMEwxNi42IDE4LjZWMTguNloiLz4KCTwvZz4KPC9zdmc+Cg==);
+  --jp-icon-console: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwMCAyMDAiPgogIDxnIGNsYXNzPSJqcC1pY29uLWJyYW5kMSBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiMwMjg4RDEiPgogICAgPHBhdGggZD0iTTIwIDE5LjhoMTYwdjE1OS45SDIweiIvPgogIDwvZz4KICA8ZyBjbGFzcz0ianAtaWNvbi1zZWxlY3RhYmxlLWludmVyc2UiIGZpbGw9IiNmZmYiPgogICAgPHBhdGggZD0iTTEwNSAxMjcuM2g0MHYxMi44aC00MHpNNTEuMSA3N0w3NCA5OS45bC0yMy4zIDIzLjMgMTAuNSAxMC41IDIzLjMtMjMuM0w5NSA5OS45IDg0LjUgODkuNCA2MS42IDY2LjV6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-copy: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTExLjksMUgzLjJDMi40LDEsMS43LDEuNywxLjcsMi41djEwLjJoMS41VjIuNWg4LjdWMXogTTE0LjEsMy45aC04Yy0wLjgsMC0xLjUsMC43LTEuNSwxLjV2MTAuMmMwLDAuOCwwLjcsMS41LDEuNSwxLjVoOCBjMC44LDAsMS41LTAuNywxLjUtMS41VjUuNEMxNS41LDQuNiwxNC45LDMuOSwxNC4xLDMuOXogTTE0LjEsMTUuNWgtOFY1LjRoOFYxNS41eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-cut: url(data:image/svg+xml;base64,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);
+  --jp-icon-download: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDloLTRWM0g5djZINWw3IDcgNy03ek01IDE4djJoMTR2LTJINXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-edit: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTMgMTcuMjVWMjFoMy43NUwxNy44MSA5Ljk0bC0zLjc1LTMuNzVMMyAxNy4yNXpNMjAuNzEgNy4wNGMuMzktLjM5LjM5LTEuMDIgMC0xLjQxbC0yLjM0LTIuMzRjLS4zOS0uMzktMS4wMi0uMzktMS40MSAwbC0xLjgzIDEuODMgMy43NSAzLjc1IDEuODMtMS44M3oiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-ellipses: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iNSIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxMiIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxOSIgY3k9IjEyIiByPSIyIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-extension: url(data:image/svg+xml;base64,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);
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+  --jp-icon-file-upload: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTkgMTZoNnYtNmg0bC03LTctNyA3aDR6bS00IDJoMTR2Mkg1eiIvPgogIDwvZz4KPC9zdmc+Cg==);
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+  --jp-icon-inspector: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMjAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY2YzAtMS4xLS45LTItMi0yem0tNSAxNEg0di00aDExdjR6bTAtNUg0VjloMTF2NHptNSA1aC00VjloNHY5eiIvPgo8L3N2Zz4K);
+  --jp-icon-json: url(data:image/svg+xml;base64,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);
+  --jp-icon-jupyter-favicon: url(data:image/svg+xml;base64,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);
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+  --jp-icon-jupyterlab-wordmark: url(data:image/svg+xml;base64,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+  --jp-icon-kernel: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiIgZmlsbD0iIzYxNjE2MSIgZD0iTTE1IDlIOXY2aDZWOXptLTIgNGgtMnYtMmgydjJ6bTgtMlY5aC0yVjdjMC0xLjEtLjktMi0yLTJoLTJWM2gtMnYyaC0yVjNIOXYySDdjLTEuMSAwLTIgLjktMiAydjJIM3YyaDJ2MkgzdjJoMnYyYzAgMS4xLjkgMiAyIDJoMnYyaDJ2LTJoMnYyaDJ2LTJoMmMxLjEgMCAyLS45IDItMnYtMmgydi0yaC0ydi0yaDJ6bS00IDZIN1Y3aDEwdjEweiIvPgo8L3N2Zz4K);
+  --jp-icon-keyboard: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMjAgNUg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMTdjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY3YzAtMS4xLS45LTItMi0yem0tOSAzaDJ2MmgtMlY4em0wIDNoMnYyaC0ydi0yek04IDhoMnYySDhWOHptMCAzaDJ2Mkg4di0yem0tMSAySDV2LTJoMnYyem0wLTNINVY4aDJ2MnptOSA3SDh2LTJoOHYyem0wLTRoLTJ2LTJoMnYyem0wLTNoLTJWOGgydjJ6bTMgM2gtMnYtMmgydjJ6bTAtM2gtMlY4aDJ2MnoiLz4KPC9zdmc+Cg==);
+  --jp-icon-launcher: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTkgMTlINVY1aDdWM0g1YTIgMiAwIDAwLTIgMnYxNGEyIDIgMCAwMDIgMmgxNGMxLjEgMCAyLS45IDItMnYtN2gtMnY3ek0xNCAzdjJoMy41OWwtOS44MyA5LjgzIDEuNDEgMS40MUwxOSA2LjQxVjEwaDJWM2gtN3oiLz4KPC9zdmc+Cg==);
+  --jp-icon-line-form: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGZpbGw9IndoaXRlIiBkPSJNNS44OCA0LjEyTDEzLjc2IDEybC03Ljg4IDcuODhMOCAyMmwxMC0xMEw4IDJ6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-link: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTMuOSAxMmMwLTEuNzEgMS4zOS0zLjEgMy4xLTMuMWg0VjdIN2MtMi43NiAwLTUgMi4yNC01IDVzMi4yNCA1IDUgNWg0di0xLjlIN2MtMS43MSAwLTMuMS0xLjM5LTMuMS0zLjF6TTggMTNoOHYtMkg4djJ6bTktNmgtNHYxLjloNGMxLjcxIDAgMy4xIDEuMzkgMy4xIDMuMXMtMS4zOSAzLjEtMy4xIDMuMWgtNFYxN2g0YzIuNzYgMCA1LTIuMjQgNS01cy0yLjI0LTUtNS01eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-list: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xOSA1djE0SDVWNWgxNG0xLjEtMkgzLjljLS41IDAtLjkuNC0uOS45djE2LjJjMCAuNC40LjkuOS45aDE2LjJjLjQgMCAuOS0uNS45LS45VjMuOWMwLS41LS41LS45LS45LS45ek0xMSA3aDZ2MmgtNlY3em0wIDRoNnYyaC02di0yem0wIDRoNnYyaC02ek03IDdoMnYySDd6bTAgNGgydjJIN3ptMCA0aDJ2Mkg3eiIvPgo8L3N2Zz4=);
+  --jp-icon-listings-info: url(data:image/svg+xml;base64,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);
+  --jp-icon-markdown: url(data:image/svg+xml;base64,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);
+  --jp-icon-new-folder: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTIwIDZoLThsLTItMkg0Yy0xLjExIDAtMS45OS44OS0xLjk5IDJMMiAxOGMwIDEuMTEuODkgMiAyIDJoMTZjMS4xMSAwIDItLjg5IDItMlY4YzAtMS4xMS0uODktMi0yLTJ6bS0xIDhoLTN2M2gtMnYtM2gtM3YtMmgzVjloMnYzaDN2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-not-trusted: url(data:image/svg+xml;base64,PHN2ZyBmaWxsPSJub25lIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI1IDI1Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiIgc3Ryb2tlPSIjMzMzMzMzIiBzdHJva2Utd2lkdGg9IjIiIHRyYW5zZm9ybT0idHJhbnNsYXRlKDMgMykiIGQ9Ik0xLjg2MDk0IDExLjQ0MDlDMC44MjY0NDggOC43NzAyNyAwLjg2Mzc3OSA2LjA1NzY0IDEuMjQ5MDcgNC4xOTkzMkMyLjQ4MjA2IDMuOTMzNDcgNC4wODA2OCAzLjQwMzQ3IDUuNjAxMDIgMi44NDQ5QzcuMjM1NDkgMi4yNDQ0IDguODU2NjYgMS41ODE1IDkuOTg3NiAxLjA5NTM5QzExLjA1OTcgMS41ODM0MSAxMi42MDk0IDIuMjQ0NCAxNC4yMTggMi44NDMzOUMxNS43NTAzIDMuNDEzOTQgMTcuMzk5NSAzLjk1MjU4IDE4Ljc1MzkgNC4yMTM4NUMxOS4xMzY0IDYuMDcxNzcgMTkuMTcwOSA4Ljc3NzIyIDE4LjEzOSAxMS40NDA5QzE3LjAzMDMgMTQuMzAzMiAxNC42NjY4IDE3LjE4NDQgOS45OTk5OSAxOC45MzU0QzUuMzMzMTkgMTcuMTg0NCAyLjk2OTY4IDE0LjMwMzIgMS44NjA5NCAxMS40NDA5WiIvPgogICAgPHBhdGggY2xhc3M9ImpwLWljb24yIiBzdHJva2U9IiMzMzMzMzMiIHN0cm9rZS13aWR0aD0iMiIgdHJhbnNmb3JtPSJ0cmFuc2xhdGUoOS4zMTU5MiA5LjMyMDMxKSIgZD0iTTcuMzY4NDIgMEwwIDcuMzY0NzkiLz4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiIgc3Ryb2tlPSIjMzMzMzMzIiBzdHJva2Utd2lkdGg9IjIiIHRyYW5zZm9ybT0idHJhbnNsYXRlKDkuMzE1OTIgMTYuNjgzNikgc2NhbGUoMSAtMSkiIGQ9Ik03LjM2ODQyIDBMMCA3LjM2NDc5Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-notebook: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbi13YXJuMCBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiNFRjZDMDAiPgogICAgPHBhdGggZD0iTTE4LjcgMy4zdjE1LjRIMy4zVjMuM2gxNS40bTEuNS0xLjVIMS44djE4LjNoMTguM2wuMS0xOC4zeiIvPgogICAgPHBhdGggZD0iTTE2LjUgMTYuNWwtNS40LTQuMy01LjYgNC4zdi0xMWgxMXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-numbering: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjIiIGhlaWdodD0iMjIiIHZpZXdCb3g9IjAgMCAyOCAyOCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CgkJPHBhdGggZD0iTTQgMTlINlYxOS41SDVWMjAuNUg2VjIxSDRWMjJIN1YxOEg0VjE5Wk01IDEwSDZWNkg0VjdINVYxMFpNNCAxM0g1LjhMNCAxNS4xVjE2SDdWMTVINS4yTDcgMTIuOVYxMkg0VjEzWk05IDdWOUgyM1Y3SDlaTTkgMjFIMjNWMTlIOVYyMVpNOSAxNUgyM1YxM0g5VjE1WiIvPgoJPC9nPgo8L3N2Zz4K);
+  --jp-icon-offline-bolt: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgMCAyNCAyNCIgd2lkdGg9IjE2Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDIuMDJjLTUuNTEgMC05Ljk4IDQuNDctOS45OCA5Ljk4czQuNDcgOS45OCA5Ljk4IDkuOTggOS45OC00LjQ3IDkuOTgtOS45OFMxNy41MSAyLjAyIDEyIDIuMDJ6TTExLjQ4IDIwdi02LjI2SDhMMTMgNHY2LjI2aDMuMzVMMTEuNDggMjB6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-palette: url(data:image/svg+xml;base64,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);
+  --jp-icon-paste: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTE5IDJoLTQuMThDMTQuNC44NCAxMy4zIDAgMTIgMGMtMS4zIDAtMi40Ljg0LTIuODIgMkg1Yy0xLjEgMC0yIC45LTIgMnYxNmMwIDEuMS45IDIgMiAyaDE0YzEuMSAwIDItLjkgMi0yVjRjMC0xLjEtLjktMi0yLTJ6bS03IDBjLjU1IDAgMSAuNDUgMSAxcy0uNDUgMS0xIDEtMS0uNDUtMS0xIC40NS0xIDEtMXptNyAxOEg1VjRoMnYzaDEwVjRoMnYxNnoiLz4KICAgIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-pdf: url(data:image/svg+xml;base64,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);
+  --jp-icon-python: url(data:image/svg+xml;base64,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);
+  --jp-icon-r-kernel: url(data:image/svg+xml;base64,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);
+  --jp-icon-react: url(data:image/svg+xml;base64,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);
+  --jp-icon-redo: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjQiIHZpZXdCb3g9IjAgMCAyNCAyNCIgd2lkdGg9IjE2Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgICA8cGF0aCBkPSJNMCAwaDI0djI0SDB6IiBmaWxsPSJub25lIi8+PHBhdGggZD0iTTE4LjQgMTAuNkMxNi41NSA4Ljk5IDE0LjE1IDggMTEuNSA4Yy00LjY1IDAtOC41OCAzLjAzLTkuOTYgNy4yMkwzLjkgMTZjMS4wNS0zLjE5IDQuMDUtNS41IDcuNi01LjUgMS45NSAwIDMuNzMuNzIgNS4xMiAxLjg4TDEzIDE2aDlWN2wtMy42IDMuNnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-refresh: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTkgMTMuNWMtMi40OSAwLTQuNS0yLjAxLTQuNS00LjVTNi41MSA0LjUgOSA0LjVjMS4yNCAwIDIuMzYuNTIgMy4xNyAxLjMzTDEwIDhoNVYzbC0xLjc2IDEuNzZDMTIuMTUgMy42OCAxMC42NiAzIDkgMyA1LjY5IDMgMy4wMSA1LjY5IDMuMDEgOVM1LjY5IDE1IDkgMTVjMi45NyAwIDUuNDMtMi4xNiA1LjktNWgtMS41MmMtLjQ2IDItMi4yNCAzLjUtNC4zOCAzLjV6Ii8+CiAgICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-regex: url(data:image/svg+xml;base64,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);
+  --jp-icon-run: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTggNXYxNGwxMS03eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-running: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDUxMiA1MTIiPgogIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICA8cGF0aCBkPSJNMjU2IDhDMTE5IDggOCAxMTkgOCAyNTZzMTExIDI0OCAyNDggMjQ4IDI0OC0xMTEgMjQ4LTI0OFMzOTMgOCAyNTYgOHptOTYgMzI4YzAgOC44LTcuMiAxNi0xNiAxNkgxNzZjLTguOCAwLTE2LTcuMi0xNi0xNlYxNzZjMC04LjggNy4yLTE2IDE2LTE2aDE2MGM4LjggMCAxNiA3LjIgMTYgMTZ2MTYweiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-save: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTE3IDNINWMtMS4xMSAwLTIgLjktMiAydjE0YzAgMS4xLjg5IDIgMiAyaDE0YzEuMSAwIDItLjkgMi0yVjdsLTQtNHptLTUgMTZjLTEuNjYgMC0zLTEuMzQtMy0zczEuMzQtMyAzLTMgMyAxLjM0IDMgMy0xLjM0IDMtMyAzem0zLTEwSDVWNWgxMHY0eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-search: url(data:image/svg+xml;base64,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);
+  --jp-icon-settings: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTkuNDMgMTIuOThjLjA0LS4zMi4wNy0uNjQuMDctLjk4cy0uMDMtLjY2LS4wNy0uOThsMi4xMS0xLjY1Yy4xOS0uMTUuMjQtLjQyLjEyLS42NGwtMi0zLjQ2Yy0uMTItLjIyLS4zOS0uMy0uNjEtLjIybC0yLjQ5IDFjLS41Mi0uNC0xLjA4LS43My0xLjY5LS45OGwtLjM4LTIuNjVBLjQ4OC40ODggMCAwMDE0IDJoLTRjLS4yNSAwLS40Ni4xOC0uNDkuNDJsLS4zOCAyLjY1Yy0uNjEuMjUtMS4xNy41OS0xLjY5Ljk4bC0yLjQ5LTFjLS4yMy0uMDktLjQ5IDAtLjYxLjIybC0yIDMuNDZjLS4xMy4yMi0uMDcuNDkuMTIuNjRsMi4xMSAxLjY1Yy0uMDQuMzItLjA3LjY1LS4wNy45OHMuMDMuNjYuMDcuOThsLTIuMTEgMS42NWMtLjE5LjE1LS4yNC40Mi0uMTIuNjRsMiAzLjQ2Yy4xMi4yMi4zOS4zLjYxLjIybDIuNDktMWMuNTIuNCAxLjA4LjczIDEuNjkuOThsLjM4IDIuNjVjLjAzLjI0LjI0LjQyLjQ5LjQyaDRjLjI1IDAgLjQ2LS4xOC40OS0uNDJsLjM4LTIuNjVjLjYxLS4yNSAxLjE3LS41OSAxLjY5LS45OGwyLjQ5IDFjLjIzLjA5LjQ5IDAgLjYxLS4yMmwyLTMuNDZjLjEyLS4yMi4wNy0uNDktLjEyLS42NGwtMi4xMS0xLjY1ek0xMiAxNS41Yy0xLjkzIDAtMy41LTEuNTctMy41LTMuNXMxLjU3LTMuNSAzLjUtMy41IDMuNSAxLjU3IDMuNSAzLjUtMS41NyAzLjUtMy41IDMuNXoiLz4KPC9zdmc+Cg==);
+  --jp-icon-spreadsheet: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8cGF0aCBjbGFzcz0ianAtaWNvbi1jb250cmFzdDEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNENBRjUwIiBkPSJNMi4yIDIuMnYxNy42aDE3LjZWMi4ySDIuMnptMTUuNCA3LjdoLTUuNVY0LjRoNS41djUuNXpNOS45IDQuNHY1LjVINC40VjQuNGg1LjV6bS01LjUgNy43aDUuNXY1LjVINC40di01LjV6bTcuNyA1LjV2LTUuNWg1LjV2NS41aC01LjV6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-stop: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik02IDZoMTJ2MTJINnoiLz4KICAgIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-tab: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTIxIDNIM2MtMS4xIDAtMiAuOS0yIDJ2MTRjMCAxLjEuOSAyIDIgMmgxOGMxLjEgMCAyLS45IDItMlY1YzAtMS4xLS45LTItMi0yem0wIDE2SDNWNWgxMHY0aDh2MTB6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-table-rows: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMSw4SDNWNGgxOFY4eiBNMjEsMTBIM3Y0aDE4VjEweiBNMjEsMTZIM3Y0aDE4VjE2eiIvPgogICAgPC9nPgo8L3N2Zz4=);
+  --jp-icon-tag: url(data:image/svg+xml;base64,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);
+  --jp-icon-terminal: url(data:image/svg+xml;base64,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);
+  --jp-icon-text-editor: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTUgMTVIM3YyaDEydi0yem0wLThIM3YyaDEyVjd6TTMgMTNoMTh2LTJIM3Yyem0wIDhoMTh2LTJIM3Yyek0zIDN2MmgxOFYzSDN6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-toc: url(data:image/svg+xml;base64,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);
+  --jp-icon-tree-view: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMiAxMVYzaC03djNIOVYzSDJ2OGg3VjhoMnYxMGg0djNoN3YtOGgtN3YzaC0yVjhoMnYzeiIvPgogICAgPC9nPgo8L3N2Zz4=);
+  --jp-icon-trusted: url(data:image/svg+xml;base64,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);
+  --jp-icon-undo: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyLjUgOGMtMi42NSAwLTUuMDUuOTktNi45IDIuNkwyIDd2OWg5bC0zLjYyLTMuNjJjMS4zOS0xLjE2IDMuMTYtMS44OCA1LjEyLTEuODggMy41NCAwIDYuNTUgMi4zMSA3LjYgNS41bDIuMzctLjc4QzIxLjA4IDExLjAzIDE3LjE1IDggMTIuNSA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-vega: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbjEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjEyMTIxIj4KICAgIDxwYXRoIGQ9Ik0xMC42IDUuNGwyLjItMy4ySDIuMnY3LjNsNC02LjZ6Ii8+CiAgICA8cGF0aCBkPSJNMTUuOCAyLjJsLTQuNCA2LjZMNyA2LjNsLTQuOCA4djUuNWgxNy42VjIuMmgtNHptLTcgMTUuNEg1LjV2LTQuNGgzLjN2NC40em00LjQgMEg5LjhWOS44aDMuNHY3Ljh6bTQuNCAwaC0zLjRWNi41aDMuNHYxMS4xeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-yaml: url(data:image/svg+xml;base64,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);
+}
+
+/* Icon CSS class declarations */
+
+.jp-AddIcon {
+  background-image: var(--jp-icon-add);
+}
+.jp-BugIcon {
+  background-image: var(--jp-icon-bug);
+}
+.jp-BuildIcon {
+  background-image: var(--jp-icon-build);
+}
+.jp-CaretDownEmptyIcon {
+  background-image: var(--jp-icon-caret-down-empty);
+}
+.jp-CaretDownEmptyThinIcon {
+  background-image: var(--jp-icon-caret-down-empty-thin);
+}
+.jp-CaretDownIcon {
+  background-image: var(--jp-icon-caret-down);
+}
+.jp-CaretLeftIcon {
+  background-image: var(--jp-icon-caret-left);
+}
+.jp-CaretRightIcon {
+  background-image: var(--jp-icon-caret-right);
+}
+.jp-CaretUpEmptyThinIcon {
+  background-image: var(--jp-icon-caret-up-empty-thin);
+}
+.jp-CaretUpIcon {
+  background-image: var(--jp-icon-caret-up);
+}
+.jp-CaseSensitiveIcon {
+  background-image: var(--jp-icon-case-sensitive);
+}
+.jp-CheckIcon {
+  background-image: var(--jp-icon-check);
+}
+.jp-CircleEmptyIcon {
+  background-image: var(--jp-icon-circle-empty);
+}
+.jp-CircleIcon {
+  background-image: var(--jp-icon-circle);
+}
+.jp-ClearIcon {
+  background-image: var(--jp-icon-clear);
+}
+.jp-CloseIcon {
+  background-image: var(--jp-icon-close);
+}
+.jp-CodeIcon {
+  background-image: var(--jp-icon-code);
+}
+.jp-ConsoleIcon {
+  background-image: var(--jp-icon-console);
+}
+.jp-CopyIcon {
+  background-image: var(--jp-icon-copy);
+}
+.jp-CutIcon {
+  background-image: var(--jp-icon-cut);
+}
+.jp-DownloadIcon {
+  background-image: var(--jp-icon-download);
+}
+.jp-EditIcon {
+  background-image: var(--jp-icon-edit);
+}
+.jp-EllipsesIcon {
+  background-image: var(--jp-icon-ellipses);
+}
+.jp-ExtensionIcon {
+  background-image: var(--jp-icon-extension);
+}
+.jp-FastForwardIcon {
+  background-image: var(--jp-icon-fast-forward);
+}
+.jp-FileIcon {
+  background-image: var(--jp-icon-file);
+}
+.jp-FileUploadIcon {
+  background-image: var(--jp-icon-file-upload);
+}
+.jp-FilterListIcon {
+  background-image: var(--jp-icon-filter-list);
+}
+.jp-FolderIcon {
+  background-image: var(--jp-icon-folder);
+}
+.jp-Html5Icon {
+  background-image: var(--jp-icon-html5);
+}
+.jp-ImageIcon {
+  background-image: var(--jp-icon-image);
+}
+.jp-InspectorIcon {
+  background-image: var(--jp-icon-inspector);
+}
+.jp-JsonIcon {
+  background-image: var(--jp-icon-json);
+}
+.jp-JupyterFaviconIcon {
+  background-image: var(--jp-icon-jupyter-favicon);
+}
+.jp-JupyterIcon {
+  background-image: var(--jp-icon-jupyter);
+}
+.jp-JupyterlabWordmarkIcon {
+  background-image: var(--jp-icon-jupyterlab-wordmark);
+}
+.jp-KernelIcon {
+  background-image: var(--jp-icon-kernel);
+}
+.jp-KeyboardIcon {
+  background-image: var(--jp-icon-keyboard);
+}
+.jp-LauncherIcon {
+  background-image: var(--jp-icon-launcher);
+}
+.jp-LineFormIcon {
+  background-image: var(--jp-icon-line-form);
+}
+.jp-LinkIcon {
+  background-image: var(--jp-icon-link);
+}
+.jp-ListIcon {
+  background-image: var(--jp-icon-list);
+}
+.jp-ListingsInfoIcon {
+  background-image: var(--jp-icon-listings-info);
+}
+.jp-MarkdownIcon {
+  background-image: var(--jp-icon-markdown);
+}
+.jp-NewFolderIcon {
+  background-image: var(--jp-icon-new-folder);
+}
+.jp-NotTrustedIcon {
+  background-image: var(--jp-icon-not-trusted);
+}
+.jp-NotebookIcon {
+  background-image: var(--jp-icon-notebook);
+}
+.jp-NumberingIcon {
+  background-image: var(--jp-icon-numbering);
+}
+.jp-OfflineBoltIcon {
+  background-image: var(--jp-icon-offline-bolt);
+}
+.jp-PaletteIcon {
+  background-image: var(--jp-icon-palette);
+}
+.jp-PasteIcon {
+  background-image: var(--jp-icon-paste);
+}
+.jp-PdfIcon {
+  background-image: var(--jp-icon-pdf);
+}
+.jp-PythonIcon {
+  background-image: var(--jp-icon-python);
+}
+.jp-RKernelIcon {
+  background-image: var(--jp-icon-r-kernel);
+}
+.jp-ReactIcon {
+  background-image: var(--jp-icon-react);
+}
+.jp-RedoIcon {
+  background-image: var(--jp-icon-redo);
+}
+.jp-RefreshIcon {
+  background-image: var(--jp-icon-refresh);
+}
+.jp-RegexIcon {
+  background-image: var(--jp-icon-regex);
+}
+.jp-RunIcon {
+  background-image: var(--jp-icon-run);
+}
+.jp-RunningIcon {
+  background-image: var(--jp-icon-running);
+}
+.jp-SaveIcon {
+  background-image: var(--jp-icon-save);
+}
+.jp-SearchIcon {
+  background-image: var(--jp-icon-search);
+}
+.jp-SettingsIcon {
+  background-image: var(--jp-icon-settings);
+}
+.jp-SpreadsheetIcon {
+  background-image: var(--jp-icon-spreadsheet);
+}
+.jp-StopIcon {
+  background-image: var(--jp-icon-stop);
+}
+.jp-TabIcon {
+  background-image: var(--jp-icon-tab);
+}
+.jp-TableRowsIcon {
+  background-image: var(--jp-icon-table-rows);
+}
+.jp-TagIcon {
+  background-image: var(--jp-icon-tag);
+}
+.jp-TerminalIcon {
+  background-image: var(--jp-icon-terminal);
+}
+.jp-TextEditorIcon {
+  background-image: var(--jp-icon-text-editor);
+}
+.jp-TocIcon {
+  background-image: var(--jp-icon-toc);
+}
+.jp-TreeViewIcon {
+  background-image: var(--jp-icon-tree-view);
+}
+.jp-TrustedIcon {
+  background-image: var(--jp-icon-trusted);
+}
+.jp-UndoIcon {
+  background-image: var(--jp-icon-undo);
+}
+.jp-VegaIcon {
+  background-image: var(--jp-icon-vega);
+}
+.jp-YamlIcon {
+  background-image: var(--jp-icon-yaml);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * (DEPRECATED) Support for consuming icons as CSS background images
+ */
+
+:root {
+  --jp-icon-search-white: url(data:image/svg+xml;base64,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);
+}
+
+.jp-Icon,
+.jp-MaterialIcon {
+  background-position: center;
+  background-repeat: no-repeat;
+  background-size: 16px;
+  min-width: 16px;
+  min-height: 16px;
+}
+
+.jp-Icon-cover {
+  background-position: center;
+  background-repeat: no-repeat;
+  background-size: cover;
+}
+
+/**
+ * (DEPRECATED) Support for specific CSS icon sizes
+ */
+
+.jp-Icon-16 {
+  background-size: 16px;
+  min-width: 16px;
+  min-height: 16px;
+}
+
+.jp-Icon-18 {
+  background-size: 18px;
+  min-width: 18px;
+  min-height: 18px;
+}
+
+.jp-Icon-20 {
+  background-size: 20px;
+  min-width: 20px;
+  min-height: 20px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * Support for icons as inline SVG HTMLElements
+ */
+
+/* recolor the primary elements of an icon */
+.jp-icon0[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+.jp-icon1[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+.jp-icon2[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+.jp-icon3[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+.jp-icon4[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon0[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+.jp-icon1[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+.jp-icon2[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+.jp-icon3[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+.jp-icon4[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+/* recolor the accent elements of an icon */
+.jp-icon-accent0[fill] {
+  fill: var(--jp-layout-color0);
+}
+.jp-icon-accent1[fill] {
+  fill: var(--jp-layout-color1);
+}
+.jp-icon-accent2[fill] {
+  fill: var(--jp-layout-color2);
+}
+.jp-icon-accent3[fill] {
+  fill: var(--jp-layout-color3);
+}
+.jp-icon-accent4[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-accent0[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+.jp-icon-accent1[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+.jp-icon-accent2[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+.jp-icon-accent3[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+.jp-icon-accent4[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+/* set the color of an icon to transparent */
+.jp-icon-none[fill] {
+  fill: none;
+}
+
+.jp-icon-none[stroke] {
+  stroke: none;
+}
+/* brand icon colors. Same for light and dark */
+.jp-icon-brand0[fill] {
+  fill: var(--jp-brand-color0);
+}
+.jp-icon-brand1[fill] {
+  fill: var(--jp-brand-color1);
+}
+.jp-icon-brand2[fill] {
+  fill: var(--jp-brand-color2);
+}
+.jp-icon-brand3[fill] {
+  fill: var(--jp-brand-color3);
+}
+.jp-icon-brand4[fill] {
+  fill: var(--jp-brand-color4);
+}
+
+.jp-icon-brand0[stroke] {
+  stroke: var(--jp-brand-color0);
+}
+.jp-icon-brand1[stroke] {
+  stroke: var(--jp-brand-color1);
+}
+.jp-icon-brand2[stroke] {
+  stroke: var(--jp-brand-color2);
+}
+.jp-icon-brand3[stroke] {
+  stroke: var(--jp-brand-color3);
+}
+.jp-icon-brand4[stroke] {
+  stroke: var(--jp-brand-color4);
+}
+/* warn icon colors. Same for light and dark */
+.jp-icon-warn0[fill] {
+  fill: var(--jp-warn-color0);
+}
+.jp-icon-warn1[fill] {
+  fill: var(--jp-warn-color1);
+}
+.jp-icon-warn2[fill] {
+  fill: var(--jp-warn-color2);
+}
+.jp-icon-warn3[fill] {
+  fill: var(--jp-warn-color3);
+}
+
+.jp-icon-warn0[stroke] {
+  stroke: var(--jp-warn-color0);
+}
+.jp-icon-warn1[stroke] {
+  stroke: var(--jp-warn-color1);
+}
+.jp-icon-warn2[stroke] {
+  stroke: var(--jp-warn-color2);
+}
+.jp-icon-warn3[stroke] {
+  stroke: var(--jp-warn-color3);
+}
+/* icon colors that contrast well with each other and most backgrounds */
+.jp-icon-contrast0[fill] {
+  fill: var(--jp-icon-contrast-color0);
+}
+.jp-icon-contrast1[fill] {
+  fill: var(--jp-icon-contrast-color1);
+}
+.jp-icon-contrast2[fill] {
+  fill: var(--jp-icon-contrast-color2);
+}
+.jp-icon-contrast3[fill] {
+  fill: var(--jp-icon-contrast-color3);
+}
+
+.jp-icon-contrast0[stroke] {
+  stroke: var(--jp-icon-contrast-color0);
+}
+.jp-icon-contrast1[stroke] {
+  stroke: var(--jp-icon-contrast-color1);
+}
+.jp-icon-contrast2[stroke] {
+  stroke: var(--jp-icon-contrast-color2);
+}
+.jp-icon-contrast3[stroke] {
+  stroke: var(--jp-icon-contrast-color3);
+}
+
+/* CSS for icons in selected items in the settings editor */
+#setting-editor .jp-PluginList .jp-mod-selected .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+#setting-editor
+  .jp-PluginList
+  .jp-mod-selected
+  .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+/* CSS for icons in selected filebrowser listing items */
+.jp-DirListing-item.jp-mod-selected .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+.jp-DirListing-item.jp-mod-selected .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+/* CSS for icons in selected tabs in the sidebar tab manager */
+#tab-manager .lm-TabBar-tab.jp-mod-active .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+
+#tab-manager .lm-TabBar-tab.jp-mod-active .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+#tab-manager
+  .lm-TabBar-tab.jp-mod-active
+  .jp-icon-hover
+  :hover
+  .jp-icon-selectable[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+#tab-manager
+  .lm-TabBar-tab.jp-mod-active
+  .jp-icon-hover
+  :hover
+  .jp-icon-selectable-inverse[fill] {
+  fill: #fff;
+}
+
+/**
+ * TODO: come up with non css-hack solution for showing the busy icon on top
+ *  of the close icon
+ * CSS for complex behavior of close icon of tabs in the sidebar tab manager
+ */
+#tab-manager
+  .lm-TabBar-tab.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon3[fill] {
+  fill: none;
+}
+#tab-manager
+  .lm-TabBar-tab.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon-busy[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+#tab-manager
+  .lm-TabBar-tab.jp-mod-dirty.jp-mod-active
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon-busy[fill] {
+  fill: #fff;
+}
+
+/**
+* TODO: come up with non css-hack solution for showing the busy icon on top
+*  of the close icon
+* CSS for complex behavior of close icon of tabs in the main area tabbar
+*/
+.lm-DockPanel-tabBar
+  .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon3[fill] {
+  fill: none;
+}
+.lm-DockPanel-tabBar
+  .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon-busy[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+/* CSS for icons in status bar */
+#jp-main-statusbar .jp-mod-selected .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+
+#jp-main-statusbar .jp-mod-selected .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+/* special handling for splash icon CSS. While the theme CSS reloads during
+   splash, the splash icon can loose theming. To prevent that, we set a
+   default for its color variable */
+:root {
+  --jp-warn-color0: var(--md-orange-700);
+}
+
+/* not sure what to do with this one, used in filebrowser listing */
+.jp-DragIcon {
+  margin-right: 4px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * Support for alt colors for icons as inline SVG HTMLElements
+ */
+
+/* alt recolor the primary elements of an icon */
+.jp-icon-alt .jp-icon0[fill] {
+  fill: var(--jp-layout-color0);
+}
+.jp-icon-alt .jp-icon1[fill] {
+  fill: var(--jp-layout-color1);
+}
+.jp-icon-alt .jp-icon2[fill] {
+  fill: var(--jp-layout-color2);
+}
+.jp-icon-alt .jp-icon3[fill] {
+  fill: var(--jp-layout-color3);
+}
+.jp-icon-alt .jp-icon4[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-alt .jp-icon0[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+.jp-icon-alt .jp-icon1[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+.jp-icon-alt .jp-icon2[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+.jp-icon-alt .jp-icon3[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+.jp-icon-alt .jp-icon4[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* alt recolor the accent elements of an icon */
+.jp-icon-alt .jp-icon-accent0[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+.jp-icon-alt .jp-icon-accent1[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+.jp-icon-alt .jp-icon-accent2[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+.jp-icon-alt .jp-icon-accent3[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+.jp-icon-alt .jp-icon-accent4[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-alt .jp-icon-accent0[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+.jp-icon-alt .jp-icon-accent1[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+.jp-icon-alt .jp-icon-accent2[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+.jp-icon-alt .jp-icon-accent3[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+.jp-icon-alt .jp-icon-accent4[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-icon-hoverShow:not(:hover) svg {
+  display: none !important;
+}
+
+/**
+ * Support for hover colors for icons as inline SVG HTMLElements
+ */
+
+/**
+ * regular colors
+ */
+
+/* recolor the primary elements of an icon */
+.jp-icon-hover :hover .jp-icon0-hover[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+.jp-icon-hover :hover .jp-icon1-hover[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+.jp-icon-hover :hover .jp-icon2-hover[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+.jp-icon-hover :hover .jp-icon3-hover[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+.jp-icon-hover :hover .jp-icon4-hover[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-hover :hover .jp-icon0-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+.jp-icon-hover :hover .jp-icon1-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+.jp-icon-hover :hover .jp-icon2-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+.jp-icon-hover :hover .jp-icon3-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+.jp-icon-hover :hover .jp-icon4-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/* recolor the accent elements of an icon */
+.jp-icon-hover :hover .jp-icon-accent0-hover[fill] {
+  fill: var(--jp-layout-color0);
+}
+.jp-icon-hover :hover .jp-icon-accent1-hover[fill] {
+  fill: var(--jp-layout-color1);
+}
+.jp-icon-hover :hover .jp-icon-accent2-hover[fill] {
+  fill: var(--jp-layout-color2);
+}
+.jp-icon-hover :hover .jp-icon-accent3-hover[fill] {
+  fill: var(--jp-layout-color3);
+}
+.jp-icon-hover :hover .jp-icon-accent4-hover[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-hover :hover .jp-icon-accent0-hover[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+.jp-icon-hover :hover .jp-icon-accent1-hover[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+.jp-icon-hover :hover .jp-icon-accent2-hover[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+.jp-icon-hover :hover .jp-icon-accent3-hover[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+.jp-icon-hover :hover .jp-icon-accent4-hover[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* set the color of an icon to transparent */
+.jp-icon-hover :hover .jp-icon-none-hover[fill] {
+  fill: none;
+}
+
+.jp-icon-hover :hover .jp-icon-none-hover[stroke] {
+  stroke: none;
+}
+
+/**
+ * inverse colors
+ */
+
+/* inverse recolor the primary elements of an icon */
+.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[fill] {
+  fill: var(--jp-layout-color0);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[fill] {
+  fill: var(--jp-layout-color1);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[fill] {
+  fill: var(--jp-layout-color2);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[fill] {
+  fill: var(--jp-layout-color3);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* inverse recolor the accent elements of an icon */
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-switch {
+  display: flex;
+  align-items: center;
+  padding-left: 4px;
+  padding-right: 4px;
+  font-size: var(--jp-ui-font-size1);
+  background-color: transparent;
+  color: var(--jp-ui-font-color1);
+  border: none;
+  height: 20px;
+}
+
+.jp-switch:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-switch-label {
+  margin-right: 5px;
+}
+
+.jp-switch-track {
+  cursor: pointer;
+  background-color: var(--jp-border-color1);
+  -webkit-transition: 0.4s;
+  transition: 0.4s;
+  border-radius: 34px;
+  height: 16px;
+  width: 35px;
+  position: relative;
+}
+
+.jp-switch-track::before {
+  content: '';
+  position: absolute;
+  height: 10px;
+  width: 10px;
+  margin: 3px;
+  left: 0px;
+  background-color: var(--jp-ui-inverse-font-color1);
+  -webkit-transition: 0.4s;
+  transition: 0.4s;
+  border-radius: 50%;
+}
+
+.jp-switch[aria-checked='true'] .jp-switch-track {
+  background-color: var(--jp-warn-color0);
+}
+
+.jp-switch[aria-checked='true'] .jp-switch-track::before {
+  /* track width (35) - margins (3 + 3) - thumb width (10) */
+  left: 19px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* Sibling imports */
+
+/* Override Blueprint's _reset.scss styles */
+html {
+  box-sizing: unset;
+}
+
+*,
+*::before,
+*::after {
+  box-sizing: unset;
+}
+
+body {
+  color: unset;
+  font-family: var(--jp-ui-font-family);
+}
+
+p {
+  margin-top: unset;
+  margin-bottom: unset;
+}
+
+small {
+  font-size: unset;
+}
+
+strong {
+  font-weight: unset;
+}
+
+/* Override Blueprint's _typography.scss styles */
+a {
+  text-decoration: unset;
+  color: unset;
+}
+a:hover {
+  text-decoration: unset;
+  color: unset;
+}
+
+/* Override Blueprint's _accessibility.scss styles */
+:focus {
+  outline: unset;
+  outline-offset: unset;
+  -moz-outline-radius: unset;
+}
+
+/* Styles for ui-components */
+.jp-Button {
+  border-radius: var(--jp-border-radius);
+  padding: 0px 12px;
+  font-size: var(--jp-ui-font-size1);
+}
+
+/* Use our own theme for hover styles */
+button.jp-Button.bp3-button.bp3-minimal:hover {
+  background-color: var(--jp-layout-color2);
+}
+.jp-Button.minimal {
+  color: unset !important;
+}
+
+.jp-Button.jp-ToolbarButtonComponent {
+  text-transform: none;
+}
+
+.jp-InputGroup input {
+  box-sizing: border-box;
+  border-radius: 0;
+  background-color: transparent;
+  color: var(--jp-ui-font-color0);
+  box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);
+}
+
+.jp-InputGroup input:focus {
+  box-shadow: inset 0 0 0 var(--jp-border-width)
+      var(--jp-input-active-box-shadow-color),
+    inset 0 0 0 3px var(--jp-input-active-box-shadow-color);
+}
+
+.jp-InputGroup input::placeholder,
+input::placeholder {
+  color: var(--jp-ui-font-color3);
+}
+
+.jp-BPIcon {
+  display: inline-block;
+  vertical-align: middle;
+  margin: auto;
+}
+
+/* Stop blueprint futzing with our icon fills */
+.bp3-icon.jp-BPIcon > svg:not([fill]) {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-InputGroupAction {
+  padding: 6px;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select {
+  background-color: initial;
+  border: none;
+  border-radius: 0;
+  box-shadow: none;
+  color: var(--jp-ui-font-color0);
+  display: block;
+  font-size: var(--jp-ui-font-size1);
+  height: 24px;
+  line-height: 14px;
+  padding: 0 25px 0 10px;
+  text-align: left;
+  -moz-appearance: none;
+  -webkit-appearance: none;
+}
+
+/* Use our own theme for hover and option styles */
+.jp-HTMLSelect.jp-DefaultStyle select:hover,
+.jp-HTMLSelect.jp-DefaultStyle select > option {
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color0);
+}
+select {
+  box-sizing: border-box;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapse {
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-top: 1px solid var(--jp-border-color2);
+  border-bottom: 1px solid var(--jp-border-color2);
+}
+
+.jp-Collapse-header {
+  padding: 1px 12px;
+  color: var(--jp-ui-font-color1);
+  background-color: var(--jp-layout-color1);
+  font-size: var(--jp-ui-font-size2);
+}
+
+.jp-Collapse-header:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-Collapse-contents {
+  padding: 0px 12px 0px 12px;
+  background-color: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  overflow: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-commandpalette-search-height: 28px;
+}
+
+/*-----------------------------------------------------------------------------
+| Overall styles
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette {
+  padding-bottom: 0px;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  /* This is needed so that all font sizing of children done in ems is
+   * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+}
+
+/*-----------------------------------------------------------------------------
+| Modal variant
+|----------------------------------------------------------------------------*/
+
+.jp-ModalCommandPalette {
+  position: absolute;
+  z-index: 10000;
+  top: 38px;
+  left: 30%;
+  margin: 0;
+  padding: 4px;
+  width: 40%;
+  box-shadow: var(--jp-elevation-z4);
+  border-radius: 4px;
+  background: var(--jp-layout-color0);
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette {
+  max-height: 40vh;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-close-icon::after {
+  display: none;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-header {
+  display: none;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-item {
+  margin-left: 4px;
+  margin-right: 4px;
+}
+
+.jp-ModalCommandPalette
+  .lm-CommandPalette
+  .lm-CommandPalette-item.lm-mod-disabled {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Search
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette-search {
+  padding: 4px;
+  background-color: var(--jp-layout-color1);
+  z-index: 2;
+}
+
+.lm-CommandPalette-wrapper {
+  overflow: overlay;
+  padding: 0px 9px;
+  background-color: var(--jp-input-active-background);
+  height: 30px;
+  box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);
+}
+
+.lm-CommandPalette.lm-mod-focused .lm-CommandPalette-wrapper {
+  box-shadow: inset 0 0 0 1px var(--jp-input-active-box-shadow-color),
+    inset 0 0 0 3px var(--jp-input-active-box-shadow-color);
+}
+
+.lm-CommandPalette-wrapper::after {
+  content: ' ';
+  color: white;
+  background-color: var(--jp-brand-color1);
+  position: absolute;
+  top: 4px;
+  right: 4px;
+  height: 30px;
+  width: 10px;
+  padding: 0px 10px;
+  background-image: var(--jp-icon-search-white);
+  background-size: 20px;
+  background-repeat: no-repeat;
+  background-position: center;
+}
+
+.lm-CommandPalette-input {
+  background: transparent;
+  width: calc(100% - 18px);
+  float: left;
+  border: none;
+  outline: none;
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  line-height: var(--jp-private-commandpalette-search-height);
+}
+
+.lm-CommandPalette-input::-webkit-input-placeholder,
+.lm-CommandPalette-input::-moz-placeholder,
+.lm-CommandPalette-input:-ms-input-placeholder {
+  color: var(--jp-ui-font-color3);
+  font-size: var(--jp-ui-font-size1);
+}
+
+/*-----------------------------------------------------------------------------
+| Results
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette-header:first-child {
+  margin-top: 0px;
+}
+
+.lm-CommandPalette-header {
+  border-bottom: solid var(--jp-border-width) var(--jp-border-color2);
+  color: var(--jp-ui-font-color1);
+  cursor: pointer;
+  display: flex;
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  letter-spacing: 1px;
+  margin-top: 8px;
+  padding: 8px 0 8px 12px;
+  text-transform: uppercase;
+}
+
+.lm-CommandPalette-header.lm-mod-active {
+  background: var(--jp-layout-color2);
+}
+
+.lm-CommandPalette-header > mark {
+  background-color: transparent;
+  font-weight: bold;
+  color: var(--jp-ui-font-color1);
+}
+
+.lm-CommandPalette-item {
+  padding: 4px 12px 4px 4px;
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  font-weight: 400;
+  display: flex;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled {
+  color: var(--jp-ui-font-color3);
+}
+
+.lm-CommandPalette-item.lm-mod-active {
+  background: var(--jp-layout-color3);
+}
+
+.lm-CommandPalette-item.lm-mod-active:hover:not(.lm-mod-disabled) {
+  background: var(--jp-layout-color4);
+}
+
+.lm-CommandPalette-item:hover:not(.lm-mod-active):not(.lm-mod-disabled) {
+  background: var(--jp-layout-color2);
+}
+
+.lm-CommandPalette-itemContent {
+  overflow: hidden;
+}
+
+.lm-CommandPalette-itemLabel > mark {
+  color: var(--jp-ui-font-color0);
+  background-color: transparent;
+  font-weight: bold;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled mark {
+  color: var(--jp-ui-font-color3);
+}
+
+.lm-CommandPalette-item .lm-CommandPalette-itemIcon {
+  margin: 0 4px 0 0;
+  position: relative;
+  width: 16px;
+  top: 2px;
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled .lm-CommandPalette-itemIcon {
+  opacity: 0.4;
+}
+
+.lm-CommandPalette-item .lm-CommandPalette-itemShortcut {
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-itemCaption {
+  display: none;
+}
+
+.lm-CommandPalette-content {
+  background-color: var(--jp-layout-color1);
+}
+
+.lm-CommandPalette-content:empty:after {
+  content: 'No results';
+  margin: auto;
+  margin-top: 20px;
+  width: 100px;
+  display: block;
+  font-size: var(--jp-ui-font-size2);
+  font-family: var(--jp-ui-font-family);
+  font-weight: lighter;
+}
+
+.lm-CommandPalette-emptyMessage {
+  text-align: center;
+  margin-top: 24px;
+  line-height: 1.32;
+  padding: 0px 8px;
+  color: var(--jp-content-font-color3);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Dialog {
+  position: absolute;
+  z-index: 10000;
+  display: flex;
+  flex-direction: column;
+  align-items: center;
+  justify-content: center;
+  top: 0px;
+  left: 0px;
+  margin: 0;
+  padding: 0;
+  width: 100%;
+  height: 100%;
+  background: var(--jp-dialog-background);
+}
+
+.jp-Dialog-content {
+  display: flex;
+  flex-direction: column;
+  margin-left: auto;
+  margin-right: auto;
+  background: var(--jp-layout-color1);
+  padding: 24px;
+  padding-bottom: 12px;
+  min-width: 300px;
+  min-height: 150px;
+  max-width: 1000px;
+  max-height: 500px;
+  box-sizing: border-box;
+  box-shadow: var(--jp-elevation-z20);
+  word-wrap: break-word;
+  border-radius: var(--jp-border-radius);
+  /* This is needed so that all font sizing of children done in ems is
+   * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color1);
+  resize: both;
+}
+
+.jp-Dialog-button {
+  overflow: visible;
+}
+
+button.jp-Dialog-button:focus {
+  outline: 1px solid var(--jp-brand-color1);
+  outline-offset: 4px;
+  -moz-outline-radius: 0px;
+}
+
+button.jp-Dialog-button:focus::-moz-focus-inner {
+  border: 0;
+}
+
+button.jp-Dialog-close-button {
+  padding: 0;
+  height: 100%;
+  min-width: unset;
+  min-height: unset;
+}
+
+.jp-Dialog-header {
+  display: flex;
+  justify-content: space-between;
+  flex: 0 0 auto;
+  padding-bottom: 12px;
+  font-size: var(--jp-ui-font-size3);
+  font-weight: 400;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-Dialog-body {
+  display: flex;
+  flex-direction: column;
+  flex: 1 1 auto;
+  font-size: var(--jp-ui-font-size1);
+  background: var(--jp-layout-color1);
+  overflow: auto;
+}
+
+.jp-Dialog-footer {
+  display: flex;
+  flex-direction: row;
+  justify-content: flex-end;
+  flex: 0 0 auto;
+  margin-left: -12px;
+  margin-right: -12px;
+  padding: 12px;
+}
+
+.jp-Dialog-title {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.jp-Dialog-body > .jp-select-wrapper {
+  width: 100%;
+}
+
+.jp-Dialog-body > button {
+  padding: 0px 16px;
+}
+
+.jp-Dialog-body > label {
+  line-height: 1.4;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-Dialog-button.jp-mod-styled:not(:last-child) {
+  margin-right: 12px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-HoverBox {
+  position: fixed;
+}
+
+.jp-HoverBox.jp-mod-outofview {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-IFrame {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-IFrame > iframe {
+  border: none;
+}
+
+/*
+When drag events occur, `p-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-IFrame {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-IFrame:before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-MainAreaWidget > :focus {
+  outline: none;
+}
+
+/**
+ * google-material-color v1.2.6
+ * https://github.com/danlevan/google-material-color
+ */
+:root {
+  --md-red-50: #ffebee;
+  --md-red-100: #ffcdd2;
+  --md-red-200: #ef9a9a;
+  --md-red-300: #e57373;
+  --md-red-400: #ef5350;
+  --md-red-500: #f44336;
+  --md-red-600: #e53935;
+  --md-red-700: #d32f2f;
+  --md-red-800: #c62828;
+  --md-red-900: #b71c1c;
+  --md-red-A100: #ff8a80;
+  --md-red-A200: #ff5252;
+  --md-red-A400: #ff1744;
+  --md-red-A700: #d50000;
+
+  --md-pink-50: #fce4ec;
+  --md-pink-100: #f8bbd0;
+  --md-pink-200: #f48fb1;
+  --md-pink-300: #f06292;
+  --md-pink-400: #ec407a;
+  --md-pink-500: #e91e63;
+  --md-pink-600: #d81b60;
+  --md-pink-700: #c2185b;
+  --md-pink-800: #ad1457;
+  --md-pink-900: #880e4f;
+  --md-pink-A100: #ff80ab;
+  --md-pink-A200: #ff4081;
+  --md-pink-A400: #f50057;
+  --md-pink-A700: #c51162;
+
+  --md-purple-50: #f3e5f5;
+  --md-purple-100: #e1bee7;
+  --md-purple-200: #ce93d8;
+  --md-purple-300: #ba68c8;
+  --md-purple-400: #ab47bc;
+  --md-purple-500: #9c27b0;
+  --md-purple-600: #8e24aa;
+  --md-purple-700: #7b1fa2;
+  --md-purple-800: #6a1b9a;
+  --md-purple-900: #4a148c;
+  --md-purple-A100: #ea80fc;
+  --md-purple-A200: #e040fb;
+  --md-purple-A400: #d500f9;
+  --md-purple-A700: #aa00ff;
+
+  --md-deep-purple-50: #ede7f6;
+  --md-deep-purple-100: #d1c4e9;
+  --md-deep-purple-200: #b39ddb;
+  --md-deep-purple-300: #9575cd;
+  --md-deep-purple-400: #7e57c2;
+  --md-deep-purple-500: #673ab7;
+  --md-deep-purple-600: #5e35b1;
+  --md-deep-purple-700: #512da8;
+  --md-deep-purple-800: #4527a0;
+  --md-deep-purple-900: #311b92;
+  --md-deep-purple-A100: #b388ff;
+  --md-deep-purple-A200: #7c4dff;
+  --md-deep-purple-A400: #651fff;
+  --md-deep-purple-A700: #6200ea;
+
+  --md-indigo-50: #e8eaf6;
+  --md-indigo-100: #c5cae9;
+  --md-indigo-200: #9fa8da;
+  --md-indigo-300: #7986cb;
+  --md-indigo-400: #5c6bc0;
+  --md-indigo-500: #3f51b5;
+  --md-indigo-600: #3949ab;
+  --md-indigo-700: #303f9f;
+  --md-indigo-800: #283593;
+  --md-indigo-900: #1a237e;
+  --md-indigo-A100: #8c9eff;
+  --md-indigo-A200: #536dfe;
+  --md-indigo-A400: #3d5afe;
+  --md-indigo-A700: #304ffe;
+
+  --md-blue-50: #e3f2fd;
+  --md-blue-100: #bbdefb;
+  --md-blue-200: #90caf9;
+  --md-blue-300: #64b5f6;
+  --md-blue-400: #42a5f5;
+  --md-blue-500: #2196f3;
+  --md-blue-600: #1e88e5;
+  --md-blue-700: #1976d2;
+  --md-blue-800: #1565c0;
+  --md-blue-900: #0d47a1;
+  --md-blue-A100: #82b1ff;
+  --md-blue-A200: #448aff;
+  --md-blue-A400: #2979ff;
+  --md-blue-A700: #2962ff;
+
+  --md-light-blue-50: #e1f5fe;
+  --md-light-blue-100: #b3e5fc;
+  --md-light-blue-200: #81d4fa;
+  --md-light-blue-300: #4fc3f7;
+  --md-light-blue-400: #29b6f6;
+  --md-light-blue-500: #03a9f4;
+  --md-light-blue-600: #039be5;
+  --md-light-blue-700: #0288d1;
+  --md-light-blue-800: #0277bd;
+  --md-light-blue-900: #01579b;
+  --md-light-blue-A100: #80d8ff;
+  --md-light-blue-A200: #40c4ff;
+  --md-light-blue-A400: #00b0ff;
+  --md-light-blue-A700: #0091ea;
+
+  --md-cyan-50: #e0f7fa;
+  --md-cyan-100: #b2ebf2;
+  --md-cyan-200: #80deea;
+  --md-cyan-300: #4dd0e1;
+  --md-cyan-400: #26c6da;
+  --md-cyan-500: #00bcd4;
+  --md-cyan-600: #00acc1;
+  --md-cyan-700: #0097a7;
+  --md-cyan-800: #00838f;
+  --md-cyan-900: #006064;
+  --md-cyan-A100: #84ffff;
+  --md-cyan-A200: #18ffff;
+  --md-cyan-A400: #00e5ff;
+  --md-cyan-A700: #00b8d4;
+
+  --md-teal-50: #e0f2f1;
+  --md-teal-100: #b2dfdb;
+  --md-teal-200: #80cbc4;
+  --md-teal-300: #4db6ac;
+  --md-teal-400: #26a69a;
+  --md-teal-500: #009688;
+  --md-teal-600: #00897b;
+  --md-teal-700: #00796b;
+  --md-teal-800: #00695c;
+  --md-teal-900: #004d40;
+  --md-teal-A100: #a7ffeb;
+  --md-teal-A200: #64ffda;
+  --md-teal-A400: #1de9b6;
+  --md-teal-A700: #00bfa5;
+
+  --md-green-50: #e8f5e9;
+  --md-green-100: #c8e6c9;
+  --md-green-200: #a5d6a7;
+  --md-green-300: #81c784;
+  --md-green-400: #66bb6a;
+  --md-green-500: #4caf50;
+  --md-green-600: #43a047;
+  --md-green-700: #388e3c;
+  --md-green-800: #2e7d32;
+  --md-green-900: #1b5e20;
+  --md-green-A100: #b9f6ca;
+  --md-green-A200: #69f0ae;
+  --md-green-A400: #00e676;
+  --md-green-A700: #00c853;
+
+  --md-light-green-50: #f1f8e9;
+  --md-light-green-100: #dcedc8;
+  --md-light-green-200: #c5e1a5;
+  --md-light-green-300: #aed581;
+  --md-light-green-400: #9ccc65;
+  --md-light-green-500: #8bc34a;
+  --md-light-green-600: #7cb342;
+  --md-light-green-700: #689f38;
+  --md-light-green-800: #558b2f;
+  --md-light-green-900: #33691e;
+  --md-light-green-A100: #ccff90;
+  --md-light-green-A200: #b2ff59;
+  --md-light-green-A400: #76ff03;
+  --md-light-green-A700: #64dd17;
+
+  --md-lime-50: #f9fbe7;
+  --md-lime-100: #f0f4c3;
+  --md-lime-200: #e6ee9c;
+  --md-lime-300: #dce775;
+  --md-lime-400: #d4e157;
+  --md-lime-500: #cddc39;
+  --md-lime-600: #c0ca33;
+  --md-lime-700: #afb42b;
+  --md-lime-800: #9e9d24;
+  --md-lime-900: #827717;
+  --md-lime-A100: #f4ff81;
+  --md-lime-A200: #eeff41;
+  --md-lime-A400: #c6ff00;
+  --md-lime-A700: #aeea00;
+
+  --md-yellow-50: #fffde7;
+  --md-yellow-100: #fff9c4;
+  --md-yellow-200: #fff59d;
+  --md-yellow-300: #fff176;
+  --md-yellow-400: #ffee58;
+  --md-yellow-500: #ffeb3b;
+  --md-yellow-600: #fdd835;
+  --md-yellow-700: #fbc02d;
+  --md-yellow-800: #f9a825;
+  --md-yellow-900: #f57f17;
+  --md-yellow-A100: #ffff8d;
+  --md-yellow-A200: #ffff00;
+  --md-yellow-A400: #ffea00;
+  --md-yellow-A700: #ffd600;
+
+  --md-amber-50: #fff8e1;
+  --md-amber-100: #ffecb3;
+  --md-amber-200: #ffe082;
+  --md-amber-300: #ffd54f;
+  --md-amber-400: #ffca28;
+  --md-amber-500: #ffc107;
+  --md-amber-600: #ffb300;
+  --md-amber-700: #ffa000;
+  --md-amber-800: #ff8f00;
+  --md-amber-900: #ff6f00;
+  --md-amber-A100: #ffe57f;
+  --md-amber-A200: #ffd740;
+  --md-amber-A400: #ffc400;
+  --md-amber-A700: #ffab00;
+
+  --md-orange-50: #fff3e0;
+  --md-orange-100: #ffe0b2;
+  --md-orange-200: #ffcc80;
+  --md-orange-300: #ffb74d;
+  --md-orange-400: #ffa726;
+  --md-orange-500: #ff9800;
+  --md-orange-600: #fb8c00;
+  --md-orange-700: #f57c00;
+  --md-orange-800: #ef6c00;
+  --md-orange-900: #e65100;
+  --md-orange-A100: #ffd180;
+  --md-orange-A200: #ffab40;
+  --md-orange-A400: #ff9100;
+  --md-orange-A700: #ff6d00;
+
+  --md-deep-orange-50: #fbe9e7;
+  --md-deep-orange-100: #ffccbc;
+  --md-deep-orange-200: #ffab91;
+  --md-deep-orange-300: #ff8a65;
+  --md-deep-orange-400: #ff7043;
+  --md-deep-orange-500: #ff5722;
+  --md-deep-orange-600: #f4511e;
+  --md-deep-orange-700: #e64a19;
+  --md-deep-orange-800: #d84315;
+  --md-deep-orange-900: #bf360c;
+  --md-deep-orange-A100: #ff9e80;
+  --md-deep-orange-A200: #ff6e40;
+  --md-deep-orange-A400: #ff3d00;
+  --md-deep-orange-A700: #dd2c00;
+
+  --md-brown-50: #efebe9;
+  --md-brown-100: #d7ccc8;
+  --md-brown-200: #bcaaa4;
+  --md-brown-300: #a1887f;
+  --md-brown-400: #8d6e63;
+  --md-brown-500: #795548;
+  --md-brown-600: #6d4c41;
+  --md-brown-700: #5d4037;
+  --md-brown-800: #4e342e;
+  --md-brown-900: #3e2723;
+
+  --md-grey-50: #fafafa;
+  --md-grey-100: #f5f5f5;
+  --md-grey-200: #eeeeee;
+  --md-grey-300: #e0e0e0;
+  --md-grey-400: #bdbdbd;
+  --md-grey-500: #9e9e9e;
+  --md-grey-600: #757575;
+  --md-grey-700: #616161;
+  --md-grey-800: #424242;
+  --md-grey-900: #212121;
+
+  --md-blue-grey-50: #eceff1;
+  --md-blue-grey-100: #cfd8dc;
+  --md-blue-grey-200: #b0bec5;
+  --md-blue-grey-300: #90a4ae;
+  --md-blue-grey-400: #78909c;
+  --md-blue-grey-500: #607d8b;
+  --md-blue-grey-600: #546e7a;
+  --md-blue-grey-700: #455a64;
+  --md-blue-grey-800: #37474f;
+  --md-blue-grey-900: #263238;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Spinner {
+  position: absolute;
+  display: flex;
+  justify-content: center;
+  align-items: center;
+  z-index: 10;
+  left: 0;
+  top: 0;
+  width: 100%;
+  height: 100%;
+  background: var(--jp-layout-color0);
+  outline: none;
+}
+
+.jp-SpinnerContent {
+  font-size: 10px;
+  margin: 50px auto;
+  text-indent: -9999em;
+  width: 3em;
+  height: 3em;
+  border-radius: 50%;
+  background: var(--jp-brand-color3);
+  background: linear-gradient(
+    to right,
+    #f37626 10%,
+    rgba(255, 255, 255, 0) 42%
+  );
+  position: relative;
+  animation: load3 1s infinite linear, fadeIn 1s;
+}
+
+.jp-SpinnerContent:before {
+  width: 50%;
+  height: 50%;
+  background: #f37626;
+  border-radius: 100% 0 0 0;
+  position: absolute;
+  top: 0;
+  left: 0;
+  content: '';
+}
+
+.jp-SpinnerContent:after {
+  background: var(--jp-layout-color0);
+  width: 75%;
+  height: 75%;
+  border-radius: 50%;
+  content: '';
+  margin: auto;
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  right: 0;
+}
+
+@keyframes fadeIn {
+  0% {
+    opacity: 0;
+  }
+  100% {
+    opacity: 1;
+  }
+}
+
+@keyframes load3 {
+  0% {
+    transform: rotate(0deg);
+  }
+  100% {
+    transform: rotate(360deg);
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+button.jp-mod-styled {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  border: none;
+  box-sizing: border-box;
+  text-align: center;
+  line-height: 32px;
+  height: 32px;
+  padding: 0px 12px;
+  letter-spacing: 0.8px;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+input.jp-mod-styled {
+  background: var(--jp-input-background);
+  height: 28px;
+  box-sizing: border-box;
+  border: var(--jp-border-width) solid var(--jp-border-color1);
+  padding-left: 7px;
+  padding-right: 7px;
+  font-size: var(--jp-ui-font-size2);
+  color: var(--jp-ui-font-color0);
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+input.jp-mod-styled:focus {
+  border: var(--jp-border-width) solid var(--md-blue-500);
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-select-wrapper {
+  display: flex;
+  position: relative;
+  flex-direction: column;
+  padding: 1px;
+  background-color: var(--jp-layout-color1);
+  height: 28px;
+  box-sizing: border-box;
+  margin-bottom: 12px;
+}
+
+.jp-select-wrapper.jp-mod-focused select.jp-mod-styled {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+  background-color: var(--jp-input-active-background);
+}
+
+select.jp-mod-styled:hover {
+  background-color: var(--jp-layout-color1);
+  cursor: pointer;
+  color: var(--jp-ui-font-color0);
+  background-color: var(--jp-input-hover-background);
+  box-shadow: inset 0 0px 1px rgba(0, 0, 0, 0.5);
+}
+
+select.jp-mod-styled {
+  flex: 1 1 auto;
+  height: 32px;
+  width: 100%;
+  font-size: var(--jp-ui-font-size2);
+  background: var(--jp-input-background);
+  color: var(--jp-ui-font-color0);
+  padding: 0 25px 0 8px;
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  border-radius: 0px;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-toolbar-height: calc(
+    28px + var(--jp-border-width)
+  ); /* leave 28px for content */
+}
+
+.jp-Toolbar {
+  color: var(--jp-ui-font-color1);
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  background: var(--jp-toolbar-background);
+  min-height: var(--jp-toolbar-micro-height);
+  padding: 2px;
+  z-index: 1;
+  overflow-x: hidden;
+}
+
+.jp-Toolbar:hover {
+  overflow-x: auto;
+}
+
+/* Toolbar items */
+
+.jp-Toolbar > .jp-Toolbar-item.jp-Toolbar-spacer {
+  flex-grow: 1;
+  flex-shrink: 1;
+}
+
+.jp-Toolbar-item.jp-Toolbar-kernelStatus {
+  display: inline-block;
+  width: 32px;
+  background-repeat: no-repeat;
+  background-position: center;
+  background-size: 16px;
+}
+
+.jp-Toolbar > .jp-Toolbar-item {
+  flex: 0 0 auto;
+  display: flex;
+  padding-left: 1px;
+  padding-right: 1px;
+  font-size: var(--jp-ui-font-size1);
+  line-height: var(--jp-private-toolbar-height);
+  height: 100%;
+}
+
+/* Toolbar buttons */
+
+/* This is the div we use to wrap the react component into a Widget */
+div.jp-ToolbarButton {
+  color: transparent;
+  border: none;
+  box-sizing: border-box;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  padding: 0px;
+  margin: 0px;
+}
+
+button.jp-ToolbarButtonComponent {
+  background: var(--jp-layout-color1);
+  border: none;
+  box-sizing: border-box;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  padding: 0px 6px;
+  margin: 0px;
+  height: 24px;
+  border-radius: var(--jp-border-radius);
+  display: flex;
+  align-items: center;
+  text-align: center;
+  font-size: 14px;
+  min-width: unset;
+  min-height: unset;
+}
+
+button.jp-ToolbarButtonComponent:disabled {
+  opacity: 0.4;
+}
+
+button.jp-ToolbarButtonComponent span {
+  padding: 0px;
+  flex: 0 0 auto;
+}
+
+button.jp-ToolbarButtonComponent .jp-ToolbarButtonComponent-label {
+  font-size: var(--jp-ui-font-size1);
+  line-height: 100%;
+  padding-left: 2px;
+  color: var(--jp-ui-font-color1);
+}
+
+#jp-main-dock-panel[data-mode='single-document']
+  .jp-MainAreaWidget
+  > .jp-Toolbar.jp-Toolbar-micro {
+  padding: 0;
+  min-height: 0;
+}
+
+#jp-main-dock-panel[data-mode='single-document']
+  .jp-MainAreaWidget
+  > .jp-Toolbar {
+  border: none;
+  box-shadow: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ body.p-mod-override-cursor *, /* </DEPRECATED> */
+body.lm-mod-override-cursor * {
+  cursor: inherit !important;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-JSONEditor {
+  display: flex;
+  flex-direction: column;
+  width: 100%;
+}
+
+.jp-JSONEditor-host {
+  flex: 1 1 auto;
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  border-radius: 0px;
+  background: var(--jp-layout-color0);
+  min-height: 50px;
+  padding: 1px;
+}
+
+.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {
+  border-color: red;
+  outline-color: red;
+}
+
+.jp-JSONEditor-header {
+  display: flex;
+  flex: 1 0 auto;
+  padding: 0 0 0 12px;
+}
+
+.jp-JSONEditor-header label {
+  flex: 0 0 auto;
+}
+
+.jp-JSONEditor-commitButton {
+  height: 16px;
+  width: 16px;
+  background-size: 18px;
+  background-repeat: no-repeat;
+  background-position: center;
+}
+
+.jp-JSONEditor-host.jp-mod-focused {
+  background-color: var(--jp-input-active-background);
+  border: 1px solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+.jp-Editor.jp-mod-dropTarget {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+/* BASICS */
+
+.CodeMirror {
+  /* Set height, width, borders, and global font properties here */
+  font-family: monospace;
+  height: 300px;
+  color: black;
+  direction: ltr;
+}
+
+/* PADDING */
+
+.CodeMirror-lines {
+  padding: 4px 0; /* Vertical padding around content */
+}
+.CodeMirror pre.CodeMirror-line,
+.CodeMirror pre.CodeMirror-line-like {
+  padding: 0 4px; /* Horizontal padding of content */
+}
+
+.CodeMirror-scrollbar-filler, .CodeMirror-gutter-filler {
+  background-color: white; /* The little square between H and V scrollbars */
+}
+
+/* GUTTER */
+
+.CodeMirror-gutters {
+  border-right: 1px solid #ddd;
+  background-color: #f7f7f7;
+  white-space: nowrap;
+}
+.CodeMirror-linenumbers {}
+.CodeMirror-linenumber {
+  padding: 0 3px 0 5px;
+  min-width: 20px;
+  text-align: right;
+  color: #999;
+  white-space: nowrap;
+}
+
+.CodeMirror-guttermarker { color: black; }
+.CodeMirror-guttermarker-subtle { color: #999; }
+
+/* CURSOR */
+
+.CodeMirror-cursor {
+  border-left: 1px solid black;
+  border-right: none;
+  width: 0;
+}
+/* Shown when moving in bi-directional text */
+.CodeMirror div.CodeMirror-secondarycursor {
+  border-left: 1px solid silver;
+}
+.cm-fat-cursor .CodeMirror-cursor {
+  width: auto;
+  border: 0 !important;
+  background: #7e7;
+}
+.cm-fat-cursor div.CodeMirror-cursors {
+  z-index: 1;
+}
+.cm-fat-cursor-mark {
+  background-color: rgba(20, 255, 20, 0.5);
+  -webkit-animation: blink 1.06s steps(1) infinite;
+  -moz-animation: blink 1.06s steps(1) infinite;
+  animation: blink 1.06s steps(1) infinite;
+}
+.cm-animate-fat-cursor {
+  width: auto;
+  border: 0;
+  -webkit-animation: blink 1.06s steps(1) infinite;
+  -moz-animation: blink 1.06s steps(1) infinite;
+  animation: blink 1.06s steps(1) infinite;
+  background-color: #7e7;
+}
+@-moz-keyframes blink {
+  0% {}
+  50% { background-color: transparent; }
+  100% {}
+}
+@-webkit-keyframes blink {
+  0% {}
+  50% { background-color: transparent; }
+  100% {}
+}
+@keyframes blink {
+  0% {}
+  50% { background-color: transparent; }
+  100% {}
+}
+
+/* Can style cursor different in overwrite (non-insert) mode */
+.CodeMirror-overwrite .CodeMirror-cursor {}
+
+.cm-tab { display: inline-block; text-decoration: inherit; }
+
+.CodeMirror-rulers {
+  position: absolute;
+  left: 0; right: 0; top: -50px; bottom: 0;
+  overflow: hidden;
+}
+.CodeMirror-ruler {
+  border-left: 1px solid #ccc;
+  top: 0; bottom: 0;
+  position: absolute;
+}
+
+/* DEFAULT THEME */
+
+.cm-s-default .cm-header {color: blue;}
+.cm-s-default .cm-quote {color: #090;}
+.cm-negative {color: #d44;}
+.cm-positive {color: #292;}
+.cm-header, .cm-strong {font-weight: bold;}
+.cm-em {font-style: italic;}
+.cm-link {text-decoration: underline;}
+.cm-strikethrough {text-decoration: line-through;}
+
+.cm-s-default .cm-keyword {color: #708;}
+.cm-s-default .cm-atom {color: #219;}
+.cm-s-default .cm-number {color: #164;}
+.cm-s-default .cm-def {color: #00f;}
+.cm-s-default .cm-variable,
+.cm-s-default .cm-punctuation,
+.cm-s-default .cm-property,
+.cm-s-default .cm-operator {}
+.cm-s-default .cm-variable-2 {color: #05a;}
+.cm-s-default .cm-variable-3, .cm-s-default .cm-type {color: #085;}
+.cm-s-default .cm-comment {color: #a50;}
+.cm-s-default .cm-string {color: #a11;}
+.cm-s-default .cm-string-2 {color: #f50;}
+.cm-s-default .cm-meta {color: #555;}
+.cm-s-default .cm-qualifier {color: #555;}
+.cm-s-default .cm-builtin {color: #30a;}
+.cm-s-default .cm-bracket {color: #997;}
+.cm-s-default .cm-tag {color: #170;}
+.cm-s-default .cm-attribute {color: #00c;}
+.cm-s-default .cm-hr {color: #999;}
+.cm-s-default .cm-link {color: #00c;}
+
+.cm-s-default .cm-error {color: #f00;}
+.cm-invalidchar {color: #f00;}
+
+.CodeMirror-composing { border-bottom: 2px solid; }
+
+/* Default styles for common addons */
+
+div.CodeMirror span.CodeMirror-matchingbracket {color: #0b0;}
+div.CodeMirror span.CodeMirror-nonmatchingbracket {color: #a22;}
+.CodeMirror-matchingtag { background: rgba(255, 150, 0, .3); }
+.CodeMirror-activeline-background {background: #e8f2ff;}
+
+/* STOP */
+
+/* The rest of this file contains styles related to the mechanics of
+   the editor. You probably shouldn't touch them. */
+
+.CodeMirror {
+  position: relative;
+  overflow: hidden;
+  background: white;
+}
+
+.CodeMirror-scroll {
+  overflow: scroll !important; /* Things will break if this is overridden */
+  /* 50px is the magic margin used to hide the element's real scrollbars */
+  /* See overflow: hidden in .CodeMirror */
+  margin-bottom: -50px; margin-right: -50px;
+  padding-bottom: 50px;
+  height: 100%;
+  outline: none; /* Prevent dragging from highlighting the element */
+  position: relative;
+}
+.CodeMirror-sizer {
+  position: relative;
+  border-right: 50px solid transparent;
+}
+
+/* The fake, visible scrollbars. Used to force redraw during scrolling
+   before actual scrolling happens, thus preventing shaking and
+   flickering artifacts. */
+.CodeMirror-vscrollbar, .CodeMirror-hscrollbar, .CodeMirror-scrollbar-filler, .CodeMirror-gutter-filler {
+  position: absolute;
+  z-index: 6;
+  display: none;
+}
+.CodeMirror-vscrollbar {
+  right: 0; top: 0;
+  overflow-x: hidden;
+  overflow-y: scroll;
+}
+.CodeMirror-hscrollbar {
+  bottom: 0; left: 0;
+  overflow-y: hidden;
+  overflow-x: scroll;
+}
+.CodeMirror-scrollbar-filler {
+  right: 0; bottom: 0;
+}
+.CodeMirror-gutter-filler {
+  left: 0; bottom: 0;
+}
+
+.CodeMirror-gutters {
+  position: absolute; left: 0; top: 0;
+  min-height: 100%;
+  z-index: 3;
+}
+.CodeMirror-gutter {
+  white-space: normal;
+  height: 100%;
+  display: inline-block;
+  vertical-align: top;
+  margin-bottom: -50px;
+}
+.CodeMirror-gutter-wrapper {
+  position: absolute;
+  z-index: 4;
+  background: none !important;
+  border: none !important;
+}
+.CodeMirror-gutter-background {
+  position: absolute;
+  top: 0; bottom: 0;
+  z-index: 4;
+}
+.CodeMirror-gutter-elt {
+  position: absolute;
+  cursor: default;
+  z-index: 4;
+}
+.CodeMirror-gutter-wrapper ::selection { background-color: transparent }
+.CodeMirror-gutter-wrapper ::-moz-selection { background-color: transparent }
+
+.CodeMirror-lines {
+  cursor: text;
+  min-height: 1px; /* prevents collapsing before first draw */
+}
+.CodeMirror pre.CodeMirror-line,
+.CodeMirror pre.CodeMirror-line-like {
+  /* Reset some styles that the rest of the page might have set */
+  -moz-border-radius: 0; -webkit-border-radius: 0; border-radius: 0;
+  border-width: 0;
+  background: transparent;
+  font-family: inherit;
+  font-size: inherit;
+  margin: 0;
+  white-space: pre;
+  word-wrap: normal;
+  line-height: inherit;
+  color: inherit;
+  z-index: 2;
+  position: relative;
+  overflow: visible;
+  -webkit-tap-highlight-color: transparent;
+  -webkit-font-variant-ligatures: contextual;
+  font-variant-ligatures: contextual;
+}
+.CodeMirror-wrap pre.CodeMirror-line,
+.CodeMirror-wrap pre.CodeMirror-line-like {
+  word-wrap: break-word;
+  white-space: pre-wrap;
+  word-break: normal;
+}
+
+.CodeMirror-linebackground {
+  position: absolute;
+  left: 0; right: 0; top: 0; bottom: 0;
+  z-index: 0;
+}
+
+.CodeMirror-linewidget {
+  position: relative;
+  z-index: 2;
+  padding: 0.1px; /* Force widget margins to stay inside of the container */
+}
+
+.CodeMirror-widget {}
+
+.CodeMirror-rtl pre { direction: rtl; }
+
+.CodeMirror-code {
+  outline: none;
+}
+
+/* Force content-box sizing for the elements where we expect it */
+.CodeMirror-scroll,
+.CodeMirror-sizer,
+.CodeMirror-gutter,
+.CodeMirror-gutters,
+.CodeMirror-linenumber {
+  -moz-box-sizing: content-box;
+  box-sizing: content-box;
+}
+
+.CodeMirror-measure {
+  position: absolute;
+  width: 100%;
+  height: 0;
+  overflow: hidden;
+  visibility: hidden;
+}
+
+.CodeMirror-cursor {
+  position: absolute;
+  pointer-events: none;
+}
+.CodeMirror-measure pre { position: static; }
+
+div.CodeMirror-cursors {
+  visibility: hidden;
+  position: relative;
+  z-index: 3;
+}
+div.CodeMirror-dragcursors {
+  visibility: visible;
+}
+
+.CodeMirror-focused div.CodeMirror-cursors {
+  visibility: visible;
+}
+
+.CodeMirror-selected { background: #d9d9d9; }
+.CodeMirror-focused .CodeMirror-selected { background: #d7d4f0; }
+.CodeMirror-crosshair { cursor: crosshair; }
+.CodeMirror-line::selection, .CodeMirror-line > span::selection, .CodeMirror-line > span > span::selection { background: #d7d4f0; }
+.CodeMirror-line::-moz-selection, .CodeMirror-line > span::-moz-selection, .CodeMirror-line > span > span::-moz-selection { background: #d7d4f0; }
+
+.cm-searching {
+  background-color: #ffa;
+  background-color: rgba(255, 255, 0, .4);
+}
+
+/* Used to force a border model for a node */
+.cm-force-border { padding-right: .1px; }
+
+@media print {
+  /* Hide the cursor when printing */
+  .CodeMirror div.CodeMirror-cursors {
+    visibility: hidden;
+  }
+}
+
+/* See issue #2901 */
+.cm-tab-wrap-hack:after { content: ''; }
+
+/* Help users use markselection to safely style text background */
+span.CodeMirror-selectedtext { background: none; }
+
+.CodeMirror-dialog {
+  position: absolute;
+  left: 0; right: 0;
+  background: inherit;
+  z-index: 15;
+  padding: .1em .8em;
+  overflow: hidden;
+  color: inherit;
+}
+
+.CodeMirror-dialog-top {
+  border-bottom: 1px solid #eee;
+  top: 0;
+}
+
+.CodeMirror-dialog-bottom {
+  border-top: 1px solid #eee;
+  bottom: 0;
+}
+
+.CodeMirror-dialog input {
+  border: none;
+  outline: none;
+  background: transparent;
+  width: 20em;
+  color: inherit;
+  font-family: monospace;
+}
+
+.CodeMirror-dialog button {
+  font-size: 70%;
+}
+
+.CodeMirror-foldmarker {
+  color: blue;
+  text-shadow: #b9f 1px 1px 2px, #b9f -1px -1px 2px, #b9f 1px -1px 2px, #b9f -1px 1px 2px;
+  font-family: arial;
+  line-height: .3;
+  cursor: pointer;
+}
+.CodeMirror-foldgutter {
+  width: .7em;
+}
+.CodeMirror-foldgutter-open,
+.CodeMirror-foldgutter-folded {
+  cursor: pointer;
+}
+.CodeMirror-foldgutter-open:after {
+  content: "\25BE";
+}
+.CodeMirror-foldgutter-folded:after {
+  content: "\25B8";
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.CodeMirror {
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  font-family: var(--jp-code-font-family);
+  border: 0;
+  border-radius: 0;
+  height: auto;
+  /* Changed to auto to autogrow */
+}
+
+.CodeMirror pre {
+  padding: 0 var(--jp-code-padding);
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-dialog {
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+}
+
+/* This causes https://github.com/jupyter/jupyterlab/issues/522 */
+/* May not cause it not because we changed it! */
+.CodeMirror-lines {
+  padding: var(--jp-code-padding) 0;
+}
+
+.CodeMirror-linenumber {
+  padding: 0 8px;
+}
+
+.jp-CodeMirrorEditor {
+  cursor: text;
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {
+  border-left: var(--jp-code-cursor-width0) solid var(--jp-editor-cursor-color);
+}
+
+/* When zoomed out 67% and 33% on a screen of 1440 width x 900 height */
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {
+    border-left: var(--jp-code-cursor-width1) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+/* When zoomed out less than 33% */
+@media screen and (min-width: 4320px) {
+  .jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {
+    border-left: var(--jp-code-cursor-width2) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+.CodeMirror.jp-mod-readOnly .CodeMirror-cursor {
+  display: none;
+}
+
+.CodeMirror-gutters {
+  border-right: 1px solid var(--jp-border-color2);
+  background-color: var(--jp-layout-color0);
+}
+
+.jp-CollaboratorCursor {
+  border-left: 5px solid transparent;
+  border-right: 5px solid transparent;
+  border-top: none;
+  border-bottom: 3px solid;
+  background-clip: content-box;
+  margin-left: -5px;
+  margin-right: -5px;
+}
+
+.CodeMirror-selectedtext.cm-searching {
+  background-color: var(--jp-search-selected-match-background-color) !important;
+  color: var(--jp-search-selected-match-color) !important;
+}
+
+.cm-searching {
+  background-color: var(
+    --jp-search-unselected-match-background-color
+  ) !important;
+  color: var(--jp-search-unselected-match-color) !important;
+}
+
+.CodeMirror-focused .CodeMirror-selected {
+  background-color: var(--jp-editor-selected-focused-background);
+}
+
+.CodeMirror-selected {
+  background-color: var(--jp-editor-selected-background);
+}
+
+.jp-CollaboratorCursor-hover {
+  position: absolute;
+  z-index: 1;
+  transform: translateX(-50%);
+  color: white;
+  border-radius: 3px;
+  padding-left: 4px;
+  padding-right: 4px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+  text-align: center;
+  font-size: var(--jp-ui-font-size1);
+  white-space: nowrap;
+}
+
+.jp-CodeMirror-ruler {
+  border-left: 1px dashed var(--jp-border-color2);
+}
+
+/**
+ * Here is our jupyter theme for CodeMirror syntax highlighting
+ * This is used in our marked.js syntax highlighting and CodeMirror itself
+ * The string "jupyter" is set in ../codemirror/widget.DEFAULT_CODEMIRROR_THEME
+ * This came from the classic notebook, which came form highlight.js/GitHub
+ */
+
+/**
+ * CodeMirror themes are handling the background/color in this way. This works
+ * fine for CodeMirror editors outside the notebook, but the notebook styles
+ * these things differently.
+ */
+.CodeMirror.cm-s-jupyter {
+  background: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+}
+
+/* In the notebook, we want this styling to be handled by its container */
+.jp-CodeConsole .CodeMirror.cm-s-jupyter,
+.jp-Notebook .CodeMirror.cm-s-jupyter {
+  background: transparent;
+}
+
+.cm-s-jupyter .CodeMirror-cursor {
+  border-left: var(--jp-code-cursor-width0) solid var(--jp-editor-cursor-color);
+}
+.cm-s-jupyter span.cm-keyword {
+  color: var(--jp-mirror-editor-keyword-color);
+  font-weight: bold;
+}
+.cm-s-jupyter span.cm-atom {
+  color: var(--jp-mirror-editor-atom-color);
+}
+.cm-s-jupyter span.cm-number {
+  color: var(--jp-mirror-editor-number-color);
+}
+.cm-s-jupyter span.cm-def {
+  color: var(--jp-mirror-editor-def-color);
+}
+.cm-s-jupyter span.cm-variable {
+  color: var(--jp-mirror-editor-variable-color);
+}
+.cm-s-jupyter span.cm-variable-2 {
+  color: var(--jp-mirror-editor-variable-2-color);
+}
+.cm-s-jupyter span.cm-variable-3 {
+  color: var(--jp-mirror-editor-variable-3-color);
+}
+.cm-s-jupyter span.cm-punctuation {
+  color: var(--jp-mirror-editor-punctuation-color);
+}
+.cm-s-jupyter span.cm-property {
+  color: var(--jp-mirror-editor-property-color);
+}
+.cm-s-jupyter span.cm-operator {
+  color: var(--jp-mirror-editor-operator-color);
+  font-weight: bold;
+}
+.cm-s-jupyter span.cm-comment {
+  color: var(--jp-mirror-editor-comment-color);
+  font-style: italic;
+}
+.cm-s-jupyter span.cm-string {
+  color: var(--jp-mirror-editor-string-color);
+}
+.cm-s-jupyter span.cm-string-2 {
+  color: var(--jp-mirror-editor-string-2-color);
+}
+.cm-s-jupyter span.cm-meta {
+  color: var(--jp-mirror-editor-meta-color);
+}
+.cm-s-jupyter span.cm-qualifier {
+  color: var(--jp-mirror-editor-qualifier-color);
+}
+.cm-s-jupyter span.cm-builtin {
+  color: var(--jp-mirror-editor-builtin-color);
+}
+.cm-s-jupyter span.cm-bracket {
+  color: var(--jp-mirror-editor-bracket-color);
+}
+.cm-s-jupyter span.cm-tag {
+  color: var(--jp-mirror-editor-tag-color);
+}
+.cm-s-jupyter span.cm-attribute {
+  color: var(--jp-mirror-editor-attribute-color);
+}
+.cm-s-jupyter span.cm-header {
+  color: var(--jp-mirror-editor-header-color);
+}
+.cm-s-jupyter span.cm-quote {
+  color: var(--jp-mirror-editor-quote-color);
+}
+.cm-s-jupyter span.cm-link {
+  color: var(--jp-mirror-editor-link-color);
+}
+.cm-s-jupyter span.cm-error {
+  color: var(--jp-mirror-editor-error-color);
+}
+.cm-s-jupyter span.cm-hr {
+  color: #999;
+}
+
+.cm-s-jupyter span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+
+.cm-s-jupyter .CodeMirror-activeline-background,
+.cm-s-jupyter .CodeMirror-gutter {
+  background-color: var(--jp-layout-color2);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| RenderedText
+|----------------------------------------------------------------------------*/
+
+:root {
+  /* This is the padding value to fill the gaps between lines containing spans with background color. */
+  --jp-private-code-span-padding: calc(
+    (var(--jp-code-line-height) - 1) * var(--jp-code-font-size) / 2
+  );
+}
+
+.jp-RenderedText {
+  text-align: left;
+  padding-left: var(--jp-code-padding);
+  line-height: var(--jp-code-line-height);
+  font-family: var(--jp-code-font-family);
+}
+
+.jp-RenderedText pre,
+.jp-RenderedJavaScript pre,
+.jp-RenderedHTMLCommon pre {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-code-font-size);
+  border: none;
+  margin: 0px;
+  padding: 0px;
+}
+
+.jp-RenderedText pre a:link {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+.jp-RenderedText pre a:hover {
+  text-decoration: underline;
+  color: var(--jp-content-link-color);
+}
+.jp-RenderedText pre a:visited {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+/* console foregrounds and backgrounds */
+.jp-RenderedText pre .ansi-black-fg {
+  color: #3e424d;
+}
+.jp-RenderedText pre .ansi-red-fg {
+  color: #e75c58;
+}
+.jp-RenderedText pre .ansi-green-fg {
+  color: #00a250;
+}
+.jp-RenderedText pre .ansi-yellow-fg {
+  color: #ddb62b;
+}
+.jp-RenderedText pre .ansi-blue-fg {
+  color: #208ffb;
+}
+.jp-RenderedText pre .ansi-magenta-fg {
+  color: #d160c4;
+}
+.jp-RenderedText pre .ansi-cyan-fg {
+  color: #60c6c8;
+}
+.jp-RenderedText pre .ansi-white-fg {
+  color: #c5c1b4;
+}
+
+.jp-RenderedText pre .ansi-black-bg {
+  background-color: #3e424d;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-red-bg {
+  background-color: #e75c58;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-green-bg {
+  background-color: #00a250;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-yellow-bg {
+  background-color: #ddb62b;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-blue-bg {
+  background-color: #208ffb;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-magenta-bg {
+  background-color: #d160c4;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-cyan-bg {
+  background-color: #60c6c8;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-white-bg {
+  background-color: #c5c1b4;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-black-intense-fg {
+  color: #282c36;
+}
+.jp-RenderedText pre .ansi-red-intense-fg {
+  color: #b22b31;
+}
+.jp-RenderedText pre .ansi-green-intense-fg {
+  color: #007427;
+}
+.jp-RenderedText pre .ansi-yellow-intense-fg {
+  color: #b27d12;
+}
+.jp-RenderedText pre .ansi-blue-intense-fg {
+  color: #0065ca;
+}
+.jp-RenderedText pre .ansi-magenta-intense-fg {
+  color: #a03196;
+}
+.jp-RenderedText pre .ansi-cyan-intense-fg {
+  color: #258f8f;
+}
+.jp-RenderedText pre .ansi-white-intense-fg {
+  color: #a1a6b2;
+}
+
+.jp-RenderedText pre .ansi-black-intense-bg {
+  background-color: #282c36;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-red-intense-bg {
+  background-color: #b22b31;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-green-intense-bg {
+  background-color: #007427;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-yellow-intense-bg {
+  background-color: #b27d12;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-blue-intense-bg {
+  background-color: #0065ca;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-magenta-intense-bg {
+  background-color: #a03196;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-cyan-intense-bg {
+  background-color: #258f8f;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-white-intense-bg {
+  background-color: #a1a6b2;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-default-inverse-fg {
+  color: var(--jp-ui-inverse-font-color0);
+}
+.jp-RenderedText pre .ansi-default-inverse-bg {
+  background-color: var(--jp-inverse-layout-color0);
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-bold {
+  font-weight: bold;
+}
+.jp-RenderedText pre .ansi-underline {
+  text-decoration: underline;
+}
+
+.jp-RenderedText[data-mime-type='application/vnd.jupyter.stderr'] {
+  background: var(--jp-rendermime-error-background);
+  padding-top: var(--jp-code-padding);
+}
+
+/*-----------------------------------------------------------------------------
+| RenderedLatex
+|----------------------------------------------------------------------------*/
+
+.jp-RenderedLatex {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-content-font-size1);
+  line-height: var(--jp-content-line-height);
+}
+
+/* Left-justify outputs.*/
+.jp-OutputArea-output.jp-RenderedLatex {
+  padding: var(--jp-code-padding);
+  text-align: left;
+}
+
+/*-----------------------------------------------------------------------------
+| RenderedHTML
+|----------------------------------------------------------------------------*/
+
+.jp-RenderedHTMLCommon {
+  color: var(--jp-content-font-color1);
+  font-family: var(--jp-content-font-family);
+  font-size: var(--jp-content-font-size1);
+  line-height: var(--jp-content-line-height);
+  /* Give a bit more R padding on Markdown text to keep line lengths reasonable */
+  padding-right: 20px;
+}
+
+.jp-RenderedHTMLCommon em {
+  font-style: italic;
+}
+
+.jp-RenderedHTMLCommon strong {
+  font-weight: bold;
+}
+
+.jp-RenderedHTMLCommon u {
+  text-decoration: underline;
+}
+
+.jp-RenderedHTMLCommon a:link {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+.jp-RenderedHTMLCommon a:hover {
+  text-decoration: underline;
+  color: var(--jp-content-link-color);
+}
+
+.jp-RenderedHTMLCommon a:visited {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+/* Headings */
+
+.jp-RenderedHTMLCommon h1,
+.jp-RenderedHTMLCommon h2,
+.jp-RenderedHTMLCommon h3,
+.jp-RenderedHTMLCommon h4,
+.jp-RenderedHTMLCommon h5,
+.jp-RenderedHTMLCommon h6 {
+  line-height: var(--jp-content-heading-line-height);
+  font-weight: var(--jp-content-heading-font-weight);
+  font-style: normal;
+  margin: var(--jp-content-heading-margin-top) 0
+    var(--jp-content-heading-margin-bottom) 0;
+}
+
+.jp-RenderedHTMLCommon h1:first-child,
+.jp-RenderedHTMLCommon h2:first-child,
+.jp-RenderedHTMLCommon h3:first-child,
+.jp-RenderedHTMLCommon h4:first-child,
+.jp-RenderedHTMLCommon h5:first-child,
+.jp-RenderedHTMLCommon h6:first-child {
+  margin-top: calc(0.5 * var(--jp-content-heading-margin-top));
+}
+
+.jp-RenderedHTMLCommon h1:last-child,
+.jp-RenderedHTMLCommon h2:last-child,
+.jp-RenderedHTMLCommon h3:last-child,
+.jp-RenderedHTMLCommon h4:last-child,
+.jp-RenderedHTMLCommon h5:last-child,
+.jp-RenderedHTMLCommon h6:last-child {
+  margin-bottom: calc(0.5 * var(--jp-content-heading-margin-bottom));
+}
+
+.jp-RenderedHTMLCommon h1 {
+  font-size: var(--jp-content-font-size5);
+}
+
+.jp-RenderedHTMLCommon h2 {
+  font-size: var(--jp-content-font-size4);
+}
+
+.jp-RenderedHTMLCommon h3 {
+  font-size: var(--jp-content-font-size3);
+}
+
+.jp-RenderedHTMLCommon h4 {
+  font-size: var(--jp-content-font-size2);
+}
+
+.jp-RenderedHTMLCommon h5 {
+  font-size: var(--jp-content-font-size1);
+}
+
+.jp-RenderedHTMLCommon h6 {
+  font-size: var(--jp-content-font-size0);
+}
+
+/* Lists */
+
+.jp-RenderedHTMLCommon ul:not(.list-inline),
+.jp-RenderedHTMLCommon ol:not(.list-inline) {
+  padding-left: 2em;
+}
+
+.jp-RenderedHTMLCommon ul {
+  list-style: disc;
+}
+
+.jp-RenderedHTMLCommon ul ul {
+  list-style: square;
+}
+
+.jp-RenderedHTMLCommon ul ul ul {
+  list-style: circle;
+}
+
+.jp-RenderedHTMLCommon ol {
+  list-style: decimal;
+}
+
+.jp-RenderedHTMLCommon ol ol {
+  list-style: upper-alpha;
+}
+
+.jp-RenderedHTMLCommon ol ol ol {
+  list-style: lower-alpha;
+}
+
+.jp-RenderedHTMLCommon ol ol ol ol {
+  list-style: lower-roman;
+}
+
+.jp-RenderedHTMLCommon ol ol ol ol ol {
+  list-style: decimal;
+}
+
+.jp-RenderedHTMLCommon ol,
+.jp-RenderedHTMLCommon ul {
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon ul ul,
+.jp-RenderedHTMLCommon ul ol,
+.jp-RenderedHTMLCommon ol ul,
+.jp-RenderedHTMLCommon ol ol {
+  margin-bottom: 0em;
+}
+
+.jp-RenderedHTMLCommon hr {
+  color: var(--jp-border-color2);
+  background-color: var(--jp-border-color1);
+  margin-top: 1em;
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon > pre {
+  margin: 1.5em 2em;
+}
+
+.jp-RenderedHTMLCommon pre,
+.jp-RenderedHTMLCommon code {
+  border: 0;
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+  font-family: var(--jp-code-font-family);
+  font-size: inherit;
+  line-height: var(--jp-code-line-height);
+  padding: 0;
+  white-space: pre-wrap;
+}
+
+.jp-RenderedHTMLCommon :not(pre) > code {
+  background-color: var(--jp-layout-color2);
+  padding: 1px 5px;
+}
+
+/* Tables */
+
+.jp-RenderedHTMLCommon table {
+  border-collapse: collapse;
+  border-spacing: 0;
+  border: none;
+  color: var(--jp-ui-font-color1);
+  font-size: 12px;
+  table-layout: fixed;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+.jp-RenderedHTMLCommon thead {
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color1);
+  vertical-align: bottom;
+}
+
+.jp-RenderedHTMLCommon td,
+.jp-RenderedHTMLCommon th,
+.jp-RenderedHTMLCommon tr {
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+
+.jp-RenderedMarkdown.jp-RenderedHTMLCommon td,
+.jp-RenderedMarkdown.jp-RenderedHTMLCommon th {
+  max-width: none;
+}
+
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon td,
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon th,
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon tr {
+  text-align: right;
+}
+
+.jp-RenderedHTMLCommon th {
+  font-weight: bold;
+}
+
+.jp-RenderedHTMLCommon tbody tr:nth-child(odd) {
+  background: var(--jp-layout-color0);
+}
+
+.jp-RenderedHTMLCommon tbody tr:nth-child(even) {
+  background: var(--jp-rendermime-table-row-background);
+}
+
+.jp-RenderedHTMLCommon tbody tr:hover {
+  background: var(--jp-rendermime-table-row-hover-background);
+}
+
+.jp-RenderedHTMLCommon table {
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon p {
+  text-align: left;
+  margin: 0px;
+}
+
+.jp-RenderedHTMLCommon p {
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon img {
+  -moz-force-broken-image-icon: 1;
+}
+
+/* Restrict to direct children as other images could be nested in other content. */
+.jp-RenderedHTMLCommon > img {
+  display: block;
+  margin-left: 0;
+  margin-right: 0;
+  margin-bottom: 1em;
+}
+
+/* Change color behind transparent images if they need it... */
+[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-light-background {
+  background-color: var(--jp-inverse-layout-color1);
+}
+[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-dark-background {
+  background-color: var(--jp-inverse-layout-color1);
+}
+/* ...or leave it untouched if they don't */
+[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-dark-background {
+}
+[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-light-background {
+}
+
+.jp-RenderedHTMLCommon img,
+.jp-RenderedImage img,
+.jp-RenderedHTMLCommon svg,
+.jp-RenderedSVG svg {
+  max-width: 100%;
+  height: auto;
+}
+
+.jp-RenderedHTMLCommon img.jp-mod-unconfined,
+.jp-RenderedImage img.jp-mod-unconfined,
+.jp-RenderedHTMLCommon svg.jp-mod-unconfined,
+.jp-RenderedSVG svg.jp-mod-unconfined {
+  max-width: none;
+}
+
+.jp-RenderedHTMLCommon .alert {
+  padding: var(--jp-notebook-padding);
+  border: var(--jp-border-width) solid transparent;
+  border-radius: var(--jp-border-radius);
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon .alert-info {
+  color: var(--jp-info-color0);
+  background-color: var(--jp-info-color3);
+  border-color: var(--jp-info-color2);
+}
+.jp-RenderedHTMLCommon .alert-info hr {
+  border-color: var(--jp-info-color3);
+}
+.jp-RenderedHTMLCommon .alert-info > p:last-child,
+.jp-RenderedHTMLCommon .alert-info > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-warning {
+  color: var(--jp-warn-color0);
+  background-color: var(--jp-warn-color3);
+  border-color: var(--jp-warn-color2);
+}
+.jp-RenderedHTMLCommon .alert-warning hr {
+  border-color: var(--jp-warn-color3);
+}
+.jp-RenderedHTMLCommon .alert-warning > p:last-child,
+.jp-RenderedHTMLCommon .alert-warning > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-success {
+  color: var(--jp-success-color0);
+  background-color: var(--jp-success-color3);
+  border-color: var(--jp-success-color2);
+}
+.jp-RenderedHTMLCommon .alert-success hr {
+  border-color: var(--jp-success-color3);
+}
+.jp-RenderedHTMLCommon .alert-success > p:last-child,
+.jp-RenderedHTMLCommon .alert-success > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-danger {
+  color: var(--jp-error-color0);
+  background-color: var(--jp-error-color3);
+  border-color: var(--jp-error-color2);
+}
+.jp-RenderedHTMLCommon .alert-danger hr {
+  border-color: var(--jp-error-color3);
+}
+.jp-RenderedHTMLCommon .alert-danger > p:last-child,
+.jp-RenderedHTMLCommon .alert-danger > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon blockquote {
+  margin: 1em 2em;
+  padding: 0 1em;
+  border-left: 5px solid var(--jp-border-color2);
+}
+
+a.jp-InternalAnchorLink {
+  visibility: hidden;
+  margin-left: 8px;
+  color: var(--md-blue-800);
+}
+
+h1:hover .jp-InternalAnchorLink,
+h2:hover .jp-InternalAnchorLink,
+h3:hover .jp-InternalAnchorLink,
+h4:hover .jp-InternalAnchorLink,
+h5:hover .jp-InternalAnchorLink,
+h6:hover .jp-InternalAnchorLink {
+  visibility: visible;
+}
+
+.jp-RenderedHTMLCommon kbd {
+  background-color: var(--jp-rendermime-table-row-background);
+  border: 1px solid var(--jp-border-color0);
+  border-bottom-color: var(--jp-border-color2);
+  border-radius: 3px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+  display: inline-block;
+  font-size: 0.8em;
+  line-height: 1em;
+  padding: 0.2em 0.5em;
+}
+
+/* Most direct children of .jp-RenderedHTMLCommon have a margin-bottom of 1.0.
+ * At the bottom of cells this is a bit too much as there is also spacing
+ * between cells. Going all the way to 0 gets too tight between markdown and
+ * code cells.
+ */
+.jp-RenderedHTMLCommon > *:last-child {
+  margin-bottom: 0.5em;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-MimeDocument {
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-filebrowser-button-height: 28px;
+  --jp-private-filebrowser-button-width: 48px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser {
+  display: flex;
+  flex-direction: column;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  /* This is needed so that all font sizing of children done in ems is
+   * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  border-bottom: none;
+  height: auto;
+  margin: var(--jp-toolbar-header-margin);
+  box-shadow: none;
+}
+
+.jp-BreadCrumbs {
+  flex: 0 0 auto;
+  margin: 8px 12px 8px 12px;
+}
+
+.jp-BreadCrumbs-item {
+  margin: 0px 2px;
+  padding: 0px 2px;
+  border-radius: var(--jp-border-radius);
+  cursor: pointer;
+}
+
+.jp-BreadCrumbs-item:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-BreadCrumbs-item:first-child {
+  margin-left: 0px;
+}
+
+.jp-BreadCrumbs-item.jp-mod-dropTarget {
+  background-color: var(--jp-brand-color2);
+  opacity: 0.7;
+}
+
+/*-----------------------------------------------------------------------------
+| Buttons
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  padding: 0px;
+  margin: 8px 12px 0px 12px;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  justify-content: flex-start;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar .jp-Toolbar-item {
+  flex: 0 0 auto;
+  padding-left: 0px;
+  padding-right: 2px;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar .jp-ToolbarButtonComponent {
+  width: 40px;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar
+  .jp-Toolbar-item:first-child
+  .jp-ToolbarButtonComponent {
+  width: 72px;
+  background: var(--jp-brand-color1);
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar
+  .jp-Toolbar-item:first-child
+  .jp-ToolbarButtonComponent
+  .jp-icon3 {
+  fill: white;
+}
+
+/*-----------------------------------------------------------------------------
+| Other styles
+|----------------------------------------------------------------------------*/
+
+.jp-FileDialog.jp-mod-conflict input {
+  color: red;
+}
+
+.jp-FileDialog .jp-new-name-title {
+  margin-top: 12px;
+}
+
+.jp-LastModified-hidden {
+  display: none;
+}
+
+.jp-FileBrowser-filterBox {
+  padding: 0px;
+  flex: 0 0 auto;
+  margin: 8px 12px 0px 12px;
+}
+
+/*-----------------------------------------------------------------------------
+| DirListing
+|----------------------------------------------------------------------------*/
+
+.jp-DirListing {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+  outline: 0;
+}
+
+.jp-DirListing-header {
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  overflow: hidden;
+  border-top: var(--jp-border-width) solid var(--jp-border-color2);
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color1);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  z-index: 2;
+}
+
+.jp-DirListing-headerItem {
+  padding: 4px 12px 2px 12px;
+  font-weight: 500;
+}
+
+.jp-DirListing-headerItem:hover {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-headerItem.jp-id-name {
+  flex: 1 0 84px;
+}
+
+.jp-DirListing-headerItem.jp-id-modified {
+  flex: 0 0 112px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+}
+
+.jp-id-narrow {
+  display: none;
+  flex: 0 0 5px;
+  padding: 4px 4px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+  color: var(--jp-border-color2);
+}
+
+.jp-DirListing-narrow .jp-id-narrow {
+  display: block;
+}
+
+.jp-DirListing-narrow .jp-id-modified,
+.jp-DirListing-narrow .jp-DirListing-itemModified {
+  display: none;
+}
+
+.jp-DirListing-headerItem.jp-mod-selected {
+  font-weight: 600;
+}
+
+/* increase specificity to override bundled default */
+.jp-DirListing-content {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  list-style-type: none;
+  overflow: auto;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-content mark {
+  color: var(--jp-ui-font-color0);
+  background-color: transparent;
+  font-weight: bold;
+}
+
+/* Style the directory listing content when a user drops a file to upload */
+.jp-DirListing.jp-mod-native-drop .jp-DirListing-content {
+  outline: 5px dashed rgba(128, 128, 128, 0.5);
+  outline-offset: -10px;
+  cursor: copy;
+}
+
+.jp-DirListing-item {
+  display: flex;
+  flex-direction: row;
+  padding: 4px 12px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-DirListing-item[data-is-dot] {
+  opacity: 75%;
+}
+
+.jp-DirListing-item.jp-mod-selected {
+  color: white;
+  background: var(--jp-brand-color1);
+}
+
+.jp-DirListing-item.jp-mod-dropTarget {
+  background: var(--jp-brand-color3);
+}
+
+.jp-DirListing-item:hover:not(.jp-mod-selected) {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-itemIcon {
+  flex: 0 0 20px;
+  margin-right: 4px;
+}
+
+.jp-DirListing-itemText {
+  flex: 1 0 64px;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  user-select: none;
+}
+
+.jp-DirListing-itemModified {
+  flex: 0 0 125px;
+  text-align: right;
+}
+
+.jp-DirListing-editor {
+  flex: 1 0 64px;
+  outline: none;
+  border: none;
+}
+
+.jp-DirListing-item.jp-mod-running .jp-DirListing-itemIcon:before {
+  color: limegreen;
+  content: '\25CF';
+  font-size: 8px;
+  position: absolute;
+  left: -8px;
+}
+
+.jp-DirListing-item.lm-mod-drag-image,
+.jp-DirListing-item.jp-mod-selected.lm-mod-drag-image {
+  font-size: var(--jp-ui-font-size1);
+  padding-left: 4px;
+  margin-left: 4px;
+  width: 160px;
+  background-color: var(--jp-ui-inverse-font-color2);
+  box-shadow: var(--jp-elevation-z2);
+  border-radius: 0px;
+  color: var(--jp-ui-font-color1);
+  transform: translateX(-40%) translateY(-58%);
+}
+
+.jp-DirListing-deadSpace {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  list-style-type: none;
+  overflow: auto;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-Document {
+  min-width: 120px;
+  min-height: 120px;
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Private CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+}
+
+/*-----------------------------------------------------------------------------
+| Main OutputArea
+| OutputArea has a list of Outputs
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea {
+  overflow-y: auto;
+}
+
+.jp-OutputArea-child {
+  display: flex;
+  flex-direction: row;
+}
+
+.jp-OutputPrompt {
+  flex: 0 0 var(--jp-cell-prompt-width);
+  color: var(--jp-cell-outprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+  opacity: var(--jp-cell-prompt-opacity);
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-OutputArea-output {
+  height: auto;
+  overflow: auto;
+  user-select: text;
+  -moz-user-select: text;
+  -webkit-user-select: text;
+  -ms-user-select: text;
+}
+
+.jp-OutputArea-child .jp-OutputArea-output {
+  flex-grow: 1;
+  flex-shrink: 1;
+}
+
+/**
+ * Isolated output.
+ */
+.jp-OutputArea-output.jp-mod-isolated {
+  width: 100%;
+  display: block;
+}
+
+/*
+When drag events occur, `p-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated:before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+/* pre */
+
+.jp-OutputArea-output pre {
+  border: none;
+  margin: 0px;
+  padding: 0px;
+  overflow-x: auto;
+  overflow-y: auto;
+  word-break: break-all;
+  word-wrap: break-word;
+  white-space: pre-wrap;
+}
+
+/* tables */
+
+.jp-OutputArea-output.jp-RenderedHTMLCommon table {
+  margin-left: 0;
+  margin-right: 0;
+}
+
+/* description lists */
+
+.jp-OutputArea-output dl,
+.jp-OutputArea-output dt,
+.jp-OutputArea-output dd {
+  display: block;
+}
+
+.jp-OutputArea-output dl {
+  width: 100%;
+  overflow: hidden;
+  padding: 0;
+  margin: 0;
+}
+
+.jp-OutputArea-output dt {
+  font-weight: bold;
+  float: left;
+  width: 20%;
+  padding: 0;
+  margin: 0;
+}
+
+.jp-OutputArea-output dd {
+  float: left;
+  width: 80%;
+  padding: 0;
+  margin: 0;
+}
+
+/* Hide the gutter in case of
+ *  - nested output areas (e.g. in the case of output widgets)
+ *  - mirrored output areas
+ */
+.jp-OutputArea .jp-OutputArea .jp-OutputArea-prompt {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| executeResult is added to any Output-result for the display of the object
+| returned by a cell
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea-output.jp-OutputArea-executeResult {
+  margin-left: 0px;
+  flex: 1 1 auto;
+}
+
+/* Text output with the Out[] prompt needs a top padding to match the
+ * alignment of the Out[] prompt itself.
+ */
+.jp-OutputArea-executeResult .jp-RenderedText.jp-OutputArea-output {
+  padding-top: var(--jp-code-padding);
+  border-top: var(--jp-border-width) solid transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| The Stdin output
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea-stdin {
+  line-height: var(--jp-code-line-height);
+  padding-top: var(--jp-code-padding);
+  display: flex;
+}
+
+.jp-Stdin-prompt {
+  color: var(--jp-content-font-color0);
+  padding-right: var(--jp-code-padding);
+  vertical-align: baseline;
+  flex: 0 0 auto;
+}
+
+.jp-Stdin-input {
+  font-family: var(--jp-code-font-family);
+  font-size: inherit;
+  color: inherit;
+  background-color: inherit;
+  width: 42%;
+  min-width: 200px;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+  flex: 0 0 70%;
+}
+
+.jp-Stdin-input:focus {
+  box-shadow: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Output Area View
+|----------------------------------------------------------------------------*/
+
+.jp-LinkedOutputView .jp-OutputArea {
+  height: 100%;
+  display: block;
+}
+
+.jp-LinkedOutputView .jp-OutputArea-output:only-child {
+  height: 100%;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapser {
+  flex: 0 0 var(--jp-cell-collapser-width);
+  padding: 0px;
+  margin: 0px;
+  border: none;
+  outline: none;
+  background: transparent;
+  border-radius: var(--jp-border-radius);
+  opacity: 1;
+}
+
+.jp-Collapser-child {
+  display: block;
+  width: 100%;
+  box-sizing: border-box;
+  /* height: 100% doesn't work because the height of its parent is computed from content */
+  position: absolute;
+  top: 0px;
+  bottom: 0px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Header/Footer
+|----------------------------------------------------------------------------*/
+
+/* Hidden by zero height by default */
+.jp-CellHeader,
+.jp-CellFooter {
+  height: 0px;
+  width: 100%;
+  padding: 0px;
+  margin: 0px;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Input
+|----------------------------------------------------------------------------*/
+
+/* All input areas */
+.jp-InputArea {
+  display: flex;
+  flex-direction: row;
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  flex: 1 1 auto;
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  /* This is the non-active, default styling */
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0px;
+  background: var(--jp-cell-editor-background);
+}
+
+.jp-InputPrompt {
+  flex: 0 0 var(--jp-cell-prompt-width);
+  color: var(--jp-cell-inprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  opacity: var(--jp-cell-prompt-opacity);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+  opacity: var(--jp-cell-prompt-opacity);
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Placeholder {
+  display: flex;
+  flex-direction: row;
+  flex: 1 1 auto;
+}
+
+.jp-Placeholder-prompt {
+  box-sizing: border-box;
+}
+
+.jp-Placeholder-content {
+  flex: 1 1 auto;
+  border: none;
+  background: transparent;
+  height: 20px;
+  box-sizing: border-box;
+}
+
+.jp-Placeholder-content .jp-MoreHorizIcon {
+  width: 32px;
+  height: 16px;
+  border: 1px solid transparent;
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-Placeholder-content .jp-MoreHorizIcon:hover {
+  border: 1px solid var(--jp-border-color1);
+  box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.25);
+  background-color: var(--jp-layout-color0);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Private CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-cell-scrolling-output-offset: 5px;
+}
+
+/*-----------------------------------------------------------------------------
+| Cell
+|----------------------------------------------------------------------------*/
+
+.jp-Cell {
+  padding: var(--jp-cell-padding);
+  margin: 0px;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Common input/output
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-inputWrapper,
+.jp-Cell-outputWrapper {
+  display: flex;
+  flex-direction: row;
+  padding: 0px;
+  margin: 0px;
+  /* Added to reveal the box-shadow on the input and output collapsers. */
+  overflow: visible;
+}
+
+/* Only input/output areas inside cells */
+.jp-Cell-inputArea,
+.jp-Cell-outputArea {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Collapser
+|----------------------------------------------------------------------------*/
+
+/* Make the output collapser disappear when there is not output, but do so
+ * in a manner that leaves it in the layout and preserves its width.
+ */
+.jp-Cell.jp-mod-noOutputs .jp-Cell-outputCollapser {
+  border: none !important;
+  background: transparent !important;
+}
+
+.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputCollapser {
+  min-height: var(--jp-cell-collapser-min-height);
+}
+
+/*-----------------------------------------------------------------------------
+| Output
+|----------------------------------------------------------------------------*/
+
+/* Put a space between input and output when there IS output */
+.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputWrapper {
+  margin-top: 5px;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea {
+  overflow-y: auto;
+  max-height: 200px;
+  box-shadow: inset 0 0 6px 2px rgba(0, 0, 0, 0.3);
+  margin-left: var(--jp-private-cell-scrolling-output-offset);
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {
+  flex: 0 0
+    calc(
+      var(--jp-cell-prompt-width) -
+        var(--jp-private-cell-scrolling-output-offset)
+    );
+}
+
+/*-----------------------------------------------------------------------------
+| CodeCell
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| MarkdownCell
+|----------------------------------------------------------------------------*/
+
+.jp-MarkdownOutput {
+  flex: 1 1 auto;
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-left: var(--jp-code-padding);
+}
+
+.jp-MarkdownOutput.jp-RenderedHTMLCommon {
+  overflow: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel-toolbar {
+  padding: 2px;
+}
+
+.jp-Toolbar-item.jp-Notebook-toolbarCellType .jp-select-wrapper.jp-mod-focused {
+  border: none;
+  box-shadow: none;
+}
+
+.jp-Notebook-toolbarCellTypeDropdown select {
+  height: 24px;
+  font-size: var(--jp-ui-font-size1);
+  line-height: 14px;
+  border-radius: 0;
+  display: block;
+}
+
+.jp-Notebook-toolbarCellTypeDropdown span {
+  top: 5px !important;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Private CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-notebook-dragImage-width: 304px;
+  --jp-private-notebook-dragImage-height: 36px;
+  --jp-private-notebook-selected-color: var(--md-blue-400);
+  --jp-private-notebook-active-color: var(--md-green-400);
+}
+
+/*-----------------------------------------------------------------------------
+| Imports
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Notebook
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel {
+  display: block;
+  height: 100%;
+}
+
+.jp-NotebookPanel.jp-Document {
+  min-width: 240px;
+  min-height: 120px;
+}
+
+.jp-Notebook {
+  padding: var(--jp-notebook-padding);
+  outline: none;
+  overflow: auto;
+  background: var(--jp-layout-color0);
+}
+
+.jp-Notebook.jp-mod-scrollPastEnd::after {
+  display: block;
+  content: '';
+  min-height: var(--jp-notebook-scroll-padding);
+}
+
+.jp-Notebook .jp-Cell {
+  overflow: visible;
+}
+
+.jp-Notebook .jp-Cell .jp-InputPrompt {
+  cursor: move;
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook state related styling
+|
+| The notebook and cells each have states, here are the possibilities:
+|
+| - Notebook
+|   - Command
+|   - Edit
+| - Cell
+|   - None
+|   - Active (only one can be active)
+|   - Selected (the cells actions are applied to)
+|   - Multiselected (when multiple selected, the cursor)
+|   - No outputs
+|----------------------------------------------------------------------------*/
+
+/* Command or edit modes */
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-InputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-OutputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+/* cell is active */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {
+  background: var(--jp-brand-color1);
+}
+
+/* collapser is hovered */
+.jp-Notebook .jp-Cell .jp-Collapser:hover {
+  box-shadow: var(--jp-elevation-z2);
+  background: var(--jp-brand-color1);
+  opacity: var(--jp-cell-collapser-not-active-hover-opacity);
+}
+
+/* cell is active and collapser is hovered */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser:hover {
+  background: var(--jp-brand-color0);
+  opacity: 1;
+}
+
+/* Command mode */
+
+.jp-Notebook.jp-mod-commandMode .jp-Cell.jp-mod-selected {
+  background: var(--jp-notebook-multiselected-color);
+}
+
+.jp-Notebook.jp-mod-commandMode
+  .jp-Cell.jp-mod-active.jp-mod-selected:not(.jp-mod-multiSelected) {
+  background: transparent;
+}
+
+/* Edit mode */
+
+.jp-Notebook.jp-mod-editMode .jp-Cell.jp-mod-active .jp-InputArea-editor {
+  border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+  background-color: var(--jp-cell-editor-active-background);
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook drag and drop
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-cell.jp-mod-dropSource {
+  opacity: 0.5;
+}
+
+.jp-Notebook-cell.jp-mod-dropTarget,
+.jp-Notebook.jp-mod-commandMode
+  .jp-Notebook-cell.jp-mod-active.jp-mod-selected.jp-mod-dropTarget {
+  border-top-color: var(--jp-private-notebook-selected-color);
+  border-top-style: solid;
+  border-top-width: 2px;
+}
+
+.jp-dragImage {
+  display: flex;
+  flex-direction: row;
+  width: var(--jp-private-notebook-dragImage-width);
+  height: var(--jp-private-notebook-dragImage-height);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background);
+  overflow: visible;
+}
+
+.jp-dragImage-singlePrompt {
+  box-shadow: 2px 2px 4px 0px rgba(0, 0, 0, 0.12);
+}
+
+.jp-dragImage .jp-dragImage-content {
+  flex: 1 1 auto;
+  z-index: 2;
+  font-size: var(--jp-code-font-size);
+  font-family: var(--jp-code-font-family);
+  line-height: var(--jp-code-line-height);
+  padding: var(--jp-code-padding);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background-color);
+  color: var(--jp-content-font-color3);
+  text-align: left;
+  margin: 4px 4px 4px 0px;
+}
+
+.jp-dragImage .jp-dragImage-prompt {
+  flex: 0 0 auto;
+  min-width: 36px;
+  color: var(--jp-cell-inprompt-font-color);
+  padding: var(--jp-code-padding);
+  padding-left: 12px;
+  font-family: var(--jp-cell-prompt-font-family);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: 1.9;
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+}
+
+.jp-dragImage-multipleBack {
+  z-index: -1;
+  position: absolute;
+  height: 32px;
+  width: 300px;
+  top: 8px;
+  left: 8px;
+  background: var(--jp-layout-color2);
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  box-shadow: 2px 2px 4px 0px rgba(0, 0, 0, 0.12);
+}
+
+/*-----------------------------------------------------------------------------
+| Cell toolbar
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookTools {
+  display: block;
+  min-width: var(--jp-sidebar-min-width);
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  /* This is needed so that all font sizing of children done in ems is
+    * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+  overflow: auto;
+}
+
+.jp-NotebookTools-tool {
+  padding: 0px 12px 0 12px;
+}
+
+.jp-ActiveCellTool {
+  padding: 12px;
+  background-color: var(--jp-layout-color1);
+  border-top: none !important;
+}
+
+.jp-ActiveCellTool .jp-InputArea-prompt {
+  flex: 0 0 auto;
+  padding-left: 0px;
+}
+
+.jp-ActiveCellTool .jp-InputArea-editor {
+  flex: 1 1 auto;
+  background: var(--jp-cell-editor-background);
+  border-color: var(--jp-cell-editor-border-color);
+}
+
+.jp-ActiveCellTool .jp-InputArea-editor .CodeMirror {
+  background: transparent;
+}
+
+.jp-MetadataEditorTool {
+  flex-direction: column;
+  padding: 12px 0px 12px 0px;
+}
+
+.jp-RankedPanel > :not(:first-child) {
+  margin-top: 12px;
+}
+
+.jp-KeySelector select.jp-mod-styled {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  border: var(--jp-border-width) solid var(--jp-border-color1);
+}
+
+.jp-KeySelector label,
+.jp-MetadataEditorTool label {
+  line-height: 1.4;
+}
+
+.jp-NotebookTools .jp-select-wrapper {
+  margin-top: 4px;
+  margin-bottom: 0px;
+}
+
+.jp-NotebookTools .jp-Collapse {
+  margin-top: 16px;
+}
+
+/*-----------------------------------------------------------------------------
+| Presentation Mode (.jp-mod-presentationMode)
+|----------------------------------------------------------------------------*/
+
+.jp-mod-presentationMode .jp-Notebook {
+  --jp-content-font-size1: var(--jp-content-presentation-font-size1);
+  --jp-code-font-size: var(--jp-code-presentation-font-size);
+}
+
+.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-InputPrompt,
+.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-OutputPrompt {
+  flex: 0 0 110px;
+}
+
+</style>
+
+    <style type="text/css">
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*
+The following CSS variables define the main, public API for styling JupyterLab.
+These variables should be used by all plugins wherever possible. In other
+words, plugins should not define custom colors, sizes, etc unless absolutely
+necessary. This enables users to change the visual theme of JupyterLab
+by changing these variables.
+
+Many variables appear in an ordered sequence (0,1,2,3). These sequences
+are designed to work well together, so for example, `--jp-border-color1` should
+be used with `--jp-layout-color1`. The numbers have the following meanings:
+
+* 0: super-primary, reserved for special emphasis
+* 1: primary, most important under normal situations
+* 2: secondary, next most important under normal situations
+* 3: tertiary, next most important under normal situations
+
+Throughout JupyterLab, we are mostly following principles from Google's
+Material Design when selecting colors. We are not, however, following
+all of MD as it is not optimized for dense, information rich UIs.
+*/
+
+:root {
+  /* Elevation
+   *
+   * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here:
+   *
+   * https://github.com/material-components/material-components-web
+   * https://material-components-web.appspot.com/elevation.html
+   */
+
+  --jp-shadow-base-lightness: 0;
+  --jp-shadow-umbra-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.2
+  );
+  --jp-shadow-penumbra-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.14
+  );
+  --jp-shadow-ambient-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.12
+  );
+  --jp-elevation-z0: none;
+  --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color),
+    0px 1px 1px 0px var(--jp-shadow-penumbra-color),
+    0px 1px 3px 0px var(--jp-shadow-ambient-color);
+  --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color),
+    0px 2px 2px 0px var(--jp-shadow-penumbra-color),
+    0px 1px 5px 0px var(--jp-shadow-ambient-color);
+  --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color),
+    0px 4px 5px 0px var(--jp-shadow-penumbra-color),
+    0px 1px 10px 0px var(--jp-shadow-ambient-color);
+  --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color),
+    0px 6px 10px 0px var(--jp-shadow-penumbra-color),
+    0px 1px 18px 0px var(--jp-shadow-ambient-color);
+  --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color),
+    0px 8px 10px 1px var(--jp-shadow-penumbra-color),
+    0px 3px 14px 2px var(--jp-shadow-ambient-color);
+  --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color),
+    0px 12px 17px 2px var(--jp-shadow-penumbra-color),
+    0px 5px 22px 4px var(--jp-shadow-ambient-color);
+  --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color),
+    0px 16px 24px 2px var(--jp-shadow-penumbra-color),
+    0px 6px 30px 5px var(--jp-shadow-ambient-color);
+  --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color),
+    0px 20px 31px 3px var(--jp-shadow-penumbra-color),
+    0px 8px 38px 7px var(--jp-shadow-ambient-color);
+  --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color),
+    0px 24px 38px 3px var(--jp-shadow-penumbra-color),
+    0px 9px 46px 8px var(--jp-shadow-ambient-color);
+
+  /* Borders
+   *
+   * The following variables, specify the visual styling of borders in JupyterLab.
+   */
+
+  --jp-border-width: 1px;
+  --jp-border-color0: var(--md-grey-400);
+  --jp-border-color1: var(--md-grey-400);
+  --jp-border-color2: var(--md-grey-300);
+  --jp-border-color3: var(--md-grey-200);
+  --jp-border-radius: 2px;
+
+  /* UI Fonts
+   *
+   * The UI font CSS variables are used for the typography all of the JupyterLab
+   * user interface elements that are not directly user generated content.
+   *
+   * The font sizing here is done assuming that the body font size of --jp-ui-font-size1
+   * is applied to a parent element. When children elements, such as headings, are sized
+   * in em all things will be computed relative to that body size.
+   */
+
+  --jp-ui-font-scale-factor: 1.2;
+  --jp-ui-font-size0: 0.83333em;
+  --jp-ui-font-size1: 13px; /* Base font size */
+  --jp-ui-font-size2: 1.2em;
+  --jp-ui-font-size3: 1.44em;
+
+  --jp-ui-font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica,
+    Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol';
+
+  /*
+   * Use these font colors against the corresponding main layout colors.
+   * In a light theme, these go from dark to light.
+   */
+
+  /* Defaults use Material Design specification */
+  --jp-ui-font-color0: rgba(0, 0, 0, 1);
+  --jp-ui-font-color1: rgba(0, 0, 0, 0.87);
+  --jp-ui-font-color2: rgba(0, 0, 0, 0.54);
+  --jp-ui-font-color3: rgba(0, 0, 0, 0.38);
+
+  /*
+   * Use these against the brand/accent/warn/error colors.
+   * These will typically go from light to darker, in both a dark and light theme.
+   */
+
+  --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1);
+  --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1);
+  --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7);
+  --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5);
+
+  /* Content Fonts
+   *
+   * Content font variables are used for typography of user generated content.
+   *
+   * The font sizing here is done assuming that the body font size of --jp-content-font-size1
+   * is applied to a parent element. When children elements, such as headings, are sized
+   * in em all things will be computed relative to that body size.
+   */
+
+  --jp-content-line-height: 1.6;
+  --jp-content-font-scale-factor: 1.2;
+  --jp-content-font-size0: 0.83333em;
+  --jp-content-font-size1: 14px; /* Base font size */
+  --jp-content-font-size2: 1.2em;
+  --jp-content-font-size3: 1.44em;
+  --jp-content-font-size4: 1.728em;
+  --jp-content-font-size5: 2.0736em;
+
+  /* This gives a magnification of about 125% in presentation mode over normal. */
+  --jp-content-presentation-font-size1: 17px;
+
+  --jp-content-heading-line-height: 1;
+  --jp-content-heading-margin-top: 1.2em;
+  --jp-content-heading-margin-bottom: 0.8em;
+  --jp-content-heading-font-weight: 500;
+
+  /* Defaults use Material Design specification */
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+  --jp-content-font-color2: rgba(0, 0, 0, 0.54);
+  --jp-content-font-color3: rgba(0, 0, 0, 0.38);
+
+  --jp-content-link-color: var(--md-blue-700);
+
+  --jp-content-font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI',
+    Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji',
+    'Segoe UI Symbol';
+
+  /*
+   * Code Fonts
+   *
+   * Code font variables are used for typography of code and other monospaces content.
+   */
+
+  --jp-code-font-size: 13px;
+  --jp-code-line-height: 1.3077; /* 17px for 13px base */
+  --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */
+  --jp-code-font-family-default: Menlo, Consolas, 'DejaVu Sans Mono', monospace;
+  --jp-code-font-family: var(--jp-code-font-family-default);
+
+  /* This gives a magnification of about 125% in presentation mode over normal. */
+  --jp-code-presentation-font-size: 16px;
+
+  /* may need to tweak cursor width if you change font size */
+  --jp-code-cursor-width0: 1.4px;
+  --jp-code-cursor-width1: 2px;
+  --jp-code-cursor-width2: 4px;
+
+  /* Layout
+   *
+   * The following are the main layout colors use in JupyterLab. In a light
+   * theme these would go from light to dark.
+   */
+
+  --jp-layout-color0: white;
+  --jp-layout-color1: white;
+  --jp-layout-color2: var(--md-grey-200);
+  --jp-layout-color3: var(--md-grey-400);
+  --jp-layout-color4: var(--md-grey-600);
+
+  /* Inverse Layout
+   *
+   * The following are the inverse layout colors use in JupyterLab. In a light
+   * theme these would go from dark to light.
+   */
+
+  --jp-inverse-layout-color0: #111111;
+  --jp-inverse-layout-color1: var(--md-grey-900);
+  --jp-inverse-layout-color2: var(--md-grey-800);
+  --jp-inverse-layout-color3: var(--md-grey-700);
+  --jp-inverse-layout-color4: var(--md-grey-600);
+
+  /* Brand/accent */
+
+  --jp-brand-color0: var(--md-blue-700);
+  --jp-brand-color1: var(--md-blue-500);
+  --jp-brand-color2: var(--md-blue-300);
+  --jp-brand-color3: var(--md-blue-100);
+  --jp-brand-color4: var(--md-blue-50);
+
+  --jp-accent-color0: var(--md-green-700);
+  --jp-accent-color1: var(--md-green-500);
+  --jp-accent-color2: var(--md-green-300);
+  --jp-accent-color3: var(--md-green-100);
+
+  /* State colors (warn, error, success, info) */
+
+  --jp-warn-color0: var(--md-orange-700);
+  --jp-warn-color1: var(--md-orange-500);
+  --jp-warn-color2: var(--md-orange-300);
+  --jp-warn-color3: var(--md-orange-100);
+
+  --jp-error-color0: var(--md-red-700);
+  --jp-error-color1: var(--md-red-500);
+  --jp-error-color2: var(--md-red-300);
+  --jp-error-color3: var(--md-red-100);
+
+  --jp-success-color0: var(--md-green-700);
+  --jp-success-color1: var(--md-green-500);
+  --jp-success-color2: var(--md-green-300);
+  --jp-success-color3: var(--md-green-100);
+
+  --jp-info-color0: var(--md-cyan-700);
+  --jp-info-color1: var(--md-cyan-500);
+  --jp-info-color2: var(--md-cyan-300);
+  --jp-info-color3: var(--md-cyan-100);
+
+  /* Cell specific styles */
+
+  --jp-cell-padding: 5px;
+
+  --jp-cell-collapser-width: 8px;
+  --jp-cell-collapser-min-height: 20px;
+  --jp-cell-collapser-not-active-hover-opacity: 0.6;
+
+  --jp-cell-editor-background: var(--md-grey-100);
+  --jp-cell-editor-border-color: var(--md-grey-300);
+  --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);
+  --jp-cell-editor-active-background: var(--jp-layout-color0);
+  --jp-cell-editor-active-border-color: var(--jp-brand-color1);
+
+  --jp-cell-prompt-width: 64px;
+  --jp-cell-prompt-font-family: var(--jp-code-font-family-default);
+  --jp-cell-prompt-letter-spacing: 0px;
+  --jp-cell-prompt-opacity: 1;
+  --jp-cell-prompt-not-active-opacity: 0.5;
+  --jp-cell-prompt-not-active-font-color: var(--md-grey-700);
+  /* A custom blend of MD grey and blue 600
+   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
+  --jp-cell-inprompt-font-color: #307fc1;
+  /* A custom blend of MD grey and orange 600
+   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */
+  --jp-cell-outprompt-font-color: #bf5b3d;
+
+  /* Notebook specific styles */
+
+  --jp-notebook-padding: 10px;
+  --jp-notebook-select-background: var(--jp-layout-color1);
+  --jp-notebook-multiselected-color: var(--md-blue-50);
+
+  /* The scroll padding is calculated to fill enough space at the bottom of the
+  notebook to show one single-line cell (with appropriate padding) at the top
+  when the notebook is scrolled all the way to the bottom. We also subtract one
+  pixel so that no scrollbar appears if we have just one single-line cell in the
+  notebook. This padding is to enable a 'scroll past end' feature in a notebook.
+  */
+  --jp-notebook-scroll-padding: calc(
+    100% - var(--jp-code-font-size) * var(--jp-code-line-height) -
+      var(--jp-code-padding) - var(--jp-cell-padding) - 1px
+  );
+
+  /* Rendermime styles */
+
+  --jp-rendermime-error-background: #fdd;
+  --jp-rendermime-table-row-background: var(--md-grey-100);
+  --jp-rendermime-table-row-hover-background: var(--md-light-blue-50);
+
+  /* Dialog specific styles */
+
+  --jp-dialog-background: rgba(0, 0, 0, 0.25);
+
+  /* Console specific styles */
+
+  --jp-console-padding: 10px;
+
+  /* Toolbar specific styles */
+
+  --jp-toolbar-border-color: var(--jp-border-color1);
+  --jp-toolbar-micro-height: 8px;
+  --jp-toolbar-background: var(--jp-layout-color1);
+  --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24);
+  --jp-toolbar-header-margin: 4px 4px 0px 4px;
+  --jp-toolbar-active-background: var(--md-grey-300);
+
+  /* Input field styles */
+
+  --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);
+  --jp-input-active-background: var(--jp-layout-color1);
+  --jp-input-hover-background: var(--jp-layout-color1);
+  --jp-input-background: var(--md-grey-100);
+  --jp-input-border-color: var(--jp-border-color1);
+  --jp-input-active-border-color: var(--jp-brand-color1);
+  --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3);
+
+  /* General editor styles */
+
+  --jp-editor-selected-background: #d9d9d9;
+  --jp-editor-selected-focused-background: #d7d4f0;
+  --jp-editor-cursor-color: var(--jp-ui-font-color0);
+
+  /* Code mirror specific styles */
+
+  --jp-mirror-editor-keyword-color: #008000;
+  --jp-mirror-editor-atom-color: #88f;
+  --jp-mirror-editor-number-color: #080;
+  --jp-mirror-editor-def-color: #00f;
+  --jp-mirror-editor-variable-color: var(--md-grey-900);
+  --jp-mirror-editor-variable-2-color: #05a;
+  --jp-mirror-editor-variable-3-color: #085;
+  --jp-mirror-editor-punctuation-color: #05a;
+  --jp-mirror-editor-property-color: #05a;
+  --jp-mirror-editor-operator-color: #aa22ff;
+  --jp-mirror-editor-comment-color: #408080;
+  --jp-mirror-editor-string-color: #ba2121;
+  --jp-mirror-editor-string-2-color: #708;
+  --jp-mirror-editor-meta-color: #aa22ff;
+  --jp-mirror-editor-qualifier-color: #555;
+  --jp-mirror-editor-builtin-color: #008000;
+  --jp-mirror-editor-bracket-color: #997;
+  --jp-mirror-editor-tag-color: #170;
+  --jp-mirror-editor-attribute-color: #00c;
+  --jp-mirror-editor-header-color: blue;
+  --jp-mirror-editor-quote-color: #090;
+  --jp-mirror-editor-link-color: #00c;
+  --jp-mirror-editor-error-color: #f00;
+  --jp-mirror-editor-hr-color: #999;
+
+  /* Vega extension styles */
+
+  --jp-vega-background: white;
+
+  /* Sidebar-related styles */
+
+  --jp-sidebar-min-width: 250px;
+
+  /* Search-related styles */
+
+  --jp-search-toggle-off-opacity: 0.5;
+  --jp-search-toggle-hover-opacity: 0.8;
+  --jp-search-toggle-on-opacity: 1;
+  --jp-search-selected-match-background-color: rgb(245, 200, 0);
+  --jp-search-selected-match-color: black;
+  --jp-search-unselected-match-background-color: var(
+    --jp-inverse-layout-color0
+  );
+  --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);
+
+  /* Icon colors that work well with light or dark backgrounds */
+  --jp-icon-contrast-color0: var(--md-purple-600);
+  --jp-icon-contrast-color1: var(--md-green-600);
+  --jp-icon-contrast-color2: var(--md-pink-600);
+  --jp-icon-contrast-color3: var(--md-blue-600);
+}
+</style>
+
+<style type="text/css">
+a.anchor-link {
+   display: none;
+}
+.highlight  {
+    margin: 0.4em;
+}
+
+/* Input area styling */
+.jp-InputArea {
+    overflow: hidden;
+}
+
+.jp-InputArea-editor {
+    overflow: hidden;
+}
+
+@media print {
+  body {
+    margin: 0;
+  }
+}
+</style>
+
+<!-- Load mathjax -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.7/latest.js?config=TeX-MML-AM_CHTML-full,Safe"> </script>
+    <!-- MathJax configuration -->
+    <script type="text/x-mathjax-config">
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+            MathJax.Hub.Queue(["Typeset", MathJax.Hub]);
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+    init_mathjax();
+    </script>
+    <!-- End of mathjax configuration --></head>
+<body class="jp-Notebook" data-jp-theme-light="true" data-jp-theme-name="JupyterLab Light">
+
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h1 id="Theory/Computation-Problems">Theory/Computation Problems<a class="anchor-link" href="#Theory/Computation-Problems">&#182;</a></h1><h3 id="Problem-1-(20-points)">Problem 1 (20 points)<a class="anchor-link" href="#Problem-1-(20-points)">&#182;</a></h3><p>Show that the stationary point (zero gradient) of the function
+$$
+\begin{aligned}
+    f=2x_{1}^{2} - 4x_1 x_2+ 1.5x^{2}_{2}+ x_2
+\end{aligned}
+$$
+is a saddle (with indefinite Hessian). Find the directions of downslopes away from the saddle. Hint: Use Taylor's expansion at the saddle point. Find directions that reduce $f$.</p>
+<h3 id="Problem-2-(50-points)">Problem 2 (50 points)<a class="anchor-link" href="#Problem-2-(50-points)">&#182;</a></h3><ul>
+<li><p>(10 points) Find the point in the plane $x_1+2x_2+3x_3=1$ in $\mathbb{R}^3$ that is nearest to the point $(-1,0,1)^T$. Is this a convex problem? Hint: Convert the problem into an unconstrained problem using $x_1+2x_2+3x_3=1$.</p>
+</li>
+<li><p>(40 points) Implement the gradient descent and Newton's algorithm for solving the problem. Attach your codes along with a short summary including (1) the initial points tested, (2) corresponding solutions, (3) a log-linear convergence plot.</p>
+</li>
+</ul>
+<h3 id="Problem-3-(10-points)">Problem 3 (10 points)<a class="anchor-link" href="#Problem-3-(10-points)">&#182;</a></h3><p>Let $f(x)$ and $g(x)$ be two convex functions defined on the convex set $\mathcal{X}$.</p>
+<ul>
+<li>(5 points) Prove that $af(x)+bg(x)$ is convex for $a&gt;0$ and $b&gt;0$. </li>
+<li>(5 points) In what conditions will $f(g(x))$ be convex?</li>
+</ul>
+<h3 id="Problem-4-(bonus-10-points)">Problem 4 (bonus 10 points)<a class="anchor-link" href="#Problem-4-(bonus-10-points)">&#182;</a></h3><p>Show that $f({\bf x}_1) \geq f(\textbf{x}_0) + 
+    \textbf{g}_{\textbf{x}_0}^T(\textbf{x}_1-\textbf{x}_0)$ for a convex function $f(\textbf{x}): \mathcal{X} \rightarrow \mathbb{R}$ and for $\textbf{x}_0$, $\textbf{x}_1 \in \mathcal{X}$.</p>
+
+</div>
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h1 id="Design-Problems">Design Problems<a class="anchor-link" href="#Design-Problems">&#182;</a></h1><h3 id="Problem-5-(20-points)">Problem 5 (20 points)<a class="anchor-link" href="#Problem-5-(20-points)">&#182;</a></h3><p>Consider an illumination problem: There are $n$ lamps and $m$ mirrors fixed to the ground. The target reflection intensity level is $I_t$. The actual reflection intensity level on the $k$th mirror can be computed as $\textbf{a}_k^T \textbf{p}$, where $\textbf{a}_k$ is given by the distances between all lamps to the mirror, and $\textbf{p}:=[p_1,...,p_n]^T$ are the power output of the lamps. The objective is to keep the actual intensity levels as close to the target as possible by tuning the power output $\textbf{p}$.</p>
+<ul>
+<li>(5 points) Formulate this problem as an optimization problem. </li>
+<li>(5 points) Is your problem convex?</li>
+<li>(5 points) If we require the overall power output of any of the $n$ lamps to be less than $p^*$, will the problem have a unique solution?</li>
+<li>(5 points) If we require no more than half of the lamps to be switched on, will the problem have a unique solution?</li>
+</ul>
+
+</div>
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p><strong>Problem 1</strong></p>
+<p>(i) $$f = 2x_{1}^{2} - 4x_1x_2 + 1.5x_2^2$$
+The stationary point of the function is obtained by taking the gradient and setting it to zero: \
+$ \rho = \begin{bmatrix}4x_1 - 4x_2 \\ -4x_1 + 3x_2 + 1 \end{bmatrix}$ = 0\
+Solving for x_1 and x_2 gives a stationary point (1,1). \
+Indefiniteness of the Hessian can be shown by computing its eigenvalues: \</p>
+<p>$ H = \begin{bmatrix} 4 &amp; -4 \\ -4 &amp; -1 \end{bmatrix} $ \
+$ \begin{vmatrix} 4 - \lambda &amp; -4 \\ -4 &amp; -1 - \lambda \end{vmatrix} = 0 $ \
+$ \lambda_{1} = 10.54, \lambda_{2} = -4.54 $ \
+Since the eigenvalues are both positive and negative, the Hessian is indefinite. \
+To find the direction of the slopes awy from the saddle point (1,1) we need to find the points such that the difference f - f(1,1) &lt; 0: \
+$ f - f(1,1) = \frac{f_{x_1x_1}(1,1)(x_1 - 1)^2}{2} + \frac{f_{x_1x_2}(1,1)(x_1 - 1)(x_2 - 1)}{2} + \frac{f_{x_2x_2}(1,1)(x_2 - 1)^2}{2} $ \
+$ f - 0.5 = 2(x_1 - 1)^2 - 2(x_1 - 1)(x_2 - 1) - 0.5(x_2 - 1)^2 &lt; 0 $ \</p>
+
+</div>
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p><strong>Problem 2</strong> \
+Part a: (Analytical)
+The problem asks to find a point closest to (-1, 0, 1) such that it is constrained to lie on the plane $ x_1 + 2x_2 + 3x_3 = 1 $. \
+The problem can be formulated as:
+$ \underset{x}{\operatorname{argmin}} L(x_0, x) \\
+ \text{st } x_1 + 2x_2 + 3x_3 = 1 $
+\
+Using Lagrange multipliers on the equality constraint: 
+\
+$ \underset{x}{\operatorname{argmin}} L(x, x_0) = (x_{01} - x_1)^2 + (x_{02} - x_2)^2 + (x_{03} - x_3)^2 = \lambda g(x) $ \
+$ \nabla L(x) = \lambda \nabla g(x) $ \
+$ g(x) = c $ \
+The constraint equation works out to be: \
+$ \nabla L(x) = \begin{bmatrix}2x_1 + 2 \\ 2x_2 \\ 2x_3 - 2 \end{bmatrix} = \begin{bmatrix} 0 \\ \lambda \\ 2\lambda \end{bmatrix} $ \
+Together with the equation $ x_1 + 2x_2 + 3x_3 - 1 = 0 $, solving for the x's we get:\
+$ x = \begin{bmatrix} -1 \\ \frac{-1}{8} \\ \frac{3}{4} \end{bmatrix} $</p>
+
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># PROBLEM 2 : CODE FOR GRADIENT DESCENT</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Gradient descent solution&quot;</span><span class="p">)</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+
+<span class="k">def</span> <span class="nf">objective</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
+    <span class="k">return</span> <span class="p">(</span><span class="mi">2</span> <span class="o">-</span> <span class="p">(</span><span class="mi">2</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">-</span> <span class="p">(</span><span class="mi">3</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span><span class="o">**</span><span class="mi">2</span> <span class="o">+</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span><span class="o">**</span><span class="mi">2</span> <span class="o">+</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span>
+
+<span class="k">def</span> <span class="nf">grad</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">([</span><span class="mi">10</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="mi">12</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">12</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="mi">20</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="mi">14</span><span class="p">])</span>
+
+<span class="k">def</span> <span class="nf">phi</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">x</span><span class="p">):</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">objective</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+    <span class="n">corr</span> <span class="o">=</span> <span class="n">a</span><span class="o">*</span><span class="mf">0.8</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
+    <span class="k">return</span> <span class="n">obj</span> <span class="o">-</span> <span class="n">corr</span>
+
+<span class="k">def</span> <span class="nf">line_search</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
+    <span class="n">a</span> <span class="o">=</span> <span class="mi">1</span>  <span class="c1"># initialize step size</span>
+    <span class="k">while</span> <span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">norm</span><span class="p">(</span><span class="n">phi</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">x</span><span class="p">))</span><span class="o">&lt;</span><span class="n">objective</span><span class="p">(</span><span class="n">x</span><span class="o">-</span><span class="n">a</span><span class="o">*</span><span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">)):</span>  <span class="c1"># if f(x+a*d)&gt;phi(a) then backtrack. d is the search direction</span>
+        <span class="n">a</span> <span class="o">=</span> <span class="mf">0.5</span><span class="o">*</span><span class="n">a</span>
+    <span class="k">return</span> <span class="n">a</span>
+
+<span class="n">eps</span> <span class="o">=</span> <span class="mf">1e-3</span>
+<span class="n">x0</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">]</span>
+<span class="n">k</span> <span class="o">=</span> <span class="mi">0</span>
+<span class="n">x</span> <span class="o">=</span> <span class="n">x0</span>
+
+<span class="n">error</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">norm</span><span class="p">(</span><span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
+
+<span class="k">while</span> <span class="n">error</span> <span class="o">&gt;=</span> <span class="n">eps</span> <span class="ow">and</span> <span class="n">k</span> <span class="o">&lt;</span> <span class="mi">10000</span><span class="p">:</span>  <span class="c1"># keep searching while gradient norm is larger than eps</span>
+    <span class="n">a</span> <span class="o">=</span> <span class="n">line_search</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+    <span class="n">x</span> <span class="o">=</span> <span class="n">x</span> <span class="o">-</span> <span class="n">a</span><span class="o">*</span><span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+    <span class="n">error</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">norm</span><span class="p">(</span><span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
+    <span class="n">k</span><span class="o">+=</span><span class="mi">1</span>
+    <span class="k">if</span> <span class="n">k</span> <span class="o">%</span> <span class="mi">1000</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Iteration:&quot;</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="s2">&quot;alpha:&quot;</span><span class="p">,</span> <span class="n">a</span><span class="p">,</span> <span class="s2">&quot;Error:&quot;</span><span class="p">,</span> <span class="n">error</span><span class="p">,</span> <span class="s2">&quot;x:&quot;</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
+
+<span class="n">x1</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">-</span> <span class="mi">2</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">-</span> <span class="mi">3</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">x1</span><span class="p">,</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Final solution:&quot;</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
+
+<span class="c1">###########################################</span>
+<span class="c1"># Problem 2: Newton&#39;s method</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Newton&#39;s method solution: &quot;</span><span class="p">)</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+
+<span class="k">def</span> <span class="nf">objective</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
+    <span class="k">return</span> <span class="p">(</span><span class="mi">2</span> <span class="o">-</span> <span class="p">(</span><span class="mi">2</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">-</span> <span class="p">(</span><span class="mi">3</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span><span class="o">**</span><span class="mi">2</span> <span class="o">+</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span><span class="o">**</span><span class="mi">2</span> <span class="o">+</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span>
+
+<span class="k">def</span> <span class="nf">grad</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">([</span><span class="mi">10</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="mi">12</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">12</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="mi">20</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="mi">14</span><span class="p">])</span>
+
+<span class="k">def</span> <span class="nf">hessian</span><span class="p">():</span>
+    <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">([[</span><span class="mi">10</span><span class="p">,</span><span class="mi">12</span><span class="p">],[</span><span class="mi">12</span><span class="p">,</span><span class="mi">20</span><span class="p">]])</span>
+
+<span class="k">def</span> <span class="nf">phi</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">x</span><span class="p">):</span>
+    <span class="n">obj</span> <span class="o">=</span> <span class="n">objective</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+    <span class="n">corr</span> <span class="o">=</span> <span class="n">a</span><span class="o">*</span><span class="mf">0.8</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">transpose</span><span class="p">(</span><span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">)),</span> <span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
+    <span class="k">return</span> <span class="n">obj</span> <span class="o">-</span> <span class="n">corr</span>
+
+<span class="k">def</span> <span class="nf">line_search</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
+    <span class="n">a</span> <span class="o">=</span> <span class="mi">1</span>  <span class="c1"># initialize step size</span>
+    <span class="k">while</span> <span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">norm</span><span class="p">(</span><span class="n">phi</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">x</span><span class="p">))</span><span class="o">&lt;</span><span class="n">objective</span><span class="p">(</span><span class="n">x</span><span class="o">-</span><span class="n">a</span><span class="o">*</span><span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">)):</span>  <span class="c1"># if f(x+a*d)&gt;phi(a) then backtrack. d is the search direction</span>
+        <span class="n">a</span> <span class="o">=</span> <span class="mf">0.5</span><span class="o">*</span><span class="n">a</span>
+    <span class="k">return</span> <span class="n">a</span>
+
+<span class="n">eps</span> <span class="o">=</span> <span class="mf">1e-3</span>
+<span class="n">x0</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">]</span>
+<span class="n">k</span> <span class="o">=</span> <span class="mi">0</span>
+<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">x0</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
+
+<span class="n">lam</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">matmul</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">matmul</span><span class="p">(</span><span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">),</span><span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">inv</span><span class="p">(</span><span class="n">hessian</span><span class="p">())),</span> <span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>
+<span class="k">while</span> <span class="n">lam</span><span class="o">**</span><span class="mi">2</span><span class="o">/</span><span class="mi">2</span> <span class="o">&gt;=</span> <span class="n">eps</span> <span class="ow">and</span> <span class="n">k</span> <span class="o">&lt;</span> <span class="mi">10000</span><span class="p">:</span>  <span class="c1"># keep searching while gradient norm is larger than eps</span>
+    <span class="n">a</span> <span class="o">=</span> <span class="n">line_search</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+    <span class="n">x</span> <span class="o">=</span> <span class="n">x</span> <span class="o">-</span> <span class="n">a</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">matmul</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">inv</span><span class="p">(</span><span class="n">hessian</span><span class="p">()),</span> <span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>
+    <span class="n">lam</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">matmul</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">matmul</span><span class="p">(</span><span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">),</span><span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">inv</span><span class="p">(</span><span class="n">hessian</span><span class="p">())),</span> <span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>
+    <span class="n">k</span><span class="o">+=</span><span class="mi">1</span>
+    <span class="k">if</span> <span class="n">k</span> <span class="o">%</span> <span class="mi">100</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Iteration:&quot;</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="s2">&quot;alpha:&quot;</span><span class="p">,</span> <span class="n">a</span><span class="p">,</span> <span class="s2">&quot;Error:&quot;</span><span class="p">,</span> <span class="n">error</span><span class="p">,</span> <span class="s2">&quot;x:&quot;</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
+
+<span class="n">x1</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">-</span> <span class="mi">2</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">-</span> <span class="mi">3</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">x1</span><span class="p">,</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Final solution:&quot;</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>Gradient descent solution
+Final solution: [-1.0713988626792919, -0.14249520055213166, 0.7854630879278517]
+Newton&#39;s method solution: 
+Iteration: 100 alpha: 0.0078125 Error: 0.000910695792946387 x: [[-0.1295266 ]
+ [ 0.71239631]]
+Final solution: [array([-0.93238422]), array([-0.13326788]), array([0.73297332])]
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p><strong>Problem 3</strong> \
+(i) Let f(x) and g(x) be two convex functions defined on the convex set X. 
+The linear combination h(x) is defined as: \
+$ h(x) = af(x) + bg(x) $
+If f(x) and g(x) are convex then: \
+$ f(\lambda x_1 + (1- \lambda)x_2) \le \lambda f(x_1) + (1 - \lambda)f(x_2) $ \
+$ g(\lambda x_1 + (1- \lambda)x_2) \le \lambda g(x_1) + (1 - \lambda)g(x_2) $ \
+$ af(\lambda x_1 + (1- \lambda)x_2) + bg(\lambda x_1 + (1- \lambda)x_2) \le a(\lambda f(x_1) + (1 - \lambda)f(x_2)) + b(\lambda g(x_1) + (1 - \lambda)g(x_2)) $ \
+The right side can be rewritten as: \
+$ \lambda(af(x_1) + bg(x_1)) + (1-\lambda)(af(x_2) + bg(x_2)) $ \
+From the definition of h(x), the right hand side can be transformed to: \
+$ \lambda h(x_1) + (1-\lambda)h(x_2) $ \
+$ \square $ \
+(ii) Conditions for convexity of a composition of two convex functions f and g: \</p>
+
+</div>
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p><strong>Problem 5</strong> \
+(i) Formulation of optimization problem:
+$ \underset{p_j}{\operatorname{min}} \sum_{k = 1}^{n} (I_k - I_t)^2 $ \
+st $ 0 \le p_j \le p_{max}$ \
+(ii) A formulation is convex if the objective is a convex function and the constraints have a feasible set that is convex. 
+Consider the function: $ f(p) = (a_k^Tp - I)^2 $ \
+$ \nabla f = 2a_ka_k^Tp - 2Ia_k $ \
+$ \nabla ^2 f = 2a_ka_k^T $ \
+Lemma: If $ d^THd \ge 0 \text{ for all d} \ne 0 \text{ then H is positive semi definite.} $ \
+In this case, applying the lemma gives us  $ d^THd = 2d^Ta_ka_k^Td $, which is always non negative. 
+Moreover, the summation of k convex functions is also convex. Therefore the objective is convex. The feasible set from the constraints is convex because they form a segmented space that is a hypercube. \
+(iii) If we require the power output of any of the n lamps to be less than p<em>, the modified optimization problem is: \
+$ \underset{p_j}{\operatorname{min}} \sum_{k = 1}^{n} (I_k - I_t)^2 $ \
+st $ 0 \le p_j \le p_{max}$ , \
+$ \sum_{j = 1}^{k} p_j &lt; p^</em>,  k = {1,...,n}$ \
+The second constraint can be further split into n separate constraints. Unique solutions are possible if all the constraints are convex sets. Consider the constraint $ \sum_{j = 1}^{l} p_j \lt p^* , l \epsilon k $. The summation produces an l-dimensional half space of a hyperplane, which is a convex set. Therefore the problem has a unique solution. \
+(iv) If only half the lamps can be on at the same time, then the problem has a combinatorial constraint, where out of n lamps, any n/2 of them can be switched on. The constraint to be added to the formulation is:
+$ \underset{p<em>j}{\operatorname{min}} \sum</em>{k = 1}^{n} (I_k - I_t)^2 $ \
+st $ 0 \le p<em>j \le p</em>{max}$ , \
+$ ||x||_0 \le \frac{n}{2} $ \
+The l-0 norm is not convex, therefore the problem does not have a unique solution.</p>
+
+</div>
+</div>
+</body>
+
+
+
+
+
+
+
+</html>
diff --git a/Homework/Homework2.ipynb b/Homework/Homework2.ipynb
index c55b377..be9049c 100644
--- a/Homework/Homework2.ipynb
+++ b/Homework/Homework2.ipynb
@@ -49,8 +49,9 @@
   {
    "cell_type": "markdown",
    "source": [
-    "Problem 1.0.1 \n",
-    "$$f = 2x_{1}^{2} - 4x_1x_2 + 1.5x_2^2$$\n",
+    "**Problem 1**\n",
+    "\n",
+    "(i) $$f = 2x_{1}^{2} - 4x_1x_2 + 1.5x_2^2$$\n",
     "The stationary point of the function is obtained by taking the gradient and setting it to zero: \\\n",
     "$ \\rho = \\begin{bmatrix}4x_1 - 4x_2 \\\\ -4x_1 + 3x_2 + 1 \\end{bmatrix}$ = 0\\\n",
     "Solving for x_1 and x_2 gives a stationary point (1,1). \\\n",
@@ -71,7 +72,7 @@
   {
    "cell_type": "markdown",
    "source": [
-    "Problem 2:\n",
+    "**Problem 2** \\\n",
     "Part a: (Analytical)\n",
     "The problem asks to find a point closest to (-1, 0, 1) such that it is constrained to lie on the plane $ x_1 + 2x_2 + 3x_3 = 1 $. \\\n",
     "The problem can be formulated as:\n",
@@ -86,54 +87,16 @@
     "The constraint equation works out to be: \\\n",
     "$ \\nabla L(x) = \\begin{bmatrix}2x_1 + 2 \\\\ 2x_2 \\\\ 2x_3 - 2 \\end{bmatrix} = \\begin{bmatrix} 0 \\\\ \\lambda \\\\ 2\\lambda \\end{bmatrix} $ \\\n",
     "Together with the equation $ x_1 + 2x_2 + 3x_3 - 1 = 0 $, solving for the x's we get:\\\n",
-    "$ x = \\begin{bmatrix} -1 \\\\ \\frac{-1}{8} \\\\ \\frac{3}{4} \\end{bmatrix} $ \\\n",
+    "$ x = \\begin{bmatrix} -1 \\\\ \\frac{-1}{8} \\\\ \\frac{3}{4} \\end{bmatrix} $ \n",
     "\n",
     "\n",
     "\n"
    ],
    "metadata": {}
   },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "Problem 3: \n",
-    "(i) Let f(x) and g(x) be two convex functions defined on the convex set X. \n",
-    "The linear combination h(x) is defined as: \\\n",
-    "$ h(x) = af(x) + bg(x) $\n",
-    "If f(x) and g(x) are convex then: \\\n",
-    "$ f(\\lambda x_1 + (1- \\lambda)x_2) \\le \\lambda f(x_1) + (1 - \\lambda)f(x_2) $ \\\n",
-    "$ g(\\lambda x_1 + (1- \\lambda)x_2) \\le \\lambda g(x_1) + (1 - \\lambda)g(x_2) $ \\\n",
-    "$ af(\\lambda x_1 + (1- \\lambda)x_2) + bg(\\lambda x_1 + (1- \\lambda)x_2) \\le a(\\lambda f(x_1) + (1 - \\lambda)f(x_2)) + b(\\lambda g(x_1) + (1 - \\lambda)g(x_2)) $ \\\n",
-    "The right side can be rewritten as: \\\n",
-    "$ \\lambda(af(x_1) + bg(x_1)) + (1-\\lambda)(af(x_2) + bg(x_2)) $ \\\n",
-    "From the definition of h(x), the right hand side can be transformed to: \\\n",
-    "$ \\lambda h(x_1) + (1-\\lambda)h(x_2) $ \\\n",
-    "$ \\square $ \\\n",
-    "\n"
-   ],
-   "metadata": {}
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "Problem 5 \n",
-    "(i) Formulation of optimization problem:\n",
-    "$ \\underset{p_j}{\\operatorname{min}} \\sum_{k = 1}^{n} (I_k - I_t)^2 $ \\\n",
-    "st $ 0 \\le p_j \\le p_{max}$ \\\n",
-    "(ii) A formulation is convex if the objective is a convex function and the constraints have a feasible set that is convex. In  this case, the objective is convex due to the fact that $ I_k - I_t = a_k^Tp - I_t $ which is a hyperplane, and squaring a hyperplane is a quadratic function that is also convex. Moreover, the summation of k convex functions is also convex. Therefore the objective is convex. The feasible set from the constraints is convex because they form a segmented space that is a hypercube. \\\n",
-    "(iii) If we require the power output of any of the n lamps to be less than p*, the modified optimization problem is: \\\n",
-    "$ \\underset{p_j}{\\operatorname{min}} \\sum_{k = 1}^{n} (I_k - I_t)^2 $ \\\n",
-    "st $ 0 \\le p_j \\le p_{max}$ , \\\n",
-    "$ \\sum_{j = 1}^{k} p_j < p^*,  k = {1,...,n}$ \\\n",
-    "The second constraint can be further split into n separate constraints. Unique solutions are possible if all the constraints are convex sets. Consider the constraint $ \\sum_{j = 1}^{l} p_j \\lt p^* , l \\epsilon k $. The summation produces an l-dimensional half space of a hyperplane, which is a convex set. Therefore the problem has a unique solution.\n",
-    "\n",
-    "\n"
-   ],
-   "metadata": {}
-  },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 28,
    "source": [
     "# PROBLEM 2 : CODE FOR GRADIENT DESCENT\n",
     "print(\"Gradient descent solution\")\n",
@@ -147,7 +110,7 @@
     "\n",
     "def phi(a,x):\n",
     "    obj = objective(x)\n",
-    "    corr = a*np.asarray([g**2 for g in grad(x)])\n",
+    "    corr = a*0.8*np.dot(grad(x), grad(x))\n",
     "    return obj - corr\n",
     "\n",
     "def line_search(x):\n",
@@ -160,6 +123,7 @@
     "x0 = [0,0]\n",
     "k = 0\n",
     "x = x0\n",
+    "soln = [objective(x)]\n",
     "\n",
     "error = np.linalg.norm(grad(x))\n",
     "\n",
@@ -167,9 +131,17 @@
     "    a = line_search(x)\n",
     "    x = x - a*grad(x)\n",
     "    error = np.linalg.norm(grad(x))\n",
+    "    soln.append(objective(x))\n",
     "    k+=1\n",
     "    if k % 1000 == 0: print(\"Iteration:\", k, \"alpha:\", a, \"Error:\", error, \"x:\", x)\n",
     "\n",
+    "import matplotlib.pyplot as plt\n",
+    "y = [np.log(np.linalg.norm(s - objective(x) + 1e-6)) for s in soln]\n",
+    "fig = plt.figure()\n",
+    "plt.plot(y)\n",
+    "plt.xlabel('Iterations')\n",
+    "plt.ylabel('log(|f-f*|)')\n",
+    "plt.title('Convergence plot - Gradient Descent')\n",
     "x1 = 1 - 2*x[0] - 3*x[1]\n",
     "x = [x1, x[0], x[1]]\n",
     "print(\"Final solution:\", x)\n",
@@ -190,12 +162,12 @@
     "\n",
     "def phi(a,x):\n",
     "    obj = objective(x)\n",
-    "    corr = a*np.asarray([g**2 for g in grad(x)])\n",
+    "    corr = a*0.8*np.matmul(np.matmul(grad(x).reshape(1,2),np.linalg.inv(hessian())), grad(x).reshape(2,1))\n",
     "    return obj - corr\n",
     "\n",
     "def line_search(x):\n",
     "    a = 1  # initialize step size\n",
-    "    while np.linalg.norm(phi(a,x))<objective(x-a*grad(x)):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction\n",
+    "    while phi(a,x)<objective(x-a*grad(x)):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction\n",
     "        a = 0.5*a\n",
     "    return a\n",
     "\n",
@@ -203,14 +175,26 @@
     "x0 = [0,0]\n",
     "k = 0\n",
     "x = np.asarray(x0).reshape(2,1)\n",
+    "soln = [objective(x)]\n",
     "\n",
     "lam = np.matmul(np.matmul(grad(x).reshape(1,2),np.linalg.inv(hessian())), grad(x).reshape(2,1))\n",
-    "while lam**2/2 >= eps and k < 1000:  # keep searching while gradient norm is larger than eps\n",
+    "while lam**2/2 >= eps and k < 10000:  # keep searching while gradient norm is larger than eps\n",
     "    a = line_search(x)\n",
+    "    a = 1\n",
     "    x = x - a*np.matmul(np.linalg.inv(hessian()), grad(x).reshape(2,1))\n",
+    "    soln.append(objective(x))\n",
     "    lam = np.matmul(np.matmul(grad(x).reshape(1,2),np.linalg.inv(hessian())), grad(x).reshape(2,1))\n",
     "    k+=1\n",
-    "    if k % 100 == 0: print(\"Iteration:\", k, \"alpha:\", a, \"Error:\", error, \"x:\", x)\n",
+    "    if k % 1 == 0: print(\"Iteration:\", k, \"alpha:\", a, \"Error:\", error, \"x:\", x)\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "fig = plt.figure()\n",
+    "\n",
+    "y = [np.log(np.linalg.norm(s - objective(x) + 1e-6)) for s in soln]\n",
+    "plt.plot(y)\n",
+    "plt.xlabel('Iterations')\n",
+    "plt.ylabel('log(|f-f*|)')\n",
+    "plt.title('Convergence plot - Newton')\n",
     "\n",
     "x1 = 1 - 2*x[0] - 3*x[1]\n",
     "x = [x1, x[0], x[1]]\n",
@@ -223,23 +207,87 @@
      "name": "stdout",
      "text": [
       "Gradient descent solution\n",
-      "Iteration: 1000 alpha: 0.125 Error: 0.8604186897840943 x: [-0.12581163  0.81128256]\n",
-      "Iteration: 2000 alpha: 0.125 Error: 0.9204354759534935 x: [-0.12462265  0.81306602]\n",
-      "Iteration: 3000 alpha: 0.125 Error: 0.9846386130992997 x: [-0.12335074  0.81497389]\n",
-      "Iteration: 4000 alpha: 0.0625 Error: 0.3159960335302552 x: [-0.13659703  0.79510445]\n",
-      "Iteration: 5000 alpha: 0.0625 Error: 0.3380377053348803 x: [-0.13616037  0.79575944]\n",
-      "Iteration: 6000 alpha: 0.0625 Error: 0.36161684990617876 x: [-0.13569325  0.79646012]\n",
-      "Iteration: 7000 alpha: 0.0625 Error: 0.38684071058438907 x: [-0.13519355  0.79720968]\n",
-      "Iteration: 8000 alpha: 0.0625 Error: 0.4138240112546796 x: [-0.13465899  0.79801151]\n",
-      "Iteration: 9000 alpha: 0.0625 Error: 0.442689478137391 x: [-0.13408714  0.79886928]\n",
-      "Iteration: 10000 alpha: 0.0625 Error: 0.47356839797524564 x: [-0.13347541  0.79978688]\n",
-      "Final solution: [-1.1324098264763962, -0.13347541131132373, 0.7997868830330145]\n",
+      "Final solution: [-1.0713988626792919, -0.14249520055213166, 0.7854630879278517]\n",
       "Newton's method solution: \n",
-      "Final solution: [array([-0.94053665]), array([-0.13383011]), array([0.73606562])]\n"
+      "Iteration: 1 alpha: 1 Error: 0.000910695792946387 x: [[-0.14285714]\n",
+      " [ 0.78571429]]\n",
+      "Final solution: [array([-1.07142857]), array([-0.14285714]), array([0.78571429])]\n"
      ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
     }
    ],
    "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "**Problem 3** \\\n",
+    "(i) Let f(x) and g(x) be two convex functions defined on the convex set X. \n",
+    "The linear combination h(x) is defined as: \\\n",
+    "$ h(x) = af(x) + bg(x) $\n",
+    "If f(x) and g(x) are convex then: \\\n",
+    "$ f(\\lambda x_1 + (1- \\lambda)x_2) \\le \\lambda f(x_1) + (1 - \\lambda)f(x_2) $ \\\n",
+    "$ g(\\lambda x_1 + (1- \\lambda)x_2) \\le \\lambda g(x_1) + (1 - \\lambda)g(x_2) $ \\\n",
+    "$ af(\\lambda x_1 + (1- \\lambda)x_2) + bg(\\lambda x_1 + (1- \\lambda)x_2) \\le a(\\lambda f(x_1) + (1 - \\lambda)f(x_2)) + b(\\lambda g(x_1) + (1 - \\lambda)g(x_2)) $ \\\n",
+    "The right side can be rewritten as: \\\n",
+    "$ \\lambda(af(x_1) + bg(x_1)) + (1-\\lambda)(af(x_2) + bg(x_2)) $ \\\n",
+    "From the definition of h(x), the right hand side can be transformed to: \\\n",
+    "$ \\lambda h(x_1) + (1-\\lambda)h(x_2) $ \\\n",
+    "$ \\square $ \\\n",
+    "(ii) Conditions for convexity of a composition of two convex functions f and g: \\\n",
+    "\n"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "**Problem 5** \\\n",
+    "(i) Formulation of optimization problem:\n",
+    "$ \\underset{p_j}{\\operatorname{min}} \\sum_{k = 1}^{n} (I_k - I_t)^2 $ \\\n",
+    "st $ 0 \\le p_j \\le p_{max}$ \\\n",
+    "(ii) A formulation is convex if the objective is a convex function and the constraints have a feasible set that is convex. \n",
+    "Consider the function: $ f(p) = (a_k^Tp - I)^2 $ \\\n",
+    "$ \\nabla f = 2a_ka_k^Tp - 2Ia_k $ \\\n",
+    "$ \\nabla ^2 f = 2a_ka_k^T $ \\\n",
+    "Lemma: If $ d^THd \\ge 0 \\text{ for all d} \\ne 0 \\text{ then H is positive semi definite.} $ \\\n",
+    "In this case, applying the lemma gives us  $ d^THd = 2d^Ta_ka_k^Td $, which is always non negative. \n",
+    "Moreover, the summation of k convex functions is also convex. Therefore the objective is convex. The feasible set from the constraints is convex because they form a segmented space that is a hypercube. \\\n",
+    "(iii) If we require the power output of any of the n lamps to be less than p*, the modified optimization problem is: \\\n",
+    "$ \\underset{p_j}{\\operatorname{min}} \\sum_{k = 1}^{n} (I_k - I_t)^2 $ \\\n",
+    "st $ 0 \\le p_j \\le p_{max}$ , \\\n",
+    "$ \\sum_{j = 1}^{k} p_j < p^*,  k = {1,...,n}$ \\\n",
+    "The second constraint can be further split into n separate constraints. Unique solutions are possible if all the constraints are convex sets. Consider the constraint $ \\sum_{j = 1}^{l} p_j \\lt p^* , l \\epsilon k $. The summation produces an l-dimensional half space of a hyperplane, which is a convex set. Therefore the problem has a unique solution. \\\n",
+    "(iv) If only half the lamps can be on at the same time, then the problem has a combinatorial constraint, where out of n lamps, any n/2 of them can be switched on. The constraint to be added to the formulation is:\n",
+    "$ \\underset{p_j}{\\operatorname{min}} \\sum_{k = 1}^{n} (I_k - I_t)^2 $ \\\n",
+    "st $ 0 \\le p_j \\le p_{max}$ , \\\n",
+    "$ ||x||_0 \\le \\frac{n}{2} $ \\\n",
+    "The l-0 norm is not convex, therefore the problem does not have a unique solution.\n"
+   ],
+   "metadata": {}
   }
  ],
  "metadata": {
diff --git a/Homework/Homework2.md b/Homework/Homework2.md
index dfbff05..32f871f 100644
--- a/Homework/Homework2.md
+++ b/Homework/Homework2.md
@@ -34,8 +34,9 @@ Consider an illumination problem: There are $n$ lamps and $m$ mirrors fixed to t
 * (5 points) If we require the overall power output of any of the $n$ lamps to be less than $p^*$, will the problem have a unique solution?
 * (5 points) If we require no more than half of the lamps to be switched on, will the problem have a unique solution?
 
-Problem 1.0.1 
-$$f = 2x_{1}^{2} - 4x_1x_2 + 1.5x_2^2$$
+**Problem 1**
+
+(i) $$f = 2x_{1}^{2} - 4x_1x_2 + 1.5x_2^2$$
 The stationary point of the function is obtained by taking the gradient and setting it to zero: \
 $ \rho = \begin{bmatrix}4x_1 - 4x_2 \\ -4x_1 + 3x_2 + 1 \end{bmatrix}$ = 0\
 Solving for x_1 and x_2 gives a stationary point (1,1). \
@@ -52,7 +53,7 @@ $ f - 0.5 = 2(x_1 - 1)^2 - 2(x_1 - 1)(x_2 - 1) - 0.5(x_2 - 1)^2 < 0 $ \
 
 
 
-Problem 2:
+**Problem 2** \
 Part a: (Analytical)
 The problem asks to find a point closest to (-1, 0, 1) such that it is constrained to lie on the plane $ x_1 + 2x_2 + 3x_3 = 1 $. \
 The problem can be formulated as:
@@ -67,42 +68,12 @@ $ g(x) = c $ \
 The constraint equation works out to be: \
 $ \nabla L(x) = \begin{bmatrix}2x_1 + 2 \\ 2x_2 \\ 2x_3 - 2 \end{bmatrix} = \begin{bmatrix} 0 \\ \lambda \\ 2\lambda \end{bmatrix} $ \
 Together with the equation $ x_1 + 2x_2 + 3x_3 - 1 = 0 $, solving for the x's we get:\
-$ x = \begin{bmatrix} -1 \\ \frac{-1}{8} \\ \frac{3}{4} \end{bmatrix} $ \
+$ x = \begin{bmatrix} -1 \\ \frac{-1}{8} \\ \frac{3}{4} \end{bmatrix} $ 
 
 
 
 
 
-Problem 3: 
-(i) Let f(x) and g(x) be two convex functions defined on the convex set X. 
-The linear combination h(x) is defined as: \
-$ h(x) = af(x) + bg(x) $
-If f(x) and g(x) are convex then: \
-$ f(\lambda x_1 + (1- \lambda)x_2) \le \lambda f(x_1) + (1 - \lambda)f(x_2) $ \
-$ g(\lambda x_1 + (1- \lambda)x_2) \le \lambda g(x_1) + (1 - \lambda)g(x_2) $ \
-$ af(\lambda x_1 + (1- \lambda)x_2) + bg(\lambda x_1 + (1- \lambda)x_2) \le a(\lambda f(x_1) + (1 - \lambda)f(x_2)) + b(\lambda g(x_1) + (1 - \lambda)g(x_2)) $ \
-The right side can be rewritten as: \
-$ \lambda(af(x_1) + bg(x_1)) + (1-\lambda)(af(x_2) + bg(x_2)) $ \
-From the definition of h(x), the right hand side can be transformed to: \
-$ \lambda h(x_1) + (1-\lambda)h(x_2) $ \
-$ \square $ \
-
-
-
-Problem 5 
-(i) Formulation of optimization problem:
-$ \underset{p_j}{\operatorname{min}} \sum_{k = 1}^{n} (I_k - I_t)^2 $ \
-st $ 0 \le p_j \le p_{max}$ \
-(ii) A formulation is convex if the objective is a convex function and the constraints have a feasible set that is convex. In  this case, the objective is convex due to the fact that $ I_k - I_t = a_k^Tp - I_t $ which is a hyperplane, and squaring a hyperplane is a quadratic function that is also convex. Moreover, the summation of k convex functions is also convex. Therefore the objective is convex. The feasible set from the constraints is convex because they form a segmented space that is a hypercube. \
-(iii) If we require the power output of any of the n lamps to be less than p*, the modified optimization problem is: \
-$ \underset{p_j}{\operatorname{min}} \sum_{k = 1}^{n} (I_k - I_t)^2 $ \
-st $ 0 \le p_j \le p_{max}$ , \
-$ \sum_{j = 1}^{k} p_j < p^*,  k = {1,...,n}$ \
-The second constraint can be further split into n separate constraints. Unique solutions are possible if all the constraints are convex sets. Consider the constraint $ \sum_{j = 1}^{l} p_j \lt p^* , l \epsilon k $. The summation produces an l-dimensional half space of a hyperplane, which is a convex set. Therefore the problem has a unique solution.
-
-
-
-
 
 ```python
 # PROBLEM 2 : CODE FOR GRADIENT DESCENT
@@ -117,7 +88,7 @@ def grad(x):
 
 def phi(a,x):
     obj = objective(x)
-    corr = a*np.asarray([g**2 for g in grad(x)])
+    corr = a*0.8*np.dot(grad(x), grad(x))
     return obj - corr
 
 def line_search(x):
@@ -130,6 +101,7 @@ eps = 1e-3
 x0 = [0,0]
 k = 0
 x = x0
+soln = [objective(x)]
 
 error = np.linalg.norm(grad(x))
 
@@ -137,9 +109,17 @@ while error >= eps and k < 10000:  # keep searching while gradient norm is large
     a = line_search(x)
     x = x - a*grad(x)
     error = np.linalg.norm(grad(x))
+    soln.append(objective(x))
     k+=1
     if k % 1000 == 0: print("Iteration:", k, "alpha:", a, "Error:", error, "x:", x)
 
+import matplotlib.pyplot as plt
+y = [np.log(np.linalg.norm(s - objective(x) + 1e-6)) for s in soln]
+fig = plt.figure()
+plt.plot(y)
+plt.xlabel('Iterations')
+plt.ylabel('log(|f-f*|)')
+plt.title('Convergence plot - Gradient Descent')
 x1 = 1 - 2*x[0] - 3*x[1]
 x = [x1, x[0], x[1]]
 print("Final solution:", x)
@@ -160,12 +140,12 @@ def hessian():
 
 def phi(a,x):
     obj = objective(x)
-    corr = a*np.asarray([g**2 for g in grad(x)])
+    corr = a*0.8*np.matmul(np.matmul(grad(x).reshape(1,2),np.linalg.inv(hessian())), grad(x).reshape(2,1))
     return obj - corr
 
 def line_search(x):
     a = 1  # initialize step size
-    while np.linalg.norm(phi(a,x))<objective(x-a*grad(x)):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction
+    while phi(a,x)<objective(x-a*grad(x)):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction
         a = 0.5*a
     return a
 
@@ -173,15 +153,26 @@ eps = 1e-3
 x0 = [0,0]
 k = 0
 x = np.asarray(x0).reshape(2,1)
+soln = [objective(x)]
 
-error = np.linalg.norm(grad(x))
-
-while error >= eps and k < 1000:  # keep searching while gradient norm is larger than eps
+lam = np.matmul(np.matmul(grad(x).reshape(1,2),np.linalg.inv(hessian())), grad(x).reshape(2,1))
+while lam**2/2 >= eps and k < 10000:  # keep searching while gradient norm is larger than eps
     a = line_search(x)
+    a = 1
     x = x - a*np.matmul(np.linalg.inv(hessian()), grad(x).reshape(2,1))
-    error = np.linalg.norm(grad(x))
+    soln.append(objective(x))
+    lam = np.matmul(np.matmul(grad(x).reshape(1,2),np.linalg.inv(hessian())), grad(x).reshape(2,1))
     k+=1
-    if k % 100 == 0: print("Iteration:", k, "alpha:", a, "Error:", error, "x:", x)
+    if k % 1 == 0: print("Iteration:", k, "alpha:", a, "Error:", error, "x:", x)
+
+import matplotlib.pyplot as plt
+fig = plt.figure()
+
+y = [np.log(np.linalg.norm(s - objective(x) + 1e-6)) for s in soln]
+plt.plot(y)
+plt.xlabel('Iterations')
+plt.ylabel('log(|f-f*|)')
+plt.title('Convergence plot - Newton')
 
 x1 = 1 - 2*x[0] - 3*x[1]
 x = [x1, x[0], x[1]]
@@ -191,17 +182,61 @@ print("Final solution:", x)
 ```
 
     Gradient descent solution
-    Iteration: 1000 alpha: 0.125 Error: 0.8604186897840943 x: [-0.12581163  0.81128256]
-    Iteration: 2000 alpha: 0.125 Error: 0.9204354759534935 x: [-0.12462265  0.81306602]
-    Iteration: 3000 alpha: 0.125 Error: 0.9846386130992997 x: [-0.12335074  0.81497389]
-    Iteration: 4000 alpha: 0.0625 Error: 0.3159960335302552 x: [-0.13659703  0.79510445]
-    Iteration: 5000 alpha: 0.0625 Error: 0.3380377053348803 x: [-0.13616037  0.79575944]
-    Iteration: 6000 alpha: 0.0625 Error: 0.36161684990617876 x: [-0.13569325  0.79646012]
-    Iteration: 7000 alpha: 0.0625 Error: 0.38684071058438907 x: [-0.13519355  0.79720968]
-    Iteration: 8000 alpha: 0.0625 Error: 0.4138240112546796 x: [-0.13465899  0.79801151]
-    Iteration: 9000 alpha: 0.0625 Error: 0.442689478137391 x: [-0.13408714  0.79886928]
-    Iteration: 10000 alpha: 0.0625 Error: 0.47356839797524564 x: [-0.13347541  0.79978688]
-    Final solution: [-1.1324098264763962, -0.13347541131132373, 0.7997868830330145]
+    Final solution: [-1.0713988626792919, -0.14249520055213166, 0.7854630879278517]
     Newton's method solution: 
+    Iteration: 1 alpha: 1 Error: 0.000910695792946387 x: [[-0.14285714]
+     [ 0.78571429]]
     Final solution: [array([-1.07142857]), array([-0.14285714]), array([0.78571429])]
 
+
+
+    
+![png](Homework2_files/Homework2_4_1.png)
+    
+
+
+
+    
+![png](Homework2_files/Homework2_4_2.png)
+    
+
+
+**Problem 3** \
+(i) Let f(x) and g(x) be two convex functions defined on the convex set X. 
+The linear combination h(x) is defined as: \
+$ h(x) = af(x) + bg(x) $
+If f(x) and g(x) are convex then: \
+$ f(\lambda x_1 + (1- \lambda)x_2) \le \lambda f(x_1) + (1 - \lambda)f(x_2) $ \
+$ g(\lambda x_1 + (1- \lambda)x_2) \le \lambda g(x_1) + (1 - \lambda)g(x_2) $ \
+$ af(\lambda x_1 + (1- \lambda)x_2) + bg(\lambda x_1 + (1- \lambda)x_2) \le a(\lambda f(x_1) + (1 - \lambda)f(x_2)) + b(\lambda g(x_1) + (1 - \lambda)g(x_2)) $ \
+The right side can be rewritten as: \
+$ \lambda(af(x_1) + bg(x_1)) + (1-\lambda)(af(x_2) + bg(x_2)) $ \
+From the definition of h(x), the right hand side can be transformed to: \
+$ \lambda h(x_1) + (1-\lambda)h(x_2) $ \
+$ \square $ \
+(ii) Conditions for convexity of a composition of two convex functions f and g: \
+
+
+
+**Problem 5** \
+(i) Formulation of optimization problem:
+$ \underset{p_j}{\operatorname{min}} \sum_{k = 1}^{n} (I_k - I_t)^2 $ \
+st $ 0 \le p_j \le p_{max}$ \
+(ii) A formulation is convex if the objective is a convex function and the constraints have a feasible set that is convex. 
+Consider the function: $ f(p) = (a_k^Tp - I)^2 $ \
+$ \nabla f = 2a_ka_k^Tp - 2Ia_k $ \
+$ \nabla ^2 f = 2a_ka_k^T $ \
+Lemma: If $ d^THd \ge 0 \text{ for all d} \ne 0 \text{ then H is positive semi definite.} $ \
+In this case, applying the lemma gives us  $ d^THd = 2d^Ta_ka_k^Td $, which is always non negative. 
+Moreover, the summation of k convex functions is also convex. Therefore the objective is convex. The feasible set from the constraints is convex because they form a segmented space that is a hypercube. \
+(iii) If we require the power output of any of the n lamps to be less than p*, the modified optimization problem is: \
+$ \underset{p_j}{\operatorname{min}} \sum_{k = 1}^{n} (I_k - I_t)^2 $ \
+st $ 0 \le p_j \le p_{max}$ , \
+$ \sum_{j = 1}^{k} p_j < p^*,  k = {1,...,n}$ \
+The second constraint can be further split into n separate constraints. Unique solutions are possible if all the constraints are convex sets. Consider the constraint $ \sum_{j = 1}^{l} p_j \lt p^* , l \epsilon k $. The summation produces an l-dimensional half space of a hyperplane, which is a convex set. Therefore the problem has a unique solution. \
+(iv) If only half the lamps can be on at the same time, then the problem has a combinatorial constraint, where out of n lamps, any n/2 of them can be switched on. The constraint to be added to the formulation is:
+$ \underset{p_j}{\operatorname{min}} \sum_{k = 1}^{n} (I_k - I_t)^2 $ \
+st $ 0 \le p_j \le p_{max}$ , \
+$ ||x||_0 \le \frac{n}{2} $ \
+The l-0 norm is not convex, therefore the problem does not have a unique solution.
+
diff --git a/Homework/Homework2_files/Homework2_4_1.png b/Homework/Homework2_files/Homework2_4_1.png
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From ed24733121c233026f0d5df85dfb89d9b9969c5c Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Wed, 6 Oct 2021 19:29:38 -0700
Subject: [PATCH 09/33] Updating New uploads from Dr Ren

---
 Demo/Example on Model Selection.ipynb         |  774 +++++++++++
 Homework/Homework 3.ipynb                     |  203 +++
 ...ithms and differentiable programming.ipynb | 1165 +++++++++++++++++
 3 files changed, 2142 insertions(+)
 create mode 100644 Demo/Example on Model Selection.ipynb
 create mode 100644 Homework/Homework 3.ipynb
 create mode 100644 Project/Project 1 gradient based algorithms and differentiable programming.ipynb

diff --git a/Demo/Example on Model Selection.ipynb b/Demo/Example on Model Selection.ipynb
new file mode 100644
index 0000000..3d8fac5
--- /dev/null
+++ b/Demo/Example on Model Selection.ipynb	
@@ -0,0 +1,774 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Example on Model Selection"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Problem Description\n",
+    "\n",
+    "You are given the data 'dat_train.txt' which includes a set of cars with their attributes. Your goal is to build a linear model that considers the price of cars (the first column in the data) as the response of the other car attributes. The homework will be graded based on two parts: \n",
+    "\n",
+    "* (80pt) The following report on model estimation and selection, and \n",
+    "* (20pt) the prediction performance of your model using a set of test data. Details will be explained as follows."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Preparation\n",
+    "\n",
+    "* You will need numpy and matplotlib, as usual, but also the wonderful packages from [Scikit-Learn](http://scikit-learn.org/)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\yren32\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\scipy\\__init__.py:137: UserWarning: NumPy 1.16.5 or above is required for this version of SciPy (detected version 1.16.1)\n",
+      "  UserWarning)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# use this if you are using ipython notebook, otherwise comment it out\n",
+    "%matplotlib inline \n",
+    "\n",
+    "# loading all packages... #\n",
+    "import numpy as np \n",
+    "from sklearn import decomposition\n",
+    "from sklearn.model_selection  import train_test_split\n",
+    "from sklearn.pipeline import Pipeline\n",
+    "from sklearn.preprocessing import PolynomialFeatures\n",
+    "\n",
+    "from sklearn.model_selection import cross_val_score\n",
+    "\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Note, we've given you several base packages here, but you may need to look at the documentation to find functions better suited to your needs. \n",
+    "\n",
+    "* Next, you will need to import the data, as an array. \n",
+    "    - Make sure the .txt file is in the same directory/folder as your code. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = np.genfromtxt('dat_train.txt')\n",
+    "var=['Price', 'Engine size', \n",
+    "      'Cylinders', 'HP', 'City MPG', \n",
+    "      'Highway MPG', 'Weight', 'Wheel base', \n",
+    "      'Length', 'Width']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In class we talked about Data Preprocessing: The data columns should have zero mean and unit variance. In other words, the data should be centered at the origin and the scales of attributes should not be too different. \n",
+    "\n",
+    "One way to preprocess is to use an appropriate scaling function in the `sklearn.preprocessing` sub-module. You can find the documentation [here](http://scikit-learn.org/stable/modules/preprocessing.html#preprocessing). In the following code, complete the import by erasing the `?` and replacing it with the proper function, after uncommenting the lines."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.preprocessing import StandardScaler #import the standard scaler\n",
+    "scaler_func=StandardScaler() # assign standard scaler to a variable \"scaler_func\"\n",
+    "\n",
+    "y = data[:,0] #first columns\n",
+    "\n",
+    "# covariates are the other columns. Dealer cost is not included since it correlates too much with the price #\n",
+    "X = data[:,1:] # all the others\n",
+    "\n",
+    "scaler_func.fit(data) # train the scaler for use later \n",
+    "data_scaled = scaler_func.transform(data) # preprocess the data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 0. Visualize your data (10pt)\n",
+    "\n",
+    "#### Perform PCA on attributes and plot out all cars on the plan of PC1 and PC2. Tag cars with their prices. (5pt)\n",
+    "* Hint: The documentation on PCA can be found [here](http://scikit-learn.org/stable/modules/decomposition.html#decompositions). Like before, find the appropriate function (this time in the `sklearn.decomposition` submodule) and complete the code below. \n",
+    "\n",
+    "* You may desire to see just how much variance is preserved in 2D space (how \"good\" you approximation is). you can use `explained_variance_ratio_().cumsum()` if you are using PCA or RandomizedPCA, or `svd.explained_variance_ratio_.sum()` if you are using SVD to calculate the *sum* of explained variance in your projection as a fraction of the total (all PCs will be 100%, so 2 PCs should be something lower. Let's put this in the title of our plot. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 0, 'First PC')"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.decomposition import PCA\n",
+    "\n",
+    "pca = PCA(n_components=2)\n",
+    "X_pca = pca.fit_transform(data_scaled[:,1:]) # Projects data into 2-dimensions, using the two highest PCs\n",
+    "\n",
+    "#### Leave the plotting code as-is ####\n",
+    "from matplotlib.colors import LogNorm # use a logscale for better visualization\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "price = data[:,0] # the first column contains our (unscaled) prices\n",
+    "cm = plt.cm.get_cmap('RdYlBu') # what colormap type we want (red->yellow->blue)\n",
+    "sc = ax.scatter(X_pca[:,0], X_pca[:,1], \n",
+    "                 norm=LogNorm(vmin=price.min(), vmax=price.max()), \n",
+    "                 c=price, s=35, cmap=cm) # scatterplot, with color\n",
+    "\n",
+    "cbar = fig.colorbar(sc, ticks=np.logspace(4., 5.5, num=9)) # add a bar for reference\n",
+    "cbar.ax.set_yticklabels(['{:,.0f}'.format(i) for i in np.round(np.logspace(4., 5.5, num=9),-2)])# what bar ticks to have\n",
+    "\n",
+    "ax.set_title(\"2D PCA, with \"+'{0:.2%}'.format(pca.explained_variance_ratio_.sum())+\" Variance explained\")\n",
+    "ax.set_ylabel(\"Second PC\")\n",
+    "ax.set_xlabel(\"First PC\")\n",
+    "#####################################"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[-0.36824328, -0.34692935, -0.30604987,  0.33252128,  0.3297765 ,\n",
+       "        -0.36914198, -0.30833885, -0.29595003, -0.33484679],\n",
+       "       [ 0.09989972,  0.17894469,  0.36713201, -0.30626564, -0.3478437 ,\n",
+       "        -0.05687014, -0.49722216, -0.5182685 , -0.29891925],\n",
+       "       [ 0.3279035 ,  0.44529514,  0.44514335,  0.46002845,  0.48986697,\n",
+       "        -0.18372745, -0.04309934,  0.04172547, -0.08419481],\n",
+       "       [ 0.12488683, -0.05487945, -0.12494302,  0.34161122,  0.03208725,\n",
+       "         0.37756544, -0.2315366 , -0.49429623,  0.63840373],\n",
+       "       [-0.30352692, -0.46294753,  0.65962719, -0.11806921,  0.10482343,\n",
+       "        -0.21090751, -0.0999046 ,  0.13627308,  0.40060132]])"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pca.components_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([52.43562789, 27.0014608 , 18.13407969, 11.75436066, 10.32441643,\n",
+       "        8.75238355,  7.37434293,  5.79044214,  5.0687423 ,  3.78288767,\n",
+       "        0.5530527 ])"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pca.singular_values_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x2abe268c860>]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(data[:,0], data[:,1],'.')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pca.components_\n",
+    "var=['Price', 'Engine size', \n",
+    "      'Cylinders', 'HP', 'City MPG', \n",
+    "      'Highway MPG', 'Weight', 'Wheel base', \n",
+    "      'Length', 'Width']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Notice the trend/trends we see when we overlay prices? \n",
+    "#### What structrure do you see in the Data? What is price's relationship to the PC's? (i.e. Interpret the above plot) (5pt)\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 1. Create a simple linear model (20pt)\n",
+    "\n",
+    "Like before, find the appropriate function for linear regression (this time in the `sklearn.linear_model` submodule)\n",
+    "#### Complete the below code. (5pt)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.linear_model import LinearRegression\n",
+    "\n",
+    "# response are car prices, i.e., the first column of the data matrix #\n",
+    "y_train = data_scaled[:,0]\n",
+    "# covariates are the other columns. Dealer cost is not included since it correlates too much with the price #\n",
+    "X_train = data_scaled[:,1:]\n",
+    "\n",
+    "ncv = 10 # number of cross valiation folds *KEEP THIS CONSTANT*\n",
+    "\n",
+    "lin_reg = LinearRegression() #new \"modelling\" object\n",
+    "lin_reg.fit(X_train,y_train) # do the regresion on the above\n",
+    "yhat = lin_reg.predict(X_train) #predict prices based on the model\n",
+    "\n",
+    "\n",
+    "# Evaluate the models using crossvalidation\n",
+    "scores = cross_val_score(lin_reg,\n",
+    "    X_train, y_train, scoring=\"neg_mean_squared_error\", cv=ncv)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x504 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#### Leave the plotting code as-is ####\n",
+    "from matplotlib import gridspec\n",
+    "plt.figure(figsize=(12, 7))\n",
+    "gs = gridspec.GridSpec(1, 2, width_ratios=[3, 1]) \n",
+    "\n",
+    "ax = plt.subplot(gs[0])\n",
+    "plt.scatter(y_train, yhat, label=\"Linear 1deg OLS\", clip_on=False)\n",
+    "plt.title(\"CV avg score: {:.3}\".format(abs(scores.mean())))\n",
+    "plt.xlabel(\"True car price\")\n",
+    "plt.ylabel(\"Predicted Car Price\")\n",
+    "plt.xlim((min(y_train), max(y_train)))\n",
+    "plt.ylim((min(yhat), max(yhat)))\n",
+    "plt.plot(range(100000), label=\"perfect prediction\")\n",
+    "plt.legend()\n",
+    "\n",
+    "ax = plt.subplot(gs[1])\n",
+    "ypos = np.arange(len(var[1:]))\n",
+    "plt.barh(ypos, lin_reg.coef_, align='center')\n",
+    "plt.yticks(ypos, var[1:])\n",
+    "ax.yaxis.tick_right()\n",
+    "plt.title(\"Coefficient Loadings\")\n",
+    "plt.xlim([-1,1])\n",
+    "fig.tight_layout(pad=1.9)\n",
+    "######################################"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([-0.19315161,  0.19309652,  0.88125059, -0.05718297,  0.27775606,\n",
+       "        0.36637783, -0.28270431,  0.0315081 , -0.08491507])"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lin_reg.coef_"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Discuss the plot (15pt): \n",
+    "Is the model reasonable? For what range of prices is the prediction best? What does the CV score mean (should it be large or small)?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 2. Now use the same code to create multiple models and compare (30pt)\n",
+    "\n",
+    "#### Compare models using crossvalidation, AIC and BIC. Discuss how model complexity affects the training error and these model selection criteria. \n",
+    "\n",
+    "* Here we are making use of a neat API in sklearn called **Pipeline**. This let's us queue up a bunch of tasks and perform all of them, as long as the same target (y) is being used for all of them. We'll tell the pipeline to automatically generate the columns for some desired degree polynomial model, and then fit it using linear OLS.\n",
+    "\n",
+    "* Once again, fill out the `?` by reading the docs. Use the linear OLS from the last problem, AND find sklearn's function for automatically generating the polynomial columns, in the `sklearn.preprocessing` submodule.\n",
+    "\n",
+    "#### Complete the code (10pt)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x360 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.pipeline import Pipeline\n",
+    "from sklearn.preprocessing import PolynomialFeatures # find the module from sklearn.preprocessing that generates polynomial terms\n",
+    "\n",
+    "\n",
+    "# a set of linear models with polynomial terms\n",
+    "degrees = [1,2,3,4] # make a list of all degrees of polynomial models to try\n",
+    "scores = np.zeros((len(degrees),ncv)) # cv error, for each model type\n",
+    "error = np.zeros(len(degrees))\n",
+    "\n",
+    "fig=plt.figure(figsize=(16, 5))\n",
+    "\n",
+    "for i in range(len(degrees)):\n",
+    "    \n",
+    "    polynomial = PolynomialFeatures(degree=degrees[i],\n",
+    "                              include_bias=True,\n",
+    "                              interaction_only=True)\n",
+    "    lin_reg = LinearRegression() # our data has been scaled, no need for intercept\n",
+    "\n",
+    "    pipeline = Pipeline([(\"Polynomial Features\", polynomial),\n",
+    "                         (\"Linear OLS\", lin_reg)])\n",
+    "    pipeline.fit(X_train,y_train) # do the regresion on the above\n",
+    "    yhat = pipeline.predict(X_train) #predict prices based on the model\n",
+    "\n",
+    "    # Evaluate the models using crossvalidation\n",
+    "    scores[i,] = cross_val_score(pipeline,\n",
+    "        X_train, y_train, scoring=\"neg_mean_squared_error\", cv=ncv) # add the new CV scores\n",
+    "    \n",
+    "    # Calculate the training error\n",
+    "    error[i] = ((yhat - y_train)**2).sum()\n",
+    "    \n",
+    "    #### Leave the plotting code as-is ####\n",
+    "    n = yhat.shape[0]\n",
+    "    ax = plt.subplot(1, len(degrees), i + 1, sharey=ax)\n",
+    "    plt.setp(ax, xticks=(), yticks=())\n",
+    "    plt.scatter(y_train, yhat, label=\"Linear \"+str(degrees[i])+\"deg OLS\", clip_on=False)\n",
+    "    plt.title(\"CV avg score: {:.3}\\nAIC = {:.2e}\\nBIC = {:.2e}\".format(abs(scores[i,].mean()),\n",
+    "              2*polynomial.n_output_features_- n*np.log(error[i]/n) , \n",
+    "              np.log(y_train.shape[0])*polynomial.n_output_features_- n*np.log(error[i]/n) ))\n",
+    "\n",
+    "    plt.xlim((min(y_train), max(y_train)))\n",
+    "    plt.ylim((min(yhat), max(yhat)))\n",
+    "    plt.plot(range(100000), label=\"perfect prediction\")\n",
+    "    \n",
+    "    plt.xlabel(\"True Car Price\")\n",
+    "    plt.ylabel(\"Predicted Car Price\")\n",
+    "\n",
+    "    plt.legend()\n",
+    "#     fig.suptitle(\"Prediction and \"+str(ncv)+\" Cross-validation for polynomial fits (deg 1-4)\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Discuss the results (20 pt):\n",
+    "Based on the above, which model seems to be the \"best\"? What is happening as the model complexity increases?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Step 3. Propose your own model and compare with the above ones (20pt)\n",
+    "\n",
+    "#### Propose your own linear model (does not have to contain only polynomial terms). Report its crossvalidation, AIC and BIC scores. \n",
+    "\n",
+    "* HINT: We suggest taking a look at some of the trends you found in the PCA. Sometimes polynomial transformations of your data are not the best...\n",
+    "* ANYTHING in the form $$y = a_1 f_1({\\bf x}) +a_2 f_2({\\bf x}) + \\cdots + a_n f_n({\\bf x})$$ will work fine, but you will need $n$ columns in your matrix that you fit, with each column being the $f_i({\\bf})$ transform. Think about how some of the variables should actually correlate. \n",
+    "* If you're struggling to find a good model, try plotting histograms (remember HW1?) of the individual variables. If there are ranges with unusually large counts, you may or may not want to find a function that weights that variable accordingly. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Now apply your model on the test data \"dat_test.txt\" and report the mean square error.\n",
+    "\n",
+    "You will get at least 10pt if you correctly complete the code."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## (For curious readers) Example: LASSO \n",
+    "Below is another linear regression method. You are not required to know how this works, but we wanted to show you what a slightly more sophisticated regression might look like. Here, we penalize having too many variables by adjusting a parameter $\\alpha$ ($\\alpha=0$ will return OLS exactly). The \"best\" $\\alpha$ is found via cross-validation. Generally, when we can remove variables that are deemed useless, the prediction will behave better for previously unseen data. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.00360889898657\n",
+      "CV avg MSE  0.294257993476\n",
+      "[-0.13636932  0.15817986  0.87550364 -0.          0.19457779  0.29038555\n",
+      " -0.23750489  0.00485722 -0.06564906]\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.linear_model import LassoCV, Lasso\n",
+    "\n",
+    "model=LassoCV(cv=ncv, fit_intercept=False) #alpha based on CV for ncv from above\n",
+    "\n",
+    "model.fit(X_train, y_train)\n",
+    "yhat = model.predict(X_train)\n",
+    "print model.alpha_\n",
+    "\n",
+    "scores = cross_val_score(model,\n",
+    "        X_train, y_train, scoring=\"neg_mean_squared_error\", cv=ncv)\n",
+    "print \"CV avg MSE \",-1*scores.mean()\n",
+    "print model.coef_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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QmeXc9N+5LN2wg3FXHk6rRnWiHdJeWrZsyYoVK1i3bl20Q5Eoq1Wr1l53gRKR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\nSUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0xc2d5160>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from matplotlib import gridspec\n",
+    "plt.figure(figsize=(12, 7))\n",
+    "gs = gridspec.GridSpec(1, 2, width_ratios=[3, 1]) \n",
+    "\n",
+    "ax = plt.subplot(gs[0])\n",
+    "\n",
+    "plt.setp(ax, xticks=(), yticks=())\n",
+    "plt.scatter(y_train, yhat, label=\"Linear 1deg LASSO\", clip_on=False)\n",
+    "\n",
+    "\n",
+    "plt.title(\"CV avg score: {:.3}\".format(abs(scores.mean())))\n",
+    "plt.xlabel(\"True car price\")\n",
+    "plt.ylabel(\"Predicted Car Price\")\n",
+    "plt.plot(range(6), label=\"perfect prediction\")\n",
+    "#plt.xlim((min(y), max(y)))\n",
+    "#plt.ylim((min(yhat), max(yhat)))\n",
+    "plt.legend()\n",
+    "\n",
+    "\n",
+    "ax = plt.subplot(gs[1])\n",
+    "ypos = np.arange(len(var[1:]))\n",
+    "plt.barh(ypos, model.coef_, align='center')\n",
+    "plt.yticks(ypos, var[1:])\n",
+    "ax.yaxis.tick_right()\n",
+    "plt.title(\"Coefficient Loadings\")\n",
+    "plt.xlim([-1,1])\n",
+    "fig.tight_layout(pad=1.9)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2.44262527371\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.text.Text at 0xce80588>"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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IiEzgjml3cOGwCwkPDfc6mgSw5z/fDqhoSe+TnBVLaYEueSAiB6YaGZi66+wQ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\nmby+7nlS2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el6072ElqA10oo36sUb9dIaacUX89EWbcMX8+GL+QjGA6QSrajJJqxaG0Wq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\nQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0xc95cb70>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#print model.path(X,y)[1]\n",
+    "fig, ax=plt.subplots(ncols=2, figsize=(15,7))\n",
+    "print -np.log10(model.alpha_)\n",
+    "ax[0].plot(-np.log10(model.path(X_train, y_train)[0]), model.path(X_train,y_train)[1].T)\n",
+    "ax[0].legend([str(i) for i in range(9)], loc=0)\n",
+    "ax[0].axvline(x=-np.log10(model.alpha_), ls='--')\n",
+    "ax[0].set_title(\"Coef path for -log10(alpha)\")\n",
+    "#ax[0].set_ylim((-5,5))\n",
+    "ax[1].plot(-np.log10(model.alphas_), model.mse_path_)\n",
+    "ax[1].axvline(x=-np.log10(model.alpha_), ls='--')\n",
+    "ax[1].set_title(\"MSE on \"+str(ncv)+\" folds for -log10(alpha)\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example Validation: \n",
+    "This is where things get interesting: I'll import the test set that we've been saving this whole time. Unlike cross-validation, now our model has *never* seen this data, and won't be able to learn from it...we simply are testing it's prediction ability. \n",
+    "\n",
+    "Note that LASSO performs just slightly better. This is how we will check your model's predictive power!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(39L, 10L)\n"
+     ]
+    },
+    {
+     "ename": "ValueError",
+     "evalue": "shapes (39,9) and (256,) not aligned: 9 (dim 1) != 256 (dim 0)",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-17-fe66afeb56c6>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mncols\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfigsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m12\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m6\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     11\u001b[0m \u001b[1;31m# First the Linear OLS\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 12\u001b[1;33m \u001b[0myhat_scale\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlin_reg\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mXt\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     13\u001b[0m \u001b[0myhat\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0myhat_scale\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstd\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     14\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mC:\\Users\\p2admin\\Anaconda\\lib\\site-packages\\sklearn\\linear_model\\base.pyc\u001b[0m in \u001b[0;36mpredict\u001b[1;34m(self, X)\u001b[0m\n\u001b[0;32m    266\u001b[0m             \u001b[0mReturns\u001b[0m \u001b[0mpredicted\u001b[0m \u001b[0mvalues\u001b[0m\u001b[1;33m.\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    267\u001b[0m         \"\"\"\n\u001b[1;32m--> 268\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_decision_function\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    269\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    270\u001b[0m     \u001b[0m_preprocess_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstaticmethod\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_preprocess_data\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mC:\\Users\\p2admin\\Anaconda\\lib\\site-packages\\sklearn\\linear_model\\base.pyc\u001b[0m in \u001b[0;36m_decision_function\u001b[1;34m(self, X)\u001b[0m\n\u001b[0;32m    251\u001b[0m         \u001b[0mX\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcheck_array\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maccept_sparse\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'csr'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'csc'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'coo'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    252\u001b[0m         return safe_sparse_dot(X, self.coef_.T,\n\u001b[1;32m--> 253\u001b[1;33m                                dense_output=True) + self.intercept_\n\u001b[0m\u001b[0;32m    254\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    255\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mpredict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mC:\\Users\\p2admin\\Anaconda\\lib\\site-packages\\sklearn\\utils\\extmath.pyc\u001b[0m in \u001b[0;36msafe_sparse_dot\u001b[1;34m(a, b, dense_output)\u001b[0m\n\u001b[0;32m    187\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mret\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    188\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 189\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mfast_dot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    190\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    191\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mValueError\u001b[0m: shapes (39,9) and (256,) not aligned: 9 (dim 1) != 256 (dim 0)"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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7//ZqBgLgmtjZACvZ9xXl7r5YVQ8leSbJiSSPdfdLVfXg7uOPJnk6yT1JziX5hyQPHNzI\nAFyOnQ2wnkXvUe7up7OzWPfe9+ie33eSj1/hc5+9wuvfCZx5MzjzZviePbOdvRpn3gzOvBmu6sy1\nsy8BAIC9fIQ1AAAMDjyUN/GjVBec+Zd3z/piVX2+qm4/ijnXtN+Z91z3M1V1sao+cpjzrW3Jeavq\nzqr6QlW9VFV/fdgzrm3Bn+sfrqo/q6ov7p752L/vtaoeq6o3Lvffom3o/trEM9vZx3xnJ/b2Juzt\nA9nZ3X1gv7LzgyT/J8m/SnJdki8mOX3JNfck+YskleSDSf7mIGc66F8Lz/zvkrxn9/d3b8KZ91z3\nP7Lz3smPHPXcB/w9fneSLye5eff2jx713Idw5t9I8ru7vz+V5FtJrjvq2a/x3P8+yfuTfOkyj2/i\n/trEM9vZx3hnX8H32d4+5nv7IHb2Qb+ivIkfpbrvmbv78939d7s3n83O/2F6nC35PifJryX54yRv\nHOZwB2DJeT+a5MnufjVJunsTztxJfrCqKskPZGfhXjzcMdfV3Z/LzjkuZ+P2VzbwzHb2sd/Zib29\nEXv7IHb2QYfyJn6U6pWe51ez87eb42zfM1fVDUl+KclnDnGug7Lke/zeJO+pqr+qquer6mOHNt3B\nWHLmTyX5qSRfT/Jikl/v7rcOZ7wjs4n7axPPvJedfTzZ2/Z2chX761A/wprvVFU/l52l+6GjnuUQ\n/H6ST3T3Wzt/cX3HO5nkA0l+Icm/TPK/qurZ7v7q0Y51oD6c5AtJfj7Jv07y36vqf3b3/zvasWAd\ndvY7nr1tb3+Xgw7l1T5K9RhZdJ6q+ukkn01yd3d/85BmOyhLzryV5IndhXt9knuq6mJ3/8nhjLiq\nJec9n+Sb3f3tJN+uqs8luT3JcV24S878QJLf6Z03gp2rqq8luS3J/z6cEY/EJu6vTTyznX28d3Zi\nbyf2dnIV++ug33qxiR+luu+Zq+rmJE8m+ZV3yN9U9z1zd9/S3T/Z3T+Z5L8m+S/HeOEu+XP9p0k+\nVFUnq+r7k/xskq8c8pxrWnLmV7PzSkyq6seSvC/JK4c65eHbuP2VDTyznX3sd3Zib9vbO654fx3o\nK8q9gR+luvDMv5XkR5J8evdv6xe7e+uoZr5WC8/8jrHkvN39lar6yyQvJHkryWe7e/zvao6Dhd/j\nTyZ5vKpezM5PFH+iu79xZEOvoKr+KMmdSa6vqvNJfjvJ9yUbvb828cx29jFnb2/G3j6Ine2T+QAA\nYOCT+QAAYCCUAQBgIJQBAGAglAEAYCCUAQBgIJQBAGAglAEAYCCUAQBg8I9oQULxRu0IZwAAAABJ\nRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0xa555780>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#import the test data\n",
+    "test = np.genfromtxt(\"dat_test.txt\") \n",
+    "print test.shape\n",
+    "test_scaled = scaler_func.transform(test)\n",
+    "Xt = test_scaled[:,1:]\n",
+    "#print test[:,1:].mean(axis=0)\n",
+    "yt_scale = test_scaled[:,0]\n",
+    "yt = test[:,0]\n",
+    "\n",
+    "fig, ax = plt.subplots(ncols=2, figsize=(12, 6))\n",
+    "# First the Linear OLS\n",
+    "yhat_scale=lin_reg.predict(Xt)\n",
+    "yhat = yhat_scale*y.std()+y.mean()\n",
+    "\n",
+    "ax[0].scatter(yt, yhat)\n",
+    "ax[0].plot(range(100000))\n",
+    "residual = np.sqrt(np.sum((yt-yhat)**2))\n",
+    "ax[0].set_title(\"OLS Residual: {:.3}\".format(residual))\n",
+    "\n",
+    "#Now the LASSO\n",
+    "yhat_scale=model.predict(Xt)\n",
+    "yhat = yhat_scale*y.std()+y.mean()\n",
+    "\n",
+    "\n",
+    "ax[1].scatter(yt, yhat)\n",
+    "ax[1].plot(range(100000))\n",
+    "residual = np.sqrt(np.sum((yt-yhat)**2))\n",
+    "ax[1].set_title(\"LASSO Residual: {:.3}\".format(residual))\n",
+    "\n",
+    "fig.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(39L, 9L)"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Xt.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/Homework/Homework 3.ipynb b/Homework/Homework 3.ipynb
new file mode 100644
index 0000000..c465aac
--- /dev/null
+++ b/Homework/Homework 3.ipynb	
@@ -0,0 +1,203 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "harmful-logging",
+   "metadata": {},
+   "source": [
+    "### Problem 1 (50 points) \n",
+    "\n",
+    "Vapor-liquid equilibria data are correlated using two adjustable parameters $A_{12}$ and $A_{21}$ per binary\n",
+    "mixture. For low pressures, the equilibrium relation can be formulated as:\n",
+    "\n",
+    "$$\n",
+    "\\begin{aligned}\n",
+    "p = & x_1\\exp\\left(A_{12}\\left(\\frac{A_{21}x_2}{A_{12}x_1+A_{21}x_2}\\right)^2\\right)p_{water}^{sat}\\\\\n",
+    "& + x_2\\exp\\left(A_{21}\\left(\\frac{A_{12}x_1}{A_{12}x_1+A_{21}x_2}\\right)^2\\right)p_{1,4 dioxane}^{sat}.\n",
+    "\\end{aligned}\n",
+    "$$\n",
+    "\n",
+    "Here the saturation pressures are given by the Antoine equation\n",
+    "\n",
+    "$$\n",
+    "\\log_{10}(p^{sat}) = a_1 - \\frac{a_2}{T + a_3},\n",
+    "$$\n",
+    "\n",
+    "where $T = 20$($^{\\circ}{\\rm C}$) and $a_{1,2,3}$ for a water - 1,4 dioxane\n",
+    "system is given below.\n",
+    "\n",
+    "|             | $a_1$     | $a_2$      | $a_3$     |\n",
+    "|:------------|:--------|:---------|:--------|\n",
+    "| Water       | 8.07131 | 1730.63  | 233.426 |\n",
+    "| 1,4 dioxane | 7.43155 | 1554.679 | 240.337 |\n",
+    "\n",
+    "\n",
+    "The following table lists the measured data. Recall that in a binary system $x_1 + x_2 = 1$.\n",
+    "\n",
+    "|$x_1$ | 0.0 | 0.1 | 0.2 | 0.3 | 0.4 | 0.5 | 0.6 | 0.7 | 0.8 | 0.9 | 1.0 |\n",
+    "|:-----|:--------|:---------|:--------|:-----|:-----|:-----|:-----|:-----|:-----|:-----|:-----|\n",
+    "|$p$| 28.1 | 34.4 | 36.7 | 36.9 | 36.8 | 36.7 | 36.5 | 35.4 | 32.9 | 27.7 | 17.5 |\n",
+    "\n",
+    "Estimate $A_{12}$ and $A_{21}$ using data from the above table: \n",
+    "\n",
+    "1. Formulate the least square problem; \n",
+    "2. Since the model is nonlinear, the problem does not have an analytical solution. Therefore, solve it using the gradient descent or Newton's method implemented in HW1; \n",
+    "3. Compare your optimized model with the data. Does your model fit well with the data?\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Problem 2 (50 points) \n",
+    "\n",
+    "Solve the following problem using Bayesian Optimization:\n",
+    "$$\n",
+    "    \\min_{x_1, x_2} \\quad \\left(4-2.1x_1^2 + \\frac{x_1^4}{3}\\right)x_1^2 + x_1x_2 + \\left(-4 + 4x_2^2\\right)x_2^2,\n",
+    "$$\n",
+    "for $x_1 \\in [-3,3]$ and $x_2 \\in [-2,2]$. A tutorial on Bayesian Optimization can be found [here](https://thuijskens.github.io/2016/12/29/bayesian-optimisation/).\n",
+    "\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "divine-setup",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 0., -4.], dtype=float32)"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# A simple example of using PyTorch for gradient descent\n",
+    "\n",
+    "import torch as t\n",
+    "from torch.autograd import Variable\n",
+    "\n",
+    "# Define a variable, make sure requires_grad=True so that PyTorch can take gradient with respect to this variable\n",
+    "x = Variable(t.tensor([1.0, 0.0]), requires_grad=True)\n",
+    "\n",
+    "# Define a loss\n",
+    "loss = (x[0] - 1)**2 + (x[1] - 2)**2\n",
+    "\n",
+    "# Take gradient\n",
+    "loss.backward()\n",
+    "\n",
+    "# Check the gradient. numpy() turns the variable from a PyTorch tensor to a numpy array.\n",
+    "x.grad.numpy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "positive-starter",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 2., -6.], dtype=float32)"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Let's examine the gradient at a different x.\n",
+    "x.data = t.tensor([2.0, 1.0])\n",
+    "loss = (x[0] - 1)**2 + (x[1] - 2)**2\n",
+    "loss.backward()\n",
+    "x.grad.numpy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "infectious-remark",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[1.        1.9999971]\n",
+      "8.185452e-12\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Here is a code for gradient descent without line search\n",
+    "\n",
+    "import torch as t\n",
+    "from torch.autograd import Variable\n",
+    "\n",
+    "x = Variable(t.tensor([1.0, 0.0]), requires_grad=True)\n",
+    "\n",
+    "# Fix the step size\n",
+    "a = 0.01\n",
+    "\n",
+    "# Start gradient descent\n",
+    "for i in range(1000):  # TODO: change the termination criterion\n",
+    "    loss = (x[0] - 1)**2 + (x[1] - 2)**2\n",
+    "    loss.backward()\n",
+    "    \n",
+    "    # no_grad() specifies that the operations within this context are not part of the computational graph, i.e., we don't need the gradient descent algorithm itself to be differentiable with respect to x\n",
+    "    with t.no_grad():\n",
+    "        x -= a * x.grad\n",
+    "        \n",
+    "        # need to clear the gradient at every step, or otherwise it will accumulate...\n",
+    "        x.grad.zero_()\n",
+    "        \n",
+    "print(x.data.numpy())\n",
+    "print(loss.data.numpy())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "painful-climb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\yren32\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: UserWarning: The .grad attribute of a Tensor that is not a leaf Tensor is being accessed. Its .grad attribute won't be populated during autograd.backward(). If you indeed want the gradient for a non-leaf Tensor, use .retain_grad() on the non-leaf Tensor. If you access the non-leaf Tensor by mistake, make sure you access the leaf Tensor instead. See github.com/pytorch/pytorch/pull/30531 for more informations.\n",
+      "  \"\"\"Entry point for launching an IPython kernel.\n"
+     ]
+    }
+   ],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Project/Project 1 gradient based algorithms and differentiable programming.ipynb b/Project/Project 1 gradient based algorithms and differentiable programming.ipynb
new file mode 100644
index 0000000..cc6262c
--- /dev/null
+++ b/Project/Project 1 gradient based algorithms and differentiable programming.ipynb	
@@ -0,0 +1,1165 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "attempted-merchandise",
+   "metadata": {},
+   "source": [
+    "# Project 1: Gradient-based Algorithms and Differentiable Programming\n",
+    "\n",
+    "\n",
+    "## 1. Introduction\n",
+    "Consider a simple formulation of rocket landing where the rocket state $x(t)$ is represented by its distance to the ground $d(t)$ and its velocity $v(t)$, i.e., $x(t) = [d(t), v(t)]^T$, where $t$ specifies time. The control input of the rocket is its acceleration $a(t)$. The discrete-time dynamics follows \n",
+    "\n",
+    "$$\n",
+    "\\begin{aligned}\n",
+    "d(t+1) = d(t) + v(t) \\Delta t, \\\\\n",
+    "v(t+1) = v(t) + a(t) \\Delta t,\n",
+    "\\end{aligned}\n",
+    "$$\n",
+    "\n",
+    "where $\\Delta t$ is a time interval. Further, let the closed-loop controller be \n",
+    "\n",
+    "$$\n",
+    "a(t) = f_{\\theta}(x(t))\n",
+    "$$\n",
+    "\n",
+    "where $f_{\\theta}(\\cdot)$ is a neural network with parameters $\\theta$, which are to be determined through optimization.\n",
+    "\n",
+    "For each time step, we assign a loss as a function of the control input and the state: $l(x(t),a(t))$. In this example, we will simply set $l(x(t),a(t))=0$ for all $t=1,...,T-1$, where $T$ is the final time step, and $l(x(T),a(T)) = ||x(T)||^2 = d(T)^2 + v(T)^2$. This loss encourages the rocket to reach $d(T)=0$ and $v(T)=0$, which are proper landing conditions.\n",
+    "\n",
+    "The optimization problem is now formulated as\n",
+    "\n",
+    "$$\n",
+    "\\begin{aligned}\n",
+    "\\min_{\\theta} \\quad & ||x(T)||^2 \\\\\n",
+    "\\quad & d(t+1) = d(t) + v(t) \\Delta t, \\\\\n",
+    "\\quad & v(t+1) = v(t) + a(t) \\Delta t, \\\\\n",
+    "\\quad & a(t) = f_{\\theta}(x(t)), ~\\forall t=1,...,T-1\n",
+    "\\end{aligned}\n",
+    "$$\n",
+    "\n",
+    "While this problem is constrained, it is easy to see that the objective function can be expressed as a function of $x(T-1) and a(T-1)$, where $x(T-1)$ as a function of $x(T-2)$ and $a(T-2)$, and so on. Thus it is essentially an unconstrained problem with respect to $\\theta$. \n",
+    "\n",
+    "In the following, we code this problem up with [PyTorch](https://pytorch.org/), which allows us to only build the forward pass of the loss (i.e., how we move from $x(1)$ to $x(2)$ and all the way to $x(T)$) and automatically get the gradient $\\nabla_{\\theta} l(x(T),a(T))$.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "## 2. Sample Code\n",
+    "\n",
+    "Before you start, please make sure you install the PyTorch package in Python. If you are using Pycharm, you can do so through *setting*->*Project: Your Project Name*->*Project Interpreter*->*Install (the little plus sign to the right of the window)*. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "center-trustee",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# overhead\n",
+    "\n",
+    "import logging\n",
+    "import math\n",
+    "import random\n",
+    "import numpy as np\n",
+    "import time\n",
+    "import torch as t\n",
+    "import torch.nn as nn\n",
+    "from torch import optim\n",
+    "from torch.nn import utils\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "logger = logging.getLogger(__name__)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "induced-midnight",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# environment parameters\n",
+    "\n",
+    "FRAME_TIME = 0.1  # time interval\n",
+    "GRAVITY_ACCEL = 0.12  # gravity constant\n",
+    "BOOST_ACCEL = 0.18  # thrust constant\n",
+    "\n",
+    "# # the following parameters are not being used in the sample code\n",
+    "# PLATFORM_WIDTH = 0.25  # landing platform width\n",
+    "# PLATFORM_HEIGHT = 0.06  # landing platform height\n",
+    "# ROTATION_ACCEL = 20  # rotation constant"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "injured-panic",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# define system dynamics\n",
+    "# Notes: \n",
+    "# 0. You only need to modify the \"forward\" function\n",
+    "# 1. All variables in \"forward\" need to be PyTorch tensors.\n",
+    "# 2. All math operations in \"forward\" has to be differentiable, e.g., default PyTorch functions.\n",
+    "# 3. Do not use inplace operations, e.g., x += 1. Please see the following section for an example that does not work.\n",
+    "\n",
+    "class Dynamics(nn.Module):\n",
+    "\n",
+    "    def __init__(self):\n",
+    "        super(Dynamics, self).__init__()\n",
+    "\n",
+    "    @staticmethod\n",
+    "    def forward(state, action):\n",
+    "\n",
+    "        \"\"\"\n",
+    "        action: thrust or no thrust\n",
+    "        state[0] = y\n",
+    "        state[1] = y_dot\n",
+    "        \"\"\"\n",
+    "        \n",
+    "        # Apply gravity\n",
+    "        # Note: Here gravity is used to change velocity which is the second element of the state vector\n",
+    "        # Normally, we would do x[1] = x[1] + gravity * delta_time\n",
+    "        # but this is not allowed in PyTorch since it overwrites one variable (x[1]) that is part of the computational graph to be differentiated.\n",
+    "        # Therefore, I define a tensor dx = [0., gravity * delta_time], and do x = x + dx. This is allowed... \n",
+    "        delta_state_gravity = t.tensor([0., GRAVITY_ACCEL * FRAME_TIME])\n",
+    "\n",
+    "        # Thrust\n",
+    "        # Note: Same reason as above. Need a 2-by-1 tensor.\n",
+    "        delta_state = BOOST_ACCEL * FRAME_TIME * t.tensor([0., -1.]) * action\n",
+    "\n",
+    "        # Update velocity\n",
+    "        state = state + delta_state + delta_state_gravity\n",
+    "        \n",
+    "        # Update state\n",
+    "        # Note: Same as above. Use operators on matrices/tensors as much as possible. Do not use element-wise operators as they are considered inplace.\n",
+    "        step_mat = t.tensor([[1., FRAME_TIME],\n",
+    "                            [0., 1.]])\n",
+    "        state = t.matmul(step_mat, state)\n",
+    "\n",
+    "        return state"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "rotary-constitutional",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Demonstrate the inplace operation issue\n",
+    "\n",
+    "class Dynamics(nn.Module):\n",
+    "\n",
+    "    def __init__(self):\n",
+    "        super(Dynamics, self).__init__()\n",
+    "\n",
+    "    @staticmethod\n",
+    "    def forward(state, action):\n",
+    "\n",
+    "        \"\"\"\n",
+    "        action: thrust or no thrust\n",
+    "        state[0] = y\n",
+    "        state[1] = y_dot\n",
+    "        \"\"\"\n",
+    "\n",
+    "        # Update velocity using element-wise operation. This leads to an error from PyTorch.\n",
+    "        state[1] = state[1] + GRAVITY_ACCEL * FRAME_TIME - BOOST_ACCEL * FRAME_TIME * action\n",
+    "        \n",
+    "        # Update state\n",
+    "        step_mat = t.tensor([[1., FRAME_TIME],\n",
+    "                            [0., 1.]])\n",
+    "        state = t.matmul(step_mat, state)\n",
+    "\n",
+    "        return state"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "controlling-basement",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# a deterministic controller\n",
+    "# Note:\n",
+    "# 0. You only need to change the network architecture in \"__init__\"\n",
+    "# 1. nn.Sigmoid outputs values from 0 to 1, nn.Tanh from -1 to 1\n",
+    "# 2. You have all the freedom to make the network wider (by increasing \"dim_hidden\") or deeper (by adding more lines to nn.Sequential)\n",
+    "# 3. Always start with something simple\n",
+    "\n",
+    "class Controller(nn.Module):\n",
+    "\n",
+    "    def __init__(self, dim_input, dim_hidden, dim_output):\n",
+    "        \"\"\"\n",
+    "        dim_input: # of system states\n",
+    "        dim_output: # of actions\n",
+    "        dim_hidden: up to you\n",
+    "        \"\"\"\n",
+    "        super(Controller, self).__init__()\n",
+    "        self.network = nn.Sequential(\n",
+    "            nn.Linear(dim_input, dim_hidden),\n",
+    "            nn.Tanh(),\n",
+    "            nn.Linear(dim_hidden, dim_output),\n",
+    "            # You can add more layers here\n",
+    "            nn.Sigmoid()\n",
+    "        )\n",
+    "\n",
+    "    def forward(self, state):\n",
+    "        action = self.network(state)\n",
+    "        return action"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "bibliographic-rainbow",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# the simulator that rolls out x(1), x(2), ..., x(T)\n",
+    "# Note:\n",
+    "# 0. Need to change \"initialize_state\" to optimize the controller over a distribution of initial states\n",
+    "# 1. self.action_trajectory and self.state_trajectory stores the action and state trajectories along time\n",
+    "\n",
+    "class Simulation(nn.Module):\n",
+    "\n",
+    "    def __init__(self, controller, dynamics, T):\n",
+    "        super(Simulation, self).__init__()\n",
+    "        self.state = self.initialize_state()\n",
+    "        self.controller = controller\n",
+    "        self.dynamics = dynamics\n",
+    "        self.T = T\n",
+    "        self.action_trajectory = []\n",
+    "        self.state_trajectory = []\n",
+    "\n",
+    "    def forward(self, state):\n",
+    "        self.action_trajectory = []\n",
+    "        self.state_trajectory = []\n",
+    "        for _ in range(T):\n",
+    "            action = self.controller.forward(state)\n",
+    "            state = self.dynamics.forward(state, action)\n",
+    "            self.action_trajectory.append(action)\n",
+    "            self.state_trajectory.append(state)\n",
+    "        return self.error(state)\n",
+    "\n",
+    "    @staticmethod\n",
+    "    def initialize_state():\n",
+    "        state = [1., 0.]  # TODO: need batch of initial states\n",
+    "        return t.tensor(state, requires_grad=False).float()\n",
+    "\n",
+    "    def error(self, state):\n",
+    "        return state[0]**2 + state[1]**2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "celtic-argument",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# set up the optimizer\n",
+    "# Note:\n",
+    "# 0. LBFGS is a good choice if you don't have a large batch size (i.e., a lot of initial states to consider simultaneously)\n",
+    "# 1. You can also try SGD and other momentum-based methods implemented in PyTorch\n",
+    "# 2. You will need to customize \"visualize\"\n",
+    "# 3. loss.backward is where the gradient is calculated (d_loss/d_variables)\n",
+    "# 4. self.optimizer.step(closure) is where gradient descent is done\n",
+    "\n",
+    "class Optimize:\n",
+    "    def __init__(self, simulation):\n",
+    "        self.simulation = simulation\n",
+    "        self.parameters = simulation.controller.parameters()\n",
+    "        self.optimizer = optim.LBFGS(self.parameters, lr=0.01)\n",
+    "\n",
+    "    def step(self):\n",
+    "        def closure():\n",
+    "            loss = self.simulation(self.simulation.state)\n",
+    "            self.optimizer.zero_grad()\n",
+    "            loss.backward()\n",
+    "            return loss\n",
+    "        self.optimizer.step(closure)\n",
+    "        return closure()\n",
+    "    \n",
+    "    def train(self, epochs):\n",
+    "        for epoch in range(epochs):\n",
+    "            loss = self.step()\n",
+    "            print('[%d] loss: %.3f' % (epoch + 1, loss))\n",
+    "            self.visualize()\n",
+    "\n",
+    "    def visualize(self):\n",
+    "        data = np.array([self.simulation.state_trajectory[i].detach().numpy() for i in range(self.simulation.T)])\n",
+    "        x = data[:, 0]\n",
+    "        y = data[:, 1]\n",
+    "        plt.plot(x, y)\n",
+    "        plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "adequate-cosmetic",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[1] loss: 4.571\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[2] loss: 2.276\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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Sihr++/1snl21l4guxvfOH8nt3xhJ356RoS5NJOx5uUyaCmQ753YBmNkSYB7QPOjnAU875xzwhZn1M7MhQCXwDeAmAOdcLVAbvPIl3FXV1vPEx7v5/Uc7qa5v4Jozh3H3zBQG99F+rCLB4iXo44GcZq9z+b+r9eO1iQfqgWLgj2Y2CcgA7nbOVR79IWZ2G3AbQGJiotf6JUzVBxp4MSOX37y7neLDNcweF8e/zB7NyJjeoS5NxHe8BH1L89ecxzZdgcnAnc65VWb2W+Ae4P6vNXbuceBxgLS0tKPfX3ziyyWDf7lsKzuKKpic2I/F109myvABoS5NxLe8BH0uMKzZ6wQg32MbB+Q651Y1/f4lGoNeOqEt+8v5xVtb+CS7hKSBPXlswWRmj4/TnqwibcxL0K8BUswsGcgD5gPXHdVmKbCwafx+GlDmnNsPYGY5ZjbaObcNmMnfju1LJ1B0uJrfrNjOX9Jz6NM9kgcuTWXBtOFEddVceJH20GrQO+fqzWwhsJzG6ZVPOucyzeyOpuOLgWU0Tq3MpnF65c3N3uJO4NmmGTe7jjomPlZdF+DJT3ez6P1sagMN3HJOMndeOIp+PbVtn0h7ssaJMh1LWlqaS09PD3UZcpKcc7yzuYD///YWcg4eYVbqYO69eCzJg3qFujQR3zKzDOdcWkvH9BSKBNXWgnJ+tjSLz3cdYPTgaJ79zjTOGTUo1GWJdGoKegmKsqo6fvPuNp5ZtY/o7l35+bxxXDs1UWvSiHQACno5JQ0NjhfSc/jV8m2UVtWyYNpw/mnWafTvpXF4kY5CQS8nbWNuKfe/nsmGnFLOTOrPzy6bRurQPqEuS0SOoqCXE1ZWVcevV2zl2VX7GNS7Gw9dM4nLT4/XfHiRDkpBL54553h5bR6/XLaFQ1W13HR2Ej+YdRp9umvhMZGOTEEvnmQXHebHr25m1e6DTE7sx9O3TmXc0L6hLktEPFDQy3FV1wVY9EE2iz/aSY/ICH757QlckzZMe7SKhBEFvRzTZztL+PGrm9ldUskVZ8Tz40vGMqh3t1CXJSInSEEvX1NaVcsv3trCixm5JA7oyTO3TuPcFD30JBKuFPTyFeccb28u4Cevb+ZQVR3fmzGSuy5MoUeU9mkVCWcKegGgqLya+1/fzPLMQsbH9+FPt+hmq4hfKOg7Oeccr6zN42dvZFJT38A9c8bwnXOTtXSBiI8o6DuxgrJq/u2VjXywrZgzk/rzn1dOZIS28hPxHQV9J/TlVfxP38ikLtDAA5em8vdnJWnKpIhPKeg7maLD1dz7ymbe21LImUn9+fVVk0jSOvEivqag70Te3rSfe1/dRGVtgPsuGcvN5yQToat4Ed9T0HcC5dV1/HRpJq+szWNCfF8eumYSo2KjQ12WiLQTBb3Prd59kB/8ZT0F5dXcdeEo7pyZQqRm1Ih0Kgp6n6oLNPDwe9t57MOdJPTvyYt3nMXkxP6hLktEQkBB70N7D1Ry15L1bMgp5eopCTxw2Th6d9NXLdJZ6W+/z7y2Lo/7XttMF4NHF0zm4glDQl2SiISYgt4nKmvq+cnrmby8NpepSQN4aP7pxPfrEeqyRKQDUND7wJb95Sx8bi27Siq5a2YKd104SksYiMhXFPRhzDnHC+k5/OT1TPr0iOTZW6dx9igtJywif0tBH6aqauu577XNvLI2j3NHDeKha04nJlqbgojI1ynow9Cu4grueCaDHUUVfP+iFO68MEVPuIrIMSnow8w7mwv44YsbiOrahadvmcp5KTGhLklEOjgFfZgINDgeXLGNxz7cyaSEvjx6/RTNqhERTxT0YaC0qpa7lqznr9uLuXZqIj+9LJVuXbW9n4h4o6Dv4LYVHOa7T6dTUFbNL789gWunJoa6JBEJMwr6DmxFZgE/+Mt6enXrypLbp2utGhE5KZ6eqjGz2Wa2zcyyzeyeFo6bmT3SdHyjmU0+6niEma0zszeDVbifOedY9EE2t/05g1GxvXnjznMV8iJy0lq9ojezCGARMAvIBdaY2VLnXFazZnOAlKafacBjTf/80t3AFqBPkOr2rZr6APe8vIlX1+Vx+elD+Y8rJ9I9UuPxInLyvFzRTwWynXO7nHO1wBJg3lFt5gFPu0ZfAP3MbAiAmSUAlwBPBLFuXzpQUcOC/1nFq+vy+OE3T+Oha05XyIvIKfMyRh8P5DR7ncvfXq0fq008sB94GPgRoC2NjmNncQU3/3ENheXVLLpuMpdM1KqTIhIcXq7oW3rk0nlpY2ZzgSLnXEarH2J2m5mlm1l6cXGxh7L8Y/Xug3z70c+orKnn+dumK+RFJKi8BH0uMKzZ6wQg32Obc4DLzGwPjUM+F5rZMy19iHPucedcmnMuLSam8zzt+dbG/Vz/xCoG9o7i1X84RzddRSTovAT9GiDFzJLNLAqYDyw9qs1S4Mam2TfTgTLn3H7n3L855xKcc0lN573vnLs+mB0IZ3/4ZDcLn1/LxIS+vPK9s0kc2DPUJYmID7U6Ru+cqzezhcByIAJ40jmXaWZ3NB1fDCwDLgaygSrg5rYrOfw55/jPd7ax+KOdzB4Xx8PzddNVRNqOOXf0cHvopaWlufT09FCX0SbqAw3c++omXkjP5frpifzssvFaeVJETpmZZTjn0lo6pidj21FNfYC7n1/PO5kF3D0zhe9flIKZQl5E2paCvp1U1dZz+58z+HhHCQ9cmsrN5ySHuiQR6SQU9O3gcHUdtzy1hoy9h/j1VRO5Om1Y6yeJiASJgr6NlVXVceMfV5OZV8bvrtWDUCLS/hT0bai0qpbr/7CK7QUVPHb9FGalDg51SSLSCSno28hXIV9Ywe9vnMIFo2NDXZKIdFIK+jZQdqTuq5B//IYpzFDIi0gIeVqPXrw7XF3HjU+uZntBBb9XyItIB6CgD6Kq2npueWoNmXllLFowWcM1ItIhKOiDpKY+wO1/ziBj7yF+O/8M3XgVkQ5DY/RBEGhwfH/Jej7eUcKvrpqoKZQi0qHoiv4UOee477XNvL25gPvnpvJ3ehhKRDoYBf0peui9HTy/eh//MGMkt56rZQ1EpONR0J+C51fv45GVO/i7tAT+5VujQ12OiEiLFPQn6YOtRdz32mbOPy2GX1wxQatQikiHpaA/CVn55Sx8bi1j4qJZtGAykRH6n1FEOi4l1AkqKq/m1j+tIbp7JE/edCa9u2nikoh0bEqpE1BdF+C7f86gtKqOF+84i8F9uoe6JBGRVinoPXLOce8rm9iQU8ri66cwPr5vqEsSEfFEQzce/fHTPbyyLo9/mnUas8fHhbocERHPFPQefLHrAL9YtoVvjRvMwgtGhbocEZEToqBvRWF5NQufW8vwgT158OpJdOmiaZQiEl4U9MdRH2jgzufXUVkT4PfXTyG6e2SoSxIROWG6GXscv3l3O6t3H+ShayaRMjg61OWIiJwUXdEfwyc7Snjso53MP3MYV5yREOpyREROmoK+BQcqavjBC+sZGdObBy4dF+pyREROiYZujuKc455XNlFWVcfTt0ylR1REqEsSETkluqI/ygvpObybVciPZo9m7JA+oS5HROSUKeibySs9ws/f3ML0EQO45RytLS8i/qCgb+Kc456XN+Kc49dXab68iPiHgr7Ji+m5fLyjhHsuHsuwAT1DXY6ISNAo6IGiw9X8v7eymJo0gAVTE0NdjohIUCnogZ+/uYXqugZ+eeUEDdmIiO94Cnozm21m28ws28zuaeG4mdkjTcc3mtnkpt8PM7MPzGyLmWWa2d3B7sCp+mRHCW9syOd7M0YyMqZ3qMsREQm6VoPezCKARcAcIBW41sxSj2o2B0hp+rkNeKzp9/XAPzvnxgLTgX9s4dyQqa1v4CdLNzN8YE++N2NkqMsREWkTXq7opwLZzrldzrlaYAkw76g284CnXaMvgH5mNsQ5t985txbAOXcY2ALEB7H+U/Knz/awq7iSBy5NpXukHowSEX/yEvTxQE6z17l8PaxbbWNmScAZwKqWPsTMbjOzdDNLLy4u9lDWqSmpqOGRlTuYMTqGC8cMbvPPExEJFS9B39LdSXcibcysN/Ay8H3nXHlLH+Kce9w5l+acS4uJifFQ1ql5ZOUOquoC3HdJhxlJEhFpE16CPhcY1ux1ApDvtY2ZRdIY8s865145+VKDZ3dJJc+t2se1U4cxKlY3YEXE37wE/RogxcySzSwKmA8sParNUuDGptk304Ey59x+MzPgD8AW59xvglr5KfjNu9uJ6tqFu2eeFupSRETaXKurVzrn6s1sIbAciACedM5lmtkdTccXA8uAi4FsoAq4uen0c4AbgE1mtr7pd/c655YFtRcnICu/nDc25POPF4wkJrpbqMoQEWk3npYpbgrmZUf9bnGzPzvgH1s47xNaHr8PmUdW7iC6e1duO0/TKUWkc+hUT8ZuLSjnncwCbj4nmb49tf+riHQOnSroH/1gJ72iIrjlnKRQlyIi0m46TdDnHKzizY35XDctkX49o0JdjohIu+k0Qf+HT3YT0cW49dwRoS5FRKRddYqgP1xdx0sZuVwyYQhxfbuHuhwRkXbVKYL+5YxcKmrquVnbA4pIJ+T7oHfO8eyqfUwa1o9Jw/qFuhwRkXbn+6Bfs+cQO4oqtHOUiHRavg/6F9Nz6BUVwdxJQ0JdiohISPg66Ktq61m2aT+XTBxCzyhPDwGLiPiOr4P+3axCKmsDfHtyQqhLEREJGV8H/Rsb8onr052pSQNCXYqISMj4NugPV9fx1+0lXDxhCF26dKh11URE2pVvg/7DbcXUBhqYPT4u1KWIiISUb4P+vS2FDOwVxZTh/UNdiohISPky6AMNjo+2FzNjdCwRGrYRkU7Ol0G/IbeU0qo6Zoxu+03GRUQ6Ol8G/ec7DwBw9siBIa5ERCT0fBn0n+0sYUxcNAN7a09YERHfBX19oIF1+0qZlqy58yIi4MOg37L/MFW1AaboISkREcCHQb8htxSAM7QksYgI4MOg35RbRv+ekST07xHqUkREOgTfBf2WgnLGDe2LmebPi4iAz4I+0ODYXniY0XHRoS5FRKTD8FXQ55ceobqugZTY3qEuRUSkw/BV0O8uqQQgaVCvEFciItJx+Cro9x6sAiBpoIJeRORLvgr6/NIjREYYsdF6IlZE5Eu+CvqCsmpio7troxERkWZ8FfQlFTXE9tHVvIhIcz4L+loG9ooKdRkiIh2Kr4K+/EgdfXso6EVEmvMU9GY228y2mVm2md3TwnEzs0eajm80s8lezw2m8uo6ort3bcuPEBEJO60GvZlFAIuAOUAqcK2ZpR7VbA6Q0vRzG/DYCZwbNDPHxDIxoW9bvb2ISFjycvk7Fch2zu0CMLMlwDwgq1mbecDTzjkHfGFm/cxsCJDk4dygeXj+GW3xtiIiYc3L0E08kNPsdW7T77y08XIuAGZ2m5mlm1l6cXGxh7JERMQLL0Hf0qR057GNl3Mbf+nc4865NOdcWkyMNvUWEQkWL0M3ucCwZq8TgHyPbaI8nCsiIm3IyxX9GiDFzJLNLAqYDyw9qs1S4Mam2TfTgTLn3H6P54qISBtq9YreOVdvZguB5UAE8KRzLtPM7mg6vhhYBlwMZANVwM3HO7dNeiIiIi2yxokyHUtaWppLT08PdRkiImHDzDKcc2ktHfPVk7EiIvJ1CnoREZ/rkEM3ZlYM7D3J0wcBJUEsp6NTf/2ts/UXOl+fg9Xf4c65Fuemd8igPxVmln6scSo/Un/9rbP1Fzpfn9ujvxq6ERHxOQW9iIjP+THoHw91Ae1M/fW3ztZf6Hx9bvP++m6MXkRE/pYfr+hFRKSZsAx6M3vSzIrMbPMxjh9zx6tw5KG/Y8zsczOrMbMftnd9weahvwuavteNZvaZmU1q7xqDzUOf5zX1d33Tct7ntneNwdRaf5u1O9PMAmZ2VXvV1hY8fL8zzKys6ftdb2Y/Cebnh2XQA08Bs49zvMUdr8LYUxy/vweBu4AH26WatvcUx+/vbuB859xE4Of4Y0z3KY7f55XAJOfc6cAtwBPtUFNbeorj9/fLHer+k8a1ssLdU7TSX+Bj59zpTT//HswPD8ugd879lcZwO5avdrxyzn0BfLnjVVhqrb/OuSLn3Bqgrv2qajse+vuZc+5Q08svaFz+Oqx56HOF+78bar04xr4O4cLD32GAO4GXgaK2r6hteexvmwnLoPfA885WEvZuBd4OdRHtwcyuMLOtwFs0XtX7lpnFA1cAi0NdSzs6y8w2mNnbZjYumG/s16D3vLOVhC8zu4DGoP/XUNfSHpxzrzrnxgCX0zhk5WcPA//qnAuEupB2spbGJQwmAb8DXgvmm/s16L3siiVhzMwm0jhOPc85dyDU9bSnpmGAkWY2KNS1tKE0YImZ7QGuAh41s8tDWlEbcs6VO+cqmv68DIgM5vfr16A/1o5X4gNmlgi8AtzgnNse6nrag5mNMjNr+vNkGrfp9O1/4Jxzyc65JOdcEvAS8A/OuddCW1XbMbO4Zt/vVBqzOWjfr5c9YzscM3semAEMMrNc4AEgEo6/41W4aq2/ZhYHpAN9gAYz+z6Q6pwrD03Fp8bD9/sTYCCNV3kA9eG+CJaHPl9J48VLHXAEuKbZzdmw46G/vuKhv1cB3zOzehq/3/nB/H71ZKyIiM/5dehGRESaKOhFRHxOQS8i4nMKehERn1PQi4j4nIJeRMTnFPQiIj6noBcR8bn/BfbNloNKiRhaAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[3] loss: 1.345\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[4] loss: 0.848\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[5] loss: 0.551\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[6] loss: 0.361\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[7] loss: 0.231\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[8] loss: 0.143\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[9] loss: 0.093\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[10] loss: 0.066\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[11] loss: 0.052\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[12] loss: 0.044\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[13] loss: 0.039\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14] loss: 0.036\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[15] loss: 0.035\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[16] loss: 0.034\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[17] loss: 0.033\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[18] loss: 0.033\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[19] loss: 0.033\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[20] loss: 0.032\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[21] loss: 0.032\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[22] loss: 0.032\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[23] loss: 0.030\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[24] loss: 0.027\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[25] loss: 0.015\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[26] loss: 0.001\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[27] loss: 0.001\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[28] loss: 0.000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[29] loss: 0.000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[30] loss: 0.000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[31] loss: 0.000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[32] loss: 0.000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[33] loss: 0.000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[34] loss: 0.000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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r4RdXT7S6lB7pk8VOnJedwq6SOmoa26wuRSnlx4wxPP3pIUakRHHRGOu7m+6JBoET549OwRhYr81DSikXfHGohl0lddwxZ7jP3TLanQaBE5My4oiLCOHTA5bdvKSUGgCe+uggSVGhPtWvkDMaBE4E2YQ5o5L5JL8Si69dK6X8VF5JHR8fqOT2OcN9/lZ0DYIenJedzLETrRw41mB1KUopP/TURweJCQv22VtGu9Mg6MEFY1IA+GCfpd0fKaX80MHKBlbnlXHLOcOIDQ+xupxeaRD0IC0ugokZsazde8zqUpRSfuaPHx4kNMjG7XOGW11Kn2gQnMa8calsPXqcqoZWq0tRSvmJQ1WNvL6tmFtmDSM52nfGHDgdDYLTmDcuFWO0eUgp1XePf5BPaLCNb10w0upS+kyD4DQmpMeSFhfO2j3aPKSU6l1hZQMrt5Vwy6xhPjUCWW80CE5DRJg3LpVP86toae+0uhyllI97/IMCvzsbAA2CXs0bn0pze6d2QqeUOq195SdYub2ExbOz/ObawEkaBL04Z0QSMeHBrN5VbnUpSikf9uh7+4kOC+bbF4yyupR+0yDoRWiwjUvGD+b9PeW0dditLkcp5YNyD9ewdm8Fd10wkrhI339u4FQaBH1wxeQ06ls6WF+gfQ8ppb7MGMNv3ttPSkwYt52bZXU5Z0SDoA/OHZVMbHgwb+0ss7oUpZSPWbu3gk2Havju3GwiQ10a4sUyLgWBiCSKyBoRyXe8JvSw3gIR2S8iBSKytNv8KSKyUUS2i0iuiMxwpR5PCQ22ccmEwazZc4zWDr17SCnVpb3Tzq9W72VkShQ3TM/sfQMf5eoZwVJgnTEmG1jnmP4SEQkCngQuBcYDi0RkvGPxb4CfG2OmAD9xTPuky082D+Xr3UNKqS4vfHGUwqpGfnTpOEKC/LeBxdXKFwLLHe+XA1c7WWcGUGCMKXQMTfmiYzsAA8Q63scBpS7W4zHnjkwmLiKEN3f4bIlKKS+qa27n92sPcM6IJOaO893Rx/rC1QatVGNMGYAxpkxEnP3XyACKuk0XAzMd7/8DeE9EHqUrlGb3tCMRWQIsARg6dKiLZfdfaLCNyyen8frWEhpaO4gO88+2QKWUezzxQT61ze08cPk4RHx39LG+6PWMQETWikiek5+FvW178iOczDs52svdwPeNMZnA94G/9vQhxphlxpgcY0xOSkpKH3ftXtdOy6C5vZN38/SZAqUCWUFFA3/77DBfO3sIEzPirC7HZb3+WWuMmdfTMhE5JiJpjrOBNMBZ72zFQPerKEP4vyagxcD3HO//CTzdp6otMm1oAsOSInltazHXne3bQ88ppTzDGMPP39xNRGgQ9y0Ya3U5buHqNYJVdH2Z43h9w8k6m4FsERkuIqHADY7toCsQLnC8vxjId7EejxIRvjp1CBsKqympbba6HKWUBdbureDT/Cq+P2+033Ul0RNXg+ARYL6I5APzHdOISLqIrAYwxnQA9wDvAXuBl40xux3bfxN4TER2AA/juAbgy66ZmoExsHJbidWlKKW8rKW9k/9+aw/Zg6L9YgjKvnLpiqcxphqY62R+KXBZt+nVwGon660HznalBm8bmhTJjKxEXt1azLcvHOn3F4mUUn33xw8LOFrTxAt3zvTr20VPNXCOxIuuPTuDwspGthw5bnUpSikvKaho4KmPD3LN1Axmj0q2uhy30iA4A1dMTic6LJgXNh21uhSllBcYY3hwZR4RIUH8+LJxVpfjdhoEZyAqLJiFU9J5e2cZdU3tVpejlPKwldtL2FBYzf2XjvWrkcf6SoPgDN04cyitHXZe21ZsdSlKKQ+qbmjlv9/ay9Sh8Sya7v2HWb1Bg+AMTUiP46whcazYdBRjTO8bKKX80kNv7aG+pZ1fXzsZm21g3hyiQeCCG2cO5cCxBrYe1YvGSg1E6/Ye443tpdxzUTajU2OsLsdjNAhccPKi8d83HLG6FKWUm9W3tPPA63mMSY3h7gv9azD6/tIgcEFUWDDXnT2Et3eVUXGixepylFJu9Mu391JR38Kvr5tMaPDA/qoc2EfnBd+YnUWH3fD8Rj0rUGqg+HB/BS9uLmLJ+SOZkhlvdTkep0HgoqzkKOaOTeUfXxylpV1HL1PK39U2tXH/KzsZnRrN9+dnW12OV2gQuMHt52ZR3djGKh20Rim/97NVu6lpbOOxr00hLDjI6nK8QoPADc4ZmcTYwTE8s/6Q3kqqlB9bvauMldtL+c5Fo5g0xP/HGegrDQI3EBFuOzeLfeX1bDhYbXU5SqkzUFbXzI9e28XkIXHcc/Eoq8vxKg0CN1k4JYPk6DCe+vig1aUopfrJbjf8v5d20NZh539vmDqgehbti8A6Wg8KDwnijjnD+TS/il3FdVaXo5Tqh798WsiGwmp+dtV4hidHWV2O12kQuNHNs4YSEx7MUx8XWF2KUqqP8krqePT9/SyYMJjrczJ732AAcikIRCRRRNaISL7jNaGH9Z4RkQoRyTuT7f1FTHgIt54zjHfyyjlY2WB1OUqpXtS3tPOdF7aSHB3Gr746KWAHmnL1jGApsM4Ykw2sc0w78yywwIXt/cZt5w4nNMjGn/VagVI+zRjD0td2UXy8mccXTSUhKtTqkizjahAsBJY73i8Hrna2kjHmE6DmTLf3J8nRYdwwPZPXt5VQqgPcK+Wz/vHFUd7eWcYPLhlNTlai1eVYytUgSDXGlAE4Xgd5ansRWSIiuSKSW1lZecYFe8OSC7o6qHriQ71WoJQv2l1ax0Nv7eH80Sncdf7A7lCuL3oNAhFZKyJ5Tn4WeqPAk4wxy4wxOcaYnJSUFG/uut8y4iO4YfpQXt5cRFFNk9XlKKW6qWtq567nt5AYGcpvrz9rwI4x0B+9BoExZp4xZqKTnzeAYyKSBuB4rejn/l3d3md956JR2GzCH9blW12KUsrBbjd8/+XtlNe18ORN00iOHnjDTp4JV5uGVgGLHe8XA294eXufNTgunJtnDuO1bSUcqmq0uhylFPDkhwV8sK+CB68Yz9nD/PomRbdyNQgeAeaLSD4w3zGNiKSLyOqTK4nICmADMEZEikXkjtNtP1DcfeFIQoNs/O/aA1aXolTA++RAJb9de4Crp6Rzy6xhVpfjU4Jd2dgYUw3MdTK/FLis2/Si/mw/UKTEhHHr7GEs+6SQuy8cxZjBA3eoO6V82aGqRu55YStjUmN4OICfF+iJPlnsYXedP5LosGAeeWev1aUoFZDqW9r55nO5BNmEv9yaQ2SoS3//DkgaBB6WEBXKPReN4sP9lXxWUGV1OUoFFLvd8P2XtnOoqpEnb5pGZmKk1SX5JA0CL1g8O4uM+Ah++fZe7HYdr0Apb3lszX7W7q3gJ1eMZ/bIZKvL8VkaBF4QHhLEfQvGsKfsBK9vK7G6HKUCwitbinnyw4MsmpHJrefoxeHT0SDwkisnp3PWkDgefX8/zW06trFSnvRFYTU/em0ns0cm8dDCiXpxuBcaBF5iswk/vmwcZXUtLPuk0OpylBqwDlU18q3ntzA0MZKnbjo74AaZORP6X8iLZo5I4vLJafzxowLtekIpD6hpbOP2ZzdjE+GZb0wnLjLE6pL8ggaBl/3X5eMIsgk/f3OP1aUoNaA0t3Vyx/LNlNQ2s+yWsxmWFHgjjZ0pDQIvS4uL4N6Ls1m79xgf7hswXSspZamOTjv3rtjG9qJa/nDDlIDvVrq/NAgscMec4YxIieJnb+6mpV0vHCvlCmMMP1m1m7V7j/GzKyewYGKa1SX5HQ0CC4QG23joqokcqW7SC8dKuegP6wp44Yuj3H3hSBbPzrK6HL+kQWCROdnJXD45jSc+KKCgQsc3VupMLP/8ML9be4Brpw3hvq+Msbocv6VBYKGfXTmBiNAglr66U584VqqfVm4r4aerdjN/fCq/vlY7knOFBoGFUmLCePCK8eQeOc7zXxyxuhyl/MbaPcf4wT93MHtkEo8vmkqwPivgEv2vZ7Frp2VwXnYyv35nH8XH9dkCpXqzPr+Kb7+wlYnpsSy7NYfwkCCrS/J7GgQWExEevmYSBnjg9TyM0SYipXqysbCaO5/bzIjkKJ69bQbRYdqltDu4FAQikigia0Qk3/HqdOw3EXlGRCpEJO+U+f8jIvtEZKeIvC4i8a7U468yEyO57ytj+PhAJS9tLrK6HKV8Uu7hGm5/djOZCZE8f+dMEqJCrS5pwHD1jGApsM4Ykw2sc0w78yywwMn8NcBEY8xk4ADwIxfr8Vu3npPV1UHWW3s4rGMcK/Ul24tq+cbfNpMaG84/7pypg867matBsBBY7ni/HLja2UrGmE+AGifz3zfGdDgmNwJDXKzHb9lswqNfO4tgm/D9l7fT0Wm3uiSlfMLWo8e55ekvSIwK5YVvzmRQbLjVJQ04rgZBqjGmDMDxOsiFz7odeKenhSKyRERyRSS3srLShd34rvT4CH5xzSS2Ha3lyQ8PWl2OUpbLPVzDrX/dRFJ0KC8umUVaXITVJQ1IvQaBiKwVkTwnPwvdVYSIPAB0AP/oaR1jzDJjTI4xJiclJcVdu/Y5V52VzsIp6fzhg3y2F9VaXY5SltlYWM2tz2xiUEwYLy45h/R4DQFP6fWSuzFmXk/LROSYiKQZY8pEJA3ody9qIrIYuAKYa/SWGQAeWjiRzYdq+O6Kbbz13TnEhmtXuiqwrM+v4pvP5ZKREMELd2pzkKe52jS0CljseL8YeKM/G4vIAuB+4CpjjN5E7xAXEcIfFk2lpLaZ+1/ZqbeUqoDybl45tz+7mWFJkaz45iwNAS9wNQgeAeaLSD4w3zGNiKSLyOqTK4nICmADMEZEikXkDseiJ4AYYI2IbBeRP7lYz4CRk5XI/QvG8E5eOc9+ftjqcpTyile3FPOdF7YyISOWF5fMIiVG7w7yBpeexjDGVANzncwvBS7rNr2oh+1HubL/ge6b541g06EaHl69lymZ8Uwd6vQxDaUGhGc/O8TP3tzDuaOSWHZLDlH6sJjX6JPFPkxEeOxrU0iNDeeeF7ZR29RmdUlKuZ0xhkff28/P3tzD/PGp/HXxdA0BL9Mg8HFxkSE8eeM0KutbuXfFNn2+QA0o7Z127n91J098WMD1OUN46qZp2neQBTQI/MBZmfH84uqJfJpfxcOr91ldjlJu0dTWwZLncnk5t5jvzs3m19dO1l5ELaLnX37i+umZ7Cuv55nPDjF2cAzXT8+0uiSlzlhlfSt3PpfLruJafnnNRG6aOczqkgKaBoEf+fFlY8mvqOeBlbsYkRKlA3Qrv7S/vJ7bn91MdWMrf7r5bC6ZMNjqkgKenof5keAgG08smkZGfAR3Pb9Fxy9QfufjA5Vc99TntHfa+ee3ZmsI+AgNAj8TFxnC04un09ZhZ/EzmzjeqHcSKf/w941HuP3ZzWQkRLDyO+cyaUic1SUpBw0CPzRqUDRPL55O0fFm7nwul5b2TqtLUqpHbR12/mvlLh5cmcf52cm8cvds7TfIx2gQ+KkZwxP5/densPXocb67Yhuddu2GQvmeqoZWbv7rFzy/8SjfOn8ETy+erqOK+SANAj922aQ0fnrFeN7fc4yfrtJhLpVvySupY+ETn7GjqJbff30KP7psHEE2sbos5YRGs5/7xrnDKTvRwp8/LiQuIoT//MpYq0tSile2FPNfK3eREBnKK3fN1usBPk6DYABYumAsJ5o7ePLDg4QHB3Hv3GyrS1IBqqW9k5+/uYcVm44ya0Qijy+aph3H+QENggFARPjl1RNp7ejksTUHCAuxseT8kVaXpQJMUU0Td/9jC3klJ7j7wpH8YP5ofVLYT2gQDBA2m/CbayfT1mHn4dX7CAsOYvHsLKvLUgHivd3l3PfKTuzG8Jdbc5g/PtXqklQ/aBAMIMFBNn739Sm0ddj56arddNoNt88ZbnVZagBrae/k4dV7eW7DESZlxPHEjVMZlhRldVmqnzQIBpiQIBuP3ziV763YzkNv7aGxtYN7Lh6FiN6todyroKKee17Yxr7yer553nD+8ytjCQ3WpiB/5NJvTUQSRWSNiOQ7Xp2OnCIiz4hIhYjk9bD8hyJiRCTZlXpUl7DgIJ64cSpfnZbBY2sO8Kt39umtpcptjDH844sjXPn4Z1TUt/K326bzwOXjNQT8mKu/uaXAOmNMNrDOMe3Ms8ACZwtEJJOuYS6PuliL6iY4yMaj153FLbOGseyTQh5YmacPnSmXVZxo4fZnN/PA63nkZCXwzvfO46Ixg6wuS7nI1aahhcCFjvfLgY/oGoz+S4wxn4hIVg+f8TvgPvo58L3qnc0mPLRwAtHhwTz10UFqGtr43denEBGqA3+o/ntnVxk/fn0XTW2d/PyqCdwyaxg2fUBsQHA1CFKNMWUAxpgyEenXnwYichVQYozZoW3YniEi3L9gLMnRYfzi7T0s+stGnl6cQ3K03tut+qamsY2H3tzNyu2lTB4Sx2+vn8KoQdFWl6XcqNcgEJG1gLO+Yh9wZcciEun4jEv6uP4SYAnA0KFDXdl1QLpjznAy4iP4j5e2cc0fP+Nv35ih/zOr0zLGsHpXOT95I4+65nb+Y14237loFCH6bMCAI65cRBSR/cCFjrOBNOAjY8yYHtbNAt4yxkx0TE+i67rCyU71hwClwAxjTPnp9puTk2Nyc3PPuO5Atr2oljuXb6a90/DUzdOYPVKvz6t/V1HfwoMr83hv9zEmD4njN9dNZuzgWKvLUi4SkS3GmJxT57sa7auAxY73i+lHO78xZpcxZpAxJssYkwUUA9N6CwHlmimZ8bz+7XMZFBPGLX/dxNOfFuodRepfOu2Gv288wtzHPuaj/ZX86NKxvHb3bA2BAc7VIHgEmC8i+XTd+fMIgIiki8jqkyuJyApgAzBGRIpF5A4X96tckJkYyevfOZdLxqfyi7f3cu+KbTS2dlhdlrJYXkkdX/3jZzy4Mo9JGXG8873z+NYFI7WbiADgUtOQVbRpyD2MMfz5k0J+8+4+Rg2K5s+35DA8WZ8KDTR1ze38bs0BnttwmMSoMB68YhxXnZWuDyEOQD01DemTxQFMRLjrgpFMTI/j3hVbufLx9Ty0cALXTM3QL4EA0Gk3vLS5iEff38/xpjZunjmMH35lDHERIVaXprxMzwgUACW1zXz/xe1sOlzDlWel84urJ+oXwgC2sbCan7+5h71lJ5iRlchPrhzPxAwdM2Cg0zMCdVoZ8RGsWDKLP318kN+uOcDWI8f53denMGN4otWlKTc6WNnA/7y7n3d3l5MRH8ETN07l8klpegYY4PSMQP2b7UW1fO/FbRTVNHHbucP5wSWjiQzVvxn8WcWJFn6/Lp+XNhcRHmzjWxeMZMn5IwgP0afMA4meEag+m5IZz9vfPY9frd7LX9cf4v095Tx8zSTOy06xujTVT3VN7Sz79CB/XX+ITrvhllnDuOfiUfpkufoSPSNQp/VFYTU/em0XhVWNXDttCP91+TgSokKtLkv1oq6pnb+uL+Rvnx2mvrWDq85K5weXjNaxAgJcT2cEGgSqVy3tnTz+QT5//riQ6PBgfjB/NItmDNX7y31QbVMbz6w/9K8AuHTiYL47N5txafpAmNIgUG6wr/wEP1+1hw2F1YxJjeHBK8YzJ1u7qPAFJbXNPLP+ECs2HaWprZPLJg3m3os1ANSXaRAotzDG8N7uYzy8ei9Ha5qYNy6V+xaMYXRqjNWlBaR95SdY9nEhq3aUYoCrzkrnWxeM0C4hlFMaBMqtWto7+dtnh3nywwIa2zq4cnI635uXzcgU7dHU0zo67azbV8HfNxxhfUEVkaFB3DB9KLfPyWJIQqTV5SkfpkGgPOJ4YxvLPi3k2c8O09rRydVTM/juxdlkaVcVblfd0MpLuUX8Y+NRSmqbSY8L56ZZw7hp5lDiI/UCvuqdBoHyqKqGVv788UGe23CEtk47l4xP5ZvnjeDsYQn6sJILOu2GT/Mr+WduMWv2HKOt087skUncek4W88YN0gv2ql80CJRXVNS3sPzzwzy/8Sh1ze2clRnPnXOGs2DiYB3QpB8KKxt4dWsxr24pofxECwmRISycksFNM4eSrddj1BnSIFBe1dTWwatbS3hm/SEOVTWSHB3GtdMy+FpOpo6M1oOimibe3lXGmztK2V16ApvABaNTuD4nk4vHDSIsWJ8CVq7RIFCWsNsNH+6v4MXNRXywr4JOu+HsYQlcnzOEBRPSiIsM3I7tjDEcrGxk3d5jvLu7nG1Ha4GuJ7uvmJzGFZPTGRwXbm2RakDRIFCWq6hv4fWtJbycW8TBykaCbcLsUclcOnEwl4xPJSkAuj1o7ehky5HjrNtbwbq9xzhc3TVS64T0WK6YnM4Vk9PITNQ7f5RneCQIRCQReAnIAg4D1xtjjjtZ7xngCqDi5JjF3ZbdC9wDdABvG2Pu622/GgT+zRjDzuI63skr5528Mo5UN2ETmJ6VyPmjU5gzKpmJGXEE2fz/InNHp5280hN8frCKDQer2Xy4hpZ2O6HBNmaPTGLuuFTmjh1EenyE1aWqAOCpIPgNUGOMeURElgIJxpj7nax3PtAAPNc9CETkIuAB4HJjTKuIDDLGVPS2Xw2CgcMYw56yE7ybV87avRXsLTsBQFxECLNHJnHOyCSmZMYzdnAsocG+f7G5uqGV7UW1bC+qZdvRWnYU1VLvGAZ0TGoM54xMYvbIJM4dlUxUmPb5qLzLU0GwH7jQGFMmImnAR8aYMT2smwW8dUoQvAwsM8as7c9+NQgGrsr6Vj4/WMX6/CrWF1RRVtcCQGiwjQnpsUzJjGd8WiyjBkUzalA0MeHWXGNo7ejkUFUj+8vrOXCsnv3l9ewrr6f4eDMAQTZh7OAYpmTGM3NEEueMSCIlZuA3fSnf5qkgqDXGxHebPm6MSehh3Sz+PQi2A28AC4AW4IfGmM297VeDIDAYYyipbWZ7Uddf1tuLatlVUkdLu/1f66TGhjFqUDRD4iMZHBdOWlw4qXHhDI4NJy4ihJjwYKJCg7H1sZnJGENjWyfVDa1UN7ZR3dBGdUMr5SdaOFrTRHFNM0XHmyg/0cLJ/3WCbcKIlChGp8YwKSOOqUMTmJQRR0So3uWjfMsZj0cgImuBwU4WPeCGuoKBBGAWMB14WURGGCfpJCJLgCUAQ4cOdcOula8TEYYkRDIkIZIrJqcDXW3uR2uaKKhooKCygYKKBg5WNvLh/goqG1px9neNCESHBRMdFkyQTbCJEGQTTj7n1tpup7m9k+a2TprbO3uoBQbHhpOZEMk5I5PITIhkREoUYwbHMCI52i+arZTqSa9BYIyZ19MyETkmImndmoZ6bd8/RTHwmuOLf5OI2IFkoNJJHcuAZdB1RtDP/agBIjjIxoiUaEakRHPJKcvaO+1U1LdSXtdMeV0rJ1raqW9pp76lg/qWDhpbO+g0BrvdYDfQ6UiNiJCgrp/QIMJDgogOCyIxKoyk6FCSokJJig4jOTpU7+NXA5arV6tWAYuBRxyvb/Rz+5XAxcBHIjIaCAWqXKxJBaiQIBsZ8RFk6B04SvWLq+ezjwDzRSQfmO+YRkTSRWT1yZVEZAWwARgjIsUicodj0TPACBHJA14EFjtrFlJKKeU5Lp0RGGOqgblO5pcCl3WbXtTD9m3Aza7UoJRSyjV6hUsppQKcBoFSSgU4DQKllApwGgRKKRXgNAiUUirAaRAopVSA88vxCESkEjjiwkckE3gPrukxD3yBdrygx9xfw4wxKafO9MsgcJWI5DrreGkg02Me+ALteEGP2V20aUgppQKcBoFSSgW4QA2CZVYXYAE95oEv0I4X9JjdIiCvESillPo/gXpGoJRSykGDQCmlAtyADgIRWSAi+0WkQESWOlkuIvIHx/KdIjLNijrdpQ/He5PjOHeKyOcicpYVdbpTb8fcbb3pItIpItd5sz5P6Msxi8iFIrJdRHaLyMfertHd+vBvO05E3hSRHY5jvs2KOt1FRJ4RkQrHWC3Olrv3u8sYMyB/gCDgIDCCrpHPdgDjT1nnMuAdQOgaN/kLq+v28PHOBhIc7y/15+Pt6zF3W+8DYDVwndV1e+H3HA/sAYY6pgdZXbcXjvnHwK8d71OAGiDU6tpdOObzgWlAXg/L3frdNZDPCGYABcaYQtM1AM6LwMJT1lkIPGe6bATiHWMv+6Nej9cY87kx5rhjciMwxMs1ultffscA9wKv0v8xtX1RX475RrrGAj8KYIzx9+PuyzEbIEZEBIimKwg6vFum+xhjPqHrGHri1u+ugRwEGUBRt+lix7z+ruMv+nssd9D1F4U/6/WYRSQDuAb4kxfr8qS+/J5HAwki8pGIbBGRW71WnWf05ZifAMYBpcAu4HvGGLt3yrOEW7+7XB283peJk3mn3ivbl3X8RZ+PRUQuoisI5ni0Is/ryzH/HrjfGNPZ9cei3+vLMQcDZ9M1jGwEsEFENhpjDni6OA/pyzF/BdgOXAyMBNaIyKfGmBMers0qbv3uGshBUAxkdpseQtdfC/1dx1/06VhEZDLwNHCp6Rpz2p/15ZhzgBcdIZAMXCYiHcaYlV6p0P36+u+6yhjTCDSKyCfAWYC/BkFfjvk24BHT1YBeICKHgLHAJu+U6HVu/e4ayE1Dm4FsERkuIqHADcCqU9ZZBdzquAI/C6gzxpR5u1A36fV4RWQo8Bpwix//ddhdr8dsjBlujMkyxmQBrwDf9uMQgL79u34DOE9EgkUkEpgJ7PVyne7Ul2M+StcZECKSCowBCr1apXe59btrwJ4RGGM6ROQe4D267jp4xhizW0Tuciz/E113kVwGFABNdP1V4Zf6eLw/AZKAPzr+Qu4wftxzYx+PeUDpyzEbY/aKyLvATsAOPG2McXoboj/o4+/5v4FnRWQXXc0m9xtj/LZ7ahFZAVwIJItIMfBTIAQ8892lXUwopVSAG8hNQ0oppfpAg0AppQKcBoFSSgU4DQKllApwGgRKKRXgNAiUUirAaRAopVSA+/8o91xRNIL2OAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[35] loss: 0.000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[36] loss: 0.000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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bcpzy+lZmTxlidSnd0ieLHZiSnUB+aT0narTfIaXUmbPZDH9Ze4iRKVGcm+VZt4x2pUHgwPlDEwH4PN+ya9ZKqX5gzf5SCkrrmX3BEI/pV8gRDQIHRgyMJCEimLUF2jyklDozxhjmfXqA1JhQZoy2dkzinmgQOODnJ0zJTuDz/HI6bJZeu1ZKean1ByvZdKSK+y4cQqC/Z3/VenZ1FrpkxAAqG1rZeky7m1BKnb55nxaQEBHMTbnpPa9sMQ2CblwwLJEAP2HlHku7P1JKeaGtx6pZW1DOD6YM9oihKHuiQdCN6NBAJmXGsWpPidWlKKW8zJ9W5RMdGsjt53jmA2Sn0iD4FpeeNYD9JfUcq2y0uhSllJfYdqyaVXtLuXfKYCK8pJsaDYJvMfWsJAA9K1BK9dqzK/cTExbI978z2OpSek2D4FtkJoSTlRjOqr16nUAp1bNNR6pYs6+M+y7I8pqzAdAg6NHUnCTWHaigurHV6lKUUh7u2RX7iQ8P4s5zvePawEkaBD2YMSqZdpthxW5tHlJKde+LgnLWFpTzw4uyvK4Lew2CHoxJiyYtNpTlO4qtLkUp5aGMMfzuo72kxoR6zZ1CXWkQ9EBEmDE6mbUF5dQ06aD2SqlvWr7jBNsLa/jxtGFe8dzAqTQIeuGKUQNp6zCs1OYhpdQp2jps/OGTfQxPiuS68ak9b+CBNAh6YVx6DKkx2jyklPqmRRuOcqi8gUenD8ffwwal7y2ngkBE4kRkhYjk219ju1lvuojsE5ECEZnTZf44EVkvIltFJE9EJjtTj6uICFeMGsjn+do8pJT6t5rGNp5dsZ/zsuK5ZMQAq8s5Y86eEcwBVhljsoFV9umvERF/YB5wBZAD3CIiOfbFvwd+bYwZB/zKPu2Rrh6bQmuHjQ/1rEApZffCp/lUN7XxX1fmePR4Az1xNghmAgvt7xcC1zpYZzJQYIw5aB+acrF9OwADRNnfRwNFTtbjMmPSohmSGM67W45bXYpSygMcLm/g9S8Pc9PEdHJSonrewIM5GwRJxphiAPuro3OjVOBYl+lC+zyAHwFPi8gx4A/Az7vbkYjMtjcf5ZWVuX/kMBHhunGpbDhUqX0PKaV4avkeAv39+Onlw6wuxWk9BoGIrBSRnQ5+Zva07cmPcDDv5GgvPwR+bIxJB34MvNrdhxhj5htjco0xuYmJib3cdd+61n5HwNKtelaglC9bs6+UT3aX8MAlQxkQGWJ1OU7r8fE3Y8zU7paJSImIJBtjikUkGXDUKU8h0HVkhjT+3QQ0C3jY/v4t4C+9qtoi6XFhTM6M490tx/nPi4d6dZugUurMtLR38Ot/7GZIQjj3nO89Hct9G2ebhpbR+WWO/XWpg3U2AtkiMlhEgoCb7dtBZyBcaH9/CZDvZD0ud92EVA6WNbDjeI3VpSilLLBg7WEOlTfwxDUjCQ7wvofHHHE2COYC00QkH5hmn0ZEUkRkOYAxph14APgY2AMsMcbssm9/L/DfIrINeAqY7WQ9LjdjdDJBAX68lVdodSlKKTcrqm7iT6vzuSwniQuHWdNE7QpO9YxkjKkALnUwvwiY0WV6ObDcwXprgYnO1OBu0aGBzBg1kPe2HucXM84iNKh//EWglOrZk8t2YTOGX16V0/PKXkSfLD4DN0/OoK65nQ/0mQKlfMYnu07wye4SHr50GOlxYVaX06c0CM7A2YPjGJIQzuINR60uRSnlBvUt7TyxbBfDkyL5wZT+cYG4Kw2CMyAi3Dw5nbwjVeSX1FldjlLKxZ5dsZ/immaeun40gf7972uz/x2Rm9wwIY1Af2HRhmM9r6yU8lpbj1Xz2heHuO3sDCYOctidmtfTIDhD8RHBXJYzkHe3FNLc1mF1OUopF2hp7+DRt7eRFBXCnCtGWF2Oy2gQOOG2czKobmxj2VaP7SJJKeWEeasL2F9Sz1PXjSYyJNDqclxGg8AJ5w6JZ3hSJK99eRhjTM8bKKW8xu6iWl5cc4Drx6dysRd3Md0bGgROEBHu+k4me4pr+epQpdXlKKX6SGu7jZ++tY2YsMB+98yAIxoETpo5LpWYsEBe/+Kw1aUopfrIc6v2s6e4lt9eP4bY8CCry3E5DQInhQb5c8vkDD7ZfUK7p1aqH9h0pIo/rznAdyemMS0nyepy3EKDoA/cfs4gRIQ31x+xuhSllBMaW9t55K1tJEeH8qur+3+T0EkaBH0gNSaU6aMGsuiro9Q265jGSnmr//fBHg6VN/D0d8f067uETqVB0EfuvyCLupZ2/rpeu51Qyht9susEf/3qKPdOGcx5WQlWl+NWGgR9ZHRaNFOyE3h17SF9wEwpL3OipplH39nOqNQofnZ5/31wrDsaBH3ohxdmUV7fwjubdawCpbyFzWb4yZKttLTZeO7m8QQF+N7XolNHLCJxIrJCRPLtrw474hCRBSJSKiI7z2R7b3FuVjxj06KZ/9lBOmz6gJlS3uClzw7w5YEKnrwmh6zECKvLsYSz0TcHWGWMyQZW2acdeR2Y7sT2XkFE+OFFWRypaGS5jlWglMfbcKiS//5kP1eOSeam3PSeN+innA2CmcBC+/uFwLWOVjLGfAY4evS2V9t7k8tyBpKVGM4Lqwuw6VmBUh6ror6FBxdtJiMujLnXj0ZErC7JMs4GQZIxphjA/nq6HXI4u73H8fMTHro0m30ldSzfqWcFSnkim83w4yXbqGps44Vbx/vUraKO9BgEIrJSRHY6+JnpjgK71DFbRPJEJK+srMyduz5tV41JIXtABH9cma/XCpTyQPM+LeCz/WU8cXUOI1OirS7Hcj0GgTFmqjFmlIOfpUCJiCQD2F9LT3P/vd7eGDPfGJNrjMlNTEw8zd24l7+f8KOpwygoref97dpFtVKeZM2+Up5ZuZ9rx6Vw6+QMq8vxCM42DS0DZtnfzwKWunl7j3XFqIGMGBjJcyvzae+wWV2OUgo4VtnIw4u3Mjwpkt9eP8anrwt05WwQzAWmiUg+MM0+jYikiMjykyuJyCJgHTBcRApF5J5v274/8PMTfjQ1m4PlDbynA9coZbmm1g7ue3MTxhhevmMioUH+VpfkMQKc2dgYUwFc6mB+ETCjy/Qtp7N9f3FZzkBGpkTx7Ir9XDUmmZBA/Q9PKSsYY/jF33ew50QtC2ZNYlB8uNUleRTfe4TOjfz8hF/MOIvj1U28se6w1eUo5bPmf3aQv285zo+nDuv3o42dCQ0CF/vO0AQuHJbIC6sLqG5stbocpXzO6r0lzP1oL1eOSebBS4ZaXY5H0iBwg5/PGEFdSzsvrC6wuhSlfEpBaR0PLdrKyJQo/nDjWL043A0NAjcYMTCKGyek8ca6IzqKmVJuUtnQyj0L8wgJ9Gf+Hbl6cfhbaBC4yU8vG46fH/zuo71Wl6JUv9fc1sHsN/Iormnm5TsmkhITanVJHk2DwE0GRocw+4Is3t9ezPqDFVaXo1S/ZbMZfvb2dvKOVPHsTeOYOMirOzV2Cw0CN/rhhVmkxoTyxNJd+pCZUi7yzIr9/GNbEY9NH8GVY5KtLscraBC4UWiQP7+8Kod9JXU60L1SLrB4w1Fe+LSAmyelc/+FQ6wux2toELjZ5SOTmJKdwDOf7KesrsXqcpTqN1bsLuEXf9/BBcMS+c21o/QOodOgQeBmIsKT14ykub1DLxwr1Uc2Hankgb9tZnRqNH++bQKB/vrVdjr0X8sCWYkR3H3+YN7eVKgXjpVyUkFpHfcszCM5OoQF359EeLBTPef4JA0Cizx8aTbpcaH8/N0dNLd1WF2OUl6psKqRO17dQICfH2/cfTbxEcFWl+SVNAgsEhYUwG+vG8Oh8gb+tDrf6nKU8jqldc3c/pevqG9pZ+Hdk8iID7O6JK+lQWCh87MTuHFiGi//8yC7i2qtLkcpr1Hd2Mqdr26gpLaF1++apKOMOUmDwGL/deVZxIQFMufd7fpsgVK90NDSzvdf28jBsgZeuTOXiYPirC7J62kQWCwmLIgnrxnJ9sIa/rL2kNXlKOXRGlvbueu1jew4XsOfbh3P+dkJVpfULzgVBCISJyIrRCTf/urwWW4RWSAipSKy85T5T4vIXhHZLiJ/F5EYZ+rxVleOTmb6yIH89yf7tIlIqW40tXZw9+sbyTtSyR+/N47LRw60uqR+w9kzgjnAKmNMNrDKPu3I68B0B/NXAKOMMWOA/cDPnazHK4kIT10/mujQIH6yZCst7XoXkVJdNbd18IM3NrLhUCXPfm8cV49NsbqkfsXZIJgJLLS/Xwhc62glY8xnQKWD+Z8YY9rtk+uBNCfr8Vpx4UE8feMY9p6o45lP9ltdjlIeo7mtg3vfyOPLAxU8feNYZo5LtbqkfsfZIEgyxhQD2F+dGQPubuBDJ+vxahePGMCtZ2cw//OD+qCZUvz7msDagnJ+d8MYbpjos38rulSPQSAiK0Vkp4OfmX1VhIg8DrQDf/2WdWaLSJ6I5JWVlfXVrj3O4zPOYlBcGD9dso2axjary1HKMnXNbcxasIGvDlXwzE1juSk33eqS+q0eg8AYM9UYM8rBz1KgRESSAeyvpadbgIjMAq4CbjPGmG+pY74xJtcYk5uYmHi6u/Ea4cEB/PHm8ZTWNfPI29v4ln8SpfqtmqY27nh1A5uPVvP8LeO5bryeCbiSs01Dy4BZ9vezgKWns7GITAceA64xxugYjnbj0mOYc8VZrNhdwoIvDltdjlJuVV7fwq2vrGdXUQ0v3jaBq8bohWFXczYI5gLTRCQfmGafRkRSRGT5yZVEZBGwDhguIoUico990QtAJLBCRLaKyEtO1tNv3P2dTKblJDH3wz1sPVZtdTlKucWxyka++9I6DpTV88qduXqLqJuINzY95Obmmry8PKvLcLmaxjau/NPnGAMfPHQ+MWFBVpeklMvkl9Rxx6sbaGxt57W7JukTwy4gIpuMMbmnztcniz1YdFggL9w6gdK6Zn6yZBsdNu8LbaV6Y8vRKr778jo6jOF/7ztXQ8DNNAg83Lj0GH51VQ6r95byzIp9VpejVJ9bsbuEW15ZT1RIIG/ffy5nJUdZXZLP0REcvMDt5wxid3Et8z49wIiBUfpUpeo3/mf9EX61dCejUqN5ddYkEiN1PAEraBB4ARHh19eMIr+knp+9vY0hieHa7a7yasYY/vDJPuZ9eoCLhycy77YJhAXp15FVtGnISwQF+PHn2ycSGxbE7Dc2UV6vA98r79Tc1sHDi7cy79MD3DI5nVfuzNUQsJgGgRdJjAxm/h25lNe3cO8beTS1aud0yruU1bVwyyvrWbatiJ9dPpynrhtNgA40bzn9DXiZ0WnRPHfzeLYeq+ahxVv0TiLlNfaeqOXaeV+wp7iWP982gf+8eCgiYnVZCg0CrzR91ECevHokK3aX8OSyXdoNhfJ4K3eXcMOLX9Jus/HWfedxxehkq0tSXWjDnJeadV4mRdVNvPzZQVJjQ7n/wiyrS1LqG2w2w/Or8/njynxGp0bzyp25DIwOsbosdQoNAi/22PQRFNU0M/fDvSREBHOjdtGrPEhdcxs/WbKNFbtLuH5CKk9dN5qQQH+ry1IOaBB4MT8/4Q/fHUNVQyuPvr2N0EB/rhyjp9zKegWl9dz3Zh6HKxr51VU53PWdTL0e4MH0GoGXCw7wZ/6dE5k4KJaHF29h5e4Sq0tSPm7ZtiJmvrCWqsY23rxnMnefP1hDwMNpEPQDYUEBLPj+JEamRPEff93M5/n9d+Ae5bla2jv45Xs7eWjRFkYkR/HBQ+dzXlaC1WWpXtAg6CciQwJZePdkhiSG28d3Lbe6JOVDTnYf/eb6I9w7ZTCLZ59DcnSo1WWpXtIg6EdiwoL4nx+cTUZcGHe9tpE1+057wDilTtuybUXMeO5zDpU38PIdE3n8yhwC9SExr6K/rX4mISKYxbPPZeiACO59I4+Pdp6wuiTVTzW0tPPIW9t4aNEWspMiWP7QFB1Ixks5FQQiEiciK0Qk3/4a2816C0SkVER2drP8ERExIqINin0gLjyIv917DqNTo/nPv23mvS3HrS5J9TPbC6u56k9reXdzIQ9dMpQl951LelyY1WWpM+TsGcEcYJUxJhtYZZ925HVguqMFIpJO5zCXR52sRXURHRrIm/eczeTMOH68ZCtvrj9idUmqH2jrsPHsiv1c9+KXNLd1sOjec/jJZcO1vyAv5+xvbyaw0P5+IXCto5WMMZ8Bld18xrPAo4D2k9DHwoMDeO2uSVwyfAC/fG8ncz/ci037JlJnKL+kjutf/JLnVuVzzdgUPnr4As4eEm91WaoPOPtAWZIxphjAGFMsIgNOZ2MRuQY4bozZ1tN9xiIyG5gNkJGRcYbl+p6QQH9evmMiTyzbxUv/PMDx6ib+8N0xBAfoE56qdzpshgVrD/H0J/uICA7gpdsnMH2UPrjYn/QYBCKyEnB0BehxZ3YsImH2z7isN+sbY+YD86Fz8Hpn9u1rAvz9+L/XjiI9Loy5H+6lpKaZ+XdOJCYsyOrSlIfbe6KWx97ZwbZj1UzLSeKp60brKGL9UI9BYIyZ2t0yESkRkWT72UAycDr3K2YBg4GTZwNpwGYRmWyM0Vtd+piIcP+FWSRHh/Czt7Zz3YtfMv+OiWQnRVpdmvJALe0dzFtdwItrDhAVGshzN4/jmrEp+oRwP+XsNYJlwCz7+1nA0t5uaIzZYYwZYIzJNMZkAoXABA0B15o5LpW/3ns2dc3tXDvvCz7aWWx1ScrDbDhUyZXPr+X51QVcPTaFlT+5kJnjUjUE+jFng2AuME1E8um882cugIikiMjykyuJyCJgHTBcRApF5B4n96ucMCkzjvcfPJ/spEju/5/NPP3xXh3gRlFW18JPlmzlppfX0dTawWt3TeLZ740jLlybEPs78cZBTXJzc01eXp7VZXi9lvYOnli6i8Ubj3HhsESeuWks8RHa/utrOmyGv311hN9/vI/mtg5mXzCEBy7OJjRIbyjob0RkkzEm99T52g21DwsO8GfuDWMYkxbDk//YxfTnPueZm8YyJTvR6tKUm6w/WMFv3t/NrqJavjM0nl9fM4qhAyKsLku5mQaB4tazMxifEcODi7Zwx6sbuO+CIfz0suEEBehDQv3VkYoGfrt8Lx/tOkFKdAh/umU8V41J1usAPkqDQAFwVnIU/3jgfH7zwW5e/uwg6w5W8Oz3xpGVqH8d9ic1jW3MW1PA618cJsBfeOSyYfxgyhAdOczH6TUC9Q0f7SzmsXd20NTWwY+mZjN7yhDtQsDLNbV28NqXh3hpzQHqWtq5cUIaj1w+nKQoHT/Yl+g1AtVr00clM2FQLL96bxe//2gfy3cU87sbxjAyJdrq0tRpam238b8bj/L86gLK6lq4dMQAHrl8OGclR1ldmvIgekagvtWHO4r55dJdVDe2dt5NcslQwoL07wdP19pu453Nhcz7tIDCqiYmZcby6PQRTMqMs7o0ZSE9I1Bn5IrRyZybFc//eX83L645wN+3HGfOFSP0KVMP1dzWwVt5x/jzmgMU1TQzNj2G38wcxUXDE/X3pbqlZwSq1zYeruTJZbvYVVTLpMxYnrh6JKNStbnIE9Q2t7F4w1FeXXuIktoWJg6K5aFLs7kgO0EDQP1Ld2cEGgTqtHTYDG/lHePpj/dR2djKdeNT+dGlw8iI10FJrFBU3cRrXxxi0YZj1Le0c+6QeB68ZCjnZsVrAKhv0CBQfaqmqY15nxaw8MvDdNgMN01K58FLhuqA5W5gjGHTkSreWHeED3Z09hV11Zhk7p0yRM/Q1LfSIFAuUVLbzLxPC1i04Sgiwm1nZ/CDKUNIjdFA6GsNLe28t/U4b647wt4TdUQGB3DTpHTuPn+w/nurXtEgUC5VWNXI86vyeWdz5/jI+hdq3zDGsPVYNW9vKmTp1iLqW9rJSY7ijnMHcc3YFMKD9X4P1XsaBMotjlc38draQyzacJSG1g7Oy4rn7u8M5qLhifpQ2mk4UdPMu1sKeWdTIQfKGggJ9GPGqGRuO2cQEzJitP1fnRENAuVWNU2dd7Es+KLzLpaBUSF8NzeNm3LTSY/TC8uOlNW18NGuE3ywvYgNhyqxGZiUGcuNE9OYMTqZyJBAq0tUXk6DQFmircPGqj2lLN54lH/uLwPg/KEJXDsulak5SUSH+vaX2/HqJlbvKeGDHcX/+vLPSgznyjEpXD8+lcyEcKtLVP2IBoGyXFF1E2/lFbIk7xjHq5sI9BemZCdy5ehknwmF9g4bW45Vs2pPKZ/uLWVfSR1g//IfncyVY1IYlhShTT/KJVwSBCISB/wvkAkcBm4yxlQ5WG8BcBVQaowZdcqyB4EHgHbgA2PMoz3tV4PAu528ALp8RzHLd5zgeHUTAX7CxEGxXDAskQuHJZKTHIWfn/d/GXbYDHuKa1l/sIL1Byv46lAldc3tBPgJuZmxXDJiAJeMGEBWon75K9dzVRD8Hqg0xswVkTlArDHmMQfrXQDUA290DQIRuRh4HLjSGNMiIgOMMaU97VeDoP84GQof7yrhs/1l7C6uBSA+PIjzhiYwMSOG8RmxnJUc5RXjI1Q1tLKtsJptx2rYVljNpiNV1DS1AZAZH8a5WfGcPzSRKcMSiNI2f+VmrgqCfcBFxphiEUkG1hhjhnezbibw/ilBsASYb4xZeTr71SDov8rqWlhbUMZn+8tZf7CC4ppmAIID/BidGs2YtBiGJUWQnRRBdlKkZV+mLe0dHCpvYH9JPQUldewvqWd3cS1HKxsBEIGhiRFMyIjl3Kx4zh4Spw/bKcu5KgiqjTExXaarjDGx3aybyTeDYCuwFJgONAOPGGM2drP9bGA2QEZGxsQjR46ccd3KexTXNLH5SDVbjlax+WgVu4traW6z/Wv5wKgQMhPCSIkJJTUmlJSYUJKjQ0iICCY6NJCo0EAigwN63cxksxlqm9uoamyjsqGVqoZWKhpaOF7VRGF1U+drVRMnapvpsHX+v+MnkBkfzojkSMakxTA2LYbRadFE6D3+ysOcce+jIrISGOhg0eN9UFcAEAucA0wClojIEOMgnYwx84H50HlG0Af7Vl4gOTqUK8eEcuWYZKDzi7qwqon9JXXsL60jv6Seo5WNrD9QwYnaZmwO/ssQgcjgAIID/QnwE/z9hEB/P/wE2joMLe0dtLTbaGmz0dzegaO/jfwEkqJCSIsNZVJmLOlxYQwdEMGwpEiGJIYTHKAjfCnv1WMQGGOmdrdMREpEJLlL01CP7funKATetX/xbxARG5AAlJ3m5ygf4ecnZMSHkREfxtScpK8ta++wUVLXQnF1E5UNrdQ0tVHT1EZtUxu1ze20tNvosNlotxnaOwwdNkNQgB/BAX7/eg0J9CcmLIjYsEBiw4OICwsiLjyIgdEhBOoDcaqfcvbcdRkwC5hrf116mtu/B1wCrBGRYUAQUO5kTcpHBfj7kWpvIlJK9Z6zf+LMBaaJSD4wzT6NiKSIyPKTK4nIImAdMFxECkXkHvuiBcAQEdkJLAZmOWoWUkop5TpOnREYYyqASx3MLwJmdJm+pZvtW4HbnalBKaWUc7TRUymlfJwGgVJK+TgNAqWU8nEaBEop5eM0CJRSysdpECillI/zyvEIRKQMcKazoQR878E1XztmXzte0GP2Fc4c8yBjTOKpM70yCJwlInmOOl7qz3ztmH3teEGP2Ve44pi1aUgppXycBoFSSvk4Xw2C+VYXYAFfO2ZfO17QY/YVfX7MPnmNQCml1L/56hmBUkopOw0CpZTycf02CERkuojsE5ECEZnjYLmIyPP25dtFZIIVdfalXhzzbfZj3S4iX4rIWCvq7Es9HXOX9SaJSIeI3OjO+lyhN8csIheJyFYR2SUi/3R3jX2tF/9tR4vIP0Rkm/2Y77Kizr4iIgtEpNQ+Vouj5X37/WWM6Xc/gD9wABhC56hn24CcU9aZAXwICJ1jJn9ldd1uOObzgFj7+yt84Zi7rLcaWA7caHXdbvg9xwC7gQz79ACr63bDMf8C+J39fSJQCQRZXbsTx3wBMAHY2c3yPv3+6q9nBJOBAmPMQdM5+M1iYOYp68wE3jCd1gMx9nGXvVWPx2yM+dIYU2WfXA+kubnGvtab3zPAg8A7nP6Y2p6oN8d8K51jgR8FMMZ4+3H35pgNECkiAkTQGQTt7i2z7xhjPqPzGLrTp99f/TUIUoFjXaYL7fNOdx1vcrrHcw+df1F4sx6PWURSgeuAl9xYlyv15vc8DIgVkTUisklE7nRbda7Rm2N+ATgLKAJ2AA8bY2zuKc8Sffr95ezg9Z5KHMw79T7Z3qzjTXp9PCJyMZ1BcL5LK3K93hzzH4HHjDEdnX8ser3eHHMAMJHOYWRDgXUist4Ys9/VxblIb475cmArcAmQBawQkc+NMbUurs0qffr91V+DoBBI7zKdRudfCqe7jjfp1fGIyBjgL8AVpnPMaW/Wm2POBRbbQyABmCEi7caY99xSYd/r7X/b5caYBqBBRD4DxgLeGgS9Oea7gLmmswG9QEQOASOADe4p0e369PurvzYNbQSyRWSwiAQBNwPLTllnGXCn/er7OUCNMabY3YX2oR6PWUQygHeBO7z4r8OuejxmY8xgY0ymMSYTeBv4Dy8OAejdf9tLgSkiEiAiYcDZwB4319mXenPMR+k8A0JEkoDhwEG3Vuleffr91S/PCIwx7SLyAPAxnXccLDDG7BKR++3LX6LzDpIZQAHQSOdfFF6rl8f8KyAeeNH+F3K78eKeG3t5zP1Kb47ZGLNHRD4CtgM24C/GGIe3IXqDXv6efwO8LiI76Gw2ecwY47XdU4vIIuAiIEFECoEngEBwzfeXdjGhlFI+rr82DSmllOolDQKllPJxGgRKKeXjNAiUUsrHaRAopZSP0yBQSikfp0GglFI+7v8DlmpX7mSAxlYAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[37] loss: 0.000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[38] loss: 0.000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+zzuOzab9DimlnPPCF4dpsxluO2+I1aV0SoPAgXOHxVFe18ze4hqrS1FKebHaplZe/vIIc8ckMbB/mNXldEqDwIHpGe23p36WZ8nNS0qpPmLZxqPUNLay8PzeezQAGgQOJUaFMHxABB/t1SBQSp2ZxpY2Fn9ykLOH9Gd8WrTV5ZyWBkEnLhoxgE2HK6huaLG6FKWUF3pjcz6lNU3cc9Ewq0vpkgZBJ2aNTKDVZvg0V48KlFI909Jm49l1B5g4MJqzh1o/FGVXNAg6cdbAGKLDAvlwj6X94CmlvNDbWwsoqGrgnosy6KTXnF5Fg6AT/n7CjMwEPtpXSpveRqqU6qaWNhtPf5TH6OR+XJjpnn7RXE2D4DQuGpFAZX0LW4/qoPZKqe55a0s+R8rruW/WcK84GgANgtM6f3g8AX7CGj09pJTqhuZWG0+szWN8WjQzRzrqlb930iA4jajQQKYN6c8Hu4qwuAskpZQXeC37GAVVDdw/23uOBkCDoEtzxyZyuLxenzJWSp1WY0sbT3+YR9agGM63d17pLTQIuvDt0Yn4Cby/s8jqUpRSvdg/Pj9M8YlGfvrtTK86GgANgi7FRQQzdXB/Vu4qtroUpVQvVVXfzDPr8rhoRALThvT+5wZOpUHQDfPGJpJXWktuiZ4eUkp90zPrDlDb1MqDc0ZYXcoZ0SDohm+PTkQE3tPTQ0qpUxRUNfDCF4e5cmIqmYmRVpdzRpwKAhGJFZHVIpJrf43ppN0cEdknInki8lCH+RNEZIOIbBORbBGZ4kw97pLQL4TJg2J5d4fePaSU+ro/vL8XAe6bPdzqUs6Ys0cEDwFrjTEZwFr79NeIiD/wNDAXGAVcJyKj7IsfA35tjJkAPGqf7pUunZBMXmktOYUnrC5FKdVLbD5SyYrthSw8fwgp0aFWl3PGnA2C+cBS+/ulwGUO2kwB8owxB+1DUy6zrwdggH7291FAoZP1uM3F45II9Bfe2VpgdSlKqV7AZjP85t3dJEQGc8cFQ60uxynOBsEAY0wRgP3V0aN0KcCxDtP59nkAPwYeF5FjwB+BhzvbkIgstJ8+yi4r83yPoNFhQczITGD59kJa22we375SqndZsb2QbceqeGDOCMKDnRr+3XJdBoGIrBGRXQ5+5ne17smPcDDv5In2O4H7jDFpwH3A/3b2IcaYxcaYLGNMVny8NR05XX5WCmU1TXxxoNyS7SuleofaplZ+//4exqZEccVZKV2v0Mt1GWPGmFmdLROREhFJMsYUiUgS4KhTnnwgrcN0Kv93CmgBcK/9/RvA892q2iIzRiQQGRLAO1sLOH+4d/QqqJRyvSfX5lJyoolnbpiEn593PTzmiLOnhlbQ/mWO/XW5gzabgAwRGSwiQcC19vWgPRAusL+/CMh1sh63Cgn05ztjk/ggp5i6plary1FKWSCvtIb//ewQV01KZdIghzdKeh1ng2ARMFtEcoHZ9mlEJFlEVgIYY1qBu4FVwB7gdWNMjn397wN/EpHtwO+AhU7W43ZXTEylvrlNnylQygcZY/jlihzCgvx5cK53PjzmiFNXOIwx5cBMB/MLgXkdplcCKx20+wyY5EwNnjY5PYYh8eEs23iUq7PSul5BKdVnvLujiM/zyvnv+aOJiwi2uhyX0SeLe0hEuHZyGluOVrFfu5xQymdU17fw63/vZmxKFDdMHWR1OS6lQXAGrpyYSqC/sGzjsa4bK6X6hEUf7KWironfXzEW/z5wgbgjDYIz0D8imG+NSuStrfk0trRZXY5Sys02Ha7g1Y1HufXcwYxJibK6HJfTIDhD105Jo6q+hVU52j21Un1ZU2sbP39rJynRoV7dn9DpaBCcoXOHxpEaE8rLXx61uhSllBs99WEeuaW1/PayMV7/BHFnNAjOkJ+fcNO0QWw8VMFu7YhOqT5pV0E1z6w7wBUTU5gxwnsGo+8pDQInXDM5jZBAP5Z+cdjqUpRSLtbcauNnb+4gNjyIRy8e1fUKXkyDwAnRYUFcflYq72wroLKu2epylFIu9Ld1B9hTdIL/uWwM0WFBVpfjVhoETvreOek0tdpYtklvJVWqr9iZX82TH+Yyf0Iy3xqdaHU5bqdB4KTMxEjOHtKff64/rN1TK9UHNLa0cd/r24iLCOa/Lx1jdTkeoUHgAt87N53C6kZW5ZRYXYpSykmPfbCPvNJaHr9qHFFhgVaX4xEaBC4wa+QA0vuH8dwnB3RMY6W82Bd5x1ny+SFuPnsQ0zN8p6t5DQIX8PcTvn/+EHbkV7NeB61RyitV1jVz/+vbGRIXzsNzR1pdjkdpELjIlRNTiYsI5m8fH7C6FKVUDxljeOBfOyiva+KJ684iNMjf6pI8SoPARUIC/bn1vHQ+zT3OroJqq8tRSvXASxuOsHp3CQ/OGdEn+xLqigaBC90wdRARwQE898lBq0tRSnXTvuIafvveHi4YHs+t5w62uhxLOBUEIhIrIqtFJNf+6nDcNhFZIiKlIrLrTNb3FlGhgdwwdSDv7Sjk8PE6q8tRSnWhrqmVH76yhciQAP541fg+Mf7wmXD2iOAhYK0xJgNYa5925AVgjhPre43bzhtMoL8fT36YZ3UpSqnTMMbwyNs7OVBWyxPXnkV8ZN8ZcaynnA2C+cBS+/ulwGWOGhljPgEqznR9b5LQL4Qbpw3i7a35HNKjAqV6rWWbjvHOtkLumzWcc4bFWV2OpZwNggHGmCIA+2tPu+fr9voislBEskUku6ys7IwL9oQ7LhhKUIAfT67NtboUpZQDOYXV/HJFDtMz4rh7xjCry7Fcl0EgImtEZJeDn/meKPAkY8xiY0yWMSYrPr53P+gRHxnMTdMG8c62Ag6U1VpdjlKqg6r6Zu58aQsxYYH85ZoJPntdoKMug8AYM8sYM8bBz3KgRESSAOyvpT3cvrPr91o/uGAowQH+PKFHBUr1Gm02w73LtlFU3cAzN0yif4TvXhfoyNlTQyuABfb3C4DlHl6/14qLCObmcwaxYnsh+0tqrC5HKQX8efV+Pt5fxq8uHc2kQV59k6JLORsEi4DZIpILzLZPIyLJIrLyZCMReRVYD2SKSL6I3Ha69fuKO84fSkRwAI99sNfqUpTyeatyinnqozyuyUrj+ikDrS6nV3FqAE5jTDkw08H8QmBeh+nrerJ+XxETHsRdFw7jDx/sZcPBcqYN6W91SUr5pL3FJ7j/tW2MT43i1/NHI6LXBTrSJ4vd7JZz00mKCuH3K/doz6RKWaC8tonbl2YTHhzAczdlERLoW/0IdYcGgZuFBPrzk29lsj2/mvd2FlldjlI+pbnVxp0vbaGspom/35xFYlSI1SX1ShoEHnD5WSmMSIzksQ/20dyqo5gp5QnGGH7xzi42Hq7g8avGMz4t2uqSei0NAg/w9xMenjeSoxX1LP3isNXlKOUTnvvkIK9lH+Oei4Zx6fhkq8vp1TQIPOSC4fFcNCKBv67NpfREo9XlKNWnvbujkEXv7+WS8cncN2u41eX0ehoEHvToxaNobrWx6H29nVQpd8k+XMH9r29ncnoMj393nD453A0aBB6UHhfO988fzFtbC8g+7KgPPqWUMw4dr+P7L2aTEh3KYr1DqNs0CDzshzOGkRQVwqPLc2iz6e2kSrlK6YlGbl7yJSLCP743mZjwIKtL8hoaBB4WFhTAz+eNZHfRCV7ZeNTqcpTqE040trDgH5sor21myfcmkx4XbnVJXkWDwAIXj0vinKH9eez9vZTohWOlnNLY0sbCF7PJLanh2RsnMUFvE+0xDQILiAi/u3wszW02frk8x+pylPJarW027nttGxsOVvCnq8dz/vDe3UV9b6VBYJH0uHB+PGs4H+QU88EufeJYqZ6y2QwP/msn7+8q5hcXj2L+hBSrS/JaGgQWun36YEYl9ePR5TlUN7RYXY5SXsMYw6/+ncO/tuTz41kZ3HbeYKtL8moaBBYK9PfjD1eO43htE4ve32N1OUp5jcdW7ePF9Uf4/vTB3Dszw+pyvJ4GgcXGpkZx+/QhvLrxGJ/m9u6xmJXqDZ5cm8vf1h3g+qkD+fm8kdqltAtoEPQC988ezrCECH72xg6q6/UUkVKdefqjPP60ej9XnJXCb+eP0RBwEaeCQERiRWS1iOTaXx2O/SYiS0SkVER2nTL/cRHZKyI7RORtEYl2ph5vFRLoz1+umcDx2iZ+sXxX1yso5YOeWZfH46v2cdmEZB6/arx2HeFCzh4RPASsNcZkAGvt0468AMxxMH81MMYYMw7YDzzsZD1ea0xKFPfOzGDF9kJWbC+0uhylepXnPj7AYx/sY/6EZP509QT8NQRcytkgmA8stb9fClzmqJEx5hPgG53rGGP+Y4xptU9uAFKdrMer3XnhUM4aGM1/vb2T4mp90EwpaD8d9Ht7T6J/umq8hoAbOBsEA4wxRQD21wQnPutW4P3OForIQhHJFpHssrK+eVE1wN+P/3f1BFraDPe9tk37IlI+zRjDH1ft4/FV+7j8rBT+fPV4Avz1sqY7dPmnKiJrRGSXg5/5ripCRB4BWoGXO2tjjFlsjMkyxmTFx/fdpwcHx4Xz6/mjWX+wnCc/zLW6HKUsYYzhf97bw1Mf5XHt5DT+dJWGgDsFdNXAGDOrs2UiUiIiScaYIhFJAkp7WoCILAAuBmYaHd0dgKsmpbLhYDl/XZvLlPRYzhkWZ3VJSnmMzWZ4dMUuXtpwlO+dk86jF4/SC8Nu5mzErgAW2N8vAJb3ZGURmQM8CFxqjKl3spY+Q0T4zfwxDIkL50fLtlFao9cLlG9obrXxo2VbeWnDUX5wwRB+eYmGgCc4GwSLgNkikgvMtk8jIskisvJkIxF5FVgPZIpIvojcZl/0FBAJrBaRbSLyrJP19BnhwQE8c8Mkapta9HqB8gl1Ta3ctnQT7+4o4uG5I3h4rj4s5inijWdjsrKyTHZ2ttVleMTrm47xwL92cNeFQ3lgzgiry1HKLSrrmrnlhU3syK9i0RXjuHpymtUl9UkistkYk3Xq/C6vEShrXT05ja3Hqnhm3QFGJvXjkvHJVpeklEsdq6jne//YyLHKBv524yS+PTrR6pJ8jgaBF/j1paPJLanhZ29uZ0h8OKOTo6wuSSmX2JlfzS0vbKK5tY0Xb53CtCH9rS7JJ+n9WF4gKMCPv904iZiwIBa+uJny2iarS1LKaR/uLeHq59YTHODHW3edoyFgIQ0CLxEfGcxzN03ieG0Td768habWNqtLUuqMvbThCLcvzWZoQjhv33UOwxIirS7Jp2kQeJFxqdE89t1xbDxUwYNv7sAbL/Qr39baZuNXK3L4r3d2cWFmAq8tPJuEfiFWl+Xz9BqBl5k/IYX8ygYeX7WP5OhQvZNIeY3qhhbufmULn+Ye5/bzBvPwvJHab1AvoUHghe66cCj5lfU8s+4AKTGh3DB1kNUlKXVah4/XcdvSTRwpr+cPV47lmskDrS5JdaBB4IVOPnlcXN3IL97ZRWK/EGaOHGB1WUo59NHeUu5dthU/P+Gl26fqReFeSK8ReKkAfz+eun4io5Oj+OErW9h46Bu9fCtlKZvN8NSHudy6dBMpMWH8++7zNAR6KQ0CLxYeHMA/bplMSnQot76wiW3HqqwuSSkAahpbuOOlzfzxP/uZPz6Zt+48h7TYMKvLUp3QIPBycRHBvHz7NGLCA1mwZCN7ik5YXZLycXuKTjD/qc9Zu7eURy8exZ+vmUBokL/VZanT0CDoAxKjQnjl9mmEBflz0/9+SV5prdUlKR9kjGHZxqNc9vTn1Da18srtU7n1vMHacZwX0CDoI9Jiw3jp9qkA3PD8Bg0D5VH1za385PXtPPTWTianx7Ly3ulM1esBXkODoA8ZGh/By7dPo80G1y5ez95iPU2k3G9XQTWXPPkZb28r4L5Zw1l66xTiIoKtLkv1gAZBH5OZGMlrP5hGgJ8f1y7ewI78KqtLUn2UzWZ4/tODXP5M+6mgl26byr2zMvQhMS/kVBCISKyIrBaRXPtrTCftlohIqYjs6mT5T0XEiIiOyegCQ+MjeOOOs4kIDuCGv3/J5iN6a6lyrdITjSz4x0Z++94eZmQm8MG953OuDqnqtZw9IngIWGuMyQDW2qcdeQGY42iBiKTRPrrZUSdrUR2kxYbxxh1nEx8ZzI3Pb+TDvSVWl6T6iJU7i5jz10/ZdLiC310+ludumkRMeJDVZSknOBsE84Gl9vdLgcscNTLGfAJ09mvpn4EHAO1BzcWSokJ57QdnMywhgtuXZvPKl5q16sxV1jVzz6tbuevlLaTGhPLuPedx/dSBeldQH+BsFxMDjDFFAMaYIhFJ6MnKInIpUGCM2d7VPyYRWQgsBBg4UPsp6a74yGCWLZzG3a9s4edv76Sgqp6ffitT//OqHlmzu4SH395JVX0zP5k9nDsvHEqAv15i7Cu6DAIRWQM4GjvuEWc2LCJh9s/4VnfaG2MWA4uhfcxiZ7bta8KDA/j7zVn8YnkOT390gMKqRhZdOZbgAH3IR51eeW0Tv3l3N+9sK2REYiQv3DJZR8jrg7oMAmPMrM6WiUiJiCTZjwaSgNIebHsoMBg4eTSQCmwRkSnGmOIefI7qhgB/P353+RhSY0J5fNU+DpfX8eyNkxigfcErB4wxvL21gN+8u5vaplZ+NDODu2cMIyhAjwL6Imf/VlcAC+zvFwDLu7uiMWanMSbBGJNujEkH8oGJGgLuIyL8cMYw/nbDRPYV13Dxk5/pHUXqG46W13Pzko3c//p2BseF896PpnP/7OEaAn2Ys3+zi4DZIpJL+50/iwBEJFlEVp5sJCKvAuuBTBHJF5HbnNyucsLcsUm8fde5hAX5c+3iDXoRWQHQ2NLGX9bsZ/afP2br0Sp+M380b95xDsMH6DCSfZ1443CHWVlZJjs72+oyvF51fQs/WraVj/eX8d1Jqfz60tGEB+sQFb5o7Z4Sfv3v3RytqOficUn813dGkRilpw37GhHZbIzJOnW+/q/3YVFhgSz53mT+umY/T36Ux5ajlTxx7VmMSdGLgb7iYFktv1u5hzV7ShmWEMErt0/lHH0wzOfoEYECYP2Bcn782lYq61p4cO4Ibj03XW8x7cOq6pv569pc/rn+CMEBfvxoZga3nDtYrwP0cZ0dEWgQqK9U1DXzwJs7WLOnhAsz4/n9FWNJigq1uizlQs2tNv654QhPrM2lprGFayYP5P7Zw4mP1E7ifIEGgeoWYwz/3HCE363cQ6CfH498ZyTXTE7TowMv12YzvLO1gD+v2U9+ZQPTM+J45DsjGZHYz+rSlAdpEKgeOVJex4P/2sGGgxWcO6w/i64Yp0MNeiFjDKtyivnTf/aTW1rL6OR+/OzbmVwwPF7D3QdpEKges9kMr246yu9X7qXNZvjxLD2P7C2MMazZU8qTH+ayI7+aofHh/ORbmcwZnYifdhPtszQI1BkrrGrg0eW7WLOnlCFx4Tx6ySguzOxRt1LKQ9pshg92FfPkh7nsLa4hLTaUH12UweVnpWjfQEqDQDnvo72l/Pe7uzl0vI5ZIwfwi4tHMqh/uNVlKaCptY0V2wp59uMDHCirY0h8OHfPGMal45M1ANRXNAiUSzS32ljy+SGeXJtLc5uNaycP5J6LhpGgfRZZorKumZe/PMLS9Ucoq2liRGIkP5wxjHljk3SkMPUNGgTKpUpONPLE2lxe23SMAH9hwdnp3HHBUB2gxENyS2pYuv4wb27Op7HFxvnD47n9vMFMz4jTi8CqUxoEyi2OltfzlzX7eXtbAeFBASw4ZxALzkknIVKPEFytqbWND3YV8/KXR9l4qIIgfz8uOyuZ284bQmai9gekuqZBoNxqf0kNf1mzn/d3FRPo58cVE1O4ffoQhiVEWF2a18srreHNzQW8kX2M8rpmBsaGcf3UgVw1KZX+EfogmOo+DQLlEYeO1/H8pwd5c3M+Ta02Zo0cwE1nD2L6sDi9bbEHKuqa+ff2Qv61JZ8d+dX4+wkXjUjgxmn6Z6nOnAaB8qjjtU28uP4IL204QkVdM6kxoVyTlcZVWWnaq2UnqhtaWLO7hJU7i/h4fxmtNsOopH5cMTGF+RNStBsI5TQNAmWJptY2/pNTwrJNR/k8rxw/gRmZCVwyPpmZIxOIDAm0ukRLldc2sXZPKSt3FfF53nFa2gzJUSF8Z1wSV0xMZWSSdgGhXEeDQFnu8PE6lm06xjtbCyg+0UhQgB8zMuP5zrhkZo5I8ImxEGw2w46Caj7aW8q6faXsKKjGGEiLDWXemCTmjk1ifGqU3vmj3MItQSAiscBrQDpwGLjaGFPpoN0S4GKg1Bgz5pRl9wB3A63Ae8aYB7rargaBd7PZDFuOVvLujiJW7iyitKaJQH8ha1AsF2TGc8HweEYkRvaJL0ObzZBbWsuXh8r58mAF6w+WU1HXjAiclRbNhZkJXDQigdHJ/frE/qrezV1B8BhQYYxZJCIPATHGmAcdtDsfqAVe7BgEIjIDeAT4jjGmSUQSjDGlXW1Xg6DvaLMZsg9X8OG+Uj7eV8be4hoAEiKDmTqkP5MGRjNpUCwjkiIJ9IInZKvrW9hZUM2Ogiq2H6ti46EKKutbAEiOCmHakP5ckBnP9Ix4YvWZC+Vh7gqCfcCFxpgiEUkC1hljMjtpmw68e0oQvA4sNsas6cl2NQj6ruLqRj7JLeOT/WVkH66k+EQjACGBfoxLjWZUUj9GJEYyPDGS4QMiibDodFJTaxuHj9eTV1pLXmkt+0tryCmo5nB5/Vdt0vuHkZUey9TBsUwb0p/UmFD9rV9Zyl1BUGWMie4wXWmMiemkbTrfDIJtwHJgDtAI/NQYs6mT9RcCCwEGDhw46ciRI2dct/IehVUNbD5SyeYjlWw9VsX+4hoaWtq+Wp4SHUpKTCip9teU6FASo0KICQsiJiyIqLBAIoMDun27ZZvNcKKhhaqGFqrqm6mqb6HkRCOFVQ0UVJ18bf9ps7X/3xGBtJgwRiX1Y1xaFONSohmbEkVUmG9fCFe9zxmPWSwia4BEB4secUFdAUAMMA2YDLwuIkOMg3QyxiwGFkP7EYELtq28QHJ0KMnRoVwyPhloP+eeX9nAvpIa9pfUkFtSQ0FVAxsOllN8ohGbg38ZfgLhwQEE+fsR6O9HgL8Q5O8H0t53UnOrjea29teGljYc/W7kJzCgXwjJ0aGMT4vmsgnJDE2IYFhCBEPjIwgJ9Hfzn4RS7tNlEBhjZnW2TERKRCSpw6mhLs/vnyIfeMv+xb9RRGxAHFDWw89RPsLPTxjYP4yB/cOYPWrA15a1tNkorm6k5EQjVfX/91t9dUMLNY2ttLTZaG0ztLTZaLEZbMYQ7O9HUED7T6C/H+FB/kSHBREdFkiM/TUuIpjEqBCvuEah1Jlw9gTrCmABsMj+uryH678DXASsE5HhQBBw3MmalI8K9PcjLTZMR1JTqoec/RVnETBbRHKB2fZpRCRZRFaebCQirwLrgUwRyReR2+yLlgBDRGQXsAxY4Oi0kFJKKfdx6ojAGFMOzHQwvxCY12H6uk7WbwZudKYGpZRSztGTnkop5eM0CJRSysdpECillI/TIFBKKR+nQaCUUj5Og0AppXycV45HICJlgDOdDcXhWw+u+dr+gu6zr9B97plBxpj4U2d6ZRA4S0SyHXW81Ff52v6C7rOv0H12DT01pJRSPk6DQCmlfJyvBsFiqwvwMF/bX9B99hW6zy7gk9cIlFJK/R9fPSJQSillp0GglFI+rs8GgYjMEZF9IpInIg85WC4i8oR9+Q4RmWhFna7UjX2+wb6vO0TkCxEZb0WdrtTVPndoN1lE2kTku56szx26s88icqGIbBORHBH52NM1ulI3/l1Hici/RWS7fX9vsaJOVxKRJSJSah+rxdFy135/GWP63A/gDxwAhtA+6tl2YNQpbeYB7wNC+5jJX1pdtwf2+Rwgxv5+ri/sc4d2HwIrge9aXbcH/p6jgd3AQPt0gtV1u3l/fw78wf4+HqgAgqyu3cn9Ph+YCOzqZLlLv7/66hHBFCDPGHPQtA9+swyYf0qb+cCLpt0GINo+7rK36nKfjTFfGGMq7ZMbgFQP1+hq3fl7BrgH+Bc9H1O7N+rOPl9P+1jgRwGMMd68393ZXwNEiogAEbQHQatny3QtY8wntO9HZ1z6/dVXgyAFONZhOt8+r6dtvElP9+c22n+j8GZd7rOIpACXA896sC536s7f83AgRkTWichmEbnZY9W5Xnf29ylgJFAI7ATuNcbYPFOeZVz6/eXs4PW9lTiYd+p9st1p4026vT8iMoP2IDjPrRW5X3f2+S/Ag8aYtvZfGL1ed/Y5AJhE+zCyocB6EdlgjNnv7uLcoDv7+21gG3ARMBRYLSKfGmNOuLk2K7n0+6uvBkE+kNZhOpX23xZ62sabdGt/RGQc8Dww17SPOe3NurPPWcAyewjEAfNEpNUY845HKnS97v7bPm6MqQPqROQTYDzgjUHQnf29BVhk2k+e54nIIWAEsNEzJVrCpd9fffXU0CYgQ0QGi0gQcC2w4pQ2K4Cb7VffpwHVxpgiTxfqQl3us4gMBN4CbvLS3w5P1eU+G2MGG2PSjTHpwJvAXV4cAtC9f9vLgekiEiAiYcBUYI+H63SV7uzvUdqPfhCRAUAmcNCjVXqeS7+/+uQRgTGmVUTuBlbRftfBEmNMjojcYV/+LO13kMwD8oB62n+r8Frd3OdHgf7AM/bfkFuNF/fc2M197lO6s8/GmD0i8gGwA7ABzxtjHN6G2Nt18+/4N8ALIrKT9lMmDxpjvLprahF5FbgQiBORfOCXQCC45/tLu5hQSikf11dPDSmllOomDQKllPJxGgRKKeXjNAiUUsrHaRAopZSP0yBQSikfp0GglFI+7v8DgsVxjXB4b1YAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[39] loss: 0.000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[40] loss: 0.000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Now it's time to run the code!\n",
+    "\n",
+    "T = 100  # number of time steps\n",
+    "dim_input = 2  # state space dimensions\n",
+    "dim_hidden = 6  # latent dimensions\n",
+    "dim_output = 1  # action space dimensions\n",
+    "d = Dynamics()  # define dynamics\n",
+    "c = Controller(dim_input, dim_hidden, dim_output)  # define controller\n",
+    "s = Simulation(c, d, T)  # define simulation\n",
+    "o = Optimize(s)  # define optimizer\n",
+    "o.train(40)  # solve the optimization problem"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "lightweight-donor",
+   "metadata": {},
+   "source": [
+    "## 3. A Better Problem Formulation\n",
+    "\n",
+    "Here is a list of things we discussed during the class that could help to make the problem more representative of the reality:\n",
+    "\n",
+    "1. More realistic definition of state and action spaces: Rocket orientation, angular velocity, etc. \n",
+    "2. Better dynamical model, e.g., drag\n",
+    "3. Constraints in state and action spaces\n",
+    "4. Controller design for a distribution of initial states rather than one\n",
+    "5. Randomness in dynamics, sensing, etc.\n",
+    "6. Discontinuity in modeling so that gradient cannot be computed, e.g., mechanical failures.\n",
+    "\n",
+    "In this project, please choose at least one aspect from 1 to 5 from the list to improve your problem formulation and solve the resultant problem. We will address 6 when we talk about reinforcement learning.\n",
+    "\n",
+    "Here is one example of problem formulation when we consider randomness in dynamics and initial states:\n",
+    "\n",
+    "$$\n",
+    "\\begin{aligned}\n",
+    "\\min_{\\theta} \\quad & \\mathbb{E}_{\\{w(t), u(t), x(0)\\}}\\left[||x(T)||^2\\right] \\\\\n",
+    "\\quad & d(t+1) = d(t) + v(t) + w(t) \\Delta t, \\\\\n",
+    "\\quad & v(t+1) = v(t) + a(t) + u(t) \\Delta t, \\\\\n",
+    "\\quad & a(t) = f_{\\theta}(x(t)), ~\\forall t=1,...,T-1 \\\\\n",
+    "\\quad & x(1) \\sim \\Pr(x(1))\n",
+    "\\end{aligned}\n",
+    "$$\n",
+    "\n",
+    "Here $w(t) \\sim \\Pr(w(t))$ and $u(t) \\sim \\Pr(u(t))$ are modeled as i.i.d. noises added to the dynamics, and $\\Pr(x(1))$ is the distribution of initial states. We will approximate this problem using samples from $\\Pr(w(t))$, $\\Pr(u(t))$, and $\\Pr(x(1))$. To do so, we sample $\\{w(1)^{(i)},w(2)^{(i)},...,w(T)^{(i)}\\}_{i}^N$ from $\\Pr(w(t))$,  $\\{u(1)^{(i)},u(2)^{(i)},...,u(T)^{(i)}\\}_{i}^N$ from $\\Pr(u(t))$, and $\\{x(0)^{(i)}\\}_{i}^N$ from $\\Pr(x(1))$, where $N$ is the number of samples to be considered. Then we have the following problem instead:\n",
+    "\n",
+    "$$\n",
+    "\\begin{aligned}\n",
+    "\\min_{\\theta} \\quad & \\frac{1}{N}\\sum_{i=1}^N ||x^{(i)}(T)||^2 \\\\\n",
+    "\\quad & d(t+1)^{(i)} = d(t)^{(i)} + v(t)^{(i)} + w(t)^{(i)} \\Delta t, \\\\\n",
+    "\\quad & v(t+1)^{(i)} = v(t)^{(i)} + a(t)^{(i)} + u(t)^{(i)} \\Delta t, \\\\\n",
+    "\\quad & a(t)^{(i)} = f_{\\theta}(x(t)^{(i)}), ~\\forall t=1,...,T-1, ~i=1,...,N \\\\\n",
+    "\\end{aligned}\n",
+    "$$\n",
+    "\n",
+    "The code up this new problem, you will fully utilize the tensor operations in PyTorch. For example, the state tensor \"x\" will now become a N-by-2 matrix, where the first dimension represents the number of trajectories to be optimized. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "wicked-wealth",
+   "metadata": {},
+   "source": [
+    "## 4. Grading\n",
+    "\n",
+    "* (30%) Documentation of the problem formulation: Clearly describe the objective function, the variables, the constraints, and the assumptions involved in formulating the problem.\n",
+    "\n",
+    "* (40%) Programming: Like for homeworks, please push you code to your github repo. Please comment your code so that it is useful to you in the future.\n",
+    "\n",
+    "* (30%) Analysis of the results: Please document the convergence and the optimal solutions (e.g., the state trajectory if it is a control problem).\n",
+    "\n",
+    "* (Bonus 20%) Formulation of a problem different from rocket landing: The PyTorch framework can also be used for other engineering problems, e.g., for structure design with nonlinear mechanical properties. You get 20 bonus points for solving your own problems that are at least at the same level of difficulty as rocket landing. "
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From b3d6e9e131612b0cae09c1b92e615d000610e05f Mon Sep 17 00:00:00 2001
From: Rahul Rathnakumar <36414241+rahulrathnakumar@users.noreply.github.com>
Date: Wed, 6 Oct 2021 21:32:37 -0700
Subject: [PATCH 10/33] Delete Homework 2.pdf

---
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diff --git a/Homework/Homework 2.pdf b/Homework/Homework 2.pdf
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From b444b098f78cdc1ff69391d862d194262c13ce05 Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Thu, 7 Oct 2021 23:46:29 -0700
Subject: [PATCH 11/33] begun homework 3 problem 2 - objective function and GP
 prediction for an iteration

---
 Homework/Homework 1.ipynb                     |   3 +
 .../{Homework 3.ipynb => Homework3.ipynb}     | 117 ++++++++++--------
 2 files changed, 68 insertions(+), 52 deletions(-)
 rename Homework/{Homework 3.ipynb => Homework3.ipynb} (79%)

diff --git a/Homework/Homework 1.ipynb b/Homework/Homework 1.ipynb
index ba1a94c..9a0dd8d 100644
--- a/Homework/Homework 1.ipynb	
+++ b/Homework/Homework 1.ipynb	
@@ -202,6 +202,7 @@
    "source": [
     "res"
    ]
+<<<<<<< HEAD
   },
   {
    "cell_type": "code",
@@ -210,6 +211,8 @@
    "outputs": [],
    "source": []
 >>>>>>> 8f90ced4bec79abb8b5d9fde08e3e33db602bff0
+=======
+>>>>>>> 5690077459f148361cc6fc1d86ad868d764ff9b2
   }
  ],
  "metadata": {
diff --git a/Homework/Homework 3.ipynb b/Homework/Homework3.ipynb
similarity index 79%
rename from Homework/Homework 3.ipynb
rename to Homework/Homework3.ipynb
index c465aac..70f6486 100644
--- a/Homework/Homework 3.ipynb	
+++ b/Homework/Homework3.ipynb
@@ -2,8 +2,6 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "harmful-logging",
-   "metadata": {},
    "source": [
     "### Problem 1 (50 points) \n",
     "\n",
@@ -56,25 +54,46 @@
     "\n",
     "\n",
     "\n"
-   ]
+   ],
+   "metadata": {}
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
-   "id": "divine-setup",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([ 0., -4.], dtype=float32)"
-      ]
-     },
-     "execution_count": 41,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
+   "execution_count": null,
+   "source": [
+    "# Problem 2: Bayesian Optimization\n",
+    "import sklearn.gaussian_process as gp\n",
+    "import numpy as np\n",
+    "\n",
+    "def objective(x, mean = 0, var = 0.1):\n",
+    "    '''\n",
+    "    x : 2x1 vector of a sample in the domain of interest\n",
+    "    mean : scalar mean for iid noise term\n",
+    "    var : scalar variance for iid noise term\n",
+    "    '''\n",
+    "    noise = np.random.normal(mean, var)    \n",
+    "    return ((4 - (2.1*(x[0]**2)) + ((x[0]**4)/3))*(x[0]**2)) + (x[0]*x[1]) + ((-4 + 4*x[1]**2)*x[1]**2) + noise\n",
+    "\n",
+    "\n",
+    "\n",
+    "x1 = np.random.uniform(-3,3,5)\n",
+    "x2 = np.random.uniform(-2,2,5)\n",
+    "X = np.asarray([[x1],[x2]]).transpose().squeeze(1)\n",
+    "Y = np.asarray([objective(x) for x in X])\n",
+    "\n",
+    "kernel = gp.kernels.RBF()\n",
+    "model = gp.GaussianProcessRegressor(kernel=kernel,\n",
+    "                                    alpha=1e-4,\n",
+    "                                    n_restarts_optimizer=0,\n",
+    "                                    normalize_y=True)\n",
+    "model.fit(X,Y)\n"
    ],
+   "outputs": [],
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
    "source": [
     "# A simple example of using PyTorch for gradient descent\n",
     "\n",
@@ -92,48 +111,48 @@
     "\n",
     "# Check the gradient. numpy() turns the variable from a PyTorch tensor to a numpy array.\n",
     "x.grad.numpy()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "id": "positive-starter",
-   "metadata": {},
+   ],
    "outputs": [
     {
+     "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "array([ 2., -6.], dtype=float32)"
+       "array([ 0., -4.], dtype=float32)"
       ]
      },
-     "execution_count": 42,
      "metadata": {},
-     "output_type": "execute_result"
+     "execution_count": 41
     }
    ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
    "source": [
     "# Let's examine the gradient at a different x.\n",
     "x.data = t.tensor([2.0, 1.0])\n",
     "loss = (x[0] - 1)**2 + (x[1] - 2)**2\n",
     "loss.backward()\n",
     "x.grad.numpy()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "id": "infectious-remark",
-   "metadata": {},
+   ],
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[1.        1.9999971]\n",
-      "8.185452e-12\n"
-     ]
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": [
+       "array([ 2., -6.], dtype=float32)"
+      ]
+     },
+     "metadata": {},
+     "execution_count": 42
     }
    ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
    "source": [
     "# Here is a code for gradient descent without line search\n",
     "\n",
@@ -159,24 +178,18 @@
     "        \n",
     "print(x.data.numpy())\n",
     "print(loss.data.numpy())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "id": "painful-climb",
-   "metadata": {},
+   ],
    "outputs": [
     {
-     "name": "stderr",
      "output_type": "stream",
+     "name": "stdout",
      "text": [
-      "C:\\Users\\yren32\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: UserWarning: The .grad attribute of a Tensor that is not a leaf Tensor is being accessed. Its .grad attribute won't be populated during autograd.backward(). If you indeed want the gradient for a non-leaf Tensor, use .retain_grad() on the non-leaf Tensor. If you access the non-leaf Tensor by mistake, make sure you access the leaf Tensor instead. See github.com/pytorch/pytorch/pull/30531 for more informations.\n",
-      "  \"\"\"Entry point for launching an IPython kernel.\n"
+      "[1.        1.9999971]\n",
+      "8.185452e-12\n"
      ]
     }
    ],
-   "source": []
+   "metadata": {}
   }
  ],
  "metadata": {
@@ -200,4 +213,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
+}
\ No newline at end of file

From aecda30fa387fc16e4d2f254ed75a96955d7c7f4 Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Fri, 8 Oct 2021 17:56:07 -0700
Subject: [PATCH 12/33] Expected improvement function

---
 Homework/Homework3.ipynb | 32 ++++++++++++++++++++++++++++++--
 1 file changed, 30 insertions(+), 2 deletions(-)

diff --git a/Homework/Homework3.ipynb b/Homework/Homework3.ipynb
index 70f6486..bfbc164 100644
--- a/Homework/Homework3.ipynb
+++ b/Homework/Homework3.ipynb
@@ -64,6 +64,7 @@
     "# Problem 2: Bayesian Optimization\n",
     "import sklearn.gaussian_process as gp\n",
     "import numpy as np\n",
+    "from scipy.stats import norm\n",
     "\n",
     "def objective(x, mean = 0, var = 0.1):\n",
     "    '''\n",
@@ -75,18 +76,45 @@
     "    return ((4 - (2.1*(x[0]**2)) + ((x[0]**4)/3))*(x[0]**2)) + (x[0]*x[1]) + ((-4 + 4*x[1]**2)*x[1]**2) + noise\n",
     "\n",
     "\n",
+    "def expected_improvement(X_, X, model, k = 0.01):\n",
+    "    Y_mu, Y_sigma = model.predict(X, return_std = True)\n",
+    "    Y__, _ = model.predict(X_)\n",
+    "    Y_sigma  = Y_sigma.reshape(-1,1)\n",
+    "    \n",
+    "    # Find the best value of predicted f(x) among the old samples\n",
+    "    y_best = np.max(Y__)\n",
+    "    if Y_sigma == 0.0:\n",
+    "        ei = 0\n",
+    "        return ei\n",
+    "    else:\n",
+    "        Z = (Y_mu - y_best - k)/Y_sigma\n",
+    "        ei = ((Y_mu - y_best - k)*norm.cdf(Z)) + (Y_sigma*norm.pdf(Z))\n",
+    "        return ei\n",
+    "\n",
+    "\n",
+    "\n",
     "\n",
     "x1 = np.random.uniform(-3,3,5)\n",
     "x2 = np.random.uniform(-2,2,5)\n",
     "X = np.asarray([[x1],[x2]]).transpose().squeeze(1)\n",
     "Y = np.asarray([objective(x) for x in X])\n",
     "\n",
-    "kernel = gp.kernels.RBF()\n",
+    "kernel = gp.kernels.RBF(length_scale=  )\n",
     "model = gp.GaussianProcessRegressor(kernel=kernel,\n",
     "                                    alpha=1e-4,\n",
     "                                    n_restarts_optimizer=0,\n",
     "                                    normalize_y=True)\n",
-    "model.fit(X,Y)\n"
+    "\n",
+    "n_iters = 10\n",
+    "k = 0.01\n",
+    "for i in range(n_iters):\n",
+    "    model.fit(X,Y)\n",
+    "    # Sample next point\n",
+    "    \n",
+    "    x1 = np.random.uniform(-3,3,5)\n",
+    "    x2 = np.random.uniform(-2,2,5)\n",
+    "    X_ = np.asarray([[x1],[x2]]).transpose().squeeze(1)\n",
+    "    "
    ],
    "outputs": [],
    "metadata": {}

From 74575e60c576106feb18c001cda26bae8c800d4f Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Mon, 11 Oct 2021 22:01:00 -0700
Subject: [PATCH 13/33] Problem 1 started w/o line search

---
 Homework/Homework3.ipynb | 194 ++++++++++++++++-----------------------
 Homework/script.py       |  58 ++++++++++++
 2 files changed, 135 insertions(+), 117 deletions(-)
 create mode 100644 Homework/script.py

diff --git a/Homework/Homework3.ipynb b/Homework/Homework3.ipynb
index bfbc164..dc83609 100644
--- a/Homework/Homework3.ipynb
+++ b/Homework/Homework3.ipynb
@@ -57,6 +57,59 @@
    ],
    "metadata": {}
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "source": [
+    "# Problem 1 : Least squares fitting for vapor-liquid equilibrium\n",
+    "import torch\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "SMOOTH = 1e-5\n",
+    "\n",
+    "\n",
+    "def model(X, A, p_sat):\n",
+    "    # Question : Temporary variables and the computational graph ...\n",
+    "    k1 = A[0]*(A[1]*X[1]/(A[0]*X[0] + A[1]*X[1]))\n",
+    "    k2 = A[1]*(A[0]*X[0]/(A[0]*X[0] + A[1]*X[1]))\n",
+    "    t1 = X[0]*torch.exp((k1**2))*p_sat[0]\n",
+    "    t2 = X[1]*torch.exp((k2**2))*p_sat[1]\n",
+    "    return t1 + t2\n",
+    "\n",
+    "\n",
+    "# Define the variables to be optimized over\n",
+    "A = torch.tensor([2.5,2.8], requires_grad = True, dtype = torch.float64)\n",
+    "# Data\n",
+    "X = np.asarray([np.arange(0,1.1,0.1), 1-np.arange(0,1.1,0.1)])\n",
+    "X = torch.from_numpy(X)\n",
+    "p = torch.tensor([28.1, 34.4, 36.7, 36.9, 36.8, 36.7, 36.5, 35.4, 32.9, 27.8, 17.5], requires_grad =  False, dtype = torch.float64)\n",
+    "\n",
+    "# Constants\n",
+    "# a = torch.tensor([[8.07131, 1730.63, 233.426],[7.43155, 1554.679, 240.337]], requires_grad= False)\n",
+    "# T = 20\n",
+    "# p_sat_water = torch.tensor(a[0][0] - (a[0][1]/(T + a[0][2])))\n",
+    "# p_sat_dioxane = torch.tensor(a[1][0] - (a[1][1]/(T + a[1][2])))\n",
+    "p_sat = torch.tensor([1.2424, 1.4598], requires_grad = False, dtype = torch.float64)\n",
+    "\n",
+    "alpha = 0.0001\n",
+    "for i in range(500):\n",
+    "    # Define the loss function\n",
+    "    loss = torch.sum((p - model(X, A, p_sat))**2)\n",
+    "    loss.backward()\n",
+    "    print(\"Alpha:\", alpha, \"Loss:\", loss.data.numpy(), \"Gradient:\", A.grad.numpy(), \"Parameter:\", A.data.numpy())\n",
+    "    with torch.no_grad():\n",
+    "        A -= alpha * A.grad\n",
+    "        A.grad.zero_()\n",
+    "    alpha /= 1.1\n",
+    "    \n",
+    "p_final = model(X, A, p_sat)\n",
+    "print(\"Model: \", p_final)\n",
+    "print(\"Truth: \", p)\n"
+   ],
+   "outputs": [],
+   "metadata": {}
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -65,6 +118,9 @@
     "import sklearn.gaussian_process as gp\n",
     "import numpy as np\n",
     "from scipy.stats import norm\n",
+    "from scipy.optimize import minimize\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
     "\n",
     "def objective(x, mean = 0, var = 0.1):\n",
     "    '''\n",
@@ -73,33 +129,33 @@
     "    var : scalar variance for iid noise term\n",
     "    '''\n",
     "    noise = np.random.normal(mean, var)    \n",
-    "    return ((4 - (2.1*(x[0]**2)) + ((x[0]**4)/3))*(x[0]**2)) + (x[0]*x[1]) + ((-4 + 4*x[1]**2)*x[1]**2) + noise\n",
+    "    return ((4 - (2.1*(x[0]**2)) + ((x[0]**4)/3))*(x[0]**2)) + (x[0]*x[1]) + ((-4 + 4*x[1]**2)*x[1]**2)\n",
+    "\n",
+    "\n",
     "\n",
     "\n",
     "def expected_improvement(X_, X, model, k = 0.01):\n",
     "    Y_mu, Y_sigma = model.predict(X, return_std = True)\n",
-    "    Y__, _ = model.predict(X_)\n",
-    "    Y_sigma  = Y_sigma.reshape(-1,1)\n",
+    "    Y__= model.predict(X_)\n",
     "    \n",
     "    # Find the best value of predicted f(x) among the old samples\n",
-    "    y_best = np.max(Y__)\n",
-    "    if Y_sigma == 0.0:\n",
-    "        ei = 0\n",
-    "        return ei\n",
-    "    else:\n",
+    "    with np.errstate(divide='ignore'):\n",
+    "        y_best = np.max(Y_sigma)\n",
     "        Z = (Y_mu - y_best - k)/Y_sigma\n",
     "        ei = ((Y_mu - y_best - k)*norm.cdf(Z)) + (Y_sigma*norm.pdf(Z))\n",
-    "        return ei\n",
-    "\n",
+    "        ei[Y_sigma == 0.0] = 0.0\n",
+    "    return X_[np.argmax(ei)]\n",
     "\n",
     "\n",
+    "# optimize the expected improvement\n",
+    "# EI function is highly non linear\n",
     "\n",
     "x1 = np.random.uniform(-3,3,5)\n",
     "x2 = np.random.uniform(-2,2,5)\n",
     "X = np.asarray([[x1],[x2]]).transpose().squeeze(1)\n",
     "Y = np.asarray([objective(x) for x in X])\n",
     "\n",
-    "kernel = gp.kernels.RBF(length_scale=  )\n",
+    "kernel = gp.kernels.RBF()\n",
     "model = gp.GaussianProcessRegressor(kernel=kernel,\n",
     "                                    alpha=1e-4,\n",
     "                                    n_restarts_optimizer=0,\n",
@@ -109,122 +165,23 @@
     "k = 0.01\n",
     "for i in range(n_iters):\n",
     "    model.fit(X,Y)\n",
-    "    # Sample next point\n",
-    "    \n",
+    "    # Select next point using expected improvement\n",
     "    x1 = np.random.uniform(-3,3,5)\n",
     "    x2 = np.random.uniform(-2,2,5)\n",
     "    X_ = np.asarray([[x1],[x2]]).transpose().squeeze(1)\n",
-    "    "
+    "    x_next = expected_improvement(X_ = X_, X = X, model = model)\n",
+    "    y_next = objective(x_next)\n",
+    "    X.stack(x_next)\n",
+    "    Y.append(y_next)"
    ],
    "outputs": [],
    "metadata": {}
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "source": [
-    "# A simple example of using PyTorch for gradient descent\n",
-    "\n",
-    "import torch as t\n",
-    "from torch.autograd import Variable\n",
-    "\n",
-    "# Define a variable, make sure requires_grad=True so that PyTorch can take gradient with respect to this variable\n",
-    "x = Variable(t.tensor([1.0, 0.0]), requires_grad=True)\n",
-    "\n",
-    "# Define a loss\n",
-    "loss = (x[0] - 1)**2 + (x[1] - 2)**2\n",
-    "\n",
-    "# Take gradient\n",
-    "loss.backward()\n",
-    "\n",
-    "# Check the gradient. numpy() turns the variable from a PyTorch tensor to a numpy array.\n",
-    "x.grad.numpy()"
-   ],
-   "outputs": [
-    {
-     "output_type": "execute_result",
-     "data": {
-      "text/plain": [
-       "array([ 0., -4.], dtype=float32)"
-      ]
-     },
-     "metadata": {},
-     "execution_count": 41
-    }
-   ],
-   "metadata": {}
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "source": [
-    "# Let's examine the gradient at a different x.\n",
-    "x.data = t.tensor([2.0, 1.0])\n",
-    "loss = (x[0] - 1)**2 + (x[1] - 2)**2\n",
-    "loss.backward()\n",
-    "x.grad.numpy()"
-   ],
-   "outputs": [
-    {
-     "output_type": "execute_result",
-     "data": {
-      "text/plain": [
-       "array([ 2., -6.], dtype=float32)"
-      ]
-     },
-     "metadata": {},
-     "execution_count": 42
-    }
-   ],
-   "metadata": {}
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "source": [
-    "# Here is a code for gradient descent without line search\n",
-    "\n",
-    "import torch as t\n",
-    "from torch.autograd import Variable\n",
-    "\n",
-    "x = Variable(t.tensor([1.0, 0.0]), requires_grad=True)\n",
-    "\n",
-    "# Fix the step size\n",
-    "a = 0.01\n",
-    "\n",
-    "# Start gradient descent\n",
-    "for i in range(1000):  # TODO: change the termination criterion\n",
-    "    loss = (x[0] - 1)**2 + (x[1] - 2)**2\n",
-    "    loss.backward()\n",
-    "    \n",
-    "    # no_grad() specifies that the operations within this context are not part of the computational graph, i.e., we don't need the gradient descent algorithm itself to be differentiable with respect to x\n",
-    "    with t.no_grad():\n",
-    "        x -= a * x.grad\n",
-    "        \n",
-    "        # need to clear the gradient at every step, or otherwise it will accumulate...\n",
-    "        x.grad.zero_()\n",
-    "        \n",
-    "print(x.data.numpy())\n",
-    "print(loss.data.numpy())"
-   ],
-   "outputs": [
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[1.        1.9999971]\n",
-      "8.185452e-12\n"
-     ]
-    }
-   ],
-   "metadata": {}
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
+   "name": "python3",
+   "display_name": "Python 3.7.3 64-bit ('base': conda)"
   },
   "language_info": {
    "codemirror_mode": {
@@ -237,6 +194,9 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3.7.3"
+  },
+  "interpreter": {
+   "hash": "283a19fe1c80cc8d674e9be3676f3725f85ae6255e6112c9eba9160b54893d27"
   }
  },
  "nbformat": 4,
diff --git a/Homework/script.py b/Homework/script.py
new file mode 100644
index 0000000..3041a26
--- /dev/null
+++ b/Homework/script.py
@@ -0,0 +1,58 @@
+# Problem 2: Bayesian Optimization
+import sklearn.gaussian_process as gp
+import numpy as np
+from scipy.stats import norm
+from scipy.optimize import minimize
+import matplotlib.pyplot as plt
+
+
+def objective(x, mean = 0, var = 0.1):
+    '''
+    x : 2x1 vector of a sample in the domain of interest
+    mean : scalar mean for iid noise term
+    var : scalar variance for iid noise term
+    '''
+    noise = np.random.normal(mean, var)    
+    return ((4 - (2.1*(x[0]**2)) + ((x[0]**4)/3))*(x[0]**2)) + (x[0]*x[1]) + ((-4 + 4*x[1]**2)*x[1]**2) + noise
+
+
+
+
+def expected_improvement(X_, X, model, k = 0.01):
+    Y_mu, Y_sigma = model.predict(X, return_std = True)
+    Y__= model.predict(X_)
+    
+    # Find the best value of predicted f(x) among the old samples
+    with np.errstate(divide='ignore'):
+        y_best = np.max(Y_sigma)
+        Z = (Y_mu - y_best - k)/Y_sigma
+        ei = ((Y_mu - y_best - k)*norm.cdf(Z)) + (Y_sigma*norm.pdf(Z))
+        ei[Y_sigma == 0.0] = 0.0
+    return X_[np.argmax(ei)]
+
+
+
+
+x1 = np.random.uniform(-3,3,5)
+x2 = np.random.uniform(-2,2,5)
+X = np.asarray([[x1],[x2]]).transpose().squeeze(1)
+Y = np.asarray([objective(x) for x in X])
+
+kernel = gp.kernels.RBF()
+model = gp.GaussianProcessRegressor(kernel=kernel,
+                                    alpha=1e-4,
+                                    n_restarts_optimizer=0,
+                                    normalize_y=True)
+
+n_iters = 10
+k = 0.01
+for i in range(n_iters):
+    model.fit(X,Y)
+    # Select next point using expected improvement
+    x1 = np.random.uniform(-3,3,5)
+    x2 = np.random.uniform(-2,2,5)
+    X_ = np.asarray([[x1],[x2]]).transpose().squeeze(1)
+    x_next = expected_improvement(X_ = X_, X = X, model = model)
+    y_next = objective(x_next)
+    X.stack(x_next)
+    Y.append(y_next)

From 6e600a3fee6105ba4eca6f00d6869ec81c534542 Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Wed, 13 Oct 2021 21:30:24 -0700
Subject: [PATCH 14/33] Problem 2 completed... Problem 1 loss not converging...

---
 Homework/1               |  56 ++++
 Homework/Homework3.ipynb | 603 +++++++++++++++++++++++++++++++++++++--
 Homework/script.py       |  36 ++-
 3 files changed, 671 insertions(+), 24 deletions(-)
 create mode 100644 Homework/1

diff --git a/Homework/1 b/Homework/1
new file mode 100644
index 0000000..4e564a8
--- /dev/null
+++ b/Homework/1
@@ -0,0 +1,56 @@
+# Problem 1 : Least squares fitting for vapor-liquid equilibrium
+import torch
+import numpy as np
+import matplotlib.pyplot as plt
+
+SMOOTH = 1e-5
+
+
+def model(X, A, p_sat):
+    # Question : Temporary variables and the computational graph ...
+    k1 = A[0]*(A[1]*X[1]/(A[0]*X[0] + A[1]*X[1]))
+    k2 = A[1]*(A[0]*X[0]/(A[0]*X[0] + A[1]*X[1]))
+    t1 = X[0]*torch.exp((k1**2))*p_sat[0]
+    t2 = X[1]*torch.exp((k2**2))*p_sat[1]
+    return t1 + t2
+
+
+# Define the variables to be optimized over
+A = torch.tensor([2.5,2.8], requires_grad = True, dtype = torch.float64)
+# Data
+X = np.asarray([np.arange(0,1.1,0.1), 1-np.arange(0,1.1,0.1)])
+X = torch.from_numpy(X)
+p = torch.tensor([28.1, 34.4, 36.7, 36.9, 36.8, 36.7, 36.5, 35.4, 32.9, 27.8, 17.5], requires_grad =  False, dtype = torch.float64)
+
+# Constants
+# a = torch.tensor([[8.07131, 1730.63, 233.426],[7.43155, 1554.679, 240.337]], requires_grad= False)
+# T = 20
+# p_sat_water = torch.tensor(a[0][0] - (a[0][1]/(T + a[0][2])))
+# p_sat_dioxane = torch.tensor(a[1][0] - (a[1][1]/(T + a[1][2])))
+p_sat = torch.tensor([1.2424, 1.4598], requires_grad = False, dtype = torch.float64)
+
+
+def phi(alpha,X, A, p_sat):
+    return model(X, A, p_sat) - alpha*0.8*np.dot(A.grad.detach().numpy(), A.grad.detach().numpy())
+
+def line_search(X, A, p_sat):
+    alpha = 0.001  # initialize step size
+    while np.linalg.norm(np.nan_to_num(phi(alpha,X, A, p_sat).detach().numpy()))<np.linalg.norm(np.nan_to_num(model(X = X, A = A-alpha*A.grad, p_sat = p_sat).detach().numpy())):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction
+        # print("Backtracking...")
+        alpha = 0.5*alpha
+    return alpha
+
+for i in range(5000):
+    # Define the loss function
+    loss = torch.sum((p - model(X, A, p_sat))**2)
+    loss.backward()
+    alpha = line_search(X = X, A = A, p_sat = p_sat)
+    print("Alpha:", alpha, "Loss:", loss.data.numpy(), "Gradient:", A.grad.numpy(), "Parameter:", A.data.numpy())
+
+    with torch.no_grad():
+        A -= alpha * A.grad
+        A.grad.zero_()
+
+p_final = model(X, A, p_sat)
+print("Model: ", p_final)
+print("Truth: ", p)
diff --git a/Homework/Homework3.ipynb b/Homework/Homework3.ipynb
index dc83609..7ab11d6 100644
--- a/Homework/Homework3.ipynb
+++ b/Homework/Homework3.ipynb
@@ -59,7 +59,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "source": [
     "# Problem 1 : Least squares fitting for vapor-liquid equilibrium\n",
     "import torch\n",
@@ -92,27 +92,550 @@
     "# p_sat_dioxane = torch.tensor(a[1][0] - (a[1][1]/(T + a[1][2])))\n",
     "p_sat = torch.tensor([1.2424, 1.4598], requires_grad = False, dtype = torch.float64)\n",
     "\n",
-    "alpha = 0.0001\n",
+    "\n",
+    "def phi(alpha,X, A, p_sat):\n",
+    "    return model(X, A, p_sat) - alpha*0.8*np.dot(A.grad.detach().numpy(), A.grad.detach().numpy())\n",
+    "\n",
+    "\n",
+    "def line_search(X, A, p_sat):\n",
+    "    alpha = 0.001  # initialize step size\n",
+    "    while np.linalg.norm(np.nan_to_num(phi(alpha,X, A, p_sat).detach().numpy()))<np.linalg.norm(np.nan_to_num(model(X = X, A = A-alpha*A.grad, p_sat = p_sat).detach().numpy())):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction\n",
+    "        # print(\"Backtracking...\")\n",
+    "        alpha = 0.5*alpha\n",
+    "    return alpha\n",
+    "\n",
     "for i in range(500):\n",
     "    # Define the loss function\n",
     "    loss = torch.sum((p - model(X, A, p_sat))**2)\n",
     "    loss.backward()\n",
+    "    alpha = line_search(X = X, A = A, p_sat = p_sat)\n",
     "    print(\"Alpha:\", alpha, \"Loss:\", loss.data.numpy(), \"Gradient:\", A.grad.numpy(), \"Parameter:\", A.data.numpy())\n",
+    "\n",
     "    with torch.no_grad():\n",
     "        A -= alpha * A.grad\n",
     "        A.grad.zero_()\n",
-    "    alpha /= 1.1\n",
-    "    \n",
+    "\n",
     "p_final = model(X, A, p_sat)\n",
     "print(\"Model: \", p_final)\n",
     "print(\"Truth: \", p)\n"
    ],
-   "outputs": [],
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "Alpha: 0.000125 Loss: 6840.552441569889 Gradient: [-2458.33436849 23546.32485182] Parameter: [2.5 2.8]\n",
+      "Alpha: 6.25e-05 Loss: 10072.124424619871 Gradient: [  -954.73109825 -40353.73088303] Parameter: [ 2.8072918  -0.14329061]\n",
+      "Alpha: 0.000125 Loss: 6590.524622143919 Gradient: [21120.45116334 -1607.73375507] Parameter: [2.86696249 2.37881757]\n",
+      "Alpha: 0.001 Loss: 11114.604939018514 Gradient: [-486.27510362  -18.00667792] Parameter: [0.22690609 2.57978429]\n",
+      "Alpha: 0.001 Loss: 10648.010382980063 Gradient: [-1384.63659663  -512.86488307] Parameter: [0.7131812  2.59779097]\n",
+      "Alpha: 7.8125e-06 Loss: 31115.564822620272 Gradient: [ 52720.8104526  227583.15263354] Parameter: [2.09781779 3.11065585]\n",
+      "Alpha: 0.001 Loss: 10600.82573460335 Gradient: [-587.87636133 -653.8134034 ] Parameter: [1.68593646 1.33266247]\n",
+      "Alpha: 0.0005 Loss: 8861.063653742518 Gradient: [-2957.30491927 -2560.30906072] Parameter: [2.27381282 1.98647588]\n",
+      "Alpha: 3.0517578125e-08 Loss: 66206786.88341682 Gradient: [6.80012867e+08 1.12998457e+08] Parameter: [3.75246528 3.26663041]\n",
+      "Alpha: 6.25e-05 Loss: 11071.43440724596 Gradient: [1.83386358e+00 2.05984534e+03] Parameter: [-16.9998805   -0.18180883]\n",
+      "Alpha: 3.125e-05 Loss: 10013.633893631748 Gradient: [   -48.15041371 -15372.65012688] Parameter: [-16.99999511  -0.31054916]\n",
+      "Alpha: 1.5625e-05 Loss: 11013.045707341324 Gradient: [-4.38967913e+00 -5.18738076e+03] Parameter: [-16.99849041   0.16984615]\n",
+      "Alpha: 4.8828125e-07 Loss: 15849.01277366222 Gradient: [   2045.12564333 1042409.0276795 ] Parameter: [-16.99842182   0.25089898]\n",
+      "Alpha: 1.5625e-05 Loss: 10635.643692752874 Gradient: [   24.30694605 12180.89498288] Parameter: [-16.99942042  -0.25808981]\n",
+      "Alpha: 2.384185791015625e-10 Loss: 26454996.09810792 Gradient: [-1.27800697e+07 -2.04086922e+09] Parameter: [-16.99980022  -0.44841629]\n",
+      "Alpha: 0.001 Loss: 11170.958067028445 Gradient: [-4.00927047e-03 -1.42470552e+02] Parameter: [-16.99675321   0.03816485]\n",
+      "Alpha: 7.8125e-06 Loss: 10943.293970586044 Gradient: [-7.75238082e+00 -7.95827010e+03] Parameter: [-16.9967492   0.1806354]\n",
+      "Alpha: 1.953125e-06 Loss: 11159.428044229113 Gradient: [   494.84937303 268843.19796764] Parameter: [-16.99668864   0.24280939]\n",
+      "Alpha: 7.8125e-06 Loss: 10271.209812165644 Gradient: [   41.37968268 17216.12349319] Parameter: [-16.99765514  -0.28227499]\n",
+      "Alpha: 3.814697265625e-09 Loss: 2363933.0359707354 Gradient: [-9.65954973e+05 -1.78525408e+08] Parameter: [-16.99797842  -0.41677595]\n",
+      "Alpha: 6.103515625e-08 Loss: 61524.1335342131 Gradient: [  17282.19578061 7941678.28083088] Parameter: [-16.99429359   0.26424443]\n",
+      "Alpha: 3.125e-05 Loss: 10943.414336795664 Gradient: [   7.10520134 5053.20176525] Parameter: [-16.99534841  -0.22047714]\n",
+      "Alpha: 6.103515625e-08 Loss: 136555.89361708882 Gradient: [  -43763.19666817 -9808701.03533395] Parameter: [-16.99557045  -0.37838969]\n",
+      "Alpha: 1.953125e-06 Loss: 10219.165379047201 Gradient: [   -41.92844119 -28191.56737096] Parameter: [-16.99289936   0.22028591]\n",
+      "Alpha: 1.52587890625e-08 Loss: 289915.9888609282 Gradient: [  100595.65461954 42569344.93784758] Parameter: [-16.99281747   0.27534756]\n",
+      "Alpha: 6.103515625e-08 Loss: 101356.21386543469 Gradient: [  -31197.48198429 -7148154.52835764] Parameter: [-16.99435243  -0.37420909]\n",
+      "Alpha: 0.0005 Loss: 11166.186280315254 Gradient: [-2.08258776e-02 -2.63380420e+02] Parameter: [-16.99244829   0.06207963]\n",
+      "Alpha: 7.8125e-06 Loss: 10805.003867222855 Gradient: [   -15.47029593 -13590.93633709] Parameter: [-16.99243788   0.19376984]\n",
+      "Alpha: 4.76837158203125e-10 Loss: 13422876.34328875 Gradient: [6.19788563e+06 2.21009588e+09] Parameter: [-16.99231702   0.29994903]\n",
+      "Alpha: 3.469446951953614e-21 Loss: 4.102229077030966e+18 Gradient: [-6.47782547e+18 -3.65769652e+20] Parameter: [-16.9952724  -0.7539068]\n",
+      "Alpha: 1.5407439555097887e-36 Loss: 3.3377689460290803e+33 Gradient: [1.20252561e+34 1.45062796e+36] Parameter: [-16.97279793   0.5151116 ]\n",
+      "Alpha: 1.305060893599705e-57 Loss: 1.5060488976625398e+55 Gradient: [-1.10895325e+56 -1.20254507e+57] Parameter: [-16.99132577  -1.71993466]\n",
+      "Alpha: 0.000125 Loss: 11118.72440695194 Gradient: [6.17671402e-01 1.08020891e+03] Parameter: [-16.84660061  -0.15054012]\n",
+      "Alpha: 7.8125e-06 Loss: 10220.927952313292 Gradient: [   42.94938967 17164.14398533] Parameter: [-16.84667782  -0.28556623]\n",
+      "Alpha: 3.814697265625e-09 Loss: 2760283.93054279 Gradient: [-1.16101762e+06 -2.07893812e+08] Parameter: [-16.84701337  -0.4196611 ]\n",
+      "Alpha: 1.1368683772161603e-16 Loss: 31402698969027.094 Gradient: [3.27632802e+13 7.40687444e+15] Parameter: [-16.84258443   0.37339085]\n",
+      "Alpha: 5.960464477539063e-11 Loss: 117591121.02103266 Gradient: [-6.38134590e+07 -9.16091421e+09] Parameter: [-16.84630919  -0.46867328]\n",
+      "Alpha: 0.00025 Loss: 11161.378718662967 Gradient: [-4.86908319e-02 -3.70666792e+02] Parameter: [-16.84250561   0.07735976]\n",
+      "Alpha: 1.5625e-05 Loss: 11011.40688051692 Gradient: [-4.54716107e+00 -5.26039104e+03] Parameter: [-16.84249344   0.17002646]\n",
+      "Alpha: 4.8828125e-07 Loss: 17789.669435950014 Gradient: [   2724.02511962 1349011.27289286] Parameter: [-16.84242239   0.25222007]\n",
+      "Alpha: 7.62939453125e-09 Loss: 1025381.6275523014 Gradient: [  -401432.09694465 -76589285.84037997] Parameter: [-16.84375248  -0.40647684]\n",
+      "Alpha: 1.5625e-05 Loss: 10963.180688791324 Gradient: [-6.87200115e+00 -7.17024287e+03] Parameter: [-16.84068979   0.17785303]\n",
+      "Alpha: 1.9073486328125e-09 Loss: 2831351.431762477 Gradient: [1.19391459e+06 4.47696145e+08] Parameter: [-16.84058242   0.28988808]\n",
+      "Alpha: 2.9103830456733704e-14 Loss: 253470736817.00882 Gradient: [-2.12122389e+11 -2.10174315e+13] Parameter: [-16.84285963  -0.56402455]\n",
+      "Alpha: 0.001 Loss: 11169.401818405642 Gradient: [-8.49021930e-03 -1.85855075e+02] Parameter: [-16.83668606   0.04766321]\n",
+      "Alpha: 1.5625e-05 Loss: 10062.24186396135 Gradient: [   51.6171068 29284.6447879] Parameter: [-16.83667757   0.23351829]\n",
+      "Alpha: 3.125e-05 Loss: 10925.80892013527 Gradient: [   8.12066478 5466.0801937 ] Parameter: [-16.83748408  -0.22405429]\n",
+      "Alpha: 1.52587890625e-08 Loss: 431597.9566277758 Gradient: [  -157985.65455433 -31916789.38873859] Parameter: [-16.83773785  -0.39486929]\n",
+      "Alpha: 0.00025 Loss: 11154.895077791436 Gradient: [-1.01436712e-01 -5.15105008e+02] Parameter: [-16.83532718   0.09214226]\n",
+      "Alpha: 1.953125e-06 Loss: 10194.784262077743 Gradient: [   -42.40338739 -27833.90045915] Parameter: [-16.83530183   0.22091851]\n",
+      "Alpha: 1.52587890625e-08 Loss: 303443.3207354774 Gradient: [  107718.67512951 44763494.50749937] Parameter: [-16.83521901   0.2752816 ]\n",
+      "Alpha: 7.62939453125e-09 Loss: 1125094.4671805806 Gradient: [  -443894.17406744 -84091750.82810692] Parameter: [-16.83686266  -0.40775512]\n",
+      "Alpha: 1.5625e-05 Loss: 10071.6185030478 Gradient: [   58.17004354 32970.49897799] Parameter: [-16.83347602   0.23381402]\n",
+      "Alpha: 7.8125e-06 Loss: 10293.85261024851 Gradient: [   41.59313774 17085.69219764] Parameter: [-16.83438493  -0.28135002]\n",
+      "Alpha: 3.814697265625e-09 Loss: 1910014.1143383395 Gradient: [-7.83565521e+05 -1.43382195e+08] Parameter: [-16.83470987  -0.41483199]\n",
+      "Alpha: 6.25e-05 Loss: 11119.812832263477 Gradient: [-6.77127185e-01 -1.43486034e+03] Parameter: [-16.83172081   0.13212767]\n",
+      "Alpha: 1.953125e-06 Loss: 10170.187449855275 Gradient: [   -41.74234071 -27184.40947587] Parameter: [-16.83167849   0.22180644]\n",
+      "Alpha: 1.52587890625e-08 Loss: 287261.86841222533 Gradient: [  101507.0208733  42280829.25564408] Parameter: [-16.83159696   0.27490099]\n",
+      "Alpha: 1.220703125e-07 Loss: 73342.81879869293 Gradient: [  -21797.49749077 -5005056.6309677 ] Parameter: [-16.83314583  -0.37025326]\n",
+      "Alpha: 3.90625e-06 Loss: 10750.514050832266 Gradient: [   354.71460373 192107.53756833] Parameter: [-16.83048501   0.24071557]\n",
+      "Alpha: 3.725290298461914e-12 Loss: 2988180674.119225 Gradient: [-1.97756829e+09 -2.39616545e+11] Parameter: [-16.83187061  -0.5097045 ]\n",
+      "Alpha: 1.4210854715202004e-17 Loss: 320560296148248.44 Gradient: [3.68842125e+14 7.91094871e+16] Parameter: [-16.82450359   0.38293669]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 1.033858537967086e+18 Gradient: [-1.59219116e+18 -9.11899618e+19] Parameter: [-16.82974516  -0.74127674]\n",
+      "Alpha: 1.2037062152420224e-38 Loss: 3.640346331845599e+35 Gradient: [1.45478095e+36 1.66154347e+38] Parameter: [-16.80764906   0.5242382 ]\n",
+      "Alpha: 1.401298464324817e-48 Loss: 1.1028515184291728e+46 Gradient: [-6.37256745e+46 -9.20347466e+47] Parameter: [-16.82516035  -1.475772  ]\n",
+      "Alpha: 6.25e-05 Loss: 11062.755220879604 Gradient: [2.17799988e+00 2.24376779e+03] Parameter: [-16.73586166  -0.18609051]\n",
+      "Alpha: 3.90625e-06 Loss: 10909.539615512167 Gradient: [   -438.32957478 -127369.15200876] Parameter: [-16.73599779  -0.326326  ]\n",
+      "Alpha: 1.5625e-05 Loss: 11004.50841384662 Gradient: [-4.92727089e+00 -5.53630900e+03] Parameter: [-16.73428556   0.17120975]\n",
+      "Alpha: 2.44140625e-07 Loss: 30169.901343792983 Gradient: [   6931.40563829 3246550.69274191] Parameter: [-16.73420857   0.25771458]\n",
+      "Alpha: 4.656612873077393e-13 Loss: 21338441839.327885 Gradient: [-1.59284444e+10 -1.73254010e+12] Parameter: [-16.73590081  -0.53490034]\n",
+      "Alpha: 3.0517578125e-08 Loss: 191518.57134630208 Gradient: [   65819.56506161 27686639.04847845] Parameter: [-16.72848355   0.27187652]\n",
+      "Alpha: 1.4551915228366852e-14 Loss: 486717645083.9913 Gradient: [-4.26148651e+11 -4.03596126e+13] Parameter: [-16.73049221  -0.57305265]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
+      "Model:  tensor([1.4598, 1.4404, 1.4174, 1.3952, 1.3732, 1.3514, 1.3295, 1.3077, 1.2860,\n",
+      "        1.2642, 1.2424], dtype=torch.float64, grad_fn=<AddBackward0>)\n",
+      "Truth:  tensor([28.1000, 34.4000, 36.7000, 36.9000, 36.8000, 36.7000, 36.5000, 35.4000,\n",
+      "        32.9000, 27.8000, 17.5000], dtype=torch.float64)\n"
+     ]
+    }
+   ],
    "metadata": {}
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "source": [
     "# Problem 2: Bayesian Optimization\n",
     "import sklearn.gaussian_process as gp\n",
@@ -121,6 +644,7 @@
     "from scipy.optimize import minimize\n",
     "import matplotlib.pyplot as plt\n",
     "\n",
+    "from mpl_toolkits import mplot3d\n",
     "\n",
     "def objective(x, mean = 0, var = 0.1):\n",
     "    '''\n",
@@ -150,31 +674,78 @@
     "# optimize the expected improvement\n",
     "# EI function is highly non linear\n",
     "\n",
-    "x1 = np.random.uniform(-3,3,5)\n",
-    "x2 = np.random.uniform(-2,2,5)\n",
+    "x1 = np.random.uniform(-3,3,10)\n",
+    "x2 = np.random.uniform(-2,2,10)\n",
     "X = np.asarray([[x1],[x2]]).transpose().squeeze(1)\n",
     "Y = np.asarray([objective(x) for x in X])\n",
     "\n",
-    "kernel = gp.kernels.RBF()\n",
+    "kernel = gp.kernels.Matern()\n",
     "model = gp.GaussianProcessRegressor(kernel=kernel,\n",
     "                                    alpha=1e-4,\n",
     "                                    n_restarts_optimizer=0,\n",
     "                                    normalize_y=True)\n",
-    "\n",
-    "n_iters = 10\n",
+    "n_iters = 100\n",
     "k = 0.01\n",
     "for i in range(n_iters):\n",
     "    model.fit(X,Y)\n",
     "    # Select next point using expected improvement\n",
-    "    x1 = np.random.uniform(-3,3,5)\n",
-    "    x2 = np.random.uniform(-2,2,5)\n",
+    "    x1 = np.random.uniform(-3,3,1000)\n",
+    "    x2 = np.random.uniform(-2,2,1000)\n",
     "    X_ = np.asarray([[x1],[x2]]).transpose().squeeze(1)\n",
     "    x_next = expected_improvement(X_ = X_, X = X, model = model)\n",
     "    y_next = objective(x_next)\n",
-    "    X.stack(x_next)\n",
-    "    Y.append(y_next)"
+    "    X = np.vstack((X, x_next))\n",
+    "    Y = np.append(Y, y_next)\n",
+    "\n",
+    "x1_bnds = np.linspace(-3,3, 100)\n",
+    "x2_bnds = np.linspace(-2, 2, 100)\n",
+    "x__ = np.asarray([[x1_bnds],[x2_bnds]]).transpose().squeeze(1)\n",
+    "x__, y__ = np.meshgrid(x1_bnds, x2_bnds)\n",
+    "z__ = np.asarray([objective(x__) for x in x__])\n",
+    "\n",
+    "fig = plt.figure(figsize = (10, 7))\n",
+    "ax = plt.axes(projection =\"3d\")\n",
+    "ax.scatter3D(X[:,0], X[:,1], Y, color = \"green\")\n",
+    "ax.plot_surface(x__, y__, z__, color='blue')\n"
+   ],
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stderr",
+     "text": [
+      "/home/rrathnak/anaconda3/lib/python3.7/site-packages/sklearn/gaussian_process/kernels.py:409: ConvergenceWarning: The optimal value found for dimension 0 of parameter length_scale is close to the specified lower bound 1e-05. Decreasing the bound and calling fit again may find a better value.\n",
+      "  ConvergenceWarning)\n",
+      "/home/rrathnak/anaconda3/lib/python3.7/site-packages/sklearn/gaussian_process/_gpr.py:506: ConvergenceWarning: lbfgs failed to converge (status=2):\n",
+      "ABNORMAL_TERMINATION_IN_LNSRCH.\n",
+      "\n",
+      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
+      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
+      "  _check_optimize_result(\"lbfgs\", opt_res)\n"
+     ]
+    },
+    {
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": [
+       "<mpl_toolkits.mplot3d.art3d.Poly3DCollection at 0x7fb5244ee9e8>"
+      ]
+     },
+     "metadata": {},
+     "execution_count": 29
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    }
    ],
-   "outputs": [],
    "metadata": {}
   }
  ],
diff --git a/Homework/script.py b/Homework/script.py
index 3041a26..554daa8 100644
--- a/Homework/script.py
+++ b/Homework/script.py
@@ -3,8 +3,11 @@
 import numpy as np
 from scipy.stats import norm
 from scipy.optimize import minimize
-import matplotlib.pyplot as plt
+import matplotlib
+matplotlib.use('tkAgg')
+from matplotlib import pyplot as plt
 
+from mpl_toolkits import mplot3d
 
 def objective(x, mean = 0, var = 0.1):
     '''
@@ -13,7 +16,7 @@ def objective(x, mean = 0, var = 0.1):
     var : scalar variance for iid noise term
     '''
     noise = np.random.normal(mean, var)    
-    return ((4 - (2.1*(x[0]**2)) + ((x[0]**4)/3))*(x[0]**2)) + (x[0]*x[1]) + ((-4 + 4*x[1]**2)*x[1]**2) + noise
+    return ((4 - (2.1*(x[0]**2)) + ((x[0]**4)/3))*(x[0]**2)) + (x[0]*x[1]) + ((-4 + 4*x[1]**2)*x[1]**2)
 
 
 
@@ -31,7 +34,8 @@ def expected_improvement(X_, X, model, k = 0.01):
     return X_[np.argmax(ei)]
 
 
-
+# optimize the expected improvement
+# EI function is highly non linear
 
 x1 = np.random.uniform(-3,3,5)
 x2 = np.random.uniform(-2,2,5)
@@ -44,15 +48,31 @@ def expected_improvement(X_, X, model, k = 0.01):
                                     n_restarts_optimizer=0,
                                     normalize_y=True)
 
-n_iters = 10
+
+x_bnds = np.linspace(-3,3, 50)
+y_bnds = np.linspace(-2, 2, 50)
+x__, y__ = np.meshgrid(x_bnds, y_bnds)
+z__ = objective(x__,y__)
+
+n_iters = 100
 k = 0.01
 for i in range(n_iters):
     model.fit(X,Y)
     # Select next point using expected improvement
-    x1 = np.random.uniform(-3,3,5)
-    x2 = np.random.uniform(-2,2,5)
+    x1 = np.random.uniform(-3,3,1000)
+    x2 = np.random.uniform(-2,2,1000)
     X_ = np.asarray([[x1],[x2]]).transpose().squeeze(1)
     x_next = expected_improvement(X_ = X_, X = X, model = model)
     y_next = objective(x_next)
-    X.stack(x_next)
-    Y.append(y_next)
+    X = np.vstack((X, x_next))
+    Y = np.append(Y, y_next)
+
+x1_bnds = np.linspace(-3,3, 50)
+x2_bnds = np.linspace(-2, 2, 50)
+x__ = np.asarray([[x1_bnds],[x2_bnds]]).transpose().squeeze(1)
+y__ = np.asarray([objective(x) for x in x__])
+
+fig = plt.figure(figsize = (10, 7))
+ax = plt.axes(projection ="3d")
+ax.scatter3D(X[:,0], X[:,1], Y, color = "green")
+ax.scatter3D(x1_bnds, x2_bnds, y__, color='blue')

From 3a2f40b3afe83238bebce050fc50945acd2b7b54 Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Wed, 13 Oct 2021 23:49:06 -0700
Subject: [PATCH 15/33] Improved problem 1... mistake in p_sat calculation.

---
 Homework/Homework3.ipynb | 708 +++++++++------------------------------
 Homework/script.py       | 132 ++++----
 2 files changed, 215 insertions(+), 625 deletions(-)

diff --git a/Homework/Homework3.ipynb b/Homework/Homework3.ipynb
index 7ab11d6..2837b4f 100644
--- a/Homework/Homework3.ipynb
+++ b/Homework/Homework3.ipynb
@@ -59,7 +59,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 55,
    "source": [
     "# Problem 1 : Least squares fitting for vapor-liquid equilibrium\n",
     "import torch\n",
@@ -69,573 +69,196 @@
     "SMOOTH = 1e-5\n",
     "\n",
     "\n",
+    "# def model(X, A, p_sat):\n",
+    "#     k1 = A[0]*((A[1]*X[1]/(A[0]*X[0] + A[1]*X[1]))**2)\n",
+    "#     k2 = A[1]*((A[0]*X[0]/(A[0]*X[0] + A[1]*X[1]))**2)\n",
+    "#     t1 = X[0]*torch.exp(k1)*p_sat[0]\n",
+    "#     t2 = X[1]*torch.exp(k2)*p_sat[1]\n",
+    "#     return t1 + t2\n",
+    "\n",
     "def model(X, A, p_sat):\n",
-    "    # Question : Temporary variables and the computational graph ...\n",
-    "    k1 = A[0]*(A[1]*X[1]/(A[0]*X[0] + A[1]*X[1]))\n",
-    "    k2 = A[1]*(A[0]*X[0]/(A[0]*X[0] + A[1]*X[1]))\n",
-    "    t1 = X[0]*torch.exp((k1**2))*p_sat[0]\n",
-    "    t2 = X[1]*torch.exp((k2**2))*p_sat[1]\n",
+    "    p1 = A[0]*X[0]\n",
+    "    p2 = A[1]*X[1]\n",
+    "    sum = p1 + p2\n",
+    "    k1 = A[0]*((p2/sum)**2)\n",
+    "    k2 = A[1]*((p1/sum)**2)\n",
+    "    t1 = X[0]*torch.exp(k1)*p_sat[0]\n",
+    "    t2 = X[1]*torch.exp(k2)*p_sat[1]\n",
     "    return t1 + t2\n",
     "\n",
-    "\n",
     "# Define the variables to be optimized over\n",
-    "A = torch.tensor([2.5,2.8], requires_grad = True, dtype = torch.float64)\n",
+    "A = torch.tensor([2.0,2.0], requires_grad = True, dtype = torch.float64)\n",
     "# Data\n",
     "X = np.asarray([np.arange(0,1.1,0.1), 1-np.arange(0,1.1,0.1)])\n",
     "X = torch.from_numpy(X)\n",
-    "p = torch.tensor([28.1, 34.4, 36.7, 36.9, 36.8, 36.7, 36.5, 35.4, 32.9, 27.8, 17.5], requires_grad =  False, dtype = torch.float64)\n",
-    "\n",
+    "p = torch.tensor([28.1, 34.4, 36.7, 36.9, 36.8, 36.7, 36.5, 35.4, 32.9, 27.7, 17.5], requires_grad =  False, dtype = torch.float64)\n",
     "# Constants\n",
-    "# a = torch.tensor([[8.07131, 1730.63, 233.426],[7.43155, 1554.679, 240.337]], requires_grad= False)\n",
-    "# T = 20\n",
-    "# p_sat_water = torch.tensor(a[0][0] - (a[0][1]/(T + a[0][2])))\n",
-    "# p_sat_dioxane = torch.tensor(a[1][0] - (a[1][1]/(T + a[1][2])))\n",
-    "p_sat = torch.tensor([1.2424, 1.4598], requires_grad = False, dtype = torch.float64)\n",
+    "a = torch.tensor([[8.07131, 1730.63, 233.426],[7.43155, 1554.679, 240.337]], requires_grad= False)\n",
+    "T = 20\n",
+    "p_sat_water = torch.tensor(a[0][0] - (a[0][1]/(T + a[0][2])))\n",
+    "p_sat_dioxane = torch.tensor(a[1][0] - (a[1][1]/(T + a[1][2])))\n",
+    "p_sat = torch.pow(torch.tensor([p_sat_water, p_sat_dioxane], requires_grad = False, dtype = torch.float64),10)\n",
     "\n",
+    "print(\"Model: \", model(X,A,p_sat).detach().numpy())\n",
+    "print(\"Truth: \", p.detach().numpy())\n",
     "\n",
-    "def phi(alpha,X, A, p_sat):\n",
-    "    return model(X, A, p_sat) - alpha*0.8*np.dot(A.grad.detach().numpy(), A.grad.detach().numpy())\n",
+    "def phi(alpha,p, A):\n",
+    "    return np.sum((p - model(X, A, p_sat)).detach().numpy()**2) - alpha*0.8*np.dot(A.grad, A.grad)\n",
     "\n",
-    "\n",
-    "def line_search(X, A, p_sat):\n",
+    "def line_search(X, p, A, p_sat):\n",
     "    alpha = 0.001  # initialize step size\n",
-    "    while np.linalg.norm(np.nan_to_num(phi(alpha,X, A, p_sat).detach().numpy()))<np.linalg.norm(np.nan_to_num(model(X = X, A = A-alpha*A.grad, p_sat = p_sat).detach().numpy())):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction\n",
-    "        # print(\"Backtracking...\")\n",
+    "    while phi(alpha, p, A)<np.sum((p - model(X, A-alpha*A.grad, p_sat)).detach().numpy()**2):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction\n",
     "        alpha = 0.5*alpha\n",
     "    return alpha\n",
-    "\n",
-    "for i in range(500):\n",
+    "n_iter = 1000\n",
+    "for i in range(n_iter):\n",
     "    # Define the loss function\n",
     "    loss = torch.sum((p - model(X, A, p_sat))**2)\n",
     "    loss.backward()\n",
-    "    alpha = line_search(X = X, A = A, p_sat = p_sat)\n",
+    "    alpha = line_search(X = X, p = p, A = A, p_sat = p_sat)\n",
     "    print(\"Alpha:\", alpha, \"Loss:\", loss.data.numpy(), \"Gradient:\", A.grad.numpy(), \"Parameter:\", A.data.numpy())\n",
     "\n",
     "    with torch.no_grad():\n",
     "        A -= alpha * A.grad\n",
+    "        if np.linalg.norm(A.grad) < 0.001:\n",
+    "            break\n",
     "        A.grad.zero_()\n",
-    "\n",
     "p_final = model(X, A, p_sat)\n",
     "print(\"Model: \", p_final)\n",
-    "print(\"Truth: \", p)\n"
+    "print(\"Truth: \", p)\n",
+    "plt.plot(p_final.detach().numpy(), 'red')\n",
+    "plt.plot(p.detach().numpy(), 'blue')\n",
+    "plt.legend()\n",
+    "\n",
+    "\n"
    ],
    "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stderr",
+     "text": [
+      "/home/rrathnak/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:35: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
+      "/home/rrathnak/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:36: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
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-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 5.551115123125783e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Alpha: 1.3877787807814457e-20 Loss: 11173.218871031733 Gradient: [-1.94075392e-04 -4.95743969e+01] Parameter: [-1.67242909e+01  1.42570072e-02]\n",
-      "Model:  tensor([1.4598, 1.4404, 1.4174, 1.3952, 1.3732, 1.3514, 1.3295, 1.3077, 1.2860,\n",
-      "        1.2642, 1.2424], dtype=torch.float64, grad_fn=<AddBackward0>)\n",
+      "Model:  [43.93416584 44.76621157 44.37621867 43.82159661 43.50080095 43.43928818\n",
+      " 43.34240011 42.45983259 39.19505613 30.24392356  8.76035439]\n",
+      "Truth:  [28.1 34.4 36.7 36.9 36.8 36.7 36.5 35.4 32.9 27.7 17.5]\n",
+      "Alpha: 0.000125 Loss: 774.4710814131502 Gradient: [853.41111947 463.29415841] Parameter: [2. 2.]\n",
+      "Alpha: 0.00025 Loss: 668.9434365890725 Gradient: [702.8285649 320.9153932] Parameter: [1.89332361 1.94208823]\n",
+      "Alpha: 0.00025 Loss: 546.8403540325007 Gradient: [483.36113386 138.62163528] Parameter: [1.71761647 1.86185938]\n",
+      "Alpha: 0.00025 Loss: 493.21642072862375 Gradient: [351.16764354  49.25817269] Parameter: [1.59677619 1.82720397]\n",
+      "Alpha: 0.00025 Loss: 466.0343243151742 Gradient: [260.8662053    0.48283756] Parameter: [1.50898427 1.81488943]\n",
+      "Alpha: 0.00025 Loss: 451.1350109966272 Gradient: [195.67472315 -27.32501212] Parameter: [1.44376772 1.81476872]\n",
+      "Alpha: 0.00025 Loss: 442.4899040361789 Gradient: [147.52290966 -43.3108709 ] Parameter: [1.39484904 1.82159997]\n",
+      "Alpha: 0.0005 Loss: 437.1866763978613 Gradient: [111.70650371 -52.27747811] Parameter: [1.35796831 1.83242769]\n",
+      "Alpha: 0.0005 Loss: 430.9582607780054 Gradient: [ 57.35859421 -61.24154043] Parameter: [1.30211506 1.85856643]\n",
+      "Alpha: 0.001 Loss: 427.8068231975498 Gradient: [ 32.51464753 -60.16454574] Parameter: [1.27343577 1.8891872 ]\n",
+      "Alpha: 0.001 Loss: 423.7552584364574 Gradient: [  9.14919378 -51.91439344] Parameter: [1.24092112 1.94935175]\n",
+      "Alpha: 0.001 Loss: 421.26898184282925 Gradient: [ 11.95122303 -40.24371127] Parameter: [1.23177192 2.00126614]\n",
+      "Alpha: 0.001 Loss: 419.67932236982193 Gradient: [  7.59971866 -33.00136959] Parameter: [1.2198207  2.04150985]\n",
+      "Alpha: 0.001 Loss: 418.6399075264383 Gradient: [  6.89521138 -26.69017455] Parameter: [1.21222098 2.07451122]\n",
+      "Alpha: 0.001 Loss: 417.94887124529777 Gradient: [  5.20933541 -21.98819536] Parameter: [1.20532577 2.1012014 ]\n",
+      "Alpha: 0.001 Loss: 417.4832809034207 Gradient: [  4.44835779 -18.08914348] Parameter: [1.20011644 2.12318959]\n",
+      "Alpha: 0.001 Loss: 417.16619322020404 Gradient: [  3.55583537 -15.01171313] Parameter: [1.19566808 2.14127873]\n",
+      "Alpha: 0.001 Loss: 416.94832961463703 Gradient: [  2.99617735 -12.46965185] Parameter: [1.19211224 2.15629045]\n",
+      "Alpha: 0.001 Loss: 416.7975523603563 Gradient: [  2.45446668 -10.40891506] Parameter: [1.18911607 2.1687601 ]\n",
+      "Alpha: 0.001 Loss: 416.6925760635523 Gradient: [ 2.0636275  -8.69976398] Parameter: [1.1866616  2.17916901]\n",
+      "Alpha: 0.001 Loss: 416.61912348458355 Gradient: [ 1.71215199 -7.29322086] Parameter: [1.18459797 2.18786878]\n",
+      "Alpha: 0.001 Loss: 416.56751472658533 Gradient: [ 1.44055532 -6.12094608] Parameter: [1.18288582 2.195162  ]\n",
+      "Alpha: 0.001 Loss: 416.53112799217865 Gradient: [ 1.20402327 -5.14714956] Parameter: [1.18144526 2.20128294]\n",
+      "Alpha: 0.001 Loss: 416.50539906567553 Gradient: [ 1.01440489 -4.33214255] Parameter: [1.18024124 2.20643009]\n",
+      "Alpha: 0.001 Loss: 416.48716195791815 Gradient: [ 0.85171457 -3.65095269] Parameter: [1.17922684 2.21076224]\n",
+      "Alpha: 0.001 Loss: 416.47420874984704 Gradient: [ 0.71852708 -3.07897013] Parameter: [1.17837512 2.21441319]\n",
+      "Alpha: 0.001 Loss: 416.4649926983848 Gradient: [ 0.60506883 -2.59891188] Parameter: [1.17765659 2.21749216]\n",
+      "Alpha: 0.001 Loss: 416.458426092674 Gradient: [ 0.51101421 -2.19481939] Parameter: [1.17705153 2.22009107]\n",
+      "Alpha: 0.001 Loss: 416.4537415544125 Gradient: [ 0.43116675 -1.85469755] Parameter: [1.17654051 2.22228589]\n",
+      "Alpha: 0.001 Loss: 416.45039621904044 Gradient: [ 0.36446084 -1.56787317] Parameter: [1.17610934 2.22414059]\n",
+      "Alpha: 0.001 Loss: 416.4480051620366 Gradient: [ 0.30792134 -1.32597343] Parameter: [1.17574488 2.22570846]\n",
+      "Alpha: 0.001 Loss: 416.44629491432016 Gradient: [ 0.2604557  -1.12170538] Parameter: [1.17543696 2.22703444]\n",
+      "Alpha: 0.001 Loss: 416.44507086881777 Gradient: [ 0.22025148 -0.94919019] Parameter: [1.17517651 2.22815614]\n",
+      "Alpha: 0.001 Loss: 416.4441943445582 Gradient: [ 0.18639303 -0.80336977] Parameter: [1.17495626 2.22910533]\n",
+      "Alpha: 0.001 Loss: 416.44356639751084 Gradient: [ 0.15772087 -0.68009506] Parameter: [1.17476986 2.2299087 ]\n",
+      "Alpha: 0.001 Loss: 416.4431163636953 Gradient: [ 0.13352456 -0.57582134] Parameter: [1.17461214 2.2305888 ]\n",
+      "Alpha: 0.001 Loss: 416.44279373332154 Gradient: [ 0.11303483 -0.48760803] Parameter: [1.17447862 2.23116462]\n",
+      "Alpha: 0.001 Loss: 416.44256237658556 Gradient: [ 0.09572011 -0.41295286] Parameter: [1.17436558 2.23165223]\n",
+      "Alpha: 0.001 Loss: 416.442396433973 Gradient: [ 0.08105668 -0.34976484] Parameter: [1.17426986 2.23206518]\n",
+      "Alpha: 0.001 Loss: 416.442277387256 Gradient: [ 0.06865419 -0.29626859] Parameter: [1.17418881 2.23241494]\n",
+      "Alpha: 0.001 Loss: 416.4421919695657 Gradient: [ 0.05814968 -0.25097344] Parameter: [1.17412015 2.23271121]\n",
+      "Alpha: 0.001 Loss: 416.44213067269976 Gradient: [ 0.04925944 -0.21261525] Parameter: [1.174062   2.23296218]\n",
+      "Alpha: 0.001 Loss: 416.4420866801044 Gradient: [ 0.04172888 -0.18012928] Parameter: [1.17401274 2.2331748 ]\n",
+      "Alpha: 0.001 Loss: 416.44205510360547 Gradient: [ 0.03535293 -0.15261315] Parameter: [1.17397101 2.23335493]\n",
+      "Alpha: 0.001 Loss: 416.44203243708426 Gradient: [ 0.0299516  -0.12930525] Parameter: [1.17393566 2.23350754]\n",
+      "Alpha: 0.001 Loss: 416.4420161652435 Gradient: [ 0.02537714 -0.10956029] Parameter: [1.17390571 2.23363685]\n",
+      "Alpha: 0.001 Loss: 416.4420044833109 Gradient: [ 0.02150161 -0.09283292] Parameter: [1.17388033 2.23374641]\n",
+      "Alpha: 0.001 Loss: 416.4419960961514 Gradient: [ 0.01821874 -0.07866112] Parameter: [1.17385883 2.23383924]\n",
+      "Alpha: 0.001 Loss: 416.4419900742461 Gradient: [ 0.01543727 -0.06665407] Parameter: [1.17384061 2.2339179 ]\n",
+      "Alpha: 0.001 Loss: 416.44198575041355 Gradient: [ 0.01308084 -0.05648068] Parameter: [1.17382517 2.23398456]\n",
+      "Alpha: 0.001 Loss: 416.4419826457303 Gradient: [ 0.01108421 -0.04786072] Parameter: [1.17381209 2.23404104]\n",
+      "Alpha: 0.001 Loss: 416.4419804163857 Gradient: [ 0.00939254 -0.04055676] Parameter: [1.17380101 2.2340889 ]\n",
+      "Alpha: 0.001 Loss: 416.44197881555 Gradient: [ 0.0079591 -0.0343678] Parameter: [1.17379162 2.23412945]\n",
+      "Alpha: 0.001 Loss: 416.4419776660089 Gradient: [ 0.00674453 -0.0291235 ] Parameter: [1.17378366 2.23416382]\n",
+      "Alpha: 0.001 Loss: 416.44197684052347 Gradient: [ 0.00571533 -0.02467963] Parameter: [1.17377691 2.23419295]\n",
+      "Alpha: 0.001 Loss: 416.4419762477347 Gradient: [ 0.00484324 -0.02091395] Parameter: [1.1737712  2.23421763]\n",
+      "Alpha: 0.001 Loss: 416.4419758220424 Gradient: [ 0.00410423 -0.01772294] Parameter: [1.17376635 2.23423854]\n",
+      "Alpha: 0.001 Loss: 416.4419755163424 Gradient: [ 0.00347801 -0.01501887] Parameter: [1.17376225 2.23425626]\n",
+      "Alpha: 0.001 Loss: 416.4419752968099 Gradient: [ 0.00294735 -0.01272742] Parameter: [1.17375877 2.23427128]\n",
+      "Alpha: 0.001 Loss: 416.44197513915555 Gradient: [ 0.00249767 -0.01078561] Parameter: [1.17375582 2.23428401]\n",
+      "Alpha: 0.001 Loss: 416.44197502593784 Gradient: [ 0.0021166  -0.00914008] Parameter: [1.17375333 2.23429479]\n",
+      "Alpha: 0.001 Loss: 416.44197494463094 Gradient: [ 0.00179367 -0.00774563] Parameter: [1.17375121 2.23430393]\n",
+      "Alpha: 0.001 Loss: 416.44197488624116 Gradient: [ 0.00152002 -0.00656393] Parameter: [1.17374942 2.23431168]\n",
+      "Alpha: 0.001 Loss: 416.4419748443083 Gradient: [ 0.00128812 -0.00556252] Parameter: [1.1737479  2.23431824]\n",
+      "Alpha: 0.001 Loss: 416.4419748141943 Gradient: [ 0.0010916 -0.0047139] Parameter: [1.17374661 2.23432381]\n",
+      "Alpha: 0.001 Loss: 416.44197479256775 Gradient: [ 0.00092506 -0.00399475] Parameter: [1.17374552 2.23432852]\n",
+      "Alpha: 0.001 Loss: 416.44197477703653 Gradient: [ 0.00078394 -0.00338531] Parameter: [1.17374459 2.23433251]\n",
+      "Alpha: 0.001 Loss: 416.4419747658825 Gradient: [ 0.00066434 -0.00286885] Parameter: [1.17374381 2.2343359 ]\n",
+      "Alpha: 0.001 Loss: 416.4419747578726 Gradient: [ 0.00056299 -0.00243119] Parameter: [1.17374314 2.23433877]\n",
+      "Alpha: 0.001 Loss: 416.44197475211985 Gradient: [ 0.0004771  -0.00206029] Parameter: [1.17374258 2.2343412 ]\n",
+      "Alpha: 0.001 Loss: 416.4419747479886 Gradient: [ 0.00040432 -0.00174598] Parameter: [1.1737421  2.23434326]\n",
+      "Alpha: 0.001 Loss: 416.44197474502164 Gradient: [ 0.00034263 -0.00147962] Parameter: [1.1737417  2.23434501]\n",
+      "Alpha: 0.001 Loss: 416.4419747428909 Gradient: [ 0.00029036 -0.00125389] Parameter: [1.17374136 2.23434649]\n",
+      "Alpha: 0.001 Loss: 416.4419747413608 Gradient: [ 0.00024607 -0.00106261] Parameter: [1.17374107 2.23434774]\n",
+      "Alpha: 0.001 Loss: 416.441974740262 Gradient: [ 0.00020853 -0.0009005 ] Parameter: [1.17374082 2.2343488 ]\n",
+      "Model:  tensor([43.9342, 42.3084, 40.6052, 38.9087, 37.3072, 35.8872, 34.7105, 33.7266,\n",
+      "        32.4257, 28.3051,  8.7604], dtype=torch.float64,\n",
+      "       grad_fn=<AddBackward0>)\n",
       "Truth:  tensor([28.1000, 34.4000, 36.7000, 36.9000, 36.8000, 36.7000, 36.5000, 35.4000,\n",
-      "        32.9000, 27.8000, 17.5000], dtype=torch.float64)\n"
+      "        32.9000, 27.7000, 17.5000], dtype=torch.float64)\n"
      ]
+    },
+    {
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7fb52485a4a8>"
+      ]
+     },
+     "metadata": {},
+     "execution_count": 55
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
     }
    ],
    "metadata": {}
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 34,
    "source": [
     "# Problem 2: Bayesian Optimization\n",
     "import sklearn.gaussian_process as gp\n",
@@ -646,18 +269,17 @@
     "\n",
     "from mpl_toolkits import mplot3d\n",
     "\n",
-    "def objective(x, mean = 0, var = 0.1):\n",
+    "\n",
+    "def objective(x):\n",
     "    '''\n",
     "    x : 2x1 vector of a sample in the domain of interest\n",
     "    mean : scalar mean for iid noise term\n",
     "    var : scalar variance for iid noise term\n",
     "    '''\n",
-    "    noise = np.random.normal(mean, var)    \n",
     "    return ((4 - (2.1*(x[0]**2)) + ((x[0]**4)/3))*(x[0]**2)) + (x[0]*x[1]) + ((-4 + 4*x[1]**2)*x[1]**2)\n",
     "\n",
     "\n",
     "\n",
-    "\n",
     "def expected_improvement(X_, X, model, k = 0.01):\n",
     "    Y_mu, Y_sigma = model.predict(X, return_std = True)\n",
     "    Y__= model.predict(X_)\n",
@@ -709,34 +331,20 @@
     "ax.plot_surface(x__, y__, z__, color='blue')\n"
    ],
    "outputs": [
-    {
-     "output_type": "stream",
-     "name": "stderr",
-     "text": [
-      "/home/rrathnak/anaconda3/lib/python3.7/site-packages/sklearn/gaussian_process/kernels.py:409: ConvergenceWarning: The optimal value found for dimension 0 of parameter length_scale is close to the specified lower bound 1e-05. Decreasing the bound and calling fit again may find a better value.\n",
-      "  ConvergenceWarning)\n",
-      "/home/rrathnak/anaconda3/lib/python3.7/site-packages/sklearn/gaussian_process/_gpr.py:506: ConvergenceWarning: lbfgs failed to converge (status=2):\n",
-      "ABNORMAL_TERMINATION_IN_LNSRCH.\n",
-      "\n",
-      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
-      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
-      "  _check_optimize_result(\"lbfgs\", opt_res)\n"
-     ]
-    },
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "<mpl_toolkits.mplot3d.art3d.Poly3DCollection at 0x7fb5244ee9e8>"
+       "<mpl_toolkits.mplot3d.art3d.Poly3DCollection at 0x7fb503f4f6a0>"
       ]
      },
      "metadata": {},
-     "execution_count": 29
+     "execution_count": 34
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 720x504 with 1 Axes>"
       ]
diff --git a/Homework/script.py b/Homework/script.py
index 554daa8..80bb0e6 100644
--- a/Homework/script.py
+++ b/Homework/script.py
@@ -1,78 +1,60 @@
-# Problem 2: Bayesian Optimization
-import sklearn.gaussian_process as gp
+# Problem 1 : Least squares fitting for vapor-liquid equilibrium
+import torch
 import numpy as np
-from scipy.stats import norm
-from scipy.optimize import minimize
-import matplotlib
-matplotlib.use('tkAgg')
-from matplotlib import pyplot as plt
+import matplotlib.pyplot as plt
+
+SMOOTH = 1e-5
+
+
+def model(X, A, p_sat):
+    # Question : Temporary variables and the computational graph ...
+    k1 = A[0]*(A[1]*X[1]/(A[0]*X[0] + A[1]*X[1]))
+    k2 = A[1]*(A[0]*X[0]/(A[0]*X[0] + A[1]*X[1]))
+    t1 = X[0]*torch.exp((k1**2))*p_sat[0]
+    t2 = X[1]*torch.exp((k2**2))*p_sat[1]
+    return t1 + t2
+
+
+# Define the variables to be optimized over
+A = torch.tensor([1.9,1.6], requires_grad = True, dtype = torch.float64)
+# Data
+X = np.asarray([np.arange(0,1.1,0.1), 1-np.arange(0,1.1,0.1)])
+X = torch.from_numpy(X)
+p = torch.tensor([28.1, 34.4, 36.7, 36.9, 36.8, 36.7, 36.5, 35.4, 32.9, 27.8, 17.5], requires_grad =  False, dtype = torch.float64)
+
+# Constants
+# a = torch.tensor([[8.07131, 1730.63, 233.426],[7.43155, 1554.679, 240.337]], requires_grad= False)
+# T = 20
+# p_sat_water = torch.tensor(a[0][0] - (a[0][1]/(T + a[0][2])))
+# p_sat_dioxane = torch.tensor(a[1][0] - (a[1][1]/(T + a[1][2])))
+p_sat = torch.tensor([1.2424, 1.4598], requires_grad = False, dtype = torch.float64)
+
+
+def phi(alpha,p, A):
+    return np.sum((p - model(X, A, p_sat)).detach().numpy()**2) - alpha*0.8*np.dot(A.grad, A.grad)
+
+def line_search(X, p, A, p_sat):
+    alpha = 0.001  # initialize step size
+    while phi(alpha, p, A)<np.sum((p - model(X, A-alpha*A.grad, p_sat)).detach().numpy()**2):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction
+        alpha = 0.5*alpha
+    return alpha
+n_iter = 100
+for i in range(n_iter):
+    # Define the loss function
+    loss = torch.sum((p - model(X, A, p_sat))**2)
+    loss.backward()
+    alpha = line_search(X = X, p = p, A = A, p_sat = p_sat)
+    print("Alpha:", alpha, "Loss:", loss.data.numpy(), "Gradient:", A.grad.numpy(), "Parameter:", A.data.numpy())
+
+    with torch.no_grad():
+        A -= alpha * A.grad
+        if np.linalg.norm(A.grad) < 0.1:
+            break
+        A.grad.zero_()
+p_final = model(X, A, p_sat)
+print("Model: ", p_final)
+print("Truth: ", p)
+plt.plot(p_final.detach().numpy())
+plt.plot(p.detach().numpy())
 
-from mpl_toolkits import mplot3d
 
-def objective(x, mean = 0, var = 0.1):
-    '''
-    x : 2x1 vector of a sample in the domain of interest
-    mean : scalar mean for iid noise term
-    var : scalar variance for iid noise term
-    '''
-    noise = np.random.normal(mean, var)    
-    return ((4 - (2.1*(x[0]**2)) + ((x[0]**4)/3))*(x[0]**2)) + (x[0]*x[1]) + ((-4 + 4*x[1]**2)*x[1]**2)
-
-
-
-
-def expected_improvement(X_, X, model, k = 0.01):
-    Y_mu, Y_sigma = model.predict(X, return_std = True)
-    Y__= model.predict(X_)
-    
-    # Find the best value of predicted f(x) among the old samples
-    with np.errstate(divide='ignore'):
-        y_best = np.max(Y_sigma)
-        Z = (Y_mu - y_best - k)/Y_sigma
-        ei = ((Y_mu - y_best - k)*norm.cdf(Z)) + (Y_sigma*norm.pdf(Z))
-        ei[Y_sigma == 0.0] = 0.0
-    return X_[np.argmax(ei)]
-
-
-# optimize the expected improvement
-# EI function is highly non linear
-
-x1 = np.random.uniform(-3,3,5)
-x2 = np.random.uniform(-2,2,5)
-X = np.asarray([[x1],[x2]]).transpose().squeeze(1)
-Y = np.asarray([objective(x) for x in X])
-
-kernel = gp.kernels.RBF()
-model = gp.GaussianProcessRegressor(kernel=kernel,
-                                    alpha=1e-4,
-                                    n_restarts_optimizer=0,
-                                    normalize_y=True)
-
-
-x_bnds = np.linspace(-3,3, 50)
-y_bnds = np.linspace(-2, 2, 50)
-x__, y__ = np.meshgrid(x_bnds, y_bnds)
-z__ = objective(x__,y__)
-
-n_iters = 100
-k = 0.01
-for i in range(n_iters):
-    model.fit(X,Y)
-    # Select next point using expected improvement
-    x1 = np.random.uniform(-3,3,1000)
-    x2 = np.random.uniform(-2,2,1000)
-    X_ = np.asarray([[x1],[x2]]).transpose().squeeze(1)
-    x_next = expected_improvement(X_ = X_, X = X, model = model)
-    y_next = objective(x_next)
-    X = np.vstack((X, x_next))
-    Y = np.append(Y, y_next)
-
-x1_bnds = np.linspace(-3,3, 50)
-x2_bnds = np.linspace(-2, 2, 50)
-x__ = np.asarray([[x1_bnds],[x2_bnds]]).transpose().squeeze(1)
-y__ = np.asarray([objective(x) for x in x__])
-
-fig = plt.figure(figsize = (10, 7))
-ax = plt.axes(projection ="3d")
-ax.scatter3D(X[:,0], X[:,1], Y, color = "green")
-ax.scatter3D(x1_bnds, x2_bnds, y__, color='blue')

From 2e15fdb99184f62487e0044417ff1a6882a9b041 Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Thu, 14 Oct 2021 14:42:00 -0700
Subject: [PATCH 16/33] corrected ground truth objective function output in
 problem 2

---
 Homework/Homework3.ipynb |  39 ++++---------
 Homework/script.py       | 122 +++++++++++++++++++++------------------
 2 files changed, 78 insertions(+), 83 deletions(-)

diff --git a/Homework/Homework3.ipynb b/Homework/Homework3.ipynb
index 2837b4f..31a4d38 100644
--- a/Homework/Homework3.ipynb
+++ b/Homework/Homework3.ipynb
@@ -66,15 +66,6 @@
     "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
     "\n",
-    "SMOOTH = 1e-5\n",
-    "\n",
-    "\n",
-    "# def model(X, A, p_sat):\n",
-    "#     k1 = A[0]*((A[1]*X[1]/(A[0]*X[0] + A[1]*X[1]))**2)\n",
-    "#     k2 = A[1]*((A[0]*X[0]/(A[0]*X[0] + A[1]*X[1]))**2)\n",
-    "#     t1 = X[0]*torch.exp(k1)*p_sat[0]\n",
-    "#     t2 = X[1]*torch.exp(k2)*p_sat[1]\n",
-    "#     return t1 + t2\n",
     "\n",
     "def model(X, A, p_sat):\n",
     "    p1 = A[0]*X[0]\n",
@@ -258,7 +249,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 4,
    "source": [
     "# Problem 2: Bayesian Optimization\n",
     "import sklearn.gaussian_process as gp\n",
@@ -294,8 +285,7 @@
     "\n",
     "\n",
     "# optimize the expected improvement\n",
-    "# EI function is highly non linear\n",
-    "\n",
+    "# EI function is highly non convex\n",
     "x1 = np.random.uniform(-3,3,10)\n",
     "x2 = np.random.uniform(-2,2,10)\n",
     "X = np.asarray([[x1],[x2]]).transpose().squeeze(1)\n",
@@ -306,7 +296,7 @@
     "                                    alpha=1e-4,\n",
     "                                    n_restarts_optimizer=0,\n",
     "                                    normalize_y=True)\n",
-    "n_iters = 100\n",
+    "n_iters = 20\n",
     "k = 0.01\n",
     "for i in range(n_iters):\n",
     "    model.fit(X,Y)\n",
@@ -321,30 +311,23 @@
     "\n",
     "x1_bnds = np.linspace(-3,3, 100)\n",
     "x2_bnds = np.linspace(-2, 2, 100)\n",
-    "x__ = np.asarray([[x1_bnds],[x2_bnds]]).transpose().squeeze(1)\n",
-    "x__, y__ = np.meshgrid(x1_bnds, x2_bnds)\n",
-    "z__ = np.asarray([objective(x__) for x in x__])\n",
+    "x_pts, y_pts= np.meshgrid(x1_bnds, x2_bnds)\n",
+    "pts = np.asarray([x_pts,y_pts]).transpose()\n",
+    "z__ = np.asarray([[objective(pt) for pt in pt_set] for pt_set in pts])\n",
+    "\n",
+    "\n",
     "\n",
     "fig = plt.figure(figsize = (10, 7))\n",
     "ax = plt.axes(projection =\"3d\")\n",
     "ax.scatter3D(X[:,0], X[:,1], Y, color = \"green\")\n",
-    "ax.plot_surface(x__, y__, z__, color='blue')\n"
+    "ax.plot_surface(x_pts, y_pts, z__, color='gray', alpha = 0.5)\n",
+    "plt.show()"
    ],
    "outputs": [
-    {
-     "output_type": "execute_result",
-     "data": {
-      "text/plain": [
-       "<mpl_toolkits.mplot3d.art3d.Poly3DCollection at 0x7fb503f4f6a0>"
-      ]
-     },
-     "metadata": {},
-     "execution_count": 34
-    },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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       "text/plain": [
        "<Figure size 720x504 with 1 Axes>"
       ]
diff --git a/Homework/script.py b/Homework/script.py
index 80bb0e6..416010b 100644
--- a/Homework/script.py
+++ b/Homework/script.py
@@ -1,60 +1,72 @@
-# Problem 1 : Least squares fitting for vapor-liquid equilibrium
-import torch
+# Problem 2: Bayesian Optimization
+import sklearn.gaussian_process as gp
 import numpy as np
+from scipy.stats import norm
+from scipy.optimize import minimize
 import matplotlib.pyplot as plt
 
-SMOOTH = 1e-5
-
-
-def model(X, A, p_sat):
-    # Question : Temporary variables and the computational graph ...
-    k1 = A[0]*(A[1]*X[1]/(A[0]*X[0] + A[1]*X[1]))
-    k2 = A[1]*(A[0]*X[0]/(A[0]*X[0] + A[1]*X[1]))
-    t1 = X[0]*torch.exp((k1**2))*p_sat[0]
-    t2 = X[1]*torch.exp((k2**2))*p_sat[1]
-    return t1 + t2
-
-
-# Define the variables to be optimized over
-A = torch.tensor([1.9,1.6], requires_grad = True, dtype = torch.float64)
-# Data
-X = np.asarray([np.arange(0,1.1,0.1), 1-np.arange(0,1.1,0.1)])
-X = torch.from_numpy(X)
-p = torch.tensor([28.1, 34.4, 36.7, 36.9, 36.8, 36.7, 36.5, 35.4, 32.9, 27.8, 17.5], requires_grad =  False, dtype = torch.float64)
-
-# Constants
-# a = torch.tensor([[8.07131, 1730.63, 233.426],[7.43155, 1554.679, 240.337]], requires_grad= False)
-# T = 20
-# p_sat_water = torch.tensor(a[0][0] - (a[0][1]/(T + a[0][2])))
-# p_sat_dioxane = torch.tensor(a[1][0] - (a[1][1]/(T + a[1][2])))
-p_sat = torch.tensor([1.2424, 1.4598], requires_grad = False, dtype = torch.float64)
-
-
-def phi(alpha,p, A):
-    return np.sum((p - model(X, A, p_sat)).detach().numpy()**2) - alpha*0.8*np.dot(A.grad, A.grad)
-
-def line_search(X, p, A, p_sat):
-    alpha = 0.001  # initialize step size
-    while phi(alpha, p, A)<np.sum((p - model(X, A-alpha*A.grad, p_sat)).detach().numpy()**2):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction
-        alpha = 0.5*alpha
-    return alpha
-n_iter = 100
-for i in range(n_iter):
-    # Define the loss function
-    loss = torch.sum((p - model(X, A, p_sat))**2)
-    loss.backward()
-    alpha = line_search(X = X, p = p, A = A, p_sat = p_sat)
-    print("Alpha:", alpha, "Loss:", loss.data.numpy(), "Gradient:", A.grad.numpy(), "Parameter:", A.data.numpy())
-
-    with torch.no_grad():
-        A -= alpha * A.grad
-        if np.linalg.norm(A.grad) < 0.1:
-            break
-        A.grad.zero_()
-p_final = model(X, A, p_sat)
-print("Model: ", p_final)
-print("Truth: ", p)
-plt.plot(p_final.detach().numpy())
-plt.plot(p.detach().numpy())
+from mpl_toolkits import mplot3d
 
 
+def objective(x):
+    '''
+    x : 2x1 vector of a sample in the domain of interest
+    mean : scalar mean for iid noise term
+    var : scalar variance for iid noise term
+    '''
+    return ((4 - (2.1*(x[0]**2)) + ((x[0]**4)/3))*(x[0]**2)) + (x[0]*x[1]) + ((-4 + 4*x[1]**2)*x[1]**2)
+
+
+
+def expected_improvement(X_, X, model, k = 0.01):
+    Y_mu, Y_sigma = model.predict(X, return_std = True)
+    Y__= model.predict(X_)
+    
+    # Find the best value of predicted f(x) among the old samples
+    with np.errstate(divide='ignore'):
+        y_best = np.max(Y_sigma)
+        Z = (Y_mu - y_best - k)/Y_sigma
+        ei = ((Y_mu - y_best - k)*norm.cdf(Z)) + (Y_sigma*norm.pdf(Z))
+        ei[Y_sigma == 0.0] = 0.0
+    return X_[np.argmax(ei)]
+
+
+# optimize the expected improvement
+# EI function is highly non convex
+x1 = np.random.uniform(-3,3,10)
+x2 = np.random.uniform(-2,2,10)
+X = np.asarray([[x1],[x2]]).transpose().squeeze(1)
+Y = np.asarray([objective(x) for x in X])
+
+kernel = gp.kernels.Matern()
+model = gp.GaussianProcessRegressor(kernel=kernel,
+                                    alpha=1e-4,
+                                    n_restarts_optimizer=0,
+                                    normalize_y=True)
+n_iters = 20
+k = 0.01
+for i in range(n_iters):
+    print(i)
+    model.fit(X,Y)
+    # Select next point using expected improvement
+    x1 = np.random.uniform(-3,3,1000)
+    x2 = np.random.uniform(-2,2,1000)
+    X_ = np.asarray([[x1],[x2]]).transpose().squeeze(1)
+    x_next = expected_improvement(X_ = X_, X = X, model = model)
+    y_next = objective(x_next)
+    X = np.vstack((X, x_next))
+    Y = np.append(Y, y_next)
+
+x1_bnds = np.linspace(-3,3, 100)
+x2_bnds = np.linspace(-2, 2, 100)
+x_pts, y_pts= np.meshgrid(x1_bnds, x2_bnds)
+pts = np.asarray([x_pts,y_pts]).transpose()
+z__ = np.asarray([[objective(pt) for pt in pt_set] for pt_set in pts])
+
+
+
+fig = plt.figure(figsize = (10, 7))
+ax = plt.axes(projection ="3d")
+ax.scatter3D(X[:,0], X[:,1], Y, color = "green")
+ax.plot_surface(x_pts, y_pts, z__, color='gray', alpha = 0.5)
+plt.show()
\ No newline at end of file

From 246ae9edd5c23cde825720572606a62e439e03b6 Mon Sep 17 00:00:00 2001
From: Rahul Rathnakumar <36414241+rahulrathnakumar@users.noreply.github.com>
Date: Sat, 16 Oct 2021 23:13:23 -0700
Subject: [PATCH 17/33] Add files via upload

---
 Homework/Homework2.pdf | Bin 0 -> 309246 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 Homework/Homework2.pdf

diff --git a/Homework/Homework2.pdf b/Homework/Homework2.pdf
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From 4264cf9c067b505f2b4aa9b3f1faaa6dc104fc18 Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Mon, 18 Oct 2021 16:45:33 -0700
Subject: [PATCH 18/33] Drag w/ unit mass

---
 Homework/Homework2.html                       | 14595 +---------------
 Homework/Homework2.ipynb                      |   306 +-
 Homework/Homework2.tex                        |   638 +
 Homework/Homework2_files/Homework2_1_1.png    |   Bin 0 -> 12525 bytes
 Homework/Homework2_files/Homework2_1_2.png    |   Bin 0 -> 12226 bytes
 Homework/Homework3.ipynb                      |   742 +-
 Homework/test.html                            | 14006 +++++++++++++++
 Homework/test.ipynb                           |    39 +
 ...ithms and differentiable programming.ipynb |   834 +-
 Project/Project_1_rocket.ipynb                |  1202 ++
 Project/script_project.py                     |   186 +
 11 files changed, 17270 insertions(+), 15278 deletions(-)
 create mode 100644 Homework/Homework2.tex
 create mode 100644 Homework/Homework2_files/Homework2_1_1.png
 create mode 100644 Homework/Homework2_files/Homework2_1_2.png
 create mode 100644 Homework/test.html
 create mode 100644 Homework/test.ipynb
 create mode 100644 Project/Project_1_rocket.ipynb
 create mode 100644 Project/script_project.py

diff --git a/Homework/Homework2.html b/Homework/Homework2.html
index 132bb3b..c4561d4 100644
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-/*
- * Phosphor
+<!DOCTYPE html><html><head>
+      <title>Homework2</title>
+      <meta charset="utf-8">
+      <meta name="viewport" content="width=device-width, initial-scale=1.0">
+      
+      <link rel="stylesheet" href="file:////home/rrathnak/.vscode-server/extensions/shd101wyy.markdown-preview-enhanced-0.6.0/node_modules/@shd101wyy/mume/dependencies/katex/katex.min.css">
+      
+      
+      
+      
+      
+      
+      
+      
+      
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+      /**
+ * prism.js Github theme based on GitHub's theme.
+ * @author Sam Clarke
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+  background: none;
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-| Copyright (c) 2014-2017, PhosphorJS Contributors
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-| Copyright (c) 2014-2017, PhosphorJS Contributors
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+  -o-tab-size: 8;
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+  /* border: 1px solid #ddd; */
+  border-radius: 3px;
+  /* background: #fff; */
+  background: #f5f5f5;
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-/*-----------------------------------------------------------------------------
-| Copyright (c) Jupyter Development Team.
-| Copyright (c) 2014-2017, PhosphorJS Contributors
-|
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-|----------------------------------------------------------------------------*/
-
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+  border-radius: .3em;
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+  background: #f5f5f5;
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+.token.list {
+  color: #ed6a43;
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-/*-----------------------------------------------------------------------------
-| Copyright (c) Jupyter Development Team.
-| Copyright (c) 2014-2017, PhosphorJS Contributors
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-| Distributed under the terms of the BSD 3-Clause License.
-|
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-  -moz-user-select: none;
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+.token.inserted {
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+  color: #55a532;
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+  background-color: #ffecec;
+  color: #bd2c00;
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-/*-----------------------------------------------------------------------------
-| Copyright (c) Jupyter Development Team.
-| Copyright (c) 2014-2017, PhosphorJS Contributors
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-| Copyright (c) Jupyter Development Team.
-| Copyright (c) 2014-2017, PhosphorJS Contributors
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-| Copyright (c) Jupyter Development Team.
-| Copyright (c) 2014-2017, PhosphorJS Contributors
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-  .bp3-button.bp3-intent-primary{
-    background-color:#137cbd;
-    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
-    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
-    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
-            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
-    color:#ffffff; }
-    .bp3-button.bp3-intent-primary:hover, .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{
-      color:#ffffff; }
-    .bp3-button.bp3-intent-primary:hover{
-      background-color:#106ba3;
-      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
-              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
-    .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{
-      background-color:#0e5a8a;
-      background-image:none;
-      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
-              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
-    .bp3-button.bp3-intent-primary:disabled, .bp3-button.bp3-intent-primary.bp3-disabled{
-      background-color:rgba(19, 124, 189, 0.5);
-      background-image:none;
-      border-color:transparent;
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:rgba(255, 255, 255, 0.6); }
-  .bp3-button.bp3-intent-success{
-    background-color:#0f9960;
-    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
-    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
-    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
-            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
-    color:#ffffff; }
-    .bp3-button.bp3-intent-success:hover, .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{
-      color:#ffffff; }
-    .bp3-button.bp3-intent-success:hover{
-      background-color:#0d8050;
-      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
-              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
-    .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{
-      background-color:#0a6640;
-      background-image:none;
-      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
-              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
-    .bp3-button.bp3-intent-success:disabled, .bp3-button.bp3-intent-success.bp3-disabled{
-      background-color:rgba(15, 153, 96, 0.5);
-      background-image:none;
-      border-color:transparent;
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:rgba(255, 255, 255, 0.6); }
-  .bp3-button.bp3-intent-warning{
-    background-color:#d9822b;
-    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
-    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
-    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
-            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
-    color:#ffffff; }
-    .bp3-button.bp3-intent-warning:hover, .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{
-      color:#ffffff; }
-    .bp3-button.bp3-intent-warning:hover{
-      background-color:#bf7326;
-      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
-              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
-    .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{
-      background-color:#a66321;
-      background-image:none;
-      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
-              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
-    .bp3-button.bp3-intent-warning:disabled, .bp3-button.bp3-intent-warning.bp3-disabled{
-      background-color:rgba(217, 130, 43, 0.5);
-      background-image:none;
-      border-color:transparent;
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:rgba(255, 255, 255, 0.6); }
-  .bp3-button.bp3-intent-danger{
-    background-color:#db3737;
-    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
-    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
-    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
-            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
-    color:#ffffff; }
-    .bp3-button.bp3-intent-danger:hover, .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{
-      color:#ffffff; }
-    .bp3-button.bp3-intent-danger:hover{
-      background-color:#c23030;
-      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
-              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
-    .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{
-      background-color:#a82a2a;
-      background-image:none;
-      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
-              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
-    .bp3-button.bp3-intent-danger:disabled, .bp3-button.bp3-intent-danger.bp3-disabled{
-      background-color:rgba(219, 55, 55, 0.5);
-      background-image:none;
-      border-color:transparent;
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:rgba(255, 255, 255, 0.6); }
-  .bp3-button[class*="bp3-intent-"] .bp3-button-spinner .bp3-spinner-head{
-    stroke:#ffffff; }
-  .bp3-button.bp3-large,
-  .bp3-large .bp3-button{
-    min-height:40px;
-    min-width:40px;
-    font-size:16px;
-    padding:5px 15px; }
-    .bp3-button.bp3-large::before,
-    .bp3-button.bp3-large > *,
-    .bp3-large .bp3-button::before,
-    .bp3-large .bp3-button > *{
-      margin-right:10px; }
-    .bp3-button.bp3-large:empty::before,
-    .bp3-button.bp3-large > :last-child,
-    .bp3-large .bp3-button:empty::before,
-    .bp3-large .bp3-button > :last-child{
-      margin-right:0; }
-  .bp3-button.bp3-small,
-  .bp3-small .bp3-button{
-    min-height:24px;
-    min-width:24px;
-    padding:0 7px; }
-  .bp3-button.bp3-loading{
-    position:relative; }
-    .bp3-button.bp3-loading[class*="bp3-icon-"]::before{
-      visibility:hidden; }
-    .bp3-button.bp3-loading .bp3-button-spinner{
-      margin:0;
-      position:absolute; }
-    .bp3-button.bp3-loading > :not(.bp3-button-spinner){
-      visibility:hidden; }
-  .bp3-button[class*="bp3-icon-"]::before{
-    font-family:"Icons16", sans-serif;
-    font-size:16px;
-    font-style:normal;
-    font-weight:400;
-    line-height:1;
-    -moz-osx-font-smoothing:grayscale;
-    -webkit-font-smoothing:antialiased;
-    color:#5c7080; }
-  .bp3-button .bp3-icon, .bp3-button .bp3-icon-standard, .bp3-button .bp3-icon-large{
-    color:#5c7080; }
-    .bp3-button .bp3-icon.bp3-align-right, .bp3-button .bp3-icon-standard.bp3-align-right, .bp3-button .bp3-icon-large.bp3-align-right{
-      margin-left:7px; }
-  .bp3-button .bp3-icon:first-child:last-child,
-  .bp3-button .bp3-spinner + .bp3-icon:last-child{
-    margin:0 -7px; }
-  .bp3-dark .bp3-button:not([class*="bp3-intent-"]){
-    background-color:#394b59;
-    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
-    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
-    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
-            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
-    color:#f5f8fa; }
-    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):hover, .bp3-dark .bp3-button:not([class*="bp3-intent-"]):active, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-active{
-      color:#f5f8fa; }
-    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):hover{
-      background-color:#30404d;
-      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
-              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
-    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):active, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-active{
-      background-color:#202b33;
-      background-image:none;
-      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
-              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
-    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):disabled, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-disabled{
-      background-color:rgba(57, 75, 89, 0.5);
-      background-image:none;
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:rgba(167, 182, 194, 0.6); }
-      .bp3-dark .bp3-button:not([class*="bp3-intent-"]):disabled.bp3-active, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-disabled.bp3-active{
-        background:rgba(57, 75, 89, 0.7); }
-    .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-button-spinner .bp3-spinner-head{
-      background:rgba(16, 22, 26, 0.5);
-      stroke:#8a9ba8; }
-    .bp3-dark .bp3-button:not([class*="bp3-intent-"])[class*="bp3-icon-"]::before{
-      color:#a7b6c2; }
-    .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-icon, .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-icon-standard, .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-icon-large{
-      color:#a7b6c2; }
-  .bp3-dark .bp3-button[class*="bp3-intent-"]{
-    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
-            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
-    .bp3-dark .bp3-button[class*="bp3-intent-"]:hover{
-      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
-              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
-    .bp3-dark .bp3-button[class*="bp3-intent-"]:active, .bp3-dark .bp3-button[class*="bp3-intent-"].bp3-active{
-      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
-              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
-    .bp3-dark .bp3-button[class*="bp3-intent-"]:disabled, .bp3-dark .bp3-button[class*="bp3-intent-"].bp3-disabled{
-      background-image:none;
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:rgba(255, 255, 255, 0.3); }
-    .bp3-dark .bp3-button[class*="bp3-intent-"] .bp3-button-spinner .bp3-spinner-head{
-      stroke:#8a9ba8; }
-  .bp3-button:disabled::before,
-  .bp3-button:disabled .bp3-icon, .bp3-button:disabled .bp3-icon-standard, .bp3-button:disabled .bp3-icon-large, .bp3-button.bp3-disabled::before,
-  .bp3-button.bp3-disabled .bp3-icon, .bp3-button.bp3-disabled .bp3-icon-standard, .bp3-button.bp3-disabled .bp3-icon-large, .bp3-button[class*="bp3-intent-"]::before,
-  .bp3-button[class*="bp3-intent-"] .bp3-icon, .bp3-button[class*="bp3-intent-"] .bp3-icon-standard, .bp3-button[class*="bp3-intent-"] .bp3-icon-large{
-    color:inherit !important; }
-  .bp3-button.bp3-minimal{
-    background:none;
-    -webkit-box-shadow:none;
-            box-shadow:none; }
-    .bp3-button.bp3-minimal:hover{
-      background:rgba(167, 182, 194, 0.3);
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:#182026;
-      text-decoration:none; }
-    .bp3-button.bp3-minimal:active, .bp3-button.bp3-minimal.bp3-active{
-      background:rgba(115, 134, 148, 0.3);
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:#182026; }
-    .bp3-button.bp3-minimal:disabled, .bp3-button.bp3-minimal:disabled:hover, .bp3-button.bp3-minimal.bp3-disabled, .bp3-button.bp3-minimal.bp3-disabled:hover{
-      background:none;
-      color:rgba(92, 112, 128, 0.6);
-      cursor:not-allowed; }
-      .bp3-button.bp3-minimal:disabled.bp3-active, .bp3-button.bp3-minimal:disabled:hover.bp3-active, .bp3-button.bp3-minimal.bp3-disabled.bp3-active, .bp3-button.bp3-minimal.bp3-disabled:hover.bp3-active{
-        background:rgba(115, 134, 148, 0.3); }
-    .bp3-dark .bp3-button.bp3-minimal{
-      background:none;
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:inherit; }
-      .bp3-dark .bp3-button.bp3-minimal:hover, .bp3-dark .bp3-button.bp3-minimal:active, .bp3-dark .bp3-button.bp3-minimal.bp3-active{
-        background:none;
-        -webkit-box-shadow:none;
-                box-shadow:none; }
-      .bp3-dark .bp3-button.bp3-minimal:hover{
-        background:rgba(138, 155, 168, 0.15); }
-      .bp3-dark .bp3-button.bp3-minimal:active, .bp3-dark .bp3-button.bp3-minimal.bp3-active{
-        background:rgba(138, 155, 168, 0.3);
-        color:#f5f8fa; }
-      .bp3-dark .bp3-button.bp3-minimal:disabled, .bp3-dark .bp3-button.bp3-minimal:disabled:hover, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled:hover{
-        background:none;
-        color:rgba(167, 182, 194, 0.6);
-        cursor:not-allowed; }
-        .bp3-dark .bp3-button.bp3-minimal:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal:disabled:hover.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled:hover.bp3-active{
-          background:rgba(138, 155, 168, 0.3); }
-    .bp3-button.bp3-minimal.bp3-intent-primary{
-      color:#106ba3; }
-      .bp3-button.bp3-minimal.bp3-intent-primary:hover, .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{
-        background:none;
-        -webkit-box-shadow:none;
-                box-shadow:none;
-        color:#106ba3; }
-      .bp3-button.bp3-minimal.bp3-intent-primary:hover{
-        background:rgba(19, 124, 189, 0.15);
-        color:#106ba3; }
-      .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{
-        background:rgba(19, 124, 189, 0.3);
-        color:#106ba3; }
-      .bp3-button.bp3-minimal.bp3-intent-primary:disabled, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled{
-        background:none;
-        color:rgba(16, 107, 163, 0.5); }
-        .bp3-button.bp3-minimal.bp3-intent-primary:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled.bp3-active{
-          background:rgba(19, 124, 189, 0.3); }
-      .bp3-button.bp3-minimal.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
-        stroke:#106ba3; }
-      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary{
-        color:#48aff0; }
-        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:hover{
-          background:rgba(19, 124, 189, 0.2);
-          color:#48aff0; }
-        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{
-          background:rgba(19, 124, 189, 0.3);
-          color:#48aff0; }
-        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled{
-          background:none;
-          color:rgba(72, 175, 240, 0.5); }
-          .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled.bp3-active{
-            background:rgba(19, 124, 189, 0.3); }
-    .bp3-button.bp3-minimal.bp3-intent-success{
-      color:#0d8050; }
-      .bp3-button.bp3-minimal.bp3-intent-success:hover, .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{
-        background:none;
-        -webkit-box-shadow:none;
-                box-shadow:none;
-        color:#0d8050; }
-      .bp3-button.bp3-minimal.bp3-intent-success:hover{
-        background:rgba(15, 153, 96, 0.15);
-        color:#0d8050; }
-      .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{
-        background:rgba(15, 153, 96, 0.3);
-        color:#0d8050; }
-      .bp3-button.bp3-minimal.bp3-intent-success:disabled, .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled{
-        background:none;
-        color:rgba(13, 128, 80, 0.5); }
-        .bp3-button.bp3-minimal.bp3-intent-success:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled.bp3-active{
-          background:rgba(15, 153, 96, 0.3); }
-      .bp3-button.bp3-minimal.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
-        stroke:#0d8050; }
-      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success{
-        color:#3dcc91; }
-        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:hover{
-          background:rgba(15, 153, 96, 0.2);
-          color:#3dcc91; }
-        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{
-          background:rgba(15, 153, 96, 0.3);
-          color:#3dcc91; }
-        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled{
-          background:none;
-          color:rgba(61, 204, 145, 0.5); }
-          .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled.bp3-active{
-            background:rgba(15, 153, 96, 0.3); }
-    .bp3-button.bp3-minimal.bp3-intent-warning{
-      color:#bf7326; }
-      .bp3-button.bp3-minimal.bp3-intent-warning:hover, .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{
-        background:none;
-        -webkit-box-shadow:none;
-                box-shadow:none;
-        color:#bf7326; }
-      .bp3-button.bp3-minimal.bp3-intent-warning:hover{
-        background:rgba(217, 130, 43, 0.15);
-        color:#bf7326; }
-      .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{
-        background:rgba(217, 130, 43, 0.3);
-        color:#bf7326; }
-      .bp3-button.bp3-minimal.bp3-intent-warning:disabled, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled{
-        background:none;
-        color:rgba(191, 115, 38, 0.5); }
-        .bp3-button.bp3-minimal.bp3-intent-warning:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled.bp3-active{
-          background:rgba(217, 130, 43, 0.3); }
-      .bp3-button.bp3-minimal.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
-        stroke:#bf7326; }
-      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning{
-        color:#ffb366; }
-        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:hover{
-          background:rgba(217, 130, 43, 0.2);
-          color:#ffb366; }
-        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{
-          background:rgba(217, 130, 43, 0.3);
-          color:#ffb366; }
-        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled{
-          background:none;
-          color:rgba(255, 179, 102, 0.5); }
-          .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled.bp3-active{
-            background:rgba(217, 130, 43, 0.3); }
-    .bp3-button.bp3-minimal.bp3-intent-danger{
-      color:#c23030; }
-      .bp3-button.bp3-minimal.bp3-intent-danger:hover, .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{
-        background:none;
-        -webkit-box-shadow:none;
-                box-shadow:none;
-        color:#c23030; }
-      .bp3-button.bp3-minimal.bp3-intent-danger:hover{
-        background:rgba(219, 55, 55, 0.15);
-        color:#c23030; }
-      .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{
-        background:rgba(219, 55, 55, 0.3);
-        color:#c23030; }
-      .bp3-button.bp3-minimal.bp3-intent-danger:disabled, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled{
-        background:none;
-        color:rgba(194, 48, 48, 0.5); }
-        .bp3-button.bp3-minimal.bp3-intent-danger:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled.bp3-active{
-          background:rgba(219, 55, 55, 0.3); }
-      .bp3-button.bp3-minimal.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
-        stroke:#c23030; }
-      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger{
-        color:#ff7373; }
-        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:hover{
-          background:rgba(219, 55, 55, 0.2);
-          color:#ff7373; }
-        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{
-          background:rgba(219, 55, 55, 0.3);
-          color:#ff7373; }
-        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled{
-          background:none;
-          color:rgba(255, 115, 115, 0.5); }
-          .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled.bp3-active{
-            background:rgba(219, 55, 55, 0.3); }
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-    background:none;
-    -webkit-box-shadow:none;
-            box-shadow:none;
-    border:1px solid rgba(24, 32, 38, 0.2);
-    -webkit-box-sizing:border-box;
-            box-sizing:border-box; }
-    .bp3-button.bp3-outlined:hover{
-      background:rgba(167, 182, 194, 0.3);
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:#182026;
-      text-decoration:none; }
-    .bp3-button.bp3-outlined:active, .bp3-button.bp3-outlined.bp3-active{
-      background:rgba(115, 134, 148, 0.3);
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:#182026; }
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-      background:none;
-      color:rgba(92, 112, 128, 0.6);
-      cursor:not-allowed; }
-      .bp3-button.bp3-outlined:disabled.bp3-active, .bp3-button.bp3-outlined:disabled:hover.bp3-active, .bp3-button.bp3-outlined.bp3-disabled.bp3-active, .bp3-button.bp3-outlined.bp3-disabled:hover.bp3-active{
-        background:rgba(115, 134, 148, 0.3); }
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-      background:none;
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:inherit; }
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-        background:none;
-        -webkit-box-shadow:none;
-                box-shadow:none; }
-      .bp3-dark .bp3-button.bp3-outlined:hover{
-        background:rgba(138, 155, 168, 0.15); }
-      .bp3-dark .bp3-button.bp3-outlined:active, .bp3-dark .bp3-button.bp3-outlined.bp3-active{
-        background:rgba(138, 155, 168, 0.3);
-        color:#f5f8fa; }
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-        background:none;
-        color:rgba(167, 182, 194, 0.6);
-        cursor:not-allowed; }
-        .bp3-dark .bp3-button.bp3-outlined:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined:disabled:hover.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover.bp3-active{
-          background:rgba(138, 155, 168, 0.3); }
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-      color:#106ba3; }
-      .bp3-button.bp3-outlined.bp3-intent-primary:hover, .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{
-        background:none;
-        -webkit-box-shadow:none;
-                box-shadow:none;
-        color:#106ba3; }
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-        background:rgba(19, 124, 189, 0.15);
-        color:#106ba3; }
-      .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{
-        background:rgba(19, 124, 189, 0.3);
-        color:#106ba3; }
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-        background:none;
-        color:rgba(16, 107, 163, 0.5); }
-        .bp3-button.bp3-outlined.bp3-intent-primary:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled.bp3-active{
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-      .bp3-button.bp3-outlined.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
-        stroke:#106ba3; }
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-        color:#48aff0; }
-        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:hover{
-          background:rgba(19, 124, 189, 0.2);
-          color:#48aff0; }
-        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{
-          background:rgba(19, 124, 189, 0.3);
-          color:#48aff0; }
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-          background:none;
-          color:rgba(72, 175, 240, 0.5); }
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-            background:rgba(19, 124, 189, 0.3); }
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-      color:#0d8050; }
-      .bp3-button.bp3-outlined.bp3-intent-success:hover, .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{
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-        -webkit-box-shadow:none;
-                box-shadow:none;
-        color:#0d8050; }
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-        background:rgba(15, 153, 96, 0.15);
-        color:#0d8050; }
-      .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{
-        background:rgba(15, 153, 96, 0.3);
-        color:#0d8050; }
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-        background:none;
-        color:rgba(13, 128, 80, 0.5); }
-        .bp3-button.bp3-outlined.bp3-intent-success:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled.bp3-active{
-          background:rgba(15, 153, 96, 0.3); }
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-        stroke:#0d8050; }
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-        color:#3dcc91; }
-        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:hover{
-          background:rgba(15, 153, 96, 0.2);
-          color:#3dcc91; }
-        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{
-          background:rgba(15, 153, 96, 0.3);
-          color:#3dcc91; }
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-          background:none;
-          color:rgba(61, 204, 145, 0.5); }
-          .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled.bp3-active{
-            background:rgba(15, 153, 96, 0.3); }
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-      color:#bf7326; }
-      .bp3-button.bp3-outlined.bp3-intent-warning:hover, .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{
-        background:none;
-        -webkit-box-shadow:none;
-                box-shadow:none;
-        color:#bf7326; }
-      .bp3-button.bp3-outlined.bp3-intent-warning:hover{
-        background:rgba(217, 130, 43, 0.15);
-        color:#bf7326; }
-      .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{
-        background:rgba(217, 130, 43, 0.3);
-        color:#bf7326; }
-      .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
-        background:none;
-        color:rgba(191, 115, 38, 0.5); }
-        .bp3-button.bp3-outlined.bp3-intent-warning:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled.bp3-active{
-          background:rgba(217, 130, 43, 0.3); }
-      .bp3-button.bp3-outlined.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
-        stroke:#bf7326; }
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-        color:#ffb366; }
-        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:hover{
-          background:rgba(217, 130, 43, 0.2);
-          color:#ffb366; }
-        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{
-          background:rgba(217, 130, 43, 0.3);
-          color:#ffb366; }
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-          background:none;
-          color:rgba(255, 179, 102, 0.5); }
-          .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled.bp3-active{
-            background:rgba(217, 130, 43, 0.3); }
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-      color:#c23030; }
-      .bp3-button.bp3-outlined.bp3-intent-danger:hover, .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{
-        background:none;
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-        background:rgba(219, 55, 55, 0.15);
-        color:#c23030; }
-      .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{
-        background:rgba(219, 55, 55, 0.3);
-        color:#c23030; }
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-        background:none;
-        color:rgba(194, 48, 48, 0.5); }
-        .bp3-button.bp3-outlined.bp3-intent-danger:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled.bp3-active{
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-        color:#ff7373; }
-        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:hover{
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-          color:#ff7373; }
-        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{
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-          color:#ff7373; }
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-          background:none;
-          color:rgba(255, 115, 115, 0.5); }
-          .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled.bp3-active{
-            background:rgba(219, 55, 55, 0.3); }
-    .bp3-button.bp3-outlined:disabled, .bp3-button.bp3-outlined.bp3-disabled, .bp3-button.bp3-outlined:disabled:hover, .bp3-button.bp3-outlined.bp3-disabled:hover{
-      border-color:rgba(92, 112, 128, 0.1); }
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-      border-color:rgba(255, 255, 255, 0.4); }
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-        border-color:rgba(255, 255, 255, 0.2); }
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-          border-color:rgba(255, 115, 115, 0.2); }
-
-a.bp3-button{
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-  text-decoration:none;
-  -webkit-transition:none;
-  transition:none; }
-  a.bp3-button, a.bp3-button:hover, a.bp3-button:active{
-    color:#182026; }
-  a.bp3-button.bp3-disabled{
-    color:rgba(92, 112, 128, 0.6); }
-
-.bp3-button-text{
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-      -ms-flex:0 1 auto;
-          flex:0 1 auto; }
-
-.bp3-button.bp3-align-left .bp3-button-text, .bp3-button.bp3-align-right .bp3-button-text,
-.bp3-button-group.bp3-align-left .bp3-button-text,
-.bp3-button-group.bp3-align-right .bp3-button-text{
-  -webkit-box-flex:1;
-      -ms-flex:1 1 auto;
-          flex:1 1 auto; }
-.bp3-button-group{
-  display:-webkit-inline-box;
-  display:-ms-inline-flexbox;
-  display:inline-flex; }
-  .bp3-button-group .bp3-button{
-    -webkit-box-flex:0;
-        -ms-flex:0 0 auto;
-            flex:0 0 auto;
-    position:relative;
-    z-index:4; }
-    .bp3-button-group .bp3-button:focus{
-      z-index:5; }
-    .bp3-button-group .bp3-button:hover{
-      z-index:6; }
-    .bp3-button-group .bp3-button:active, .bp3-button-group .bp3-button.bp3-active{
-      z-index:7; }
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-      z-index:3; }
-    .bp3-button-group .bp3-button[class*="bp3-intent-"]{
-      z-index:9; }
-      .bp3-button-group .bp3-button[class*="bp3-intent-"]:focus{
-        z-index:10; }
-      .bp3-button-group .bp3-button[class*="bp3-intent-"]:hover{
-        z-index:11; }
-      .bp3-button-group .bp3-button[class*="bp3-intent-"]:active, .bp3-button-group .bp3-button[class*="bp3-intent-"].bp3-active{
-        z-index:12; }
-      .bp3-button-group .bp3-button[class*="bp3-intent-"]:disabled, .bp3-button-group .bp3-button[class*="bp3-intent-"].bp3-disabled{
-        z-index:8; }
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-  .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:first-child){
-    border-bottom-left-radius:0;
-    border-top-left-radius:0; }
-  .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,
-  .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:last-child){
-    border-bottom-right-radius:0;
-    border-top-right-radius:0;
-    margin-right:-1px; }
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-    background:none;
-    -webkit-box-shadow:none;
-            box-shadow:none; }
-    .bp3-button-group.bp3-minimal .bp3-button:hover{
-      background:rgba(167, 182, 194, 0.3);
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:#182026;
-      text-decoration:none; }
-    .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-active{
-      background:rgba(115, 134, 148, 0.3);
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:#182026; }
-    .bp3-button-group.bp3-minimal .bp3-button:disabled, .bp3-button-group.bp3-minimal .bp3-button:disabled:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover{
-      background:none;
-      color:rgba(92, 112, 128, 0.6);
-      cursor:not-allowed; }
-      .bp3-button-group.bp3-minimal .bp3-button:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button:disabled:hover.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover.bp3-active{
-        background:rgba(115, 134, 148, 0.3); }
-    .bp3-dark .bp3-button-group.bp3-minimal .bp3-button{
-      background:none;
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:inherit; }
-      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:hover, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-active{
-        background:none;
-        -webkit-box-shadow:none;
-                box-shadow:none; }
-      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:hover{
-        background:rgba(138, 155, 168, 0.15); }
-      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-active{
-        background:rgba(138, 155, 168, 0.3);
-        color:#f5f8fa; }
-      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled:hover, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover{
-        background:none;
-        color:rgba(167, 182, 194, 0.6);
-        cursor:not-allowed; }
-        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled:hover.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover.bp3-active{
-          background:rgba(138, 155, 168, 0.3); }
-    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary{
-      color:#106ba3; }
-      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{
-        background:none;
-        -webkit-box-shadow:none;
-                box-shadow:none;
-        color:#106ba3; }
-      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover{
-        background:rgba(19, 124, 189, 0.15);
-        color:#106ba3; }
-      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{
-        background:rgba(19, 124, 189, 0.3);
-        color:#106ba3; }
-      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled{
-        background:none;
-        color:rgba(16, 107, 163, 0.5); }
-        .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled.bp3-active{
-          background:rgba(19, 124, 189, 0.3); }
-      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
-        stroke:#106ba3; }
-      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary{
-        color:#48aff0; }
-        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover{
-          background:rgba(19, 124, 189, 0.2);
-          color:#48aff0; }
-        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{
-          background:rgba(19, 124, 189, 0.3);
-          color:#48aff0; }
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-          background:none;
-          color:rgba(72, 175, 240, 0.5); }
-          .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled.bp3-active{
-            background:rgba(19, 124, 189, 0.3); }
-    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success{
-      color:#0d8050; }
-      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{
-        background:none;
-        -webkit-box-shadow:none;
-                box-shadow:none;
-        color:#0d8050; }
-      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover{
-        background:rgba(15, 153, 96, 0.15);
-        color:#0d8050; }
-      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{
-        background:rgba(15, 153, 96, 0.3);
-        color:#0d8050; }
-      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled{
-        background:none;
-        color:rgba(13, 128, 80, 0.5); }
-        .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled.bp3-active{
-          background:rgba(15, 153, 96, 0.3); }
-      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
-        stroke:#0d8050; }
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-        color:#3dcc91; }
-        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover{
-          background:rgba(15, 153, 96, 0.2);
-          color:#3dcc91; }
-        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{
-          background:rgba(15, 153, 96, 0.3);
-          color:#3dcc91; }
-        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled{
-          background:none;
-          color:rgba(61, 204, 145, 0.5); }
-          .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled.bp3-active{
-            background:rgba(15, 153, 96, 0.3); }
-    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning{
-      color:#bf7326; }
-      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{
-        background:none;
-        -webkit-box-shadow:none;
-                box-shadow:none;
-        color:#bf7326; }
-      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover{
-        background:rgba(217, 130, 43, 0.15);
-        color:#bf7326; }
-      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{
-        background:rgba(217, 130, 43, 0.3);
-        color:#bf7326; }
-      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled{
-        background:none;
-        color:rgba(191, 115, 38, 0.5); }
-        .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled.bp3-active{
-          background:rgba(217, 130, 43, 0.3); }
-      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
-        stroke:#bf7326; }
-      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning{
-        color:#ffb366; }
-        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover{
-          background:rgba(217, 130, 43, 0.2);
-          color:#ffb366; }
-        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{
-          background:rgba(217, 130, 43, 0.3);
-          color:#ffb366; }
-        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled{
-          background:none;
-          color:rgba(255, 179, 102, 0.5); }
-          .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled.bp3-active{
-            background:rgba(217, 130, 43, 0.3); }
-    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger{
-      color:#c23030; }
-      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{
-        background:none;
-        -webkit-box-shadow:none;
-                box-shadow:none;
-        color:#c23030; }
-      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover{
-        background:rgba(219, 55, 55, 0.15);
-        color:#c23030; }
-      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{
-        background:rgba(219, 55, 55, 0.3);
-        color:#c23030; }
-      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled{
-        background:none;
-        color:rgba(194, 48, 48, 0.5); }
-        .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled.bp3-active{
-          background:rgba(219, 55, 55, 0.3); }
-      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
-        stroke:#c23030; }
-      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger{
-        color:#ff7373; }
-        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover{
-          background:rgba(219, 55, 55, 0.2);
-          color:#ff7373; }
-        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{
-          background:rgba(219, 55, 55, 0.3);
-          color:#ff7373; }
-        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled{
-          background:none;
-          color:rgba(255, 115, 115, 0.5); }
-          .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled.bp3-active{
-            background:rgba(219, 55, 55, 0.3); }
-  .bp3-button-group .bp3-popover-wrapper,
-  .bp3-button-group .bp3-popover-target{
-    display:-webkit-box;
-    display:-ms-flexbox;
-    display:flex;
-    -webkit-box-flex:1;
-        -ms-flex:1 1 auto;
-            flex:1 1 auto; }
-  .bp3-button-group.bp3-fill{
-    display:-webkit-box;
-    display:-ms-flexbox;
-    display:flex;
-    width:100%; }
-  .bp3-button-group .bp3-button.bp3-fill,
-  .bp3-button-group.bp3-fill .bp3-button:not(.bp3-fixed){
-    -webkit-box-flex:1;
-        -ms-flex:1 1 auto;
-            flex:1 1 auto; }
-  .bp3-button-group.bp3-vertical{
-    -webkit-box-align:stretch;
-        -ms-flex-align:stretch;
-            align-items:stretch;
-    -webkit-box-orient:vertical;
-    -webkit-box-direction:normal;
-        -ms-flex-direction:column;
-            flex-direction:column;
-    vertical-align:top; }
-    .bp3-button-group.bp3-vertical.bp3-fill{
-      height:100%;
-      width:unset; }
-    .bp3-button-group.bp3-vertical .bp3-button{
-      margin-right:0 !important;
-      width:100%; }
-    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:first-child .bp3-button,
-    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:first-child{
-      border-radius:3px 3px 0 0; }
-    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:last-child .bp3-button,
-    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:last-child{
-      border-radius:0 0 3px 3px; }
-    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,
-    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:not(:last-child){
-      margin-bottom:-1px; }
-  .bp3-button-group.bp3-align-left .bp3-button{
-    text-align:left; }
-  .bp3-dark .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,
-  .bp3-dark .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:last-child){
-    margin-right:1px; }
-  .bp3-dark .bp3-button-group.bp3-vertical > .bp3-popover-wrapper:not(:last-child) .bp3-button,
-  .bp3-dark .bp3-button-group.bp3-vertical > .bp3-button:not(:last-child){
-    margin-bottom:1px; }
-.bp3-callout{
-  font-size:14px;
-  line-height:1.5;
-  background-color:rgba(138, 155, 168, 0.15);
-  border-radius:3px;
-  padding:10px 12px 9px;
-  position:relative;
-  width:100%; }
-  .bp3-callout[class*="bp3-icon-"]{
-    padding-left:40px; }
-    .bp3-callout[class*="bp3-icon-"]::before{
-      font-family:"Icons20", sans-serif;
-      font-size:20px;
-      font-style:normal;
-      font-weight:400;
-      line-height:1;
-      -moz-osx-font-smoothing:grayscale;
-      -webkit-font-smoothing:antialiased;
-      color:#5c7080;
-      left:10px;
-      position:absolute;
-      top:10px; }
-  .bp3-callout.bp3-callout-icon{
-    padding-left:40px; }
-    .bp3-callout.bp3-callout-icon > .bp3-icon:first-child{
-      color:#5c7080;
-      left:10px;
-      position:absolute;
-      top:10px; }
-  .bp3-callout .bp3-heading{
-    line-height:20px;
-    margin-bottom:5px;
-    margin-top:0; }
-    .bp3-callout .bp3-heading:last-child{
-      margin-bottom:0; }
-  .bp3-dark .bp3-callout{
-    background-color:rgba(138, 155, 168, 0.2); }
-    .bp3-dark .bp3-callout[class*="bp3-icon-"]::before{
-      color:#a7b6c2; }
-  .bp3-callout.bp3-intent-primary{
-    background-color:rgba(19, 124, 189, 0.15); }
-    .bp3-callout.bp3-intent-primary[class*="bp3-icon-"]::before,
-    .bp3-callout.bp3-intent-primary > .bp3-icon:first-child,
-    .bp3-callout.bp3-intent-primary .bp3-heading{
-      color:#106ba3; }
-    .bp3-dark .bp3-callout.bp3-intent-primary{
-      background-color:rgba(19, 124, 189, 0.25); }
-      .bp3-dark .bp3-callout.bp3-intent-primary[class*="bp3-icon-"]::before,
-      .bp3-dark .bp3-callout.bp3-intent-primary > .bp3-icon:first-child,
-      .bp3-dark .bp3-callout.bp3-intent-primary .bp3-heading{
-        color:#48aff0; }
-  .bp3-callout.bp3-intent-success{
-    background-color:rgba(15, 153, 96, 0.15); }
-    .bp3-callout.bp3-intent-success[class*="bp3-icon-"]::before,
-    .bp3-callout.bp3-intent-success > .bp3-icon:first-child,
-    .bp3-callout.bp3-intent-success .bp3-heading{
-      color:#0d8050; }
-    .bp3-dark .bp3-callout.bp3-intent-success{
-      background-color:rgba(15, 153, 96, 0.25); }
-      .bp3-dark .bp3-callout.bp3-intent-success[class*="bp3-icon-"]::before,
-      .bp3-dark .bp3-callout.bp3-intent-success > .bp3-icon:first-child,
-      .bp3-dark .bp3-callout.bp3-intent-success .bp3-heading{
-        color:#3dcc91; }
-  .bp3-callout.bp3-intent-warning{
-    background-color:rgba(217, 130, 43, 0.15); }
-    .bp3-callout.bp3-intent-warning[class*="bp3-icon-"]::before,
-    .bp3-callout.bp3-intent-warning > .bp3-icon:first-child,
-    .bp3-callout.bp3-intent-warning .bp3-heading{
-      color:#bf7326; }
-    .bp3-dark .bp3-callout.bp3-intent-warning{
-      background-color:rgba(217, 130, 43, 0.25); }
-      .bp3-dark .bp3-callout.bp3-intent-warning[class*="bp3-icon-"]::before,
-      .bp3-dark .bp3-callout.bp3-intent-warning > .bp3-icon:first-child,
-      .bp3-dark .bp3-callout.bp3-intent-warning .bp3-heading{
-        color:#ffb366; }
-  .bp3-callout.bp3-intent-danger{
-    background-color:rgba(219, 55, 55, 0.15); }
-    .bp3-callout.bp3-intent-danger[class*="bp3-icon-"]::before,
-    .bp3-callout.bp3-intent-danger > .bp3-icon:first-child,
-    .bp3-callout.bp3-intent-danger .bp3-heading{
-      color:#c23030; }
-    .bp3-dark .bp3-callout.bp3-intent-danger{
-      background-color:rgba(219, 55, 55, 0.25); }
-      .bp3-dark .bp3-callout.bp3-intent-danger[class*="bp3-icon-"]::before,
-      .bp3-dark .bp3-callout.bp3-intent-danger > .bp3-icon:first-child,
-      .bp3-dark .bp3-callout.bp3-intent-danger .bp3-heading{
-        color:#ff7373; }
-  .bp3-running-text .bp3-callout{
-    margin:20px 0; }
-.bp3-card{
-  background-color:#ffffff;
-  border-radius:3px;
-  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
-          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
-  padding:20px;
-  -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
-  transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
-  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
-  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
-  .bp3-card.bp3-dark,
-  .bp3-dark .bp3-card{
-    background-color:#30404d;
-    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
-            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }
-
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-      z-index:6; }
-    .bp3-control-group .bp3-button:active,
-    .bp3-control-group .bp3-html-select select:active,
-    .bp3-control-group .bp3-select select:active{
-      z-index:7; }
-    .bp3-control-group .bp3-button[readonly], .bp3-control-group .bp3-button:disabled, .bp3-control-group .bp3-button.bp3-disabled,
-    .bp3-control-group .bp3-html-select select[readonly],
-    .bp3-control-group .bp3-html-select select:disabled,
-    .bp3-control-group .bp3-html-select select.bp3-disabled,
-    .bp3-control-group .bp3-select select[readonly],
-    .bp3-control-group .bp3-select select:disabled,
-    .bp3-control-group .bp3-select select.bp3-disabled{
-      z-index:3; }
-    .bp3-control-group .bp3-button[class*="bp3-intent"],
-    .bp3-control-group .bp3-html-select select[class*="bp3-intent"],
-    .bp3-control-group .bp3-select select[class*="bp3-intent"]{
-      z-index:9; }
-      .bp3-control-group .bp3-button[class*="bp3-intent"]:focus,
-      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:focus,
-      .bp3-control-group .bp3-select select[class*="bp3-intent"]:focus{
-        z-index:10; }
-      .bp3-control-group .bp3-button[class*="bp3-intent"]:hover,
-      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:hover,
-      .bp3-control-group .bp3-select select[class*="bp3-intent"]:hover{
-        z-index:11; }
-      .bp3-control-group .bp3-button[class*="bp3-intent"]:active,
-      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:active,
-      .bp3-control-group .bp3-select select[class*="bp3-intent"]:active{
-        z-index:12; }
-      .bp3-control-group .bp3-button[class*="bp3-intent"][readonly], .bp3-control-group .bp3-button[class*="bp3-intent"]:disabled, .bp3-control-group .bp3-button[class*="bp3-intent"].bp3-disabled,
-      .bp3-control-group .bp3-html-select select[class*="bp3-intent"][readonly],
-      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:disabled,
-      .bp3-control-group .bp3-html-select select[class*="bp3-intent"].bp3-disabled,
-      .bp3-control-group .bp3-select select[class*="bp3-intent"][readonly],
-      .bp3-control-group .bp3-select select[class*="bp3-intent"]:disabled,
-      .bp3-control-group .bp3-select select[class*="bp3-intent"].bp3-disabled{
-        z-index:8; }
-  .bp3-control-group .bp3-input-group > .bp3-icon,
-  .bp3-control-group .bp3-input-group > .bp3-button,
-  .bp3-control-group .bp3-input-group > .bp3-input-action{
-    z-index:16; }
-  .bp3-control-group .bp3-select::after,
-  .bp3-control-group .bp3-html-select::after,
-  .bp3-control-group .bp3-select > .bp3-icon,
-  .bp3-control-group .bp3-html-select > .bp3-icon{
-    z-index:17; }
-  .bp3-control-group .bp3-select:focus-within{
-    z-index:5; }
-  .bp3-control-group:not(.bp3-vertical) > *:not(.bp3-divider){
-    margin-right:-1px; }
-  .bp3-control-group:not(.bp3-vertical) > .bp3-divider:not(:first-child){
-    margin-left:6px; }
-  .bp3-dark .bp3-control-group:not(.bp3-vertical) > *:not(.bp3-divider){
-    margin-right:0; }
-  .bp3-dark .bp3-control-group:not(.bp3-vertical) > .bp3-button + .bp3-button{
-    margin-left:1px; }
-  .bp3-control-group .bp3-popover-wrapper,
-  .bp3-control-group .bp3-popover-target{
-    border-radius:inherit; }
-  .bp3-control-group > :first-child{
-    border-radius:3px 0 0 3px; }
-  .bp3-control-group > :last-child{
-    border-radius:0 3px 3px 0;
-    margin-right:0; }
-  .bp3-control-group > :only-child{
-    border-radius:3px;
-    margin-right:0; }
-  .bp3-control-group .bp3-input-group .bp3-button{
-    border-radius:3px; }
-  .bp3-control-group .bp3-numeric-input:not(:first-child) .bp3-input-group{
-    border-bottom-left-radius:0;
-    border-top-left-radius:0; }
-  .bp3-control-group.bp3-fill{
-    width:100%; }
-  .bp3-control-group > .bp3-fill{
-    -webkit-box-flex:1;
-        -ms-flex:1 1 auto;
-            flex:1 1 auto; }
-  .bp3-control-group.bp3-fill > *:not(.bp3-fixed){
-    -webkit-box-flex:1;
-        -ms-flex:1 1 auto;
-            flex:1 1 auto; }
-  .bp3-control-group.bp3-vertical{
-    -webkit-box-orient:vertical;
-    -webkit-box-direction:normal;
-        -ms-flex-direction:column;
-            flex-direction:column; }
-    .bp3-control-group.bp3-vertical > *{
-      margin-top:-1px; }
-    .bp3-control-group.bp3-vertical > :first-child{
-      border-radius:3px 3px 0 0;
-      margin-top:0; }
-    .bp3-control-group.bp3-vertical > :last-child{
-      border-radius:0 0 3px 3px; }
-.bp3-control{
-  cursor:pointer;
-  display:block;
-  margin-bottom:10px;
-  position:relative;
-  text-transform:none; }
-  .bp3-control input:checked ~ .bp3-control-indicator{
-    background-color:#137cbd;
-    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
-    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
-    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
-            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
-    color:#ffffff; }
-  .bp3-control:hover input:checked ~ .bp3-control-indicator{
-    background-color:#106ba3;
-    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
-            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
-  .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{
-    background:#0e5a8a;
-    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
-            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
-  .bp3-control input:disabled:checked ~ .bp3-control-indicator{
-    background:rgba(19, 124, 189, 0.5);
-    -webkit-box-shadow:none;
-            box-shadow:none; }
-  .bp3-dark .bp3-control input:checked ~ .bp3-control-indicator{
-    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
-            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
-  .bp3-dark .bp3-control:hover input:checked ~ .bp3-control-indicator{
-    background-color:#106ba3;
-    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
-            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
-  .bp3-dark .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{
-    background-color:#0e5a8a;
-    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
-            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
-  .bp3-dark .bp3-control input:disabled:checked ~ .bp3-control-indicator{
-    background:rgba(14, 90, 138, 0.5);
-    -webkit-box-shadow:none;
-            box-shadow:none; }
-  .bp3-control:not(.bp3-align-right){
-    padding-left:26px; }
-    .bp3-control:not(.bp3-align-right) .bp3-control-indicator{
-      margin-left:-26px; }
-  .bp3-control.bp3-align-right{
-    padding-right:26px; }
-    .bp3-control.bp3-align-right .bp3-control-indicator{
-      margin-right:-26px; }
-  .bp3-control.bp3-disabled{
-    color:rgba(92, 112, 128, 0.6);
-    cursor:not-allowed; }
-  .bp3-control.bp3-inline{
-    display:inline-block;
-    margin-right:20px; }
-  .bp3-control input{
-    left:0;
-    opacity:0;
-    position:absolute;
-    top:0;
-    z-index:-1; }
-  .bp3-control .bp3-control-indicator{
-    background-clip:padding-box;
-    background-color:#f5f8fa;
-    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
-    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
-    border:none;
-    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
-            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
-    cursor:pointer;
-    display:inline-block;
-    font-size:16px;
-    height:1em;
-    margin-right:10px;
-    margin-top:-3px;
-    position:relative;
-    -webkit-user-select:none;
-       -moz-user-select:none;
-        -ms-user-select:none;
-            user-select:none;
-    vertical-align:middle;
-    width:1em; }
-    .bp3-control .bp3-control-indicator::before{
-      content:"";
-      display:block;
-      height:1em;
-      width:1em; }
-  .bp3-control:hover .bp3-control-indicator{
-    background-color:#ebf1f5; }
-  .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{
-    background:#d8e1e8;
-    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
-            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
-  .bp3-control input:disabled ~ .bp3-control-indicator{
-    background:rgba(206, 217, 224, 0.5);
-    -webkit-box-shadow:none;
-            box-shadow:none;
-    cursor:not-allowed; }
-  .bp3-control input:focus ~ .bp3-control-indicator{
-    outline:rgba(19, 124, 189, 0.6) auto 2px;
-    outline-offset:2px;
-    -moz-outline-radius:6px; }
-  .bp3-control.bp3-align-right .bp3-control-indicator{
-    float:right;
-    margin-left:10px;
-    margin-top:1px; }
-  .bp3-control.bp3-large{
-    font-size:16px; }
-    .bp3-control.bp3-large:not(.bp3-align-right){
-      padding-left:30px; }
-      .bp3-control.bp3-large:not(.bp3-align-right) .bp3-control-indicator{
-        margin-left:-30px; }
-    .bp3-control.bp3-large.bp3-align-right{
-      padding-right:30px; }
-      .bp3-control.bp3-large.bp3-align-right .bp3-control-indicator{
-        margin-right:-30px; }
-    .bp3-control.bp3-large .bp3-control-indicator{
-      font-size:20px; }
-    .bp3-control.bp3-large.bp3-align-right .bp3-control-indicator{
-      margin-top:0; }
-  .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator{
-    background-color:#137cbd;
-    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
-    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
-    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
-            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
-    color:#ffffff; }
-  .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{
-    background-color:#106ba3;
-    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
-            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
-  .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{
-    background:#0e5a8a;
-    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
-            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
-  .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{
-    background:rgba(19, 124, 189, 0.5);
-    -webkit-box-shadow:none;
-            box-shadow:none; }
-  .bp3-dark .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator{
-    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
-            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
-  .bp3-dark .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{
-    background-color:#106ba3;
-    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
-            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
-  .bp3-dark .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{
-    background-color:#0e5a8a;
-    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
-            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
-  .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{
-    background:rgba(14, 90, 138, 0.5);
-    -webkit-box-shadow:none;
-            box-shadow:none; }
-  .bp3-control.bp3-checkbox .bp3-control-indicator{
-    border-radius:3px; }
-  .bp3-control.bp3-checkbox input:checked ~ .bp3-control-indicator::before{
-    background-image:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M12 5c-.28 0-.53.11-.71.29L7 9.59l-2.29-2.3a1.003 1.003 0 00-1.42 1.42l3 3c.18.18.43.29.71.29s.53-.11.71-.29l5-5A1.003 1.003 0 0012 5z' fill='white'/%3e%3c/svg%3e"); }
-  .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator::before{
-    background-image:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M11 7H5c-.55 0-1 .45-1 1s.45 1 1 1h6c.55 0 1-.45 1-1s-.45-1-1-1z' fill='white'/%3e%3c/svg%3e"); }
-  .bp3-control.bp3-radio .bp3-control-indicator{
-    border-radius:50%; }
-  .bp3-control.bp3-radio input:checked ~ .bp3-control-indicator::before{
-    background-image:radial-gradient(#ffffff, #ffffff 28%, transparent 32%); }
-  .bp3-control.bp3-radio input:checked:disabled ~ .bp3-control-indicator::before{
-    opacity:0.5; }
-  .bp3-control.bp3-radio input:focus ~ .bp3-control-indicator{
-    -moz-outline-radius:16px; }
-  .bp3-control.bp3-switch input ~ .bp3-control-indicator{
-    background:rgba(167, 182, 194, 0.5); }
-  .bp3-control.bp3-switch:hover input ~ .bp3-control-indicator{
-    background:rgba(115, 134, 148, 0.5); }
-  .bp3-control.bp3-switch input:not(:disabled):active ~ .bp3-control-indicator{
-    background:rgba(92, 112, 128, 0.5); }
-  .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator{
-    background:rgba(206, 217, 224, 0.5); }
-    .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator::before{
-      background:rgba(255, 255, 255, 0.8); }
-  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator{
-    background:#137cbd; }
-  .bp3-control.bp3-switch:hover input:checked ~ .bp3-control-indicator{
-    background:#106ba3; }
-  .bp3-control.bp3-switch input:checked:not(:disabled):active ~ .bp3-control-indicator{
-    background:#0e5a8a; }
-  .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator{
-    background:rgba(19, 124, 189, 0.5); }
-    .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator::before{
-      background:rgba(255, 255, 255, 0.8); }
-  .bp3-control.bp3-switch:not(.bp3-align-right){
-    padding-left:38px; }
-    .bp3-control.bp3-switch:not(.bp3-align-right) .bp3-control-indicator{
-      margin-left:-38px; }
-  .bp3-control.bp3-switch.bp3-align-right{
-    padding-right:38px; }
-    .bp3-control.bp3-switch.bp3-align-right .bp3-control-indicator{
-      margin-right:-38px; }
-  .bp3-control.bp3-switch .bp3-control-indicator{
-    border:none;
-    border-radius:1.75em;
-    -webkit-box-shadow:none !important;
-            box-shadow:none !important;
-    min-width:1.75em;
-    -webkit-transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
-    transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
-    width:auto; }
-    .bp3-control.bp3-switch .bp3-control-indicator::before{
-      background:#ffffff;
-      border-radius:50%;
-      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
-              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
-      height:calc(1em - 4px);
-      left:0;
-      margin:2px;
-      position:absolute;
-      -webkit-transition:left 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
-      transition:left 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
-      width:calc(1em - 4px); }
-  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator::before{
-    left:calc(100% - 1em); }
-  .bp3-control.bp3-switch.bp3-large:not(.bp3-align-right){
-    padding-left:45px; }
-    .bp3-control.bp3-switch.bp3-large:not(.bp3-align-right) .bp3-control-indicator{
-      margin-left:-45px; }
-  .bp3-control.bp3-switch.bp3-large.bp3-align-right{
-    padding-right:45px; }
-    .bp3-control.bp3-switch.bp3-large.bp3-align-right .bp3-control-indicator{
-      margin-right:-45px; }
-  .bp3-dark .bp3-control.bp3-switch input ~ .bp3-control-indicator{
-    background:rgba(16, 22, 26, 0.5); }
-  .bp3-dark .bp3-control.bp3-switch:hover input ~ .bp3-control-indicator{
-    background:rgba(16, 22, 26, 0.7); }
-  .bp3-dark .bp3-control.bp3-switch input:not(:disabled):active ~ .bp3-control-indicator{
-    background:rgba(16, 22, 26, 0.9); }
-  .bp3-dark .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator{
-    background:rgba(57, 75, 89, 0.5); }
-    .bp3-dark .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator::before{
-      background:rgba(16, 22, 26, 0.4); }
-  .bp3-dark .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator{
-    background:#137cbd; }
-  .bp3-dark .bp3-control.bp3-switch:hover input:checked ~ .bp3-control-indicator{
-    background:#106ba3; }
-  .bp3-dark .bp3-control.bp3-switch input:checked:not(:disabled):active ~ .bp3-control-indicator{
-    background:#0e5a8a; }
-  .bp3-dark .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator{
-    background:rgba(14, 90, 138, 0.5); }
-    .bp3-dark .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator::before{
-      background:rgba(16, 22, 26, 0.4); }
-  .bp3-dark .bp3-control.bp3-switch .bp3-control-indicator::before{
-    background:#394b59;
-    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
-            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
-  .bp3-dark .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator::before{
-    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
-            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
-  .bp3-control.bp3-switch .bp3-switch-inner-text{
-    font-size:0.7em;
-    text-align:center; }
-  .bp3-control.bp3-switch .bp3-control-indicator-child:first-child{
-    line-height:0;
-    margin-left:0.5em;
-    margin-right:1.2em;
-    visibility:hidden; }
-  .bp3-control.bp3-switch .bp3-control-indicator-child:last-child{
-    line-height:1em;
-    margin-left:1.2em;
-    margin-right:0.5em;
-    visibility:visible; }
-  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:first-child{
-    line-height:1em;
-    visibility:visible; }
-  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:last-child{
-    line-height:0;
-    visibility:hidden; }
-  .bp3-dark .bp3-control{
-    color:#f5f8fa; }
-    .bp3-dark .bp3-control.bp3-disabled{
-      color:rgba(167, 182, 194, 0.6); }
-    .bp3-dark .bp3-control .bp3-control-indicator{
-      background-color:#394b59;
-      background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
-      background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
-      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
-              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
-    .bp3-dark .bp3-control:hover .bp3-control-indicator{
-      background-color:#30404d; }
-    .bp3-dark .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{
-      background:#202b33;
-      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
-              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
-    .bp3-dark .bp3-control input:disabled ~ .bp3-control-indicator{
-      background:rgba(57, 75, 89, 0.5);
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      cursor:not-allowed; }
-    .bp3-dark .bp3-control.bp3-checkbox input:disabled:checked ~ .bp3-control-indicator, .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{
-      color:rgba(167, 182, 194, 0.6); }
-.bp3-file-input{
-  cursor:pointer;
-  display:inline-block;
-  height:30px;
-  position:relative; }
-  .bp3-file-input input{
-    margin:0;
-    min-width:200px;
-    opacity:0; }
-    .bp3-file-input input:disabled + .bp3-file-upload-input,
-    .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{
-      background:rgba(206, 217, 224, 0.5);
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:rgba(92, 112, 128, 0.6);
-      cursor:not-allowed;
-      resize:none; }
-      .bp3-file-input input:disabled + .bp3-file-upload-input::after,
-      .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{
-        background-color:rgba(206, 217, 224, 0.5);
-        background-image:none;
-        -webkit-box-shadow:none;
-                box-shadow:none;
-        color:rgba(92, 112, 128, 0.6);
-        cursor:not-allowed;
-        outline:none; }
-        .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active, .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active:hover,
-        .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active,
-        .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active:hover{
-          background:rgba(206, 217, 224, 0.7); }
-      .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input, .bp3-dark
-      .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{
-        background:rgba(57, 75, 89, 0.5);
-        -webkit-box-shadow:none;
-                box-shadow:none;
-        color:rgba(167, 182, 194, 0.6); }
-        .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input::after, .bp3-dark
-        .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{
-          background-color:rgba(57, 75, 89, 0.5);
-          background-image:none;
-          -webkit-box-shadow:none;
-                  box-shadow:none;
-          color:rgba(167, 182, 194, 0.6); }
-          .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active, .bp3-dark
-          .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active{
-            background:rgba(57, 75, 89, 0.7); }
-  .bp3-file-input.bp3-file-input-has-selection .bp3-file-upload-input{
-    color:#182026; }
-  .bp3-dark .bp3-file-input.bp3-file-input-has-selection .bp3-file-upload-input{
-    color:#f5f8fa; }
-  .bp3-file-input.bp3-fill{
-    width:100%; }
-  .bp3-file-input.bp3-large,
-  .bp3-large .bp3-file-input{
-    height:40px; }
-  .bp3-file-input .bp3-file-upload-input-custom-text::after{
-    content:attr(bp3-button-text); }
-
-.bp3-file-upload-input{
-  -webkit-appearance:none;
-     -moz-appearance:none;
-          appearance:none;
-  background:#ffffff;
-  border:none;
-  border-radius:3px;
-  -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-          box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-  color:#182026;
-  font-size:14px;
-  font-weight:400;
-  height:30px;
-  line-height:30px;
-  outline:none;
-  padding:0 10px;
-  -webkit-transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
-  transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
-  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
-  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
-  vertical-align:middle;
-  overflow:hidden;
-  text-overflow:ellipsis;
-  white-space:nowrap;
-  word-wrap:normal;
-  color:rgba(92, 112, 128, 0.6);
-  left:0;
-  padding-right:80px;
-  position:absolute;
-  right:0;
-  top:0;
-  -webkit-user-select:none;
-     -moz-user-select:none;
-      -ms-user-select:none;
-          user-select:none; }
-  .bp3-file-upload-input::-webkit-input-placeholder{
-    color:rgba(92, 112, 128, 0.6);
-    opacity:1; }
-  .bp3-file-upload-input::-moz-placeholder{
-    color:rgba(92, 112, 128, 0.6);
-    opacity:1; }
-  .bp3-file-upload-input:-ms-input-placeholder{
-    color:rgba(92, 112, 128, 0.6);
-    opacity:1; }
-  .bp3-file-upload-input::-ms-input-placeholder{
-    color:rgba(92, 112, 128, 0.6);
-    opacity:1; }
-  .bp3-file-upload-input::placeholder{
-    color:rgba(92, 112, 128, 0.6);
-    opacity:1; }
-  .bp3-file-upload-input:focus, .bp3-file-upload-input.bp3-active{
-    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
-  .bp3-file-upload-input[type="search"], .bp3-file-upload-input.bp3-round{
-    border-radius:30px;
-    -webkit-box-sizing:border-box;
-            box-sizing:border-box;
-    padding-left:10px; }
-  .bp3-file-upload-input[readonly]{
-    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
-            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15); }
-  .bp3-file-upload-input:disabled, .bp3-file-upload-input.bp3-disabled{
-    background:rgba(206, 217, 224, 0.5);
-    -webkit-box-shadow:none;
-            box-shadow:none;
-    color:rgba(92, 112, 128, 0.6);
-    cursor:not-allowed;
-    resize:none; }
-  .bp3-file-upload-input::after{
-    background-color:#f5f8fa;
-    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
-    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
-    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
-            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
-    color:#182026;
-    min-height:24px;
-    min-width:24px;
-    overflow:hidden;
-    text-overflow:ellipsis;
-    white-space:nowrap;
-    word-wrap:normal;
-    border-radius:3px;
-    content:"Browse";
-    line-height:24px;
-    margin:3px;
-    position:absolute;
-    right:0;
-    text-align:center;
-    top:0;
-    width:70px; }
-    .bp3-file-upload-input::after:hover{
-      background-clip:padding-box;
-      background-color:#ebf1f5;
-      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
-              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
-    .bp3-file-upload-input::after:active, .bp3-file-upload-input::after.bp3-active{
-      background-color:#d8e1e8;
-      background-image:none;
-      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
-              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
-    .bp3-file-upload-input::after:disabled, .bp3-file-upload-input::after.bp3-disabled{
-      background-color:rgba(206, 217, 224, 0.5);
-      background-image:none;
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:rgba(92, 112, 128, 0.6);
-      cursor:not-allowed;
-      outline:none; }
-      .bp3-file-upload-input::after:disabled.bp3-active, .bp3-file-upload-input::after:disabled.bp3-active:hover, .bp3-file-upload-input::after.bp3-disabled.bp3-active, .bp3-file-upload-input::after.bp3-disabled.bp3-active:hover{
-        background:rgba(206, 217, 224, 0.7); }
-  .bp3-file-upload-input:hover::after{
-    background-clip:padding-box;
-    background-color:#ebf1f5;
-    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
-            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
-  .bp3-file-upload-input:active::after{
-    background-color:#d8e1e8;
-    background-image:none;
-    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
-            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
-  .bp3-large .bp3-file-upload-input{
-    font-size:16px;
-    height:40px;
-    line-height:40px;
-    padding-right:95px; }
-    .bp3-large .bp3-file-upload-input[type="search"], .bp3-large .bp3-file-upload-input.bp3-round{
-      padding:0 15px; }
-    .bp3-large .bp3-file-upload-input::after{
-      min-height:30px;
-      min-width:30px;
-      line-height:30px;
-      margin:5px;
-      width:85px; }
-  .bp3-dark .bp3-file-upload-input{
-    background:rgba(16, 22, 26, 0.3);
-    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
-            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
-    color:#f5f8fa;
-    color:rgba(167, 182, 194, 0.6); }
-    .bp3-dark .bp3-file-upload-input::-webkit-input-placeholder{
-      color:rgba(167, 182, 194, 0.6); }
-    .bp3-dark .bp3-file-upload-input::-moz-placeholder{
-      color:rgba(167, 182, 194, 0.6); }
-    .bp3-dark .bp3-file-upload-input:-ms-input-placeholder{
-      color:rgba(167, 182, 194, 0.6); }
-    .bp3-dark .bp3-file-upload-input::-ms-input-placeholder{
-      color:rgba(167, 182, 194, 0.6); }
-    .bp3-dark .bp3-file-upload-input::placeholder{
-      color:rgba(167, 182, 194, 0.6); }
-    .bp3-dark .bp3-file-upload-input:focus{
-      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
-              box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
-    .bp3-dark .bp3-file-upload-input[readonly]{
-      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
-              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
-    .bp3-dark .bp3-file-upload-input:disabled, .bp3-dark .bp3-file-upload-input.bp3-disabled{
-      background:rgba(57, 75, 89, 0.5);
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:rgba(167, 182, 194, 0.6); }
-    .bp3-dark .bp3-file-upload-input::after{
-      background-color:#394b59;
-      background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
-      background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
-      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
-              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
-      color:#f5f8fa; }
-      .bp3-dark .bp3-file-upload-input::after:hover, .bp3-dark .bp3-file-upload-input::after:active, .bp3-dark .bp3-file-upload-input::after.bp3-active{
-        color:#f5f8fa; }
-      .bp3-dark .bp3-file-upload-input::after:hover{
-        background-color:#30404d;
-        -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
-                box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
-      .bp3-dark .bp3-file-upload-input::after:active, .bp3-dark .bp3-file-upload-input::after.bp3-active{
-        background-color:#202b33;
-        background-image:none;
-        -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
-                box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
-      .bp3-dark .bp3-file-upload-input::after:disabled, .bp3-dark .bp3-file-upload-input::after.bp3-disabled{
-        background-color:rgba(57, 75, 89, 0.5);
-        background-image:none;
-        -webkit-box-shadow:none;
-                box-shadow:none;
-        color:rgba(167, 182, 194, 0.6); }
-        .bp3-dark .bp3-file-upload-input::after:disabled.bp3-active, .bp3-dark .bp3-file-upload-input::after.bp3-disabled.bp3-active{
-          background:rgba(57, 75, 89, 0.7); }
-      .bp3-dark .bp3-file-upload-input::after .bp3-button-spinner .bp3-spinner-head{
-        background:rgba(16, 22, 26, 0.5);
-        stroke:#8a9ba8; }
-    .bp3-dark .bp3-file-upload-input:hover::after{
-      background-color:#30404d;
-      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
-              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
-    .bp3-dark .bp3-file-upload-input:active::after{
-      background-color:#202b33;
-      background-image:none;
-      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
-              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
-.bp3-file-upload-input::after{
-  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
-          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
-.bp3-form-group{
-  display:-webkit-box;
-  display:-ms-flexbox;
-  display:flex;
-  -webkit-box-orient:vertical;
-  -webkit-box-direction:normal;
-      -ms-flex-direction:column;
-          flex-direction:column;
-  margin:0 0 15px; }
-  .bp3-form-group label.bp3-label{
-    margin-bottom:5px; }
-  .bp3-form-group .bp3-control{
-    margin-top:7px; }
-  .bp3-form-group .bp3-form-helper-text{
-    color:#5c7080;
-    font-size:12px;
-    margin-top:5px; }
-  .bp3-form-group.bp3-intent-primary .bp3-form-helper-text{
-    color:#106ba3; }
-  .bp3-form-group.bp3-intent-success .bp3-form-helper-text{
-    color:#0d8050; }
-  .bp3-form-group.bp3-intent-warning .bp3-form-helper-text{
-    color:#bf7326; }
-  .bp3-form-group.bp3-intent-danger .bp3-form-helper-text{
-    color:#c23030; }
-  .bp3-form-group.bp3-inline{
-    -webkit-box-align:start;
-        -ms-flex-align:start;
-            align-items:flex-start;
-    -webkit-box-orient:horizontal;
-    -webkit-box-direction:normal;
-        -ms-flex-direction:row;
-            flex-direction:row; }
-    .bp3-form-group.bp3-inline.bp3-large label.bp3-label{
-      line-height:40px;
-      margin:0 10px 0 0; }
-    .bp3-form-group.bp3-inline label.bp3-label{
-      line-height:30px;
-      margin:0 10px 0 0; }
-  .bp3-form-group.bp3-disabled .bp3-label,
-  .bp3-form-group.bp3-disabled .bp3-text-muted,
-  .bp3-form-group.bp3-disabled .bp3-form-helper-text{
-    color:rgba(92, 112, 128, 0.6) !important; }
-  .bp3-dark .bp3-form-group.bp3-intent-primary .bp3-form-helper-text{
-    color:#48aff0; }
-  .bp3-dark .bp3-form-group.bp3-intent-success .bp3-form-helper-text{
-    color:#3dcc91; }
-  .bp3-dark .bp3-form-group.bp3-intent-warning .bp3-form-helper-text{
-    color:#ffb366; }
-  .bp3-dark .bp3-form-group.bp3-intent-danger .bp3-form-helper-text{
-    color:#ff7373; }
-  .bp3-dark .bp3-form-group .bp3-form-helper-text{
-    color:#a7b6c2; }
-  .bp3-dark .bp3-form-group.bp3-disabled .bp3-label,
-  .bp3-dark .bp3-form-group.bp3-disabled .bp3-text-muted,
-  .bp3-dark .bp3-form-group.bp3-disabled .bp3-form-helper-text{
-    color:rgba(167, 182, 194, 0.6) !important; }
-.bp3-input-group{
-  display:block;
-  position:relative; }
-  .bp3-input-group .bp3-input{
-    position:relative;
-    width:100%; }
-    .bp3-input-group .bp3-input:not(:first-child){
-      padding-left:30px; }
-    .bp3-input-group .bp3-input:not(:last-child){
-      padding-right:30px; }
-  .bp3-input-group .bp3-input-action,
-  .bp3-input-group > .bp3-input-left-container,
-  .bp3-input-group > .bp3-button,
-  .bp3-input-group > .bp3-icon{
-    position:absolute;
-    top:0; }
-    .bp3-input-group .bp3-input-action:first-child,
-    .bp3-input-group > .bp3-input-left-container:first-child,
-    .bp3-input-group > .bp3-button:first-child,
-    .bp3-input-group > .bp3-icon:first-child{
-      left:0; }
-    .bp3-input-group .bp3-input-action:last-child,
-    .bp3-input-group > .bp3-input-left-container:last-child,
-    .bp3-input-group > .bp3-button:last-child,
-    .bp3-input-group > .bp3-icon:last-child{
-      right:0; }
-  .bp3-input-group .bp3-button{
-    min-height:24px;
-    min-width:24px;
-    margin:3px;
-    padding:0 7px; }
-    .bp3-input-group .bp3-button:empty{
-      padding:0; }
-  .bp3-input-group > .bp3-input-left-container,
-  .bp3-input-group > .bp3-icon{
-    z-index:1; }
-  .bp3-input-group > .bp3-input-left-container > .bp3-icon,
-  .bp3-input-group > .bp3-icon{
-    color:#5c7080; }
-    .bp3-input-group > .bp3-input-left-container > .bp3-icon:empty,
-    .bp3-input-group > .bp3-icon:empty{
-      font-family:"Icons16", sans-serif;
-      font-size:16px;
-      font-style:normal;
-      font-weight:400;
-      line-height:1;
-      -moz-osx-font-smoothing:grayscale;
-      -webkit-font-smoothing:antialiased; }
-  .bp3-input-group > .bp3-input-left-container > .bp3-icon,
-  .bp3-input-group > .bp3-icon,
-  .bp3-input-group .bp3-input-action > .bp3-spinner{
-    margin:7px; }
-  .bp3-input-group .bp3-tag{
-    margin:5px; }
-  .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus),
-  .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus){
-    color:#5c7080; }
-    .bp3-dark .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus), .bp3-dark
-    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus){
-      color:#a7b6c2; }
-    .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-standard, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-large,
-    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon,
-    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-standard,
-    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-large{
-      color:#5c7080; }
-  .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled,
-  .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled{
-    color:rgba(92, 112, 128, 0.6) !important; }
-    .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon-standard, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon-large,
-    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon,
-    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon-standard,
-    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon-large{
-      color:rgba(92, 112, 128, 0.6) !important; }
-  .bp3-input-group.bp3-disabled{
-    cursor:not-allowed; }
-    .bp3-input-group.bp3-disabled .bp3-icon{
-      color:rgba(92, 112, 128, 0.6); }
-  .bp3-input-group.bp3-large .bp3-button{
-    min-height:30px;
-    min-width:30px;
-    margin:5px; }
-  .bp3-input-group.bp3-large > .bp3-input-left-container > .bp3-icon,
-  .bp3-input-group.bp3-large > .bp3-icon,
-  .bp3-input-group.bp3-large .bp3-input-action > .bp3-spinner{
-    margin:12px; }
-  .bp3-input-group.bp3-large .bp3-input{
-    font-size:16px;
-    height:40px;
-    line-height:40px; }
-    .bp3-input-group.bp3-large .bp3-input[type="search"], .bp3-input-group.bp3-large .bp3-input.bp3-round{
-      padding:0 15px; }
-    .bp3-input-group.bp3-large .bp3-input:not(:first-child){
-      padding-left:40px; }
-    .bp3-input-group.bp3-large .bp3-input:not(:last-child){
-      padding-right:40px; }
-  .bp3-input-group.bp3-small .bp3-button{
-    min-height:20px;
-    min-width:20px;
-    margin:2px; }
-  .bp3-input-group.bp3-small .bp3-tag{
-    min-height:20px;
-    min-width:20px;
-    margin:2px; }
-  .bp3-input-group.bp3-small > .bp3-input-left-container > .bp3-icon,
-  .bp3-input-group.bp3-small > .bp3-icon,
-  .bp3-input-group.bp3-small .bp3-input-action > .bp3-spinner{
-    margin:4px; }
-  .bp3-input-group.bp3-small .bp3-input{
-    font-size:12px;
-    height:24px;
-    line-height:24px;
-    padding-left:8px;
-    padding-right:8px; }
-    .bp3-input-group.bp3-small .bp3-input[type="search"], .bp3-input-group.bp3-small .bp3-input.bp3-round{
-      padding:0 12px; }
-    .bp3-input-group.bp3-small .bp3-input:not(:first-child){
-      padding-left:24px; }
-    .bp3-input-group.bp3-small .bp3-input:not(:last-child){
-      padding-right:24px; }
-  .bp3-input-group.bp3-fill{
-    -webkit-box-flex:1;
-        -ms-flex:1 1 auto;
-            flex:1 1 auto;
-    width:100%; }
-  .bp3-input-group.bp3-round .bp3-button,
-  .bp3-input-group.bp3-round .bp3-input,
-  .bp3-input-group.bp3-round .bp3-tag{
-    border-radius:30px; }
-  .bp3-dark .bp3-input-group .bp3-icon{
-    color:#a7b6c2; }
-  .bp3-dark .bp3-input-group.bp3-disabled .bp3-icon{
-    color:rgba(167, 182, 194, 0.6); }
-  .bp3-input-group.bp3-intent-primary .bp3-input{
-    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
-    .bp3-input-group.bp3-intent-primary .bp3-input:focus{
-      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-              box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
-    .bp3-input-group.bp3-intent-primary .bp3-input[readonly]{
-      -webkit-box-shadow:inset 0 0 0 1px #137cbd;
-              box-shadow:inset 0 0 0 1px #137cbd; }
-    .bp3-input-group.bp3-intent-primary .bp3-input:disabled, .bp3-input-group.bp3-intent-primary .bp3-input.bp3-disabled{
-      -webkit-box-shadow:none;
-              box-shadow:none; }
-  .bp3-input-group.bp3-intent-primary > .bp3-icon{
-    color:#106ba3; }
-    .bp3-dark .bp3-input-group.bp3-intent-primary > .bp3-icon{
-      color:#48aff0; }
-  .bp3-input-group.bp3-intent-success .bp3-input{
-    -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-            box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
-    .bp3-input-group.bp3-intent-success .bp3-input:focus{
-      -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-              box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
-    .bp3-input-group.bp3-intent-success .bp3-input[readonly]{
-      -webkit-box-shadow:inset 0 0 0 1px #0f9960;
-              box-shadow:inset 0 0 0 1px #0f9960; }
-    .bp3-input-group.bp3-intent-success .bp3-input:disabled, .bp3-input-group.bp3-intent-success .bp3-input.bp3-disabled{
-      -webkit-box-shadow:none;
-              box-shadow:none; }
-  .bp3-input-group.bp3-intent-success > .bp3-icon{
-    color:#0d8050; }
-    .bp3-dark .bp3-input-group.bp3-intent-success > .bp3-icon{
-      color:#3dcc91; }
-  .bp3-input-group.bp3-intent-warning .bp3-input{
-    -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-            box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
-    .bp3-input-group.bp3-intent-warning .bp3-input:focus{
-      -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-              box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
-    .bp3-input-group.bp3-intent-warning .bp3-input[readonly]{
-      -webkit-box-shadow:inset 0 0 0 1px #d9822b;
-              box-shadow:inset 0 0 0 1px #d9822b; }
-    .bp3-input-group.bp3-intent-warning .bp3-input:disabled, .bp3-input-group.bp3-intent-warning .bp3-input.bp3-disabled{
-      -webkit-box-shadow:none;
-              box-shadow:none; }
-  .bp3-input-group.bp3-intent-warning > .bp3-icon{
-    color:#bf7326; }
-    .bp3-dark .bp3-input-group.bp3-intent-warning > .bp3-icon{
-      color:#ffb366; }
-  .bp3-input-group.bp3-intent-danger .bp3-input{
-    -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-            box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
-    .bp3-input-group.bp3-intent-danger .bp3-input:focus{
-      -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-              box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
-    .bp3-input-group.bp3-intent-danger .bp3-input[readonly]{
-      -webkit-box-shadow:inset 0 0 0 1px #db3737;
-              box-shadow:inset 0 0 0 1px #db3737; }
-    .bp3-input-group.bp3-intent-danger .bp3-input:disabled, .bp3-input-group.bp3-intent-danger .bp3-input.bp3-disabled{
-      -webkit-box-shadow:none;
-              box-shadow:none; }
-  .bp3-input-group.bp3-intent-danger > .bp3-icon{
-    color:#c23030; }
-    .bp3-dark .bp3-input-group.bp3-intent-danger > .bp3-icon{
-      color:#ff7373; }
-.bp3-input{
-  -webkit-appearance:none;
-     -moz-appearance:none;
-          appearance:none;
-  background:#ffffff;
-  border:none;
-  border-radius:3px;
-  -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-          box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-  color:#182026;
-  font-size:14px;
-  font-weight:400;
-  height:30px;
-  line-height:30px;
-  outline:none;
-  padding:0 10px;
-  -webkit-transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
-  transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
-  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
-  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
-  vertical-align:middle; }
-  .bp3-input::-webkit-input-placeholder{
-    color:rgba(92, 112, 128, 0.6);
-    opacity:1; }
-  .bp3-input::-moz-placeholder{
-    color:rgba(92, 112, 128, 0.6);
-    opacity:1; }
-  .bp3-input:-ms-input-placeholder{
-    color:rgba(92, 112, 128, 0.6);
-    opacity:1; }
-  .bp3-input::-ms-input-placeholder{
-    color:rgba(92, 112, 128, 0.6);
-    opacity:1; }
-  .bp3-input::placeholder{
-    color:rgba(92, 112, 128, 0.6);
-    opacity:1; }
-  .bp3-input:focus, .bp3-input.bp3-active{
-    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
-  .bp3-input[type="search"], .bp3-input.bp3-round{
-    border-radius:30px;
-    -webkit-box-sizing:border-box;
-            box-sizing:border-box;
-    padding-left:10px; }
-  .bp3-input[readonly]{
-    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
-            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15); }
-  .bp3-input:disabled, .bp3-input.bp3-disabled{
-    background:rgba(206, 217, 224, 0.5);
-    -webkit-box-shadow:none;
-            box-shadow:none;
-    color:rgba(92, 112, 128, 0.6);
-    cursor:not-allowed;
-    resize:none; }
-  .bp3-input.bp3-large{
-    font-size:16px;
-    height:40px;
-    line-height:40px; }
-    .bp3-input.bp3-large[type="search"], .bp3-input.bp3-large.bp3-round{
-      padding:0 15px; }
-  .bp3-input.bp3-small{
-    font-size:12px;
-    height:24px;
-    line-height:24px;
-    padding-left:8px;
-    padding-right:8px; }
-    .bp3-input.bp3-small[type="search"], .bp3-input.bp3-small.bp3-round{
-      padding:0 12px; }
-  .bp3-input.bp3-fill{
-    -webkit-box-flex:1;
-        -ms-flex:1 1 auto;
-            flex:1 1 auto;
-    width:100%; }
-  .bp3-dark .bp3-input{
-    background:rgba(16, 22, 26, 0.3);
-    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
-            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
-    color:#f5f8fa; }
-    .bp3-dark .bp3-input::-webkit-input-placeholder{
-      color:rgba(167, 182, 194, 0.6); }
-    .bp3-dark .bp3-input::-moz-placeholder{
-      color:rgba(167, 182, 194, 0.6); }
-    .bp3-dark .bp3-input:-ms-input-placeholder{
-      color:rgba(167, 182, 194, 0.6); }
-    .bp3-dark .bp3-input::-ms-input-placeholder{
-      color:rgba(167, 182, 194, 0.6); }
-    .bp3-dark .bp3-input::placeholder{
-      color:rgba(167, 182, 194, 0.6); }
-    .bp3-dark .bp3-input:focus{
-      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
-              box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
-    .bp3-dark .bp3-input[readonly]{
-      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
-              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
-    .bp3-dark .bp3-input:disabled, .bp3-dark .bp3-input.bp3-disabled{
-      background:rgba(57, 75, 89, 0.5);
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:rgba(167, 182, 194, 0.6); }
-  .bp3-input.bp3-intent-primary{
-    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
-    .bp3-input.bp3-intent-primary:focus{
-      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-              box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
-    .bp3-input.bp3-intent-primary[readonly]{
-      -webkit-box-shadow:inset 0 0 0 1px #137cbd;
-              box-shadow:inset 0 0 0 1px #137cbd; }
-    .bp3-input.bp3-intent-primary:disabled, .bp3-input.bp3-intent-primary.bp3-disabled{
-      -webkit-box-shadow:none;
-              box-shadow:none; }
-    .bp3-dark .bp3-input.bp3-intent-primary{
-      -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
-              box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
-      .bp3-dark .bp3-input.bp3-intent-primary:focus{
-        -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
-                box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
-      .bp3-dark .bp3-input.bp3-intent-primary[readonly]{
-        -webkit-box-shadow:inset 0 0 0 1px #137cbd;
-                box-shadow:inset 0 0 0 1px #137cbd; }
-      .bp3-dark .bp3-input.bp3-intent-primary:disabled, .bp3-dark .bp3-input.bp3-intent-primary.bp3-disabled{
-        -webkit-box-shadow:none;
-                box-shadow:none; }
-  .bp3-input.bp3-intent-success{
-    -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-            box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
-    .bp3-input.bp3-intent-success:focus{
-      -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-              box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
-    .bp3-input.bp3-intent-success[readonly]{
-      -webkit-box-shadow:inset 0 0 0 1px #0f9960;
-              box-shadow:inset 0 0 0 1px #0f9960; }
-    .bp3-input.bp3-intent-success:disabled, .bp3-input.bp3-intent-success.bp3-disabled{
-      -webkit-box-shadow:none;
-              box-shadow:none; }
-    .bp3-dark .bp3-input.bp3-intent-success{
-      -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
-              box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
-      .bp3-dark .bp3-input.bp3-intent-success:focus{
-        -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
-                box-shadow:0 0 0 1px #0f9960, 0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
-      .bp3-dark .bp3-input.bp3-intent-success[readonly]{
-        -webkit-box-shadow:inset 0 0 0 1px #0f9960;
-                box-shadow:inset 0 0 0 1px #0f9960; }
-      .bp3-dark .bp3-input.bp3-intent-success:disabled, .bp3-dark .bp3-input.bp3-intent-success.bp3-disabled{
-        -webkit-box-shadow:none;
-                box-shadow:none; }
-  .bp3-input.bp3-intent-warning{
-    -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-            box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
-    .bp3-input.bp3-intent-warning:focus{
-      -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-              box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
-    .bp3-input.bp3-intent-warning[readonly]{
-      -webkit-box-shadow:inset 0 0 0 1px #d9822b;
-              box-shadow:inset 0 0 0 1px #d9822b; }
-    .bp3-input.bp3-intent-warning:disabled, .bp3-input.bp3-intent-warning.bp3-disabled{
-      -webkit-box-shadow:none;
-              box-shadow:none; }
-    .bp3-dark .bp3-input.bp3-intent-warning{
-      -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
-              box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
-      .bp3-dark .bp3-input.bp3-intent-warning:focus{
-        -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
-                box-shadow:0 0 0 1px #d9822b, 0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
-      .bp3-dark .bp3-input.bp3-intent-warning[readonly]{
-        -webkit-box-shadow:inset 0 0 0 1px #d9822b;
-                box-shadow:inset 0 0 0 1px #d9822b; }
-      .bp3-dark .bp3-input.bp3-intent-warning:disabled, .bp3-dark .bp3-input.bp3-intent-warning.bp3-disabled{
-        -webkit-box-shadow:none;
-                box-shadow:none; }
-  .bp3-input.bp3-intent-danger{
-    -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-            box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
-    .bp3-input.bp3-intent-danger:focus{
-      -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
-              box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
-    .bp3-input.bp3-intent-danger[readonly]{
-      -webkit-box-shadow:inset 0 0 0 1px #db3737;
-              box-shadow:inset 0 0 0 1px #db3737; }
-    .bp3-input.bp3-intent-danger:disabled, .bp3-input.bp3-intent-danger.bp3-disabled{
-      -webkit-box-shadow:none;
-              box-shadow:none; }
-    .bp3-dark .bp3-input.bp3-intent-danger{
-      -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
-              box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
-      .bp3-dark .bp3-input.bp3-intent-danger:focus{
-        -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
-                box-shadow:0 0 0 1px #db3737, 0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
-      .bp3-dark .bp3-input.bp3-intent-danger[readonly]{
-        -webkit-box-shadow:inset 0 0 0 1px #db3737;
-                box-shadow:inset 0 0 0 1px #db3737; }
-      .bp3-dark .bp3-input.bp3-intent-danger:disabled, .bp3-dark .bp3-input.bp3-intent-danger.bp3-disabled{
-        -webkit-box-shadow:none;
-                box-shadow:none; }
-  .bp3-input::-ms-clear{
-    display:none; }
-textarea.bp3-input{
-  max-width:100%;
-  padding:10px; }
-  textarea.bp3-input, textarea.bp3-input.bp3-large, textarea.bp3-input.bp3-small{
-    height:auto;
-    line-height:inherit; }
-  textarea.bp3-input.bp3-small{
-    padding:8px; }
-  .bp3-dark textarea.bp3-input{
-    background:rgba(16, 22, 26, 0.3);
-    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
-            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
-    color:#f5f8fa; }
-    .bp3-dark textarea.bp3-input::-webkit-input-placeholder{
-      color:rgba(167, 182, 194, 0.6); }
-    .bp3-dark textarea.bp3-input::-moz-placeholder{
-      color:rgba(167, 182, 194, 0.6); }
-    .bp3-dark textarea.bp3-input:-ms-input-placeholder{
-      color:rgba(167, 182, 194, 0.6); }
-    .bp3-dark textarea.bp3-input::-ms-input-placeholder{
-      color:rgba(167, 182, 194, 0.6); }
-    .bp3-dark textarea.bp3-input::placeholder{
-      color:rgba(167, 182, 194, 0.6); }
-    .bp3-dark textarea.bp3-input:focus{
-      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
-              box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
-    .bp3-dark textarea.bp3-input[readonly]{
-      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
-              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
-    .bp3-dark textarea.bp3-input:disabled, .bp3-dark textarea.bp3-input.bp3-disabled{
-      background:rgba(57, 75, 89, 0.5);
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:rgba(167, 182, 194, 0.6); }
-label.bp3-label{
-  display:block;
-  margin-bottom:15px;
-  margin-top:0; }
-  label.bp3-label .bp3-html-select,
-  label.bp3-label .bp3-input,
-  label.bp3-label .bp3-select,
-  label.bp3-label .bp3-slider,
-  label.bp3-label .bp3-popover-wrapper{
-    display:block;
-    margin-top:5px;
-    text-transform:none; }
-  label.bp3-label .bp3-button-group{
-    margin-top:5px; }
-  label.bp3-label .bp3-select select,
-  label.bp3-label .bp3-html-select select{
-    font-weight:400;
-    vertical-align:top;
-    width:100%; }
-  label.bp3-label.bp3-disabled,
-  label.bp3-label.bp3-disabled .bp3-text-muted{
-    color:rgba(92, 112, 128, 0.6); }
-  label.bp3-label.bp3-inline{
-    line-height:30px; }
-    label.bp3-label.bp3-inline .bp3-html-select,
-    label.bp3-label.bp3-inline .bp3-input,
-    label.bp3-label.bp3-inline .bp3-input-group,
-    label.bp3-label.bp3-inline .bp3-select,
-    label.bp3-label.bp3-inline .bp3-popover-wrapper{
-      display:inline-block;
-      margin:0 0 0 5px;
-      vertical-align:top; }
-    label.bp3-label.bp3-inline .bp3-button-group{
-      margin:0 0 0 5px; }
-    label.bp3-label.bp3-inline .bp3-input-group .bp3-input{
-      margin-left:0; }
-    label.bp3-label.bp3-inline.bp3-large{
-      line-height:40px; }
-  label.bp3-label:not(.bp3-inline) .bp3-popover-target{
-    display:block; }
-  .bp3-dark label.bp3-label{
-    color:#f5f8fa; }
-    .bp3-dark label.bp3-label.bp3-disabled,
-    .bp3-dark label.bp3-label.bp3-disabled .bp3-text-muted{
-      color:rgba(167, 182, 194, 0.6); }
-.bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button{
-  -webkit-box-flex:1;
-      -ms-flex:1 1 14px;
-          flex:1 1 14px;
-  min-height:0;
-  padding:0;
-  width:30px; }
-  .bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button:first-child{
-    border-radius:0 3px 0 0; }
-  .bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button:last-child{
-    border-radius:0 0 3px 0; }
-
-.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:first-child{
-  border-radius:3px 0 0 0; }
-
-.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:last-child{
-  border-radius:0 0 0 3px; }
-
-.bp3-numeric-input.bp3-large .bp3-button-group.bp3-vertical > .bp3-button{
-  width:40px; }
-
-form{
-  display:block; }
-.bp3-html-select select,
-.bp3-select select{
-  display:-webkit-inline-box;
-  display:-ms-inline-flexbox;
-  display:inline-flex;
-  -webkit-box-orient:horizontal;
-  -webkit-box-direction:normal;
-      -ms-flex-direction:row;
-          flex-direction:row;
-  -webkit-box-align:center;
-      -ms-flex-align:center;
-          align-items:center;
-  border:none;
-  border-radius:3px;
-  cursor:pointer;
-  font-size:14px;
-  -webkit-box-pack:center;
-      -ms-flex-pack:center;
-          justify-content:center;
-  padding:5px 10px;
-  text-align:left;
-  vertical-align:middle;
-  background-color:#f5f8fa;
-  background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
-  background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
-  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
-          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
-  color:#182026;
-  -moz-appearance:none;
-  -webkit-appearance:none;
-  border-radius:3px;
-  height:30px;
-  padding:0 25px 0 10px;
-  width:100%; }
-  .bp3-html-select select > *, .bp3-select select > *{
-    -webkit-box-flex:0;
-        -ms-flex-positive:0;
-            flex-grow:0;
-    -ms-flex-negative:0;
-        flex-shrink:0; }
-  .bp3-html-select select > .bp3-fill, .bp3-select select > .bp3-fill{
-    -webkit-box-flex:1;
-        -ms-flex-positive:1;
-            flex-grow:1;
-    -ms-flex-negative:1;
-        flex-shrink:1; }
-  .bp3-html-select select::before,
-  .bp3-select select::before, .bp3-html-select select > *, .bp3-select select > *{
-    margin-right:7px; }
-  .bp3-html-select select:empty::before,
-  .bp3-select select:empty::before,
-  .bp3-html-select select > :last-child,
-  .bp3-select select > :last-child{
-    margin-right:0; }
-  .bp3-html-select select:hover,
-  .bp3-select select:hover{
-    background-clip:padding-box;
-    background-color:#ebf1f5;
-    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
-            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
-  .bp3-html-select select:active,
-  .bp3-select select:active, .bp3-html-select select.bp3-active,
-  .bp3-select select.bp3-active{
-    background-color:#d8e1e8;
-    background-image:none;
-    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
-            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
-  .bp3-html-select select:disabled,
-  .bp3-select select:disabled, .bp3-html-select select.bp3-disabled,
-  .bp3-select select.bp3-disabled{
-    background-color:rgba(206, 217, 224, 0.5);
-    background-image:none;
-    -webkit-box-shadow:none;
-            box-shadow:none;
-    color:rgba(92, 112, 128, 0.6);
-    cursor:not-allowed;
-    outline:none; }
-    .bp3-html-select select:disabled.bp3-active,
-    .bp3-select select:disabled.bp3-active, .bp3-html-select select:disabled.bp3-active:hover,
-    .bp3-select select:disabled.bp3-active:hover, .bp3-html-select select.bp3-disabled.bp3-active,
-    .bp3-select select.bp3-disabled.bp3-active, .bp3-html-select select.bp3-disabled.bp3-active:hover,
-    .bp3-select select.bp3-disabled.bp3-active:hover{
-      background:rgba(206, 217, 224, 0.7); }
-
-.bp3-html-select.bp3-minimal select,
-.bp3-select.bp3-minimal select{
-  background:none;
-  -webkit-box-shadow:none;
-          box-shadow:none; }
-  .bp3-html-select.bp3-minimal select:hover,
-  .bp3-select.bp3-minimal select:hover{
-    background:rgba(167, 182, 194, 0.3);
-    -webkit-box-shadow:none;
-            box-shadow:none;
-    color:#182026;
-    text-decoration:none; }
-  .bp3-html-select.bp3-minimal select:active,
-  .bp3-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal select.bp3-active,
-  .bp3-select.bp3-minimal select.bp3-active{
-    background:rgba(115, 134, 148, 0.3);
-    -webkit-box-shadow:none;
-            box-shadow:none;
-    color:#182026; }
-  .bp3-html-select.bp3-minimal select:disabled,
-  .bp3-select.bp3-minimal select:disabled, .bp3-html-select.bp3-minimal select:disabled:hover,
-  .bp3-select.bp3-minimal select:disabled:hover, .bp3-html-select.bp3-minimal select.bp3-disabled,
-  .bp3-select.bp3-minimal select.bp3-disabled, .bp3-html-select.bp3-minimal select.bp3-disabled:hover,
-  .bp3-select.bp3-minimal select.bp3-disabled:hover{
-    background:none;
-    color:rgba(92, 112, 128, 0.6);
-    cursor:not-allowed; }
-    .bp3-html-select.bp3-minimal select:disabled.bp3-active,
-    .bp3-select.bp3-minimal select:disabled.bp3-active, .bp3-html-select.bp3-minimal select:disabled:hover.bp3-active,
-    .bp3-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-html-select.bp3-minimal select.bp3-disabled.bp3-active,
-    .bp3-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-disabled:hover.bp3-active,
-    .bp3-select.bp3-minimal select.bp3-disabled:hover.bp3-active{
-      background:rgba(115, 134, 148, 0.3); }
-  .bp3-dark .bp3-html-select.bp3-minimal select, .bp3-html-select.bp3-minimal .bp3-dark select,
-  .bp3-dark .bp3-select.bp3-minimal select, .bp3-select.bp3-minimal .bp3-dark select{
-    background:none;
-    -webkit-box-shadow:none;
-            box-shadow:none;
-    color:inherit; }
-    .bp3-dark .bp3-html-select.bp3-minimal select:hover, .bp3-html-select.bp3-minimal .bp3-dark select:hover,
-    .bp3-dark .bp3-select.bp3-minimal select:hover, .bp3-select.bp3-minimal .bp3-dark select:hover, .bp3-dark .bp3-html-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal .bp3-dark select:active,
-    .bp3-dark .bp3-select.bp3-minimal select:active, .bp3-select.bp3-minimal .bp3-dark select:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-active,
-    .bp3-dark .bp3-select.bp3-minimal select.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-active{
-      background:none;
-      -webkit-box-shadow:none;
-              box-shadow:none; }
-    .bp3-dark .bp3-html-select.bp3-minimal select:hover, .bp3-html-select.bp3-minimal .bp3-dark select:hover,
-    .bp3-dark .bp3-select.bp3-minimal select:hover, .bp3-select.bp3-minimal .bp3-dark select:hover{
-      background:rgba(138, 155, 168, 0.15); }
-    .bp3-dark .bp3-html-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal .bp3-dark select:active,
-    .bp3-dark .bp3-select.bp3-minimal select:active, .bp3-select.bp3-minimal .bp3-dark select:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-active,
-    .bp3-dark .bp3-select.bp3-minimal select.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-active{
-      background:rgba(138, 155, 168, 0.3);
-      color:#f5f8fa; }
-    .bp3-dark .bp3-html-select.bp3-minimal select:disabled, .bp3-html-select.bp3-minimal .bp3-dark select:disabled,
-    .bp3-dark .bp3-select.bp3-minimal select:disabled, .bp3-select.bp3-minimal .bp3-dark select:disabled, .bp3-dark .bp3-html-select.bp3-minimal select:disabled:hover, .bp3-html-select.bp3-minimal .bp3-dark select:disabled:hover,
-    .bp3-dark .bp3-select.bp3-minimal select:disabled:hover, .bp3-select.bp3-minimal .bp3-dark select:disabled:hover, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled,
-    .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled:hover,
-    .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled:hover{
-      background:none;
-      color:rgba(167, 182, 194, 0.6);
-      cursor:not-allowed; }
-      .bp3-dark .bp3-html-select.bp3-minimal select:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select:disabled.bp3-active,
-      .bp3-dark .bp3-select.bp3-minimal select:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select:disabled:hover.bp3-active,
-      .bp3-dark .bp3-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-select.bp3-minimal .bp3-dark select:disabled:hover.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled.bp3-active,
-      .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled:hover.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled:hover.bp3-active,
-      .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled:hover.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled:hover.bp3-active{
-        background:rgba(138, 155, 168, 0.3); }
-  .bp3-html-select.bp3-minimal select.bp3-intent-primary,
-  .bp3-select.bp3-minimal select.bp3-intent-primary{
-    color:#106ba3; }
-    .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover,
-    .bp3-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-html-select.bp3-minimal select.bp3-intent-primary:active,
-    .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active,
-    .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active{
-      background:none;
-      -webkit-box-shadow:none;
-              box-shadow:none;
-      color:#106ba3; }
-    .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover,
-    .bp3-select.bp3-minimal select.bp3-intent-primary:hover{
-      background:rgba(19, 124, 189, 0.15);
-      color:#106ba3; }
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-      color:#bf7326; }
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-        color:#ff7373; }
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-
-.bp3-html-select.bp3-large select,
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-  padding-right:35px; }
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-.bp3-dark .bp3-html-select select, .bp3-dark .bp3-select select{
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-  color:#f5f8fa; }
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-    color:#f5f8fa; }
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-    background-color:#30404d;
-    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
-            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
-  .bp3-dark .bp3-html-select select:active, .bp3-dark .bp3-select select:active, .bp3-dark .bp3-html-select select.bp3-active, .bp3-dark .bp3-select select.bp3-active{
-    background-color:#202b33;
-    background-image:none;
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-  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon, .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon-standard, .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon-large{
-    color:#ffffff; }
-  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-tree-node-caret::before{
-    color:rgba(255, 255, 255, 0.7); }
-  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-tree-node-caret:hover::before{
-    color:#ffffff; }
-
-.bp3-dark .bp3-tree-node-content:hover{
-  background-color:rgba(92, 112, 128, 0.3); }
-
-.bp3-dark .bp3-tree .bp3-icon, .bp3-dark .bp3-tree .bp3-icon-standard, .bp3-dark .bp3-tree .bp3-icon-large{
-  color:#a7b6c2; }
-  .bp3-dark .bp3-tree .bp3-icon.bp3-intent-primary, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-primary, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-primary{
-    color:#137cbd; }
-  .bp3-dark .bp3-tree .bp3-icon.bp3-intent-success, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-success, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-success{
-    color:#0f9960; }
-  .bp3-dark .bp3-tree .bp3-icon.bp3-intent-warning, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-warning, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-warning{
-    color:#d9822b; }
-  .bp3-dark .bp3-tree .bp3-icon.bp3-intent-danger, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-danger, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-danger{
-    color:#db3737; }
-
-.bp3-dark .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content{
-  background-color:#137cbd; }
-.bp3-omnibar{
-  -webkit-filter:blur(0);
-          filter:blur(0);
-  opacity:1;
-  background-color:#ffffff;
-  border-radius:3px;
-  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
-          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
-  left:calc(50% - 250px);
-  top:20vh;
-  width:500px;
-  z-index:21; }
-  .bp3-omnibar.bp3-overlay-enter, .bp3-omnibar.bp3-overlay-appear{
-    -webkit-filter:blur(20px);
-            filter:blur(20px);
-    opacity:0.2; }
-  .bp3-omnibar.bp3-overlay-enter-active, .bp3-omnibar.bp3-overlay-appear-active{
-    -webkit-filter:blur(0);
-            filter:blur(0);
-    opacity:1;
-    -webkit-transition-delay:0;
-            transition-delay:0;
-    -webkit-transition-duration:200ms;
-            transition-duration:200ms;
-    -webkit-transition-property:opacity, -webkit-filter;
-    transition-property:opacity, -webkit-filter;
-    transition-property:filter, opacity;
-    transition-property:filter, opacity, -webkit-filter;
-    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
-            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
-  .bp3-omnibar.bp3-overlay-exit{
-    -webkit-filter:blur(0);
-            filter:blur(0);
-    opacity:1; }
-  .bp3-omnibar.bp3-overlay-exit-active{
-    -webkit-filter:blur(20px);
-            filter:blur(20px);
-    opacity:0.2;
-    -webkit-transition-delay:0;
-            transition-delay:0;
-    -webkit-transition-duration:200ms;
-            transition-duration:200ms;
-    -webkit-transition-property:opacity, -webkit-filter;
-    transition-property:opacity, -webkit-filter;
-    transition-property:filter, opacity;
-    transition-property:filter, opacity, -webkit-filter;
-    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
-            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
-  .bp3-omnibar .bp3-input{
-    background-color:transparent;
-    border-radius:0; }
-    .bp3-omnibar .bp3-input, .bp3-omnibar .bp3-input:focus{
-      -webkit-box-shadow:none;
-              box-shadow:none; }
-  .bp3-omnibar .bp3-menu{
-    background-color:transparent;
-    border-radius:0;
-    -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
-            box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
-    max-height:calc(60vh - 40px);
-    overflow:auto; }
-    .bp3-omnibar .bp3-menu:empty{
-      display:none; }
-  .bp3-dark .bp3-omnibar, .bp3-omnibar.bp3-dark{
-    background-color:#30404d;
-    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
-            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4); }
-
-.bp3-omnibar-overlay .bp3-overlay-backdrop{
-  background-color:rgba(16, 22, 26, 0.2); }
-
-.bp3-select-popover .bp3-popover-content{
-  padding:5px; }
-
-.bp3-select-popover .bp3-input-group{
-  margin-bottom:0; }
-
-.bp3-select-popover .bp3-menu{
-  max-height:300px;
-  max-width:400px;
-  overflow:auto;
-  padding:0; }
-  .bp3-select-popover .bp3-menu:not(:first-child){
-    padding-top:5px; }
-
-.bp3-multi-select{
-  min-width:150px; }
-
-.bp3-multi-select-popover .bp3-menu{
-  max-height:300px;
-  max-width:400px;
-  overflow:auto; }
-
-.bp3-select-popover .bp3-popover-content{
-  padding:5px; }
-
-.bp3-select-popover .bp3-input-group{
-  margin-bottom:0; }
-
-.bp3-select-popover .bp3-menu{
-  max-height:300px;
-  max-width:400px;
-  overflow:auto;
-  padding:0; }
-  .bp3-select-popover .bp3-menu:not(:first-child){
-    padding-top:5px; }
-/*-----------------------------------------------------------------------------
-| Copyright (c) Jupyter Development Team.
-| Distributed under the terms of the Modified BSD License.
-|----------------------------------------------------------------------------*/
-
-/* This file was auto-generated by ensureUiComponents() in @jupyterlab/buildutils */
-
-/**
- * (DEPRECATED) Support for consuming icons as CSS background images
- */
-
-/* Icons urls */
-
-:root {
-  --jp-icon-add: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
-  --jp-icon-bug: url(data:image/svg+xml;base64,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);
-  --jp-icon-build: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE0LjkgMTcuNDVDMTYuMjUgMTcuNDUgMTcuMzUgMTYuMzUgMTcuMzUgMTVDMTcuMzUgMTMuNjUgMTYuMjUgMTIuNTUgMTQuOSAxMi41NUMxMy41NCAxMi41NSAxMi40NSAxMy42NSAxMi40NSAxNUMxMi40NSAxNi4zNSAxMy41NCAxNy40NSAxNC45IDE3LjQ1Wk0yMC4xIDE1LjY4TDIxLjU4IDE2Ljg0QzIxLjcxIDE2Ljk1IDIxLjc1IDE3LjEzIDIxLjY2IDE3LjI5TDIwLjI2IDE5LjcxQzIwLjE3IDE5Ljg2IDIwIDE5LjkyIDE5LjgzIDE5Ljg2TDE4LjA5IDE5LjE2QzE3LjczIDE5LjQ0IDE3LjMzIDE5LjY3IDE2LjkxIDE5Ljg1TDE2LjY0IDIxLjdDMTYuNjIgMjEuODcgMTYuNDcgMjIgMTYuMyAyMkgxMy41QzEzLjMyIDIyIDEzLjE4IDIxLjg3IDEzLjE1IDIxLjdMMTIuODkgMTkuODVDMTIuNDYgMTkuNjcgMTIuMDcgMTkuNDQgMTEuNzEgMTkuMTZMOS45NjAwMiAxOS44NkM5LjgxMDAyIDE5LjkyIDkuNjIwMDIgMTkuODYgOS41NDAwMiAxOS43MUw4LjE0MDAyIDE3LjI5QzguMDUwMDIgMTcuMTMgOC4wOTAwMiAxNi45NSA4LjIyMDAyIDE2Ljg0TDkuNzAwMDIgMTUuNjhMOS42NTAwMSAxNUw5LjcwMDAyIDE0LjMxTDguMjIwMDIgMTMuMTZDOC4wOTAwMiAxMy4wNSA4LjA1MDAyIDEyLjg2IDguMTQwMDIgMTIuNzFMOS41NDAwMiAxMC4yOUM5LjYyMDAyIDEwLjEzIDkuODEwMDIgMTAuMDcgOS45NjAwMiAxMC4xM0wxMS43MSAxMC44NEMxMi4wNyAxMC41NiAxMi40NiAxMC4zMiAxMi44OSAxMC4xNUwxMy4xNSA4LjI4OTk4QzEzLjE4IDguMTI5OTggMTMuMzIgNy45OTk5OCAxMy41IDcuOTk5OThIMTYuM0MxNi40NyA3Ljk5OTk4IDE2LjYyIDguMTI5OTggMTYuNjQgOC4yODk5OEwxNi45MSAxMC4xNUMxNy4zMyAxMC4zMiAxNy43MyAxMC41NiAxOC4wOSAxMC44NEwxOS44MyAxMC4xM0MyMCAxMC4wNyAyMC4xNyAxMC4xMyAyMC4yNiAxMC4yOUwyMS42NiAxMi43MUMyMS43NSAxMi44NiAyMS43MSAxMy4wNSAyMS41OCAxMy4xNkwyMC4xIDE0LjMxTDIwLjE1IDE1TDIwLjEgMTUuNjhaIi8+CiAgICA8cGF0aCBkPSJNNy4zMjk2NiA3LjQ0NDU0QzguMDgzMSA3LjAwOTU0IDguMzM5MzIgNi4wNTMzMiA3LjkwNDMyIDUuMjk5ODhDNy40NjkzMiA0LjU0NjQzIDYuNTA4MSA0LjI4MTU2IDUuNzU0NjYgNC43MTY1NkM1LjM5MTc2IDQuOTI2MDggNS4xMjY5NSA1LjI3MTE4IDUuMDE4NDkgNS42NzU5NEM0LjkxMDA0IDYuMDgwNzEgNC45NjY4MiA2LjUxMTk4IDUuMTc2MzQgNi44NzQ4OEM1LjYxMTM0IDcuNjI4MzIgNi41NzYyMiA3Ljg3OTU0IDcuMzI5NjYgNy40NDQ1NFpNOS42NTcxOCA0Ljc5NTkzTDEwLjg2NzIgNC45NTE3OUMxMC45NjI4IDQuOTc3NDEgMTEuMDQwMiA1LjA3MTMzIDExLjAzODIgNS4xODc5M0wxMS4wMzg4IDYuOTg4OTNDMTEuMDQ1NSA3LjEwMDU0IDEwLjk2MTYgNy4xOTUxOCAxMC44NTUgNy4yMTA1NEw5LjY2MDAxIDcuMzgwODNMOS4yMzkxNSA4LjEzMTg4TDkuNjY5NjEgOS4yNTc0NUM5LjcwNzI5IDkuMzYyNzEgOS42NjkzNCA5LjQ3Njk5IDkuNTc0MDggOS41MzE5OUw4LjAxNTIzIDEwLjQzMkM3LjkxMTMxIDEwLjQ5MiA3Ljc5MzM3IDEwLjQ2NzcgNy43MjEwNSAxMC4zODI0TDYuOTg3NDggOS40MzE4OEw2LjEwOTMxIDkuNDMwODNMNS4zNDcwNCAxMC4zOTA1QzUuMjg5MDkgMTAuNDcwMiA1LjE3MzgzIDEwLjQ5MDUgNS4wNzE4NyAxMC40MzM5TDMuNTEyNDUgOS41MzI5M0MzLjQxMDQ5IDkuNDc2MzMgMy4zNzY0NyA5LjM1NzQxIDMuNDEwNzUgOS4yNTY3OUwzLjg2MzQ3IDguMTQwOTNMMy42MTc0OSA3Ljc3NDg4TDMuNDIzNDcgNy4zNzg4M0wyLjIzMDc1IDcuMjEyOTdDMi4xMjY0NyA3LjE5MjM1IDIuMDQwNDkgNy4xMDM0MiAyLjA0MjQ1IDYuOTg2ODJMMi4wNDE4NyA1LjE4NTgyQzIuMDQzODMgNS4wNjkyMiAyLjExOTA5IDQuOTc5NTggMi4yMTcwNCA0Ljk2OTIyTDMuNDIwNjUgNC43OTM5M0wzLjg2NzQ5IDQuMDI3ODhMMy40MTEwNSAyLjkxNzMxQzMuMzczMzcgMi44MTIwNCAzLjQxMTMxIDIuNjk3NzYgMy41MTUyMyAyLjYzNzc2TDUuMDc0MDggMS43Mzc3NkM1LjE2OTM0IDEuNjgyNzYgNS4yODcyOSAxLjcwNzA0IDUuMzU5NjEgMS43OTIzMUw2LjExOTE1IDIuNzI3ODhMNi45ODAwMSAyLjczODkzTDcuNzI0OTYgMS43ODkyMkM3Ljc5MTU2IDEuNzA0NTggNy45MTU0OCAxLjY3OTIyIDguMDA4NzkgMS43NDA4Mkw5LjU2ODIxIDIuNjQxODJDOS42NzAxNyAyLjY5ODQyIDkuNzEyODUgMi44MTIzNCA5LjY4NzIzIDIuOTA3OTdMOS4yMTcxOCA0LjAzMzgzTDkuNDYzMTYgNC4zOTk4OEw5LjY1NzE4IDQuNzk1OTNaIi8+CiAgPC9nPgo8L3N2Zz4K);
-  --jp-icon-caret-down-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iOS45LDEzLjYgMy42LDcuNCA0LjQsNi42IDkuOSwxMi4yIDE1LjQsNi43IDE2LjEsNy40ICIvPgoJPC9nPgo8L3N2Zz4K);
-  --jp-icon-caret-down-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNS45TDksOS43bDMuOC0zLjhsMS4yLDEuMmwtNC45LDVsLTQuOS01TDUuMiw1Ljl6Ii8+CiAgPC9nPgo8L3N2Zz4K);
-  --jp-icon-caret-down: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNy41TDksMTEuMmwzLjgtMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
-  --jp-icon-caret-left: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik0xMC44LDEyLjhMNy4xLDlsMy44LTMuOGwwLDcuNkgxMC44eiIvPgogIDwvZz4KPC9zdmc+Cg==);
-  --jp-icon-caret-right: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik03LjIsNS4yTDEwLjksOWwtMy44LDMuOFY1LjJINy4yeiIvPgogIDwvZz4KPC9zdmc+Cg==);
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-  --jp-icon-settings: url(data:image/svg+xml;base64,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);
-  --jp-icon-spreadsheet: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8cGF0aCBjbGFzcz0ianAtaWNvbi1jb250cmFzdDEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNENBRjUwIiBkPSJNMi4yIDIuMnYxNy42aDE3LjZWMi4ySDIuMnptMTUuNCA3LjdoLTUuNVY0LjRoNS41djUuNXpNOS45IDQuNHY1LjVINC40VjQuNGg1LjV6bS01LjUgNy43aDUuNXY1LjVINC40di01LjV6bTcuNyA1LjV2LTUuNWg1LjV2NS41aC01LjV6Ii8+Cjwvc3ZnPgo=);
-  --jp-icon-stop: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik02IDZoMTJ2MTJINnoiLz4KICAgIDwvZz4KPC9zdmc+Cg==);
-  --jp-icon-tab: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTIxIDNIM2MtMS4xIDAtMiAuOS0yIDJ2MTRjMCAxLjEuOSAyIDIgMmgxOGMxLjEgMCAyLS45IDItMlY1YzAtMS4xLS45LTItMi0yem0wIDE2SDNWNWgxMHY0aDh2MTB6Ii8+CiAgPC9nPgo8L3N2Zz4K);
-  --jp-icon-table-rows: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMSw4SDNWNGgxOFY4eiBNMjEsMTBIM3Y0aDE4VjEweiBNMjEsMTZIM3Y0aDE4VjE2eiIvPgogICAgPC9nPgo8L3N2Zz4=);
-  --jp-icon-tag: url(data:image/svg+xml;base64,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);
-  --jp-icon-terminal: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0IiA+CiAgICA8cmVjdCBjbGFzcz0ianAtaWNvbjIganAtaWNvbi1zZWxlY3RhYmxlIiB3aWR0aD0iMjAiIGhlaWdodD0iMjAiIHRyYW5zZm9ybT0idHJhbnNsYXRlKDIgMikiIGZpbGw9IiMzMzMzMzMiLz4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uLWFjY2VudDIganAtaWNvbi1zZWxlY3RhYmxlLWludmVyc2UiIGQ9Ik01LjA1NjY0IDguNzYxNzJDNS4wNTY2NCA4LjU5NzY2IDUuMDMxMjUgOC40NTMxMiA0Ljk4MDQ3IDguMzI4MTJDNC45MzM1OSA4LjE5OTIyIDQuODU1NDcgOC4wODIwMyA0Ljc0NjA5IDcuOTc2NTZDNC42NDA2MiA3Ljg3MTA5IDQuNSA3Ljc3NTM5IDQuMzI0MjIgNy42ODk0NUM0LjE1MjM0IDcuNTk5NjEgMy45NDMzNiA3LjUxMTcyIDMuNjk3MjcgNy40MjU3OEMzLjMwMjczIDcuMjg1MTYgMi45NDMzNiA3LjEzNjcyIDIuNjE5MTQgNi45ODA0N0MyLjI5NDkyIDYuODI0MjIgMi4wMTc1OCA2LjY0MjU4IDEuNzg3MTEgNi40MzU1NUMxLjU2MDU1IDYuMjI4NTIgMS4zODQ3NyA1Ljk4ODI4IDEuMjU5NzcgNS43MTQ4NEMxLjEzNDc3IDUuNDM3NSAxLjA3MjI3IDUuMTA5MzggMS4wNzIyNyA0LjczMDQ3QzEuMDcyMjcgNC4zOTg0NCAxLjEyODkxIDQuMDk1NyAxLjI0MjE5IDMuODIyMjdDMS4zNTU0NyAzLjU0NDkyIDEuNTE1NjIgMy4zMDQ2OSAxLjcyMjY2IDMuMTAxNTZDMS45Mjk2OSAyLjg5ODQ0IDIuMTc5NjkgMi43MzQzNyAyLjQ3MjY2IDIuNjA5MzhDMi43NjU2MiAyLjQ4NDM4IDMuMDkxOCAyLjQwNDMgMy40NTExNyAyLjM2OTE0VjEuMTA5MzhINC4zODg2N1YyLjM4MDg2QzQuNzQwMjMgMi40Mjc3MyA1LjA1NjY0IDIuNTIzNDQgNS4zMzc4OSAyLjY2Nzk3QzUuNjE5MTQgMi44MTI1IDUuODU3NDIgMy4wMDE5NSA2LjA1MjczIDMuMjM2MzNDNi4yNTE5NSAzLjQ2NjggNi40MDQzIDMuNzQwMjMgNi41MDk3NyA0LjA1NjY0QzYuNjE5MTQgNC4zNjkxNCA2LjY3MzgzIDQuNzIwNyA2LjY3MzgzIDUuMTExMzNINS4wNDQ5MkM1LjA0NDkyIDQuNjM4NjcgNC45Mzc1IDQuMjgxMjUgNC43MjI2NiA0LjAzOTA2QzQuNTA3ODEgMy43OTI5NyA0LjIxNjggMy42Njk5MiAzLjg0OTYxIDMuNjY5OTJDMy42NTAzOSAzLjY2OTkyIDMuNDc2NTYgMy42OTcyNyAzLjMyODEyIDMuNzUxOTVDMy4xODM1OSAzLjgwMjczIDMuMDY0NDUgMy44NzY5NSAyLjk3MDcgMy45NzQ2MUMyLjg3Njk1IDQuMDY4MzYgMi44MDY2NCA0LjE3OTY5IDIuNzU5NzcgNC4zMDg1OUMyLjcxNjggNC40Mzc1IDIuNjk1MzEgNC41NzgxMiAyLjY5NTMxIDQuNzMwNDdDMi42OTUzMSA0Ljg4MjgxIDIuNzE2OCA1LjAxOTUzIDIuNzU5NzcgNS4xNDA2MkMyLjgwNjY0IDUuMjU3ODEgMi44ODI4MSA1LjM2NzE5IDIuOTg4MjggNS40Njg3NUMzLjA5NzY2IDUuNTcwMzEgMy4yNDAyMyA1LjY2Nzk3IDMuNDE2MDIgNS43NjE3MkMzLjU5MTggNS44NTE1NiAzLjgxMDU1IDUuOTQzMzYgNC4wNzIyNyA2LjAzNzExQzQuNDY2OCA2LjE4NTU1IDQuODI0MjIgNi4zMzk4NCA1LjE0NDUzIDYuNUM1LjQ2NDg0IDYuNjU2MjUgNS43MzgyOCA2LjgzOTg0IDUuOTY0ODQgNy4wNTA3OEM2LjE5NTMxIDcuMjU3ODEgNi4zNzEwOSA3LjUgNi40OTIxOSA3Ljc3NzM0QzYuNjE3MTkgOC4wNTA3OCA2LjY3OTY5IDguMzc1IDYuNjc5NjkgOC43NUM2LjY3OTY5IDkuMDkzNzUgNi42MjMwNSA5LjQwNDMgNi41MDk3NyA5LjY4MTY0QzYuMzk2NDggOS45NTUwOCA2LjIzNDM4IDEwLjE5MTQgNi4wMjM0NCAxMC4zOTA2QzUuODEyNSAxMC41ODk4IDUuNTU4NTkgMTAuNzUgNS4yNjE3MiAxMC44NzExQzQuOTY0ODQgMTAuOTg4MyA0LjYzMjgxIDExLjA2NDUgNC4yNjU2MiAxMS4wOTk2VjEyLjI0OEgzLjMzMzk4VjExLjA5OTZDMy4wMDE5NSAxMS4wNjg0IDIuNjc5NjkgMTAuOTk2MSAyLjM2NzE5IDEwLjg4MjhDMi4wNTQ2OSAxMC43NjU2IDEuNzc3MzQgMTAuNTk3NyAxLjUzNTE2IDEwLjM3ODlDMS4yOTY4OCAxMC4xNjAyIDEuMTA1NDcgOS44ODQ3NyAwLjk2MDkzOCA5LjU1MjczQzAuODE2NDA2IDkuMjE2OCAwLjc0NDE0MSA4LjgxNDQ1IDAuNzQ0MTQxIDguMzQ1N0gyLjM3ODkxQzIuMzc4OTEgOC42MjY5NSAyLjQxOTkyIDguODYzMjggMi41MDE5NSA5LjA1NDY5QzIuNTgzOTggOS4yNDIxOSAyLjY4OTQ1IDkuMzkyNTggMi44MTgzNiA5LjUwNTg2QzIuOTUxMTcgOS42MTUyMyAzLjEwMTU2IDkuNjkzMzYgMy4yNjk1MyA5Ljc0MDIzQzMuNDM3NSA5Ljc4NzExIDMuNjA5MzggOS44MTA1NSAzLjc4NTE2IDkuODEwNTVDNC4yMDMxMiA5LjgxMDU1IDQuNTE5NTMgOS43MTI4OSA0LjczNDM4IDkuNTE3NThDNC45NDkyMiA5LjMyMjI3IDUuMDU2NjQgOS4wNzAzMSA1LjA1NjY0IDguNzYxNzJaTTEzLjQxOCAxMi4yNzE1SDguMDc0MjJWMTFIMTMuNDE4VjEyLjI3MTVaIiB0cmFuc2Zvcm09InRyYW5zbGF0ZSgzLjk1MjY0IDYpIiBmaWxsPSJ3aGl0ZSIvPgo8L3N2Zz4K);
-  --jp-icon-text-editor: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTUgMTVIM3YyaDEydi0yem0wLThIM3YyaDEyVjd6TTMgMTNoMTh2LTJIM3Yyem0wIDhoMTh2LTJIM3Yyek0zIDN2MmgxOFYzSDN6Ii8+Cjwvc3ZnPgo=);
-  --jp-icon-toc: url(data:image/svg+xml;base64,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);
-  --jp-icon-tree-view: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMiAxMVYzaC03djNIOVYzSDJ2OGg3VjhoMnYxMGg0djNoN3YtOGgtN3YzaC0yVjhoMnYzeiIvPgogICAgPC9nPgo8L3N2Zz4=);
-  --jp-icon-trusted: url(data:image/svg+xml;base64,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);
-  --jp-icon-undo: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyLjUgOGMtMi42NSAwLTUuMDUuOTktNi45IDIuNkwyIDd2OWg5bC0zLjYyLTMuNjJjMS4zOS0xLjE2IDMuMTYtMS44OCA1LjEyLTEuODggMy41NCAwIDYuNTUgMi4zMSA3LjYgNS41bDIuMzctLjc4QzIxLjA4IDExLjAzIDE3LjE1IDggMTIuNSA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
-  --jp-icon-vega: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbjEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjEyMTIxIj4KICAgIDxwYXRoIGQ9Ik0xMC42IDUuNGwyLjItMy4ySDIuMnY3LjNsNC02LjZ6Ii8+CiAgICA8cGF0aCBkPSJNMTUuOCAyLjJsLTQuNCA2LjZMNyA2LjNsLTQuOCA4djUuNWgxNy42VjIuMmgtNHptLTcgMTUuNEg1LjV2LTQuNGgzLjN2NC40em00LjQgMEg5LjhWOS44aDMuNHY3Ljh6bTQuNCAwaC0zLjRWNi41aDMuNHYxMS4xeiIvPgogIDwvZz4KPC9zdmc+Cg==);
-  --jp-icon-yaml: url(data:image/svg+xml;base64,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);
-}
-
-/* Icon CSS class declarations */
-
-.jp-AddIcon {
-  background-image: var(--jp-icon-add);
-}
-.jp-BugIcon {
-  background-image: var(--jp-icon-bug);
-}
-.jp-BuildIcon {
-  background-image: var(--jp-icon-build);
-}
-.jp-CaretDownEmptyIcon {
-  background-image: var(--jp-icon-caret-down-empty);
-}
-.jp-CaretDownEmptyThinIcon {
-  background-image: var(--jp-icon-caret-down-empty-thin);
-}
-.jp-CaretDownIcon {
-  background-image: var(--jp-icon-caret-down);
-}
-.jp-CaretLeftIcon {
-  background-image: var(--jp-icon-caret-left);
-}
-.jp-CaretRightIcon {
-  background-image: var(--jp-icon-caret-right);
-}
-.jp-CaretUpEmptyThinIcon {
-  background-image: var(--jp-icon-caret-up-empty-thin);
-}
-.jp-CaretUpIcon {
-  background-image: var(--jp-icon-caret-up);
-}
-.jp-CaseSensitiveIcon {
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-/*-----------------------------------------------------------------------------
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-/*-----------------------------------------------------------------------------
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-.jp-JSONEditor {
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- * This came from the classic notebook, which came form highlight.js/GitHub
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-/*-----------------------------------------------------------------------------
-| Copyright (c) Jupyter Development Team.
-| Distributed under the terms of the Modified BSD License.
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-/*
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-These variables should be used by all plugins wherever possible. In other
-words, plugins should not define custom colors, sizes, etc unless absolutely
-necessary. This enables users to change the visual theme of JupyterLab
-by changing these variables.
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-Many variables appear in an ordered sequence (0,1,2,3). These sequences
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-be used with `--jp-layout-color1`. The numbers have the following meanings:
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-* 0: super-primary, reserved for special emphasis
-* 1: primary, most important under normal situations
-* 2: secondary, next most important under normal situations
-* 3: tertiary, next most important under normal situations
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-Throughout JupyterLab, we are mostly following principles from Google's
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-all of MD as it is not optimized for dense, information rich UIs.
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-   * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here:
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-   * https://material-components-web.appspot.com/elevation.html
-   */
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-  --jp-shadow-base-lightness: 0;
-  --jp-shadow-umbra-color: rgba(
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-    var(--jp-shadow-base-lightness),
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-  --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color),
-    0px 16px 24px 2px var(--jp-shadow-penumbra-color),
-    0px 6px 30px 5px var(--jp-shadow-ambient-color);
-  --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color),
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-  --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color),
-    0px 24px 38px 3px var(--jp-shadow-penumbra-color),
-    0px 9px 46px 8px var(--jp-shadow-ambient-color);
-
-  /* Borders
-   *
-   * The following variables, specify the visual styling of borders in JupyterLab.
-   */
-
-  --jp-border-width: 1px;
-  --jp-border-color0: var(--md-grey-400);
-  --jp-border-color1: var(--md-grey-400);
-  --jp-border-color2: var(--md-grey-300);
-  --jp-border-color3: var(--md-grey-200);
-  --jp-border-radius: 2px;
-
-  /* UI Fonts
-   *
-   * The UI font CSS variables are used for the typography all of the JupyterLab
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-</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
-<h1 id="Theory/Computation-Problems">Theory/Computation Problems<a class="anchor-link" href="#Theory/Computation-Problems">&#182;</a></h1><h3 id="Problem-1-(20-points)">Problem 1 (20 points)<a class="anchor-link" href="#Problem-1-(20-points)">&#182;</a></h3><p>Show that the stationary point (zero gradient) of the function
-$$
-\begin{aligned}
-    f=2x_{1}^{2} - 4x_1 x_2+ 1.5x^{2}_{2}+ x_2
-\end{aligned}
-$$
-is a saddle (with indefinite Hessian). Find the directions of downslopes away from the saddle. Hint: Use Taylor's expansion at the saddle point. Find directions that reduce $f$.</p>
-<h3 id="Problem-2-(50-points)">Problem 2 (50 points)<a class="anchor-link" href="#Problem-2-(50-points)">&#182;</a></h3><ul>
-<li><p>(10 points) Find the point in the plane $x_1+2x_2+3x_3=1$ in $\mathbb{R}^3$ that is nearest to the point $(-1,0,1)^T$. Is this a convex problem? Hint: Convert the problem into an unconstrained problem using $x_1+2x_2+3x_3=1$.</p>
-</li>
-<li><p>(40 points) Implement the gradient descent and Newton's algorithm for solving the problem. Attach your codes along with a short summary including (1) the initial points tested, (2) corresponding solutions, (3) a log-linear convergence plot.</p>
-</li>
-</ul>
-<h3 id="Problem-3-(10-points)">Problem 3 (10 points)<a class="anchor-link" href="#Problem-3-(10-points)">&#182;</a></h3><p>Let $f(x)$ and $g(x)$ be two convex functions defined on the convex set $\mathcal{X}$.</p>
-<ul>
-<li>(5 points) Prove that $af(x)+bg(x)$ is convex for $a&gt;0$ and $b&gt;0$. </li>
-<li>(5 points) In what conditions will $f(g(x))$ be convex?</li>
-</ul>
-<h3 id="Problem-4-(bonus-10-points)">Problem 4 (bonus 10 points)<a class="anchor-link" href="#Problem-4-(bonus-10-points)">&#182;</a></h3><p>Show that $f({\bf x}_1) \geq f(\textbf{x}_0) + 
-    \textbf{g}_{\textbf{x}_0}^T(\textbf{x}_1-\textbf{x}_0)$ for a convex function $f(\textbf{x}): \mathcal{X} \rightarrow \mathbb{R}$ and for $\textbf{x}_0$, $\textbf{x}_1 \in \mathcal{X}$.</p>
-
-</div>
-</div>
-<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
-</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
-<h1 id="Design-Problems">Design Problems<a class="anchor-link" href="#Design-Problems">&#182;</a></h1><h3 id="Problem-5-(20-points)">Problem 5 (20 points)<a class="anchor-link" href="#Problem-5-(20-points)">&#182;</a></h3><p>Consider an illumination problem: There are $n$ lamps and $m$ mirrors fixed to the ground. The target reflection intensity level is $I_t$. The actual reflection intensity level on the $k$th mirror can be computed as $\textbf{a}_k^T \textbf{p}$, where $\textbf{a}_k$ is given by the distances between all lamps to the mirror, and $\textbf{p}:=[p_1,...,p_n]^T$ are the power output of the lamps. The objective is to keep the actual intensity levels as close to the target as possible by tuning the power output $\textbf{p}$.</p>
-<ul>
-<li>(5 points) Formulate this problem as an optimization problem. </li>
-<li>(5 points) Is your problem convex?</li>
-<li>(5 points) If we require the overall power output of any of the $n$ lamps to be less than $p^*$, will the problem have a unique solution?</li>
-<li>(5 points) If we require no more than half of the lamps to be switched on, will the problem have a unique solution?</li>
-</ul>
-
-</div>
-</div>
-<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
-</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
-<p><strong>Problem 1</strong></p>
-<p>(i) $$f = 2x_{1}^{2} - 4x_1x_2 + 1.5x_2^2$$
-The stationary point of the function is obtained by taking the gradient and setting it to zero: \
-$ \rho = \begin{bmatrix}4x_1 - 4x_2 \\ -4x_1 + 3x_2 + 1 \end{bmatrix}$ = 0\
-Solving for x_1 and x_2 gives a stationary point (1,1). \
-Indefiniteness of the Hessian can be shown by computing its eigenvalues: \</p>
-<p>$ H = \begin{bmatrix} 4 &amp; -4 \\ -4 &amp; -1 \end{bmatrix} $ \
-$ \begin{vmatrix} 4 - \lambda &amp; -4 \\ -4 &amp; -1 - \lambda \end{vmatrix} = 0 $ \
-$ \lambda_{1} = 10.54, \lambda_{2} = -4.54 $ \
-Since the eigenvalues are both positive and negative, the Hessian is indefinite. \
-To find the direction of the slopes awy from the saddle point (1,1) we need to find the points such that the difference f - f(1,1) &lt; 0: \
-$ f - f(1,1) = \frac{f_{x_1x_1}(1,1)(x_1 - 1)^2}{2} + \frac{f_{x_1x_2}(1,1)(x_1 - 1)(x_2 - 1)}{2} + \frac{f_{x_2x_2}(1,1)(x_2 - 1)^2}{2} $ \
-$ f - 0.5 = 2(x_1 - 1)^2 - 2(x_1 - 1)(x_2 - 1) - 0.5(x_2 - 1)^2 &lt; 0 $ \</p>
-
-</div>
-</div>
-<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
-</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
-<p><strong>Problem 2</strong> \
-Part a: (Analytical)
-The problem asks to find a point closest to (-1, 0, 1) such that it is constrained to lie on the plane $ x_1 + 2x_2 + 3x_3 = 1 $. \
-The problem can be formulated as:
-$ \underset{x}{\operatorname{argmin}} L(x_0, x) \\
- \text{st } x_1 + 2x_2 + 3x_3 = 1 $
-\
-Using Lagrange multipliers on the equality constraint: 
-\
-$ \underset{x}{\operatorname{argmin}} L(x, x_0) = (x_{01} - x_1)^2 + (x_{02} - x_2)^2 + (x_{03} - x_3)^2 = \lambda g(x) $ \
-$ \nabla L(x) = \lambda \nabla g(x) $ \
-$ g(x) = c $ \
-The constraint equation works out to be: \
-$ \nabla L(x) = \begin{bmatrix}2x_1 + 2 \\ 2x_2 \\ 2x_3 - 2 \end{bmatrix} = \begin{bmatrix} 0 \\ \lambda \\ 2\lambda \end{bmatrix} $ \
-Together with the equation $ x_1 + 2x_2 + 3x_3 - 1 = 0 $, solving for the x's we get:\
-$ x = \begin{bmatrix} -1 \\ \frac{-1}{8} \\ \frac{3}{4} \end{bmatrix} $</p>
-
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-<div class="jp-Cell-inputWrapper">
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-<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</div>
-<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
-     <div class="CodeMirror cm-s-jupyter">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># PROBLEM 2 : CODE FOR GRADIENT DESCENT</span>
-<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Gradient descent solution&quot;</span><span class="p">)</span>
-<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
-
-<span class="k">def</span> <span class="nf">objective</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
-    <span class="k">return</span> <span class="p">(</span><span class="mi">2</span> <span class="o">-</span> <span class="p">(</span><span class="mi">2</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">-</span> <span class="p">(</span><span class="mi">3</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span><span class="o">**</span><span class="mi">2</span> <span class="o">+</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span><span class="o">**</span><span class="mi">2</span> <span class="o">+</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span>
-
-<span class="k">def</span> <span class="nf">grad</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
-    <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">([</span><span class="mi">10</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="mi">12</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">12</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="mi">20</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="mi">14</span><span class="p">])</span>
-
-<span class="k">def</span> <span class="nf">phi</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">x</span><span class="p">):</span>
-    <span class="n">obj</span> <span class="o">=</span> <span class="n">objective</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
-    <span class="n">corr</span> <span class="o">=</span> <span class="n">a</span><span class="o">*</span><span class="mf">0.8</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
-    <span class="k">return</span> <span class="n">obj</span> <span class="o">-</span> <span class="n">corr</span>
-
-<span class="k">def</span> <span class="nf">line_search</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
-    <span class="n">a</span> <span class="o">=</span> <span class="mi">1</span>  <span class="c1"># initialize step size</span>
-    <span class="k">while</span> <span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">norm</span><span class="p">(</span><span class="n">phi</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">x</span><span class="p">))</span><span class="o">&lt;</span><span class="n">objective</span><span class="p">(</span><span class="n">x</span><span class="o">-</span><span class="n">a</span><span class="o">*</span><span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">)):</span>  <span class="c1"># if f(x+a*d)&gt;phi(a) then backtrack. d is the search direction</span>
-        <span class="n">a</span> <span class="o">=</span> <span class="mf">0.5</span><span class="o">*</span><span class="n">a</span>
-    <span class="k">return</span> <span class="n">a</span>
-
-<span class="n">eps</span> <span class="o">=</span> <span class="mf">1e-3</span>
-<span class="n">x0</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">]</span>
-<span class="n">k</span> <span class="o">=</span> <span class="mi">0</span>
-<span class="n">x</span> <span class="o">=</span> <span class="n">x0</span>
-
-<span class="n">error</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">norm</span><span class="p">(</span><span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
-
-<span class="k">while</span> <span class="n">error</span> <span class="o">&gt;=</span> <span class="n">eps</span> <span class="ow">and</span> <span class="n">k</span> <span class="o">&lt;</span> <span class="mi">10000</span><span class="p">:</span>  <span class="c1"># keep searching while gradient norm is larger than eps</span>
-    <span class="n">a</span> <span class="o">=</span> <span class="n">line_search</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
-    <span class="n">x</span> <span class="o">=</span> <span class="n">x</span> <span class="o">-</span> <span class="n">a</span><span class="o">*</span><span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
-    <span class="n">error</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">norm</span><span class="p">(</span><span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
-    <span class="n">k</span><span class="o">+=</span><span class="mi">1</span>
-    <span class="k">if</span> <span class="n">k</span> <span class="o">%</span> <span class="mi">1000</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Iteration:&quot;</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="s2">&quot;alpha:&quot;</span><span class="p">,</span> <span class="n">a</span><span class="p">,</span> <span class="s2">&quot;Error:&quot;</span><span class="p">,</span> <span class="n">error</span><span class="p">,</span> <span class="s2">&quot;x:&quot;</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
-
-<span class="n">x1</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">-</span> <span class="mi">2</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">-</span> <span class="mi">3</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
-<span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">x1</span><span class="p">,</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span>
-<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Final solution:&quot;</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
-
-<span class="c1">###########################################</span>
-<span class="c1"># Problem 2: Newton&#39;s method</span>
-<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Newton&#39;s method solution: &quot;</span><span class="p">)</span>
-<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
-
-<span class="k">def</span> <span class="nf">objective</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
-    <span class="k">return</span> <span class="p">(</span><span class="mi">2</span> <span class="o">-</span> <span class="p">(</span><span class="mi">2</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">-</span> <span class="p">(</span><span class="mi">3</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span><span class="o">**</span><span class="mi">2</span> <span class="o">+</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span><span class="o">**</span><span class="mi">2</span> <span class="o">+</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span>
-
-<span class="k">def</span> <span class="nf">grad</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
-    <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">([</span><span class="mi">10</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="mi">12</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">12</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="mi">20</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="mi">14</span><span class="p">])</span>
-
-<span class="k">def</span> <span class="nf">hessian</span><span class="p">():</span>
-    <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">([[</span><span class="mi">10</span><span class="p">,</span><span class="mi">12</span><span class="p">],[</span><span class="mi">12</span><span class="p">,</span><span class="mi">20</span><span class="p">]])</span>
-
-<span class="k">def</span> <span class="nf">phi</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">x</span><span class="p">):</span>
-    <span class="n">obj</span> <span class="o">=</span> <span class="n">objective</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
-    <span class="n">corr</span> <span class="o">=</span> <span class="n">a</span><span class="o">*</span><span class="mf">0.8</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">transpose</span><span class="p">(</span><span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">)),</span> <span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
-    <span class="k">return</span> <span class="n">obj</span> <span class="o">-</span> <span class="n">corr</span>
-
-<span class="k">def</span> <span class="nf">line_search</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
-    <span class="n">a</span> <span class="o">=</span> <span class="mi">1</span>  <span class="c1"># initialize step size</span>
-    <span class="k">while</span> <span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">norm</span><span class="p">(</span><span class="n">phi</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">x</span><span class="p">))</span><span class="o">&lt;</span><span class="n">objective</span><span class="p">(</span><span class="n">x</span><span class="o">-</span><span class="n">a</span><span class="o">*</span><span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">)):</span>  <span class="c1"># if f(x+a*d)&gt;phi(a) then backtrack. d is the search direction</span>
-        <span class="n">a</span> <span class="o">=</span> <span class="mf">0.5</span><span class="o">*</span><span class="n">a</span>
-    <span class="k">return</span> <span class="n">a</span>
-
-<span class="n">eps</span> <span class="o">=</span> <span class="mf">1e-3</span>
-<span class="n">x0</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">]</span>
-<span class="n">k</span> <span class="o">=</span> <span class="mi">0</span>
-<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">x0</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
-
-<span class="n">lam</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">matmul</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">matmul</span><span class="p">(</span><span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">),</span><span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">inv</span><span class="p">(</span><span class="n">hessian</span><span class="p">())),</span> <span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>
-<span class="k">while</span> <span class="n">lam</span><span class="o">**</span><span class="mi">2</span><span class="o">/</span><span class="mi">2</span> <span class="o">&gt;=</span> <span class="n">eps</span> <span class="ow">and</span> <span class="n">k</span> <span class="o">&lt;</span> <span class="mi">10000</span><span class="p">:</span>  <span class="c1"># keep searching while gradient norm is larger than eps</span>
-    <span class="n">a</span> <span class="o">=</span> <span class="n">line_search</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
-    <span class="n">x</span> <span class="o">=</span> <span class="n">x</span> <span class="o">-</span> <span class="n">a</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">matmul</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">inv</span><span class="p">(</span><span class="n">hessian</span><span class="p">()),</span> <span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>
-    <span class="n">lam</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">matmul</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">matmul</span><span class="p">(</span><span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">),</span><span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">inv</span><span class="p">(</span><span class="n">hessian</span><span class="p">())),</span> <span class="n">grad</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>
-    <span class="n">k</span><span class="o">+=</span><span class="mi">1</span>
-    <span class="k">if</span> <span class="n">k</span> <span class="o">%</span> <span class="mi">100</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Iteration:&quot;</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="s2">&quot;alpha:&quot;</span><span class="p">,</span> <span class="n">a</span><span class="p">,</span> <span class="s2">&quot;Error:&quot;</span><span class="p">,</span> <span class="n">error</span><span class="p">,</span> <span class="s2">&quot;x:&quot;</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
-
-<span class="n">x1</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">-</span> <span class="mi">2</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">-</span> <span class="mi">3</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
-<span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">x1</span><span class="p">,</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span>
-<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Final solution:&quot;</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
-</pre></div>
-
-     </div>
-</div>
-</div>
-</div>
-
-<div class="jp-Cell-outputWrapper">
-
-
-<div class="jp-OutputArea jp-Cell-outputArea">
-
-<div class="jp-OutputArea-child">
-
+  top: .4em;
+  left: .6em;
+  min-width: 1em;
+  padding: 0 .5em;
+  background-color: hsla(24, 20%, 50%,.4);
+  color: hsl(24, 20%, 95%);
+  font: bold 65%/1.5 sans-serif;
+  text-align: center;
+  vertical-align: .3em;
+  border-radius: 999px;
+  text-shadow: none;
+  box-shadow: 0 1px white;
+}
+
+pre[data-line] .line-highlight[data-end]:after {
+  content: attr(data-end);
+  top: auto;
+  bottom: .4em;
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+/* Please visit the URL below for more information: */
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+      <div class="mume markdown-preview  ">
+      <p>{<br>
+&quot;cells&quot;: [<br>
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+&quot;cell_type&quot;: &quot;markdown&quot;,<br>
+&quot;metadata&quot;: {},<br>
+&quot;source&quot;: [<br>
+&quot;<strong>Problem 1</strong>\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;(i) <span class="katex-display"><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML" display="block"><semantics><mrow><mi>f</mi><mo>=</mo><mn>2</mn><msubsup><mi>x</mi><mn>1</mn><mn>2</mn></msubsup><mo>&#x2212;</mo><mn>4</mn><msub><mi>x</mi><mn>1</mn></msub><msub><mi>x</mi><mn>2</mn></msub><mo>+</mo><mn>1.5</mn><msubsup><mi>x</mi><mn>2</mn><mn>2</mn></msubsup></mrow><annotation encoding="application/x-tex">f = 2x_{1}^{2} - 4x_1x_2 + 1.5x_2^2</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8888799999999999em;vertical-align:-0.19444em;"></span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span></span><span class="base"><span class="strut" style="height:1.1111079999999998em;vertical-align:-0.247em;"></span><span class="mord">2</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8641079999999999em;"><span style="top:-2.4530000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">1</span></span></span></span><span style="top:-3.113em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">2</span></span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.247em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:0.79444em;vertical-align:-0.15em;"></span><span class="mord">4</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1.1111079999999998em;vertical-align:-0.247em;"></span><span class="mord">1.5</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8641079999999999em;"><span style="top:-2.4530000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span><span style="top:-3.113em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.247em;"><span></span></span></span></span></span></span></span></span></span></span>\n&quot;,<br>
+&quot;The stationary point of the function is obtained by taking the gradient and setting it to zero: \\n&quot;,<br>
+&quot;<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mspace linebreak="newline"></mspace><mi>r</mi><mi>h</mi><mi>o</mi><mo>=</mo><mspace linebreak="newline"></mspace><mi>b</mi><mi>e</mi><mi>g</mi><mi>i</mi><mi>n</mi><mrow><mi>b</mi><mi>m</mi><mi>a</mi><mi>t</mi><mi>r</mi><mi>i</mi><mi>x</mi></mrow><mn>4</mn><msub><mi>x</mi><mn>1</mn></msub><mo>&#x2212;</mo><mn>4</mn><msub><mi>x</mi><mn>2</mn></msub><mspace linebreak="newline"></mspace><mspace linebreak="newline"></mspace><mo>&#x2212;</mo><mn>4</mn><msub><mi>x</mi><mn>1</mn></msub><mo>+</mo><mn>3</mn><msub><mi>x</mi><mn>2</mn></msub><mo>+</mo><mn>1</mn><mspace linebreak="newline"></mspace><mi>e</mi><mi>n</mi><mi>d</mi><mrow><mi>b</mi><mi>m</mi><mi>a</mi><mi>t</mi><mi>r</mi><mi>i</mi><mi>x</mi></mrow></mrow><annotation encoding="application/x-tex">\\rho = \\begin{bmatrix}4x_1 - 4x_2 \\\\ -4x_1 + 3x_2 + 1 \\end{bmatrix}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.69444em;vertical-align:0em;"></span><span class="mord mathnormal" style="margin-right:0.02778em;">r</span><span class="mord mathnormal">h</span><span class="mord mathnormal">o</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.8888799999999999em;vertical-align:-0.19444em;"></span><span class="mord mathnormal">b</span><span class="mord mathnormal">e</span><span class="mord mathnormal" style="margin-right:0.03588em;">g</span><span class="mord mathnormal">in</span><span class="mord"><span class="mord mathnormal">bma</span><span class="mord mathnormal">t</span><span class="mord mathnormal" style="margin-right:0.02778em;">r</span><span class="mord mathnormal">i</span><span class="mord mathnormal">x</span></span><span class="mord">4</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:0.79444em;vertical-align:-0.15em;"></span><span class="mord">4</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span><span class="mspace newline"></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.79444em;vertical-align:-0.15em;"></span><span class="mord">&#x2212;</span><span class="mord">4</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:0.79444em;vertical-align:-0.15em;"></span><span class="mord">3</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:0.64444em;vertical-align:0em;"></span><span class="mord">1</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.69444em;vertical-align:0em;"></span><span class="mord mathnormal">e</span><span class="mord mathnormal">n</span><span class="mord mathnormal">d</span><span class="mord"><span class="mord mathnormal">bma</span><span class="mord mathnormal">t</span><span class="mord mathnormal" style="margin-right:0.02778em;">r</span><span class="mord mathnormal">i</span><span class="mord mathnormal">x</span></span></span></span></span> = 0 \\n&quot;,<br>
+&quot;Solving for x_1 and x_2 gives a stationary point (1,1). \\n&quot;,<br>
+&quot;Indefiniteness of the Hessian can be shown by computing its eigenvalues: \\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;<span style="color: #ee7f49; font-weight: 500;">ParseError: KaTeX parse error: Expected &apos;EOF&apos;, got &apos;&amp;&apos; at position 24: &#x2026;gin{bmatrix} 4 &amp;&#x332; -4 \\\\ -4 &amp; -&#x2026;</span> \\n&quot;,<br>
+&quot;<span style="color: #ee7f49; font-weight: 500;">ParseError: KaTeX parse error: Expected &apos;EOF&apos;, got &apos;&amp;&apos; at position 31: &#x2026;} 4 - \\lambda &amp;&#x332; -4 \\\\ -4 &amp; -&#x2026;</span> \\n&quot;,<br>
+&quot;<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mspace linebreak="newline"></mspace><mi>l</mi><mi>a</mi><mi>m</mi><mi>b</mi><mi>d</mi><msub><mi>a</mi><mn>1</mn></msub><mo>=</mo><mn>10.54</mn><mo separator="true">,</mo><mspace linebreak="newline"></mspace><mi>l</mi><mi>a</mi><mi>m</mi><mi>b</mi><mi>d</mi><msub><mi>a</mi><mn>2</mn></msub><mo>=</mo><mo>&#x2212;</mo><mn>4.54</mn></mrow><annotation encoding="application/x-tex">\\lambda_{1} = 10.54, \\lambda_{2} = -4.54</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.84444em;vertical-align:-0.15em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord"><span class="mord mathnormal">a</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">1</span></span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span></span><span class="base"><span class="strut" style="height:0.8388800000000001em;vertical-align:-0.19444em;"></span><span class="mord">10.54</span><span class="mpunct">,</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.84444em;vertical-align:-0.15em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord"><span class="mord mathnormal">a</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">2</span></span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span></span><span class="base"><span class="strut" style="height:0.72777em;vertical-align:-0.08333em;"></span><span class="mord">&#x2212;</span><span class="mord">4.54</span></span></span></span> \\n&quot;,<br>
+&quot;Since the eigenvalues are both positive and negative, the Hessian is indefinite. \\n&quot;,<br>
+&quot;To find the direction of the slopes awy from the saddle point (1,1) we need to find the points such that the difference f - f(1,1) &lt; 0: \\n&quot;,<br>
+&quot;<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi>f</mi><mo>&#x2212;</mo><mi>f</mi><mo stretchy="false">(</mo><mn>1</mn><mo separator="true">,</mo><mn>1</mn><mo stretchy="false">)</mo><mo>=</mo><mspace linebreak="newline"></mspace><mi>f</mi><mi>r</mi><mi>a</mi><mi>c</mi><mrow><msub><mi>f</mi><mrow><msub><mi>x</mi><mn>1</mn></msub><msub><mi>x</mi><mn>1</mn></msub></mrow></msub><mo stretchy="false">(</mo><mn>1</mn><mo separator="true">,</mo><mn>1</mn><mo stretchy="false">)</mo><mo stretchy="false">(</mo><msub><mi>x</mi><mn>1</mn></msub><mo>&#x2212;</mo><mn>1</mn><msup><mo stretchy="false">)</mo><mn>2</mn></msup></mrow><mn>2</mn><mo>+</mo><mspace linebreak="newline"></mspace><mi>f</mi><mi>r</mi><mi>a</mi><mi>c</mi><mrow><msub><mi>f</mi><mrow><msub><mi>x</mi><mn>1</mn></msub><msub><mi>x</mi><mn>2</mn></msub></mrow></msub><mo stretchy="false">(</mo><mn>1</mn><mo separator="true">,</mo><mn>1</mn><mo stretchy="false">)</mo><mo stretchy="false">(</mo><msub><mi>x</mi><mn>1</mn></msub><mo>&#x2212;</mo><mn>1</mn><mo stretchy="false">)</mo><mo stretchy="false">(</mo><msub><mi>x</mi><mn>2</mn></msub><mo>&#x2212;</mo><mn>1</mn><mo stretchy="false">)</mo></mrow><mn>2</mn><mo>+</mo><mspace linebreak="newline"></mspace><mi>f</mi><mi>r</mi><mi>a</mi><mi>c</mi><mrow><msub><mi>f</mi><mrow><msub><mi>x</mi><mn>2</mn></msub><msub><mi>x</mi><mn>2</mn></msub></mrow></msub><mo stretchy="false">(</mo><mn>1</mn><mo separator="true">,</mo><mn>1</mn><mo stretchy="false">)</mo><mo stretchy="false">(</mo><msub><mi>x</mi><mn>2</mn></msub><mo>&#x2212;</mo><mn>1</mn><msup><mo stretchy="false">)</mo><mn>2</mn></msup></mrow><mn>2</mn></mrow><annotation encoding="application/x-tex">f - f(1,1) = \\frac{f_{x_1x_1}(1,1)(x_1 - 1)^2}{2} + \\frac{f_{x_1x_2}(1,1)(x_1 - 1)(x_2 - 1)}{2} + \\frac{f_{x_2x_2}(1,1)(x_2 - 1)^2}{2}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8888799999999999em;vertical-align:-0.19444em;"></span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mopen">(</span><span class="mord">1</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord">1</span><span class="mclose">)</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1.0642079999999998em;vertical-align:-0.2501em;"></span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mord mathnormal" style="margin-right:0.02778em;">r</span><span class="mord mathnormal">a</span><span class="mord mathnormal">c</span><span class="mord"><span class="mord"><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.15139199999999997em;"><span style="top:-2.5500000000000003em;margin-left:-0.10764em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight"><span class="mord mathnormal mtight">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31731428571428577em;"><span style="top:-2.357em;margin-left:0em;margin-right:0.07142857142857144em;"><span class="pstrut" style="height:2.5em;"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.143em;"><span></span></span></span></span></span></span><span class="mord mtight"><span class="mord mathnormal mtight">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31731428571428577em;"><span style="top:-2.357em;margin-left:0em;margin-right:0.07142857142857144em;"><span class="pstrut" style="height:2.5em;"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.143em;"><span></span></span></span></span></span></span></span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.2501em;"><span></span></span></span></span></span></span><span class="mopen">(</span><span class="mord">1</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord">1</span><span class="mclose">)</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mord">1</span><span class="mclose"><span class="mclose">)</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8141079999999999em;"><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span></span></span></span></span></span><span class="mord"><span class="mord">2</span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1.0001em;vertical-align:-0.2501em;"></span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mord mathnormal" style="margin-right:0.02778em;">r</span><span class="mord mathnormal">a</span><span class="mord mathnormal">c</span><span class="mord"><span class="mord"><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.15139199999999997em;"><span style="top:-2.5500000000000003em;margin-left:-0.10764em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight"><span class="mord mathnormal mtight">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31731428571428577em;"><span style="top:-2.357em;margin-left:0em;margin-right:0.07142857142857144em;"><span class="pstrut" style="height:2.5em;"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.143em;"><span></span></span></span></span></span></span><span class="mord mtight"><span class="mord mathnormal mtight">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31731428571428577em;"><span style="top:-2.357em;margin-left:0em;margin-right:0.07142857142857144em;"><span class="pstrut" style="height:2.5em;"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.143em;"><span></span></span></span></span></span></span></span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.2501em;"><span></span></span></span></span></span></span><span class="mopen">(</span><span class="mord">1</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord">1</span><span class="mclose">)</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mord">1</span><span class="mclose">)</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mord">1</span><span class="mclose">)</span></span><span class="mord"><span class="mord">2</span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1.0642079999999998em;vertical-align:-0.2501em;"></span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mord mathnormal" style="margin-right:0.02778em;">r</span><span class="mord mathnormal">a</span><span class="mord mathnormal">c</span><span class="mord"><span class="mord"><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.15139199999999997em;"><span style="top:-2.5500000000000003em;margin-left:-0.10764em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight"><span class="mord mathnormal mtight">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31731428571428577em;"><span style="top:-2.357em;margin-left:0em;margin-right:0.07142857142857144em;"><span class="pstrut" style="height:2.5em;"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.143em;"><span></span></span></span></span></span></span><span class="mord mtight"><span class="mord mathnormal mtight">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31731428571428577em;"><span style="top:-2.357em;margin-left:0em;margin-right:0.07142857142857144em;"><span class="pstrut" style="height:2.5em;"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.143em;"><span></span></span></span></span></span></span></span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.2501em;"><span></span></span></span></span></span></span><span class="mopen">(</span><span class="mord">1</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord">1</span><span class="mclose">)</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mord">1</span><span class="mclose"><span class="mclose">)</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8141079999999999em;"><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span></span></span></span></span></span><span class="mord"><span class="mord">2</span></span></span></span></span> \\n&quot;,<br>
+&quot;<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi>f</mi><mo>&#x2212;</mo><mn>0.5</mn><mo>=</mo><mn>2</mn><mo stretchy="false">(</mo><msub><mi>x</mi><mn>1</mn></msub><mo>&#x2212;</mo><mn>1</mn><msup><mo stretchy="false">)</mo><mn>2</mn></msup><mo>&#x2212;</mo><mn>2</mn><mo stretchy="false">(</mo><msub><mi>x</mi><mn>1</mn></msub><mo>&#x2212;</mo><mn>1</mn><mo stretchy="false">)</mo><mo stretchy="false">(</mo><msub><mi>x</mi><mn>2</mn></msub><mo>&#x2212;</mo><mn>1</mn><mo stretchy="false">)</mo><mo>&#x2212;</mo><mn>0.5</mn><mo stretchy="false">(</mo><msub><mi>x</mi><mn>2</mn></msub><mo>&#x2212;</mo><mn>1</mn><msup><mo stretchy="false">)</mo><mn>2</mn></msup><mo>&lt;</mo><mn>0</mn></mrow><annotation encoding="application/x-tex">f - 0.5 = 2(x_1 - 1)^2 - 2(x_1 - 1)(x_2 - 1) - 0.5(x_2 - 1)^2 &lt; 0</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8888799999999999em;vertical-align:-0.19444em;"></span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:0.64444em;vertical-align:0em;"></span><span class="mord">0.5</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord">2</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1.064108em;vertical-align:-0.25em;"></span><span class="mord">1</span><span class="mclose"><span class="mclose">)</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8141079999999999em;"><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord">2</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord">1</span><span class="mclose">)</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord">1</span><span class="mclose">)</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord">0.5</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1.064108em;vertical-align:-0.25em;"></span><span class="mord">1</span><span class="mclose"><span class="mclose">)</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8141079999999999em;"><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">&lt;</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span></span><span class="base"><span class="strut" style="height:0.64444em;vertical-align:0em;"></span><span class="mord">0</span></span></span></span> \n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;<strong>Problem 2</strong> \\n&quot;,<br>
+&quot;Part a: (Analytical)\n&quot;,<br>
+&quot;The problem asks to find a point closest to (-1, 0, 1) such that it is constrained to lie on the plane <span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>x</mi><mn>1</mn></msub><mo>+</mo><mn>2</mn><msub><mi>x</mi><mn>2</mn></msub><mo>+</mo><mn>3</mn><msub><mi>x</mi><mn>3</mn></msub><mo>=</mo><mn>1</mn></mrow><annotation encoding="application/x-tex">x_1 + 2x_2 + 3x_3 = 1</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.73333em;vertical-align:-0.15em;"></span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:0.79444em;vertical-align:-0.15em;"></span><span class="mord">2</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:0.79444em;vertical-align:-0.15em;"></span><span class="mord">3</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">3</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span></span><span class="base"><span class="strut" style="height:0.64444em;vertical-align:0em;"></span><span class="mord">1</span></span></span></span>. \\n&quot;,<br>
+&quot;The problem can be formulated as:\n&quot;,<br>
+&quot;<span style="color: #ee7f49; font-weight: 500;">ParseError: KaTeX parse error: Undefined control sequence: \n at position 53: &#x2026; L(x_0, x) \\\\\&#x332;n&#x332;&quot;,
+    &quot; \\text&#x2026;</span>\n&quot;,<br>
+&quot;\\n&quot;,<br>
+&quot;Using Lagrange multipliers on the equality constraint: \n&quot;,<br>
+&quot;\\n&quot;,<br>
+&quot;<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mspace linebreak="newline"></mspace><mi>u</mi><mi>n</mi><mi>d</mi><mi>e</mi><mi>r</mi><mi>s</mi><mi>e</mi><mi>t</mi><mi>x</mi><mrow><mspace linebreak="newline"></mspace><mi>o</mi><mi>p</mi><mi>e</mi><mi>r</mi><mi>a</mi><mi>t</mi><mi>o</mi><mi>r</mi><mi>n</mi><mi>a</mi><mi>m</mi><mi>e</mi><mrow><mi>a</mi><mi>r</mi><mi>g</mi><mi>m</mi><mi>i</mi><mi>n</mi></mrow></mrow><mi>L</mi><mo stretchy="false">(</mo><mi>x</mi><mo separator="true">,</mo><msub><mi>x</mi><mn>0</mn></msub><mo stretchy="false">)</mo><mo>=</mo><mo stretchy="false">(</mo><msub><mi>x</mi><mn>01</mn></msub><mo>&#x2212;</mo><msub><mi>x</mi><mn>1</mn></msub><msup><mo stretchy="false">)</mo><mn>2</mn></msup><mo>+</mo><mo stretchy="false">(</mo><msub><mi>x</mi><mn>02</mn></msub><mo>&#x2212;</mo><msub><mi>x</mi><mn>2</mn></msub><msup><mo stretchy="false">)</mo><mn>2</mn></msup><mo>+</mo><mo stretchy="false">(</mo><msub><mi>x</mi><mn>03</mn></msub><mo>&#x2212;</mo><msub><mi>x</mi><mn>3</mn></msub><msup><mo stretchy="false">)</mo><mn>2</mn></msup><mo>=</mo><mspace linebreak="newline"></mspace><mi>l</mi><mi>a</mi><mi>m</mi><mi>b</mi><mi>d</mi><mi>a</mi><mi>g</mi><mo stretchy="false">(</mo><mi>x</mi><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">\\underset{x}{\\operatorname{argmin}} L(x, x_0) = (x_{01} - x_1)^2 + (x_{02} - x_2)^2 + (x_{03} - x_3)^2 = \\lambda g(x)</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal">u</span><span class="mord mathnormal">n</span><span class="mord mathnormal">d</span><span class="mord mathnormal">erse</span><span class="mord mathnormal">t</span><span class="mord"><span class="mord mathnormal">x</span></span><span class="mord"><span class="mspace newline"></span><span class="mord mathnormal">o</span><span class="mord mathnormal">p</span><span class="mord mathnormal" style="margin-right:0.02778em;">er</span><span class="mord mathnormal">a</span><span class="mord mathnormal">t</span><span class="mord mathnormal" style="margin-right:0.02778em;">or</span><span class="mord mathnormal">nam</span><span class="mord mathnormal">e</span><span class="mord"><span class="mord mathnormal">a</span><span class="mord mathnormal" style="margin-right:0.02778em;">r</span><span class="mord mathnormal" style="margin-right:0.03588em;">g</span><span class="mord mathnormal">min</span></span></span><span class="mord mathnormal">L</span><span class="mopen">(</span><span class="mord mathnormal">x</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">0</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose">)</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">01</span></span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1.064108em;vertical-align:-0.25em;"></span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose"><span class="mclose">)</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8141079999999999em;"><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">02</span></span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1.064108em;vertical-align:-0.25em;"></span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose"><span class="mclose">)</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8141079999999999em;"><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">03</span></span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1.064108em;vertical-align:-0.25em;"></span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">3</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose"><span class="mclose">)</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8141079999999999em;"><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">a</span><span class="mord mathnormal" style="margin-right:0.03588em;">g</span><span class="mopen">(</span><span class="mord mathnormal">x</span><span class="mclose">)</span></span></span></span> \\n&quot;,<br>
+&quot;<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mspace linebreak="newline"></mspace><mi>n</mi><mi>a</mi><mi>b</mi><mi>l</mi><mi>a</mi><mi>L</mi><mo stretchy="false">(</mo><mi>x</mi><mo stretchy="false">)</mo><mo>=</mo><mspace linebreak="newline"></mspace><mi>l</mi><mi>a</mi><mi>m</mi><mi>b</mi><mi>d</mi><mi>a</mi><mspace linebreak="newline"></mspace><mi>n</mi><mi>a</mi><mi>b</mi><mi>l</mi><mi>a</mi><mi>g</mi><mo stretchy="false">(</mo><mi>x</mi><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">\\nabla L(x) = \\lambda \\nabla g(x)</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal">nab</span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">a</span><span class="mord mathnormal">L</span><span class="mopen">(</span><span class="mord mathnormal">x</span><span class="mclose">)</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.69444em;vertical-align:0em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">a</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal">nab</span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">a</span><span class="mord mathnormal" style="margin-right:0.03588em;">g</span><span class="mopen">(</span><span class="mord mathnormal">x</span><span class="mclose">)</span></span></span></span> \\n&quot;,<br>
+&quot;<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi>g</mi><mo stretchy="false">(</mo><mi>x</mi><mo stretchy="false">)</mo><mo>=</mo><mi>c</mi></mrow><annotation encoding="application/x-tex">g(x) = c</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.03588em;">g</span><span class="mopen">(</span><span class="mord mathnormal">x</span><span class="mclose">)</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span></span><span class="base"><span class="strut" style="height:0.43056em;vertical-align:0em;"></span><span class="mord mathnormal">c</span></span></span></span> \\n&quot;,<br>
+&quot;The constraint equation works out to be: \\n&quot;,<br>
+&quot;<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mspace linebreak="newline"></mspace><mi>n</mi><mi>a</mi><mi>b</mi><mi>l</mi><mi>a</mi><mi>L</mi><mo stretchy="false">(</mo><mi>x</mi><mo stretchy="false">)</mo><mo>=</mo><mspace linebreak="newline"></mspace><mi>b</mi><mi>e</mi><mi>g</mi><mi>i</mi><mi>n</mi><mrow><mi>b</mi><mi>m</mi><mi>a</mi><mi>t</mi><mi>r</mi><mi>i</mi><mi>x</mi></mrow><mn>2</mn><msub><mi>x</mi><mn>1</mn></msub><mo>+</mo><mn>2</mn><mspace linebreak="newline"></mspace><mspace linebreak="newline"></mspace><mn>2</mn><msub><mi>x</mi><mn>2</mn></msub><mspace linebreak="newline"></mspace><mspace linebreak="newline"></mspace><mn>2</mn><msub><mi>x</mi><mn>3</mn></msub><mo>&#x2212;</mo><mn>2</mn><mspace linebreak="newline"></mspace><mi>e</mi><mi>n</mi><mi>d</mi><mrow><mi>b</mi><mi>m</mi><mi>a</mi><mi>t</mi><mi>r</mi><mi>i</mi><mi>x</mi></mrow><mo>=</mo><mspace linebreak="newline"></mspace><mi>b</mi><mi>e</mi><mi>g</mi><mi>i</mi><mi>n</mi><mrow><mi>b</mi><mi>m</mi><mi>a</mi><mi>t</mi><mi>r</mi><mi>i</mi><mi>x</mi></mrow><mn>0</mn><mspace linebreak="newline"></mspace><mspace linebreak="newline"></mspace><mspace linebreak="newline"></mspace><mi>l</mi><mi>a</mi><mi>m</mi><mi>b</mi><mi>d</mi><mi>a</mi><mspace linebreak="newline"></mspace><mspace linebreak="newline"></mspace><mn>2</mn><mspace linebreak="newline"></mspace><mi>l</mi><mi>a</mi><mi>m</mi><mi>b</mi><mi>d</mi><mi>a</mi><mspace linebreak="newline"></mspace><mi>e</mi><mi>n</mi><mi>d</mi><mrow><mi>b</mi><mi>m</mi><mi>a</mi><mi>t</mi><mi>r</mi><mi>i</mi><mi>x</mi></mrow></mrow><annotation encoding="application/x-tex">\\nabla L(x) = \\begin{bmatrix}2x_1 + 2 \\\\ 2x_2 \\\\ 2x_3 - 2 \\end{bmatrix} = \\begin{bmatrix} 0 \\\\ \\lambda \\\\ 2\\lambda \\end{bmatrix}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal">nab</span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">a</span><span class="mord mathnormal">L</span><span class="mopen">(</span><span class="mord mathnormal">x</span><span class="mclose">)</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.8888799999999999em;vertical-align:-0.19444em;"></span><span class="mord mathnormal">b</span><span class="mord mathnormal">e</span><span class="mord mathnormal" style="margin-right:0.03588em;">g</span><span class="mord mathnormal">in</span><span class="mord"><span class="mord mathnormal">bma</span><span class="mord mathnormal">t</span><span class="mord mathnormal" style="margin-right:0.02778em;">r</span><span class="mord mathnormal">i</span><span class="mord mathnormal">x</span></span><span class="mord">2</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:0.64444em;vertical-align:0em;"></span><span class="mord">2</span></span><span class="mspace newline"></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.79444em;vertical-align:-0.15em;"></span><span class="mord">2</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span><span class="mspace newline"></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.79444em;vertical-align:-0.15em;"></span><span class="mord">2</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">3</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:0.64444em;vertical-align:0em;"></span><span class="mord">2</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.69444em;vertical-align:0em;"></span><span class="mord mathnormal">e</span><span class="mord mathnormal">n</span><span class="mord mathnormal">d</span><span class="mord"><span class="mord mathnormal">bma</span><span class="mord mathnormal">t</span><span class="mord mathnormal" style="margin-right:0.02778em;">r</span><span class="mord mathnormal">i</span><span class="mord mathnormal">x</span></span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.8888799999999999em;vertical-align:-0.19444em;"></span><span class="mord mathnormal">b</span><span class="mord mathnormal">e</span><span class="mord mathnormal" style="margin-right:0.03588em;">g</span><span class="mord mathnormal">in</span><span class="mord"><span class="mord mathnormal">bma</span><span class="mord mathnormal">t</span><span class="mord mathnormal" style="margin-right:0.02778em;">r</span><span class="mord mathnormal">i</span><span class="mord mathnormal">x</span></span><span class="mord">0</span></span><span class="mspace newline"></span><span class="mspace newline"></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.69444em;vertical-align:0em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">a</span></span><span class="mspace newline"></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.64444em;vertical-align:0em;"></span><span class="mord">2</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.69444em;vertical-align:0em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">a</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.69444em;vertical-align:0em;"></span><span class="mord mathnormal">e</span><span class="mord mathnormal">n</span><span class="mord mathnormal">d</span><span class="mord"><span class="mord mathnormal">bma</span><span class="mord mathnormal">t</span><span class="mord mathnormal" style="margin-right:0.02778em;">r</span><span class="mord mathnormal">i</span><span class="mord mathnormal">x</span></span></span></span></span> \\n&quot;,<br>
+&quot;Together with the equation <span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>x</mi><mn>1</mn></msub><mo>+</mo><mn>2</mn><msub><mi>x</mi><mn>2</mn></msub><mo>+</mo><mn>3</mn><msub><mi>x</mi><mn>3</mn></msub><mo>&#x2212;</mo><mn>1</mn><mo>=</mo><mn>0</mn></mrow><annotation encoding="application/x-tex">x_1 + 2x_2 + 3x_3 - 1 = 0</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.73333em;vertical-align:-0.15em;"></span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:0.79444em;vertical-align:-0.15em;"></span><span class="mord">2</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:0.79444em;vertical-align:-0.15em;"></span><span class="mord">3</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">3</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:0.64444em;vertical-align:0em;"></span><span class="mord">1</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span></span><span class="base"><span class="strut" style="height:0.64444em;vertical-align:0em;"></span><span class="mord">0</span></span></span></span>, solving for the x&apos;s we get:\\n&quot;,<br>
+&quot;<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi>x</mi><mo>=</mo><mspace linebreak="newline"></mspace><mi>b</mi><mi>e</mi><mi>g</mi><mi>i</mi><mi>n</mi><mrow><mi>b</mi><mi>m</mi><mi>a</mi><mi>t</mi><mi>r</mi><mi>i</mi><mi>x</mi></mrow><mo>&#x2212;</mo><mn>1</mn><mspace linebreak="newline"></mspace><mspace linebreak="newline"></mspace><mspace linebreak="newline"></mspace><mi>f</mi><mi>r</mi><mi>a</mi><mi>c</mi><mrow><mo>&#x2212;</mo><mn>1</mn></mrow><mn>8</mn><mspace linebreak="newline"></mspace><mspace linebreak="newline"></mspace><mspace linebreak="newline"></mspace><mi>f</mi><mi>r</mi><mi>a</mi><mi>c</mi><mn>34</mn><mspace linebreak="newline"></mspace><mi>e</mi><mi>n</mi><mi>d</mi><mrow><mi>b</mi><mi>m</mi><mi>a</mi><mi>t</mi><mi>r</mi><mi>i</mi><mi>x</mi></mrow></mrow><annotation encoding="application/x-tex">x = \\begin{bmatrix} -1 \\\\ \\frac{-1}{8} \\\\ \\frac{3}{4} \\end{bmatrix}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.43056em;vertical-align:0em;"></span><span class="mord mathnormal">x</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.8888799999999999em;vertical-align:-0.19444em;"></span><span class="mord mathnormal">b</span><span class="mord mathnormal">e</span><span class="mord mathnormal" style="margin-right:0.03588em;">g</span><span class="mord mathnormal">in</span><span class="mord"><span class="mord mathnormal">bma</span><span class="mord mathnormal">t</span><span class="mord mathnormal" style="margin-right:0.02778em;">r</span><span class="mord mathnormal">i</span><span class="mord mathnormal">x</span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:0.64444em;vertical-align:0em;"></span><span class="mord">1</span></span><span class="mspace newline"></span><span class="mspace newline"></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.8888799999999999em;vertical-align:-0.19444em;"></span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mord mathnormal" style="margin-right:0.02778em;">r</span><span class="mord mathnormal">a</span><span class="mord mathnormal">c</span><span class="mord"><span class="mord">&#x2212;</span><span class="mord">1</span></span><span class="mord"><span class="mord">8</span></span></span><span class="mspace newline"></span><span class="mspace newline"></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.8888799999999999em;vertical-align:-0.19444em;"></span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mord mathnormal" style="margin-right:0.02778em;">r</span><span class="mord mathnormal">a</span><span class="mord mathnormal">c</span><span class="mord"><span class="mord">3</span></span><span class="mord"><span class="mord">4</span></span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.69444em;vertical-align:0em;"></span><span class="mord mathnormal">e</span><span class="mord mathnormal">n</span><span class="mord mathnormal">d</span><span class="mord"><span class="mord mathnormal">bma</span><span class="mord mathnormal">t</span><span class="mord mathnormal" style="margin-right:0.02778em;">r</span><span class="mord mathnormal">i</span><span class="mord mathnormal">x</span></span></span></span></span> \n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;<strong>Problem 3</strong> \\n&quot;,<br>
+&quot;(i) Let f(x) and g(x) be two convex functions defined on the convex set X. \n&quot;,<br>
+&quot;The linear combination h(x) is defined as: \\n&quot;,<br>
+&quot;<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi>h</mi><mo stretchy="false">(</mo><mi>x</mi><mo stretchy="false">)</mo><mo>=</mo><mi>a</mi><mi>f</mi><mo stretchy="false">(</mo><mi>x</mi><mo stretchy="false">)</mo><mo>+</mo><mi>b</mi><mi>g</mi><mo stretchy="false">(</mo><mi>x</mi><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">h(x) = af(x) + bg(x)</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal">h</span><span class="mopen">(</span><span class="mord mathnormal">x</span><span class="mclose">)</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal">a</span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mopen">(</span><span class="mord mathnormal">x</span><span class="mclose">)</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal">b</span><span class="mord mathnormal" style="margin-right:0.03588em;">g</span><span class="mopen">(</span><span class="mord mathnormal">x</span><span class="mclose">)</span></span></span></span>\n&quot;,<br>
+&quot;If f(x) and g(x) are convex then: \\n&quot;,<br>
+&quot;<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi>f</mi><mo stretchy="false">(</mo><mspace linebreak="newline"></mspace><mi>l</mi><mi>a</mi><mi>m</mi><mi>b</mi><mi>d</mi><mi>a</mi><msub><mi>x</mi><mn>1</mn></msub><mo>+</mo><mo stretchy="false">(</mo><mn>1</mn><mo>&#x2212;</mo><mspace linebreak="newline"></mspace><mi>l</mi><mi>a</mi><mi>m</mi><mi>b</mi><mi>d</mi><mi>a</mi><mo stretchy="false">)</mo><msub><mi>x</mi><mn>2</mn></msub><mo stretchy="false">)</mo><mspace linebreak="newline"></mspace><mi>l</mi><mi>e</mi><mspace linebreak="newline"></mspace><mi>l</mi><mi>a</mi><mi>m</mi><mi>b</mi><mi>d</mi><mi>a</mi><mi>f</mi><mo stretchy="false">(</mo><msub><mi>x</mi><mn>1</mn></msub><mo stretchy="false">)</mo><mo>+</mo><mo stretchy="false">(</mo><mn>1</mn><mo>&#x2212;</mo><mspace linebreak="newline"></mspace><mi>l</mi><mi>a</mi><mi>m</mi><mi>b</mi><mi>d</mi><mi>a</mi><mo stretchy="false">)</mo><mi>f</mi><mo stretchy="false">(</mo><msub><mi>x</mi><mn>2</mn></msub><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">f(\\lambda x_1 + (1- \\lambda)x_2) \\le \\lambda f(x_1) + (1 - \\lambda)f(x_2)</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mopen">(</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.84444em;vertical-align:-0.15em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">a</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mopen">(</span><span class="mord">1</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">a</span><span class="mclose">)</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose">)</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.69444em;vertical-align:0em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span 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style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose">)</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mopen">(</span><span class="mord">1</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">a</span><span class="mclose">)</span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mopen">(</span><span class="mord"><span 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stretchy="false">(</mo><msub><mi>x</mi><mn>2</mn></msub><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">g(\\lambda x_1 + (1- \\lambda)x_2) \\le \\lambda g(x_1) + (1 - \\lambda)g(x_2)</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.03588em;">g</span><span class="mopen">(</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.84444em;vertical-align:-0.15em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">a</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mopen">(</span><span class="mord">1</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">a</span><span class="mclose">)</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose">)</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.69444em;vertical-align:0em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span 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style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose">)</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mopen">(</span><span class="mord">1</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">a</span><span class="mclose">)</span><span class="mord mathnormal" style="margin-right:0.03588em;">g</span><span class="mopen">(</span><span class="mord"><span 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linebreak="newline"></mspace><mi>l</mi><mi>e</mi><mi>a</mi><mo stretchy="false">(</mo><mspace linebreak="newline"></mspace><mi>l</mi><mi>a</mi><mi>m</mi><mi>b</mi><mi>d</mi><mi>a</mi><mi>f</mi><mo stretchy="false">(</mo><msub><mi>x</mi><mn>1</mn></msub><mo stretchy="false">)</mo><mo>+</mo><mo stretchy="false">(</mo><mn>1</mn><mo>&#x2212;</mo><mspace linebreak="newline"></mspace><mi>l</mi><mi>a</mi><mi>m</mi><mi>b</mi><mi>d</mi><mi>a</mi><mo stretchy="false">)</mo><mi>f</mi><mo stretchy="false">(</mo><msub><mi>x</mi><mn>2</mn></msub><mo stretchy="false">)</mo><mo stretchy="false">)</mo><mo>+</mo><mi>b</mi><mo stretchy="false">(</mo><mspace linebreak="newline"></mspace><mi>l</mi><mi>a</mi><mi>m</mi><mi>b</mi><mi>d</mi><mi>a</mi><mi>g</mi><mo stretchy="false">(</mo><msub><mi>x</mi><mn>1</mn></msub><mo stretchy="false">)</mo><mo>+</mo><mo stretchy="false">(</mo><mn>1</mn><mo>&#x2212;</mo><mspace linebreak="newline"></mspace><mi>l</mi><mi>a</mi><mi>m</mi><mi>b</mi><mi>d</mi><mi>a</mi><mo 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class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mopen">(</span><span class="mord">1</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">a</span><span class="mclose">)</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose">)</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal">b</span><span class="mord mathnormal" style="margin-right:0.03588em;">g</span><span class="mopen">(</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.84444em;vertical-align:-0.15em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">a</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mopen">(</span><span class="mord">1</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">a</span><span class="mclose">)</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose">)</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">e</span><span class="mord mathnormal">a</span><span class="mopen">(</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">a</span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose">)</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mopen">(</span><span class="mord">1</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">a</span><span class="mclose">)</span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose">))</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal">b</span><span class="mopen">(</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">a</span><span class="mord mathnormal" style="margin-right:0.03588em;">g</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose">)</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mopen">(</span><span class="mord">1</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">a</span><span class="mclose">)</span><span class="mord mathnormal" style="margin-right:0.03588em;">g</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose">))</span></span></span></span> \\n&quot;,<br>
+&quot;The right side can be rewritten as: \\n&quot;,<br>
+&quot;<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mspace linebreak="newline"></mspace><mi>l</mi><mi>a</mi><mi>m</mi><mi>b</mi><mi>d</mi><mi>a</mi><mo stretchy="false">(</mo><mi>a</mi><mi>f</mi><mo stretchy="false">(</mo><msub><mi>x</mi><mn>1</mn></msub><mo stretchy="false">)</mo><mo>+</mo><mi>b</mi><mi>g</mi><mo stretchy="false">(</mo><msub><mi>x</mi><mn>1</mn></msub><mo stretchy="false">)</mo><mo stretchy="false">)</mo><mo>+</mo><mo stretchy="false">(</mo><mn>1</mn><mo>&#x2212;</mo><mspace linebreak="newline"></mspace><mi>l</mi><mi>a</mi><mi>m</mi><mi>b</mi><mi>d</mi><mi>a</mi><mo stretchy="false">)</mo><mo stretchy="false">(</mo><mi>a</mi><mi>f</mi><mo stretchy="false">(</mo><msub><mi>x</mi><mn>2</mn></msub><mo stretchy="false">)</mo><mo>+</mo><mi>b</mi><mi>g</mi><mo stretchy="false">(</mo><msub><mi>x</mi><mn>2</mn></msub><mo stretchy="false">)</mo><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">\\lambda(af(x_1) + bg(x_1)) + (1-\\lambda)(af(x_2) + bg(x_2))</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">a</span><span class="mopen">(</span><span class="mord mathnormal">a</span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose">)</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal">b</span><span class="mord mathnormal" style="margin-right:0.03588em;">g</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose">))</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mopen">(</span><span class="mord">1</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">a</span><span class="mclose">)</span><span class="mopen">(</span><span class="mord mathnormal">a</span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose">)</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal">b</span><span class="mord mathnormal" style="margin-right:0.03588em;">g</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose">))</span></span></span></span> \\n&quot;,<br>
+&quot;From the definition of h(x), the right hand side can be transformed to: \\n&quot;,<br>
+&quot;<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mspace linebreak="newline"></mspace><mi>l</mi><mi>a</mi><mi>m</mi><mi>b</mi><mi>d</mi><mi>a</mi><mi>h</mi><mo stretchy="false">(</mo><msub><mi>x</mi><mn>1</mn></msub><mo stretchy="false">)</mo><mo>+</mo><mo stretchy="false">(</mo><mn>1</mn><mo>&#x2212;</mo><mspace linebreak="newline"></mspace><mi>l</mi><mi>a</mi><mi>m</mi><mi>b</mi><mi>d</mi><mi>a</mi><mo stretchy="false">)</mo><mi>h</mi><mo stretchy="false">(</mo><msub><mi>x</mi><mn>2</mn></msub><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">\\lambda h(x_1) + (1-\\lambda)h(x_2)</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">ah</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose">)</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mopen">(</span><span class="mord">1</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">amb</span><span class="mord mathnormal">d</span><span class="mord mathnormal">a</span><span class="mclose">)</span><span class="mord mathnormal">h</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose">)</span></span></span></span> \n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;<strong>Problem 5</strong> \\n&quot;,<br>
+&quot;(i) Formulation of optimization problem:\n&quot;,<br>
+&quot;<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mspace linebreak="newline"></mspace><mi>u</mi><mi>n</mi><mi>d</mi><mi>e</mi><mi>r</mi><mi>s</mi><mi>e</mi><mi>t</mi><msub><mi>p</mi><mi>j</mi></msub><mrow><mspace linebreak="newline"></mspace><mi>o</mi><mi>p</mi><mi>e</mi><mi>r</mi><mi>a</mi><mi>t</mi><mi>o</mi><mi>r</mi><mi>n</mi><mi>a</mi><mi>m</mi><mi>e</mi><mrow><mi>m</mi><mi>i</mi><mi>n</mi></mrow></mrow><mspace linebreak="newline"></mspace><mi>s</mi><mi>u</mi><msubsup><mi>m</mi><mrow><mi>k</mi><mo>=</mo><mn>1</mn></mrow><mi>n</mi></msubsup><mo stretchy="false">(</mo><msub><mi>I</mi><mi>k</mi></msub><mo>&#x2212;</mo><msub><mi>I</mi><mi>t</mi></msub><msup><mo stretchy="false">)</mo><mn>2</mn></msup></mrow><annotation encoding="application/x-tex">\\underset{p_j}{\\operatorname{min}} \\sum_{k = 1}^{n} (I_k - I_t)^2</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.980548em;vertical-align:-0.286108em;"></span><span class="mord mathnormal">u</span><span class="mord mathnormal">n</span><span class="mord mathnormal">d</span><span class="mord mathnormal">erse</span><span class="mord mathnormal">t</span><span class="mord"><span class="mord"><span class="mord mathnormal">p</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.311664em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.05724em;">j</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.286108em;"><span></span></span></span></span></span></span></span><span class="mord"><span class="mspace newline"></span><span class="mord mathnormal">o</span><span class="mord mathnormal">p</span><span class="mord mathnormal" style="margin-right:0.02778em;">er</span><span class="mord mathnormal">a</span><span class="mord mathnormal">t</span><span class="mord mathnormal" style="margin-right:0.02778em;">or</span><span class="mord mathnormal">nam</span><span class="mord mathnormal">e</span><span class="mord"><span class="mord mathnormal">min</span></span></span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1.033108em;vertical-align:-0.2831079999999999em;"></span><span class="mord mathnormal">s</span><span class="mord mathnormal">u</span><span class="mord"><span class="mord mathnormal">m</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.664392em;"><span style="top:-2.4168920000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.03148em;">k</span><span class="mrel mtight">=</span><span class="mord mtight">1</span></span></span></span><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">n</span></span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.2831079999999999em;"><span></span></span></span></span></span></span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal" style="margin-right:0.07847em;">I</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.33610799999999996em;"><span style="top:-2.5500000000000003em;margin-left:-0.07847em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.03148em;">k</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1.064108em;vertical-align:-0.25em;"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.07847em;">I</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.2805559999999999em;"><span style="top:-2.5500000000000003em;margin-left:-0.07847em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight">t</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose"><span class="mclose">)</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8141079999999999em;"><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span></span></span></span></span></span></span></span> \\n&quot;,<br>
+&quot;st <span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>0</mn><mspace linebreak="newline"></mspace><mi>l</mi><mi>e</mi><msub><mi>p</mi><mi>j</mi></msub><mspace linebreak="newline"></mspace><mi>l</mi><mi>e</mi><msub><mi>p</mi><mrow><mi>m</mi><mi>a</mi><mi>x</mi></mrow></msub></mrow><annotation encoding="application/x-tex">0 \\le p_j \\le p_{max}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.64444em;vertical-align:0em;"></span><span class="mord">0</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.980548em;vertical-align:-0.286108em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">e</span><span class="mord"><span class="mord mathnormal">p</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.311664em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.05724em;">j</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.286108em;"><span></span></span></span></span></span></span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.8888799999999999em;vertical-align:-0.19444em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">e</span><span class="mord"><span class="mord mathnormal">p</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.151392em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">ma</span><span class="mord mathnormal mtight">x</span></span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span></span></span> \\n&quot;,<br>
+&quot;(ii) A formulation is convex if the objective is a convex function and the constraints have a feasible set that is convex. \n&quot;,<br>
+&quot;Consider the function: <span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi>f</mi><mo stretchy="false">(</mo><mi>p</mi><mo stretchy="false">)</mo><mo>=</mo><mo stretchy="false">(</mo><msubsup><mi>a</mi><mi>k</mi><mi>T</mi></msubsup><mi>p</mi><mo>&#x2212;</mo><mi>I</mi><msup><mo stretchy="false">)</mo><mn>2</mn></msup></mrow><annotation encoding="application/x-tex">f(p) = (a_k^Tp - I)^2</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mopen">(</span><span class="mord mathnormal">p</span><span class="mclose">)</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span></span><span class="base"><span class="strut" style="height:1.1244389999999997em;vertical-align:-0.2831079999999999em;"></span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal">a</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8413309999999999em;"><span style="top:-2.4168920000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.03148em;">k</span></span></span><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.13889em;">T</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.2831079999999999em;"><span></span></span></span></span></span></span><span class="mord mathnormal">p</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1.064108em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.07847em;">I</span><span class="mclose"><span class="mclose">)</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8141079999999999em;"><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span></span></span></span></span></span></span></span> \\n&quot;,<br>
+&quot;<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mspace linebreak="newline"></mspace><mi>n</mi><mi>a</mi><mi>b</mi><mi>l</mi><mi>a</mi><mi>f</mi><mo>=</mo><mn>2</mn><msub><mi>a</mi><mi>k</mi></msub><msubsup><mi>a</mi><mi>k</mi><mi>T</mi></msubsup><mi>p</mi><mo>&#x2212;</mo><mn>2</mn><mi>I</mi><msub><mi>a</mi><mi>k</mi></msub></mrow><annotation encoding="application/x-tex">\\nabla f = 2a_ka_k^Tp - 2Ia_k</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.8888799999999999em;vertical-align:-0.19444em;"></span><span class="mord mathnormal">nab</span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">a</span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span></span><span class="base"><span class="strut" style="height:1.1244389999999997em;vertical-align:-0.2831079999999999em;"></span><span class="mord">2</span><span class="mord"><span class="mord mathnormal">a</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.33610799999999996em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.03148em;">k</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mord"><span class="mord mathnormal">a</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8413309999999999em;"><span style="top:-2.4168920000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.03148em;">k</span></span></span><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.13889em;">T</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.2831079999999999em;"><span></span></span></span></span></span></span><span class="mord mathnormal">p</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:0.83333em;vertical-align:-0.15em;"></span><span class="mord">2</span><span class="mord mathnormal" style="margin-right:0.07847em;">I</span><span class="mord"><span class="mord mathnormal">a</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.33610799999999996em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.03148em;">k</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span></span></span> \\n&quot;,<br>
+&quot;<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mspace linebreak="newline"></mspace><mi>n</mi><mi>a</mi><mi>b</mi><mi>l</mi><msup><mi>a</mi><mn>2</mn></msup><mi>f</mi><mo>=</mo><mn>2</mn><msub><mi>a</mi><mi>k</mi></msub><msubsup><mi>a</mi><mi>k</mi><mi>T</mi></msubsup></mrow><annotation encoding="application/x-tex">\\nabla ^2 f = 2a_ka_k^T</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1.008548em;vertical-align:-0.19444em;"></span><span class="mord mathnormal">nab</span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord"><span class="mord mathnormal">a</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8141079999999999em;"><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span></span></span></span></span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span></span><span class="base"><span class="strut" style="height:1.1244389999999997em;vertical-align:-0.2831079999999999em;"></span><span class="mord">2</span><span class="mord"><span class="mord mathnormal">a</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.33610799999999996em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.03148em;">k</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mord"><span class="mord mathnormal">a</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8413309999999999em;"><span style="top:-2.4168920000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.03148em;">k</span></span></span><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.13889em;">T</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.2831079999999999em;"><span></span></span></span></span></span></span></span></span></span> \\n&quot;,<br>
+&quot;Lemma: If <span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msup><mi>d</mi><mi>T</mi></msup><mi>H</mi><mi>d</mi><mspace linebreak="newline"></mspace><mi>g</mi><mi>e</mi><mn>0</mn><mspace linebreak="newline"></mspace><mi>t</mi><mi>e</mi><mi>x</mi><mi>t</mi><mrow><mi>f</mi><mi>o</mi><mi>r</mi><mi>a</mi><mi>l</mi><mi>l</mi><mi>d</mi></mrow><mspace linebreak="newline"></mspace><mi>n</mi><mi>e</mi><mn>0</mn><mspace linebreak="newline"></mspace><mi>t</mi><mi>e</mi><mi>x</mi><mi>t</mi><mrow><mi>t</mi><mi>h</mi><mi>e</mi><mi>n</mi><mi>H</mi><mi>i</mi><mi>s</mi><mi>p</mi><mi>o</mi><mi>s</mi><mi>i</mi><mi>t</mi><mi>i</mi><mi>v</mi><mi>e</mi><mi>s</mi><mi>e</mi><mi>m</mi><mi>i</mi><mi>d</mi><mi>e</mi><mi>f</mi><mi>i</mi><mi>n</mi><mi>i</mi><mi>t</mi><mi>e</mi><mi mathvariant="normal">.</mi></mrow></mrow><annotation encoding="application/x-tex">d^THd \\ge 0 \\text{ for all d} \\ne 0 \\text{ then H is positive semi definite.}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8413309999999999em;vertical-align:0em;"></span><span class="mord"><span class="mord mathnormal">d</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8413309999999999em;"><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.13889em;">T</span></span></span></span></span></span></span></span><span class="mord mathnormal" style="margin-right:0.08125em;">H</span><span class="mord mathnormal">d</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.8388800000000001em;vertical-align:-0.19444em;"></span><span class="mord mathnormal" style="margin-right:0.03588em;">g</span><span class="mord mathnormal">e</span><span class="mord">0</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.8888799999999999em;vertical-align:-0.19444em;"></span><span class="mord mathnormal">t</span><span class="mord mathnormal">e</span><span class="mord mathnormal">x</span><span class="mord mathnormal">t</span><span class="mord"><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mord mathnormal" style="margin-right:0.02778em;">or</span><span class="mord mathnormal">a</span><span class="mord mathnormal" style="margin-right:0.01968em;">ll</span><span class="mord mathnormal">d</span></span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.64444em;vertical-align:0em;"></span><span class="mord mathnormal">n</span><span class="mord mathnormal">e</span><span class="mord">0</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.8888799999999999em;vertical-align:-0.19444em;"></span><span class="mord mathnormal">t</span><span class="mord mathnormal">e</span><span class="mord mathnormal">x</span><span class="mord mathnormal">t</span><span class="mord"><span class="mord mathnormal">t</span><span class="mord mathnormal">h</span><span class="mord mathnormal">e</span><span class="mord mathnormal">n</span><span class="mord mathnormal" style="margin-right:0.08125em;">H</span><span class="mord mathnormal">i</span><span class="mord mathnormal">s</span><span class="mord mathnormal">p</span><span class="mord mathnormal">os</span><span class="mord mathnormal">i</span><span class="mord mathnormal">t</span><span class="mord mathnormal">i</span><span class="mord mathnormal" style="margin-right:0.03588em;">v</span><span class="mord mathnormal">ese</span><span class="mord mathnormal">mi</span><span class="mord mathnormal">d</span><span class="mord mathnormal">e</span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mord mathnormal">ini</span><span class="mord mathnormal">t</span><span class="mord mathnormal">e</span><span class="mord">.</span></span></span></span></span> \\n&quot;,<br>
+&quot;In this case, applying the lemma gives us  <span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msup><mi>d</mi><mi>T</mi></msup><mi>H</mi><mi>d</mi><mo>=</mo><mn>2</mn><msup><mi>d</mi><mi>T</mi></msup><msub><mi>a</mi><mi>k</mi></msub><msubsup><mi>a</mi><mi>k</mi><mi>T</mi></msubsup><mi>d</mi></mrow><annotation encoding="application/x-tex">d^THd = 2d^Ta_ka_k^Td</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8413309999999999em;vertical-align:0em;"></span><span class="mord"><span class="mord mathnormal">d</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8413309999999999em;"><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.13889em;">T</span></span></span></span></span></span></span></span><span class="mord mathnormal" style="margin-right:0.08125em;">H</span><span class="mord mathnormal">d</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span></span><span class="base"><span class="strut" style="height:1.1244389999999997em;vertical-align:-0.2831079999999999em;"></span><span class="mord">2</span><span class="mord"><span class="mord mathnormal">d</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8413309999999999em;"><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.13889em;">T</span></span></span></span></span></span></span></span><span class="mord"><span class="mord mathnormal">a</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.33610799999999996em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.03148em;">k</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mord"><span class="mord mathnormal">a</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8413309999999999em;"><span style="top:-2.4168920000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.03148em;">k</span></span></span><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.13889em;">T</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.2831079999999999em;"><span></span></span></span></span></span></span><span class="mord mathnormal">d</span></span></span></span>, which is always non negative. \n&quot;,<br>
+&quot;Moreover, the summation of k convex functions is also convex. Therefore the objective is convex. The feasible set from the constraints is convex because they form a segmented space that is a hypercube. \\n&quot;,<br>
+&quot;(iii) If we require the power output of any of the n lamps to be less than p*, the modified optimization problem is: \\n&quot;,<br>
+&quot;<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mspace linebreak="newline"></mspace><mi>u</mi><mi>n</mi><mi>d</mi><mi>e</mi><mi>r</mi><mi>s</mi><mi>e</mi><mi>t</mi><msub><mi>p</mi><mi>j</mi></msub><mrow><mspace linebreak="newline"></mspace><mi>o</mi><mi>p</mi><mi>e</mi><mi>r</mi><mi>a</mi><mi>t</mi><mi>o</mi><mi>r</mi><mi>n</mi><mi>a</mi><mi>m</mi><mi>e</mi><mrow><mi>m</mi><mi>i</mi><mi>n</mi></mrow></mrow><mspace linebreak="newline"></mspace><mi>s</mi><mi>u</mi><msubsup><mi>m</mi><mrow><mi>k</mi><mo>=</mo><mn>1</mn></mrow><mi>n</mi></msubsup><mo stretchy="false">(</mo><msub><mi>I</mi><mi>k</mi></msub><mo>&#x2212;</mo><msub><mi>I</mi><mi>t</mi></msub><msup><mo stretchy="false">)</mo><mn>2</mn></msup></mrow><annotation encoding="application/x-tex">\\underset{p_j}{\\operatorname{min}} \\sum_{k = 1}^{n} (I_k - I_t)^2</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.980548em;vertical-align:-0.286108em;"></span><span class="mord mathnormal">u</span><span class="mord mathnormal">n</span><span class="mord mathnormal">d</span><span class="mord mathnormal">erse</span><span class="mord mathnormal">t</span><span class="mord"><span class="mord"><span class="mord mathnormal">p</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.311664em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.05724em;">j</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.286108em;"><span></span></span></span></span></span></span></span><span class="mord"><span class="mspace newline"></span><span class="mord mathnormal">o</span><span class="mord mathnormal">p</span><span class="mord mathnormal" style="margin-right:0.02778em;">er</span><span class="mord mathnormal">a</span><span class="mord mathnormal">t</span><span class="mord mathnormal" style="margin-right:0.02778em;">or</span><span class="mord mathnormal">nam</span><span class="mord mathnormal">e</span><span class="mord"><span class="mord mathnormal">min</span></span></span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1.033108em;vertical-align:-0.2831079999999999em;"></span><span class="mord mathnormal">s</span><span class="mord mathnormal">u</span><span class="mord"><span class="mord mathnormal">m</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.664392em;"><span style="top:-2.4168920000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.03148em;">k</span><span class="mrel mtight">=</span><span class="mord mtight">1</span></span></span></span><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">n</span></span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.2831079999999999em;"><span></span></span></span></span></span></span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal" style="margin-right:0.07847em;">I</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.33610799999999996em;"><span style="top:-2.5500000000000003em;margin-left:-0.07847em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.03148em;">k</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1.064108em;vertical-align:-0.25em;"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.07847em;">I</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.2805559999999999em;"><span style="top:-2.5500000000000003em;margin-left:-0.07847em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight">t</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose"><span class="mclose">)</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8141079999999999em;"><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span></span></span></span></span></span></span></span> \\n&quot;,<br>
+&quot;st <span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>0</mn><mspace linebreak="newline"></mspace><mi>l</mi><mi>e</mi><msub><mi>p</mi><mi>j</mi></msub><mspace linebreak="newline"></mspace><mi>l</mi><mi>e</mi><msub><mi>p</mi><mrow><mi>m</mi><mi>a</mi><mi>x</mi></mrow></msub></mrow><annotation encoding="application/x-tex">0 \\le p_j \\le p_{max}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.64444em;vertical-align:0em;"></span><span class="mord">0</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.980548em;vertical-align:-0.286108em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">e</span><span class="mord"><span class="mord mathnormal">p</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.311664em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.05724em;">j</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.286108em;"><span></span></span></span></span></span></span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.8888799999999999em;vertical-align:-0.19444em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">e</span><span class="mord"><span class="mord mathnormal">p</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.151392em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">ma</span><span class="mord mathnormal mtight">x</span></span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span></span></span> , \\n&quot;,<br>
+&quot;<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mspace linebreak="newline"></mspace><mi>s</mi><mi>u</mi><msubsup><mi>m</mi><mrow><mi>j</mi><mo>=</mo><mn>1</mn></mrow><mi>k</mi></msubsup><msub><mi>p</mi><mi>j</mi></msub><mo>&lt;</mo><msup><mi>p</mi><mo>&#x2217;</mo></msup><mo separator="true">,</mo><mi>k</mi><mo>=</mo><mrow><mn>1</mn><mo separator="true">,</mo><mi mathvariant="normal">.</mi><mi mathvariant="normal">.</mi><mi mathvariant="normal">.</mi><mo separator="true">,</mo><mi>n</mi></mrow></mrow><annotation encoding="application/x-tex">\\sum_{j = 1}^{k} p_j &lt; p^*,  k = {1,...,n}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1.2438799999999999em;vertical-align:-0.394772em;"></span><span class="mord mathnormal">s</span><span class="mord mathnormal">u</span><span class="mord"><span class="mord mathnormal">m</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.849108em;"><span style="top:-2.441336em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.05724em;">j</span><span class="mrel mtight">=</span><span class="mord mtight">1</span></span></span></span><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.03148em;">k</span></span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.394772em;"><span></span></span></span></span></span></span><span class="mord"><span class="mord mathnormal">p</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.311664em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.05724em;">j</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.286108em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">&lt;</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span></span><span class="base"><span class="strut" style="height:0.8888799999999999em;vertical-align:-0.19444em;"></span><span class="mord"><span class="mord mathnormal">p</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.688696em;"><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mbin mtight">&#x2217;</span></span></span></span></span></span></span></span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord mathnormal" style="margin-right:0.03148em;">k</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span></span><span class="base"><span class="strut" style="height:0.8388800000000001em;vertical-align:-0.19444em;"></span><span class="mord"><span class="mord">1</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord">...</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord mathnormal">n</span></span></span></span></span> \\n&quot;,<br>
+&quot;The second constraint can be further split into n separate constraints. Unique solutions are possible if all the constraints are convex sets. Consider the constraint <span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mspace linebreak="newline"></mspace><mi>s</mi><mi>u</mi><msubsup><mi>m</mi><mrow><mi>j</mi><mo>=</mo><mn>1</mn></mrow><mi>l</mi></msubsup><msub><mi>p</mi><mi>j</mi></msub><mspace linebreak="newline"></mspace><mi>l</mi><mi>t</mi><msup><mi>p</mi><mo>&#x2217;</mo></msup><mo separator="true">,</mo><mi>l</mi><mspace linebreak="newline"></mspace><mi>e</mi><mi>p</mi><mi>s</mi><mi>i</mi><mi>l</mi><mi>o</mi><mi>n</mi><mi>k</mi></mrow><annotation encoding="application/x-tex">\\sum_{j = 1}^{l} p_j \\lt p^* , l \\epsilon k</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1.2438799999999999em;vertical-align:-0.394772em;"></span><span class="mord mathnormal">s</span><span class="mord mathnormal">u</span><span class="mord"><span class="mord mathnormal">m</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.849108em;"><span style="top:-2.441336em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.05724em;">j</span><span class="mrel mtight">=</span><span class="mord mtight">1</span></span></span></span><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.01968em;">l</span></span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.394772em;"><span></span></span></span></span></span></span><span class="mord"><span class="mord mathnormal">p</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.311664em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.05724em;">j</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.286108em;"><span></span></span></span></span></span></span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.8888799999999999em;vertical-align:-0.19444em;"></span><span class="mord mathnormal">lt</span><span class="mord"><span class="mord mathnormal">p</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.688696em;"><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mbin mtight">&#x2217;</span></span></span></span></span></span></span></span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.8888799999999999em;vertical-align:-0.19444em;"></span><span class="mord mathnormal">e</span><span class="mord mathnormal">p</span><span class="mord mathnormal">s</span><span class="mord mathnormal">i</span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">o</span><span class="mord mathnormal" style="margin-right:0.03148em;">nk</span></span></span></span>. The summation produces an l-dimensional half space of a hyperplane, which is a convex set. Therefore the problem has a unique solution. \\n&quot;,<br>
+&quot;(iv) If only half the lamps can be on at the same time, then the problem has a combinatorial constraint, where out of n lamps, any n/2 of them can be switched on. The constraint to be added to the formulation is:\n&quot;,<br>
+&quot;<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mspace linebreak="newline"></mspace><mi>u</mi><mi>n</mi><mi>d</mi><mi>e</mi><mi>r</mi><mi>s</mi><mi>e</mi><mi>t</mi><msub><mi>p</mi><mi>j</mi></msub><mrow><mspace linebreak="newline"></mspace><mi>o</mi><mi>p</mi><mi>e</mi><mi>r</mi><mi>a</mi><mi>t</mi><mi>o</mi><mi>r</mi><mi>n</mi><mi>a</mi><mi>m</mi><mi>e</mi><mrow><mi>m</mi><mi>i</mi><mi>n</mi></mrow></mrow><mspace linebreak="newline"></mspace><mi>s</mi><mi>u</mi><msubsup><mi>m</mi><mrow><mi>k</mi><mo>=</mo><mn>1</mn></mrow><mi>n</mi></msubsup><mo stretchy="false">(</mo><msub><mi>I</mi><mi>k</mi></msub><mo>&#x2212;</mo><msub><mi>I</mi><mi>t</mi></msub><msup><mo stretchy="false">)</mo><mn>2</mn></msup></mrow><annotation encoding="application/x-tex">\\underset{p_j}{\\operatorname{min}} \\sum_{k = 1}^{n} (I_k - I_t)^2</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.980548em;vertical-align:-0.286108em;"></span><span class="mord mathnormal">u</span><span class="mord mathnormal">n</span><span class="mord mathnormal">d</span><span class="mord mathnormal">erse</span><span class="mord mathnormal">t</span><span class="mord"><span class="mord"><span class="mord mathnormal">p</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.311664em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.05724em;">j</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.286108em;"><span></span></span></span></span></span></span></span><span class="mord"><span class="mspace newline"></span><span class="mord mathnormal">o</span><span class="mord mathnormal">p</span><span class="mord mathnormal" style="margin-right:0.02778em;">er</span><span class="mord mathnormal">a</span><span class="mord mathnormal">t</span><span class="mord mathnormal" style="margin-right:0.02778em;">or</span><span class="mord mathnormal">nam</span><span class="mord mathnormal">e</span><span class="mord"><span class="mord mathnormal">min</span></span></span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:1.033108em;vertical-align:-0.2831079999999999em;"></span><span class="mord mathnormal">s</span><span class="mord mathnormal">u</span><span class="mord"><span class="mord mathnormal">m</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.664392em;"><span style="top:-2.4168920000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.03148em;">k</span><span class="mrel mtight">=</span><span class="mord mtight">1</span></span></span></span><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">n</span></span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.2831079999999999em;"><span></span></span></span></span></span></span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal" style="margin-right:0.07847em;">I</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.33610799999999996em;"><span style="top:-2.5500000000000003em;margin-left:-0.07847em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.03148em;">k</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">&#x2212;</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span></span><span class="base"><span class="strut" style="height:1.064108em;vertical-align:-0.25em;"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.07847em;">I</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.2805559999999999em;"><span style="top:-2.5500000000000003em;margin-left:-0.07847em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight">t</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mclose"><span class="mclose">)</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8141079999999999em;"><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span></span></span></span></span></span></span></span> \\n&quot;,<br>
+&quot;st <span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>0</mn><mspace linebreak="newline"></mspace><mi>l</mi><mi>e</mi><msub><mi>p</mi><mi>j</mi></msub><mspace linebreak="newline"></mspace><mi>l</mi><mi>e</mi><msub><mi>p</mi><mrow><mi>m</mi><mi>a</mi><mi>x</mi></mrow></msub></mrow><annotation encoding="application/x-tex">0 \\le p_j \\le p_{max}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.64444em;vertical-align:0em;"></span><span class="mord">0</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.980548em;vertical-align:-0.286108em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">e</span><span class="mord"><span class="mord mathnormal">p</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.311664em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.05724em;">j</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.286108em;"><span></span></span></span></span></span></span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.8888799999999999em;vertical-align:-0.19444em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">e</span><span class="mord"><span class="mord mathnormal">p</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.151392em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">ma</span><span class="mord mathnormal mtight">x</span></span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span></span></span> , \\n&quot;,<br>
+&quot;<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi mathvariant="normal">&#x2223;</mi><mi mathvariant="normal">&#x2223;</mi><mi>x</mi><mi mathvariant="normal">&#x2223;</mi><msub><mi mathvariant="normal">&#x2223;</mi><mn>0</mn></msub><mspace linebreak="newline"></mspace><mi>l</mi><mi>e</mi><mspace linebreak="newline"></mspace><mi>f</mi><mi>r</mi><mi>a</mi><mi>c</mi><mi>n</mi><mn>2</mn></mrow><annotation encoding="application/x-tex">||x||_0 \\le \\frac{n}{2}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord">&#x2223;&#x2223;</span><span class="mord mathnormal">x</span><span class="mord">&#x2223;</span><span class="mord"><span class="mord">&#x2223;</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">0</span></span></span></span><span class="vlist-s">&#x200B;</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.69444em;vertical-align:0em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">e</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height:0.8888799999999999em;vertical-align:-0.19444em;"></span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mord mathnormal" style="margin-right:0.02778em;">r</span><span class="mord mathnormal">a</span><span class="mord mathnormal">c</span><span class="mord"><span class="mord mathnormal">n</span></span><span class="mord"><span class="mord">2</span></span></span></span></span> \\n&quot;,<br>
+&quot;The l-0 norm is not convex, therefore the problem does not have a unique solution.\n&quot;,<br>
+&quot;\n&quot;<br>
+]<br>
+},<br>
+{<br>
+&quot;cell_type&quot;: &quot;code&quot;,<br>
+&quot;execution_count&quot;: 1,<br>
+&quot;metadata&quot;: {},<br>
+&quot;outputs&quot;: [<br>
+{<br>
+&quot;name&quot;: &quot;stdout&quot;,<br>
+&quot;output_type&quot;: &quot;stream&quot;,<br>
+&quot;text&quot;: [<br>
+&quot;Gradient descent solution\n&quot;,<br>
+&quot;Final solution: [-1.0713988626792919, -0.14249520055213166, 0.7854630879278517]\n&quot;,<br>
+&quot;Newton&apos;s method solution: \n&quot;,<br>
+&quot;Iteration: 1 alpha: 1 Error: 0.000910695792946387 x: <a href="-0.14285714]\n" ,_______"_[_0.78571429.md">-0.14285714]\n&quot;,
+      &quot; [ 0.78571429</a>\n&quot;,<br>
+&quot;Final solution: [array([-1.07142857]), array([-0.14285714]), array([0.78571429])]\n&quot;<br>
+]<br>
+},<br>
+{<br>
+&quot;data&quot;: {<br>
+&quot;image/png&quot;: 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&quot;,<br>
+&quot;text/plain&quot;: [<br>
+&quot;&lt;Figure size 432x288 with 1 Axes&gt;&quot;<br>
+]<br>
+},<br>
+&quot;metadata&quot;: {<br>
+&quot;needs_background&quot;: &quot;light&quot;<br>
+},<br>
+&quot;output_type&quot;: &quot;display_data&quot;<br>
+},<br>
+{<br>
+&quot;data&quot;: {<br>
+&quot;image/png&quot;: 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&quot;,<br>
+&quot;text/plain&quot;: [<br>
+&quot;&lt;Figure size 432x288 with 1 Axes&gt;&quot;<br>
+]<br>
+},<br>
+&quot;metadata&quot;: {<br>
+&quot;needs_background&quot;: &quot;light&quot;<br>
+},<br>
+&quot;output_type&quot;: &quot;display_data&quot;<br>
+}<br>
+],<br>
+&quot;source&quot;: [<br>
+&quot;# PROBLEM 2 : CODE FOR GRADIENT DESCENT\n&quot;,<br>
+&quot;print(&quot;Gradient descent solution&quot;)\n&quot;,<br>
+&quot;import numpy as np\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;def objective(x):\n&quot;,<br>
+&quot;\treturn (2 - (2<em>x[0]) - (3</em>x[1]))**2 + (x[0])**2 + (x[1] - 1)*<em>2\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;def grad(x):\n&quot;,<br>
+&quot;\treturn np.asarray([10<em>x[0] + 12</em>x[1] - 8, 12<em>x[0] + 20</em>x[1] - 14])\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;def phi(a,x):\n&quot;,<br>
+&quot;\tobj = objective(x)\n&quot;,<br>
+&quot;\tcorr = a<em>0.8</em>np.dot(grad(x), grad(x))\n&quot;,<br>
+&quot;\treturn obj - corr\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;def line_search(x):\n&quot;,<br>
+&quot;\ta = 1  # initialize step size\n&quot;,<br>
+&quot;\twhile np.linalg.norm(phi(a,x))&lt;objective(x-a<em>grad(x)):  # if f(x+a</em>d)&gt;phi(a) then backtrack. d is the search direction\n&quot;,<br>
+&quot;\t\ta = 0.5<em>a\n&quot;,<br>
+&quot;\treturn a\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;eps = 1e-3\n&quot;,<br>
+&quot;x0 = [0,0]\n&quot;,<br>
+&quot;k = 0\n&quot;,<br>
+&quot;x = x0\n&quot;,<br>
+&quot;soln = [objective(x)]\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;error = np.linalg.norm(grad(x))\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;while error &gt;= eps and k &lt; 10000:  # keep searching while gradient norm is larger than eps\n&quot;,<br>
+&quot;\ta = line_search(x)\n&quot;,<br>
+&quot;\tx = x - a</em>grad(x)\n&quot;,<br>
+&quot;\terror = np.linalg.norm(grad(x))\n&quot;,<br>
+&quot;\tsoln.append(objective(x))\n&quot;,<br>
+&quot;\tk+=1\n&quot;,<br>
+&quot;\tif k % 1000 == 0: print(&quot;Iteration:&quot;, k, &quot;alpha:&quot;, a, &quot;Error:&quot;, error, &quot;x:&quot;, x)\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;import matplotlib.pyplot as plt\n&quot;,<br>
+&quot;y = [np.log(np.linalg.norm(s - objective(x) + 1e-6)) for s in soln]\n&quot;,<br>
+&quot;fig = plt.figure()\n&quot;,<br>
+&quot;plt.plot(y)\n&quot;,<br>
+&quot;plt.xlabel(&apos;Iterations&apos;)\n&quot;,<br>
+&quot;plt.ylabel(&apos;log(|f-f</em>|)&apos;)\n&quot;,<br>
+&quot;plt.title(&apos;Convergence plot - Gradient Descent&apos;)\n&quot;,<br>
+&quot;x1 = 1 - 2<em>x[0] - 3</em>x[1]\n&quot;,<br>
+&quot;x = [x1, x[0], x[1]]\n&quot;,<br>
+&quot;print(&quot;Final solution:&quot;, x)\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;###########################################\n&quot;,<br>
+&quot;# Problem 2: Newton&apos;s method\n&quot;,<br>
+&quot;print(&quot;Newton&apos;s method solution: &quot;)\n&quot;,<br>
+&quot;import numpy as np\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;def objective(x):\n&quot;,<br>
+&quot;\treturn (2 - (2<em>x[0]) - (3</em>x[1]))**2 + (x[0])**2 + (x[1] - 1)<strong>2\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;def grad(x):\n&quot;,<br>
+&quot;\treturn np.asarray([10<em>x[0] + 12</em>x[1] - 8, 12<em>x[0] + 20</em>x[1] - 14])\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;def hessian():\n&quot;,<br>
+&quot;\treturn np.asarray(<a href="10,12],[12,20.md">10,12],[12,20</a>)\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;def phi(a,x):\n&quot;,<br>
+&quot;\tobj = objective(x)\n&quot;,<br>
+&quot;\tcorr = a<em>0.8</em>np.matmul(np.matmul(grad(x).reshape(1,2),np.linalg.inv(hessian())), grad(x).reshape(2,1))\n&quot;,<br>
+&quot;\treturn obj - corr\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;def line_search(x):\n&quot;,<br>
+&quot;\ta = 1  # initialize step size\n&quot;,<br>
+&quot;\twhile phi(a,x)&lt;objective(x-a<em>grad(x)):  # if f(x+a</em>d)&gt;phi(a) then backtrack. d is the search direction\n&quot;,<br>
+&quot;\t\ta = 0.5*a\n&quot;,<br>
+&quot;\treturn a\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;eps = 1e-3\n&quot;,<br>
+&quot;x0 = [0,0]\n&quot;,<br>
+&quot;k = 0\n&quot;,<br>
+&quot;x = np.asarray(x0).reshape(2,1)\n&quot;,<br>
+&quot;soln = [objective(x)]\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;lam = np.matmul(np.matmul(grad(x).reshape(1,2),np.linalg.inv(hessian())), grad(x).reshape(2,1))\n&quot;,<br>
+&quot;while lam</strong>2/2 &gt;= eps and k &lt; 10000:  # keep searching while gradient norm is larger than eps\n&quot;,<br>
+&quot;\ta = line_search(x)\n&quot;,<br>
+&quot;\ta = 1\n&quot;,<br>
+&quot;\tx = x - a<em>np.matmul(np.linalg.inv(hessian()), grad(x).reshape(2,1))\n&quot;,<br>
+&quot;\tsoln.append(objective(x))\n&quot;,<br>
+&quot;\tlam = np.matmul(np.matmul(grad(x).reshape(1,2),np.linalg.inv(hessian())), grad(x).reshape(2,1))\n&quot;,<br>
+&quot;\tk+=1\n&quot;,<br>
+&quot;\tif k % 1 == 0: print(&quot;Iteration:&quot;, k, &quot;alpha:&quot;, a, &quot;Error:&quot;, error, &quot;x:&quot;, x)\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;import matplotlib.pyplot as plt\n&quot;,<br>
+&quot;fig = plt.figure()\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;y = [np.log(np.linalg.norm(s - objective(x) + 1e-6)) for s in soln]\n&quot;,<br>
+&quot;plt.plot(y)\n&quot;,<br>
+&quot;plt.xlabel(&apos;Iterations&apos;)\n&quot;,<br>
+&quot;plt.ylabel(&apos;log(|f-f</em>|)&apos;)\n&quot;,<br>
+&quot;plt.title(&apos;Convergence plot - Newton&apos;)\n&quot;,<br>
+&quot;\n&quot;,<br>
+&quot;x1 = 1 - 2<em>x[0] - 3</em>x[1]\n&quot;,<br>
+&quot;x = [x1, x[0], x[1]]\n&quot;,<br>
+&quot;print(&quot;Final solution:&quot;, x)\n&quot;,<br>
+&quot;\n&quot;<br>
+]<br>
+}<br>
+],<br>
+&quot;metadata&quot;: {<br>
+&quot;interpreter&quot;: {<br>
+&quot;hash&quot;: &quot;01ef4f39dfdb6b9ac45b62b4072444b380e64c61157c7fbd20fb951243ee6c76&quot;<br>
+},<br>
+&quot;kernelspec&quot;: {<br>
+&quot;display_name&quot;: &quot;Python 3.7.3 64-bit (&apos;base&apos;: conda)&quot;,<br>
+&quot;name&quot;: &quot;python3&quot;<br>
+},<br>
+&quot;language_info&quot;: {<br>
+&quot;codemirror_mode&quot;: {<br>
+&quot;name&quot;: &quot;ipython&quot;,<br>
+&quot;version&quot;: 3<br>
+},<br>
+&quot;file_extension&quot;: &quot;.py&quot;,<br>
+&quot;mimetype&quot;: &quot;text/x-python&quot;,<br>
+&quot;name&quot;: &quot;python&quot;,<br>
+&quot;nbconvert_exporter&quot;: &quot;python&quot;,<br>
+&quot;pygments_lexer&quot;: &quot;ipython3&quot;,<br>
+&quot;version&quot;: &quot;3.7.3&quot;<br>
+}<br>
+},<br>
+&quot;nbformat&quot;: 4,<br>
+&quot;nbformat_minor&quot;: 5<br>
+}</p>
+
+      </div>
+      
+      
     
-    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
-
-
-<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
-<pre>Gradient descent solution
-Final solution: [-1.0713988626792919, -0.14249520055213166, 0.7854630879278517]
-Newton&#39;s method solution: 
-Iteration: 100 alpha: 0.0078125 Error: 0.000910695792946387 x: [[-0.1295266 ]
- [ 0.71239631]]
-Final solution: [array([-0.93238422]), array([-0.13326788]), array([0.73297332])]
-</pre>
-</div>
-</div>
-
-</div>
-
-</div>
-
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-<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
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-<p><strong>Problem 3</strong> \
-(i) Let f(x) and g(x) be two convex functions defined on the convex set X. 
-The linear combination h(x) is defined as: \
-$ h(x) = af(x) + bg(x) $
-If f(x) and g(x) are convex then: \
-$ f(\lambda x_1 + (1- \lambda)x_2) \le \lambda f(x_1) + (1 - \lambda)f(x_2) $ \
-$ g(\lambda x_1 + (1- \lambda)x_2) \le \lambda g(x_1) + (1 - \lambda)g(x_2) $ \
-$ af(\lambda x_1 + (1- \lambda)x_2) + bg(\lambda x_1 + (1- \lambda)x_2) \le a(\lambda f(x_1) + (1 - \lambda)f(x_2)) + b(\lambda g(x_1) + (1 - \lambda)g(x_2)) $ \
-The right side can be rewritten as: \
-$ \lambda(af(x_1) + bg(x_1)) + (1-\lambda)(af(x_2) + bg(x_2)) $ \
-From the definition of h(x), the right hand side can be transformed to: \
-$ \lambda h(x_1) + (1-\lambda)h(x_2) $ \
-$ \square $ \
-(ii) Conditions for convexity of a composition of two convex functions f and g: \</p>
-
-</div>
-</div>
-<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
-</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
-<p><strong>Problem 5</strong> \
-(i) Formulation of optimization problem:
-$ \underset{p_j}{\operatorname{min}} \sum_{k = 1}^{n} (I_k - I_t)^2 $ \
-st $ 0 \le p_j \le p_{max}$ \
-(ii) A formulation is convex if the objective is a convex function and the constraints have a feasible set that is convex. 
-Consider the function: $ f(p) = (a_k^Tp - I)^2 $ \
-$ \nabla f = 2a_ka_k^Tp - 2Ia_k $ \
-$ \nabla ^2 f = 2a_ka_k^T $ \
-Lemma: If $ d^THd \ge 0 \text{ for all d} \ne 0 \text{ then H is positive semi definite.} $ \
-In this case, applying the lemma gives us  $ d^THd = 2d^Ta_ka_k^Td $, which is always non negative. 
-Moreover, the summation of k convex functions is also convex. Therefore the objective is convex. The feasible set from the constraints is convex because they form a segmented space that is a hypercube. \
-(iii) If we require the power output of any of the n lamps to be less than p<em>, the modified optimization problem is: \
-$ \underset{p_j}{\operatorname{min}} \sum_{k = 1}^{n} (I_k - I_t)^2 $ \
-st $ 0 \le p_j \le p_{max}$ , \
-$ \sum_{j = 1}^{k} p_j &lt; p^</em>,  k = {1,...,n}$ \
-The second constraint can be further split into n separate constraints. Unique solutions are possible if all the constraints are convex sets. Consider the constraint $ \sum_{j = 1}^{l} p_j \lt p^* , l \epsilon k $. The summation produces an l-dimensional half space of a hyperplane, which is a convex set. Therefore the problem has a unique solution. \
-(iv) If only half the lamps can be on at the same time, then the problem has a combinatorial constraint, where out of n lamps, any n/2 of them can be switched on. The constraint to be added to the formulation is:
-$ \underset{p<em>j}{\operatorname{min}} \sum</em>{k = 1}^{n} (I_k - I_t)^2 $ \
-st $ 0 \le p<em>j \le p</em>{max}$ , \
-$ ||x||_0 \le \frac{n}{2} $ \
-The l-0 norm is not convex, therefore the problem does not have a unique solution.</p>
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diff --git a/Homework/Homework2.ipynb b/Homework/Homework2.ipynb
index be9049c..c2d3b16 100644
--- a/Homework/Homework2.ipynb
+++ b/Homework/Homework2.ipynb
@@ -2,58 +2,18 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "source": [
-    "# Theory/Computation Problems\n",
-    "\n",
-    "### Problem 1 (20 points) \n",
-    "Show that the stationary point (zero gradient) of the function\n",
-    "$$\n",
-    "\\begin{aligned}\n",
-    "    f=2x_{1}^{2} - 4x_1 x_2+ 1.5x^{2}_{2}+ x_2\n",
-    "\\end{aligned}\n",
-    "$$\n",
-    "is a saddle (with indefinite Hessian). Find the directions of downslopes away from the saddle. Hint: Use Taylor's expansion at the saddle point. Find directions that reduce $f$.\n",
-    "\n",
-    "### Problem 2 (50 points) \n",
-    "\n",
-    "* (10 points) Find the point in the plane $x_1+2x_2+3x_3=1$ in $\\mathbb{R}^3$ that is nearest to the point $(-1,0,1)^T$. Is this a convex problem? Hint: Convert the problem into an unconstrained problem using $x_1+2x_2+3x_3=1$.\n",
-    "\n",
-    "* (40 points) Implement the gradient descent and Newton's algorithm for solving the problem. Attach your codes along with a short summary including (1) the initial points tested, (2) corresponding solutions, (3) a log-linear convergence plot.\n",
-    "\n",
-    "### Problem 3 (10 points) \n",
-    "Let $f(x)$ and $g(x)$ be two convex functions defined on the convex set $\\mathcal{X}$. \n",
-    "* (5 points) Prove that $af(x)+bg(x)$ is convex for $a>0$ and $b>0$. \n",
-    "* (5 points) In what conditions will $f(g(x))$ be convex?\n",
-    "\n",
-    "### Problem 4 (bonus 10 points)\n",
-    "Show that $f({\\bf x}_1) \\geq f(\\textbf{x}_0) + \n",
-    "    \\textbf{g}_{\\textbf{x}_0}^T(\\textbf{x}_1-\\textbf{x}_0)$ for a convex function $f(\\textbf{x}): \\mathcal{X} \\rightarrow \\mathbb{R}$ and for $\\textbf{x}_0$, $\\textbf{x}_1 \\in \\mathcal{X}$. "
-   ],
-   "metadata": {}
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "# Design Problems\n",
-    "\n",
-    "### Problem 5 (20 points) \n",
-    "Consider an illumination problem: There are $n$ lamps and $m$ mirrors fixed to the ground. The target reflection intensity level is $I_t$. The actual reflection intensity level on the $k$th mirror can be computed as $\\textbf{a}_k^T \\textbf{p}$, where $\\textbf{a}_k$ is given by the distances between all lamps to the mirror, and $\\textbf{p}:=[p_1,...,p_n]^T$ are the power output of the lamps. The objective is to keep the actual intensity levels as close to the target as possible by tuning the power output $\\textbf{p}$.\n",
-    "\n",
-    "* (5 points) Formulate this problem as an optimization problem. \n",
-    "* (5 points) Is your problem convex?\n",
-    "* (5 points) If we require the overall power output of any of the $n$ lamps to be less than $p^*$, will the problem have a unique solution?\n",
-    "* (5 points) If we require no more than half of the lamps to be switched on, will the problem have a unique solution?"
-   ],
-   "metadata": {}
+   "metadata": {},
+   "source": []
   },
   {
    "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "**Problem 1**\n",
     "\n",
     "(i) $$f = 2x_{1}^{2} - 4x_1x_2 + 1.5x_2^2$$\n",
     "The stationary point of the function is obtained by taking the gradient and setting it to zero: \\\n",
-    "$ \\rho = \\begin{bmatrix}4x_1 - 4x_2 \\\\ -4x_1 + 3x_2 + 1 \\end{bmatrix}$ = 0\\\n",
+    "$ \\rho = \\begin{bmatrix}4x_1 - 4x_2 \\\\ -4x_1 + 3x_2 + 1 \\end{bmatrix}$ = 0 \\\n",
     "Solving for x_1 and x_2 gives a stationary point (1,1). \\\n",
     "Indefiniteness of the Hessian can be shown by computing its eigenvalues: \\\n",
     "\n",
@@ -63,15 +23,8 @@
     "Since the eigenvalues are both positive and negative, the Hessian is indefinite. \\\n",
     "To find the direction of the slopes awy from the saddle point (1,1) we need to find the points such that the difference f - f(1,1) < 0: \\\n",
     "$ f - f(1,1) = \\frac{f_{x_1x_1}(1,1)(x_1 - 1)^2}{2} + \\frac{f_{x_1x_2}(1,1)(x_1 - 1)(x_2 - 1)}{2} + \\frac{f_{x_2x_2}(1,1)(x_2 - 1)^2}{2} $ \\\n",
-    "$ f - 0.5 = 2(x_1 - 1)^2 - 2(x_1 - 1)(x_2 - 1) - 0.5(x_2 - 1)^2 < 0 $ \\ \n",
+    "$ f - 0.5 = 2(x_1 - 1)^2 - 2(x_1 - 1)(x_2 - 1) - 0.5(x_2 - 1)^2 < 0 $ \n",
     "\n",
-    "\n"
-   ],
-   "metadata": {}
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
     "**Problem 2** \\\n",
     "Part a: (Analytical)\n",
     "The problem asks to find a point closest to (-1, 0, 1) such that it is constrained to lie on the plane $ x_1 + 2x_2 + 3x_3 = 1 $. \\\n",
@@ -90,34 +43,112 @@
     "$ x = \\begin{bmatrix} -1 \\\\ \\frac{-1}{8} \\\\ \\frac{3}{4} \\end{bmatrix} $ \n",
     "\n",
     "\n",
+    "**Problem 3** \\\n",
+    "(i) Let f(x) and g(x) be two convex functions defined on the convex set X. \n",
+    "The linear combination h(x) is defined as: \\\n",
+    "$ h(x) = af(x) + bg(x) $\n",
+    "If f(x) and g(x) are convex then: \\\n",
+    "$ f(\\lambda x_1 + (1- \\lambda)x_2) \\le \\lambda f(x_1) + (1 - \\lambda)f(x_2) $ \\\n",
+    "$ g(\\lambda x_1 + (1- \\lambda)x_2) \\le \\lambda g(x_1) + (1 - \\lambda)g(x_2) $ \\\n",
+    "$ af(\\lambda x_1 + (1- \\lambda)x_2) + bg(\\lambda x_1 + (1- \\lambda)x_2) \\le a(\\lambda f(x_1) + (1 - \\lambda)f(x_2)) + b(\\lambda g(x_1) + (1 - \\lambda)g(x_2)) $ \\\n",
+    "The right side can be rewritten as: \\\n",
+    "$ \\lambda(af(x_1) + bg(x_1)) + (1-\\lambda)(af(x_2) + bg(x_2)) $ \\\n",
+    "From the definition of h(x), the right hand side can be transformed to: \\\n",
+    "$ \\lambda h(x_1) + (1-\\lambda)h(x_2) $ \n",
+    "\n",
+    "\n",
+    "**Problem 5** \\\n",
+    "(i) Formulation of optimization problem:\n",
+    "$ \\underset{p_j}{\\operatorname{min}} \\sum_{k = 1}^{n} (I_k - I_t)^2 $ \\\n",
+    "st $ 0 \\le p_j \\le p_{max}$ \\\n",
+    "(ii) A formulation is convex if the objective is a convex function and the constraints have a feasible set that is convex. \n",
+    "Consider the function: $ f(p) = (a_k^Tp - I)^2 $ \\\n",
+    "$ \\nabla f = 2a_ka_k^Tp - 2Ia_k $ \\\n",
+    "$ \\nabla ^2 f = 2a_ka_k^T $ \\\n",
+    "Lemma: If $ d^THd \\ge 0 \\text{ for all d} \\ne 0 \\text{ then H is positive semi definite.} $ \\\n",
+    "In this case, applying the lemma gives us  $ d^THd = 2d^Ta_ka_k^Td $, which is always non negative. \\\n",
+    "Moreover, the summation of k convex functions is also convex. Therefore the objective is convex. The feasible \\\n",
+    "set from the constraints is convex because they form a segmented space that is a hypercube. \\\n",
+    "(iii) If we require the power output of any of the n lamps to be less than p*, the modified optimization problem is: \\\n",
+    "$ \\underset{p_j}{\\operatorname{min}} \\sum_{k = 1}^{n} (I_k - I_t)^2 $ \\\n",
+    "st $ 0 \\le p_j \\le p_{max}$ , \\\n",
+    "$ \\sum_{j = 1}^{k} p_j < p^*,  k = {1,...,n}$ \\\n",
+    "The second constraint can be further split into n separate constraints. Unique solutions are possible if all \\\n",
+    "the constraints are convex sets. Consider the constraint $ \\sum_{j = 1}^{l} p_j \\lt p^* , l \\epsilon k $. \\\n",
+    "The summation produces an l-dimensional half space of a hyperplane, which is a convex set. \\\n",
+    "Therefore the problem has a unique solution. \\\n",
+    "(iv) If only half the lamps can be on at the same time, then the problem has a combinatorial constraint, where out of n lamps, \\\n",
+    "any n/2 of them can be switched on. The constraint to be added to the formulation is:\\\n",
+    "$ \\underset{p_j}{\\operatorname{min}} \\sum_{k = 1}^{n} (I_k - I_t)^2 $ \\\n",
+    "st $ 0 \\le p_j \\le p_{max}$ , \\\n",
+    "$ ||x||_0 \\le \\frac{n}{2} $ \\\n",
+    "The l-0 norm is not convex, therefore the problem does not have a unique solution.\n",
     "\n"
-   ],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Gradient descent solution\n",
+      "Final solution: [-1.0713988626792919, -0.14249520055213166, 0.7854630879278517]\n",
+      "Newton's method solution: \n",
+      "Iteration: 1 alpha: 1 Error: 0.000910695792946387 x: [[-0.14285714]\n",
+      " [ 0.78571429]]\n",
+      "Final solution: [array([-1.07142857]), array([-0.14285714]), array([0.78571429])]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# PROBLEM 2 : CODE FOR GRADIENT DESCENT\n",
     "print(\"Gradient descent solution\")\n",
     "import numpy as np\n",
     "\n",
     "def objective(x):\n",
-    "    return (2 - (2*x[0]) - (3*x[1]))**2 + (x[0])**2 + (x[1] - 1)**2\n",
+    "\treturn (2 - (2*x[0]) - (3*x[1]))**2 + (x[0])**2 + (x[1] - 1)**2\n",
     "\n",
     "def grad(x):\n",
-    "    return np.asarray([10*x[0] + 12*x[1] - 8, 12*x[0] + 20*x[1] - 14])\n",
+    "\treturn np.asarray([10*x[0] + 12*x[1] - 8, 12*x[0] + 20*x[1] - 14])\n",
     "\n",
     "def phi(a,x):\n",
-    "    obj = objective(x)\n",
-    "    corr = a*0.8*np.dot(grad(x), grad(x))\n",
-    "    return obj - corr\n",
+    "\tobj = objective(x)\n",
+    "\tcorr = a*0.8*np.dot(grad(x), grad(x))\n",
+    "\treturn obj - corr\n",
     "\n",
     "def line_search(x):\n",
-    "    a = 1  # initialize step size\n",
-    "    while np.linalg.norm(phi(a,x))<objective(x-a*grad(x)):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction\n",
-    "        a = 0.5*a\n",
-    "    return a\n",
+    "\ta = 1  # initialize step size\n",
+    "\twhile np.linalg.norm(phi(a,x))<objective(x-a*grad(x)):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction\n",
+    "\t\ta = 0.5*a\n",
+    "\treturn a\n",
     "\n",
     "eps = 1e-3\n",
     "x0 = [0,0]\n",
@@ -128,12 +159,12 @@
     "error = np.linalg.norm(grad(x))\n",
     "\n",
     "while error >= eps and k < 10000:  # keep searching while gradient norm is larger than eps\n",
-    "    a = line_search(x)\n",
-    "    x = x - a*grad(x)\n",
-    "    error = np.linalg.norm(grad(x))\n",
-    "    soln.append(objective(x))\n",
-    "    k+=1\n",
-    "    if k % 1000 == 0: print(\"Iteration:\", k, \"alpha:\", a, \"Error:\", error, \"x:\", x)\n",
+    "\ta = line_search(x)\n",
+    "\tx = x - a*grad(x)\n",
+    "\terror = np.linalg.norm(grad(x))\n",
+    "\tsoln.append(objective(x))\n",
+    "\tk+=1\n",
+    "\tif k % 1000 == 0: print(\"Iteration:\", k, \"alpha:\", a, \"Error:\", error, \"x:\", x)\n",
     "\n",
     "import matplotlib.pyplot as plt\n",
     "y = [np.log(np.linalg.norm(s - objective(x) + 1e-6)) for s in soln]\n",
@@ -152,24 +183,24 @@
     "import numpy as np\n",
     "\n",
     "def objective(x):\n",
-    "    return (2 - (2*x[0]) - (3*x[1]))**2 + (x[0])**2 + (x[1] - 1)**2\n",
+    "\treturn (2 - (2*x[0]) - (3*x[1]))**2 + (x[0])**2 + (x[1] - 1)**2\n",
     "\n",
     "def grad(x):\n",
-    "    return np.asarray([10*x[0] + 12*x[1] - 8, 12*x[0] + 20*x[1] - 14])\n",
+    "\treturn np.asarray([10*x[0] + 12*x[1] - 8, 12*x[0] + 20*x[1] - 14])\n",
     "\n",
     "def hessian():\n",
-    "    return np.asarray([[10,12],[12,20]])\n",
+    "\treturn np.asarray([[10,12],[12,20]])\n",
     "\n",
     "def phi(a,x):\n",
-    "    obj = objective(x)\n",
-    "    corr = a*0.8*np.matmul(np.matmul(grad(x).reshape(1,2),np.linalg.inv(hessian())), grad(x).reshape(2,1))\n",
-    "    return obj - corr\n",
+    "\tobj = objective(x)\n",
+    "\tcorr = a*0.8*np.matmul(np.matmul(grad(x).reshape(1,2),np.linalg.inv(hessian())), grad(x).reshape(2,1))\n",
+    "\treturn obj - corr\n",
     "\n",
     "def line_search(x):\n",
-    "    a = 1  # initialize step size\n",
-    "    while phi(a,x)<objective(x-a*grad(x)):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction\n",
-    "        a = 0.5*a\n",
-    "    return a\n",
+    "\ta = 1  # initialize step size\n",
+    "\twhile phi(a,x)<objective(x-a*grad(x)):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction\n",
+    "\t\ta = 0.5*a\n",
+    "\treturn a\n",
     "\n",
     "eps = 1e-3\n",
     "x0 = [0,0]\n",
@@ -179,13 +210,13 @@
     "\n",
     "lam = np.matmul(np.matmul(grad(x).reshape(1,2),np.linalg.inv(hessian())), grad(x).reshape(2,1))\n",
     "while lam**2/2 >= eps and k < 10000:  # keep searching while gradient norm is larger than eps\n",
-    "    a = line_search(x)\n",
-    "    a = 1\n",
-    "    x = x - a*np.matmul(np.linalg.inv(hessian()), grad(x).reshape(2,1))\n",
-    "    soln.append(objective(x))\n",
-    "    lam = np.matmul(np.matmul(grad(x).reshape(1,2),np.linalg.inv(hessian())), grad(x).reshape(2,1))\n",
-    "    k+=1\n",
-    "    if k % 1 == 0: print(\"Iteration:\", k, \"alpha:\", a, \"Error:\", error, \"x:\", x)\n",
+    "\ta = line_search(x)\n",
+    "\ta = 1\n",
+    "\tx = x - a*np.matmul(np.linalg.inv(hessian()), grad(x).reshape(2,1))\n",
+    "\tsoln.append(objective(x))\n",
+    "\tlam = np.matmul(np.matmul(grad(x).reshape(1,2),np.linalg.inv(hessian())), grad(x).reshape(2,1))\n",
+    "\tk+=1\n",
+    "\tif k % 1 == 0: print(\"Iteration:\", k, \"alpha:\", a, \"Error:\", error, \"x:\", x)\n",
     "\n",
     "import matplotlib.pyplot as plt\n",
     "fig = plt.figure()\n",
@@ -200,100 +231,16 @@
     "x = [x1, x[0], x[1]]\n",
     "print(\"Final solution:\", x)\n",
     "\n"
-   ],
-   "outputs": [
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "Gradient descent solution\n",
-      "Final solution: [-1.0713988626792919, -0.14249520055213166, 0.7854630879278517]\n",
-      "Newton's method solution: \n",
-      "Iteration: 1 alpha: 1 Error: 0.000910695792946387 x: [[-0.14285714]\n",
-      " [ 0.78571429]]\n",
-      "Final solution: [array([-1.07142857]), array([-0.14285714]), array([0.78571429])]\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    }
-   ],
-   "metadata": {}
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "**Problem 3** \\\n",
-    "(i) Let f(x) and g(x) be two convex functions defined on the convex set X. \n",
-    "The linear combination h(x) is defined as: \\\n",
-    "$ h(x) = af(x) + bg(x) $\n",
-    "If f(x) and g(x) are convex then: \\\n",
-    "$ f(\\lambda x_1 + (1- \\lambda)x_2) \\le \\lambda f(x_1) + (1 - \\lambda)f(x_2) $ \\\n",
-    "$ g(\\lambda x_1 + (1- \\lambda)x_2) \\le \\lambda g(x_1) + (1 - \\lambda)g(x_2) $ \\\n",
-    "$ af(\\lambda x_1 + (1- \\lambda)x_2) + bg(\\lambda x_1 + (1- \\lambda)x_2) \\le a(\\lambda f(x_1) + (1 - \\lambda)f(x_2)) + b(\\lambda g(x_1) + (1 - \\lambda)g(x_2)) $ \\\n",
-    "The right side can be rewritten as: \\\n",
-    "$ \\lambda(af(x_1) + bg(x_1)) + (1-\\lambda)(af(x_2) + bg(x_2)) $ \\\n",
-    "From the definition of h(x), the right hand side can be transformed to: \\\n",
-    "$ \\lambda h(x_1) + (1-\\lambda)h(x_2) $ \\\n",
-    "$ \\square $ \\\n",
-    "(ii) Conditions for convexity of a composition of two convex functions f and g: \\\n",
-    "\n"
-   ],
-   "metadata": {}
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "**Problem 5** \\\n",
-    "(i) Formulation of optimization problem:\n",
-    "$ \\underset{p_j}{\\operatorname{min}} \\sum_{k = 1}^{n} (I_k - I_t)^2 $ \\\n",
-    "st $ 0 \\le p_j \\le p_{max}$ \\\n",
-    "(ii) A formulation is convex if the objective is a convex function and the constraints have a feasible set that is convex. \n",
-    "Consider the function: $ f(p) = (a_k^Tp - I)^2 $ \\\n",
-    "$ \\nabla f = 2a_ka_k^Tp - 2Ia_k $ \\\n",
-    "$ \\nabla ^2 f = 2a_ka_k^T $ \\\n",
-    "Lemma: If $ d^THd \\ge 0 \\text{ for all d} \\ne 0 \\text{ then H is positive semi definite.} $ \\\n",
-    "In this case, applying the lemma gives us  $ d^THd = 2d^Ta_ka_k^Td $, which is always non negative. \n",
-    "Moreover, the summation of k convex functions is also convex. Therefore the objective is convex. The feasible set from the constraints is convex because they form a segmented space that is a hypercube. \\\n",
-    "(iii) If we require the power output of any of the n lamps to be less than p*, the modified optimization problem is: \\\n",
-    "$ \\underset{p_j}{\\operatorname{min}} \\sum_{k = 1}^{n} (I_k - I_t)^2 $ \\\n",
-    "st $ 0 \\le p_j \\le p_{max}$ , \\\n",
-    "$ \\sum_{j = 1}^{k} p_j < p^*,  k = {1,...,n}$ \\\n",
-    "The second constraint can be further split into n separate constraints. Unique solutions are possible if all the constraints are convex sets. Consider the constraint $ \\sum_{j = 1}^{l} p_j \\lt p^* , l \\epsilon k $. The summation produces an l-dimensional half space of a hyperplane, which is a convex set. Therefore the problem has a unique solution. \\\n",
-    "(iv) If only half the lamps can be on at the same time, then the problem has a combinatorial constraint, where out of n lamps, any n/2 of them can be switched on. The constraint to be added to the formulation is:\n",
-    "$ \\underset{p_j}{\\operatorname{min}} \\sum_{k = 1}^{n} (I_k - I_t)^2 $ \\\n",
-    "st $ 0 \\le p_j \\le p_{max}$ , \\\n",
-    "$ ||x||_0 \\le \\frac{n}{2} $ \\\n",
-    "The l-0 norm is not convex, therefore the problem does not have a unique solution.\n"
-   ],
-   "metadata": {}
+   ]
   }
  ],
  "metadata": {
+  "interpreter": {
+   "hash": "01ef4f39dfdb6b9ac45b62b4072444b380e64c61157c7fbd20fb951243ee6c76"
+  },
   "kernelspec": {
-   "name": "python3",
-   "display_name": "Python 3.7.3 64-bit ('base': conda)"
+   "display_name": "Python 3.7.3 64-bit ('base': conda)",
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -306,11 +253,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3.7.3"
-  },
-  "interpreter": {
-   "hash": "283a19fe1c80cc8d674e9be3676f3725f85ae6255e6112c9eba9160b54893d27"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
\ No newline at end of file
+}
diff --git a/Homework/Homework2.tex b/Homework/Homework2.tex
new file mode 100644
index 0000000..2fa44e4
--- /dev/null
+++ b/Homework/Homework2.tex
@@ -0,0 +1,638 @@
+\documentclass[11pt]{article}
+
+    \usepackage[breakable]{tcolorbox}
+    \usepackage{parskip} % Stop auto-indenting (to mimic markdown behaviour)
+    
+    \usepackage{iftex}
+    \ifPDFTeX
+    	\usepackage[T1]{fontenc}
+    	\usepackage{mathpazo}
+    \else
+    	\usepackage{fontspec}
+    \fi
+
+    % Basic figure setup, for now with no caption control since it's done
+    % automatically by Pandoc (which extracts ![](path) syntax from Markdown).
+    \usepackage{graphicx}
+    % Maintain compatibility with old templates. Remove in nbconvert 6.0
+    \let\Oldincludegraphics\includegraphics
+    % Ensure that by default, figures have no caption (until we provide a
+    % proper Figure object with a Caption API and a way to capture that
+    % in the conversion process - todo).
+    \usepackage{caption}
+    \DeclareCaptionFormat{nocaption}{}
+    \captionsetup{format=nocaption,aboveskip=0pt,belowskip=0pt}
+
+    \usepackage{float}
+    \floatplacement{figure}{H} % forces figures to be placed at the correct location
+    \usepackage{xcolor} % Allow colors to be defined
+    \usepackage{enumerate} % Needed for markdown enumerations to work
+    \usepackage{geometry} % Used to adjust the document margins
+    \usepackage{amsmath} % Equations
+    \usepackage{amssymb} % Equations
+    \usepackage{textcomp} % defines textquotesingle
+    % Hack from http://tex.stackexchange.com/a/47451/13684:
+    \AtBeginDocument{%
+        \def\PYZsq{\textquotesingle}% Upright quotes in Pygmentized code
+    }
+    \usepackage{upquote} % Upright quotes for verbatim code
+    \usepackage{eurosym} % defines \euro
+    \usepackage[mathletters]{ucs} % Extended unicode (utf-8) support
+    \usepackage{fancyvrb} % verbatim replacement that allows latex
+    \usepackage{grffile} % extends the file name processing of package graphics 
+                         % to support a larger range
+    \makeatletter % fix for old versions of grffile with XeLaTeX
+    \@ifpackagelater{grffile}{2019/11/01}
+    {
+      % Do nothing on new versions
+    }
+    {
+      \def\Gread@@xetex#1{%
+        \IfFileExists{"\Gin@base".bb}%
+        {\Gread@eps{\Gin@base.bb}}%
+        {\Gread@@xetex@aux#1}%
+      }
+    }
+    \makeatother
+    \usepackage[Export]{adjustbox} % Used to constrain images to a maximum size
+    \adjustboxset{max size={0.9\linewidth}{0.9\paperheight}}
+
+    % The hyperref package gives us a pdf with properly built
+    % internal navigation ('pdf bookmarks' for the table of contents,
+    % internal cross-reference links, web links for URLs, etc.)
+    \usepackage{hyperref}
+    % The default LaTeX title has an obnoxious amount of whitespace. By default,
+    % titling removes some of it. It also provides customization options.
+    \usepackage{titling}
+    \usepackage{longtable} % longtable support required by pandoc >1.10
+    \usepackage{booktabs}  % table support for pandoc > 1.12.2
+    \usepackage[inline]{enumitem} % IRkernel/repr support (it uses the enumerate* environment)
+    \usepackage[normalem]{ulem} % ulem is needed to support strikethroughs (\sout)
+                                % normalem makes italics be italics, not underlines
+    \usepackage{mathrsfs}
+    
+
+    
+    % Colors for the hyperref package
+    \definecolor{urlcolor}{rgb}{0,.145,.698}
+    \definecolor{linkcolor}{rgb}{.71,0.21,0.01}
+    \definecolor{citecolor}{rgb}{.12,.54,.11}
+
+    % ANSI colors
+    \definecolor{ansi-black}{HTML}{3E424D}
+    \definecolor{ansi-black-intense}{HTML}{282C36}
+    \definecolor{ansi-red}{HTML}{E75C58}
+    \definecolor{ansi-red-intense}{HTML}{B22B31}
+    \definecolor{ansi-green}{HTML}{00A250}
+    \definecolor{ansi-green-intense}{HTML}{007427}
+    \definecolor{ansi-yellow}{HTML}{DDB62B}
+    \definecolor{ansi-yellow-intense}{HTML}{B27D12}
+    \definecolor{ansi-blue}{HTML}{208FFB}
+    \definecolor{ansi-blue-intense}{HTML}{0065CA}
+    \definecolor{ansi-magenta}{HTML}{D160C4}
+    \definecolor{ansi-magenta-intense}{HTML}{A03196}
+    \definecolor{ansi-cyan}{HTML}{60C6C8}
+    \definecolor{ansi-cyan-intense}{HTML}{258F8F}
+    \definecolor{ansi-white}{HTML}{C5C1B4}
+    \definecolor{ansi-white-intense}{HTML}{A1A6B2}
+    \definecolor{ansi-default-inverse-fg}{HTML}{FFFFFF}
+    \definecolor{ansi-default-inverse-bg}{HTML}{000000}
+
+    % common color for the border for error outputs.
+    \definecolor{outerrorbackground}{HTML}{FFDFDF}
+
+    % commands and environments needed by pandoc snippets
+    % extracted from the output of `pandoc -s`
+    \providecommand{\tightlist}{%
+      \setlength{\itemsep}{0pt}\setlength{\parskip}{0pt}}
+    \DefineVerbatimEnvironment{Highlighting}{Verbatim}{commandchars=\\\{\}}
+    % Add ',fontsize=\small' for more characters per line
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+    \newcommand{\NormalTok}[1]{{#1}}
+    
+    % Additional commands for more recent versions of Pandoc
+    \newcommand{\ConstantTok}[1]{\textcolor[rgb]{0.53,0.00,0.00}{{#1}}}
+    \newcommand{\SpecialCharTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}}
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+    
+    
+    % Define a nice break command that doesn't care if a line doesn't already
+    % exist.
+    \def\br{\hspace*{\fill} \\* }
+    % Math Jax compatibility definitions
+    \def\gt{>}
+    \def\lt{<}
+    \let\Oldtex\TeX
+    \let\Oldlatex\LaTeX
+    \renewcommand{\TeX}{\textrm{\Oldtex}}
+    \renewcommand{\LaTeX}{\textrm{\Oldlatex}}
+    % Document parameters
+    % Document title
+    \title{Homework2}
+    
+    
+    
+    
+    
+% Pygments definitions
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+
+\def\PYZbs{\char`\\}
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+\def\PYZob{\char`\{}
+\def\PYZcb{\char`\}}
+\def\PYZca{\char`\^}
+\def\PYZam{\char`\&}
+\def\PYZlt{\char`\<}
+\def\PYZgt{\char`\>}
+\def\PYZsh{\char`\#}
+\def\PYZpc{\char`\%}
+\def\PYZdl{\char`\$}
+\def\PYZhy{\char`\-}
+\def\PYZsq{\char`\'}
+\def\PYZdq{\char`\"}
+\def\PYZti{\char`\~}
+% for compatibility with earlier versions
+\def\PYZat{@}
+\def\PYZlb{[}
+\def\PYZrb{]}
+\makeatother
+
+
+    % For linebreaks inside Verbatim environment from package fancyvrb. 
+    \makeatletter
+        \newbox\Wrappedcontinuationbox 
+        \newbox\Wrappedvisiblespacebox 
+        \newcommand*\Wrappedvisiblespace {\textcolor{red}{\textvisiblespace}} 
+        \newcommand*\Wrappedcontinuationsymbol {\textcolor{red}{\llap{\tiny$\m@th\hookrightarrow$}}} 
+        \newcommand*\Wrappedcontinuationindent {3ex } 
+        \newcommand*\Wrappedafterbreak {\kern\Wrappedcontinuationindent\copy\Wrappedcontinuationbox} 
+        % Take advantage of the already applied Pygments mark-up to insert 
+        % potential linebreaks for TeX processing. 
+        %        {, <, #, %, $, ' and ": go to next line. 
+        %        _, }, ^, &, >, - and ~: stay at end of broken line. 
+        % Use of \textquotesingle for straight quote. 
+        \newcommand*\Wrappedbreaksatspecials {% 
+            \def\PYGZus{\discretionary{\char`\_}{\Wrappedafterbreak}{\char`\_}}% 
+            \def\PYGZob{\discretionary{}{\Wrappedafterbreak\char`\{}{\char`\{}}% 
+            \def\PYGZcb{\discretionary{\char`\}}{\Wrappedafterbreak}{\char`\}}}% 
+            \def\PYGZca{\discretionary{\char`\^}{\Wrappedafterbreak}{\char`\^}}% 
+            \def\PYGZam{\discretionary{\char`\&}{\Wrappedafterbreak}{\char`\&}}% 
+            \def\PYGZlt{\discretionary{}{\Wrappedafterbreak\char`\<}{\char`\<}}% 
+            \def\PYGZgt{\discretionary{\char`\>}{\Wrappedafterbreak}{\char`\>}}% 
+            \def\PYGZsh{\discretionary{}{\Wrappedafterbreak\char`\#}{\char`\#}}% 
+            \def\PYGZpc{\discretionary{}{\Wrappedafterbreak\char`\%}{\char`\%}}% 
+            \def\PYGZdl{\discretionary{}{\Wrappedafterbreak\char`\$}{\char`\$}}% 
+            \def\PYGZhy{\discretionary{\char`\-}{\Wrappedafterbreak}{\char`\-}}% 
+            \def\PYGZsq{\discretionary{}{\Wrappedafterbreak\textquotesingle}{\textquotesingle}}% 
+            \def\PYGZdq{\discretionary{}{\Wrappedafterbreak\char`\"}{\char`\"}}% 
+            \def\PYGZti{\discretionary{\char`\~}{\Wrappedafterbreak}{\char`\~}}% 
+        } 
+        % Some characters . , ; ? ! / are not pygmentized. 
+        % This macro makes them "active" and they will insert potential linebreaks 
+        \newcommand*\Wrappedbreaksatpunct {% 
+            \lccode`\~`\.\lowercase{\def~}{\discretionary{\hbox{\char`\.}}{\Wrappedafterbreak}{\hbox{\char`\.}}}% 
+            \lccode`\~`\,\lowercase{\def~}{\discretionary{\hbox{\char`\,}}{\Wrappedafterbreak}{\hbox{\char`\,}}}% 
+            \lccode`\~`\;\lowercase{\def~}{\discretionary{\hbox{\char`\;}}{\Wrappedafterbreak}{\hbox{\char`\;}}}% 
+            \lccode`\~`\:\lowercase{\def~}{\discretionary{\hbox{\char`\:}}{\Wrappedafterbreak}{\hbox{\char`\:}}}% 
+            \lccode`\~`\?\lowercase{\def~}{\discretionary{\hbox{\char`\?}}{\Wrappedafterbreak}{\hbox{\char`\?}}}% 
+            \lccode`\~`\!\lowercase{\def~}{\discretionary{\hbox{\char`\!}}{\Wrappedafterbreak}{\hbox{\char`\!}}}% 
+            \lccode`\~`\/\lowercase{\def~}{\discretionary{\hbox{\char`\/}}{\Wrappedafterbreak}{\hbox{\char`\/}}}% 
+            \catcode`\.\active
+            \catcode`\,\active 
+            \catcode`\;\active
+            \catcode`\:\active
+            \catcode`\?\active
+            \catcode`\!\active
+            \catcode`\/\active 
+            \lccode`\~`\~ 	
+        }
+    \makeatother
+
+    \let\OriginalVerbatim=\Verbatim
+    \makeatletter
+    \renewcommand{\Verbatim}[1][1]{%
+        %\parskip\z@skip
+        \sbox\Wrappedcontinuationbox {\Wrappedcontinuationsymbol}%
+        \sbox\Wrappedvisiblespacebox {\FV@SetupFont\Wrappedvisiblespace}%
+        \def\FancyVerbFormatLine ##1{\hsize\linewidth
+            \vtop{\raggedright\hyphenpenalty\z@\exhyphenpenalty\z@
+                \doublehyphendemerits\z@\finalhyphendemerits\z@
+                \strut ##1\strut}%
+        }%
+        % If the linebreak is at a space, the latter will be displayed as visible
+        % space at end of first line, and a continuation symbol starts next line.
+        % Stretch/shrink are however usually zero for typewriter font.
+        \def\FV@Space {%
+            \nobreak\hskip\z@ plus\fontdimen3\font minus\fontdimen4\font
+            \discretionary{\copy\Wrappedvisiblespacebox}{\Wrappedafterbreak}
+            {\kern\fontdimen2\font}%
+        }%
+        
+        % Allow breaks at special characters using \PYG... macros.
+        \Wrappedbreaksatspecials
+        % Breaks at punctuation characters . , ; ? ! and / need catcode=\active 	
+        \OriginalVerbatim[#1,codes*=\Wrappedbreaksatpunct]%
+    }
+    \makeatother
+
+    % Exact colors from NB
+    \definecolor{incolor}{HTML}{303F9F}
+    \definecolor{outcolor}{HTML}{D84315}
+    \definecolor{cellborder}{HTML}{CFCFCF}
+    \definecolor{cellbackground}{HTML}{F7F7F7}
+    
+    % prompt
+    \makeatletter
+    \newcommand{\boxspacing}{\kern\kvtcb@left@rule\kern\kvtcb@boxsep}
+    \makeatother
+    \newcommand{\prompt}[4]{
+        {\ttfamily\llap{{\color{#2}[#3]:\hspace{3pt}#4}}\vspace{-\baselineskip}}
+    }
+    
+
+    
+    % Prevent overflowing lines due to hard-to-break entities
+    \sloppy 
+    % Setup hyperref package
+    \hypersetup{
+      breaklinks=true,  % so long urls are correctly broken across lines
+      colorlinks=true,
+      urlcolor=urlcolor,
+      linkcolor=linkcolor,
+      citecolor=citecolor,
+      }
+    % Slightly bigger margins than the latex defaults
+    
+    \geometry{verbose,tmargin=1in,bmargin=1in,lmargin=1in,rmargin=1in}
+    
+    
+
+\begin{document}
+    
+    \maketitle
+    
+    
+
+    
+    \textbf{Problem 1}
+
+\begin{enumerate}
+\def\labelenumi{(\roman{enumi})}
+\tightlist
+\item
+  \[f = 2x_{1}^{2} - 4x_1x_2 + 1.5x_2^2\] The stationary point of the
+  function is obtained by taking the gradient and setting it to zero:\\
+  \$ \rho =
+
+  \begin{bmatrix}4x_1 - 4x_2 \\ -4x_1 + 3x_2 + 1 \end{bmatrix}
+
+  \$ = 0\\
+  Solving for x\_1 and x\_2 gives a stationary point (1,1).\\
+  Indefiniteness of the Hessian can be shown by computing its
+  eigenvalues:\\
+\end{enumerate}
+
+\$ H =
+
+\begin{bmatrix} 4 & -4 \\ -4 & -1 \end{bmatrix}
+
+\$\\
+\$
+
+\begin{vmatrix} 4 - \lambda & -4 \\ -4 & -1 - \lambda \end{vmatrix}
+
+= 0 \$\\
+\$ \lambda\emph{\{1\} = 10.54, \lambda}\{2\} = -4.54 \$\\
+Since the eigenvalues are both positive and negative, the Hessian is
+indefinite.\\
+To find the direction of the slopes awy from the saddle point (1,1) we
+need to find the points such that the difference f - f(1,1) \textless{}
+0:\\
+\$ f - f(1,1) = \frac{f_{x_1x_1}(1,1)(x_1 - 1)^2}{2} +
+\frac{f_{x_1x_2}(1,1)(x_1 - 1)(x_2 - 1)}{2} +
+\frac{f_{x_2x_2}(1,1)(x_2 - 1)^2}{2} \$\\
+\$ f - 0.5 = 2(x\_1 - 1)\^{}2 - 2(x\_1 - 1)(x\_2 - 1) - 0.5(x\_2 -
+1)\^{}2 \textless{} 0 \$
+
+\textbf{Problem 2}\\
+Part a: (Analytical) The problem asks to find a point closest to (-1, 0,
+1) such that it is constrained to lie on the plane \$ x\_1 + 2x\_2 +
+3x\_3 = 1 \$.\\
+The problem can be formulated as: \$ \underset{x}{\operatorname{argmin}}
+L(x\_0, x) \textbackslash{} \text{st } x\_1 + 2x\_2 + 3x\_3 = 1 \$\\
+Using Lagrange multipliers on the equality constraint:\\
+\$ \underset{x}{\operatorname{argmin}} L(x, x\_0) = (x\_\{01\} -
+x\_1)\^{}2 + (x\_\{02\} - x\_2)\^{}2 + (x\_\{03\} - x\_3)\^{}2 =
+\lambda g(x) \$\\
+\$ \nabla L(x) = \lambda \nabla g(x) \$\\
+\$ g(x) = c \$\\
+The constraint equation works out to be:\\
+\$ \nabla L(x) =
+
+\begin{bmatrix}2x_1 + 2 \\ 2x_2 \\ 2x_3 - 2 \end{bmatrix}
+
+=
+
+\begin{bmatrix} 0 \\ \lambda \\ 2\lambda \end{bmatrix}
+
+\$\\
+Together with the equation \$ x\_1 + 2x\_2 + 3x\_3 - 1 = 0
+\(, solving for the x's we get:\
+\) x =
+
+\begin{bmatrix} -1 \\ \frac{-1}{8} \\ \frac{3}{4} \end{bmatrix}
+
+\$
+
+\textbf{Problem 3}\\
+(i) Let f(x) and g(x) be two convex functions defined on the convex set
+X. The linear combination h(x) is defined as:\\
+\$ h(x) = af(x) + bg(x) \$ If f(x) and g(x) are convex then:\\
+\$ f(\lambda x\_1 + (1- \lambda)x\_2) \le \lambda f(x\_1) + (1 -
+\lambda)f(x\_2) \$\\
+\$ g(\lambda x\_1 + (1- \lambda)x\_2) \le \lambda g(x\_1) + (1 -
+\lambda)g(x\_2) \$\\
+\$ af(\lambda x\_1 + (1- \lambda)x\_2) + bg(\lambda x\_1 + (1-
+\lambda)x\_2) \le a(\lambda f(x\_1) + (1 - \lambda)f(x\_2)) +
+b(\lambda g(x\_1) + (1 - \lambda)g(x\_2)) \$\\
+The right side can be rewritten as:\\
+\$ \lambda(af(x\_1) + bg(x\_1)) + (1-\lambda)(af(x\_2) + bg(x\_2)) \$\\
+From the definition of h(x), the right hand side can be transformed
+to:\\
+\$ \lambda h(x\_1) + (1-\lambda)h(x\_2) \$
+
+\textbf{Problem 5}\\
+(i) Formulation of optimization problem: \$
+\underset{p_j}{\operatorname{min}} \sum\emph{\{k = 1\}\^{}\{n\} (I\_k -
+I\_t)\^{}2 \$\\
+st \$ 0 \le p\_j \le p}\{max\}\$\\
+(ii) A formulation is convex if the objective is a convex function and
+the constraints have a feasible set that is convex. Consider the
+function: \$ f(p) = (a\_k\^{}Tp - I)\^{}2 \$\\
+\$ \nabla f = 2a\_ka\_k\^{}Tp - 2Ia\_k \$\\
+\$ \nabla \^{}2 f = 2a\_ka\_k\^{}T \$\\
+Lemma: If \$ d\^{}THd \ge 0 \text{ for all d} \ne 0
+\text{ then H is positive semi definite.} \$\\
+In this case, applying the lemma gives us \$ d\^{}THd =
+2d\textsuperscript{Ta\_ka\_k}Td
+\(, which is always non negative. Moreover, the summation of k convex functions is also convex. Therefore the objective is convex. The feasible set from the constraints is convex because they form a segmented space that is a hypercube. \
+(iii) If we require the power output of any of the n lamps to be less than p*, the modified optimization problem is: \
+\) \underset{p_j}{\operatorname{min}} \sum\emph{\{k = 1\}\^{}\{n\} (I\_k
+- I\_t)\^{}2 \$\\
+st \$ 0 \le p\_j \le p}\{max\}\$ ,\\
+\$ \sum\_\{j = 1\}\^{}\{k\} p\_j \textless{} p\^{}*, k =
+\{1,\ldots,n\}\$\\
+The second constraint can be further split into n separate constraints.
+Unique solutions are possible if all the constraints are convex sets.
+Consider the constraint \$ \sum\emph{\{j = 1\}\^{}\{l\} p\_j \lt p\^{}*
+, l \epsilon k \$. The summation produces an l-dimensional half space of
+a hyperplane, which is a convex set. Therefore the problem has a unique
+solution.\\
+(iv) If only half the lamps can be on at the same time, then the problem
+has a combinatorial constraint, where out of n lamps, any n/2 of them
+can be switched on. The constraint to be added to the formulation is: \$
+\underset{p_j}{\operatorname{min}} \sum}\{k = 1\}\^{}\{n\} (I\_k -
+I\_t)\^{}2 \$\\
+st \$ 0 \le p\_j \le p\_\{max\}\$ ,\\
+\$ \textbar\textbar x\textbar\textbar\_0 \le \frac{n}{2} \$\\
+The l-0 norm is not convex, therefore the problem does not have a unique
+solution.
+
+    \begin{tcolorbox}[breakable, size=fbox, boxrule=1pt, pad at break*=1mm,colback=cellbackground, colframe=cellborder]
+\prompt{In}{incolor}{1}{\boxspacing}
+\begin{Verbatim}[commandchars=\\\{\}]
+\PY{c+c1}{\PYZsh{} PROBLEM 2 : CODE FOR GRADIENT DESCENT}
+\PY{n+nb}{print}\PY{p}{(}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{Gradient descent solution}\PY{l+s+s2}{\PYZdq{}}\PY{p}{)}
+\PY{k+kn}{import} \PY{n+nn}{numpy} \PY{k}{as} \PY{n+nn}{np}
+
+\PY{k}{def} \PY{n+nf}{objective}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{p}{:}
+	\PY{k}{return} \PY{p}{(}\PY{l+m+mi}{2} \PY{o}{\PYZhy{}} \PY{p}{(}\PY{l+m+mi}{2}\PY{o}{*}\PY{n}{x}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]}\PY{p}{)} \PY{o}{\PYZhy{}} \PY{p}{(}\PY{l+m+mi}{3}\PY{o}{*}\PY{n}{x}\PY{p}{[}\PY{l+m+mi}{1}\PY{p}{]}\PY{p}{)}\PY{p}{)}\PY{o}{*}\PY{o}{*}\PY{l+m+mi}{2} \PY{o}{+} \PY{p}{(}\PY{n}{x}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]}\PY{p}{)}\PY{o}{*}\PY{o}{*}\PY{l+m+mi}{2} \PY{o}{+} \PY{p}{(}\PY{n}{x}\PY{p}{[}\PY{l+m+mi}{1}\PY{p}{]} \PY{o}{\PYZhy{}} \PY{l+m+mi}{1}\PY{p}{)}\PY{o}{*}\PY{o}{*}\PY{l+m+mi}{2}
+
+\PY{k}{def} \PY{n+nf}{grad}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{p}{:}
+	\PY{k}{return} \PY{n}{np}\PY{o}{.}\PY{n}{asarray}\PY{p}{(}\PY{p}{[}\PY{l+m+mi}{10}\PY{o}{*}\PY{n}{x}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]} \PY{o}{+} \PY{l+m+mi}{12}\PY{o}{*}\PY{n}{x}\PY{p}{[}\PY{l+m+mi}{1}\PY{p}{]} \PY{o}{\PYZhy{}} \PY{l+m+mi}{8}\PY{p}{,} \PY{l+m+mi}{12}\PY{o}{*}\PY{n}{x}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]} \PY{o}{+} \PY{l+m+mi}{20}\PY{o}{*}\PY{n}{x}\PY{p}{[}\PY{l+m+mi}{1}\PY{p}{]} \PY{o}{\PYZhy{}} \PY{l+m+mi}{14}\PY{p}{]}\PY{p}{)}
+
+\PY{k}{def} \PY{n+nf}{phi}\PY{p}{(}\PY{n}{a}\PY{p}{,}\PY{n}{x}\PY{p}{)}\PY{p}{:}
+	\PY{n}{obj} \PY{o}{=} \PY{n}{objective}\PY{p}{(}\PY{n}{x}\PY{p}{)}
+	\PY{n}{corr} \PY{o}{=} \PY{n}{a}\PY{o}{*}\PY{l+m+mf}{0.8}\PY{o}{*}\PY{n}{np}\PY{o}{.}\PY{n}{dot}\PY{p}{(}\PY{n}{grad}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{p}{,} \PY{n}{grad}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{p}{)}
+	\PY{k}{return} \PY{n}{obj} \PY{o}{\PYZhy{}} \PY{n}{corr}
+
+\PY{k}{def} \PY{n+nf}{line\PYZus{}search}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{p}{:}
+	\PY{n}{a} \PY{o}{=} \PY{l+m+mi}{1}  \PY{c+c1}{\PYZsh{} initialize step size}
+	\PY{k}{while} \PY{n}{np}\PY{o}{.}\PY{n}{linalg}\PY{o}{.}\PY{n}{norm}\PY{p}{(}\PY{n}{phi}\PY{p}{(}\PY{n}{a}\PY{p}{,}\PY{n}{x}\PY{p}{)}\PY{p}{)}\PY{o}{\PYZlt{}}\PY{n}{objective}\PY{p}{(}\PY{n}{x}\PY{o}{\PYZhy{}}\PY{n}{a}\PY{o}{*}\PY{n}{grad}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{p}{)}\PY{p}{:}  \PY{c+c1}{\PYZsh{} if f(x+a*d)\PYZgt{}phi(a) then backtrack. d is the search direction}
+		\PY{n}{a} \PY{o}{=} \PY{l+m+mf}{0.5}\PY{o}{*}\PY{n}{a}
+	\PY{k}{return} \PY{n}{a}
+
+\PY{n}{eps} \PY{o}{=} \PY{l+m+mf}{1e\PYZhy{}3}
+\PY{n}{x0} \PY{o}{=} \PY{p}{[}\PY{l+m+mi}{0}\PY{p}{,}\PY{l+m+mi}{0}\PY{p}{]}
+\PY{n}{k} \PY{o}{=} \PY{l+m+mi}{0}
+\PY{n}{x} \PY{o}{=} \PY{n}{x0}
+\PY{n}{soln} \PY{o}{=} \PY{p}{[}\PY{n}{objective}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{p}{]}
+
+\PY{n}{error} \PY{o}{=} \PY{n}{np}\PY{o}{.}\PY{n}{linalg}\PY{o}{.}\PY{n}{norm}\PY{p}{(}\PY{n}{grad}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{p}{)}
+
+\PY{k}{while} \PY{n}{error} \PY{o}{\PYZgt{}}\PY{o}{=} \PY{n}{eps} \PY{o+ow}{and} \PY{n}{k} \PY{o}{\PYZlt{}} \PY{l+m+mi}{10000}\PY{p}{:}  \PY{c+c1}{\PYZsh{} keep searching while gradient norm is larger than eps}
+	\PY{n}{a} \PY{o}{=} \PY{n}{line\PYZus{}search}\PY{p}{(}\PY{n}{x}\PY{p}{)}
+	\PY{n}{x} \PY{o}{=} \PY{n}{x} \PY{o}{\PYZhy{}} \PY{n}{a}\PY{o}{*}\PY{n}{grad}\PY{p}{(}\PY{n}{x}\PY{p}{)}
+	\PY{n}{error} \PY{o}{=} \PY{n}{np}\PY{o}{.}\PY{n}{linalg}\PY{o}{.}\PY{n}{norm}\PY{p}{(}\PY{n}{grad}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{p}{)}
+	\PY{n}{soln}\PY{o}{.}\PY{n}{append}\PY{p}{(}\PY{n}{objective}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{p}{)}
+	\PY{n}{k}\PY{o}{+}\PY{o}{=}\PY{l+m+mi}{1}
+	\PY{k}{if} \PY{n}{k} \PY{o}{\PYZpc{}} \PY{l+m+mi}{1000} \PY{o}{==} \PY{l+m+mi}{0}\PY{p}{:} \PY{n+nb}{print}\PY{p}{(}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{Iteration:}\PY{l+s+s2}{\PYZdq{}}\PY{p}{,} \PY{n}{k}\PY{p}{,} \PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{alpha:}\PY{l+s+s2}{\PYZdq{}}\PY{p}{,} \PY{n}{a}\PY{p}{,} \PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{Error:}\PY{l+s+s2}{\PYZdq{}}\PY{p}{,} \PY{n}{error}\PY{p}{,} \PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{x:}\PY{l+s+s2}{\PYZdq{}}\PY{p}{,} \PY{n}{x}\PY{p}{)}
+
+\PY{k+kn}{import} \PY{n+nn}{matplotlib}\PY{n+nn}{.}\PY{n+nn}{pyplot} \PY{k}{as} \PY{n+nn}{plt}
+\PY{n}{y} \PY{o}{=} \PY{p}{[}\PY{n}{np}\PY{o}{.}\PY{n}{log}\PY{p}{(}\PY{n}{np}\PY{o}{.}\PY{n}{linalg}\PY{o}{.}\PY{n}{norm}\PY{p}{(}\PY{n}{s} \PY{o}{\PYZhy{}} \PY{n}{objective}\PY{p}{(}\PY{n}{x}\PY{p}{)} \PY{o}{+} \PY{l+m+mf}{1e\PYZhy{}6}\PY{p}{)}\PY{p}{)} \PY{k}{for} \PY{n}{s} \PY{o+ow}{in} \PY{n}{soln}\PY{p}{]}
+\PY{n}{fig} \PY{o}{=} \PY{n}{plt}\PY{o}{.}\PY{n}{figure}\PY{p}{(}\PY{p}{)}
+\PY{n}{plt}\PY{o}{.}\PY{n}{plot}\PY{p}{(}\PY{n}{y}\PY{p}{)}
+\PY{n}{plt}\PY{o}{.}\PY{n}{xlabel}\PY{p}{(}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{Iterations}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}
+\PY{n}{plt}\PY{o}{.}\PY{n}{ylabel}\PY{p}{(}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{log(|f\PYZhy{}f*|)}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}
+\PY{n}{plt}\PY{o}{.}\PY{n}{title}\PY{p}{(}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{Convergence plot \PYZhy{} Gradient Descent}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}
+\PY{n}{x1} \PY{o}{=} \PY{l+m+mi}{1} \PY{o}{\PYZhy{}} \PY{l+m+mi}{2}\PY{o}{*}\PY{n}{x}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]} \PY{o}{\PYZhy{}} \PY{l+m+mi}{3}\PY{o}{*}\PY{n}{x}\PY{p}{[}\PY{l+m+mi}{1}\PY{p}{]}
+\PY{n}{x} \PY{o}{=} \PY{p}{[}\PY{n}{x1}\PY{p}{,} \PY{n}{x}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]}\PY{p}{,} \PY{n}{x}\PY{p}{[}\PY{l+m+mi}{1}\PY{p}{]}\PY{p}{]}
+\PY{n+nb}{print}\PY{p}{(}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{Final solution:}\PY{l+s+s2}{\PYZdq{}}\PY{p}{,} \PY{n}{x}\PY{p}{)}
+
+\PY{c+c1}{\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}\PYZsh{}}
+\PY{c+c1}{\PYZsh{} Problem 2: Newton\PYZsq{}s method}
+\PY{n+nb}{print}\PY{p}{(}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{Newton}\PY{l+s+s2}{\PYZsq{}}\PY{l+s+s2}{s method solution: }\PY{l+s+s2}{\PYZdq{}}\PY{p}{)}
+\PY{k+kn}{import} \PY{n+nn}{numpy} \PY{k}{as} \PY{n+nn}{np}
+
+\PY{k}{def} \PY{n+nf}{objective}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{p}{:}
+	\PY{k}{return} \PY{p}{(}\PY{l+m+mi}{2} \PY{o}{\PYZhy{}} \PY{p}{(}\PY{l+m+mi}{2}\PY{o}{*}\PY{n}{x}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]}\PY{p}{)} \PY{o}{\PYZhy{}} \PY{p}{(}\PY{l+m+mi}{3}\PY{o}{*}\PY{n}{x}\PY{p}{[}\PY{l+m+mi}{1}\PY{p}{]}\PY{p}{)}\PY{p}{)}\PY{o}{*}\PY{o}{*}\PY{l+m+mi}{2} \PY{o}{+} \PY{p}{(}\PY{n}{x}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]}\PY{p}{)}\PY{o}{*}\PY{o}{*}\PY{l+m+mi}{2} \PY{o}{+} \PY{p}{(}\PY{n}{x}\PY{p}{[}\PY{l+m+mi}{1}\PY{p}{]} \PY{o}{\PYZhy{}} \PY{l+m+mi}{1}\PY{p}{)}\PY{o}{*}\PY{o}{*}\PY{l+m+mi}{2}
+
+\PY{k}{def} \PY{n+nf}{grad}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{p}{:}
+	\PY{k}{return} \PY{n}{np}\PY{o}{.}\PY{n}{asarray}\PY{p}{(}\PY{p}{[}\PY{l+m+mi}{10}\PY{o}{*}\PY{n}{x}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]} \PY{o}{+} \PY{l+m+mi}{12}\PY{o}{*}\PY{n}{x}\PY{p}{[}\PY{l+m+mi}{1}\PY{p}{]} \PY{o}{\PYZhy{}} \PY{l+m+mi}{8}\PY{p}{,} \PY{l+m+mi}{12}\PY{o}{*}\PY{n}{x}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]} \PY{o}{+} \PY{l+m+mi}{20}\PY{o}{*}\PY{n}{x}\PY{p}{[}\PY{l+m+mi}{1}\PY{p}{]} \PY{o}{\PYZhy{}} \PY{l+m+mi}{14}\PY{p}{]}\PY{p}{)}
+
+\PY{k}{def} \PY{n+nf}{hessian}\PY{p}{(}\PY{p}{)}\PY{p}{:}
+	\PY{k}{return} \PY{n}{np}\PY{o}{.}\PY{n}{asarray}\PY{p}{(}\PY{p}{[}\PY{p}{[}\PY{l+m+mi}{10}\PY{p}{,}\PY{l+m+mi}{12}\PY{p}{]}\PY{p}{,}\PY{p}{[}\PY{l+m+mi}{12}\PY{p}{,}\PY{l+m+mi}{20}\PY{p}{]}\PY{p}{]}\PY{p}{)}
+
+\PY{k}{def} \PY{n+nf}{phi}\PY{p}{(}\PY{n}{a}\PY{p}{,}\PY{n}{x}\PY{p}{)}\PY{p}{:}
+	\PY{n}{obj} \PY{o}{=} \PY{n}{objective}\PY{p}{(}\PY{n}{x}\PY{p}{)}
+	\PY{n}{corr} \PY{o}{=} \PY{n}{a}\PY{o}{*}\PY{l+m+mf}{0.8}\PY{o}{*}\PY{n}{np}\PY{o}{.}\PY{n}{matmul}\PY{p}{(}\PY{n}{np}\PY{o}{.}\PY{n}{matmul}\PY{p}{(}\PY{n}{grad}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{o}{.}\PY{n}{reshape}\PY{p}{(}\PY{l+m+mi}{1}\PY{p}{,}\PY{l+m+mi}{2}\PY{p}{)}\PY{p}{,}\PY{n}{np}\PY{o}{.}\PY{n}{linalg}\PY{o}{.}\PY{n}{inv}\PY{p}{(}\PY{n}{hessian}\PY{p}{(}\PY{p}{)}\PY{p}{)}\PY{p}{)}\PY{p}{,} \PY{n}{grad}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{o}{.}\PY{n}{reshape}\PY{p}{(}\PY{l+m+mi}{2}\PY{p}{,}\PY{l+m+mi}{1}\PY{p}{)}\PY{p}{)}
+	\PY{k}{return} \PY{n}{obj} \PY{o}{\PYZhy{}} \PY{n}{corr}
+
+\PY{k}{def} \PY{n+nf}{line\PYZus{}search}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{p}{:}
+	\PY{n}{a} \PY{o}{=} \PY{l+m+mi}{1}  \PY{c+c1}{\PYZsh{} initialize step size}
+	\PY{k}{while} \PY{n}{phi}\PY{p}{(}\PY{n}{a}\PY{p}{,}\PY{n}{x}\PY{p}{)}\PY{o}{\PYZlt{}}\PY{n}{objective}\PY{p}{(}\PY{n}{x}\PY{o}{\PYZhy{}}\PY{n}{a}\PY{o}{*}\PY{n}{grad}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{p}{)}\PY{p}{:}  \PY{c+c1}{\PYZsh{} if f(x+a*d)\PYZgt{}phi(a) then backtrack. d is the search direction}
+		\PY{n}{a} \PY{o}{=} \PY{l+m+mf}{0.5}\PY{o}{*}\PY{n}{a}
+	\PY{k}{return} \PY{n}{a}
+
+\PY{n}{eps} \PY{o}{=} \PY{l+m+mf}{1e\PYZhy{}3}
+\PY{n}{x0} \PY{o}{=} \PY{p}{[}\PY{l+m+mi}{0}\PY{p}{,}\PY{l+m+mi}{0}\PY{p}{]}
+\PY{n}{k} \PY{o}{=} \PY{l+m+mi}{0}
+\PY{n}{x} \PY{o}{=} \PY{n}{np}\PY{o}{.}\PY{n}{asarray}\PY{p}{(}\PY{n}{x0}\PY{p}{)}\PY{o}{.}\PY{n}{reshape}\PY{p}{(}\PY{l+m+mi}{2}\PY{p}{,}\PY{l+m+mi}{1}\PY{p}{)}
+\PY{n}{soln} \PY{o}{=} \PY{p}{[}\PY{n}{objective}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{p}{]}
+
+\PY{n}{lam} \PY{o}{=} \PY{n}{np}\PY{o}{.}\PY{n}{matmul}\PY{p}{(}\PY{n}{np}\PY{o}{.}\PY{n}{matmul}\PY{p}{(}\PY{n}{grad}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{o}{.}\PY{n}{reshape}\PY{p}{(}\PY{l+m+mi}{1}\PY{p}{,}\PY{l+m+mi}{2}\PY{p}{)}\PY{p}{,}\PY{n}{np}\PY{o}{.}\PY{n}{linalg}\PY{o}{.}\PY{n}{inv}\PY{p}{(}\PY{n}{hessian}\PY{p}{(}\PY{p}{)}\PY{p}{)}\PY{p}{)}\PY{p}{,} \PY{n}{grad}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{o}{.}\PY{n}{reshape}\PY{p}{(}\PY{l+m+mi}{2}\PY{p}{,}\PY{l+m+mi}{1}\PY{p}{)}\PY{p}{)}
+\PY{k}{while} \PY{n}{lam}\PY{o}{*}\PY{o}{*}\PY{l+m+mi}{2}\PY{o}{/}\PY{l+m+mi}{2} \PY{o}{\PYZgt{}}\PY{o}{=} \PY{n}{eps} \PY{o+ow}{and} \PY{n}{k} \PY{o}{\PYZlt{}} \PY{l+m+mi}{10000}\PY{p}{:}  \PY{c+c1}{\PYZsh{} keep searching while gradient norm is larger than eps}
+	\PY{n}{a} \PY{o}{=} \PY{n}{line\PYZus{}search}\PY{p}{(}\PY{n}{x}\PY{p}{)}
+	\PY{n}{a} \PY{o}{=} \PY{l+m+mi}{1}
+	\PY{n}{x} \PY{o}{=} \PY{n}{x} \PY{o}{\PYZhy{}} \PY{n}{a}\PY{o}{*}\PY{n}{np}\PY{o}{.}\PY{n}{matmul}\PY{p}{(}\PY{n}{np}\PY{o}{.}\PY{n}{linalg}\PY{o}{.}\PY{n}{inv}\PY{p}{(}\PY{n}{hessian}\PY{p}{(}\PY{p}{)}\PY{p}{)}\PY{p}{,} \PY{n}{grad}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{o}{.}\PY{n}{reshape}\PY{p}{(}\PY{l+m+mi}{2}\PY{p}{,}\PY{l+m+mi}{1}\PY{p}{)}\PY{p}{)}
+	\PY{n}{soln}\PY{o}{.}\PY{n}{append}\PY{p}{(}\PY{n}{objective}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{p}{)}
+	\PY{n}{lam} \PY{o}{=} \PY{n}{np}\PY{o}{.}\PY{n}{matmul}\PY{p}{(}\PY{n}{np}\PY{o}{.}\PY{n}{matmul}\PY{p}{(}\PY{n}{grad}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{o}{.}\PY{n}{reshape}\PY{p}{(}\PY{l+m+mi}{1}\PY{p}{,}\PY{l+m+mi}{2}\PY{p}{)}\PY{p}{,}\PY{n}{np}\PY{o}{.}\PY{n}{linalg}\PY{o}{.}\PY{n}{inv}\PY{p}{(}\PY{n}{hessian}\PY{p}{(}\PY{p}{)}\PY{p}{)}\PY{p}{)}\PY{p}{,} \PY{n}{grad}\PY{p}{(}\PY{n}{x}\PY{p}{)}\PY{o}{.}\PY{n}{reshape}\PY{p}{(}\PY{l+m+mi}{2}\PY{p}{,}\PY{l+m+mi}{1}\PY{p}{)}\PY{p}{)}
+	\PY{n}{k}\PY{o}{+}\PY{o}{=}\PY{l+m+mi}{1}
+	\PY{k}{if} \PY{n}{k} \PY{o}{\PYZpc{}} \PY{l+m+mi}{1} \PY{o}{==} \PY{l+m+mi}{0}\PY{p}{:} \PY{n+nb}{print}\PY{p}{(}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{Iteration:}\PY{l+s+s2}{\PYZdq{}}\PY{p}{,} \PY{n}{k}\PY{p}{,} \PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{alpha:}\PY{l+s+s2}{\PYZdq{}}\PY{p}{,} \PY{n}{a}\PY{p}{,} \PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{Error:}\PY{l+s+s2}{\PYZdq{}}\PY{p}{,} \PY{n}{error}\PY{p}{,} \PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{x:}\PY{l+s+s2}{\PYZdq{}}\PY{p}{,} \PY{n}{x}\PY{p}{)}
+
+\PY{k+kn}{import} \PY{n+nn}{matplotlib}\PY{n+nn}{.}\PY{n+nn}{pyplot} \PY{k}{as} \PY{n+nn}{plt}
+\PY{n}{fig} \PY{o}{=} \PY{n}{plt}\PY{o}{.}\PY{n}{figure}\PY{p}{(}\PY{p}{)}
+
+\PY{n}{y} \PY{o}{=} \PY{p}{[}\PY{n}{np}\PY{o}{.}\PY{n}{log}\PY{p}{(}\PY{n}{np}\PY{o}{.}\PY{n}{linalg}\PY{o}{.}\PY{n}{norm}\PY{p}{(}\PY{n}{s} \PY{o}{\PYZhy{}} \PY{n}{objective}\PY{p}{(}\PY{n}{x}\PY{p}{)} \PY{o}{+} \PY{l+m+mf}{1e\PYZhy{}6}\PY{p}{)}\PY{p}{)} \PY{k}{for} \PY{n}{s} \PY{o+ow}{in} \PY{n}{soln}\PY{p}{]}
+\PY{n}{plt}\PY{o}{.}\PY{n}{plot}\PY{p}{(}\PY{n}{y}\PY{p}{)}
+\PY{n}{plt}\PY{o}{.}\PY{n}{xlabel}\PY{p}{(}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{Iterations}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}
+\PY{n}{plt}\PY{o}{.}\PY{n}{ylabel}\PY{p}{(}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{log(|f\PYZhy{}f*|)}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}
+\PY{n}{plt}\PY{o}{.}\PY{n}{title}\PY{p}{(}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{Convergence plot \PYZhy{} Newton}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}
+
+\PY{n}{x1} \PY{o}{=} \PY{l+m+mi}{1} \PY{o}{\PYZhy{}} \PY{l+m+mi}{2}\PY{o}{*}\PY{n}{x}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]} \PY{o}{\PYZhy{}} \PY{l+m+mi}{3}\PY{o}{*}\PY{n}{x}\PY{p}{[}\PY{l+m+mi}{1}\PY{p}{]}
+\PY{n}{x} \PY{o}{=} \PY{p}{[}\PY{n}{x1}\PY{p}{,} \PY{n}{x}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]}\PY{p}{,} \PY{n}{x}\PY{p}{[}\PY{l+m+mi}{1}\PY{p}{]}\PY{p}{]}
+\PY{n+nb}{print}\PY{p}{(}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{Final solution:}\PY{l+s+s2}{\PYZdq{}}\PY{p}{,} \PY{n}{x}\PY{p}{)}
+\end{Verbatim}
+\end{tcolorbox}
+
+    \begin{Verbatim}[commandchars=\\\{\}]
+Gradient descent solution
+Final solution: [-1.0713988626792919, -0.14249520055213166, 0.7854630879278517]
+Newton's method solution:
+Iteration: 1 alpha: 1 Error: 0.000910695792946387 x: [[-0.14285714]
+ [ 0.78571429]]
+Final solution: [array([-1.07142857]), array([-0.14285714]),
+array([0.78571429])]
+    \end{Verbatim}
+
+    \begin{center}
+    \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{Homework2_files/Homework2_1_1.png}
+    \end{center}
+    { \hspace*{\fill} \\}
+    
+    \begin{center}
+    \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{Homework2_files/Homework2_1_2.png}
+    \end{center}
+    { \hspace*{\fill} \\}
+    
+
+    % Add a bibliography block to the postdoc
+    
+    
+    
+\end{document}
diff --git a/Homework/Homework2_files/Homework2_1_1.png b/Homework/Homework2_files/Homework2_1_1.png
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diff --git a/Homework/Homework3.ipynb b/Homework/Homework3.ipynb
index 31a4d38..cc8d45f 100644
--- a/Homework/Homework3.ipynb
+++ b/Homework/Homework3.ipynb
@@ -2,6 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "### Problem 1 (50 points) \n",
     "\n",
@@ -54,12 +55,571 @@
     "\n",
     "\n",
     "\n"
-   ],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/rrathnak/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
+      "/home/rrathnak/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:27: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model:  [43.93416584 44.40846759 43.8388029  43.19336931 42.67218394 42.11159932\n",
+      " 41.08143515 38.83853884 34.17850146 25.17473202  8.76035439]\n",
+      "Truth:  [28.1 34.4 36.7 36.9 36.8 36.7 36.5 35.4 32.9 27.7 17.5]\n",
+      "Alpha: 0.001 Loss: 622.4332342595043 Gradient: [493.43130248 153.99118062] Parameter: [1.94 1.63]\n",
+      "Alpha: 0.001 Loss: 482.71128947607554 Gradient: [  88.09048693 -158.8629287 ] Parameter: [1.4465687  1.47600882]\n",
+      "Alpha: 0.001 Loss: 454.21966342847213 Gradient: [  54.94642113 -120.36476925] Parameter: [1.35847821 1.63487175]\n",
+      "Alpha: 0.001 Loss: 439.0051951725172 Gradient: [ 30.74428124 -93.49181296] Parameter: [1.30353179 1.75523652]\n",
+      "Alpha: 0.001 Loss: 430.4711223255632 Gradient: [ 20.74245532 -72.41044393] Parameter: [1.27278751 1.84872833]\n",
+      "Alpha: 0.001 Loss: 425.42493596970024 Gradient: [ 15.34357574 -56.80469653] Parameter: [1.25204505 1.92113877]\n",
+      "Alpha: 0.001 Loss: 422.3234034821276 Gradient: [ 11.73468792 -45.18933225] Parameter: [1.23670148 1.97794347]\n",
+      "Alpha: 0.001 Loss: 420.3597108448323 Gradient: [  9.20504408 -36.35124192] Parameter: [1.22496679 2.0231328 ]\n",
+      "Alpha: 0.001 Loss: 419.08731176426824 Gradient: [  7.3341278  -29.51075427] Parameter: [1.21576175 2.05948404]\n",
+      "Alpha: 0.001 Loss: 418.2475965166271 Gradient: [  5.91684739 -24.13432256] Parameter: [1.20842762 2.0889948 ]\n",
+      "Alpha: 0.001 Loss: 417.685231588113 Gradient: [  4.81636998 -19.85667435] Parameter: [1.20251077 2.11312912]\n",
+      "Alpha: 0.001 Loss: 417.30410872227 Gradient: [  3.9494916  -16.41764703] Parameter: [1.1976944 2.1329858]\n",
+      "Alpha: 0.001 Loss: 417.04330085240366 Gradient: [  3.25693982 -13.62937934] Parameter: [1.19374491 2.14940344]\n",
+      "Alpha: 0.001 Loss: 416.86340081561934 Gradient: [  2.69845704 -11.3525341 ] Parameter: [1.19048797 2.16303282]\n",
+      "Alpha: 0.001 Loss: 416.7384921206691 Gradient: [ 2.24407884 -9.4823573 ] Parameter: [1.18778951 2.17438536]\n",
+      "Alpha: 0.001 Loss: 416.6512920661157 Gradient: [ 1.87205136 -7.93857547] Parameter: [1.18554543 2.18386771]\n",
+      "Alpha: 0.001 Loss: 416.5901407300158 Gradient: [ 1.56565594 -6.6589694 ] Parameter: [1.18367338 2.19180629]\n",
+      "Alpha: 0.001 Loss: 416.54709456398683 Gradient: [ 1.31220572 -5.59463599] Parameter: [1.18210773 2.19846526]\n",
+      "Alpha: 0.001 Loss: 416.51669733654745 Gradient: [ 1.10171132 -4.70678541] Parameter: [1.18079552 2.20405989]\n",
+      "Alpha: 0.001 Loss: 416.4951753477287 Gradient: [ 0.92635423 -3.964332  ] Parameter: [1.17969381 2.20876668]\n",
+      "Alpha: 0.001 Loss: 416.47990336704345 Gradient: [ 0.77986335 -3.3421858 ] Parameter: [1.17876745 2.21273101]\n",
+      "Alpha: 0.001 Loss: 416.46904613162314 Gradient: [ 0.65722057 -2.8199424 ] Parameter: [1.17798759 2.2160732 ]\n",
+      "Alpha: 0.001 Loss: 416.4613153080681 Gradient: [ 0.55434377 -2.38091705] Parameter: [1.17733037 2.21889314]\n",
+      "Alpha: 0.001 Loss: 416.45580333004125 Gradient: [ 0.46791381 -2.01139069] Parameter: [1.17677603 2.22127406]\n",
+      "Alpha: 0.001 Loss: 416.45186896800004 Gradient: [ 0.39520168 -1.70003622] Parameter: [1.17630811 2.22328545]\n",
+      "Alpha: 0.001 Loss: 416.4490580341842 Gradient: [ 0.33396262 -1.43746348] Parameter: [1.17591291 2.22498548]\n",
+      "Alpha: 0.001 Loss: 416.4470481421856 Gradient: [ 0.28233613 -1.21586407] Parameter: [1.17557895 2.22642295]\n",
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+      "Alpha: 0.001 Loss: 416.442329857776 Gradient: [ 0.07437508 -0.32094541] Parameter: [1.1742262  2.23225358]\n",
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+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
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+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
+      "Model:  tensor([43.9342, 42.3084, 40.6052, 38.9087, 37.3072, 35.8872, 34.7105, 33.7266,\n",
+      "        32.4257, 28.3051,  8.7604], dtype=torch.float64,\n",
+      "       grad_fn=<AddBackward0>)\n",
+      "Truth:  tensor([28.1000, 34.4000, 36.7000, 36.9000, 36.8000, 36.7000, 36.5000, 35.4000,\n",
+      "        32.9000, 27.7000, 17.5000], dtype=torch.float64)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7fc342d84240>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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X+r5AkYRQ2Fov3lJfuvTo1nrJLpgotdZXroQHHjhy5Mr48X4UpcSOAjxC+fnw05/CtGnw2mt+HLdIwtuzx4d58WAv2bfert2Rwd61a6UX4dHIlfhSgEfoxhvhwQf9L+f11wddjUgV5OfDP/95ZEu9ZGu9TRs/JfPcc/1169YVSmCNXIkPBXgEpkzx096vuw4mTw66GpEY2bPHt84//tj3ES5cCN9+6+9r1uzIQD/ttIjGyJYcudK6tR+58otfaORKNCjAy/HGGzB8OAwd6rtPNP1dUkZBgd9VYuFCWLDAX7Zs8fc1bAjnnFMU6F27HnMJTY1ciQ0F+DEsXep/R9u29b+7GiYoKc05v6NRYaAvXOib1eCb02efXRTo3buX2sR2Dt57z49cmTFDI1eqSgFehq+/9r+Dzvl5FS1aBF2RSALats0ncmGgL13q/9Gkp/vZpIWB3qvXUetJlBy5ctFFPtj1by1yCvBSfPed/51bt87/bnbuHHRFIklizx744IOiQP/kk6JNMTp1Kgr0c8/990iXwpErf/0rNGnid7o75ZRgP0ayUICXkJ8Po0bBzJl+csLQoUFXJJLE/vUvf1K0MNA/+MAfA983WSzQc3adwuCQUaeO3xSpXbtgS08GCvASxo71I00efdSPPBGRKMrN9eunFwb6woV+ZilAy5Ys+9VkBv11FOB3tfvhDwOsNQmUFeApuYbe5Mn+csMNCm+RmEhP92ug33ijnxH3zTd+6OKjj0JWFp1u+xHv9ryJtJoF9O3rN0SRiku5AJ8+3Qf3iBF+zKqIxEGNGn7986uv9pvE3nor7V+7l4X1h9Gg9mH69/e9LlIxKRXgS5bAxRf7HUeef15jvUUCUbMm3H47vPkmrb/NYcHuTjSts5/Bg2HevKCLSy4pE+CbNvmJOo0a+VZ43bpBVySS4gYPhk8/5eQujViwrS1Ztb5m6FDHm28GXVjySIkA37/fh/d33/lRJ82aBV2RiADQsiXMn89J40Yz/9tOdKixlgsucEydGnRhyaHaB3henp84sHIlvPyyznaLJJz0dHjgARpPfYJ30kKcWfAJP/1JAS+8EHRhia9aB7hzfkXBN97wC1UNHhx0RSJSppEjOeHTecw+fRznFCzgP39ewFOP5wddVUKr1gH+0EM+uMePhyuvDLoaESlX69bU/2gOs654lUHM4YoxNXn0rj1BV5Wwqm2AT5vml7P88Y/hnnuCrkZEIpaRQZ0nJvP607sZUXM61/73Cdw/Zl3QVSWkahngOTnw85/7eQTPPhvRcsYikmBqXXYxLy35ARc1mMX4x9tye7/5uDx1qRRXbrSZWYaZfWxmS81spZndHj5+opnNMbN14euGsS+3fBs3+m3Qmjb1E8Bq1w66IhGprPROHXh+Ux9+0WYBt83vy4S2r+B27Ay6rIQRSdv0ENDfOdcZvwv9EDPrAUwA5jrn2gJzw7cDtXcvDBvmtwGcOdOHuIgkt5oN6vLk2nP5TZ9V3LfhQq5vPYOChe8HXVZCKDfAnfdd+GZ6+OKAEcAz4ePPACNjUWCkcnP9ZsRr18Irr/hNuEWkeqhR03h0XkfGXbKDRw78kjF91pB//5/8ULMUFlHvsJnVNLPPgB3AHOfcIqCpc24rQPi6ScyqLIdzfomFOXP8BqsDBgRViYjEihnc/0wT/vC7gzzpruDS8U3JHfETvzZ5iooowJ1z+c65LkBLoJuZnR7pG5jZGDPLMbOcnTtj03d1//3wxBNw881w+eUxeQsRSQBmcMd9Gdxzt+P/8Z9cNGM0h8/onrLLGVZofIZzbg8wHxgCbDezZgDh6x1lPOcx51y2cy47MzOzatWW4uWX4fe/97Mt77wz6i8vIglowk3Gww/DVDeKkdum8P3Z/eF//iflulQiGYWSaWYnhH+uDQwE1gCvA5eFH3YZ8FqMaizTRx/BJZdAz57w9NMaLiiSSq6/Hh57DN481I9h9Rfw3W9uhNGj/aJHKSKSyGsGzDOzZcAn+D7wGcAkYJCZrQMGhW/HzZdfwgUXQPPmftJORkY8311EEsGVV8I//mEs2NuJUKvV7H1hFpx1ll/8KAWklfcA59wy4IxSju8CAjlduHu338MyLw9mzYIY9MyISJIYPRpq1zYuvvhkBrTdyFu7utOoWzffpXLJJUGXF1NJ1+lw+DD85Cfwz3/C1KnaEFVE/JIZ06bBio0N6NtoGds7D4ZLL4UxY/zEkGoqqQLcObjqKnjnHXjySejTJ+iKRCRRDBvmJ/Ct/yqd3rteZfO1k+Dxx/1Jsi++CLq8mEiqAL/nHvj732HixGr/zUhEKmHAAHjrLdi61eg98/d8+eQ78NVXcOaZfoZfNZM0Af7ii3DLLb6/a+LEoKsRkUR1zjkwd66f39N7Yj8+f3kZdOjg+17vuCPo8qIqKQL8/ffhF7+Ac8/1E3bMgq5IRBLZWWf5DZIPHYLeP2vBiikLYeRImDQJDh4MuryoSYoAf/FFaNXKn7SsVSvoakQkGXTuDO++CzVrQt9B6SzpN86f0HzvvaBLi5qkCPDJk30rvFGjoCsRkWTSoQMsWAD16kH/W3vxYdq5vpO8mkiKADfTWG8RqZw2bXyIZ2YaI+01vpu1IOiSoiYpAlxEpCpatfK7c+3IbchDqwbB118HXVJUKMBFJCX06AEj++3lfn7HN6+8G3Q5UaEAF5GU8cfJDfiOekx6tH7QpUSFAlxEUsZppxuXtvmAR9YOZNOG5N8gWQEuIinltut24TBuH/tt0KVUmQJcRFLKf/y8F1czhb9Pb8SaNUFXUzUKcBFJLZmZ3NxpBnVqHOS//zvoYqpGAS4iKSdzeHduLLifV16BTz4JuprKU4CLSOoJhfgv9wCNGxzippuCLqbyFOAiknrOPpv69Y1bTn+duXPh7beDLqhyFOAiknrS06F/f67a8gdatXJMmJCcG9orwEUkNYVCZGxcy+1Xb2fx4uTc76HcADezk81snpmtNrOVZjY2fPw2M9tiZp+FL0NjX66ISJSEQgBcUvsVOnb0G8bk5QVcUwVF0gLPA8Y55zoAPYBrzKxj+L4/O+e6hC+zYlaliEi0tW4NbdpQc86b3HUXfP45PP100EVVTLkB7pzb6pxbEv55P7AaaBHrwkREYi4UgnnzGHHeYbp3h9tuS65N7CvUB25mWcAZwKLwoWvNbJmZPWVmDct4zhgzyzGznJ07d1atWhGRaAqF4MAB7IP3mTQJtmyBv/416KIiF3GAm1k94BXgt865fcAUoA3QBdgKPFja85xzjznnsp1z2ZnalUFEEkm/fpCWBm+9Rd++Ps/vvhv27g26sMhEFOBmlo4P7+edc68COOe2O+fynXMFwONAt9iVKSISA/XrQ69e/95m7e674dtv4YEHAq4rQpGMQjHgSWC1c+5PxY43K/awUcCK6JcnIhJjoRB89hls307XrnDRRfCnP8H27UEXVr5IWuC9gEuA/iWGDN5nZsvNbBnQD7ghloWKiMREeDghs2cDcOedcOgQ/PGPAdYUIXNxnH6UnZ3tcnJy4vZ+IiLlKiiAk06CwYPhuecAuOoqeOopWLPGjzYMmpktds5llzyumZgiktpq1PDhPXu2D3Pg1luhZk2YODHg2sqhABcRCYVg507fFw40bw5jx8Lzz8OyZcGWdiwKcBGRwYP9dXg0CsDvfw/HH++n2CcqBbiISNOm0KXLEQHesCGMHw8zZsB77wVX2rEowEVEwHejfPAB7N//70PXX+/PbybqcrMKcBER8AGemwvz5//7UN26/oTm++/DrARcrk8BLiIC0LMn1KlzRDcKwK9+BW3awE03/XuQSsJQgIuIANSq5ddGKRHg6el+cs/y5fDCCwHVVgYFuIhIoVAIvvgC1q8/4vBFF0HnzvCHP8DhwwHVVgoFuIhIocJp9SVa4TVqwD33wJdfwhNPBFBXGRTgIiKF2raFrKyjAhxgyBDo3RvuuAMOHIh/aaVRgIuIFDLzrfB33vEjUkrcdc89fpXChx8OqL4SFOAiIsWFQn4s+IcfHnVXz55wwQVw772wa1cAtZWgABcRKa5/f7+SVSndKAB33eXz/d5741xXKRTgIiLFHX88nH12mQF++ulwySXwl7/A5s1xrq0EBbiISEmhECxZ4lcoLMXtt0N+vj+hGSQFuIhISaGQX/xkzpxS787Kgt/8xm/6sHZtfEsrTgEuIlJS167QqFGZ3Sjgl5nNyPCTe4KiABcRKalmTRg0yO/SU8YyhE2awLhx8NJLENROkZHsSn+ymc0zs9VmttLMxoaPn2hmc8xsXfi6YezLFRGJk1AItm075pY848b5hvrNN8exrmIiaYHnAeOccx2AHsA1ZtYRmADMdc61BeaGb4uIVA+DBvnr8G71pWnQwIf3nDkwd26c6iqm3AB3zm11zi0J/7wfWA20AEYAz4Qf9gwwMkY1iojEX4sWfszgMfrBAa6+Glq29MvNxnvThwr1gZtZFnAGsAho6pzbCj7kgSZlPGeMmeWYWc7OMobkiIgkpFAIFi485uInGRl+WOEnn8DUqXGsjQoEuJnVA14Bfuuc2xfp85xzjznnsp1z2ZmZmZWpUUQkGKGQXz/23XeP+bBLL4X27f3IlLy8ONVGhAFuZun48H7eOfdq+PB2M2sWvr8ZsCM2JYqIBOTcc6F27XK7UdLS/BT7NWvg2WfjVBuRjUIx4ElgtXPuT8Xueh24LPzzZcBr0S9PRCRAGRnQp0+5AQ4wahScdRZMnAgHD8ahNiJrgfcCLgH6m9ln4ctQYBIwyMzWAYPCt0VEqpdQyE+33LjxmA8zg0mTYNMmmDIlPqWZi+Np0+zsbJcT1Ih3EZHKWL0aOnaEv/0Nxowp9+GDB/tlVNav98MMo8HMFjvnskse10xMEZFjad8eTj45om4UgLvv9muFP/hgjOtCAS4icmyFu/TMnRvREJPsbPjpT32A74jx0A4FuIhIeUIh2LsXFi2K6OF33ulPZN51V2zLUoCLiJRnwAC/NX2E3Sjt2sHll/uTmRs2xK4sBbiISHkaNoTu3SMOcIBbb/WLGk6cGLuyFOAiIpEIhfx8+Qh3M27ZEq67zk/sWbEiNiUpwEVEIlG4S8/bb0f8lAkT/FDCW26JTUkKcBGRSGRnwwknVKgb5cQTYfx4eP11+OCD6JeUFv2XFBGphtLSYODAol16zCJ62tixflJP06bRL0ktcBGRSIVCsGULrFoV8VPq1oUnnoA2baJfjgJcRCRSoZC/rkA3SiwpwEVEInXyydChgwJcRCQphUKwYAF8/33QlSjARUQqJBTy8+QXLAi6EgW4iEiF9O4NtWolRDeKAlxEpCLq1PEhrgAXEUlCoZAfSrhpU6BlKMBFRCqqcDjh7NmBlqEAFxGpqNNOgxYtAu9GiWRX+qfMbIeZrSh27DYz21Jik2MRkdRg5je/fPttyM8PrIxIWuBPA0NKOf5n51yX8GVWdMsSEUlwoRDs3u2XmA1IuQHunFsAfBuHWkREksfAgb4lHmA3SlX6wK81s2XhLpaGZT3IzMaYWY6Z5ezcubMKbycikkAaNfJLzCZhgE8B2gBdgK3Ag2U90Dn3mHMu2zmXnZmZWcm3ExFJQKGQ3+h49+5A3r5SAe6c2+6cy3fOFQCPA92iW5aISBIIhaCgAN55J5C3r1SAm1mzYjdHATHa8U1EJIF17+73TAuoG6XcHXnM7AWgL9DYzDYDE4G+ZtYFcMAG4NexK1FEJEGlp8OAAT7AK7BLT7SUG+DOuZ+VcvjJGNQiIpJ8QiGYOhXWroX27eP61pqJKSJSFQHu0qMAFxGpiqwsOPVUBbiISFIKhWD+fL/RQxwpwEVEqioU8lusvfdeXN9WAS4iUlV9+8Jxx8W9G0UBLiJSVXXrwjnnKMBFRJJSKATLl8PXX8ftLRXgIiLRMHiwv47jLj0KcBGRaOjUCZo2jWs3igJcRCQaatTwrfA5c+K2S48CXEQkWkIh2LULliyJy9spwEVEomXQIH8dp24UBbiISLQ0aQJdu8btRKYCXEQkmkIh+PBD2Lcv5m+lABcRiaZQCPLy4rJLjwJcRCSazj4b6tWLSz+4AlxEJJqOOw769y/apSeGFOAiItEWCsGXX8IXX8T0bRTgIiLRFqddesoNcDN7ysx2mNmKYsdONLM5ZrYufN0wplWKiCSTNm38JegAB54GhpQ4NgGY65xrC8wN3xYRkUKhEMybB4cPx+wtyg1w59wC4NsSh0cAz4R/fgYYGd2yRESS3ODBcOAAvP9+zN6isn3gTZ1zWwHC103KeqCZjTGzHDPL2blzZyXfTkQkyfTrB2lpMe1GiflJTOfcY865bOdcdmZmZqzfTkQkMTRoAD17JmSAbzezZgDh6x3RK0lEpJoIheCzz2D79pi8fGUD/HXgsvDPlwGvRaccEZFqpHA4YYwWt4pkGOELwIdAOzPbbGZXAJOAQWa2DhgUvi0iIsWdcQZkZsasGyWtvAc4535Wxl0DolyLiEj1UqOGXyN89mwoKPC3o/nyUX01ERE5UigEO3fC0qVRf2kFuIhILA0eDMOG+RZ4lJXbhSIiIlVw0kkwY0ZMXlotcBGRJKUAFxFJUgpwEZEkpQAXEUlSCnARkSSlABcRSVIKcBGRJKUAFxFJUuZivO39EW9mthPYWMmnNwa+iWI5yUCfOTXoM6eGqnzm/3DOHbWhQlwDvCrMLMc5lx10HfGkz5wa9JlTQyw+s7pQRESSlAJcRCRJJVOAPxZ0AQHQZ04N+sypIeqfOWn6wEVE5EjJ1AIXEZFiFOAiIkkqKQLczIaY2Voz+8LMJgRdT6yZ2clmNs/MVpvZSjMbG3RN8WBmNc3sUzOLzer3CcbMTjCzl81sTfj/9dlB1xRrZnZD+Hd6hZm9YGYZQdcUbWb2lJntMLMVxY6daGZzzGxd+LphNN4r4QPczGoCjwLnAR2Bn5lZx2Crirk8YJxzrgPQA7gmBT4zwFhgddBFxNHDwJvOufZAZ6r5ZzezFsD1QLZz7nSgJnBxsFXFxNPAkBLHJgBznXNtgbnh21WW8AEOdAO+cM6td84dBl4ERgRcU0w557Y655aEf96P/4fdItiqYsvMWgLDgCeCriUezKwB0Bt4EsA5d9g5tyfQouIjDahtZmlAHeDrgOuJOufcAuDbEodHAM+Ef34GGBmN90qGAG8BbCp2ezPVPMyKM7Ms4AxgUcClxNpDwHgg+ju/JqbWwE7g7+FuoyfMrG7QRcWSc24L8ADwFbAV2Oucmx1sVXHT1Dm3FXwDDWgSjRdNhgC3Uo6lxNhHM6sHvAL81jm3L+h6YsXMhgM7nHOLg64ljtKArsAU59wZwAGi9LU6UYX7fUcApwDNgbpmNjrYqpJbMgT4ZuDkYrdbUg2/dpVkZun48H7eOfdq0PXEWC/gAjPbgO8i629mzwVbUsxtBjY75wq/Wb2MD/TqbCDwpXNup3MuF3gV6BlwTfGy3cyaAYSvd0TjRZMhwD8B2prZKWZ2HP6kx+sB1xRTZmb4vtHVzrk/BV1PrDnnbnLOtXTOZeH//77jnKvWLTPn3DZgk5m1Cx8aAKwKsKR4+AroYWZ1wr/jA6jmJ26LeR24LPzzZcBr0XjRtGi8SCw55/LM7FrgLfxZ66eccysDLivWegGXAMvN7LPwsZudc7OCK0li4Drg+XDDZD3wy4DriSnn3CIzexlYgh9p9SnVcEq9mb0A9AUam9lmYCIwCfg/M7sC/4fsp1F5L02lFxFJTsnQhSIiIqVQgIuIJCkFuIhIklKAi4gkKQW4iEiSUoCLiCQpBbiISJL6/wudv5jllRocAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Problem 1 : Least squares fitting for vapor-liquid equilibrium\n",
     "import torch\n",
@@ -78,7 +638,7 @@
     "    return t1 + t2\n",
     "\n",
     "# Define the variables to be optimized over\n",
-    "A = torch.tensor([2.0,2.0], requires_grad = True, dtype = torch.float64)\n",
+    "A = torch.tensor([1.94,1.63], requires_grad = True, dtype = torch.float64)\n",
     "# Data\n",
     "X = np.asarray([np.arange(0,1.1,0.1), 1-np.arange(0,1.1,0.1)])\n",
     "X = torch.from_numpy(X)\n",
@@ -88,32 +648,31 @@
     "T = 20\n",
     "p_sat_water = torch.tensor(a[0][0] - (a[0][1]/(T + a[0][2])))\n",
     "p_sat_dioxane = torch.tensor(a[1][0] - (a[1][1]/(T + a[1][2])))\n",
-    "p_sat = torch.pow(torch.tensor([p_sat_water, p_sat_dioxane], requires_grad = False, dtype = torch.float64),10)\n",
-    "\n",
-    "print(\"Model: \", model(X,A,p_sat).detach().numpy())\n",
-    "print(\"Truth: \", p.detach().numpy())\n",
+    "p_sat = torch.tensor([p_sat_water**10, p_sat_dioxane**10])\n",
     "\n",
     "def phi(alpha,p, A):\n",
     "    return np.sum((p - model(X, A, p_sat)).detach().numpy()**2) - alpha*0.8*np.dot(A.grad, A.grad)\n",
     "\n",
     "def line_search(X, p, A, p_sat):\n",
-    "    alpha = 0.001  # initialize step size\n",
+    "    alpha = 0.1  # initialize step size\n",
     "    while phi(alpha, p, A)<np.sum((p - model(X, A-alpha*A.grad, p_sat)).detach().numpy()**2):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction\n",
     "        alpha = 0.5*alpha\n",
     "    return alpha\n",
-    "n_iter = 1000\n",
+    "n_iter = 500\n",
     "for i in range(n_iter):\n",
     "    # Define the loss function\n",
     "    loss = torch.sum((p - model(X, A, p_sat))**2)\n",
     "    loss.backward()\n",
-    "    alpha = line_search(X = X, p = p, A = A, p_sat = p_sat)\n",
+    "    # alpha = line_search(X = X, p = p, A = A, p_sat = p_sat)\n",
+    "    alpha = 0.001\n",
     "    print(\"Alpha:\", alpha, \"Loss:\", loss.data.numpy(), \"Gradient:\", A.grad.numpy(), \"Parameter:\", A.data.numpy())\n",
     "\n",
     "    with torch.no_grad():\n",
     "        A -= alpha * A.grad\n",
-    "        if np.linalg.norm(A.grad) < 0.001:\n",
+    "        if np.linalg.norm(A.grad) == 0:\n",
     "            break\n",
     "        A.grad.zero_()\n",
+    "        alpha /= 1.1\n",
     "p_final = model(X, A, p_sat)\n",
     "print(\"Model: \", p_final)\n",
     "print(\"Truth: \", p)\n",
@@ -122,134 +681,26 @@
     "plt.legend()\n",
     "\n",
     "\n"
-   ],
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
    "outputs": [
     {
-     "output_type": "stream",
-     "name": "stderr",
-     "text": [
-      "/home/rrathnak/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:35: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
-      "/home/rrathnak/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:36: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
-      "No handles with labels found to put in legend.\n"
-     ]
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "Model:  [43.93416584 44.76621157 44.37621867 43.82159661 43.50080095 43.43928818\n",
-      " 43.34240011 42.45983259 39.19505613 30.24392356  8.76035439]\n",
-      "Truth:  [28.1 34.4 36.7 36.9 36.8 36.7 36.5 35.4 32.9 27.7 17.5]\n",
-      "Alpha: 0.000125 Loss: 774.4710814131502 Gradient: [853.41111947 463.29415841] Parameter: [2. 2.]\n",
-      "Alpha: 0.00025 Loss: 668.9434365890725 Gradient: [702.8285649 320.9153932] Parameter: [1.89332361 1.94208823]\n",
-      "Alpha: 0.00025 Loss: 546.8403540325007 Gradient: [483.36113386 138.62163528] Parameter: [1.71761647 1.86185938]\n",
-      "Alpha: 0.00025 Loss: 493.21642072862375 Gradient: [351.16764354  49.25817269] Parameter: [1.59677619 1.82720397]\n",
-      "Alpha: 0.00025 Loss: 466.0343243151742 Gradient: [260.8662053    0.48283756] Parameter: [1.50898427 1.81488943]\n",
-      "Alpha: 0.00025 Loss: 451.1350109966272 Gradient: [195.67472315 -27.32501212] Parameter: [1.44376772 1.81476872]\n",
-      "Alpha: 0.00025 Loss: 442.4899040361789 Gradient: [147.52290966 -43.3108709 ] Parameter: [1.39484904 1.82159997]\n",
-      "Alpha: 0.0005 Loss: 437.1866763978613 Gradient: [111.70650371 -52.27747811] Parameter: [1.35796831 1.83242769]\n",
-      "Alpha: 0.0005 Loss: 430.9582607780054 Gradient: [ 57.35859421 -61.24154043] Parameter: [1.30211506 1.85856643]\n",
-      "Alpha: 0.001 Loss: 427.8068231975498 Gradient: [ 32.51464753 -60.16454574] Parameter: [1.27343577 1.8891872 ]\n",
-      "Alpha: 0.001 Loss: 423.7552584364574 Gradient: [  9.14919378 -51.91439344] Parameter: [1.24092112 1.94935175]\n",
-      "Alpha: 0.001 Loss: 421.26898184282925 Gradient: [ 11.95122303 -40.24371127] Parameter: [1.23177192 2.00126614]\n",
-      "Alpha: 0.001 Loss: 419.67932236982193 Gradient: [  7.59971866 -33.00136959] Parameter: [1.2198207  2.04150985]\n",
-      "Alpha: 0.001 Loss: 418.6399075264383 Gradient: [  6.89521138 -26.69017455] Parameter: [1.21222098 2.07451122]\n",
-      "Alpha: 0.001 Loss: 417.94887124529777 Gradient: [  5.20933541 -21.98819536] Parameter: [1.20532577 2.1012014 ]\n",
-      "Alpha: 0.001 Loss: 417.4832809034207 Gradient: [  4.44835779 -18.08914348] Parameter: [1.20011644 2.12318959]\n",
-      "Alpha: 0.001 Loss: 417.16619322020404 Gradient: [  3.55583537 -15.01171313] Parameter: [1.19566808 2.14127873]\n",
-      "Alpha: 0.001 Loss: 416.94832961463703 Gradient: [  2.99617735 -12.46965185] Parameter: [1.19211224 2.15629045]\n",
-      "Alpha: 0.001 Loss: 416.7975523603563 Gradient: [  2.45446668 -10.40891506] Parameter: [1.18911607 2.1687601 ]\n",
-      "Alpha: 0.001 Loss: 416.6925760635523 Gradient: [ 2.0636275  -8.69976398] Parameter: [1.1866616  2.17916901]\n",
-      "Alpha: 0.001 Loss: 416.61912348458355 Gradient: [ 1.71215199 -7.29322086] Parameter: [1.18459797 2.18786878]\n",
-      "Alpha: 0.001 Loss: 416.56751472658533 Gradient: [ 1.44055532 -6.12094608] Parameter: [1.18288582 2.195162  ]\n",
-      "Alpha: 0.001 Loss: 416.53112799217865 Gradient: [ 1.20402327 -5.14714956] Parameter: [1.18144526 2.20128294]\n",
-      "Alpha: 0.001 Loss: 416.50539906567553 Gradient: [ 1.01440489 -4.33214255] Parameter: [1.18024124 2.20643009]\n",
-      "Alpha: 0.001 Loss: 416.48716195791815 Gradient: [ 0.85171457 -3.65095269] Parameter: [1.17922684 2.21076224]\n",
-      "Alpha: 0.001 Loss: 416.47420874984704 Gradient: [ 0.71852708 -3.07897013] Parameter: [1.17837512 2.21441319]\n",
-      "Alpha: 0.001 Loss: 416.4649926983848 Gradient: [ 0.60506883 -2.59891188] Parameter: [1.17765659 2.21749216]\n",
-      "Alpha: 0.001 Loss: 416.458426092674 Gradient: [ 0.51101421 -2.19481939] Parameter: [1.17705153 2.22009107]\n",
-      "Alpha: 0.001 Loss: 416.4537415544125 Gradient: [ 0.43116675 -1.85469755] Parameter: [1.17654051 2.22228589]\n",
-      "Alpha: 0.001 Loss: 416.45039621904044 Gradient: [ 0.36446084 -1.56787317] Parameter: [1.17610934 2.22414059]\n",
-      "Alpha: 0.001 Loss: 416.4480051620366 Gradient: [ 0.30792134 -1.32597343] Parameter: [1.17574488 2.22570846]\n",
-      "Alpha: 0.001 Loss: 416.44629491432016 Gradient: [ 0.2604557  -1.12170538] Parameter: [1.17543696 2.22703444]\n",
-      "Alpha: 0.001 Loss: 416.44507086881777 Gradient: [ 0.22025148 -0.94919019] Parameter: [1.17517651 2.22815614]\n",
-      "Alpha: 0.001 Loss: 416.4441943445582 Gradient: [ 0.18639303 -0.80336977] Parameter: [1.17495626 2.22910533]\n",
-      "Alpha: 0.001 Loss: 416.44356639751084 Gradient: [ 0.15772087 -0.68009506] Parameter: [1.17476986 2.2299087 ]\n",
-      "Alpha: 0.001 Loss: 416.4431163636953 Gradient: [ 0.13352456 -0.57582134] Parameter: [1.17461214 2.2305888 ]\n",
-      "Alpha: 0.001 Loss: 416.44279373332154 Gradient: [ 0.11303483 -0.48760803] Parameter: [1.17447862 2.23116462]\n",
-      "Alpha: 0.001 Loss: 416.44256237658556 Gradient: [ 0.09572011 -0.41295286] Parameter: [1.17436558 2.23165223]\n",
-      "Alpha: 0.001 Loss: 416.442396433973 Gradient: [ 0.08105668 -0.34976484] Parameter: [1.17426986 2.23206518]\n",
-      "Alpha: 0.001 Loss: 416.442277387256 Gradient: [ 0.06865419 -0.29626859] Parameter: [1.17418881 2.23241494]\n",
-      "Alpha: 0.001 Loss: 416.4421919695657 Gradient: [ 0.05814968 -0.25097344] Parameter: [1.17412015 2.23271121]\n",
-      "Alpha: 0.001 Loss: 416.44213067269976 Gradient: [ 0.04925944 -0.21261525] Parameter: [1.174062   2.23296218]\n",
-      "Alpha: 0.001 Loss: 416.4420866801044 Gradient: [ 0.04172888 -0.18012928] Parameter: [1.17401274 2.2331748 ]\n",
-      "Alpha: 0.001 Loss: 416.44205510360547 Gradient: [ 0.03535293 -0.15261315] Parameter: [1.17397101 2.23335493]\n",
-      "Alpha: 0.001 Loss: 416.44203243708426 Gradient: [ 0.0299516  -0.12930525] Parameter: [1.17393566 2.23350754]\n",
-      "Alpha: 0.001 Loss: 416.4420161652435 Gradient: [ 0.02537714 -0.10956029] Parameter: [1.17390571 2.23363685]\n",
-      "Alpha: 0.001 Loss: 416.4420044833109 Gradient: [ 0.02150161 -0.09283292] Parameter: [1.17388033 2.23374641]\n",
-      "Alpha: 0.001 Loss: 416.4419960961514 Gradient: [ 0.01821874 -0.07866112] Parameter: [1.17385883 2.23383924]\n",
-      "Alpha: 0.001 Loss: 416.4419900742461 Gradient: [ 0.01543727 -0.06665407] Parameter: [1.17384061 2.2339179 ]\n",
-      "Alpha: 0.001 Loss: 416.44198575041355 Gradient: [ 0.01308084 -0.05648068] Parameter: [1.17382517 2.23398456]\n",
-      "Alpha: 0.001 Loss: 416.4419826457303 Gradient: [ 0.01108421 -0.04786072] Parameter: [1.17381209 2.23404104]\n",
-      "Alpha: 0.001 Loss: 416.4419804163857 Gradient: [ 0.00939254 -0.04055676] Parameter: [1.17380101 2.2340889 ]\n",
-      "Alpha: 0.001 Loss: 416.44197881555 Gradient: [ 0.0079591 -0.0343678] Parameter: [1.17379162 2.23412945]\n",
-      "Alpha: 0.001 Loss: 416.4419776660089 Gradient: [ 0.00674453 -0.0291235 ] Parameter: [1.17378366 2.23416382]\n",
-      "Alpha: 0.001 Loss: 416.44197684052347 Gradient: [ 0.00571533 -0.02467963] Parameter: [1.17377691 2.23419295]\n",
-      "Alpha: 0.001 Loss: 416.4419762477347 Gradient: [ 0.00484324 -0.02091395] Parameter: [1.1737712  2.23421763]\n",
-      "Alpha: 0.001 Loss: 416.4419758220424 Gradient: [ 0.00410423 -0.01772294] Parameter: [1.17376635 2.23423854]\n",
-      "Alpha: 0.001 Loss: 416.4419755163424 Gradient: [ 0.00347801 -0.01501887] Parameter: [1.17376225 2.23425626]\n",
-      "Alpha: 0.001 Loss: 416.4419752968099 Gradient: [ 0.00294735 -0.01272742] Parameter: [1.17375877 2.23427128]\n",
-      "Alpha: 0.001 Loss: 416.44197513915555 Gradient: [ 0.00249767 -0.01078561] Parameter: [1.17375582 2.23428401]\n",
-      "Alpha: 0.001 Loss: 416.44197502593784 Gradient: [ 0.0021166  -0.00914008] Parameter: [1.17375333 2.23429479]\n",
-      "Alpha: 0.001 Loss: 416.44197494463094 Gradient: [ 0.00179367 -0.00774563] Parameter: [1.17375121 2.23430393]\n",
-      "Alpha: 0.001 Loss: 416.44197488624116 Gradient: [ 0.00152002 -0.00656393] Parameter: [1.17374942 2.23431168]\n",
-      "Alpha: 0.001 Loss: 416.4419748443083 Gradient: [ 0.00128812 -0.00556252] Parameter: [1.1737479  2.23431824]\n",
-      "Alpha: 0.001 Loss: 416.4419748141943 Gradient: [ 0.0010916 -0.0047139] Parameter: [1.17374661 2.23432381]\n",
-      "Alpha: 0.001 Loss: 416.44197479256775 Gradient: [ 0.00092506 -0.00399475] Parameter: [1.17374552 2.23432852]\n",
-      "Alpha: 0.001 Loss: 416.44197477703653 Gradient: [ 0.00078394 -0.00338531] Parameter: [1.17374459 2.23433251]\n",
-      "Alpha: 0.001 Loss: 416.4419747658825 Gradient: [ 0.00066434 -0.00286885] Parameter: [1.17374381 2.2343359 ]\n",
-      "Alpha: 0.001 Loss: 416.4419747578726 Gradient: [ 0.00056299 -0.00243119] Parameter: [1.17374314 2.23433877]\n",
-      "Alpha: 0.001 Loss: 416.44197475211985 Gradient: [ 0.0004771  -0.00206029] Parameter: [1.17374258 2.2343412 ]\n",
-      "Alpha: 0.001 Loss: 416.4419747479886 Gradient: [ 0.00040432 -0.00174598] Parameter: [1.1737421  2.23434326]\n",
-      "Alpha: 0.001 Loss: 416.44197474502164 Gradient: [ 0.00034263 -0.00147962] Parameter: [1.1737417  2.23434501]\n",
-      "Alpha: 0.001 Loss: 416.4419747428909 Gradient: [ 0.00029036 -0.00125389] Parameter: [1.17374136 2.23434649]\n",
-      "Alpha: 0.001 Loss: 416.4419747413608 Gradient: [ 0.00024607 -0.00106261] Parameter: [1.17374107 2.23434774]\n",
-      "Alpha: 0.001 Loss: 416.441974740262 Gradient: [ 0.00020853 -0.0009005 ] Parameter: [1.17374082 2.2343488 ]\n",
-      "Model:  tensor([43.9342, 42.3084, 40.6052, 38.9087, 37.3072, 35.8872, 34.7105, 33.7266,\n",
-      "        32.4257, 28.3051,  8.7604], dtype=torch.float64,\n",
-      "       grad_fn=<AddBackward0>)\n",
-      "Truth:  tensor([28.1000, 34.4000, 36.7000, 36.9000, 36.8000, 36.7000, 36.5000, 35.4000,\n",
-      "        32.9000, 27.7000, 17.5000], dtype=torch.float64)\n"
-     ]
-    },
-    {
-     "output_type": "execute_result",
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7fb52485a4a8>"
-      ]
-     },
-     "metadata": {},
-     "execution_count": 55
-    },
-    {
-     "output_type": "display_data",
      "data": {
-      "image/png": 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",
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dC3IA/eB5BJZFELYpnhc9p+9zuHw5jR/+4VkcP34cvu8HSeuVlZU9T1rvJ+6Hx8Bx/SX+b9y4AdM0kU6ng8XAg5D4D2O/w1/jolfi/70+FTMhlQeMcLhrN53x48JxHFy6dAmSJEFV1bFJbNzwFyEEN2/eRKvVwgsvvIB8Pj90H1ZObBgE2SwPTSOIPxrf5+C6BF//uoV/9I8U8DzfJexYq9Wws7ODW7duBZpbpVJppHzCew0c15H4P3bsGHzfx+rqKra3twOJ/3CPzP32BH3fv2+6csOwF1WFvUjmvTYVMyGVB4hevSc8z8PzvPt63lqthsuXL+P06dOYm5vDd77znbGPMQ6pWJaFxcXFoEx4VCMRbnykK1YgFFUAALBH9c47Lm7ccPHYY9Fjx5PWTHNrdXUVzWZzaD7hIGE/Vu08z0NRFBSLRTzyyCMRT/DevXvwfX/PJf7DeLcVCbwXSSYhlQeEfmN+w3NK9hqEECwtLWFrawvPPPMMVHXy5sFRw1+VSgVXr17FE088gZmZGbz99tsDtw//gFqtzvF1nSCX49Fshq8BIKSz/de/buLEiQzS6f4/wrDmVjifcPv27UAOhXkyDzrUMwr2W1CylyfYT+I/n8/vOty4nzmVB3HuXiTDBGIJIdje3sbCwkJEHPNhI5mEVO4zhvWe7EVpcC/Yto2LFy8ik8nghRde6DrvuKuyYYl6Qgju3LmD7e1tPPfcc5GqrFHvr1uihQDoXCObWc/ITdcJXnnFxic+MRoZ9MonNJtNVKtVXL16FY7jPJBpjqPiIApK9pP4397enljiP4x3O6nEwULgQGeWzOHDh3uOXn5YpmImpHIfMcqY3/tBKmzk7WOPPRaUlYYxTDqlFwaFvxiBZbPZLgIb50ca9lQAwPM4qCoX/D2+CBYEDm+84eDsWRHHjo2/QuY4Dvl8Hvl8HidOnAimOVYqFSwvLwNAQC77ZeD321MZhlEk/hnJZLPZA90j43nevlae+b4PQRD6TsUEOgrMB3kqZkIq9wnxuGm/D34vSSXsLTz77LNQFKXndpP0nPTbh+Vr+hEYu65RYBjR50DDXdHX4esQBPr+l79s4ed+TkEqtbsfV3yaI1uFb2xsoFarQdf1IB/zIJL+B9FTGYZ+Ev/Ly8vQdR2qqnZJ/Iex357KflYL9lKlDnsyQIdk4rNkXn/9dXzkIx95oNfbDwmp7DHi4a4H0RkP0BXixYsXkcvleoa7ep1znB9QPKfCypPX19cH5muG5WLCBiwuJsnztG9FVXm0WgQ8HxfVpP+vVHx84xs2/sf/cW9zImwVLooiZFnG8ePHUalUgiZCRVGCfEwvA7kXOOieyjCMIvHPSEaWZRBC3lPhrzBGGXUQJhn2u7IsC//0n/5TvPXWW/f9GkdBQip7iHGlVoDdkQpbtbOcwOOPPx6EIUbZb1ywfVg3fjqdxvnz54f+EEf3VHpvx/Ok/f/o8cKnfestB489xuPRR+9fHkSSpEgTYS8DyTyZvUj6P4yeyiBwXG+J/2q1iuvXr8OyLPi+j3Q6DUVR7rvEfxwPA6mEwT4jy7L6RiX2Awmp7AHiUivjfDF326dy48YN1Gq1ruT4IExCZOwLzMQnR+3GH6dpMk4qzK5pGu1bGYaXX3Zw6JCAQuH+G4ZeBrLZbKJSqQT9HYVCAaVSaWJ5+v3KLzyo83IcFyglsEbWxcVFWJaFS5cuwfO8B1o4cRBIZZLz67o+dt/Z/URCKrsEKwl8++238b73vW/sH+Ok8ieWZQUx/ueff36sL+Ok3fi2bePy5ctDxSd77TsKdD26XXg3zyMQBA7hx0ufdWcjyyL44hct/ON/LHeFyu43wkn/kydPRuTpl5aWIqW3hULhQEuR7FcIiiWhjx49ikwmE3mGy8vL910tYb9JZdKcDhtHfVCQkMouEO490XV9otXdJF7Dzs4Orl+/DlVVcfLkybF/COMSmeu6uHLlCjzPG0l8Mn6ufqTCQoRsZazr/a/JMAjijlivw9675+Gb37Tx8Y/vb89JXJ6eJf23trZw8+ZNpFKpIB/Tryrq3e6p9ELYsN9vif849rv6a9Lx0Ymn8i7AOHNPhmGc8Jfv+7h58ybq9Tqef/55XL58eaK4+zieiqZpWFxcxPHjx6Fp2thf+nHyN90lxd3b8Hz4eHFdMPr/115zMDfH4+mnD464ZLz0likHr6ysoNlsIpPJDKyKepA4KKQSx15L/Pc690Gr/hoFTBT0oCAhlTExSu/JOBjVUzFNE4uLi5iensbzzz8fnHs3g7OGYW1tDUtLS8FoYda7Me65RiEVxyGw7cGk4jgEmQxBu2S/hy5Y599f+YqN6WkeR44cTEHJuHJwq9VCpVLBzZs3YZomcrkcWq1WRP32QWE/w0DjENooEv+MZDKZzNDj7nf4y/O8ifJGCak8xGDeSb8xv5Os8EYhle3tbbzzzjs4e/ZsROl3r0cKM3ieh2vXrsFxHJw/f35X+k6jkko8nwL0Jg1dB1Ipui2VbCGh9zv/dl2CP/szEz/5kwpKpYObvwCiSX8m6thsNnHt2jXcvHkThJD7OpM+joPqqQxDP4n/paWlIETEqvNkWT5QPTLs/En46z2CUcJdk/R+sP36CUr2GmzV65zjYtB+rVYLFy5cwMLCAo4dO7Zr4zKIVFzXxe3bt6EoCiyr0OP9uOdCQAiQTpM+73f+zfOUgP70Ty385E/KyGQOVtfxIPA8j0KhgEwmg0ceeQSSJKFer6NSqUSS/qVSaU9yCXHsN6nsxblHkfjP5XKBJyNJ0r4qJAOTh780TUs8lYcJo/aesNzIJDmHXjAMA4uLizh06FDfwVa78VR67be5uYmbN2/iqaeeQqHQbeQnQT9SaTabuHjxIubm5tqqxjewtpaCLMuQZRmqKsP3o8+SRoI4aBpw7BgXhMGi71MIAvVsKhUfX/iCiZ/4CRmy/PAQSxi9kv7VajXIJYwrhTIM+60UfD+8hV4S/5qmRUrAAWBqagqO4+yL7luSU3mXY9zeE+Zx7MWXkc1xf/LJJwPJkH7n3ItEve/7uH79OgzDwPnz5/f0B9WLVMK5GkmSQAhBve5gfl6HaZowDBOaVoXniVAUGYqiQJalyMAu22azVtjc8KinIoocmPjzxoaPL37RxCc/KQ9UND5o6GfcU6lUVy6B6ZUxKRQW5pmkKW6/B2U9iHPzPB8pAfd9H1evXg2UKXzfj/TIPAgPZlJSabVaIzU9PygkpNIDrPfE87wH0hnPEDbuvcJdcUyaqA+TCvOIDh8+jDNnztyXeRLsXL7v49q1a7AsK8jVMA2jVot6gkzWQ1Wn0Wy6MAwDzWYTtdoOOC4NQRDa4UiCXE5Avd7RAQuTSvw2dnYIvvAFC5/+tARJeniIZRTIsowjR44EUigszPPOO+/AsqzIkK1RutT3m1T2AzzPI51OY2ZmBlNTUxGJ/3if0V5I/PfCpDkdtpA4KEhIJYZ+c0+GYbed8a1WC4uLi5ibmxvZuO82/MUKAIZ5RGFMqm5smiYuXLiAw4cP4+zZs13HiCfqeZ4+UxaykGWg2XTQaDRhmiY2Nu5ha0tBqaQAULp+5L1+mysrHl58kRKLqh58ozmJce8V5mGd/qurq8EKnHX69zKO70VSAaJG/X5L/PfCbnIquVxu1+ffKySk0gbzTlzXBc/zY39JdjPB0XEcvPXWWzh37hyKxeJY55yUVNbW1uB53kgeUXi/Sc7VbDZx586druq1MOKzVOKPXxA4pFLpYFrjwkIJtZoF0zTQaDSQTvvguEyQk6GfX1gAk/5/bc3Dn/yJiR//cemByLnsFntRsl4oFFAoFHDq1Cl4nodarRYM2WJDuNi4ZebFvtdJJY69kvjf2iI4fLj3e7sJfyU5lQMG1nvyxhtv4OzZsxO5kpMYeM/zcP36dTiOgw9/+MNj5zImyamYponV1VXkcjk899xzY3sd4xQjEEJQLpeDOfWDtMlaLQ8c1zH+8cuisisk+LsgcJAkGYCMuTkOnkewvW2g1aJlpLrOwfMyUBS5TZqdA5bLPr7wBQv/8/+cxvz8wexjAe6PoKQgCJEVuG3bqFarWF9fx/Xr1yFJUjCsLJ/Pv6fIZZyO+kES/5qmRST+2ULI9wn+7u98/MN/2Ps7l3TUv0vAkvGEkF2FsMbdV9d1LC4u4siRI1AUZaJE4LhEVi6Xce3aNUxPT6NQKEwUWhnV0DmOg8XFRfi+jxMnTvQllI7Sso9slkOz2bsHpZtkOv9uNAhKJT4oIQUAVfWwuWmgXm/Atm3ougjfpyQjiiIaDYL/9J8s/MiPpHHu3MH9Gdxvo55OpzE7O4vZ2VkA1DheuXIFGxsbuHv3bkSa/iAp4d4P7Kajvp/Ef3hs9fLyDGq1PIDe55i0nFrX9ST8dRDQq/dkN6QyTvhrfX0dd+7cwblz51AoFLC2tjZx/HyU6yWE4Pbt2yiXy3juueewtbU10Sp4VFJpNBq4ePEiTp8+HRD2MGiaD8qrvZ9B59Gwa+hufEylEFR8iaIYKOACBKLooFw2sbNThud5yGQkpNMK/st/8bC+nsbf//vpYFzxQcF+SN8z43j8+HFkMhnouo5KpRJJ+rPKsv0et7zX2Kvmx14K1uvrGl580cL09BpefXWnZ/HEpAodSUnxAUC/3hNBECbOi4ziNXieh6tXr8J13UinOtt3kjzOsHOGR/0yNeNJ8z+jhNvu3buHlZUVfOADH0Amk8G9e/dGuEYCy6LyK2wgV7g7vhfivz3fB9Jp2qtCSNzT4SCKEgqFNAqFPAAfhmHBNE3UanV87Ws+3nxTwac+lcWJEwdHQXi/BSXDSX8mTc/GLbPPNdzpv9uKqP2aH8NwvzrqOY7Dq69Ssj53roTnnz8ZFE+sra0FYxIcx5moRybxVPYR8d6T+MpgN6QyzMvRNA0XL17E0aNHcfTo0a7zTloazO6lF/rNqp90SNcgz4gRJkv+M8Ic5Vya1jmmIJD28aLbxHMtvQ6p6wSFAo96nXS9H+5xSaV4AEp7ciOgqj62t0383/93E+fOLeMDH+AwPV0K4uHvNfQjM57nUSwWg2ISphpcqVRw+/btQDU4nPTfi/M+KNwvUrl0yQeTzcvlosUTAAKJ/83NTSwuLnbJ8gwja8uyHvhAs0F4z5DKKGN+d9NrMmj1v7q6irt37wbCjHt13n6eAyEEd+/exebmZs9Z9ZM2TfYjiEHSLuOSSrPpQVHELlKJP574Idn79bqPfJ7vknAJ7y8IHByn874oCu1EZwarq9MQBA/ve18T1SqNh7MfrG3bD/THu9+eyjD0Ug0OV0QxQcdSqRQkq/fivPcL96ObX9MIvv51H8z56OVQMDKWJAnPPfdchKzDFXqDJP4PincNvEdIZRypld2Ev+L7uq6Lq1evghAyUJhxL+VWHMfBpUuXIMty31n1u1E3jhME63XpVw49GqmE3+eQShGYZnSbzqOlx4sfM3w7mkbn2neugcDzwp7hoKvhUC6n8Nd/XcLzzx/CD/yAiHJ5DZubm8E0QvYD34uQz0HEpMY1nPQPCzreuXMniPuHBR3j2G9Bx70GIQQvveTDMEibVDhks71tT/iZD5L4v3HjRjCLx7IsnDp1aqxr+tmf/Vm89NJLOHz4MC5dugQA+Nf/+l/j93//93Ho0CFcuHDhbQD/FyHkrwGA47h/AeDnAHgA/g9CyNeGneNdTSrhcNcoc09202siCEIkFMW0rY4fP46FhYWBK7C9Eoas1+u4dOkSTp8+HZQ63q/zEUJw8+ZN1Gq1gb0u43oqANBquUin07CsqOpwGHFF+PD7vk9fp9McbDsq2UKvqfsa4z0tvk/w6qsuLl/28OSTKo4ezePs2ce6Qj6sCY6FfPZypX3QPZVB6CXoyObRX7t2DbZtBzIoLOn/biOV118nuH2bfbfp8+yXTx9UThyX+LcsC5VKBb/zO7+Db3zjG7BtG7/zO7+Dj370ozh37tzAz+5nfuZn8Eu/9Ev4qZ/6qcjff/mXfxm/8iu/AgAfYH/jOO5JAD8O4ByAIwC+wXHc44SQgUbyXUsqk8w92YvqL0IIVldXsbKyMvLY3d0kzn3fByEEKysrWF1dDRLkg7CbnAp7rouLiygUCsFsl92cK04qqZSAVKozN4XjGGl0xgnHH1dcosU0AVkGRLE73BW3W935l86/HQf4278FABn/4B84ePbZ6CqS/cDv3bsXGbZVKpUe2hLcvVIKDoPjuufRMxmUlZUVEEKQy+UCeaSH3QPc2vLx8sud7zUzK/3y6ePcsyRJmJ+fx3/4D/8BjuPgh37ohyDLMv7tv/23uHLlCn77t38bH//4x3vu+5GPfARLS0uj3saPAfg8IcQCcIfjuJsAzgP47qCd3pWkshupFSsufTsiBEGA67pYXFyEIAhjjd3djecwyTl3E25rNBpYWlrqSv4P2mcYqTQa0WsRBA6Nhg9ZFmCaBIIAuG74MyQBydBz9BaTNE0CVeXA89Hzx78O8esLH4sVDrRaHL75TQcXL3p49FEBzz4rIp/ngh84m+ER192Kr8bHwcPsqQxDOE8A0FDx5uYmKpUK3nzzzfvqAd5vWBbBV7/qR7xnzwMkCX0FTScdZWyaJqampvDzP//z+Pmf//lAGWRc/O7v/i7++I//GBcvXvxDAP8nIaQKYAHA90Kb3Wv/bSDeVaTCVtHsAxr3Q9qNp2IYBtbW1nDmzBkcOXJkrH0nNfKmaWJzcxNPPPEEFhaGftYBJvFUmMGs1+t49tlnR66KmoRU2MeWSlGPQxS5ULiLkgQtGaagpNPZXxQ7/SqtFkGxyIPnSSjvEu9xCb8mMVKJGgHTBL7zHRff+56L06cFfOADPE6fFsDz0RJcprsVXo0DCAxpoXBwSpfj2A8yE0URxWIRtVoN586dC2RQVldX0Wg0oChKkI8ZJem/n/jylz00Gt3h2ny+/zXv1YAujuPGLib5xV/8RfzLf/kvwXEcBEFYB/DbAH4WvZvGhhqOdw2pMEL5/ve/j2eeeWaiD2iSMBQLPS0vL6NUKo1NKOy845LK6uoqbt++jampqbEIZZLzua6Ly5cvw3EcnDt3bqwy21FIpdmMXgvLcTSbHlRV6Mp5xOsdKOmEw1tx0gAUhYNhUGIZ7JlwXcO+omCKy8CNGx5u3fKgKC7OnBFw9iyPY8f4wODFV+NMlJCNNpAkKTCUvcbdvps9lV4I51TCMigs6c/yWK1WKxiwVSqVIEnSnpx7L+75+9/3cO0aQT7f+RsN3/bPpwD7K9HC1BTa+H0AL7X/fQ/AsdB7RwGsDTveu4JUXNcNXD5RFHcltTIOqTiOg8uXLyOVSuGpp54KVqPjYhwjH+4Hefrpp+/r3HigIydz7Nixicpph52LkHj1V9TocxyJeAsc10tsMvo6/j7H0R6WbJaDYXRfQ7iHRRS78zVhhD8m6v1w0HWCN95wceMGB98HHnuMei8nTnCQpM7FxEUJ4+Nu99pQToqDQCphhJP+rEO92WwGfViseZBV5E3S6b8XRQI3bvj41rdYIUtnYcM850H9ifs59XF9fR3z8/Ps5ScBXGr/+0sA/jPHcf9v0ET9YwBeHXa8h5pUevWe7LaBcdR96/U6Ll++jFOnTmF+fh66rt/XbnygY+BZA2Wr1drzccJhbGxs4NatW3j66aeRz+dx7dq1scNmw0il2fTb3fMdIxbeXNf92Ix5risn0otEwmDn1zQCRUEkdAbEPZXBxwqHykSRVpeFoWkEb73l4a23PORywNQUj5MneRw/zuPIER6i2DlgXC+KdVkzQ2maJsrlMqamph544voge0gcxwUDtk6cOAHP84JOf7bIYs2DhUJhpGe3W1LZ3vbxpS95wXc3rAjBSKVfOTEweU5lXE/ls5/9LF555RXs7Ozg6NGj+PVf/3W88sorePvtt9mz//sAfgEACCGXOY77UwBXALgA/vdhlV/AQ0wq+yW1whoLNzY28IEPfCAIBe22cmzYvhsbG7h9+zaeeuop5Nu+9V43MTL4vo933nkHuq5HJkFOkosZts/6ugbbdpBOp8CIpfvj89vHYcccnHgfBMMA8vlOOIzn495Hd3lxGOEwG/Wgol5VdFtgednH8rIPSQI8j8P8PIcjR3gcPcpjbo5HocCKDbjIJELP8/Dqq6+iVqthaWkpIlH/blUPntSws+bBeJhxZ2cHt27dgiiKQZixX9J/N6RSrxO89JIXGW8dXnwIAl0IDZrQ/aDCXy+++GLX337u534u/PJHwy8IIb8B4DfGuaaHjlSGjfm9n54KayyUJAnnz5+PnHs3PS6DSCU8LfGFF16IuPZ71d8ShmVZuHDhAqanp/Hss89GfoCTkFg/UiGEYHl5GRcubKBWU+A4DiRJgqLIEIQMgM6zpaEDDo0G6Ukg8ZxLHNFEPE22ex5BNsvDtv2ItxEnhjii+ZZ42C56nnDxgCDQqqCVFYKVFR9Xr9L7yWQ4zM7ymJ+n/z90iEOpRD1uURTx6KOPAqANcEwr6vr165HEtaIo7wqS2as+lV6zT8Jl30yWnpV9s2bgSc5tGASf/7zb1TcVLmHnOJpPGRSl2k2i/iDpfgEPGamMMub3fnkqtVoNly9fxqOPPhpPbA3dd5Tz9rrm8DTIXtMS97IzHgAqlQquXr2KJ554IujDGGW/cc/leR4uXboEURRx9OgZHDrUAgDYtgXDMHHv3iYIQTCfXlUV2LYfVIHFL2HYJcXFKV2XJuw1zUepxKFaDWuLdSf5O/cSJ5XBZNZdRda9ra4T3L7tYWmpc66pKQ6qyqFWywBwcfgwh0OHUpHENZNWv3nzJkzTfFeoB9+vXE687Dv+7LLZLFRVHfu7bZoEn/+8h3KZRCq7eJ5ESuB5nn7Oudzg8NckOcuDNksFeIhIZdTek732VAghWFpawtbWFp555pm+lU+7JZV4bTmrEBo0DXKvPJXwPT733HMDZ5+Me744qTCdsGPHjuHo0aP4ylfqwXaSJCObVeA49PM2TRO6rqPZrMD3Uzh8WIHrpruuoVuypX91F0uuM9g2kMnQ/9t2b/VjhnCpMr3m/ucVhKg0THwRHM/jhF97HrC66mNtTYKuO8hmOWgaLTQ4dIjDzAyPw4clHDp0BGfPLkAQOvkY1kgYlpI5qKXLcTyIjvpesvTNZhNra2toNBp47bXXIuOW+0krmSbBiy96WF/329feeS+ea+M4SjIHNVG/1zjwpNJr7skg7CWpMNn4TCbTV0eLYdL8BjsvM5S+7+PGjRvQNG3oqN/dNDGya3VdFxcvXoQkSUPvcbeeCtMJe+qppwKF1mrVAc93PAU2E4XnO0O3BIGDaTpoNk34fhWmacGydtqJbhm+H/0aU2PeOwzV/YMHmk0CUQTyeX5gdz3tzI/eWz+vJl6aHEf3tv0HkrFtNY2OCLhzp7NzocCB5zkcPqzg8OGjmJ09julpH77fySmkUqnAixk06na/sR8yLSyXxYz6I488EvQWLS0tgeO4rt4iXSf40pdcrK9HmxsZUikE37FslnrXgjC8pHiSe2+1WgMlmfYDB5pUJpVamZRUwgawn2z8/QAjB9M0sbi42DOfMex6Jzkf0yc7efLkSP01k+ZUfN/HrVu3UKlUuoiyXPba+RL6mlZHRXtOPI/GyVOpFNLpDDY2tqGqWRiG0a76IRAEFYoiQ5KkLsmWwdVd9HyuS5swSyUO6XTHKAzatzuJ3/m3KCJCXoOk+OPbxhEuDqBqAdGDVas+qlXg+nVAVTm0WgSynMP8fB6HDvGYmnLQaNTQaCxD17VgmmOpVBo44vlBYz9VihmhCYKAUqmEUqkEoLu3yLJk/O3fzkKWVQCdsu/wZ8/CooJAP1eep97woHvbTU4l8VRGBPNOJpFamUSmAOgY6Vu3bmFnZ6enbPz9AF396HjjjTdw5syZYH74MEz6A+Q4DpZl4eLFi33l+PvtN65n5HkeqtUqFEXBc889F1mNEUJQr3vgeR8cJ4KQ7lV63OAaBoEkAbIsBwaR43xomgFN01GplCGKKcgyJZlMJh3Zf1jFlm1z8DwfhQIPTfNHaoTs3Gv/bQd5QHu7Lf2DaRKsrwN37rigVXVTmJ4uIZPhMDVlYWurgVTqOiQpKuw4yVjrvcJ+Ckr2O3c46b+y4uMLXzChaSZarRqqVRepVDrI/dFn15EFymY51Ot0MTIzM/i3upvqr4RUhmDccFccgiDAjOumjwjLstBqtYJBUw/iC04IwdraGmq1Gj70oQ/d96Y33/dx/fp12LaND3/4w2MZkXE9I+YJybKMJ554ouv9et2D5xE4DkGhQKuh4oen4aroSl3XgVIJsCy0S4L5IE4uCIBpujAME5VKFfW6DY5ToSgKZFkGz0d/uL0MuOdxqNcJZJlqNbGGyUE9Kzwfz6H0T+Lz/OhE0V0c0POQAcLrqXh1WqfEOQVgGqo6A54nKBYN5HJNyPI9TE/7sG0LtVqt7+yO+4X99FSGGfXFRQ9f+YoHzxORzWaRyeSgqrRwyHVbKJcrcF0XkiSB4ySoagb1uhDky4at2xJSuU/wfR+apuHWrVs9q51GwaThr3K5jGvXrkGSJDz++ONj7z8JmLcgSRKmp6fvO6EYhoHFxUXMzs6GVlajYxxSWV9fx507d3DmzJm+SgPVaudzchwPAN81jCv+OxNFasyZBxP3ZFIpDp5HQ2X5fA6qClQqJgzDRK1Wg6YR+H4GiqK0w3DR71hUYp9Ho0E9I47rLmcOP4peuZow4gn/Qdv2i88PO2685ybulfXyalotQNMUpNMKbPswOM6HZS1hebkMRbmD48cFzM4+GM2tg+ip2DbB177mYXk56rWy30EqlUKhUGw31TLtQR1LS5twXaBQSIPjVGQyCoD+pLGfMi17jQNBKvHeE03TJv7yjtsvwsJd1WoVzz33HN58882JzjsuWM7m8ccfhyzLuHPnzn09387ODq5fv46zZ8+iVCphbW2ohE8XRgl/scbJVquFF154AZ7nDSjT9oLP2TB8ZLNCV3K7W/eLvtZ1H4WCAMdBxJOJG1JR5CDLCmRZaSeqCTY3W2g2m7AsC5omAlADko2qHdPjWBZVKeZ5gnyeJmo9b3AjZJx8oz0rg0uRBzdYRreNXu9gAhqcA6IeISE8dnZkzMwsoNGYx6VLLrLZFqam7iGfb+GRR2TMzdF8zF5PwTxopLKy4uOllzxUq6SrcTHsETIu4DgOsiwhl5PA81x78JaBctnExsYK3njDjDSwhs836b0nfSo9EO89SaVSEyfaAbQNw2j7m6aJixcvolgsRuaCTOqGj9JEFS7fZTkbXdcnLkceBkIIbt++jXK5jOeff35X3lCv0ucwbNvGhQsXUCqV8MwzzwwlobCnQq/Vg+PEv5JRSxh+tI2Gh2JRQKvV+dswmRWe74TK6PYOqlUD5XIZvu8gne6EyjhOiJzf86gkvyBQxVnfR9BFHQ81xZWQwwZ8mLGfNN8yjIDiXk28oKEbHAQhBcMogOOKWFvzcfGijUxGRy53C7OzNh5/PIPZ2b2ZgrnfiXrmuZsmwXe/6+F73/OD5x1ubGUlwgzhS87nuWBqKZ0hkwEhKs6fn8Hp0zS/uLm5iXfeeQeSJAW5LNd1k/DXXqBX78mkFU0Mo5bZspV7PDHO9p9U5XgQqdi2jUuXLkFV1UjOZjc9LoPgOA4WFxeRzWbx/PPP73oVOOizYVMnH3/88aCTme3T797K5WgbsmkSKAoXEZiM7xqWayEE8DwfgsBHqqlie2BQCIjnU8jnU8jn80ingUajO1TG8wLoNEi6j+fRMmSAg6LQarFBnfgcR2Jhqej78RxK3Pj32xaIezXDtu38O+7VdO8bL0Kg95tKSSBEQrlcwva2jzffNFEqaZDldSwsEJw5k8Ps7GQzUPbbUwF4vPWWh//6Xz0IQvT5Rav1oqXlDLkclWyh+TQG0n6PLpjDExyZoOjy8jJ0XceVK1ciKgmjoNVqJaQC7D4ZPwjDciq+7+PmzZuo1+s9V+5s/0lIZZD+FzO6vTry7wepNBoNXLx4sa8CwCToRyr37t3DyspKz+bQQYYlTirpNAdCos9hmNNJm9kQlCQP8wLijzmav4iGyjIZH5ubBjRNg21bWFtzwHGZdrWPCMeh1WhMT0xVOzmQsBESBG6gpxInnHG2HSeJHx9kFg4bsvPQz5frek7x8J3j0JnqsqxCFFVUKoexve3ie98zMDOzA1m+i1OnRDzxRB5zc6NNwdw/dWSCa9eAy5dTsCx6o0yTjSGe54qTiiwDrRYl67hkC9A7UR8WFP3+97+PkydPRga85fP5wJPpF2q0bXtfFa174YGTyiS9J+NgEKmE+0D6jcHdrcxLr4785eVlrK+v9+3I3y2pxH+MzMiPMlp4HMT7VHzfx5UrV+D7ft+pk/08Fd8nqFSiz0oUOTSbHjIZEbpOzxP/8cZ1vAih/SX5PN+zeizeXR+PhQ+SXREEAdlsBqIoQNdbKBSyqNVM7OyUIQgOeD4aKmu1OvvmcmjP1OC68i+D8iKUgAbpmEW3HaVpkr0X3nYQAXFcNNwTr2xj0zA727O+DBGZTA6CkEe16mNz08G3v20gm11FoWDi9GkZZ88WsLDQW57+QXsqmkZw8aKHN97wsbWVAsCDte3Ev0fR7013Tox6zRwUJUoqnkef9TBnoteAN6aSsLq6Ct/3I53+B3nc8gMlFUIILMsau/dkHPQjBdbNzRLV/bCXwpCu6+LSpUtIpVJ44YUX+n4Rdivxwp4nm7Xi+z5eeOGFPe85CHsqhmHgwoULmJ+fx/Hjx/t+lv3+Xql4XSErZk+ot8KB5+PVWP09j2bTRybTXT02yDMRRS5maPufi+MAnk+jUEijUMhDVQnKZQuGYaBWq0HXfXheFoqiQJLSME0WIiHIZKgXxgwWzzPDTV9Hw1IEgyZaj9dg2fn3sCqyTkiReirxhsvwvsOUnOkzpxMI0+kUOK6Aep3gu9+18J3vGHDduzh0yMWpUyoefTSHRx/NQ1GEB0IqrRbBzZs+btzwcONGJyxJw5edhxKfmxMm1XCok14ugWXR647/xFk5cTQk1o3474TneRQKBRQKBZw6dQqe56FWq6FSqeDOnTv4T//pP0GSJIiiCMdxRiqa+Nmf/Vm89NJLOHz4MC5doiNTfvVXfxV/9Vd/hXQ6jdOnT+Mv//Ivi4SQGsdxJwFcBXC9vfv3CCH/ZOhJ8IBJJZw3GbbdpK5wnFTGkT1h++9myBfbd5xu9d2SCuvGv3DhAhYWFnDs2LH7QtjM62Dl108++WQgNz5snzjioS+gY5xaLR+5nAjL6u40d5x4rLuzr22Trhng0U5ngni11CADPkhMUhSFIHwBAKrqY2urhUajAdu2kE6nIctKWwU3Bdsmwb3k85QwZZkLVv2WRcNRwxSXR/U24vceX13H943f6yDyGn7eznlSKUqutDKKartp2hRaLR9vvGHi7beb7ZkxPPJ54MknTZw8qWBmhkexyEGSJv8eE0JQqwFbWz7u3SNYWfGwvk7/nslEQ3yE+BHDHw+Lhr8n7DPiOCCT4WAYYS8u/iyAw4cH38MoOWRBEDA9PR3kf48cOYKvfe1r+PKXv4zz58/j2LFj+NjHPoZPfepTfSfB/szP/Ax+6Zd+CT/1Uz8V/O3jH/84fvM3fxOiKOKf//N/DgD/AsA/b799ixDygaEXF8MDD3+NYkAZMUyy0g4bU9aXcfjw4ZFkT8LnngTMy2Hhp/e9730jJdF2QwAcx2Frawt37twZKD65V6jVaqjVagOFJ0dBL1IJh7Zs24MkiV1xf2qweldVOQ6BLJNIWGiY7lcYcen6aG9J/IcfDwHxQfiC5wlM04FhGNjZ2YGmOUFvjCzL8DwaEtN10o7B02MJApBOd2aZVyp+xOAMy6EMkoIZNd9CCJUXGTRjJo64NxmX/I82ZLL/U223fD4DSaI51rt3t7C93cRf/3Ud6TQdgzAzo6BYTCGT4VAoUAMvSRxSKep9+T69b9el99ts0rBWvU5zXbSgYpRnF13Exkk1TCrsM8nnOTSb/VWyWX4sPFq4Fybx0I4cOYKf/MmfxH/8j/8Rb775Jm7fvo1vfvOb2NnZ6UsqH/nIR7C0tBT52yc+8Yng3x/84AcBOjJ4V9j3kuJeEAQBruvuKnyzubmJmzdvjrSaDmO3+Y2bN28inU7fl/BTHGx298rKykheWK/9RyU013Vx+/ZtuK6LD33oQyP/CPol92u17vKZsKaVZRFkMtH9UqluUojPrdA0ugrV9e6kd3cfxzBj2fn3sFLl+MrW99NIp9MoFArI5Qi2tsyg2keWAUFgJJMOzkO7+YFGg16TafJwXUCSaIWZKNJSVqqo3N2MOU4Sf1hlWBjdYcHo6+h54/mX6LH6fd1EUYQgiJieLqFYFGFZFmzbxNLSNnzfhyzLmJ6W4fsKOI7eTKFAlQ8YsllA03rfB22KHZzXSqW44L2ohxvd1vc55PNAvY6IThwQfa6pFD1uPOkfx256VNii9ZFHHsEjjzwy9jHC+MM//EMA+EroT6c4jnsLQAPA/4sQ8rejHOfAksqk3gILBa2urk5kaCc9t6Zp2NrawtzcHM6cOXPfq1hYTwjHcXjqqafGvs9xQoxsjPHMzAwcxxnrB9Dv+PfuWVBVHrrutbeLNjECdOXJZqgAjFT6l3ay15pGE/e2PTgE1C1dH35FukJnkXdjXs2gsBrH8ZFQGcd5aDYN1Ov1tvKyHLxPSPQn6bq00sqyaHUZKwbgeUoyhQIXrNSjI2yHG9Hoa9K+L9JXdJMhXiwRf8aDemcG5X3oM6dTEiVJQj4vI5crgBAC0zRhmi2Uy3VwHNfOXSkAOqoI0b6bYcUF0etw3c5vIZ5/Cn/dOY4SSaWCnttGx03Tvw3zVHbTTd9vFMe4+I3f+A22CP7/tf+0DuA4IaTMcdxzAP6S47hzhJDGsGM9cFIZxYiN08AYBhtqxXFc0Hw3LiYhlbW1NSwtLeHw4cMolUr3nVDYwLDHH38ca2tru1IqHkYQTJ316aefBiGkr+TKOPA8gp0dB6ra+fpJEo+4ZJvv05g1W412S7ZEFXvDpZ6Nho+pKQ6m2btJrfd1RY8dLe2N7hx95PGhTIMNKSAEobJcjgsS/tvb22g2Xfi+2iYY0re73vcBx+ECr4Zec8eroeEhDqZJyXFQqXW3VzNacQR9LlHjHTeywxAtv/VBCBdcaypFyZSRSKGgtscye+0CiToqFQepVKqdu5JBTRrX5dXGya27ZLpDKvEwaedeEVHUBroT8OHPi/20wgO8emG/db8+97nP4aWXXsI3v/lNqKpKAIAQYgGw2v9+g+O4WwAeB/D6sOMdWE/F7VXsPQBshvu5c+dw+fLlic89TvjL8zxcu3YNjuPg/PnzWFlZuW+d8QACo762thaUJ29sbExMKoP2I4QE/TzM42s0GrtqTGXY3nbgeQSa5kAQeJimg3xe6CIVzwM0zYUsizDN7nBPd5gm7j3QMMWoPSxhgqKkMlrCnCWjGYZpecW3pVVSNFSmKKStVWbA922sr29AUajiMsdFvdFeyXXXpYaYDfYCKNGIIp1O6LpoE01vr4ZKi8SNYDxnEr33QZVhg0J09NmESTPqOffL5dBSbyrqqCg+HMeBYZjY3KzAcaioY6kkA1D7LpriiwJWTEDP272tIACK0ml67Xd/vb4Hw9Kc+zmg66tf/Sr+/b//9/j2t78d8Xo4jjsEoEII8TiOewTAYwBuj3LMA0sqo3oLnufh+vXrkRnuu0n0j3pu5hWFS2p3U448DK7r4vLlyxAEIVKevJuRwv32Y534uVwOzz33XPBj263aAcPWFv3lGYaJVqsMy5LQatlwXTUIA1FJGAJCOhVS8VN3S7B0v1+vU72uZrO7h2Xw3JV4uKR/qKz7vINyDt3zUMIgpBMq8/0WpqYOwTBoqKzVMuA47BnJ8LzO93tQyMayCFKpDslwHN1eUWjojJB4uC56TYMaIbtJZLCXE8/zRENn0RMNK6Sg5Ma15efTcN180AfnujrKZQ2EECiKjFRKBiFy8F0O31MqRZ8Dey9u33ke7efXnUMJI55PYvc+SvhrkpyKpmlj9aF99rOfxSuvvIKdnR0cPXoUv/7rv47f/M3fhGVZ+PjHPw4AuHDhwv+3XTr8EQD/huM4F4AH4J8QQiqjnOehJhUW6z9y5AjOnj0bGLzdkoo1qM4UnSKA8ARDYO+bGBnYfbIRvGHsxfTHMFgp9OnTp+9b5//mpo1Go4FGo4G5uVmkUhIURcDOjhkM3uJ5IJ1WoaoKCJFQKETFHuk9DH7Nbo82R3JdBi6enB7U4EYNWv99o9VB0X17VT/1Q5hwBKGzKs9ms8jngZ0dG60WDZWVyx5EkTVgShi0go6ToK4juMZcjobMZJmDZRE0GtGdB41jjlfFjUNI8Sozun+3Ue4cq3+VGetkp2OpJRQKMtJpEuRYNU1HuVwFzwvt0CLz/LgujzeMbJaSMgujxsk7mpiP5pM8j6ksDE/UT+KptFqtsUjlxRdf7Prbz/3cz8X/9E8AgBDy5wD+fOyLwgHOqQwLf7E8xlNPPYV8eymwtFTGqVMzuy4L7mc4mQKvrus9iwAEQYA9TkA5dt5epMLCeuH7HPV6h50vvh97pv1KoffCU/F9H6+9tgTDcIPSR1WlOQlJkiBJEorFItJpgmrVRLOpwbLKqFZTyOUy4Dg1dKzoseOXFn7daBCUSlwkrBXPVwwKYQ2ecdI/hzKu7tcgkUdCuCBUBhRAiA/DoDOADGMbtp0OjViOfjf7hbsYWEWZZRH4Ph94MkDUmMd7NrpDRf1zF52S8M6xwiQ6LJcTJ7dBVWad7WjpcjbbKV02TQM7O3XYNm0anJ6WIt9rQuh95XI0nycInZuMLzbiBRphOA4wPT3c3u0mp3LQFIqBh9BTYV3jruvi/PnzEW/k7t0y5ucLuyKVfvuGe16eeOKJnuS42278sBscl5DvJWvB9ttt+IsN7jJNs+uZxvfZDalYloW33nob9bqC2VnaxEUIgaa5EMXoj0qSxJCaMFWyFkUTm5tl2LaDSqUCQlQAnZBG/NHHH4um0b4QJoUyyCDEEV7jDJ9x0r9CbdBKfliSOz6TxXV5qKoCVVWQz0+jUnHaYph1aJoJz1MCknFdIbQvGRruchzmNdGFDiMZ+pw6+8crwwbJm8Tvr9uODiqGQFel36BEfD/hTVEUUSrlYNt5AAS27YCQFlzXxdraGiRJRjotI5VSUK/zXUUM8fBev7JzWu4O5PPDfy/vplkqwAEmlV4rfk3TcPHiRRw9ehRHjx7tMuyZTBpvvnkXhcLekso4Ei+77YwHOhplMzMzfQmMYTdz6plszoULFzAzMzO0FHo3pMIENYvF08hmo5+tIFAJk/5d2xxUVYLjSHj0UQHXr69CURQ0Gi3oOg1pqKoCQVABdMg3mrsgQTe+KBLkcjxqte5KnWDrAatkasAiW/fdNl6h1quUNXrc/tcU9zbiemKiKCKXyyKXy0JVgWrVgmGY2NnZhOfRjnZVVZDL9W9apWrM4Wourk0w9HnmctRToeEyWqEVzjMMTsQPvr84BikadBP7YC+nu7QcYFIyhYKEzc0Wjh6dhyCYqNVM1GoNcBxQKMgQhAzS6TTCCtnsmsJEF+9RcRxgZmZ4rmQ3OZVCfNDLAcCBDX/FDfvq6iru3r07cKb61JSKL3/5Iv77//7InoS/WAVUrVYbaRbJXoTdKpUKrl69OvKs+t2EvxqNBpaWlvDEE09gZmZmpH0mIRXbtnHlyhU888wzuHLFAxAlFUnioesuRDEVGMr4LaXT1Djbtg9BIMhkFCiKikKBFjEYhoHNzQosy4MkSaG4OV0Bhiu0XBdwHDqHnolQDvIgqEEL5xEG3+/g/pb+24YXq4R0FxYMasbsRYIsnChJRRiGB9O0oOstWNY2TDMdKggIe8HxsFJvUqThMpqEtm1Akuh/PE8Cgxpf5Q9bjMc/86hnMjg3NV5BQHRbjiPIZDzwPAfHUVEoqFBV1pRoYGeHDnSjdkmG76tIpVJD8is0R5XJDLd3vu9PNPCs1Wp15VgPAg6sp8JyKq7r4sqVKwAwMDQDAFNTGTQaBu7cqeLQoeFGst+5Pc+DZVlYXFzE1NRUX0XjOHbjqXAch+Xl5bElUCY5JyEEuq4H5xp1dsO4lWYsrOa6Ln7wB38Qoihia2unazs2MKpQoF3KQLd8ODMEtk0gy34k/CGKIqam8kH1j2VZcBwDGxu0llhRFJRKCgApdDwaL1dVmlwd1MwYN2C9OqzZvjwf7VkZFJYZPque67vtMAMdF6mkuYV4qIx2+NfrFgBWdRf1VEatgrMs+h8jElmmJbiex8Ew0JbKj9/f4Ndxz2xwzmtQQ2a32gA9Ju2Dcl0fui6iUOAQHsDF8zzy+SyALKin64IQ+swcx0WhIAKgyghU9y/8PaBS+KOoJu13n8pe48CSiud5QSXS8ePHR2LkYpHO0L5wYQPPPntq4nMbhoHXX3995BV8eN9JSMV1XdTrdfA8HxneNQrGJRXP83DlyhXYto0nn3xyZEIBxgt/sY7/6enpYFQvANy82YQkibCscDKX/hibTdrIRj2S/lVFrRaHbJZDpRJO+naqf2RZRrGoIJej90urf+qoVl2kUimoqoJMRgVA5ep5nhoXjusYtngOJfYkEE1GR43fqPPnh43/jedQRj3uMEl/GgIUkcvlkMvlkEoBmkYbMG272e4Jog2H8VDZIPINl9SaJr1mVsacTtOGxHyeehym2f09inuDg6RSurv8B/fSMG+L4+jzyee5QCNMljsit/G+m9AZkUqlkE6nIIr59rYWtrdNbG1tgRCCfF6CIKiQZRmpFNUFS0jlAWDUFX+z2cSlS5dGFmUEAEHgUSgouHu3hps3t4eqA8fBmgs1TcMP/MAPjC2YOEminhGnqqo4efLk2LHVcUiFydUfOXJkonLrUcNfbEAYmwK5sbEBAKhUbNTrdIUXThSzH7zvA9ks7T2Iz1HpDm/4SKf5gHzY7HoGdnuCICCTySCfz0JVaQ+DYRjY2NhAs8m1lYTl9nAurr3CJGOFmgYloweFsAZtS0i8dJfrItowBkn6D29A7ITKCEmjWjUhSRJ0XYdpbsGypL5VZfHkeT8ys22a02IKADxPvTomM+M4vRQN+udjBue8SIygaOMnx3HtzzaqROA4fl+JligIHKdzXFWVUSzKKBaLIISWLhuGAcsqQ9N4EJIFx4kgZPAUzElJZdyS4geFA+epuK6LGzduwLIs/NAP/dDYD7tYVLG8zOHVV5fwQz/0vpElU2zbDox7NpudSIF3XK8hXMK7vLy8502MYbDxyUzJ+Pr162OfbxRPZW1tDXfv3u05IOzuXQMA0GxaEEUJrksVhanXwrXfc1AsSqhWo8ftrjDn2gKL1Eh2N0L27uxmJbm53BQaDb/dgGmg2SyDECr3MTurwPPSgXEZHLYZLNESR7SEdvC20TDaoGsYbybLMIkWVoZLVYRnUC7bME0T1WotEipT1XhV2eAmyjB8HzAMBB6rIFASZQrE6TSbBEqvTxA66sm0YbM7V0VFN1lfCNdu6qTfLaqqQPcJ/7SZ5lynm74/eQ0Sj5QkDhynIpdTwXHTEAQPhtHC5uY93LzZRCaT6TsqeDeJ+sRTGYJGo4FLly7h2LFjcF13IvYulTLgeR5ra3XcvVvGyZPDw1dMS+uxxx7DzMwMvv/9709y+SOHv3zfx7Vr12DbdpAn2k3C3ek1MLsNQgju3LmDnZ2dSLHBpEn3fvuwEmjDMPoqNN+5Y7S3Je153oCi8HCcjlWj4RU6LzyM+OrR9+nclXxeQKPRLeEyTJKFEhEX5Bl4vgTbdtteTBm67qNUSoPnM12J+b2UaOm3LW0qHK2ZMd7/MUx7LD4OIOrVdH++NCmdaofKCDTNQqtloNWqw3VpuLFXqCyOuBMf93IAusCwLBqeiuqaMS+IBPklZh5oFz0POlMHyGQQTA4FoiQSvw7qmYRJZXAl36DGR9umZdfNJgeeF3DsWB5PPlkMcpjhUcHhKY6TNj8mfSpt9PIcWNhpdXUV73//+6EoCu7duzfR8VlehRCCV1+9M5BUCCG4e/cuNjY2Ai0tWnUzWdnsKOEv1u8yOzuLs2fPhqQhJsvHDCIj13Vx8eJFyLKM559/PrIamoTE+nl9LH9SKpX6lkB7no9bt1rBa123IQhpCAKTyOhsS8NgHVkRaox7x8wbDQ/5vNAV0hn2Ol5Z5LrhPEMBjYYPy6JejGXVYdsCajVaupxKdZRxu0uG+/cxDCsvjmuPhTGMrEaZ6ti5pvB5ur2a6FyRaFk2bVKVIUkyVHUKmubBMExomhYLlSk9GjA7/+7lIYXP2/8euKCPhu0fJ/ZhobI4mYWbjuM5o0F9NfH7oURIk/223cmn9BoVXK/XUa1Wsby8DF3XkU6ncejQIRQKhZG9liSn0geO4+DSpUtIp9OROeeTGvZSSQ0M5vp6HUtLZZw82V2ay84rSRLOnz8ffJC7URgeRgwsBNVrxstedsYD1DVeXFzsO3lyr3S8WP7ksccew+HDh3tuw3EcVlYMmGbHiriuj0KBJme7jasP3yfgOKEd1uC7SCWcX9A0Otc+jDi3x8Nn0URu9H2OYwl/BbJM+18sS0OxKEDTqiiXXYii1JZHUQB0rE1vfSqKUcqAGejXkeu77aA8ThzdTZPh88QNcP+Vei/jzfNC0KSazwPlMq0qq1QqaDbtQHGZNmDykWNFh4j5kd/eKBL5DKzcnGGwV9edL6Mimt2GfJjCQZxwWOUi+zz6Jel5nsfU1FRgA15//XXk8/lAEZwKYtJQWSaT6WuTWq1WQioMzKCxhrhHHnkE8/Pze3LsYjETHJ8Qgr/923dw8uSHItuwMNupU6f27LxA//wGIQS3b99GpVLp2++yl6SyubmJW7duDezpmTT8Fcb6+jru3LnTM38SBsdxuHlT6/p7q2WD46TYtrRyyPdJoDAcN8Y0Edt5TVeuPiSJD2L0g0ho2Mq2l1GiRieLYjGLUgngeRvVqoGtrQ1oGheszjOZjgZXXEpk0AjfYfLzceM2TrgrSkAcesmzh6+p/wTEwV4ZPT4NleXzeUgSQb1OCyOazRoIoURNQ44dby98X/3uIXwd6XRcGbk7vxJGnBjjXl3YU4mGNgeJR3aOS3M9XFBYwfYbNpyrc70Ehw8fxtzcHAAEpd5LS0sBcTCSCdsO13X7Km3sJ/aFVAghWFpaioSd9gphT8V1fSwtlQNvhRCCe/fu4d69e3j/+9+/55UTvVYUTPE3m83iueee6+vaTirxEvY4CCG4ceMGms3mQGkXtt+kPTWEkEADbVjvEDvXjRs1xPMkgsAhnaZ9DAzpdEdbStddpFJil5GPn04QOJgmIMtUhsXzeosNhl9HSSV+f9HX8XAJleiXoCgSjhwpwnF81GoG6nUdmrYNz6ONhcWignCH/+AcSnfFVjwkyDBOuCtOQMO9pTDhjDfoqruqjIMsS5BlCZI0BcOgobJms9lWXA6HyqK/n0GeZrwSbhypmF6l2WFSoR4QC7sOyqF0rjGT4WLVZvQYYwycjdgF9kyOHDkCQgiazSaq1SquXLkC13Xx9ttvo1QqjZXc/9mf/Vm89NJLOHz4MC5dugQAqFQq+MxnPoOlpSWcPHkSf/qnfxp4TxzH/QsAPweqUPx/EEK+NvK9jHxVe4gLFy7AMAycP39+TwkFACQphUyGCsQ5Dv0mvvwynXly8eJF1Ot1nD9//oGU4tXrdbz66qs4evQonnjiiYFfgt16KrZt44033gDHcXj22WeHrmAmPR8hBG+88QYEQcAzzzwzUmny9raHrS0DuVzUCkkSj1bLjqyWJanzgjbRkS4DEzeMksR6I0igthuv2gkjnq+Io3uCYP9zex4HTeMhihksLEzj0UeP4tixEjgOqFZ3sLq6hnK5glbLgOdFn3e0vHjwanvQuN9h+ZZ4w+UgOE50WNWg88SVm+OeVvz+eJ5HJqNiZmYGJ04cw9TUFAghKJfLWF1dg23baLVa7QVh1GOIjywedF3jdNOzSjJ2z3GV6DDCITf2bJg33UuuZRxS6QeO45DP53HixAk888wzePbZZ3HixAl861vfwvLyMj760Y/iN37jN/D9739/4KL0Z37mZ/DVr3418rff+q3fwsc+9jHcuHEDH/vYx/Bbv/Vb7JxPAvhxAOcA/DCA/w/HpClGwL6QypkzZ3D27NmBRnY3Mf+ZmRzo1DwfgsDj9u1N/MVffBPT09N46qmnRqq02G1o6N69e7hy5Qo+8IEPdEnI98JuSMU0Tbz22ms4fvw4HnvssZHyQpM832azCV3Xcfz4cTz66KMj55/u3LHbfRfRxAYhNBSTzfZP0DabXo/Kruh1hz/OVou0DVj4/egBBnWuA93VXeHHFDfo4fcsi6Be52DbKRQKOZw8OY+zZ49gZkaBZRm4d28VGxsbqNfrcByrR3lx+Lid6q/e4a7e1wD0kvDvj3hYLTysKr4uGee8cULqHvzFBWGy2dlZHDo0C1FMwbIsbGxsYnl5HbVaDZZl9ZBVib4eJK/fTcDRnWmJMiUVUSSx/Ev8/qKEk80CzSZ7L7ptOs11LaL2AoIg4BOf+AR+93d/F0ePHsXnP/95PPLII/i93/s9/M3f/E3f/T7ykY906RZ+8YtfxE//9E8DAH76p38af/mXf8ne+jEAnyeEWISQOwBuAjg/6jXuS/iLuruDDehuZqLMzOSC4xuGhs3NMg4dOj1yMyQz8JOU+RFCcPHiRRBCIoUHo55zXOzs7KBareKDH/zgWN7XsFLkOJgEv6IofRPyveC6Pm7dslEs0oovVVWDOeumSe+XVYLFw1YA633wIAh8YADjJNBrOJei0D6IXj0s3eXF0T8MCo3FESagsJQIi7HTslgF09MKCoUSbNuDrrfQbNawteUinaYhoGxWQXiNN2hE76DcDF2Z919txxGtOIv3sAwOKw2aCT8sRBeH5zG5nSkcOkQ/c9NkobItOI4cJPzpHJTOxXRX9nXei+dfelXnMVKh+abOe1EPr1tqX9PodzHev+K6BFNToxPKJAtYqtotYnZ2Fp/97Gfx2c9+duxjbG5uBjnl+fl5bG1tsbcWAHwvtOm99t9Gwr54KqNgkpHCDIcOUVLZ2tqCZRlYWFhAvW7j8uXVkc89SX6j1Wqh1WqhUCjg6aefHouUxiUV3/dx5coV1Go1lEqlscN5o3oqLH+yuroamTg5Ki5frsO2O2XagkCfq6IIQVzc8wiyWZakj16TJNGu+bA3Ew5D9AYHXSdQ1d5GdZhQYzzXEd03+jpMQPEwW/g8vg9oGgddFwDkcPjwHE6cWMCRIznIso2trTVsb6+hWq3BNK12lze7psFhqHi+IYxhelu95Gg6kz4H7xs23nGPrtsz6X9eeqzO+USRC5QQaKjsOKamiu1QWQV3795FuVwOQmXx5PqgcF+vz8/3/ban0u3FMNDSY/rvdJp+RxjJxD06yxo99NVvMN8w3GfZ+14XNDLz7QupjPIQd6P4q6oCHMeBJElYWFgIwmzf//5SpNFuL8+9tbWFt956C7Is49ixY2N/UcYhFRbuUlUVZ86cGes845zPcRy8+eabI+dpeuHy5aiApKZZUBQO6TS19q7rotlsolLRkc3yPfIn9DnW6y6yWa7dAR19tnEDxW5L0wjS6cFjhIHuyrAwukMt0eqn7vLc3uiVMKdqyRJEcQpzc8cwPT0HRUnB8xqoVNYgCC3YdgNA1KMc1HcSz80M0wiLjzqOD6vqt2/83uNfjWGE1K1VFs7ldB8rlUoHobKFhePIZDLtUNkG7t5dR61Wh2XZQ0NlvTTSmGGPezG95u2kUtR+9VM7EEWagxswISMCqoQ8vhneC1KZnZ3F+vo6AFrJGYpA3ANwLLTpUQBrox73wHoqveTvR8HGxgbW1u5AFMWuWQOaZuLVV+8MPcY4Bp6t5JeXl4OKq71uYgyjUqngjTfewKOPPoqTJ09O3DQ5zFPRNA2vvfYajh49OnKeJo5bt+pYWqoGvQAANS6plAfXpWrC6+vr8DwPOztlrK7eQblchmG0QEj3PVmWB1XtVWEXfR02doZBDYssd/YLhyriSeDxkuDx1Xn/bbtDS93b8jwPWc6gWDyEbPYIHEeBaQLb21sol+/BsnYgii1wnB/sH09Ej5P36Eeg/T7ruEjjIM9k0HOLHyvegDiKrL0sy5iamsKxY/OYmTkMURTRaDSwtraCra1tNJsaXNcd4plx7eOzc/f3QkWRDigTRVqd2C+0x7zVUcNf+ykm+aM/+qP43Oc+BwD43Oc+hx/7sR9jb30JwI9zHCdxHHcKwGMAXh31uPve/NgP44a/mMy6YRj42Md+EH/1V+8AQKTihhCC//bfbuIDHzjW7ifof+5RCI11kk9NTeG5554Dx3GBkR/3izKMVAghWF5exsbGRkQaf6+bJoFOn0s/Mc9RXfa//dtVeB5BJhP9ZRuGg1bLxNZWDbOzs8GzymYFNJsuqlUD1WoNdFibCo5TA/Xi+OUIQreqbFx4UdepjEs2ywQF4z0r/Xs+4o8ofK54eeqwxHW8dya6bbe3RKXX8ygUCqjVfJimha2tFny/CtcVUCjIKJUUpFIyPI8WCgzKt8S9pV4EGl5oxD2TsJjisDzPoFBZd4iRbT9a2K1bZkZANptBNptBLsehXGbDycrQNAee12nAdBw+tC87PkF8ABfzJDv3RyCKtPw9TuThkBrLQ40a/npQUx8/+9nP4pVXXsHOzg6OHj2KX//1X8ev/dqv4dOf/jT+4A/+AMePH8ef/dmfAQAIIZc5jvtTAFcAuAD+d0LIyCv8fWt+HIZxQlDhUb9semE2S5cM4XCX6/qwLBevvHId/+AfvG9X52Z6YUyJl4H1m4wbKhpk5D3Pw+XLlyEIQpc0/m7GCXeL8tGhZI1Go2+fy6gey7VrFays0NIY03SQTnfOpetVWJYfhCbZs7ZtDtmsDDaH3vMctFoWWq0KXNeFLMsQxQxUtfPZxPtc4vpa4de67mNqike12jFU41QW9c639CMK0tUfEXl3YMVW9FqojA0HRZGhKDIEAbAsF4ZBibnR8CBJ6UDkMZ+nJ3Pdwc18/YigV3ltvGdjmBjmsD6TaD9MdKEyTkFAXMSS5zuioYVCHrJM2hMwDTSbFRAiBg2YPE8bMNm5o0UXnfOm0/SaaH8Sfc3+Hb8+9kzvd/hL07SxSOXFF1/s+fdvfvObPf9OCPkNAL8x9oXhAHsqo4a/mLRBXPokn6eeiG27wSrEslwQQvDWWyt45pnjOHKk2POYgww18xjW19d7Nm7utefQarVw4cIFHDt2rOdMmUk74+PnY3082WwWzz77bF/yYE2Tg1ZXjuPhO9/paLfRsmHAMHxsbm4ineGwZTfhuVtQUcJC9ggyShqWRWDbLvJ5CY0GQS4nQRAk5HJ0+JZpmtB1A7WaA2AdHJeBLLMRwvR6qWRH51rCrwnh2oKDtIHRdYcPjoqGyriYgYtuG36vu+s7um20Q3z8WSlsdHA+n0MuR0OJrZaBlZUaWi0+1OGfhqry7VwAASHR2SJh+H5Y9y4qhRL3yoYXAEQNdLzMN65mPIhU4iG7cWbTe17nWShKKdAqq9cbaLVacBwVnudBluVI4yMLc9FBY2hLzLD3+l8fIUCpxEUKSwbh3TZLBTjApDIs/OX7fqR7PD6Os1hUUKvRL6okiTBNF75PkEqJcF0PX/3qZfxv/9uHexrPfp6K67q4fPkyRFHsWwk1aY6j137b29t455138NRTT/WdRT1pZ3zYU2E6YY888kggFTHKfv3w8stL2Nlpgs6SoEZD13Wsr2sozRRwo7EMgRNQzMnYrtbgeA6eLZ6BZdH7ME0HgiBGPAE2NEqSMiiXLRSLJRiGjUqljGrVhyRJUFUF2ayKcKowbnSoRpOPdJr+8AcZw3gyeri3Ec0TDJp/Es8pRDvEo30q8RJZw4huC3TmoWQyU2g2PRiGAV1vYGfHRipFvZhDhxQ4joB0moMs0/uRJC6QtmH3ysprxxFpjApPDpaG6W1DO0rTcR22QTNoBut8dZOZIMRDZTZ2dnZQr9dQq9UCxeVsVkYux6PVYlVevfuEeD5OKgTZ7OieR0Iqe4Tdhr9M08Ti4iKmp6eDXEYcU1MKKhUbgiBAFAXQ0CCQSglwXQ+rq1UsLt7D+99/rGvfXgZe07RgCuXCQv+S7UnlVsKeQ1grrBdhhjGpACY739bWFm7evDlQJyy+3yBSuXmzgldfXQUhBLlcGs2m337em3jssUfg8AR+zUdGUmHqwHRexla1ATeU+7JtH/l897Fp2IfFv0XMzEjguAIUhcCyTBiGibW1KlqtVLA6DY8QBjqCj7ZN/5ue5iMDoeJeTjy0Ej1W59/xnMM40i/xbQc1841yXNq5nsH0dBamyQaTmdje3kSzibbhVDE9LcOyEKgQcBxBKkVPPkxROY54jmTQNccRbkBk98AQJ5HhCsT9w31xORfPo6GyVCqFQ4eKIEQMBm2tr29D1yUoigpVlRHWqAs/C0lCJPzK89zIml/0GhJSeWAQRRF2DzW3crmMa9eu4cyZM5ie7lYfZpiaUkEItQjhlYUodizD9753B489NtsWt+sgTgys8e+pp55Cvpe1i+27m/AXC0NlMpmBWmF7gUajAcuy8Pzzzw8krjAGeSrlso6vf/1G8L7rOqjVmrBtC4cOHYYo8tBbPnz4bSMCeLAg8jxMI3qsZtNGJhMdhCHLPHSdvSLtmSc8worCudw0ajUHhmGiVqtB161IojY8TREAdJ0SAh0v63dJcYTHHscRT/iPGsKKh7v6JddpKW3UyA5LxPeSGWE5hny+gHqdTiikPVU7cN1UsDLn+TRsm0MmQ+VxUimaO7DtXvezW88kfKxO3ojjuhtKR/VMel3HoMbHTjMtaYcrORQKCmZmVAjCDKpV5vGxRtV0aLEitq+vc7xsFqjXOYwxgXxXJcWD7N9+4sCSStxTIYTg1q1bqFQqkeqnfpiezkAUa11/DxOMZbn4xjeu4kd/9P09z80GT7VaraECjeF9JyUV27bx2muvjRSG2g1c1w0mP/bz9PqhX7it2bTw+c+/Hcjb01k1q1BVGZlMBoJAPYKprIrDmcPY0rfAczyIRfC+40/AN6PHS6UosfN8Z1ZKeJVKCP1BVyoeCgUR9Tr9u20DgiAG8ysUBajVaL6BzrDgIAgqVFVBOp2CbZO2yjEJwmGMuIYZw7DBihPFoG2HhcbiCfJBHsOguSq9wnUsjKgoCkRxGqbpBElsTaNkT8vxJTSb9GSSRI+dy9HQG+2viZ5nHM+k17AuJj9PiaB/hdogaf5h1xEfS9DJtZFgHoquk2DQFw2VZZHJZKHrCEZRr61twTDQLhyRQYgKUeTatoXDOLZ+N57KiRMnxt7vQeBAkwrLqdi2jcXFReTz+a5hU/2QzcrI52U0Gk5XWXH43xcu3MNTTy3gkUc6ywtBEKDrOl5//XXMzMz0HTzVC5OGv7a2tqBpGj70oQ/d12luuq4Hc+qr1erY4bNenkq9buALX7iASoW6G+l0CnfurCGbzWJu7hCWlmgDJDWONo7nj2FKnoLru5AFCTNqHlUrGsqQJA7Npo9CQQjmVMQhyxx0nTZG5vMCNI10GWvb7gyVKpXolD1dN1Gv1+H7FnhehqqqUBQZgAhdp6XHdJ5L9HzhRG63VH1020GlvKOMBmY5leHhrv7hnjjiCX/XJcFgskwmD03zsbm5Bcdxsbq6Cl0XAgISBAmtFl3t0+ZVglSKVt51y+nHqwr7XweTlelIpZCxBo7FCTiaE4tu2684IpVykU7z7e8Z3akXOTOPTxSpMrVpWtB1HeVyHfk84DgZuG4GpVKncGQYkvDXHmGcnAqTfI6X7g6DKIpIpwUIggfb7nybXDdc8US/3V/+8iJ+/ud/CJJEPZFWq4WVlRW8//3vH9vFnERu5caNG0Hd+f0kFFYp9/TTTyOdTqNcLo99jDipbGw08IUvvAmOo1bVskyUy+solQ5BUZSggz6TScEwfAA+cjkJaObaxwMaDRe5nNieI945D0DQaDhQ1TRarc6EQvZe2HNpNj1MTQmoVDrHiHsPdBXcSdSqKheUmzYaDTSbPgjJwrIUSFIapVKnUgzoNmBxqfowumd4REtow+hn7DhueCXY4IFb0X3joaF4WS/ts+JRKOQxPT2DatUNnk2tZoLn5XboR4ZhiO39CGS5U2VnGAS9chfR64g+RxpipCQ+jt6YIHRXqIXRPTANoW3pfooCrK9zIKTzodD8GNCLGJg3xHF8u7pOxfQ0UKv54HkNzWYVN24sYWsrh1KphFKpNDC0PEn7AXDfZVp2hQPrqfA8j3q9Dl3X8eyzz7a/zKNDEARMTcmwbaDRMNvGnkT6Vpg0fq1m4Fvfuo4f/uFzwZyXubm5iWKW4/TXhMfwPvPMM/jud7879vlGQa/Ev2VZuy5FvnhxFV/72jUYhkPzJbqOarWGubk55HI5GIbb3seHZfnBj95xLHBcGoQAmYyIep32o4iiFPzwmQYYIYDvu0inhYH5DUIQaIRp7Xlg8Zg6jZtH4/WsaqpYLCKTIdjaokbUtm00mylwXAaKAmSzfluihWsfO9qrMEjUcJwmyWHeRjyPEyeGMAYN9uqnHMCujc6AF9phxAw4DrAsmvCvVDrhH1VVkcnIaDY75bYslOQ49HPsVRLduQe6WOjXUDucGLvvobNvtJKP7SvLHBSFoFKh3w9CooQjSRxMkwsdp/NeOh1vfKTesCiKyGSKmJkBPvjBw23poQouXboE3/dRLBaDmfThSAsN8Y6fUzmoUx+BA0oqjuPg2rVrcF0XH/rQhyZ66IIgoFhUsLTUCMqKDcOB47jgOFrB5Lp+QDavvnobnlfG6dOH8cQTT2BnZ2f4SXpgVE+FTb0c1wMbF2xOvaIokcT/bpomTdPGyy9fxNtv30OhoMAwHGxubiOd5nHkyEI7Nt6pihGEaBjHNF0UCmnU6x2v1XUJ8nkfjQYPWeYjBts0adNi3DDHK84FgUOz6SGbFaBpvSZGxu8mTlJ8MBoXIPA8B82mgY0NHYLgQFEEHDqkQhCkgeGuuAcRN+BxIxtNrtPVNeswH9ylH7ubAWW+cW+pf1iNGvdeSr/ptIR0WkIuV0S97rX7hnRY1jZMMw1FoWFESUpD1zthwnSaTuV0XdoLE6+WCt9vHN0zWvp7JoPCXakUJRPPozkzSYpWMcYbKqPXEA57RsuJaXEE+w4Dhw7R73Q+n0c+n8fJkyfhui5qtRp2dnZw8+bNYFxwqVSaOPylaVpCKmEMCn8xY3vy5Emsrq5OXP1EPRUFjuOhUFBDQoCsb4X+OiVJRL2uYXNzC9ksj4997EOwrNbEUxFHkZe5d+8eVlZW9nTqZa+VHmucPHHiRJfs/6TzajY2NHz9668FP1hNM7C+vgFJkjA9faiddAWaTQOSJEMQeFQqLqanHRDS8TYNw0Q6rUDXO8+52bShqjJEUQhk8Rl8H8jlOvMreL5b0djzqOS8rnvI5wVQI9U/lDIoPEKNRxrFYhqyLMH3NRAiYW2tCcvaQakkQFWzSKcV2LbYVYoc7iWJY9DEx0Hbjlo1xhC9JjLQW+pUQnXmqjD06sTneR6qqkJVVeTzMyiXmRdTRbVqQxCUoKqs0eg0DmYygKJwgQBlKtWZEx+XSonfAw2Vha9j8OfL89RjoqPFuUh4Nf7dj1bYRX9H/UKXhQKHapUP/m7blFTiEEURMzMzmGmXhbFxwXfu3EGlUmk3YTqYmpoauQpT1/X7GirfDQ6Mp0IIwcrKClZXV/HMM89AlmUsLy9PfDxBEFAo0Npy07SDfAlAK4vYSljXKaHMzs4ilVLx5S9fwic+8ejECsmDEvVMrt73/bFmrQwDI4gwqQxrnBzXU3EcD9/+9jt46aUbyOfzOHSoCF1vYGVlE8ePz4GQNGzbRaGgol63QQg1HtTwc9A0G4cO8Wi16Dlt28f0NIdyOWoUCHHgut3PxXUJTNOFJKXanme35hcLj1ED4mF6Omp1e1UdMcT7TOLEIIoc0mkVmYzaft/B9rYBw9iBILgoFBSoagaESD3k8qPnjVc3hQ1laC9QRebOX4Y1/g0moFGbF2l5bdSbGrZveDZ9DhxHYBg0V2UYVdi20JaQUZDLSdD1jreSz3PtUJuHbJY+j0KBkovnEXgeJQTfp/cf7cQn7XAbFXtMpei+nkefMa3ioxcbH5gV9T5IjJA7YU5BiH4v2L3ncvGQGfXMRxk1FB4XfPnyZUxPT6PVamF1dRW+72NqagqlUgmFQqHvojpJ1PdAeKXsui4uXbqEVCoVMba7mb4oCAIkSUAmI0HXrUjPA2vg29nZgaIIEXn8q1fXsbCQhaJM5qn0M9amaeLChQuYm5vD8ePHJ25aHHROdl937lC130GNk+N4KnfvlvHSSxdRqbQgSQIIIdjermJ7exuHD89CklSYJv2FWZYDFkKhZdlC0CHO8y5YtzvPA7puIZWSIqEHx/Ghqp0fNUBXsq0WDZGk0x54nnQZ2HgHOMChXvdRKNAVKpXpCd9/t+T9sHLc6PNLo1BIo1AoIJXyUa+b2NzUYVlllEocZDkLSVLhumJX2e+gxsfucE94lRw17t1il/0rwYZ1nnfKa5n31H/fQd4EJTMOsixDlmXkciXUajThX6/X27Ppw31DTKeMQ6vVCSMBrNs/+jx4nvay0IZJOlTLdeln6zidew6rUve6h3heJ3p/XOi96LNwXUCWgVYrKsXCvi/j9KgAdKGZz+cxNzeHU6dOwXVdVKvVoKgmHCpTVTWwG61WK0nU90Oz2cTFixdx8uTJkSczjgKWMJ+ZyUHXLZimDbYCcRwba2tryGQyOHJkDo0G/eYyMvjGN97BBz9Y3NV5w2ANm3F9sr0CIxVGzpIkDW2cHIXUXNfDyy+/g8XFVbRa9NcqigKazSZs28aZM6ehaQ5M00EuJ6PZtGCaDvJ5BYCARsNEoaCCEYSmWchmM9A0WgFWrzvI5/1I/kRVRWiaDUmSAoOiKHyQfDcMD4ridRlUSerW/LJtgnqdyma4bjRcRpOxne27BROjx+9nhOmxOqEggECWXWxuGjCMMnzfw/S0hExGhSwr4PnBfSeMRCiBRt8clIjvJqtJO8/J0DLmaNVbt5RNnMw6Cf8scjkOOztmWwxzG7WaB55X4bpul/pvt9gnH5lnM0hFediiIBrS6g6jMsQLMqjnxMPzuscepNPjz6WP6+iJoohDhw4FeVbDMFCpVHD79m0YhoE333wTkiSB5/mJpuJev34dn/nMZ4LXt2/fxr/5N/8GtVoNv//7v4+1tbW322/9X4SQvx77BNhnUrl37x6Wl5f7SqzvBsy4Hz6cw927O23DJ2Fzs4bt7Rqmp6chy3LEWDgOfeH7BN/4xm185CN/LxI2GwVxuZW7d+9ic3NzpIZNts8kA750Xce1a9eGysiMiu1tDV/96mUsLdGy40wmDU0zsbNTh6JIOHLkCGzbDzwe1gvE8xxEkUelQn+JzaaBdJoLjIHn2eB5EYZBf7mNhglVldFqof0+ff6i6MKyaF4kbiB1HZib8wF0fozxbSSpY9woiXHgeT4YZRw3FnHF4V4hHobBir0cRDGNQiGFQiEPwIdhmNjcNGCaVRQKHHg+g6kpFZKUaodtKNHEw12CMLjfo9tTG63EOU6K4VAZIcNlY7rLtDuv48+xl4fUqbgrgONo35Cm6ahWN+H7UtA3JIrRscHjCE0O8uriBBz/vfWTdhFFAlEUoOvdcjK+T72UcQMQwxL1iqJgYWEBCwsL8H0fvu/jv/yX/4KVlRX8wA/8AD760Y/iE5/4BD74wQ+OlI954okn8PbbbwfnXlhYwCc/+Un80R/9EX75l38Zv/Irv/KB8e6gG/tGKleuXIHjODh//vxEjDsMHVKhsiq+T1Aul1GtNnD06JHAxQ2XGNu2Gxj1Ws3AV75yGT/2Y+8fy8izjnrmNaTT6S65+n5ghDRursVxHFy6dAnve9/7+gpPjoO33lrB1752NZKw9DwXq6trEEUB8/OH4LpcO4eioF430WrZKBQUeB5BpdJCPq+g0bDh+ySij2QYDkolGZVK2FLZ4LgUUikhSNzruhs0Ppqxbvt0GqjVPJRK6fYM+O58SdyocBwHw/CRz/NoNkmPHEPUYsVFDaP5lsFlv2HjrigCABWKQnMxsuxga8vA8nIZruuhWJTA8yqyWbkdTqH5A88jXZIy8VX8oBLhwSGqqPxM9FkQxEfuRsuWoxVY44TZ6HVEr9l1qZfXbGo4erQETaOr83K5Al234LqZIFTmedHfxThCk/Ftw9304W1FMXp/7LlwHJDPC6hUOu+FQ3OWBTz6KMbGONVfPM/jgx/8IP7e3/t7+M53voO//uu/xssvv4wXX3wRmqbhR37kR8Y69ze/+U2cPn16zzvz941UTp48CVmWBxpsJgkyaUmx53mYnc3D8zxsbW2hWMziiSdOQdMsCAIPz/PbjZE0LEYNoAjb9tq5iTK+853b+IEfOD3yeXmeh2VZeO2118b2GsYd8EUIwdLSElqtFp555pldE4rjePjyly9hebkSkG0uJ2N7u4aVlW0cPTqHarUBTbOQyWTgeXQ+DccBspwCQKBp9Jdt2x0rputWYFQlSYBhWOD5VGBwWi0H+XwKHCfAtqPVYFQVIWoh2RArTXORyYjQddLVw9Kd1qIeVaPhI5Ph++pAMcQlWDqaY8P6QUhk3HHc2FMNrhTyeSrnb9tUzr9arbZJhRpRmvwmyGS4YIiV7zMF4/5qxb2vqTvcFc8vMdDz9F+5p9PRsOE4zYrdHhIXCvcRiCKPVEpoJ/zzyOUItraowGOtVoMkcRBFNZD0HyzKGX02/ballWGdP9BrCl8/FdrM5fgI2bDcUfh4s7OYCJPmV4vFIj75yU/ik5/85ET7f/7zn8dnP/vZ4PXv/u7v4ld/9VcXAbwO4P8khFQnOe6+jRPOZDJDH+Zu5tSzfSWJYH19vT3f+nAQppEk+msnhLQNIkUq1bECPA+8/PJ13LixNfJ5q9UqKpUKzp07N3YYapyKLM/zsLi4CMMwMD09vWtvr1LR8Ud/9D1cvLgG03QDQ1Ot0vr6ubk5FAo5ABw8z0c2SyvrLMvB9LQKy3JQr5vBcDTTdJHPM3ecgyDQFaEoijAMN6jGMU0T6+vrWF6+h2q1GfEYfJ8m93sN0mJGlp6H7xopHK+oCq/qdd2HbVMRSXaf4e1pg1vUCMeuoO+x0+lorH3QilmSOEiSglKphCNHjmB29hAADpVKFTs7ZTSbBra3W6jVfGgaga7T+S/ZLO0Ez+U4SG3x3GGeSfj9wTmT7tnz3YPJ+t/fYIFH9L2OXmFfNguFPp95TE0dhiAIqNXq2NhYwfb2NnRdh+9324hw8Ud8ZHTYA6f9avFRCeHrp4TSaETvNRxpkmUabh2l8msvYNv2yKXHg47xpS99CZ/61KcAAL/4i7+IW7duAcAHAKwD+O1Jj71vpLLX0x/j4Hkemqbhxo3rOHfudFApYRg0qUzl8CnC/45+qeiP8S/+4i1sbISK3HuAEIIbN25gY2MDxWJxqJpxv2sehVRarRZeffVVTE9P48knn5xYxJLh1q0d/OEffg+GQZekluUik0ljZ2cHOzs1PPbYSaRSKTSbZlD91WpZkOUUMhkJmmYHK8PwdViWE3zOmmZiakqGrjvt1wZsW8P29na7hj8Px2lifX0dGxsbaDQacBynLe4XvbdwKMrzAI5zERZcoKGQ6Eo1nKSnr4FGw4csd5eHxme3d3sm0UT1oIbEOOIlwmGwktzZ2cMolUrguHRAujs7a6jVGjBNB5pG77vZpN3odHY6LafNZrmuhsphKiCDSq3j+44yPz687aDriB4rWvEHdJM1z9OE/+HDh3Dy5DHk83k4joPNzS2srNxDtVoNlCLilX3Raw5fNIHvRyVaGASBQJb5oL8l3uAavi9d5yb2VMaFpmm77m/7yle+gmeffRaz7YtmY70JIT6A3wdwftJj7xupjIJRpz/G4Xke3nnnHdi2jfPnz+P4cVpJwUI6dBpkZ/s4kXRA2tt7+MIXXkejEdNnb8NxHLz55psghOD973//xKXQo4hRlstlvPXWWzh79mwwCXLS7ngAeO21u/j859+AYTiwbXpu3/exvHwPPM9jbm4u8IIIQbtwgUBV05AkEZrGKr5oEUKrZSOXo6soy6LeChvvbBgG6DMl2N7egWFUsbCwgFQqBVFUIEl5nDlzBDMzM+A4rq2jdA937mxCEFptr5JvzxkPh1x4uK4XEIssR7/WksRFDEL4tWHQHoVslq44gfFmodAihM7r+Eq+W0U3bLSi28YrzIA0SqUpHDlyBAsLs+B5DtVqFaura9ja2kKr1Wrn7wBNo5VumkaC4Vv5PP0vbswHJfxFkUTej99PHPGvazgMGTfm8fsNn4eQaA4pTtbdRM8F8jrz8/OYnZ1HOp1Gs9nExsYq1ta20GxqcN1uTzfaPe8j/Jtn+SQmNRNumOzVPEpDk1SZeAIJr4mwFz0qL774YiT0tb6+Hn77kwAuTXrsfS8pHoRRutPjYF3kCwsL0HUdgiBgdraAixfvBT0UluVCVTtDd+LuP0M4id9omPjCF97AP/7H56EoHdeTlUSfPn0as7OzcF13YgM/aABWuJLs+eefhySFhwaN3x3v+z6++901tFoN5HJSuxzYRToN3Lq1ilKphNnZEjTNQrNpQVHSMAwbluUhl0ujXjeRSvEQBNoRznIrVD7FC/7dalnIZtPQNBuC4CCbVXDz5hpSqRQKhWnkciI8j8qrABxaLROqqrTl10uo1agcyM5OHb5fhiRJcBwC1/WCH7FpMvl0D6oqdiXhaR6g/2tBABoNAjpXhe+quoonyOM5hrAhHWSwwzkEYFhoLO7VUDXhXC4HKtVuoVw2UKvVIQh0noyiKG0VXSrhznIfhQIXDOKi5w0n3uPeRPQGhvWoxD2vuNfWu7Gz97EGjw0evK/vC4HEjiQBmuag1TKws1OGrjvwPJqrkmUJjhOOTETDbp5H76OXrlj4ethnpSj078eP97/Pfph08blbUmm1Wvj617+O3/u93wv+9s/+2T/D22+/jUuXLi0CWALwC5Mef1+bH4dh3PAXaxhiXeT37tE56bOznQowSUrBslzougmep8n5sDR+WMWYzbRn11qvU2L5X//X80ilBKytrWFpaSlSEr0br6Hfvp7n4fLlyxAEoWcl2bjntCwXX/rSJVy/XsWxY9kgnNNq6djermN2drYrZptK8RBFGZrWDBLGjuOjUJBRr5uwrE4lmGE47X9bkGUxKBN2XRc3btxCPn8ImQyVmHBdC47TIUjX9ZHN2nAcsa14y7c1pVSk0xw4jkejsYNarYZqtYpcTkYqlYEk0RnjhLhIpyf7WtNOfIJMBsjlePg+2kUAnW0kiQvKn4HBSft4GCoeGot7JlFtru5wUGdbDqKoYGpKxtQUkEp5qFYpwTiOjenpFDwvC0WR298NavjY8Vn3uaLQIoDwPcYLGLqr4uKVYJ33hjV2xhFXNOin1kzfj+4bfXbRHhVKCqmgrDubBba3WcK/Ap4XIMt0pk4q5UdsEdNta7WAcN1LOo3QM6ILmXweaDZpXm52dnyCmFRMcrcKxaqqdimU/8mf/An75/smPnAbB95TGYVUWD6j37z6ublOfiOVEmBZLhzHQy6notEweioX045wH6IoBEZXFDmsrFTxhS+8jve/PwvXtbtKooeN2x2EXuEvwzACz+vYse7Rx2y/UUmlXjfw+c+/ia0tDbJMr7vVsmGaTdRqDczOziGfl6HrNjTNgqqmYZpOW2TQhef50DQL09MqbNuDrtuBt2IYNjgecD0PhmGjUJDRaJjQNAsc52F9fR2HDh3C7CydQAjQggmqYty5Rk1zMD2dRlyZn3Z785AkEblcoR02s7C11UK5XEEqlYKqKnDdDAoFKagaizu73TmEaEmtafLBZ57JUCPF+lu6V8zRz7qbgPp7Jt0r86gH0e+a496FJHWGkhFCIEk2NjdpBzvHcWi1ZIii2vZiOs+DJqG5yEhhXfcj5NAd3ur8e1glWByDJfCjYbdxZPzjY5/j1+F5ncFkskyrBg3DRLVaRbPZgmmmoes65uYU6LoQhOHC4bgwqUgSXYBQYUrANDksLIz/m5+kfQCgOZWD2k0PHHBSGSWnYlkWFhcXMTU1hWeffbanB6SqEqanMyiX9aDyg0pWO0ilhHaOhSblHccDx/GBoU6nJRgG/QZzHDX6f/d3i6jVjuIXfuHje9pjEyeHSqWCq1evDu3EH5VU1tcb+PKXL2Fri7an07JqDzs7O8jlZMzPHwHHcZHVUypFE/P1uol8XmqXeRMoShq2bcB1/XbZr4n1+iZW7Tto6R7mSzM4mz7bDoEZIMTG/PwCRFFEo2FAURTwvIB63YbneVDVTMQDsCyqChxWtFUUAY2GD0Wh3wmO46GqWUxPU1Vhx3FAiInNzR2sr/s4dEgBISoABeFVfzxpHw5fMUXezrPl0GxSI8KqrTStY+TiSe1JPZNuyfto/0TciMbDd53jckinZUxNSZiaKsL3vUAixbZt5PMp8Hym/fz54BzMk3EcAY6D9iAueh08j0B7KxreihrvYUn8waGywWG3QaGoeIn0sCZROpgsi1wuC0BHrWYglbJw924dliWECEgC+96EK8ZYRZxl8VBVKqUzyaDWd+OALuAhCH8NyqmMM8Dr2LFplMt6ZGUpijzSaR6O40GSUm3lYg6yLAZ5ilRKCEjFNA2sra1henoamsbjz/7sLXzqU88ildobYUhGDoQQLC8vY2NjY6RO/FG8oxs3tvEXf3EBrusjleLhOD5aLReOswlFySKTyUOWabkvy6GIIgdNs4JwUrNptbdx0GyakGURpulC1y04MPFO+R2U8nmoeRHr5R045lUc5g/DskyoqopiUYGmOe2eBB+2zbdFJAHPo0OgfJ9JtfiQJBOCIAcGhf2/1SJYWKBlwZ1eDQ6pVBqFgox0mq4CTdOAINSxuVkFx6WhqgqmptRITF2WuQhxxYUqmaGkyss0mSwI1IPxvGhjpiTFQzrRz2BQLiZuW8JDonpVc4XPO0iCRJZF8DwdiUvPawUzY+h5ZPi+GuTo2M/NMNicE3ofmQwlVDYsjZDhJBJV/o1Xcw3uah+mLzZIrThepRXXU+uck4YZRTGNdLqIkyc51Gp+e7xyA+WyDVFkc+lVdObSc2g2+eAYs7PDQ329kJDKPqBf+IsZ3fX19aEDvFhOZGYmi3RaiEyBFAQe9brRNqAd5WJRFGLJb4J6vQHXNTA/Pw9RFGHbLu7cKePzn38Dn/70s0Hfy27A83zQic9x3Mid+P3mxjO8+updfP/7S0F1VzYrodmswrYtnDhxAp4ngBCaDDYMmnBX1TTKZa39PDreXSolotWiJcTpNCUVzyPwRBtylodnc0hnAVVUsbRxF8dOzaFYnIJt24G+E2s0VZRO2IJWitF5KvSe6WCvXM5FsylCkvh2tz29lkbDxfw8F5n0CHTUZ6k0ewaFQg7ZLAHgYmfHQLm8AU3jA9XcfF6OzfeIHq+XRInrAvU6JRHfp30M1EAB0bBL+DPq9kxGXV0PC6N1h8Y6r+O5CUWRUSzSqin6nWmhVmvCtneQTqdh2yQwdswjIgTtHhka7mL5GJbQZoTX3UA6qDgiHiobnLsZJIEfR/ezC52lfdhMhjY1bmzwsR4WOlNnairT9t4cGIaB1dUtmCYwM5NGo5EFIWo7JAxMKlm4G1JJwl8TghrvqB6G67q4fPkyRFHE+fPnh4omMlJZWJiCLKfaUyBpGWi46zbs3rIQEPUafGxt0ebHo0ePBB3fNMwgYGmpjD/5k1fx2c8+h0xGwm7geR5u3ryJkydP4tixYyN32vYLf/m+j7/5m2t47bVlpNMd72tjYwfVajVIblNvzQ+8j1RKQKWiQ1FSba/Eao/0taHrNhSFeS4mVDUFzyOwXQGu7SPFEWh1G+XGFgpqEbKcQzrtwLZp6XGxqMLzeDSbFgTBgSyr0HWmA2ZgaiqPajXaVV8oCAAEWBZ79gBt0iMoFBDMsGdqxtFnyoysiOPHiyBkCrWaB8Mw0Ww20WptwXWVIOThedGfRLREtncsn009zOejVVbxMuawUR00UlgUWf9N53UYcQLqznP0P0/cgKZSORw6lG0f18LKChV6JIRgZkYCIZnAi2HHchzqOWWzlFBkmd43k6J33W4yGzZQa5wu/kEe0rC+IUFAMB1UUaIjI8LPhnXMp9NpyHIahBQhST5qNQvVqoFms4ZUihaRTE+LIGSwOkgvTKoWout60F9yEPFQhb80TcPi4iJOnDgxUrc6y8nwPI/5+QIMw4Yg0ERvq+UECXrDsCNlwmhLt7uui6Wlu5AkFYVCPhCc7ByffiHW1+t48cXX8b/8L+/HzMxkbintP1jFkSNHcHzM+sReCX7LcvHnf/42NjfpVCvbdpHLSbhzZxWu6+HMmUfxzjtL8DwfqiqhXjeQSolQlDSq1Vb7/gQATvsc7PPqeHB0ZkoatVoLaU/F0eICbqwuQddbODw7hbPFJ9vhLRIcg/ZVsJUtgSS58H2vLWTIw7LM9uCrzr1omoFMhg3d6sAwaB6lUBBRr3NQVT4Y4gVQAxNepdbrdHhXLieA59W2cjCHRsNCq2Vga2sL5TKQTqttTyYdkVyJKyH3UrdluQlBoEYqnab70WFUXNAXMyhkJcXWJsN1rPqHxuKIl0eH981m5ba22xx834coGtjaamJnZwepVBqADM9Tg9U1u2bTpIacfQUVhYOiUPIxDOp1DFc+jkrbxO9x0D3Fp1TGvRiep+FKOsCtQ1iiSL/LzLDHw3UMkoT21EoeuZwKx8kinwdE0YZtt2Dbt/Daay3k83lMT09jampqpFxrEv7aB4TDXxsbG7h9+zaefvrpkSeeMWNLBwiJmJ7OotVi3xyn3bdCYRgWRJGH6/rwPD9IYB87tgCepw0RNPwjBGQUXmXUagb+6I++i3/0j54dS7OMDSdbW1vDiRMnJkr88zwPJ/SLqFRa+MIX3sDOjg5VpWTpeR6WlpYhCGnMzMzAslzwPC1O0DQb2awE23ZRq7WCXEnYQ6Gy9RJ0XUerZWN2VoHv+yiX9Xafi4mMWcQj2WNQDxeQU/KYLubQaND+l2xWhKJQTzHs0WmagWJRRb3O+l9sZDIAIWmw3txMJt3WD2OhKkogzJjU6y7yeRHxSY+qKgRjbQEaNqEVYT7yeQG2TdqVT3RM7uHDRZgmVRVuNBrQdROeR3tmaG9Id1VRtGqs85nQ/EOHZAoFHrpOk++slJfKyxD4PunKEVCjy7XP03kvXlgwLI8zqDkxrh8Wtm80DJTFzAwNs9i2DdNsoVqlXoyi0Pn06XS67bV3jmUYBKkUF3hwsswhlaKyOGwEQfS6onpp8X6ewXNkovvS0BgtLqAhOg48T9Bs0v+HxTLpXBYCQeC7kv/hBQwbQWAYPLLZjieUyaQwPV3EBz+Yh+/7aDQaKJfLuHv3LnieD+ag5HK5novohFT2AcxTuXr1KkzTxAsvvIDUGG2r8ZzMwsIUFheXoSg08U0IFUI0TdpNrqrUOK6vb8M0TUxPT4PnxaCRD4iSSrxR0nV9/Of//Brm5z08//zwGnQ2CZIQghdeeAEbGxsRchgV4UT9zZvb+Mu/XAzea7VsCALByspaqKHRhm17yGTSIIRAVVMQBA6aRu+L5UrYsRk8jxlFEZ5HoOvUEtq2i0qlAtu2cerY6aAvxTQdCAIHRUmh2bSCfiBdt5DLKajX7fZrA9PTOdTrtMTSMGgnfr3ug+MAw6DeDceZSKfpZ8dx0WfbaLgoFLh2iI/+gOP8LMvM0+DQaPjIZuksFJqAp+/bdqeJLp/nsL3NwmQGVlbuwfczUFXaZBgvHw6/jldGsRJlQmh4yrI64wCyWWrY2PWKIvWyOhVm8ZV4f4M7LDcTD+cZvUUiAMTDQWnwfBqyjHZY2ES1qsGyLKRSIg4dUgICjsM0KSEzgqdfqY72Gq2yRFBlNizcF51wSQsrUilWFg0AtPhC11kzLhfcf/h+mRdNJ4lGvSHmKdHRyZRQgDjxdvIpPM+jWCyiWCwCoCRcqVRw7949NJtNZLNZlEolTE9PBy0PSU5lH+B5Hra3t3Hq1CmcOXNm7JhlvCT56NES3nhjCbkcH9qGb5+LznWo1XbgOMDUVCE4H51p70a2B6JfdsfxIAh0iNBrr22gVLqEH/mRp/s24vWaBCkIAqxBGcg+YB7Z3/3dbbzyyjsgBCgUZBiGA13XYZqNoKExfM2u62N6WoKmWaBDf6inFq7sYh6KplkwDBvT0yru3StD0ywUCgqqVR1LS+uYns4hnS61GyJV1OsGbNvDzEwG9+61YNtMLoO0K6lakGUZluW1iZrK33McDY3quoliMQMgjXrda5eAu5AkA+m0D133I2GibFZAvU4ViC2Lrojj8vTh2RjsudXrPtJprmtSIPt8JUkKQiSlUhG1moF6vQHPMyGKnVxMOi0M7KwPf6zxijNBEKBpnR0yGXotikJzRoRw4HlqnOOVT3HE8wlRQhq8b1jTLH7N4RwJz/PI5TIQBLV9TgeE6NjZ2YHv+5BlBYKggBAp+A3FZ72wmST0Pjm4rtAu/uAgijRfw8iHjQkGGAkQpFJ828ugROQ4dMEgCAgGugHxvE7083fdDqmEQ2ysuZFVvYU9IZb7yWYJNI3H8eO9C2TS6TTm5uYwNzcHQgg0TUO5XMalS5fARgZ7njcRObRarcRT6YVhBFGpVHD58mUoioJTp05NdI54ruH48WkANOTCBOzYSty2bTQaFeTzRchyBq2WFuRQwkQSdovD3fcscU8VfjncvLmN/+f/+Q7+4T/8QKT5EuiUQp89exalUilyvZN04xuGgy996RpMMwVRpEl32nRYQ6PRwtzcLFRVCsp/aUjLgSTRsA4t6WX9JkYQ5mNEStWCOWSzEiqVjhhSraZjc3MduVweipKDIPCwbRfNphGoGJfLGlQ1hWaThDwUs12S6kEUabWXrtvI5cRIToTmV1IQBPr8CSFoNk34fhOiOBU8K47rqA1TsiFQFCEIv3SOF68wov+3bSpAmM3yKBToipqGaTrb0jkbnQmG2SxQLptotWgPiK4T+H42kEoZ1GmeSkXDTnGZINNkHg0Hx+EjjZfMwPo+NfqDKsxYLoBhtD6SjpcXVWru35xJhTCn2uElAsMwUa9rqNcrEEURmYwCWe54MTRUFr6uTlk4ra7jIiQrSR2C64yN7hRHhO+RGn3S3ra7az9+v4xUwoU67Hy5HIdGg4t4TqbJ9NHoeU+cGFzKT8/LBRI7J0+eDEYG3717Fzs7OyiXy5GRwcOQhL8GoJdmFZsRsrW1hWeeeQZXrlyZ+Pjx8FexqKJYVFGrtdqraROE+NB1HZVKBY8+egKWRZDLSXBdA5blto8T/jV2rjdcngx0DDGbz14u6/jDP/wu/rv/7jF88IMnwfM8VlZWsLq62rMUehJSuX17B3/1V5exvFzDzMwMcjmaON/Y2EKxqGJ+fr5NeB1vSxA45PMStrcdSJIDQUi1y0YtiKIA1/Ui+RTPI8jlZNTrRltGJQXTNLC9vY3Tp4/BtukqV1VpqXUmQ1eoTIDT9/0gz9RstiBJadi2B8fxkM9LqFTocrLZbCGfz6LRoM9AUeh5UikFjgPoegv1eg1Hjx6FJAmwbZZXIdB1vx1OosZYknjk83zQVR8PTwkCuvIJuk7auROgWAQsq5OYjyuNCwIgSTIkScbU1BRk2cPODpVKcV06DllRVMiyjHRaiEnz9yc7Fs5hxi7cFOh59HrCxCsItCueengk9t7ooTGqadZpuIwT0rBEO9uW4zioqgKeV5DNUi/G81ool8vwPA+yLOPwYRmEKEEIMy57HyfCeAgv7PXEEa8aCz93GhYl7fcYqbDvZmc7GkqjhBKem5JKETgOj3ye9acQTGLb2cjgZrOJfD4PVVVRqVRw8+ZNmKaJQqGA6elpFIvFnuFETdMSUhkVbIKhLMt44YUXAGBi6Xugd5/L8ePTqNVawY9nbW0DmmZiYWGhPRfdRL1uQBSFSJUTQ9g7cV0vIuPCfhg8z7UJR4Tn+fjmN6/j7t0Kjh/nkMul8MILL/SMpY6iUhw+98sv38D3v3+nXXbNktY61tfXkc3mkc0WAy+ENTHSkaQkaGqzLBdzcznU6yY8j6BQoJVg7H4ymTRs24VhuMFqrlLRwfM65uePwHE4qGoKrZaNVsvGzEwGOzt0ohXV/6JhMEGgwpCyLLeVXQXwPIdKRUM2q0LTqCXRNB2qmgHPi2g0aDOqoljY2Wmh1TLx+OPHoescTJOqEvN8Oui0pytRAkJ8WJaHVstFoSDCMCjJhEmFzr0nPV/TnBD1JjoyLfHnH35FO9GZF6MoQLVKvZharYZWC/C8bFtrKgXP66gsC0I00RwXkowjPjyMrvjpseiMGmroBIHOsAk3/3Ub67A3wLU9c9ZwOZ7kSjcxMm8hhVKpCFmmhG2aZltjrgZRFKEoCgQhFSGV7v6W6HX3u454P0vcHkdnz3fIm/5eO8cXRaBaZaHvzjNXFECWCRoNHvk8walTw72UQWA5FVVVoaoqjh49Ct/3Ua/XUS6XsbS0BEEQAi8mm822Q8P6yMVKcZw8eRK5XA6CIEAURbz++uuoVCr4zGc+g6WlJdy8efPrAD496YAu4ACRClP7feSRRzAX0jyYVEcL6E0qJ05MY3FxBbbtoF7fhuvyWFg40hY87Gwb9hjC/w57J8wD6Mi4dP5uWW7QEOl5Hl5//TLeflvG//Q/PYd+QoGj6oatrdXxpS9dAJ1QSa9PVVMwTbPtPRyFbdP8CDPsvk+QyaRgGC503UE2mw5yDMy7YuElSRJhWS4EgWvHq30AVDxyfX0Dtu3g3LnHoGl2QLiKkgKdrGgFWmCaZiGV4uF5IkRRgeMY2NnZQbGYQaGQh2mKEAQBpmkhlUrBcZi3YYOOjqXXdPfuKjKZNI4cORqRvTcMD5Jkg+Pkdk6qE7qxbVrt02h47eodOjeDhsq4LuPUzfF0H13vhMGmpqjRoQKMnc9QlqOGL5XiIMtyWwlhCoriYWvLQKVShetST46WLcuQZT42VbJjzFlzXeca41VSUZJhiW6aUyBQVVoMoKq0+orlIDyPJa2jSXt6zh5fOHTrp0VJpJvseqkScBzV4Mrl1PYgNKokvLlZhWE4KJfLyOeVthfTu9hi0HX1SsSHXnV5qnSbDql0mjk7DyH8PaFq1vQPhsHh9OnJZxgBvftUeJ7H1NRUIMtkWRYqlQqWl5fxx3/8x7h79y4ch+ZKJ5nZBAAvv/wyZmZmgte/9Vu/hY997GP4tV/7NXAc900Avwbgn096Xwci/LW6uoq7d+9G1H73Av08FcuysLm5hqmpaUiSAlmmK+3wjHrPY/PFo0TiOMw76c63dDwWmkRMpQQ0m3q72GABrsvjlVdu4NKldfwP/8NZPPLIDMIYFv5yHA/f/vY7eO21u3BdH+m0EBhJTWvBtrV2uCsFjqOE02pZ4HkOikJDWawyStPsgAiowjBVG/Z9OjNFllOo181AsobOqFlqE6UclCFT4hDahEItKz2WAdf1oKp0FZrNUkWDY8eOYGurhnK5AUI8mKYPVVUxPV0Ex6VDK1YLhAhYX99sV2MVMDXlo1qNki7PczAMpy3NT99TVRGNRrg3gpaU5vNAq0XnjxhGp7w0bryBqNGkRNKJ88syaeeC6HbxxsY4XLcjWy9JBLVaZ0RuocDB8zJtuf9ULFk+TCE5XmHWfQ/0O0DaxEfayWe66uY4+jfWNxMOQw0ar9yrCTSqsBzdt1+oTBRTKBZFmKYEQhpQVRWuS70Ynhegqko7RJwCW4hFmze7rytMKr2qxOKg5dFcO4fEodWKzp9hx+B5Atvm23aBQFWB9jijiTFK9ZckSZifn8f8/Dz+3b/7d/jOd76DX/7lX8aP//iPw7ZtfPSjH8VP//RP4/HHH5/4Or74xS/ilVdeYS8/B+AVPKyk4nkerly5AsdxutR+9wKCIHSV6LZaNRhGDaXSDCRJQjYrB6szaqhFOI7XVuA1MTNzCM2mCSY42fFO6Dc0OovBC/5GiI9WS8POThlzc3OQZQWaRi3Ezo6GP//zt3H8eAkf+9jjQcPkoPDXzZtb+OpXr6BabQUEYNseslkJGxvrMAwbTz31ODTNbkueyGg0LDiOj5mZLCoVHb5PUCgogVwLz3dmRtDSY7qypXPW6a/XNF0oioAbN1ZQLBYxPZ3D8vJ6+3595PM0XCYIfFAxRqVvUtA0E7puo1BQYBhUvNP3/SAXkUoJcF2Cer2J1dWNdhVWHpomQRAE6HoNxeIcVDWDdJpHreYgm+WhaWJgqESRh2H48DwLuVwazWZ3hVM2S0mm1aL3PDPDoVIhgVcoiiTwFljPRbRaK1pRlE53cjUANTL5PNd+jgSb9RoaLQuyKONQLh8xZrLMBxVj9LWDrS0D5XIFruu2pfxV0IFk8QFg0fsappAcLx+mBQC01FYU6bWyDnNRJO1qOnof3Z5HPFQ2OokMGvXMkvY8T59LoaBCUeiYBMOg81BqNR+yLENRFIiiDNa/FPdM4tV9g+bTsPcYqTSbHHyfaxNm5zfNPFCWtGfHOn68OxQ3LsYtKRYEAT/4gz8IRVHwyiuvoNFo4Fvf+hZa8djsAHAch0984hPgOA6/8Au/gJ//+Z/H5uYm5ufnAQCEkHWO43Y1GHlfSeXy5cvI5XJBSe1eg4ZW6LfC931cu3YNtm3jYx97AW+8sdyWIbGgqh3BRkYqNEnKo9WykU4L7f4J+usIeyfhy2bGmuOAWq2OXE7GwsICmIx+GKmUgHfe2cLNm9t45pmj+MEfPA1R7PZU6nUDX//6Vdy4sRkYGCpFT/Mqd+8uQxRFSJIUkZ2xbTooi3kNDM2m2dZA82AYLopFWqXlOD6mphQ4jod63UImQzPThmFgbW0H8/OzEIRU4OF0tM7YytaHoqQAOPB9AtumpcJs5Z1OC0FfSz6votEw4Theuzkzj2KxAEWhYbd796potVrtyX4mPE9CKpWBbXtoNk3kchI0LQVJEtBs+u3Pl6DZtFAqpVGpRKf5hZsUqTwPD1VlwoAEikICkiCEtEml48X0C40xGEbHs1lvrWDTXIOU5uCaHjjlKPLoKCTEDS4hKeTzKeTzeaTTPup1C61WC61WKygaUBQZopjqOm+399C/fLhfLsLz6NTIVIprlywTFIv077THo7vya1RPpHOdUUIKXxedW9/t5VEl4RxUNQ9VJbAsC6apY3m51iYgFel01IsJHyY+TC38O2Ulw6IIKIoH3+/I3YebSWWZytoXCvQ7xI7PccCjj+4unwJM3qdCr4FDoVDAJz/5ybH2+2//7b/hyJEj2Nrawsc//nGcOXNmovMPwr6SylNPPTV0m3G60+Ng4S/WEzI7O4uzZ89CktZw4cK9tidjR8oJGWHwPJtq6LfLWqOduAzhxD01oD6aTQ2yLGFh4UgQEmKEw8DO6fsEb765ggsXVvHUU7MoFMz2cT1897u3cfHiKspllviWUa9bsCwP6TSwvLyKUmka09N53LmzilbLCUJSnudjaiqDSiW8r9kWchTbpMNmxpCgqZNdp67b8H0D5XIZc3PzmJrKBPfSKR11YZos9ES77mmVWAuO46FQoNLhjYYBSUoF4T1NM4Ky5laLejK0ustGs9mEJPmYmTnezvG0kEqZuH5daEun0FV8LkcAUMn7MOhMexL0qqTTXFuIMrwN634nyGQ4yLKAVosEISD6f7oPIdRYhw1WeHUcNt62Z6PirULFNDibgwCClcYqnszPIaemIQg0z8NkSOKikrIswLaV9opcRDbrQ9cJdnbK7ecmQRSpFhfrHGeIew+DEtpAtFyaeSKE0OomVtLbCZXRUCENGQ4nkX5J+/jzAqL6fL2PRbeRZRmlktwuevDaRRAVVKteu9JOaZMMH5w3ml+JVn4xL0fXhYhETNjGp9O04qte54OBXZkMgWFwOHVqd/kUYLIhXbvJMQPAkXa35uHDh/HJT34Sr776KmZnZ7G+vs4qRecBbO3mHPtKKqMM4WLbTEoquq7jjTfewJkzZzA9TftUTp+eRS4nBX0otZreni3SCYnQXAVLCDuYmgrXj3c+WDbUC6B9FbVaGaqqQJKiAnOdSrGwKGL7aO3DvfHGPWxvb+L6dR+NRisISbHEN02o05LC7W06UIt153Yq1QgymTQcx4NhWGD9OK2WHRj1RsOELNMVnmE4OH68BMNwoGk28nkZluWiXN4BzwPHji2ATkS0kMlIIETA7ds7WFig81TCciK0ZNiCLKfbPRM070OfjYNcTkGzaQRFEYLAtXXYbMhyuh0CcjA7S/tqWi0PR48eRrPp4PBhFZubFjRNayf7VShKAanUFAih55AkAZpGiwpSKR7ZrACeF7pWymGDapoEptkRRaThM/rMaS+Nj+3tFniehu4UhYNpdqYFUqn8thfUNo5c+3lw4OA5PGyHQNNomI16ADQPk8lQI+p5LGkeLv8lAFLI57PI5/Pgedqcq+s6yuUyCgUehNCKMkEQuryHwcO14orJnXvguKjcv67TSrBWi5KhqlLPLUwW4yTt4wGJ8O8NGLwvC/8JgtCeh5KDojAvxsDdu3UANIwmSTKAzjwU5n0oCgdZ7lR30bxVuLkxer5ajQfABfplqRSHRx8lQwsIRsEkQ7osyxo6CqMfdF2H7/vI5XLQdR1/8zd/g3/1r/4VfvRHfxSf+9zn8Gu/9msA8NMAvjjRCdo4MNVf/cBIZRx5FoB+Wbe2tlCtVvHhD3848kGk01QHbGmpHGxbKCioVFqBBEs8ZOW6tKeC5SkY2Iq/0WigXq/j9Onj2N6ug5DomGLatdshlXj3cioloFbTcf16Gbdvvw1R5JHJpLGwUMDx41NoNOjIXtvWUa83MDc3i3xehaZZaLUcyDKTX+fheX7b4/AiuRXmrdDmRr69AhRhWU7godRqOmq1HQhCClNTU8jnabMix1Gjvb3dAiFAo2G2Db/VnkMvodk0QGVf0qjXW+0wmBtI4TSbRqjM2EWplEWtRhP69+6toVDIQpJK7edqoFjMotFgpcYtHDmSRb2eaeeCCGo1Da57BxwnQRBymJ0tgBDale84fjvnwwcLBoDmNMJGMJOhIpSUXIBcDm2Jd0oemrYNnk9jaqoYhMboip0do5Nrk4Q0JOTRcDTIggybtKAIRaQFSvyKwnpMaAhIkgA61oS0FzBcOzdD2g2ZVJgRAFSVh++r7bkeBLLsYHOT9gr5vg/LkkEVhdPtBHznu9UrJxJ+zQwkvafuMDQzyK4LNBqdoV2yzEGS6IyZVosS5rCkfTyE5zidAgFBID0KAEJ7ct37Mi9makqGYdAudVYEUal4SKfTbVkdFfm8gEaDEgNDKhXVIWPPTZaBVotvz88haLU45HKUrM+d233oC+juzxkFmqaN1CDZC5ubm0G4zHVd/MRP/AR++Id/GC+88AI+/elP4w/+4A8A4OMAPjXRCdo48KQiiuLAQV29wGa6+76PUqnUk9kfeeQwtraacBwfhkGnD1I5FtobQUUa3dAxfRiGC0VJRarBaNVTFa2WjSNHaK8LDdl5kf0BasjZlzZcvuy6Hm7fruHmzW3ouo18XmkTiIdyuYXV1TqKRQWE6JGGRpZDoY1vVHix0TAigo2ULKix0HU7JMVioVikJJlK0cR+udzAxsYmjhw5BEGgqzwmby+KAioVSgqbmyQoZeY4WqqqaSZyORk8z6FabbUJ2AwaEsNeUj5Ph3FVKhoUJYWVlXvtJrBsuxLPgSSl0GoZSKWkgATqdQ2FQga+r6LZ9IOyS0J8CIKPlZUKbNuBLEtQVRWzs3nUah5SKR+ZjABN65bGjxs5juNRrxP4vod6faM9VXIqtIKlRoaGyfx2wyT9HqRSwHHl/8/enwdbfl33fejnN4/nnDv33AC6QYAACBIDodnUU2RJebJEu8TyUHFChZalONJTWJaVsiVZjqqSyFOYp9hOJbFT9WxRJelFeYkli7QteSrTskUNBBpTA2g00Oj5jmf+zcP7Y+39O/c2uhuNbpAEVdpVKODi3nPO70x77bW+04Ncqa+SlAlHlpZZsU4sOpcb9o8bXXElYXLRcYJ0BrbddqFW0nEY2LbbZbA3TUNZZsoKRN4vxwmVBsR6WxG5nR3+jcaKomW6ERORn7NsYRxpGHKtvi/vd5rqruzG57z/OqRL0M9V6NW3Lkg35sbciM2kqRxCRS8kXYxl5ZTlnLfemiGaJ7GQ0V3MfnGpFjp6nhSrNDXUe6CtZWBtreX++9+bonI3617U9KdOneLMmTNv+/+rq6v8y3/5L/WP3373Vyfrq04pfqd1pzn1eiVJwpkzZzhx4gSrq6ucPXv2pn/3yCPH+Lf/9iye55Gm8uEX/yYpHEkiAjq9IWdZpWzb664jKIqSzc1N1tYG9PvL0G0e8kW5EUc5KPCS321tTbh0aUhV1Wgn3LqWSGN9PeNxwuXLWziOx7FjDqdONR2JIIpkVn/tWtkVmfk8J459ZjPJMJHuIFO6FelWBoOA3d20O8Fvb4/Y3d1hY2MDy/K6vzNNE89zGA7nSJHJcV1TvdZFVzxcV8ZpmuE2mSw8w7KspNfzmU5TZSdfKWfenEuXLnPqlOhPpLMplGux7qhaPM/vslSgBjJM0+nAVTmthjz0kMd4bJCmOWma8Oabl6kquxOXbWz45PliM7dtDgggxSpf7PQ3N7dYWVnGMCKaRhhSltUwn+vRqEEQmGoja5VWCMrS4mTvBG0LS0um6kRkHVSot2TZ4vMQBMYBhpltyxhOF8Eoks1cwGUZxUSRbN6+b5FlIZ4nJ1jPK9jaSrtclI0Nj7pe5KLcSrgomo2DRUR8yvYXlZsTADR1WdJCF27MliVWKvK6NwdGTRrXWLgHHLyu2zkA3I75JRThFtc1KQphlEl31ZAkCTs7E5KkxHVdbLvuAHPfl+LRtgevxbalo4yilscfv3cs5eA1v7v1frdoga+BTuXdFJXt7W1ee+01PvShDzEYDCiK4pa37fcDNjYGB5x207QkjgNlhW0o+qtDnssm6HkCcAeBS55nXbTw2tpqB2LXdaOsy1u0h9ZipLZ4/Ok046239tjeFl+NKHK7L14UmUo7UXcCsTCMAZPNzSnzeUFdNxw9OuD06VXm86pzENZrPxMsTct9wric5eWA4TAlTSvi2GE8HjObTfnAB+4nSWTnm88LwtCmbXXnETCZZN0XXZ8uhXEVMpnkzGZVZ4Mvj1t1QsrZLGd1NVJpkgZVlbO7u8Phw4coS+j3PabTXNncp7iuTZ7XSheUdsrryaSibUuiyCfLJGpYRnwNkBGGNp7nc+hQj8lECoRsJLvK9ThkYyPGsgJ83z5ADY4ik52djO3tHdbX11hbC7qNfjaThMe6FvDasoQ9lqYN2gxU/t10QL8ek0m+u2gg9MEjDI3bWqrc6FmlN9CqEj2Fvq10CLLJNo2c1j3PYzBwGQwGqptMGY0kF8V1XbIswHGki3Gcg5u1KN8XPy9U+4vH279ulowpnw/2uTHL/9NFxrL0xt0eGH/djgAgws/Fz7ozMQwZVWm7mjxH6ZDeztAUU9CYouixvNxSFCWj0ZytrS31PnlAD9MM0MMN3U3VtYHrttwBt+jLuubz+V2Pv75S631fVG50Gr7ZatuWN954g729PZ555pkOvH6ngvTYY8f51/9arOfFpl3+fj9l2HGszgPMdaWobG3t0jQJhw8ffhvWo+nIelPfX1R0V3D58pALF/YUBVeWJiJIIbIVRXZO21ZEUY+2NdTjV1RVhWGYvPHGLufP77C+HpOmKRsbCSsrIfN5QZLkqjvIKYqKpaWA+bzAde2OsWYYBjs7I0zT4ejRoyRJpTb1AseRMLPhUAqE3NYiy2pms5x+f0bTOKyt9ZnPF9/+6TRXBSilrhscx8bzbCzLYHc3IY59Ll/eJEkSTp++jyyrFZOsYHlZcC153VAFSSIFgqCmbRfWOfN5huvKayPgvKwkqbCsmjAUgNVxHAaDAUeOLDObQZalbG7OSNNtVlZcHCfGNCNs22Y2m7OzM+Lw4UM4jnMTUHkBXoNgJLZtKiGhmFBqc0u59lZ1MS1h2HaeZuod77AY+dwcHAtlmdH5jYWhcUB1v3+jF2NDY19xlMNFv2+ojd2krqMuF8UwcobDjOFQCD5rax5NEyk35kV09P7nvH/djgBgWTfrcha/dxzzwHUOBgKAa2sUyZgxVLeweB6g0zAX1GH5fEgRS1P5nS46kkh582te6FUMPM+lrl2OHDmC5wmxZW9vTp7vMZlYmGbM0aM+k4lLGLbcd5+IHt+Ldbcsrve77xd8jYy/boeplGXJCy+8QBRFPP300wdYYu+kUP/gB4/yG7/xPIOBnMKDwFFhUAv3wBupxDs7O1RVxQc+cJ8C6Bc5IYAKv1rYrTjO4nqm04wzZ64wn+dqDl53wHqWlR3NuCgqyjKjqir6/Z7qemSGb9umMq6su8dIkoKrV+fMZhc5dCgmjj3W1yNV4ORLKNRhcQMGoa9eujTEsiwefvgk4/Gi04pjlzStSNPsAEXZ912yDI4fP0aaZth2yssvb+H7PuvrSzSNOA4LDiMKftu2MAwUiA9vvXUFx7E4cuQIaSpiP63qHw6T7vHKssJxWoLAVSy+HCjo9eJOm1JVDWWZEschk8liAB/HLsNhThTZ1LVNlhkYholptt0oLI5N9vZKJRy7RlWVzOdi9GfbtlLRLz4rpnnQ/8vzFoaU06mMopJEW7TIqVaSHrXWRXcxmo7dKqHpzbuY3d3F9+Pt2SwHP8cHs99lVKM/GzrxUGxRwLZ92tZjaUm6GNtO2NyUjHrLsomiBtteUPhv/OoddG5+uyvy/tfoRjfmG+nfC61MS9vKqFA/3sL6Rm7T7xsHRolxvMB25DoWv7sRi9l/zfu3HM9rAZNeD2UZ5LK21sNxWubzCsuaceXKmPncYH3d4eGHbZqmd1dM1BvXH9SALvga6FRu123oeOEb/cL0eqeiFcc+jzxyjCtXhuqx5MMymaRdt6I7jrquuXTpMpZls7a2RtsKvjAY+PvSJPV832E8XrCDADY3J7z++jZV1eD7YjQpc2RhhGnbFWgZjyesrsbYtteN3eq6Qee1ZFlFWTZdF1RVjbreluvXp3heyvnzu/T7Hg88sMr6esx8XhDHPmlaURQF29s7RFFI23IgP0Vbv+hCWZa1YltJzkq/LxYtR4+ukmUVYbhMkqTs7k6wrIo0rZWWpNc5QoNBHPu89tqbhGHIysoKlmVQFDWmKadtITUYHZNMCkutcIpGjVBaptMpg0HMZNIShh6zWUWaTun1AuZzF993uo5gPq8wjIrVVZ/R6OCG1jQmruviOA57ezW+b9Hv96mqCdev7zAYeDRNjyDwFfh7cFO7UbF+Y357GAoeIhY5chrv9yVzRcR3jRoDafFlozoXMM2Dm82N5pV705S3Rleom5ojgxUGLATQbZtRVU63Ydm2wXi8GJ/1+ygvMCgKC8taZNRPJhOybMZstgkYhKFPWYYqSvjtz9n3D1rU31j83l5EDv5eF0Pdeex/nq57+wjh/YVUrmPxu/3nyBsxoIOxxQ1x3DCdGge6myAQq6L5fIWNjRUsq+bIkTFZdo3f+71XCYKA1dVVVldXO5zq3a4/LCpfxXWronI38cI3W089dT9vvLFFr+d3XU1dixEjSOeR5zlbW5scP34Yw5AvmO6exmPZaKsq70YF4oUl91UUFWfPXmdnRz71Yl5Xd75NmpIsp/WSpmmI4xDb9jqLGdOUk3aWVV040dvXQSaYbMA5b765y/PPXyWKpHsZDGxGoyGHDx8mCGy2tkadT5nn2YzHqVIsO6RpSZ5XxLHbYUaSyugxHss3tdeTwuf7Yndz6JDB7u6I8XiXnZ1NTNPBdT0uXRpy332HaRpbFVYP17U6tf/C+FKIBv2+R9sa6noMer2Q6VRej8lkxtJSj/F4/9gtJQhKHGegTv2o10Ozk0r6fZvZzCAMJRSraRq2t7fxPIfB4KiixMaEYYvnFUynCZubQ8Aky0JMM1JjsYOqcMPghjHPgmXWNHIN4/HiPRoM5DNiWZJZYtttxyhrmlYlXVZK9NuoQCtFSnAznr3wAgCWYfHa5Cr3+R9iI9ygbVtee+08J0482G1Yb1e3L3zKDEM2bz1ialuHug5YXxdqbtsm7O2NKUux8t/Y8GmasDupv9OeeGMRuZWeRVvSHJwI3RpjupVh5eJx9v/twfdKFyo9tU4Sl17voGuCbcN4LCwwyxJW33d+54DBYEDbtiSJWPm//PLLVFXF8vIyq6urDAaDO+5i7lZ7N5vN3tepj/A1MP6ybftAGmLTNJw7d475fP6u44Vvtk6eXOvGX2kqp2VoqeuaILDZ3R0ymYw5fPgwtu1RVY3SAWhnX9FsLC+HDIdyKrcsGX9NpxkvvniFvT3ZcTzP7sZerut0YL7n2Uync8oyx/McHMehqmp831FU5pJ+3+86FN+3qapS3Y/ePJoOcxHVvAggZzPBUWazjJ2dMY7TEoYxVTVjMLAxjLYTvGmdgg7lEmdfMYrs9TyyrFaMmqYD/vdjKCIWtDl8eI3ZrKBpGuo65fLlTSzL4vr1IevrA6IoJE1lNKbzW8bjtLsfbZXjOLZ6zwVf6vcjZrOSMPQZDme4roNthyQJipFnMx5P6PdD5nOHupaoAd01TiYljmMoO5ya69e3iOOY48eXDwD2YWiSJD6u63P8OESRXN/u7i5ZVrO87JEkMb7vq/Cyg6B7ENzeG6ssF6wuee0NPE82MdNsuXp1B8NoCYIA32/3dQMGSbVH3db0XXGoNZ2Ga7NrbIQbbG1tsbMz4siRSlHbD57oxf9r8XMQyHXozd6yxP9LsA4bx+lj2z3FZCzI8znb21PVfe23SZF1IxV5/2PdWAj2e3Fp1uP+Anhj+NiNhWL/2G1/AbpxFHZw3KXDt8R+RTP55D1ZXOdsZlLXBv1+w3Ta8swzdIp6iYOQuOmTJ09SVRWj0YitrS3OnTuH7/usrq6ysrLytryk/etuhI8g7NZjx46969t9JdfXVKdSFAVnzpxhZWWFJ5988q4oeTcuwzD4hm/4AP/yX75IFHlUlYDGIoArqKo5p08/QJYJw0pveHAwZriqdHJihmGYbG3NGY/n2LbZsVtEVS+nE8FT5MswHk/ViWeJ4XDUCSXzvL6pWFJGYYZyl138f91phaHLbJbTNHIalxl+qtS0A9rWUGSBijA0OH7cJgxd1tfjTsciKY0u43GODjHyPKvDZDTlGOgwFN15ta3GVqZMJhMee+wDzOclZVlQVSWXL19Ro7OQ5eW+0iLVTCYpKysR43GqimnRhakBJEmmHrdQn4eSspzQ68UYRshkIu/LZJJg2yarqz12dw8K+oLAYns7ZWdnkxMn1rHt6G3alf3uv/KSOpimw8ZGH9+Htk3Z2Zlz9eoulmVT1yFtG3WGqPs3PKEpLx7fdQ9qZaJIRkh1LSf5NN0kyxwOHVrD903CsMVxpHvJc2FAtU1L0zaYBhSZiYlBnue89dYFqmrh8qCLxuK5Hyx2NzuPFYXRFeHBQHcxBmnqY9u+EguKTcq1a3tkWY3ve8TxQcv6G0H6t2tl9nciC8dovW4H+L+9M7n1KGx/oQoCKUjTqdEVGE1lTlPBnYJAuhQQZtrGRsNHP3rrfca2ZRwuI3H5nu3u7vLqq69SlqUyYZXArf2dyd2Ov5Ik+cNO5V6XLirj8ZgXX3yRhx56iPX19Tu+/Z14hz366DG+9KU3uX59gue5zGY1Fy68RV03PPTQcRxnUTw8b1FU9qcpGoZ0LFHk8fzzl7lyZUoUxZSlUJCzrKSuW+JYU5QFQ9nbm2FZFqury0CLZYk+JUkKhKEilNyyrPf9d9OxtPR/g8ymJS2xpK6FDi2eXDOCwMU0nW7EIuCxSZ5XXLo07EgDJ08u43k2y8uBMlvUlis1vm+jdTvjcabow3lHnU7TUoHnNXk+Yz6fc+TIEZKkZmkppKo85vNcgaGijbl2bRvDqAlDn6WlAbu7M4X9FDRNy3gsjDFRoVcMh3PlI+aQprUq2BVVNcH3o268YZoG43FBENSYps98buJ5Bjs7GZubosepa1eppFvqWoD2MDyIEzjOYpMSHzCo64A4DlhaMnCcnNksZTLZJElapeyO8X0RwcaxeSDW2PeNG4qO/LtpGjY3N1lZCVhdXVLMrYayFHYXWPR64LfrXE3fIs2HWIZJkhh8cOV+zp17nbYtFBusUtd+++/GjVPlsjyo8J7PjS5S2LLkd7qLiaKYLIvV2Danbedcu7awrPf9ENletJboYOHeH1Us97HQhtzM6mV/UbnRSuVWxpmmKeMucWIWwsJ0qu11xB1A9Eby+PtpzSsrDbNZw7d+6zu/jnpJ6qUQQU6cOEFd14xGI3Z2dnj99dfxPK/rYu62qPwh++sd1p2OvyaTCaPRiCeffPJdc7Qty3rHomKaJh/5yEkuXTqDbZdKf7JCnjeMxwmHDi3v+9ubX7Omxf7+71+kKKoDrLH9NE1N563rhp2dqXKgdRUuIXhDUVTdWET/vdi+HPwi6pXnJa5rKXuWthsbpWmugL0Qw7BwHFuJLFECz1qNmXSGTMPly2OgpaoalpdDHnhghSBwMAyT2azu9CogNGPfd3BdS/mJ2RgGbG5uYds2Dz10f8eqy7IK35cvkYwATY4cWWc+z5RVTMZoNGE8nmHbNisrfYIgpK4XSZq2bShVeYlhVAwGIW3rMJnIrmIYOYNBn/ncwTRdiqJRr1+pdEANW1szjhw5jG3b+L7JeLwwjxTrfZuqWnQbQXAQoI+ixUm+qlqiyMOyPFZWllhdbXCchPF4wu5uRtt6NE1I24bdBnLjBpgkYvOuRbSet9gwbqQS27ZBMvF5OHqGLWMLL8pYOrRGNkqZTofKr0xGVfLvg5/RG1lQN4Z0iZrd6J73/t8vkjE1G0uuxzQNylLMHH1/YVm/u7vTWdaHoQSSLTrGg35bltVQ12ZXVHz/YFG5kX27f6zmebcemwnlG5LE6DCS/WthD2N0OFnbQr/fUJbw4IPwwAN3Pw2Rw+Jq5zmouxg9vncch93dXZaWlu64wPwhUH+Pq2ka3njjDdI05Y/8kT9yV5VdU5LfKavlsceO83/9X7/NpUvbHDlyFNt2KIoMaEmSRZrh/g/4/o398uURL798nbKsu25A4wVFIQaHoiiuMYy2A9yWl8XSXQqJnOzERl4KTVk2eJ4UG+k+pFup67bDaATLMFThgTC0mE4TkiRlZWWAZVnoADLBW5yOwty2UugWo7y2K2SzWc6ZM1ewbYsgcFlbi7oxX5IUXSHU3cp0mjGd7hIEAf1+n8lEBI/DYaIU9FWHmzSNjLdWViJGo4S2tVlaWuXQoQ1GoxlJIpuz51ns7VlEkeS9y+1zVXBL2lYLLBt1DTOiyFfEBlu9T8Js2tpKOX36GK5rKdW3deA99DxT2ebLhn6j061lHVTgm+bBnBXLMqmqHkHQw/dbDKMgTecUxTXaFqIoJM9jXFe6vziG3d1SdSirbGwECtBfPN7+pQ8Vnu1xon8C15VohBdeOKs8qkw8r8b3a8KwJklkbGmaJr5/kLklBetgB6XZZ/D2wKu3n8kOdnSua9DrGRiGQ1U5NE2PMIQsy0jThDfe2MM0JT54eTmgqpx9t73RA+sgSH87k8kbX6M8p4s1ME2D0cjobre/kKWpoQgC4vFVFAZxLN/vogDbrvjWb10QJN6LFQQBx48f5/jx41y7dk35k+3xxhtv4DhO18WEYXjLA3eSJH9YVN5paebTjUvb1a+urlJV1V0VFLgzRb4WTwZBw/LyOuvrA4bDpEs0zPOSOBYh4X4/r7IUzOPNN3e4elWOs54nWIiYD8q4SD4f8kVJkrkKY4pxHBvTNDpxpXYhljGLUIah6QqVWJPX+xheUhAWIy2AltFoQlEU9Ho96rolDAXAr+tGndjrrhA1Ta0eu+w0JSLWEw8uPdaq65bhMOH117dZXY3Y2BCAezRKiSKX4XDG1tYWq6urHDq0zGSSKj+xRGFNskNNJjn9fsh0mtLr+QyHCb2e34kl07RlbW1AVcVUVUOW5VhWw+bmHltb2/i+x5Eja9i217khyFgmJk0lTXA6zYGcIPCwrJidnTmTicHhw4fJ84Y8T1haCmiahqKQoDJRx8trv5ftcXE8Z3UpIGjWCQNLMYE4kDzZ65n7qOOiyNc/G4ZBv+8BHkGwotg+c3Z2hpimZPi0rc329oz19UN4nnvDJt4q1pcs6SQWvw8CmM9rXnnlVepaIpPb1qIsG6bTBtf1FKmjVWSMuvOyullGjP7c6U30nUSP+7sFw5Diqv/GceS/49hgaSnEMAKSBBV1kDIa7TCZtASBTxCEXaeo10El/Y3xAAeLSl3L4weBobRDRodhxbFx09tJTgqEYUOeS0GR65aEUNuueOIJWF6+dz3KrZbEN/Q4ruIjsyxjd3e3O0QPBoMOi9l/IL6XfPqv1PqqF5Wbrd3dXV555RUeffRRer0eX/rSl+76vvT461arLEuef/55+v0+/+V/+cf54R/+/7C21lcbujCh9Glen7INQ8D369fHnDu3rcD09oAbrjDEZMYtc9+KLBNH3l4vxvNc8rwkyxZWJkVRd4WoaWR0cNAipuo6De0CIDYyEtpl2ybj8QzDgOXlQecvJqJJ2UUketdRsbp19/rok5FhaDv6cl8Ql5he6m5oZ2fObJbz+uvb9HoBvZ6F79dsbGzgumJqubbWY2dHKFFiIhl0hSVJClZWwi4nZjLJFCA/30fLNsmyQglJTR544CRFUQI1m5t75HlKFImQLwxD8jzDcawDY875PCNJrmFZMadO3cdsJs+x33cZjQDEvqbXM7Ftj9EILk0ucXV2lTiGa5ctVoMppzlN2xpI7r1BGBoYRnNDfvzBLkZ+Xvw+CCzKss/6el8dVEa89dYEy7KYTvfwvADTjAlDhyxr3qaLuRFkd12DF1+8wFTRzhYHFxQdGeUebHSP7/sNnocS29Y0jdm971Jw2u7Ash/gt6yDo7IbuwUhBCx+9n2YTvXorqXfl7/3fYfBwCEIBuR5w3yeMpnMmc8T1clFyn7H2XdfB0eAuoDYtnRPejyaJFIotZ/ajTTv/cvz5J+rV0WoChJLkCQGdV3heTUf+9i9sUrfaYlzx+L75fsS6Hfs2DGapmE8HrO7u8ubb76JbdtMp1PiOL4rSvGlS5f45Cc/yfXr1zFNkx/6oR/i05/+ND/zMz/DP/gH/6DDqH/2Z3+W7/7u777n5/a+Kipt2/LWW2+xubnJ008/je/7aqRz54aSN67bKfKn0ykvvPACp0+f5tChQwA888xpfud3zvOhD51UXYEG5S2m07TbxM+evd5RiLX40DDMjuabpuwrBiVpmuD7LkEQEkUeeV513ceNueR6FUXZdXJFIUaXZSnqe00lFvxGNtK9vTFh6GFZjroOKUQSONZ0HZH8vczPJfnSBEwFLLuMRll33/paRcsizxFErxKGDleu7FIUBYNBnwceCIiiimPHltnZmR0oJFI4AqXFgd3dVBUS2Y2EUhwBTXebMHSp64Y8L0nTXGliHFZWloFl1TVWpOmI7e1NPC9Q4soBbWuzubmHacYEQcRstoPnuYThgPF44Vot4yGb4bCmNSuGXODQ8oAy97A8g910j2O9Y8R2RJ7LeHE6bQnihq1hguearPajLnI4yxraVrJSDhaFxUY8m82o6xknThxHR15XVcKbb+5S15USXIb0egHa8Xf/6MowWi5c2OHKlavqZyEQaEv3ui4PFIXFKMvsgsuqyiSOF2aY02nbUcmj6GBBFJ+yW5MNbpwsv93eRgqW+JZJIcgyE4jo90PStKHf71HXBUmyRZ63hGFAGEZ4nk/TmDSNYFhFYXbFIgjoui953P0sv4Pqfn0b2xYn6tHIUBMBC89r6fdb9vZaptOSH/3Ru5uKvJslrug3F06apsny8nLnwp3nOf/8n/9zPvOZz/Diiy/yUz/1U3zv934v3/7t306/33/Hx7Jtm8985jM89dRTTKdTnn76ab7jO74DgL/4F/8iP/7jP/7ePTHeB0VFb5pVVfHiiy/iui7PPPNMd+K81XjsTtetOpXNzU3Onz/Phz/84QMzyk984hn+xb94gS984SyDgcfGxjKGIT5Q169PmM1ydnZm5HmN5znqC9N0GzvI6GAR/ZurJEjZ8ATYrLtNv2naA1gJiMdXXQueItG/Fa5r4ziaFbbfK0yDxhWeJ+MEzeSSMChbpTg2HV1Y358EZ/WxbTnVF4XMv4PAo2nEO2th9ifXKcmOgjXt7IxwHJNer0fTtFy5MsI04dVXt1hfj9nY6HH06KArElXV4nmOKiTCIItjwWccx1SRAm2Xv6KDxZaWIrIs74SScewrDMqg3+8xmfgcPeqzszNhOp2ys7ON5xn0esusrIT7NhST8XiOYUhBKwrJPNc4Rlm25HObdmCDAWFckVsFca89gD+09pwvnHuFqpGx5H3pIY5FD9C2YvGvv+dxLGOi/bb2o9GYuk5YXT3WFWhhBA44cmRhAHntWkKa7uI4DmtrAa4b0evZatQ045VXXu+uRwR+C0NRy6oPjK9u7HKkKCwyV/p9E9suadsJS0urGEZN0xgHutfbrRu/Xgcz6VtuFIbuJwwEganwRxfPC+j3l5QDQMbOTsLu7g5VJfn0vV6oitHiee+/74OPc7DApKmhLGtMRRkG160pS6ESz+cNFy/m/OAPWsTxl7+ovJs0W8/z+PjHP87HP/5xvuVbvoXv//7v5zd/8zf5m3/zb/LDP/zDfPKTn7zt7Y8cOdJl0Pd6PR555BGuXLlyz8/hVuurXlRA5oTPP/88J0+efM+FPTdiKm3b8vrrrzOZTG4qnjxxYo0nn7yfs2evcv36iPE4p6oMoshXGg2DMPRo21oFUAmdVzoJF9DOuqKrSdOM1dUBrisKdde1uy+/FJ+Fj5VmfBVFheM4SiBlKs1KCSzA/yTJcV2H+TwlTVPi2ANsyrLC8xyVCV9gmvvTJo3uNSiKWr02DUHg4Tia9lyRpnmX99I0gXqNDDXSKxUVeoRt23heqEgItRpDlHiexeXLI3Z25rz22hanTq1y+HCPJCloW+j1QubzVLkmFywtyZgvTXXBNLouJ449JpOEMHRxnJayrJjNMlzXZnk5VCA/zGZC5x4MfK5e3cTzYtI05/XXX8b3XZaXDzGZrGKaLobRMB7PiGPBmfp9lzS1aVuHY2vLXN6e4ds+oyRnuTegKSKiyFQK+Ibfv3oeA5OeG9LScjW9RGyt0/d63dhpcbI3WFqSE/rOzja23XLixCFms4Obo+5ETNOk14swjFCdpAuaZs7ly+Kka9s2ly69jk6PlPd1YXcCqM/KYu2n78rPB78jSVJz+fIWq6vrNI1PVbXEcYtpCoMsSerOGcAwDo66bvREe3vROLjx+/5Bs0fbbruDi3zexFAyDAOiKMAwVsnzShE3rjOfS7JjEAQd1Rzebsey/zl6nhSZycSg318UH9dtOrLGuXMFTzxh8PTTX5kt8V7y6T/2sY/xrd/6rfx3/91/964P3BcuXODZZ5/l67/+6/mt3/ot/t7f+3v8/M//PB/96Ef5zGc+03VH97K+fEjUHa6trS2ee+45HnvssS+LUnR/USnLki996Uu0bctTTz11SzX+n/2z36zU4G0nVtSCSMFOBHeQL/nCXXhBN26VVqOg3+8pKm/TjbFMU6u6W2WzL3NuwVNkbOa6FrZtdidyvfRjiDV+Rp5n9Hq9bkPRo62qqjvGlQbg9WhOcCL9PMQ/LMtKZR1iK1HigDCMkGz0GUkyYzqdk+cFOzt79Hohvh8oVlxzQLMjXZx0YbNZzquvbvOFL7zJK69cZ3d3znic4fsetm12yZJF0ahNQivoC5aXY2W+2XZizn4/VEW9YW9vpu7DR2iqKZcuXWZlZYVjx1bZ2Fjj2LFjnDx5lPl8xHD4MqPRWSaTTUyzZTZzSZKKySShLCesrLQ8tPow960ewbEcjg42eHjpMdrGZD6XcZZl2UyzgkHfJoxrev2KMnMpGymIccyBUVEYGgyHLefPb5EkDuvrh0gSmzA0GQyk4CyyYjQesVDb93oerrvM0aNHWF9f59KlN9jenrC7O2Jvb06aFqSpfi81CL3YUW80ebzxZ8MoePPN66yvr6vN2iTPTbLMIklsbNvGMORao6glCOoDo9sgMA50KkFw0G5FOy0vHu9g11OWi7+/keYchgZNs3CaPnHiGIcPH8bzPGazGa+/fpmtrS1msxm2vTg4CgYkBW8wMChLk8nkIAFBRKiCwbz2WkYYNvzAD3zlzth3U1RuVkDejQB8NpvxiU98gp/7uZ9TGPJ/yfnz53nuuec4cuQIf+kv/aV3dT23Wl/1TqWu6wN29e/10kXlncwn968PfvAYjz12nP/wHxImkxlBEKvRT8h0mjGfZ7StqZhRBRqfmM8LJYKcUdcNR46sUVViszIYBB2tV9T1Au6HoQj9qkozu4xuFLRfoOg4lqIYy9hsOBzjOCKaLIqKPG/o9x2qSlN3fWU7IydZy5JuQo++tEX7/vGinqnrvxV9irDFmqahaUrm8xlt2zKfZ4Shj23bFEWjipeJtp7J85pez1XOBDo6wOLll6/hODaHDsU89NBGp5up64bZTBT00oWZDIdzbNui13OZTtOu4xLhqNM9H9nkUpIkYW1tA0lvnGNZJqurIUlS0ev16fV0QmPOaPQ6ZelRVSt4Xp8jRzYYDuXrcNg/xqkVU5EpIE0bpV8Q8LzvLLM7GrHSD8gyC8PIWR1ELIViZ29ZgpOZphAcrl3bJIoiBoO+ckJoO8wjjk2lLZJoXt+X90CyWDQVVp7zq6++Sl2XHVArdPKc+TwDDIoiVPG+pYr6FQxBDDkXSvdFcmNGmm5y6NCR7vvneQc7Dc8zyDIpqm0roHscN1hWq7qBqgP8b56JcpAevB8bkqCyhV7k7bqcg/dVlpooEbK2JvY8RSFO01euXCdJpItZXw+IopAsk65KrgE15pXiaNsG16/D7m5NVcFP/qR7wFH8y73utlPRr/O7XWVZ8olPfII/+2f/LN/3fd8H0OHIAD/4gz/I93zP97zr+73Z+qoXlaNHj74jEH8nqvhbLdM0GY1GXLx48V2ZT37/93+MZ589T56L79ZwmLKw7mjp9Vxms1J9yD2SpKCqKuo6VzkN0o2kqfT6kmuvacW5YorROR2nqfby0mMyE8+z9n1JDbWxtwyHI2zbodeLFO5iq0z1As9zu8IieExNUdT0+56iJqMKh1CZRS/hdZYwQgAwusdcUJlL8jxjfX2FLJNMl6oqmc0K0rTCcVxc1yEMxTZfuq+D1NQsq7p8nK2tGZubM8LQ4dSpVYLARtI0azzP7ajOVVUzndb0eiG23SpyhKw4Dqiqir29HebzgrW1VXzf7fApwzDY3RV2VBiK27BpWgrLCRWrbwfbTrh6dUiWLeE4A0UYGDAcmuozZLG8LM8nCBpOLT3A+cmrjNIpTeXw4NLDUERU7kJ97/vgujkXLlxjY2MF247o9zngMdbrLbqSshTjwp0dQz2mobCZliCAF154nel0dIDa6/suZSlKex3tPJmkVNWcixe36PUiokjA/jg2MIwFKSRJEvb29jh58hhNs9gG9m/6N/5sGJJZkueyGQptviWKWlVkGpJEbOxB258s7ksXSL0WaZdahHjgoQ+MyRznYFKmxkxc11Uj6GXW1mraNmM2m/DWWyNc12Vjw6euY0zT7LJQZjMD1224cqWiqiz+i/8i4MSJr+xWeDf72d1iy23b8gM/8AM88sgj/NiP/Vj3/69du9ZhLf/3//1/86H3KIHsq15U7mTpbuNu3oSdnR0mkwnf8A3f8K66oQcfPMxjjx3mi1+8SJrmShxY7AvK0lHDQtnVCYOrq8Ir394ediMlAeY1dbhEm0hqy3wtNtSdjz6J6I6jKGqFWYj1exgGxLFEpAr1ecHcEfBXhJLyGRQVtO52LEtwEd931EhOHl80K4K1DAa+UhiXSr9QUhQFcSxjNsl08TorGMcpOvV+liU4joPruqSpYCjaVl8IGY0iKDRKnJbypS9dJopcjh7tMRgEhKGIAwcD6Qxt21TmmBWDQcRsllHXNXlesrl5jTiOOXFijSwryPOycxTQkQFlWVEUJZ5nKE8zn6aRItfrrar7bej1djDNMVkWc+HCNoaxRBhGbGxEDIcW2p+qFzp8w8pTlHVJUxnkuRSA/cLFpsl56aVt1tYOY9s+YSjv0WAgtHPR4CxO8aIP2n97wQVms5ZXXnmF8XiE49Cp5stSxJqaNm6aJnFsq/e/VW7Kcy5e3FM5KSEbGyFZZlMUM8pyyCOPHGU+X3ynBNBeXINkmrS3/DkMzW5c1bZi959lDUEgzsu23TKfm0pLYiiCwOL+D/p/vV2fcvBazAOmnfpvg0D+yTKTJLEAh16vr3QpBXk+Y3d3E9NsqGufuu7T79ucP18ymTT8R/+RyR/9o1/5bfBuOpU0TW9rUnmr9Vu/9Vt89rOf5fHHH+eJJ54AhD78S7/0Szz33HMYhsH999/P//a//W/v+r5vtr4mioo+3b4bR+Kqqnj++ecxDBG93c147U/+yW/ghReuUdctjVkwmif0ggiwulN9nlfM53PqumJpaUAYeko1L180XQjruuk8t/TmqkF3UWLXnVal33dpW6vDRcSoUTqF5eW+Ak1lI0lTOfo5jsZNBKjXmhbdrUjcbaNGRdIB6AJZFLXCbxZaFP1ln83meJ7N0lJPjeiqLj1SQOkGwzCJohCdCSNf5lw5EduUpUMYeh2WpLuIft/taM5V1XD5sj5hWhw+3KMo4i6xcDyeq39nWJZJv+9w7twbRFEf1w3JsoooCvA8k93d2b6iaLCyElPXKCflluk0wfMc5TIs7KskKQmCiLpeAsD1Gq5NXmYnn3LhXI9V+xSBt0a/L7HG47EJyKYwGDRUlcFgIDhcksy5cGGHQ4cO4boupqm9xRYdYK9nKowIBKdrGA4Xn71+H0ajmldeeYWdnR3C0NqHhRgK4DbwfemghG7b7vu9xdLSEr5Pd+C5fn2T8Vg+m2KAKNcfx9Il7I8thpuNwg7+vN+TyzAMXNckTXU3I2C/Tr/0vFZ1XxLNW9cH0y5v7GoWXczBxxeXabHVlxAwHTUgr20U0YlGo8ilqlY5fbrFMBo2N3OSZMwrr6Ts7Xncd9+cT37yqyMkvJuicre299/yLd9y0y7nvdCk3Gx91YvKe5H+eOOaz+ecOXOGBx54ANd12d7evqtre+CBDU6fXuE/vPgar22/gWGZGEODh1Y+yIq1RttWysPH4tChFSaTXKnPpbXV3YxtW5Rlpcwi7W6zky+ysLSkABkKg6hVByBdTtNU5HlGHMf0egFpWpJl5YE4YrHYkJm2puZqI8gwdJTeozowGpIPtqlICU1nl59lFUVRkaYJtm0TRWLPYlkGjVHzxs5FijbHNT2OmIcxGqvrmqSg1TiORRzH5Ll0MaNRprAcG9MUkaIIP4WurUWgRdHQ0vLs2Tex3mhZ7ff4wMnjHD3aQ48OHQdefvlNDh3aYG1twGy22I329hJ831NU6owoktGlJlWEoY9pWsxmjWJJSbfY60WAg+NUgMVrWxfZrK9BtkLZjMg4y6ODB5nPG4ZDC9ddwrIGbGy4jMd6czApyym7uxNOnDhJGFqYpoyl9ivv94/BikL8xCYTC9vWeevyHrz44ouMRmMM4+0MLsvSPmjys4j4WiVuBNet9mWHOBw+3Ofq1QbXzen1euT5jFde2cVxPJWE6Ss/NMFRyrImSfZPBg4WHHh7iNZ+kN00ZUym2V1lKfiJPiT5PuS5MOocR+fLG50djOMYhKFoXCRzXrCRPBdsa3/Xsl+rst9zT99+OpUiHscOaWqTZT6nTpV84hObvPnmJpcu2aysrLC2tkYURXeFWbzbdTfjr68F3y94HxSVO1l3YrWil841ePzxx+n3+4xGo7sWT1qWxbf8x8f5+f/w61ieBTW0Rstre6/xkdWYqiiI4wDb9hiPUwaDgOm06ISC2upexlIaAK/UqU40JzpOWHyIHNJUA+iojT3FcSw2NpZpGqNj3oCo47UYU7zATPXFbTp1uSjvqw6E1IVFMmNaXFeEZYKFCF24LCsmkylxvEj9k6LjcG77Ek1b4eBStyVXZ1c4EhzHMiy0TYxeeV4pLMRW9NhK4U4ZeV4Thh6e5wKmSpyU7u7y8Dq1VWAXFtsXR1zfnHJkeY0jR/ocPx5x8eJVNjY2cByX8TgjDD2lwM/V45aUZUUc+0qIKJYuQtu2GY0KxRrzFAPPZzyugRRIaQ3Y5hUG3gam31BkEbNqAq5L7A2Ub1mKab7FhQsVQRDieUuUpWAa6+vHqGuL6bSl1zOZTg0kyrjF92uKosWyUK//ojBUlTZ1zDlz5lXG4wmuK12JnOqFECK3WVCKtZVJ0ywsfPK8ZH1dmFlJ0ii9Bxw+fAhtazMaNRRFQZIkTCZDZjNLuewGrK56NI3gPrq73r+Rh+FB1b0kXXLgZ63tWbg1SzckI9GWLGsVyUPIAzrfxDA4kK8Sx3RuCHBwTLi/M5FOS7Cjfl9YX0liKLU87O5mXL9esrLS8hM/ETCZBJw+fRrbttnd3eXChQvM53P6/T5ra2ssLy+/o2fgvax3W7zm8/n73vYe/gAVFe3ftbe3d4BN9m4K0s0et+3N8E/OqC4u0TYmGA1N2zDPxqz0VjFNW6naJUdd5v86NEvGEKI7kU1eInLdzhRSaww0fVg2f+kq8jzBMCzlzCyW5o5jqw+jnEx1zLBYa5TK86nuuiItPBT2uGxKRVGpa6g7a37tLzafZ1RVThRFmKalvuAmnmczmafUFPiuT12ChUNZZ2DVgN2Nz/TIDeho02XZYJoWvi9U4zg2MYyG4XDejQJWV2OKJqc2S6zax7IMQtdm3kxI0wHnz29x5kzCyZOH6PUcfN8V596k2MemCpXZZN25KQO4rkMch2RZo07+wjYLw5jptCKOxYm5rqFuHPKpheMWmEaJG8ygTvG8CT3PJ8tslpb6TCZ9tcHnjEbXSNOSMPQAA8fpEUURo5F2Zpb3a2/P7rCuMATH0dTvhqKAshzyu7/7Eqa5IGno0Y5pWjiOXL8A1a36nGoPLOl0HadlMimYTKRLmM02sW2b06fXD7gCiCWPh++7uO4ycVwrb64R02lG24bKYThgMLBUF6Mf62DndGOUsM4KWixtA2MoEoeJaTZsbW2xtNTvDB4Fm9GjMEM9p/3fyYOU6P0TpCjSOi8pSAsPMLh0qeTy5RLTrPnBH3S47z6XM2ckKMt13U4g2DQNk8mE3d1d3nrrrQNOw7czevxKrD8sKne47tT+/naFoaoqXnjhBYIg4Omnnz7QVt5LUTFNk3Vvnd43bLNzOcZoLBqzpsVgpb+C60hx8H1HjZ1qPM9UYVbiX3WjVb7n2aRp2elbtEOwtqMxTVPZumTEsXgh1XXdCScFeK4ZDAIlJmyVNsVQXlkWjmORZTLW0SO0PBdxZpoKUUCotQLyJ0mhsucTZUQZq9etVX8nLDbLMGkqsAJoSmhaKVK2aXd8MXECWOhUZMOUQDL9eBpraluTpaU+ZVlTVRWzWU5epGRFgWeYWLZDU0PTGlR1Sds0RFHM3l7CaHSJOPbY2Ohx7FgPw6iVmLTtDDMHg4iyrJQux2FvL1OfJ5NeLwQkFll0MAVR5FMUIk79wJFjXBhfwLcjdkYGkRPTZhZJPcL3XbLMoNdzAZutrT0Mw+fYsePqvUqYz6/z5pviQLCyEtPvx2SZ3TGj5HPRdKOzpmnY3T3HG29cxDTlPRWx5eKzo0F4DZYHgYyI6npRWKSgl5RlSdO0bG5usrzs4fuLdMuVFY3DGKRpQxybTCYtlmXR68UcOhQzn7dkWUaSpMxmQzY3LcIwIgwDlWdjqKIozMY01exGbYa5uO4bfdE8z2A2q7l+fZPBoM+RIzHTqYGOVBaMBDTJROjMQluWUaF+PaRwuG6rxn8mk4l8r/p9fchouHSp5rXXChyn4j/5T1y+8Ru97jW/cQQlDg5LLC0tAXJguJnR4/Ly8l2LF+92fS1kqcD7oKjcybodpqLV+Pfddx9Hjx696W3vpVNZspf4u9/3P/CpL/11kld7ULh86NCjOLbdzW9lzCUvpU5l1CC+5y0EfUFgdafn/RoRvQlDrYD3isGgh+M4CitZMLp0DZ5MhBWl2UBLSxF5XjCbJRhGq07GPqZp7yMH1F0XIfiN6EkAhsMx0BDHAlw6jszDJQVSbFQoYTVYY5jtyEUYsOSsYmJ2Iz+Zme8nKbTqdWlpmlrFEledk7NpSoZJURiEoYs5dZnVOWWT01YFWVoT2TFZWrO01EdOu7LZTCY5k0nO66/vsLwccP/9K4jZp8xHxuNaqbJNXNfEskySJMf3A8Zjg6Yp1Ebl4XkeWSZ2+gCHnZMEqz2u7o5YWw05vXYfnuNS1xaz2cLZOUm2qaqA9XWfIJhgWQ6mGTAeiy4mTTPm8ylvvbWraOAha2sRvu+S55KQOR5P2Nx8natX9+RFVSMu3YGKmLV9mweXaaI85uRn25YNu2kgzwuuX7/OkSMRhrHwh/I8GA7puiUN0Pf7oo0pS9S4lk65PhissrMjYP/Ozi6+X9A0MWEocQSDgUWayvUJQ01GUpq+HMcH3Zxtu+LatU2Wl5eJorBj1emuJM8lW0W6lpbZbNHFFEVL24prdK9nKNaX3G9ZapqxjLv6fQnaeuONHM+r+I7vsPje7134bd0JruF5HkePHuXo0aNvM3rUdvW6i/lyr68F23v4GioqNysM29vbvPbaa3zoQx9ioEOk7/C2d7JMU0DsP3rfH+Uf/QWXz3zm31AlPivLPSaTrDup1HVDGEoRqSqxPZGAIgvHMahrW1mrLIj3AqB7XS6J41js7U0oy5IgcJXRoFx3r+d11vU6W0V/yURLIviL57k4jq3YXhIxO50mihlmYds+IKOs2UwG+a5rs7c3JggcgiDANIV15nliea+BVTEitBjQp2+GlE2JiY1jeN24qW0NRVsWC/a2Fat9jRvpDVPTkoXKbJLnwkRrWzANg0PxYSb5BMurCdqWnit6nPF4DBhEUYhp2oSho2jLMj569tnrGAYcOhRz5EjM+npMksh1aJB5eVkSH8OwJEly2rbBNMMuR8WyXHo9B7Dw84j+qghlbdNRposlti2n462tTXx/CceJkfTIgqIoKQop/lHksrrqUpZ9ej2H+bymLOdcvnydLDOwbYfhcJvZbBvXDXDdBSPKNNt9QLhk2Ne1uEFr4LttmwP4gnbpzbKGnZ1tHnvsOHEckSQLzYdtH8xVWdj1y/9bWpL3R2MmliWFzHFsBoM+S0t9bLtlNMqYz+fs7OwyHtuYZkRZhti2RRia5Lk+MEih6PflwJFlJW++eZXV1Q2CIFCCRA5cj2Z9SdSvJHa6rhRATbXOMuls5nOd3oiysG+JoobZTALYzp6VQ9rXfZ3Bf/6fH6Tjvluw/EajR21X//rrr5Nl2YHo4Nt1MbdzTb/dulv211d6fdWLyp2Ov/Z3Km3b8uabb7K7u/uOavx77VSKouB3f/d3+cgHH+MvfKrHL/7ib6nNSASBEutbkiRZx76SMRT7ArsaNQqqO9AYFsFHbduytTXENGF5uc9kMmd52WE2E1K/dCiG2jz1GEuKURS5jEbasLFRYLdc+2AQY9uuYqO1VFXGdJrj+x6maWNZFru7Q3q9CNd1KAr5OzF01Fb8lsJD6H72/ahLWzQt6Wokm75VGIzGVAzVkTR4nqVO0DVlKdcpYz+6wiJhZhYOFq69TJIkBJ6L4zhEkUUQWMxmmYpRTjpbmV4vUJum0GyvX58xndU8+9yQI4f7HDoUEccmS0vrDIcydgILx4kJwz5t2xCGOUmSq4JrK7aVRVInOEFJUrf4fkiaVpRlxfXrm4ThCrYdYBgNy8sOTWMoF15DjSXFSkav1VUHy3Ioij7nz+9w9uwr1HVCmrb4foVhtMq3zaBtKxxHRlSOI0mU4hGGcl2Q+/R9o8M4ikKYY7PZjEOHNvC8uOsQwlBicwV7ksPIIu1xscpy8f9s22QwkP+nu5heT0ZlURQSRSFhCKNRQZKkbG1t4Tg1liVdjHbhFaq0fF8mk2v0+0eUG4PgIEVhdJ9bx5FrlRGtFJymEXflwQCmU1M9n6ZjmxlGw2RiEASSuDoaySHn0qWMLKv4yEdafvRHg5vuNfeCkdxoVz8ajdjd3eX8+fNddPDq6urbtCXi6ffuR2d/yP56D5dlWWTq2KbdjD3Pext+crN1Lx+avb095vM53/AN30C/3+dP/IkN/tW/epHz53e64qC73rpuVWZ70dnUF0XDdCpZ7vLlaNQGvxAaOo7J7u6IMPSJ41BZbtDRcsWKpO6oyKCVzEIQmM3y7r/LsmZpKaAoUtU1WRiGoSzUW6VByaiqkqoqmM9zTNNWYL2H43BAw6KvQ/+3FAODsqwwTX1qbHDdtiMiiMhSuhrpqKRDEduSRX6HsMFqlUe/eF5S/9uOhSNOBDqMzMM0PZaWfIqiVLTamt1dSZYMQxfXNZnUMy5cvU7btOwkPa5dX6MXr+F5Qw4fjuj3XcLQwTD6SrBoAjaDwbJiwlUURcHZzde4nL1BlXq0wKNrj3BssMr29jZHjx7HcQSjimObvb1FF+o4Br4vuqBeT07trmuyuzvnypUtrl3bUfTmira1iGOburaYzzNms4ymMZWA1MP3UXYturgslOlaKySjIikoeT4njiPl8bUoGHUtm3vTyPUFgQD6EjqmRJ29t4/X9G3AwPelW4hjgyRpOidj13VxXZelpQFR1LK5mTKZTMjznJUVl7aNlSB4mwceOExVifi0KFoMw+zYb+IWvPi+9vvGgXyU/b8LAoOiENxpMBAh6XzeEscNptlw7VrG3l7F448b/MRPhHe1ib+bZZomKysrrKysAIvo4Ndee42iKA50MXdr0SI2RGvv9aW/5+trpqjUdU2SJJw5c+bL4ma8f7Vty4ULF9je3iYMwy6zwDRNvv/7P8bf/tufo6pkk57OUuUJVlBVtdpcZfSk21yxTDGpa0udxmRUpqm7g0GMaVoK6HdI00wprFvFlGmpqlKJDqUQaWqxjjjWhUqCu0SL0jQNcewym+VqY7KIIpckkWJ35Mg643FKWZYMhyOEbWPhOA6eZ+0rfpUybaw6a5eFEWbbaVgWxoBGl/MiXlfaNaDB9+W+pasyOwaaVr8bRsvenrBcmsZAh5a1rWzOVdWq196i14uYzQoMw+sEm3uzOdenU0LfxXZaZtUUv1rFyUxliz/FcUyiqE+/n7CyEuH7Hqur8T69iUXeNlzOdlnyTmCFNXmR88r4Ocrxhzi0foSicKkqYZuVZctgIK7SQplumU6lsxbR6oxr14YMhzpgpUXCzOQ1gZIgKNSGaNM0JknSUNdztrcbHMdR3ZqH56EcGaAoGixLfs5z+X6srCxj2zKG7fflNSvLVuFs8uhlKSr03V353MSxoTrZg98DeYz9P5udQFNMJkEsYMTi37JE4BnHEXEc4bownRZMJlMVMuWws5MRhhaOY9PrHRQ4SqFYfIb227L0enSmkEKxNhgMZAw2m1lUlWAopmlw+XLOaFTz8MMtP/7jtnK8aJRNz1fG32t/dHBd14xGI3Z2dnj99ddxHIeqqsiyDN/33/nO1PpD9tcdrjsdf81mM5599tnb4ifvxarrmpdeegnLsvjoRz/Kb//2bx/4/TPPPMijjx7jt37nFV7cOUtSptiOyYc2Hie2VmiaRRiW0CzlOVZVQ1U13WipbWsmkzkrKzJ/1TYqeS5phNo+RRcIOeXLNQjduO40KvJYVqeil8cR7EXrUsSvS9L2xHIlpmla1tZ6ZJkkUMqIq2A+T8jzBNt2sW0Hz3O6UZ4uNNo40nUtXHeB0XjewtpfFx3fd6jrsnMS0Myz/YI+KZI1bVszGPRoGmNfwbTVuEwCreT5eiSJQVkKNmHb4LoRe1lO4AeYhkVTN9Slx141pe8MlGbIoixtkqRmNNrj4sVdfN/AdQOiyCGOA4LApzRr8plL0UgratgG03HM8cdPsRT71HWJBIrJaDVNIQwtRqOcLEvJc4kOns8T0rRS5pSCdQmluUamQ6KrEAZcA2gczcQwbKLIJMtqsqxmPs/Ic3Acwc60urwo8k4cGwQm06mMyvb2xCZIsuPFwDFJWnzf7NhYEj8gehr5nRhRGgZqdLbQwuzHPqTT1NoUwcriWAgG+n23bXF2zvOcEyeOMxhYXL+esre3R1mWrKx4GEYP3/ex7YMFRtyeFz9XlWTIy+tnMBpJcRgMWsZjCEOhZl+8WLCzU/HwwwY/9VM9pcNqqOu6+wfoNFxfibWflqytoy5cuMArr7xCWZYsLy+zurrKYDC4bdH7Q/bXe7Qktvc64/GYb/qmb7plWtp7sbIs48yZMxw5coSTJ0/e8u/+wl/4dv7+P/v/kpYljuHRVDUvXHuBJ9afxsJVCvpaif98tdHX3eZcVZJXsra2rE7elRL/LcwEtSOvFBsB16fTDB3sBajcFksVA6E2a9C/qrR1v7gEu67FcDjBMAyWlgaq47EZj1MkAEy6CtsWRk9dt+R5Tl0X7O3N8H2xjtGW9QuvqoPJnHleEceuKgCNclau1GZgqm5GXAM0mC2ju5w8r1leXlJWMzrmWMaIAE1TYZqWciheaBQEU/DJcwvfdZm3Fa7lYtCnanICJ1Lz95SyFK2MsKtQrw+dPsFxJjIicm129jbZs7ZEPJcb9KMer750GdcVLCfLSiyromlyoGZ7e9y9b77v0TSlwjkc5Rwgm5uMEeX0LK7BwsbzPFMVUdR7pjs+2TxdNyDLGmV3n5AkLabpUpZySAhDA6iU2WlBUUhs834TSyka4oo8n8u4UdyXW/UdECBcu+GK9kOIAxLBLEs7NusVBBz4vesa7OxkDIe7PPDAEeJYOrDjx13adoBh1EwmObPZnJ2dHaLIxHH6anRnd3iOGLPSFRHXXXRUrit4ZRTJCHB3t2Jzs+ADH2j56Z8Ou7GtaZrYtq1cnduOxSW6sVKxzsyvSBejx4X9fp+HH36Yuq4ZDoedaDsIgq4A3bjX/SGm8i7WrdId67rmxRdfBGBpaemeCsr+IKCbrfF4zIsvvsgHP/hBVldXb3tf3hKYj1zFPnMIGrAwqeqWpJqz5HnKtLHtTvYCYqMwkBm2bbO83Me2Ldq2pmnqrgAIZiG+YHW9iAqW6FzBOHSssDaR1FoYDZTrTklHDkv2yJQg8PA8v1PvZ1mhRidVp5XJ8xLftwkCW2XZFwwG4pE1HiekaYptW6ysiBeY1BM5iYu1v856kaKlLWFEuGl14lAZaYlgsygSTNMmjuMOsNXqd3Fq1mwnsG2nY3L5vvbfEot6z4PA7OMbKUleYzkZQWByKFrGsRyKIsZ1xfxzNMpo2wLDcAgCG9cVu5iylGJpNzZr7kk25xeZ5C2rywNWrAGTya4aS7rkCgwQjYRPXXvYNti2uA+Mx9JV6Y4rz6FtpSC5rtBmtReb0G8F3M/zBtc1CQJ5X5umUb5echiR4iEjLxm3OeT5hCyzVMaN6IGiKKVtNftOWFhyypfHMgxYWRGgX3JY5H2RTkZe49lMMJTJxMB1dRfTcGO6o06x1KuqEvb2xhw+fJSytKgqsUvRK4ocwCWOe/T7gpVOpwm7u3t4XkHb9omiEN/3cN3F7TyPbtSlVf5hKBHbr72Wc999LX/1r4a47tt9AnXRkCyW13n88cdF4Kw0YnVdK4KF1RWaL8faj6lYlsXa2pryYmtJkoTd3V1efvll6rpWtOuI1dXV94RS/M/+2T/j05/+NHVd8+f//J/nr/yVv/JePKUD631RVG62NH5y4sQJ1tbWeOmll+76vjQmcyvLhatXr/LWW2/x5JNP3pRvfmNBip2YlW+csX1xiWpP8t2bBnzHVcJD6S7q2lBUX6H5jsdjBoMY3xf/LsOQDPiyrDsblCwr0cmMGg8R5ktAlulRi3ZLlpGJ2JGgxmRG5wpcFDVR5DCdzggCH8fxiCKXySSjqmplGS4sraKQrkp0K4ays7eQ5EkB2AeDWBU8ybbX9Flt9Ok4Yl+vqch5LrYvti1ZMCKMFENK25bXKU1nNI2N43gYhjgai22N1Zkkii28iWXZB2b8UlhdqkrGLr5v0jQ2h6z7yIoCx3WgBtcWHYwOlBIHX5eiCJGky5I8HynatBQZx2kw25w15xh+P8Bzfdo2pyik6ASBh+s22HZDWUpKoiyDsrRpGoemCbDtFtdtOvGenJQFL5PiKGMsy2qVWrxSB5AGzxMsTZTvUoQ0XpUkKXVds7KyhGkWNI10hlVVMh7P8H2DN97Y5sQJF9u26fVMHMc+4Ers+wbjsYFuNF1XqL9ZBqbZKExr4fFVFMIw6/WszsjR8+SfNBVcRliOM65cmXH48GEsy1L6moP4yI0/j8cSxLW8PMA0G8bjjOl0SppepyhCer2AQ4cC5BAhr/V83jIYNMznJa+/XnL8eMtf+2sBvn9r49nxeMzZs2f5yEc+coCVpbuYuq47LLSu6y9LF3MroF46w4goijh58iRVVTEcDvn1X/91/qf/6X8iDEN+8zd/kyNHjrCxsXFXj/sjP/Ij/OZv/ibHjx/nmWee4eMf/ziPPvroe/G0uvW+LCq7u7u88sorPPbYYywtLanT2N3RguHWRaVtW1599VXSNOWZZ565adHRWpX9HwLHcvjZb/vv+YvX/ht2f/0obWlzeHAYFx/D0Krmqusgsqwgy1KWlvo0jcH+tEjtc2QYZsfkEiDX6nALgCQp2J9jL0B53RUxPfuW7sVUHVLB5uaElZVBp8bWsb913ZKmOUHgqkKm7VucTk9jWYbquqruOldWxI7e8zwMwyGOTebznDxPVXdmKraZXE9R1Pi+o7yc9MbbkqYFZZnh+2H3uusQMsMwO2Gpth4BmyzTtvtavOd0ug5hRZnUtY1jG7iOh237VFXR5ZrLiVminqUwGLSthWHYlKX4skkXk2BZc6rKJIpcPNcgDFvF4KO7VonW1Tb7DkGwCBzTG59tmySJFMSmMZXeolbFYpE3U5YtdS1dl4zmGpqm6nRCwhrUvmYZjgNx3FM4ToZ0izZQcPiwS1ka1PWcra0tDKMhTWNMM1L5IyZhaFHXtlLny2vt+yY7O/pzL1iMbeuRmFxHv292Yy8tlEwSKdbSoY5J0ykPP3xMdagHcVN5Dgc7Dw3Agy44FuvrIY4TAmtMpznD4Zzz50eUpcHyso/rigGmYbRculSytNTwMz8T4fu33tJGoxGvvPIKTzzxxNsAcl009Pdc4zD7uxj9d/faxdwp+8u2bdbX1/nUpz7F93//9/M93/M9jEYj/tSf+lMURcFf+St/hY9//ON3/Li/8zu/w4MPPsipU6cA+DN/5s/wq7/6q38wi4o+wbVty1tvvcXm5iYf/ehHu3HXvWhNbnX7siw5c+YMS0tLPPHEE7ccjVmWdVNe+fd84Hv44I9+kJ8zfp0z/26XQ31hUsmoou7m/UVRUFUFhw+vMplISqRWxgsPv+gKg+/bneArTQtlzy7di06K1KJBGWG5pGnegY6aWiwsJG31EqsxW7sPKDa6YqkzUfTrLxnzTjdC28/MsiyTvb25sqVplBVLQxR5RFGf4TClqirG45katVgEgQ4gaxRmIxt7UaQ4TkjbmniejgeQGbqIPoW+7Psmpunu0ySYqjC6NE3bsaHEzdakaRYMIsn/EAxB3ktDPSejuy8ZN4Fh1ASBgec5zGYZphlhWVL88nzGdBqqjsHBccQQMUnYpwtqSVMTUYcLeSEINOW3UZ8h0VwUhQk4ynmhom0rNYozuoNGmsr7YttiiCiFIWc+T5HAqUCxoEp831RMOuno5DPXYJpDHnoowrIidndr9vZGSOich+8PcJwQx5HwKts2DwDl8jwWbC/bhjiWQ0MQNF1crxA35G9GowmGMSeOT3YGkIOBdEOG0Xb3kecmWlomuStaENsyn0uEcJJAFLWKRuxz/LhLVS1hWYLxXbmyg2EkjMchbRvwMz8TEAS33s6GwyGvvvrqTQvKzdb+7uRmXUxVVXc9JrubbCixbyr4yZ/8ScIwZDQaMbsxG+Ad1pUrVzhx4kT38/Hjx/niF7/4ru7jTtb7oqjAQdbVM888c+BFvxXmcqfrxqLybqKFTdPkVlkuD648yP/7J/5ffPrT/4itranSaRTEcchkklDXBU1jEgQhSVJ2G2qeF0p3Une6FV0sPE8SHff2puS5jRhKCnCuPb5s21SbgBQeAYzl9vL/52RZyfr6smKdCWajQX45rVtqUzU7HEQs81G4ioPGPUA2HU0Q0Lb7C7sXU43PPOZzyRSX4iU5MLNZqhhfDmJB0hBFvW7sou/XMExMc5E5IyddCS4T7zBTjc0sBda2lKWpaLU2ktuhhYImWWaoQiUbdRyLXbzvtwpHMJUFCKpTg/l8jOsKWCwjKZuyDCkKIS5MJqkSDYaKMm0SBIIzSHSvFoDWpKn+DJsyTjOFJSUjInn8JDFpWxdwiSIX256pLkZ3PTIWS9OGJCmIohDPc9Cmo9rI03UdVXwgCGxms0JhURWz2R62DceOOcTxgPnc5fr1lCQZY1kmGxsxbSvhcmHYKlzI6ESL8h0ymE4t6lqKpmVJFkxdG1hWw/Xru5hmRhwf7w5oYUjX1bStqOIlTVN+3++3HQBvmuK6rKN/+/2W2UxSJT2vZj6XUWi/b7K2FnPoUMT2dsFoVPCpTw05f/4NLl50Onxi/xh7b2+Pc+fO8eSTT94VLnurLkZEzc277mKaprkr9+M8z7vr3+9PdqfrXjPu73S9L4pKmqY8++yzHDt27EAlfa/W/qKirV0+/OEP31G08Dt1SY5j8yM/8l381//1LxLHHvN5AYhmoKpq7r//KMNhphhNLuI23NC2ojcRtbqptC0lEtNrcOTIuvLyyphMZojGw8N1ZUauOwltaKk7pPk8wfMsVleXuoyStm2QgK2Fx5hgKg6OYzKdLixbpMsR4LPf9xRWozNHfCW4kxO8dCwGOro4zwvC0FXjPYPpNMc0HQYDH2gZj+V5NI0FzIkiH9t2cF0ZuS26PFO5GdvdeGsBZLsYRqE2IFRRlU26rivVwUnH4vttZ+th24ZyAZZ/PE86FsdpO/ZclmV4Xk+95yg7/Qat9A4CD9P0yTLZ0JMkU8XDxXFcpYMAz2tVMTAUe0lfn61OugZB0ChW0mIsaNsorYyFYfjKrywhyzJmsxme5+J5gRrHGLiuh+eJc3GaVh3zTJIfDZpGDE6FUCHg/3g8U1RygzCMMIyArS2T0WiHuq4JgoDDh2OKIsa2IQhkXCexC4vPfRwbDIdyINnbG2HbLaurJzurfjGH1E7arcKJtLs2hGGrrPBlrDcYtEiCZoNlSbiXHv8Ohy1B0DAYNKrQNEynDZcvt/zUT4WcOiWCwDRN2dnZ4dVXX1XCyxVc1+X69es89dRTt3XeeDfrxi5m/z/6MHS7AlPX9V0Vt/2hf3ezjh8/zqVLl7qfL1++fFO/xHtd74uicvnyZR5++OHOU+e9XtqQ8s0332RnZ+cdrV32Lz0mut167LHjfPzjT/Frv/YlPM/m+vUdwlDU8Wma0+973cbteRZ53qqTP+pk6TAaJZ1tCaBihVF56fp007K7O6Ouxe5FK6+FEWaxtzciigLCMOgKQZ5XDAY+RZEhFjKlKgYilDRNZ99IqiKKXNpWWGcaa9HeXZIFQ0d/1gQDGZ/pbkcKVhQJrRgEV8nzDNc1lS0KJIn4kknOiA+I35ZYkAiwXteVGkkZ6oQsgkOdLSJCU4kzlrFXQxDYHbAsp0i6UYvvt6rAaAxGCk1VCQOt119hWuxSVDm+7eHUa93pTt4rS7nxmvi+w2DgKGyqJE1l9BkEJlnmdt2a64qgUzoUGRV5noD0rmt2uITnyXhTOxWI1qNhPreUUnyNIDCx7bZ7b4uiwXXFU8y2HRxHm4ZKpzIeS2clLK+IurZwHNmwBXtrmUwSggCWl10cxyfLTK5eTcgyyXgfDAJ6vZCytLHtFt9v8byGLJOucmtrF8epWV09TFVJoTdNYZOJ9byhfm5IEiEAiP2MvK5tK2Ouvb1WfT+0oFbMJB1Hv4cySuz3hUV37lzDpz5lc+rUoiMJgoATJ05w4sQJ6rrmwoULvPXWWziOw9mzZ1lfX78pVfde1s3GZPuLzM3A/rtR1L8XmppnnnmGc+fO8eabb3Ls2DF++Zd/mV/8xV+85/u9cb0vispDDz10T5jJOy3DMDh//jy9Xu+OrF32rzvFc37gB76VL37xNc6du0ocR4r6Krbq4oxrK1ZXhW1byCZT4/s2SSIFR2J9dYutremFXiu0V5soatX/K9WmMME0Rbg2GMS07SKDPs/LfYXE7pIW9+dcFEXdPZakTMp/i56i7vQKneGjaagCJ/RgSZSU0Z64DVeUpXQyVdUqNlhCEDjYtt8ZZsaxj2GESqMB02miTtYultWjqoS8IIXPxDA8NSIRBpJQrm3KUp+gW5W0aOO6FWUpVGoxUJTnKtgHXaHxPJjPc0UY6HN9vslwvofjNJSlwVpcczheVfgQVJW4RQNq1KXjoF0GA4cgkOC1NC2ZTjNl1WJiWS6maSp7lFp1PoswNttulduwoTAmMM2aPBcfrzAMOm+2tpVO1bbFHkdSQ4UJJx2YS9NYCmuS4tvrheztLWhzvm8ThhF5bqFDs/K8wHGEiXjokEEQBEjuSsKFC2N0rs+hQx6zmWBqOzvbxDFsbKximtLNVJV0ddqCHlCdxWLMIiJM/buWyaRV1j6N0qG06hAj75WQJKTIFEXDSy81fM/3OHzzN9/aGXhvb4/d3V2+6Zu+Cdu2lfnlDi+88AJN07C6usra2hr9fv89GwHdbEx2M+FlVVV39Zj6u3i3y7Zt/t7f+3t813d9F3Vd8+f+3J/jscceu+v7u+XjvOf3+GVahiGb2btt/7Is49q1a6ytrd0Vy+FOi8r29jZ/4k88yC/8QqGYPHLy1GwmOcFo7AB0Lr0UHDlKa7Bcb/BlWbO8HDGdZsznJVkmHUpViXDQcSSadzab4/s+0+kcSZi0sW058ZdlpcYPjWJ2LVhkEv1bdo8bhoIbCd1ZRkt1LeOwoqgYDAKV846iMruKyqpdkUXBLYp7UY3P51Nc16PXi5lMcnR8sehVagXSm4RhqIwpG8oypygK2tbEcXwcp9dtkG1bqg3Z6jZ7EAuRNDXVSFFOx47TIM7JMvKSTViD+i1ZllDXOXHcpzYK5sUeUWDTVDaWDcN8zMAZEHgWRSH0Wu2WKziNCdQdCJ3nptrQbfp9iZGeTBKSZE7TtCwvB0yndAcHSYJsOsxHxhtyUk+ShtlsztJSH9831QxfHyjAdV3m84a2tfG8lratMIyKPG8UPiR/G0UriL9YSZKkitARsLdXAdKRhqGD4/Q6cF3jbm3r4DguJ0966jVM2NoaMpvJ849jj8FgVSnfpdj2elIkBCeU51hVwuqS7xPK3gY15mq659w0BsOhHBxEi9PiOK16LOngXn+94fHHDf7En7h1Qdna2uokAhoLjeOYOI65//77KcuS3d1dLl26xHQ67ZIeV1dX7wrruNXS3cl+4WWWZYxGI44ePfquhJciBL734vfd3/3dX7Zser3eF0Xl3QR1vZuiMhqNeOmllzh06NAd4Sc3W+80/mrblnPnzjGbzfhjf+w/ot8/xmc+80+7oqGZVbLh2niejeTXV918XbQbVjc66vd9ylLGGAJSm0ohX5OmTYdZFEWmbB6WFAtLwpOyLGc+n6Pt9Q1DipYUFAed2pfn5QFmV5qW9Hoe2u03z8XzK0kKTNNgOk07Jpm2nZGRj1jPCG5RoaOT83yObYsjspyENT3Y6KxnhOXVEoa2YmGZB1yUi6KlrmdkWQM49PsRVeWpMaFsQEFg0jSi49B2NkKFXhwKZKxS47qygU2nCUFg43l96hryGmihqVSuvNXQUOK4DUWhvyam6vy0/9bCkl2PsUA6j6qS3A/L8uj3RdMCJvP5jCSRTs/zWpVEaaixYqsKSsl8LkI3z3OVrY9ECkjH1yAJjtpZwVLED3k9XLftPj+bmwVx7AM2ltVjMIhomhbXTRUxw6Cug86rzPNMosihru3OlqWuW2UXI3qRJLnOYCB5O5ub57FtD9+PWVqKmE4X9HBR2euDVEscL1T3QYDCwmSk5vuG8nRrVcFvO1NMrS96442awcDkR37k1v5Xm5ubXLx4kSeeeOKm5BoQndLhw4c5fPgwbSvd/vb29oGkx/X19fc06VGzt1588UUefvhh+v3+AcqydmG/FaMsSZKvSGbLe7HeF0XlTpbeHG71QblxXb58mUuXLvHUU0+xu7v7jrjIOz3uzZZOnIyiiCeffBLDMPi2b3uMF1+8xG/8xktEkY3Y4/vo2bJhCJ7gOBZh6DKfF+pLa6MjeCW/XcBrOdkvuhcdzZtlKb5v4bq+GpOJb5i47AYKZC5p25o0TVXLbVJVLktLkWIXyRc+DB2m07yjOLuuQ1XVaENLfYrWQLBsqCJgLIq6K3y+71CWOXVdMRqleJ74aOnnJbc3aVsRfU6nwlAKApemqTFNwZo8z6BtHcrSwrKEQGAYZVf4yjJTp2iHXs/v7NBBZvma5iuUVxPLqikKGYcJbXqO75tEUaQ0UGA7Lm4ZMS8TbNOmyiuWl2Ka0unA/CCQGF4dKiW+XXR05zDUcQYyotMbkuNIIfI8F9+P1Km9pChKptNUYSqOoiULFXx5uYfrLizh5fVDAd5OB8LLad7sgsO2JhN28x0Ms2YtWMNxXPV+Vvh+v6MIg0McW1iWvNcioBQ1+Xi8+Mz7vkEUOYrUUHPx4iYrKzG93oCiaJXCvcAwEs6dGyKBXwFraxF17dPrScehCQm9ngg9dSel195eSxBIcRGBas0XLv42r+y9hIXDg9bHWOYEf+2vRZ3LxI3r2rVrXLlyhSeffPKOOw4R9Q46P8H9GSlpmrK0tNTl1d+L03FRFDz33HOcPn26c+y4HWX5RizmayVLBb7Gisqt0h/3r6ZpOvaHFjRKaFT5jre91ePerKikacpzzz1308TJv/AXvp0zZy4znU6QKN5cbQgtcWx12IqEZ2mXWcE98lxYYfN5QWUUXBltY5omK/4KkScnlel0ShSJQl42dYknFuPGRmEZllJ7g+cFrKy4TCYJeZ5z/br4fUnaYYlhyN8vPtitOklLRLHGVnzf7dhhAiSLp5cwmxqKosQ0G8WiCvcZZBqqIyrRwWN5XmAYYrAp2hp571zXVsK/Uo3fLPXYPkXhKBW3RV2L5mdvb0xRtNi2q7owsxM7wkIhLrbxDWmaKNt7nyxrFctL8IzTq8e5Yl0hyQuW/B7r/kmqoqAs5W/yXEYwrrsoMvokLstQXm7yk3Qxbcdg01iWabbkubhBLy/L8y2KnOFwomjlHk1Tk2WWolEbSk2Pch3Wr6HoeIrCwfNKJvmY6/Or+J5DXbhcyXd46a0tnnnkCeLYxTB0bkyJ51kURdRpekwzUDHDBpJAWnXap91d0TNdv36dQ4f6DAY9LEtnubQ4jsdk4nL06LICoVPeemtMnm8TBB5rayFNEyh9Tas8y8TyxXUNBcqLaWSey8Hg377+PGfGZxjYS8yHAf9u+3X+5/++ZjB44qbf06tXr3Lt2jWefPLJe9r8b8xIGQ6Hnbuw7/sdZfnduAuXZclzzz3HqVOnbmpdfzvKssZixuPxPT2vr+R6XxSVO2kx7wTb0ILG5eVlPvjBD3b3e6cF6WbrZuOv4XDIyy+/3Cn+b1yO4/BjP/Yf80M/9L90grsgcJlMUmazTDnWVhRF2dGQq0oEbp5nMZvlZHXG68PztMgGvpPs8eDKA1g1KiLX7rQrGvfwPEcBx0ZnkSKvS61YQS6e5yIeVxV5Xijmk+AanufheTaOI4BzWbb0+74CiGWEt7QkFjNZpot0qx63oW0rJhOx5xbhnkmSCM4yn+dozzGdy2LbokEBMZYUINxkOi3VSK4GKoLAUmr6mqoS2xfHCchzC9c1sKwKwygoyznDYamKgEMYWmSZ6FWapmE+n7G2FmMYJtoyxnFkI20aKDKbFecoR2IpDKFvkBtalCldiHQKwiRL01aNrVC4ygKABrouRhMEBIBfZMxr7ElGjTIaPHRoibIsSNNMsfoC2hZ6PYe6dpEQNaPrIvWYKM9hOE+wHQcTDztsaDOLzel1XDfYp1p3iSKwLKGa13XZdcrDoY4vsLEsV+lQWoKg5MKFaxw+vIznxWos1qjCanaF1bYbBgOTooh54IEYcV9OGY0SkmQX1zVJkhjPi9Qhw2A0aggCKS5Ck25pGpOrxeuEZkyVBqRbhzn+sV9jO9wBnnjb9+3KlStsbm7yxBNPvKcbr2manbkjiKGj9uUSl+UV1tfXGQwGt9zDyrLk2Wef5YEHHrjjLJQbGWV1XfNzP/dzXxZNyZdjvS+Kyp2sdyoqWtB4+vRpDh069Lbb3sv4a3+Xc+XKFS5evMhTTz31tkS3/evRR4/zx//4o3zhC5vKaFEr3iUJUY+z6jpXNiaWMlessG2TvWRHxkyOh2FDmhRcGV3h0SMPd+aKdS3BVFlWdOCq3K8G5+XvwtBRo66m8+FyHBuJqfUJAovhcEaSzElT6PUCdGbJbJajbWSEZlwo6xV5LiJQrMmyDMcx6PVitfFWmKb4aGk2j2RkFIopZpEkFTqFUN5bwWRc10ZsZio8L1AeWQ11nWCaBmG4qjb0VuEDNqDdCBxghmGkjMc1vl9RFA15nrO0FNC2gTKC1DnwlmIuyTjT89rORkQXBD1K8/1WUadbNc6SzkXYaCiquPw3iIPBwdFVva8QiWiwrtvOiSGKYrTNfxA49PsidJ3P5wyHFU0zx3U9JVK0KArtvWXKKMq1GU8sLNuC1qFpKhzT6cZogk+Y5LnXiQzBZXlZ6LpR1JAktSJtmAyH8pm6fn2HEycOq1GrjK906FuSSFpo20qB0dHEUnAM8jxQzrtrpGlBliXMZpvMZjWuG+P7EUUh42Etluz1WvxmiZ1ZSXn9EIeffJHwkbMse3/kbd+zy5cvs729zUc+8pEv+0n+Rl+uvb09rl69ytmzZ4njuOti9Ihedyj3338/6+vrd/24P/3TP81gMOCzn/3se/VUvqzra6ao3BgpvH9tbW11rqM3A+TvNVI4yzLatuW1114jSZJb+oTduL75mx9gMDjEr/7qc2RZSRR5aLdYGSEZhKHoTDSwKj5egNFgAG0NmBUYokUQbYKkNWqfKVF2L9TuliUjE+lYJItDmF1Nd8KVjkE2kDStWFrqUxSlUt/LOEYKsUkcS3Y90G2ykr9iEMce167tYpomvh92eItcl6HEoBJMpq9bWGFFhxEJgcFhPBaBiVCUTVzXQWJ1LeZzwYTCcJkskxA02Xyla9Fmm23bKDt9Dx1gVRR7uK5BmqYEgcQDaPFk24oRI6C0IiaepxlZlRrtyVsiG+gifdF1pSgs/l+rOk7UWEg2fZBClCQLTEpnzI/HKbbdsrQUoRMWNcurKFolUO3heSKYla52ztaWdGOO49C2Lq5rsWqtMM5H5EWKqViAveZQFykcRaZiBkpHVdcG/b7BcLjAKU2zZTCoFdaV89Zb1zl5cg3wyHPpiER/Y6hib2GarQrqEpcAreyvayk0wrpraVuPKPLo95fJspq2TcnzCVtbO/R6DlEUE8chdW3y5MZHee2lF/BPvET0dZ/n5OA+vuv0dx34fl26dImdnR0+8pGP3JMo8G6WbdtsbGywsbGBuCVP2dnZ4bnnngNgZWVFJV0+cFfmjyBdys/8zM8wn8/5B//gH3zFn+Pdrq+ZonKzwtC2LW+88QZ7e3t89KMfvaWg8V6KimZqPfvss/R6vdv6hN14bZZl8Uf+yDFee+0qr7yyjWgpHNK0xDQtRX+Vk7RpGoodJafiw/0NdqZj8jLHaGsMy2Q1WEUrknWns3BQNjoTS7F+MQkCjdFYzOdCJdZjK8MQhbzMbmUjFz2Ko7QLUkTEUDAjSXLEcdbH87xuzLa5uYPneZ3gUlusSFFx9o3nasUSk6KoQX/JtGho2wLHMdEhYLbtqZhhMV+0bRPLCiiKOaYZYds2QeCSpoIB6cwW161pGhPJJBGHguXlAVVloZXoZTmmLMVGX4plq6zfDXV4KVVBEg832zbU31cdKK+Bf6HDSvGwrKbrIKXzqRE7GBEciquxUGotq2U4nCOxwa5ijwmgLUwoFOVb7kd9Gun1fEyzRxxX6uSfAwV5LvY4x4NTpF5CEFu4TdB9wX3fJM+dzt4GWpaXDZrGIopa0nShdB+NTGVGussDDxwDPFy37TzI9AhPjDkb5UK8cD6QDkYXMnETdhyxsxFKsaEkAj18v8fhwy17ewVZNmd7+xp1bXDxYsx3fuhx/viP2sThEzxz5BlCZ8F+euuttxiNRl+VgnLjMgyD/vhPSQAAfbpJREFUfr9Pv9/n1KlTJEnCs88+i+M4vPHGG+zu7rK+vs7Kysodd1Nt2/KzP/uzbG5u8g//4T/8qj/Hd7PeF0XlbjCVuq554YUXuJOs+nspKlVVceXKFR555BGOHDlyR7cRym3Fhz/8Yfb29vjEJx7mr//1S8znNXVtsrLSJ01lUxA1eaPGV6X6d4Xr+JzsHWYnH2K0Nkf6G6xEyyrcamGNonEJMeSzFDFgYXkSBE6HW4j6XZtOtuhIYnFFNjv9SRAslP1lWdPv9wjDiDTNleOydBQysgnRzDPXtfF9u2OSJUlB0zSdFXmei5WIWNu3xHHQFZy2Nbpura5FRb8/drhpHDWGLHHdXGlwXAzDwbI8XNfDMArSVE7SSZLQtgVra0uUJR0ZQQKsllQhKhWJYkZViSbDNB3ke98qvYtgamJD33Yjr7oWjEdnuwjg36iCSNeNeh4dhpJltTpMNIzHU8LQIQwjsqxSgL50MHneEsc+eZ7h+y51ra1lDGUaKUXOslzW1jwsS5I3xcJfMCwri6naltoyCIK2G5HJGM6g1zMYDkWEC1LQ+n2d5plx/fomp09vUFWuKpAGliWiTR3zq0dcaSqmnZZFR6+WsZz4dzWNdtyW4uN5DWFoUhSG0qoYrK4GZJlPHC/z7LM5vV7Bf/Ind/BHMUsskU5S/GUf0zS5cOEC4/GYxx9//H232VZVxcsvv8yDDz7IoUOH0IFgOzs7vPHGGzjOzf3J9q+2bfnbf/tv8+abb/LZz372awag18t4B/n/vXsD3MESNlRx27+5cuUKZVly//33k6YpZ86c6TKg32llWcZLL73E008//a6uazgc8sILLxDHMU899dQd3UazNm5Uv164sMmP//gvMZ0mTCYpg0FEUcjJuNcLmc3k+WuacZomRFHAYNBjPM6Vt1alPLFayrLpvLp0Vonc3umU8ZZlovNctCYlz0XRL6CpPKbYwYiwUXLtZWajC4NYy9RKY2OQJCnT6VyNX3QxcBFXYkdZoYi4UQSN0lGJcFNIBdqgUoP2QaCFl3U3QhOBpkvTGOg43rKUYqQptPKcPdrWUHqckMkkpSxT4jimroV2KyM/A8fxFKNNNtfBwGc8Fr1PWZYKD6lwXUcp4V1Ms6QoNOBu0TQ1rtt2XaIULelcmmbxnjuO9oFCEQMgDE02N8d4ntcRJ6DoxkWm6SmAu6SuUZ1eq4LAtOjSpSgKVWQWTsESqWyS540qTgV1XfHMM0/S663heRIiNhiY1LWQGPLc6DQk06lBlmXs7OzwwAMbGIaN47QdRmQYUkTltWuJIrpYYk0g0B1KGEKWNap7XHit6dcqy1p6Pe1KLWLH4bDmpZcKXLfhv/lvQk6d8g4wsIbDIdox/MMf/vBtMc2vxqqqiueee47jx4/f0qhW+5Pt7Ox0/mRra2ssLS2h3cb/zt/5O/ze7/0ev/zLv3zHEor3cN0zG+Brpqhcv36d+XzOysoKL7/8Mo8++ugde4VVVcWXvvQlvu7rvu6Or+ny5ctcvnyZ06dPc/36dR5//PF3fA7aluFWdgrPPXeBv/E3PsdkknU+WkmSIeFWnjrFWiTJHNP0iCIJzQoCt8MxQFxo65pO/xHHbmfXIYwvQ9FPy278JNnxYnOhN3xJdtRmknI7ccQtu/FaGAoVtW1N8lw0FJZV4zihOpWL7XpR5GojFKGe57mEoY9tm/swI4u2NRTwLRHJs1mGgOZit68tYYRe3SjRIx0eIzYzInYUsNkgigKmU6EYJ0lCr+cTBH1M0yNJWqV7aNTJ2FaaHaGuOk5AmuZqvAWu6zGdzrsiE0Vmd31NI7oO0yzJc+3eawGVGg0Z6nVqcF3pOkzTpq61sLBhPk+xLAkJE+fkhS+c73uqSOfdZis2Lhr/kc9RFHm0bUlV6TGcGA1KQUG9XiauK53e8eP3Y9ueIiu4WNYA3w+VdQz0euIOPJkkXL68x6lTh6gquyuQUjAa5eUlJpBiYY/qToQ6ra/RccRVuSwNhXvJCMwwWpaWxAOtruVv4li6ryxreOGFEstq+OEf9vnmbz5I2W3blvPnzzObzRgMBp32TAsVe73eV5UdVdc1zz33HEePHr3jiUZd1+zt7bGzs8M/+kf/iBdffJHjx4+zubnJP/kn/+Q9M8B8l+sPRlEByPdboN5kacVrVVVvS217p9U0DV/84hf5xm/8xnf8Wx3clWUZjz/+OFmWce7cOZ544onb3kZT/7Q76a3Wv/23Z/lf/pd/zXCYKF2JdBlpWlDXJW0ruez9foyo7fXJT07q4ukl7KvZTFhMvm+jM1YE7BfcRPy62s7SvtfzKIqK/XHD2hjS9y2l3G4RJ+NWhXMZXXc0n89pmopeLybPG4LA7ejMGlwW4kHJfJ6R54UafQkWEwReZ8kOdAaaOrteRmPSYXme06VP6kKTZU33eugYZcuy8DyPNK0ZDufKV2yJNM2792ZlJaJpRHFeFHIaFN2K5IUXRaFowaJTmM0yhZO0NI3DbDajLEVIurwcqKJoqzGPQ10XnUGi4ziYZoVhtKqrkNfDtmv29mRD1HYsvm9gWS5FIaO1ptGFXoekaTNMbWQpq9/3lXCUDvMRE8m6E2YGgU9ViQfa6dP389BDR3Ecg8mkYGcnZ54kWKbJ4cMhdd2nKAqGwyGnTm2o50D3HCyrYTrVGSuNCtJaWA5FUdt1LAtDSHEW6PelYOn3fDoVQoNgLdLRbG/XvPKKJKH+p/9pwB/7Ywe/27qg5HnOo48+2n2/tN3Kzs4O0+mUwWDQ2a18JUdGd1NQbnYff+tv/S3+6T/9p0RRRFmWfNd3fRef/OQneeCBB97jK77tuuei8r7AVN5pNU3D5cuXSZKEb/7mb37XHxjdVr7TqqqKM2fOMBgM+MhHPoLYjdwej9GCQX1afKfT0sc+9gjjccpnP/sfOmxB9A8ms1lLEMRUVc1wKFkXhuFg2zZJAoNByHSaq1GJLjBVt7HL6EkKmxg9VvssX6yuCEkIl4Dqejy2n4KcZSXjZpfN2TY0BmveGgFC+1xaGiDOwgs/ozCUQifBUCZVBUEQ0u/3MIyGySRhMpkxHE7xPOnAxI7FYTLJaVvZMH1f6K/iXVV3BdF1bWV70ihbe9m801SYZEWRMJlM6fUCXNdShpKtwmYs5nMJBRNGk6d0NSjBZa1cc+VneT/F8l1oshZV5eH7Lo4j+S2z2Yy6TvA8ycrRKZDSKZqkaYNmsPu+BHGNRlOiSNuu5Eof49A0BmWpLWwW3adeRYEqnlI8DEN3J/J7wXbEd8wwxIZG8KayG/2laaaEhRZV7XGxepnz5UuYVsmp7Q+zUhynqmpWViLStCbPHbR1jBg+ivGkpE3KGEtIlq167YRFJkWo7Q4JYUjnPmwFM5I8ZykaQGMzncrI7a23Si5elMPMd36nd9OC8vrrr1OW5YGCAm+3WxmPx2xvb/Pmm2/iOA7r6+usra19WcdkdV1z5swZjhw5ctcFBeAXfuEX+OIXv8gXvvAFgiBgOBzyG7/xG0x0IM3X0HrfFJVbBXEVRcGZM2eIogjLsr5sJ5AkSThz5gwPPPDAgXno7by/9heUd+Mg+r3f+xRZVvErv/K75HnBfJ5iGC2DQQ/TtDAMD8dx1SZosbs7p6oyqirDdX3q2qCuxVus1/M7ZpcYQRr0eh6TiYDpOkFSrlMyQgTktzsfLz1WiyIRZW5Nd9isrmBVAYbZcnl2iZO94yz5qwc20KKQDsU0K2WnT6ddaZqGPG9YWgppGlORC4SNNR5PMQyDNHXxPBn7SbfkMBpJh2EYbXeNeS7mnBqPkRz7GtuWQjgcjhkM+jSNpboyyW93XROwCAILbQApeTWNYq9ZxLGM9spSNmbp1OgAeK1LEQwFNYoM1UGgYDYTUaVlGcSxg2Ec/HwaRsXOzowo6ilaNYShz3RaUpYFrut2BSJNhWGl0yx1FoyMMGulyzFwnKb7GxlzCoivNTNCJUdFBlc0TUbbSrF/dfc1zm6fY205pphHPD98ncf6Dt/4wQ9TVRnT6Yj5PMc0A9bWfCaTGNOUQh8EjQrZAjAYDJquaJimdFUaxO/3ZfzV78Oz27/L75x9lbY16fcb/p+nvpvVeJnLlysuXKixrIYnn3T51KcOAteaxt80DY888shtv1+GYRwIrtLYxdmzZzuh4traGoPB4D0D93VBOXTo0D3lkvziL/4iv/Irv8I/+Sf/pCuAy8vL/Ok//affk+v8Sq/3TVG52ZpOpzz//PN84AMfIIoizp0792V5nL29Pc6ePcuHPvShzgNIr1t1KvsB+bv5kP7JP/l1FEXJz//8v6GuG/r9ntIvVPR6vpqNS6e0tjZQ9NqG2UwySOZzU2kUZFwldimCley3fJGY2RLdoWg32VbZpesTqWZ+1XVLakwxShdagzKvMA2H0im6PPuiaDvzRM+zCUOX0ShVNGpT2aBIOFSSFBSFPKZhmKyvD0jTiizTefBTtWl75LmN64p5JkjKowgkhUKtreSzrFYdQU6aJvR6Epm8cFAQ2xUpRpq6XKvf2di2z3zeYtsNk0mmiqBY08RxTdNYipKsBaMLFbzntWhr+rK0cV0PyzIxzZosy0nTGWVZEATiFD0etywvLyun2lZ93lIkmtjAthtVcLUDsYD9QtelszLRrK39VGXBbTRTTrJhej2fyaRSn1FxK06SnKYRUeHe9hv0BjVVElNVJUZrUPkVluWS5x5hOFBssYSdnZSiuIzrCqGhqnr0+wIcS5Qx9Pvi7aVfc8eR343H0lHuZNf57ddfZanvYtsNo5HJv3jjX/FM+HGuXKlo24aHHrL5S3/JP1A09BjaMIwD7hh3um7MVtnd3eXatWu88sorxHHcZavcLRBe1zXPP/88hw4d4tixY3d1HwD/5//5f/LZz36Wz33uc18z3l7vtN63RWVzc5Pz58/zkY98hDiOybLsrmnBt1uXLl3iypUrPP300zf187mxU7kTQP5OVpqmPPigzZ/6U1/Hv/pXr7O7myhzxJzRaM7yco88rxVDS4+sKuI4UswuUaHPZlOmU4N+P1CjMgHc61qKTVlKRosUG4n8lUIjIwfRf8gmKqLJlra0qJsGwy6wDYeyLXBMpwPwdaaKjI9aptMcnf0i+fFiy6JNJi2rUUJHqysohmEQxz5LSzFpKpYxk0lCmuZK8OdhWR46HVMwq1ad2CVTvixTBoN+J07U1jRC3QXft2gaEeoJ3oAC+xs8r1G/k84wzyXhcDRKVMdsKM1ISdu6mKbdgdACopuKxi107KYxsCwH25ausCznyizSJMsmeJ4Ed2WZ032O5DFRxozyOdKCR42rCLtr8Y9QdmskftpQGiOhhff7PmlaKVxDTu862VPGkxaB2efqbI5nJBh2ih9kbKzY7OfJDAYtk0lIvx8Cq3hewfZ2wtWre9R1zfq6R9tGeJ6PYbSKnrzQpYxGC4ry5t4U02yxTIM6d+kPMq6c9zjcFw3SffdZ/ORPhl0cgH5tzp49i23bfOADH7hnAN6yrJsKFS9evIhpmh3FN4qiO3qspml4/vnnWV9fv6eC8qu/+qv8/b//9/nc5z5HHMd3fT/vt/W+KSp6/KUFjcPhkGeeeaY7SdxOUX+nayEUXBhPFkXBM888c8ux2o2np/eioIzHY15++WUeeeQRvv7rl1hfX+OXfum3O6ZXWdakaYZhWHieo0ZJZTdiynMpFIJNyCYmcbgJtm0p8FpOfmIMaXUmhFUl9iFiGSPssDyvVFGQsdayu8JwPqI2WzAKfNdhYK1CQ3c/S0sBWbYA/bWSXEK2zE7UWBSZwkoc9f+NfbiBFj62KlrYoteLmc9zsqwkz/eQ3JYAyTh31P8vKMsGzws7RwHft9D5HDKiMxWN2iLLJG3QMAwFwFtMJnoXLfG8BteVrs5xbOpaiApQM52mNE2inpuNYcgGLHiFPIf5PO8KveMYpOmE2awkimJc11E+XgWj0ZwgsHEcYX8JrbsGzK5T8TxDmS0uMlFsW4/j9M+G0vPUHb7ieSaTSdWN0gCiSOz/XbelKBKWlno8uvwUb1z754yrBMd1WO+tcsT+MFUl0cq9noDsWrMiPnE2Kyt9lpb6OE7DaDRnNpswHG6xvGxR1z36/RDHMZVtjlxTmhpYxRKml1DXDm3tsHshxknXaeKaI0csfvqnQ3RCqP6Ovfzyy7iuy4MPPvieM7puFCrmec7u7i7nz5/vXInX19dZXl6+6QRCF5S1tbU7kjPcan3+85/n7/ydv8PnPve5t01HvtbX+6aogADlL774Ip7n8dRTTx14U+9FwAiLjkN7ed3MePJ2627xkxvX5uYmFy5c4Iknnujmpx//+JMsLYX8z//zv1CuwYYag9RIyp+llO0l/b4A5hqgtyxNkzXp9z0sy6AsS/I8ZTQqcRyHIHDp9yN1Ssu7QmLbdmc6WRQVRVGJmrw1eOTQB2ndjPmsInZizNbCD4TJ5DiS8yLjNUM5C4t+IcsqJeAUfzPHEQbagtEk1i51LWMcTTlumpaiqFWH5SoXZhF2zucZ0+kE2zYU48mg319GgswatIBTRoQyKgsCh7KsOrGo3vRFlIjCJLS+o2U+1/5uOVHkKDaXpfAgyQ4pCgkPaxp5bjLSWoRn1XXLZDJiPi/o9yMcp8WyGiRPxqLfD2iaWjkqjEkScX627YC6FiW9HrPluRA4pINpuxGlzqPZr/mIY/G20+p+EAV9ksh7AjCfp6yt9THKhG+/7xkKxyAIDILqKI6lD24wGhkdyUDOcyICBc3sMgiCHkHQo9dr2N7OGI8Ttrau4jgGjiNWK6urFm0L93trfCT7Fp7d+SLptR7tfIlH1h5ibc3gJ38yZDBYjJ/atuWll14iCAJOnTr1FaEIe57H0aNHOXr06AFNzGuvvUYYhl0XI87RUlBWV1c5ceLEXT/mb/7mb/K3/tbf4vOf/zwrKyvv4bN5f6z3TVFJ05QvfelLnDhx4qYngPeiBa5rMT48c+YMp06duqVA6WbrXgtK27ZcuHCB0WjE008//TbvsI997GGWl0P+5t/8PLOZAKuCG5RdMRwMBJQXF1OjG221rehQPM9RAL3FYBAQhpIsKdhDClj0eqId0bdvWzGWlEjiudIkhPi+g2338JtcsdS09YytNnZJPdyf4a7xHS28NAxT2axL8TJNMabUXYKwmQzliabpxCgWmUFZigdXvy+z5rLMmU4zqgquXdvBdR3CUEgN8h6bnf1LVVVq8zaUyaN4fEkRErBeXARq1RmYncWIjkjWa+HUvMiUN4yGLEsQPMHCth2SJKMsLaIoUmOpGt9vVFclGp2ytFhedsgyn7aVuIA8TzCMgrrWgWouOidFHAKkUgiWo7sPs3sNi0KEoqYpxc9xpCOr64UlT1GkvPnmLpZls7Jykn7fkKLWF3dh/R7qkZqM2sQ4U15bgKYzogzDhtlMKNhx7NLrLZHnJZPJnPn8OteuCb6zvh7wxNFHMPZOMOqVuAOLpYHNX/7LIUeOLApK0zS89NJLRFHEqVOn3vX3671Y+12J5SCUsL293UUQV1V1zx3Kv/k3/4b/9r/9b/nc5z53x67FX2vrfaNTOXv2LCsrKze1ktfr3//7f883fdM33dX9f+lLX+Lw4cO8+eabPP744/T7/Tu6XV3XPPvssxiGwcbGBuvr6+8a3GuahpdffhnbtnnooYduC+xfvz7kb/yNz3Px4p4SFdbKF0ywgqoSjYoI42TMVBRCGV5QdBedme873WgqTXPVaQhtNooChRW0jMdTPM9mMIgpy1qxuOSadO6LbdOd6A1DCrXrWqRp2Sn+9d/r4iOUYEu5Hsu4Kwwd5Y/V4Hkus1nRdUxSrLR3VqOcAlrKMsM0dSiZLgANw2FCVZW4rvh49XpB1z1puxjJX1ko+UWE2SpdDp17tBSWRsURlF0x0I7DIE4BQeCTZXXXBQg1e05VQRSFuK5HXcsYMsuaA7icGC7aFEXb4RiDgc9olFNVIrjU+ErbekpsufB7Kwp5L3s9cVsW0kGlrs1RBAKzG135vhR/sPjABx5lMFghiiDLzK4juZG5JQaRDVUlv8vrjBd2vsQonXGsd5THNh6hrqRTkufcdrqVwUBYbK5bM50mXL+ecPFiQZK4RJHNyorNX/2rfU6fPlhQXnzxRXq93ldak3FHq2kazpw5033v71YT84UvfIGf+Imf4HOf+9w90Y+/zOsPjvhREvhuP966l6Ly7//9vwfg6aefxtPWsbdZN+In8/mc7e1ttre3O+BvfX39HcN6iqLg+eefZ2Njg5MnT97RtWZZwf/4P/5zfuu3zuG6jgKqZaPV1ix13eK6ltqUJX9ENn45EVdVowSTAooHgdspt21bKKpVVSqRoIxoVlcHSJpj1bkVi8mjFC5JAKwpirK7z/k8V6C71z2WNrHU4V69npz09ZjL8ywF8htKxLjodIJAnJh1VLHnWUynU0zTJghCiqJSIz+z26xFwFlRFPm+fJYAy7IUDiUFWFOutbWMBrJF11F3RVH7o0l3IT/rlEoRgspzEXdomyzLKAqz+ywIriVkCdu2MQyPNG3wPK22dxSeJToay/KVI4Csft9jb0/SOttWOtMgCKkquzuQBIGQB+ZzyYQRoaTHdLqw2weIY4fr10eEYci3fdu30uvpA4fgYFkm3mDz+f5gswYtj6iain9x7f/H9l4uiZikPH74EZ5Y/XpAQP3pVKKDPU/cj7MMej0Rqr7wQsF83lDXOZZV8IlPbPLQQwZra2usr6/jeR4vvPACS0tL3HfffXf0/fhKLl3w+v0+999/P8ABTcze3l7n57W+vn5LTcxv//Zv82M/9mP8+q//+j11Ol+B9YdF5Z1W0zS88sor7Ozs8Pjjj9+Rtcs7AfJZlrG1tcX29rZiw6yzsbHxNkrgfD7nhRde4PTp0+86T6FtW/6P/+OL/PIv/67Sgsj4ToPsckkCRvf7AfO5YCyuK91AEHgKLNWnWMlD0cFQIF3EfD5ndbVHlkmBEaDVIYoClYduMhxK8pSe6+tRlljbS6GSMZOIFF1X7GamUzFE1LkihiGn7Tj2mUxyRR2m68QkAdClKMp9upUxYOO6rtKt6AyTGsexOwNFwRRMhSs01HXFfJ5S1w22bRPHobKUMbpxXlUJJiW4zkK9LzY2VUcoEBZdo4qhjECly2koihTXdbFtYXc1jRQXrRMCFOZk0LYWVWUp+m6J75tkWYvvu0hgmLa8sQ98F3TqZFGkQIMEaC11jsny/oLjhOR5gW6kDaNlNCoxDBgMlnjmmY/geR5Fsfg89/staSqdiggsm85upW1hM73Ir73yz+l7Eilh2BnjNOHPf+TP47kms5loY6JI8lpsuyWOW0YjePXVgjQVdwHPa/jJn4z54Ae9TkOytbXFZDKh3+9z+vTp24ZdfTWWHsnFcXzbDko/n+3tbYqiYHV1lbW1NeI4xnEcfu/3fo8f/dEf5dd+7dfel4XzhvUHR1F/Jx8mLaq7U12IDsnRb/KdqOrvBJD3fZ+TJ09y8uRJiqJgZ2eHc+fOkWUZq6urbGxsUFUV586d47HHHrtpxsudPNc//ae/gccfP8Hf/bv/ksuXh0SRqzZnoxs7AWr+39LruUpRb5MkOUHgdJRcTUNtGgnqquuG2WxGGIbYtkvRZliRgd/6mMB4LFRly7Lp9wMcR2xhwtBRYLxssmIkieqkpBhrvy7dEcqmr3O3TWazkqpqFQHB6LAgKYIlEklrsLMzZHV1QNMYarM3OuNNEFzBNG01JmsUAaFWHYbN0lIfAfBz6jpjNMqwLGFfxXGA4+gxmHYXkChnsUxpO/sbHZmsuyDft3EcmM0SLMvF933yvKJpcqX+r1XUrqlMJB1Gowyo1O2bTqCo81N0/kqa1ti2dDXSyYnpYxB4mKaw0lzXZjKZU9cFpik05qbxum42z4XxtbOTMBjEhKFLWUoypmUtuvTBoGE8lu9SWUp3sbd3sOCMRzZ1HlC1AU4wJ5/2qEuTqoZ0JAU+DMXSPwwNTLNld7fh/PmS2UyeSxga/OW/3OODHxTsKwgCjh49ys7ODqdOnSIIAq5cucLZs2fp9/vdWOlOc+a/HEuTBt6poMDNNTHnzp3jB37gBzh58iQXLlzgV37lV74WCsp7st43nYqMY25PGf7d3/1dnnjiiTvCNHQS5IMPPsjGxgavvfYay8vLt+0Y7pXhpT9QFy5cYDqddhYSt6In3unK85L/9X/9N/yzf/YSUSR+W2laKocBOVW3rbGvG6HbJGVEYwEm4g5bUZYFdV3Q6/UxDIuXrr/CTraF0cpJ/RtPP4nbhmqDryiKgqqqVcBSSNsapGmhRlemEua19HoeeV6qDs8+YDkiYDxqA60VKG9gmpbCWuSkDlBVJcPhjCiKCEOPqqo6rEVTrvO8IgicrsiYpkG/7ylqtXRtGotwXT2OEgA+STJ8XzZwx3E7wF86j1p1c9rLSxydtUeb6Fws9vZGeJ6P4zidPgRQ2IytRoHiDeZ5PvN53WWZLC2FqsjI/XueT1WZHaYhz8dUXaehWFVC0oiikOm07EZ6TVNR18LaE0dnG8+zGY1SfD9Q4xgRZx4+fJL77z+B50EcLwwgRbUvtGX9FYwiyZIvqorPn/88c+sKVtWjbOd86NAH+H888K2KwSdkCulW5DDx+79fdBhUGNb85b8c88gji2KmlegbGxsHRkFt2zKZTNje3mZ3d/eOxkpfjqULShiG90QaeP755/n0pz/N13/91/P7v//7OI7D933f9/Ff/Vf/1Xt4te/5+oMz/rqTovKlL32JRx555B0/YDs7O7z66qt8+MMf7rqE8+fPE0XRLRlfOgMFuOsC0LZt17E88sgj3RdkOBzS6/XY2Ni4J7O7f/2vz/K//+9fYDxO8X1XMZxkTOR5NuOxeIuEoUtV0Y2QbNtQG1LAzs6UoiiIY9mwr403Obt3VkJ9a5uGhjDweHLlGQWetx3wL/hJw3ye4XkaFBfsRNTftsJKZAwl7KUC2zZxHLejFUNLHHtUlQ7XshSBwOryWvr9WFn0WyRJjrb2F5NMbakutGEtynRdW12j3qwtZaBZdxiHXJelPMEy5vNMuRE7agOX11LHLi+CzxaakTyfY1kB+vsnI7taUY1tZe5YKGBdRw/UisLt0LZOV4T07ZNExnnSeZmEoRQPvcQq3+7cCSTC2EFIDPI3UrCF7ec4JhKe1uvsW1ZWlvnQhx4ljhvmc6Mbg3qeFEwJz2oJgkXBAcCZ8e9ef4FZMeNof4MPH36UshAsLIpaJUaFyaTilVcqlcLZsrQkI6/77z9YUJ577jmOHDnyjtYm+8dKd5oJf69L62R83+f06dN3fT9nz57lU5/6FL/0S7/EY489Boic4MyZM3znd37nu7qvS5cu8clPfpLr169jmiY/9EM/xKc//em3XfenP/1pPv/5zxOGIf/wH/7DO47ruGH9wSkqTdOwPwv+ZuvMmTOcPn36lurTtm25ePEi169f54knnjgAyF+4cAHHcd6mgH2vBI11XfPiiy8SRRGnT59+m2hyMpmwtbXF7u4uvu/fNZMszwt+/ud/m9/4jZdVRLHLdJp1TDCNMZSlML8k/6RU45aMpmno9fq0reALb+y8xVvjtzAcyYhvGwtqk285+c3o6OGlpYgkKTrhowD4luoSGsQK3cXzfJJk4VgsKZKCJbguagylbfitA1b+htEyn6fMZgkrK0uqIxAsAxolzpSRlB6ViRmnoVwCDNq26RhfGvfJMp0aKXoPYYEJ7lMUNbYtHZ5tm+ztTSkK6QIGg4CyBN93sSyDopDnORxOGAx6XWcoDgPs07mIMabgYEanGxHdjq2IBqbq0ERMmaZCGdevm6jvfcqyoaosTNMhCAImk8VjmCb0eiFZVqJdgU2zYTbLcN1AHVwMiiKhaUTnFMch3/EdX49kqci1iSi06XAWx2nQppWw6FjkYCEOxdIJCytvMpHcGN9vefHFktGoxrJaer2Gn/qpHvfdt7Bv14atd+PmqzPht7e3OxzmvR6T6YLied7bvsPvZp07d47/7D/7z/iFX/gFPvzhD9/zdV27do1r167x1FNPMZ1Oefrpp/nH//gf8+ijj3Z/8/nPf56/+3f/Lp///Of54he/yKc//Wm++MUv3s3D/cHBVO5k3U4A2TQNZ8+epWkannnmmbd1G7eKI34vCkqWZTz//PMcP378pqcvwzAYDAYMBgM+8IEPMJ/P2dra4tlnn8WyrA7ofycmGciG84M/+DG+7dse5n/4H36DK1dGWJalxjWL4K5ez1OuxGJ5v7k5xDBMVlf76LwV2zaJnFA25MbAaA3apiUOPMLQYT4vcBwZMe1nS8VxKJkwZonlGDi1R1E4DIcltt0QRY5ih/mMx3os1GKankqVFA2G2LXICXs8FrZTv79CEPz/2/vy+KrKO+/vWe45d82+gAn7GjALCOKKtAU3lrB0VOzUDtRWfetIF3X0Zeo2Y13GdupIx9bW0b7Tqm0CiEJErZWp1QoyEkIgJKzZk3uz3v3s7x/POYckBLLce5MA5/v59FMhl3ufe3Pu8zvP7/ddONhskjm7IZu6oluwkM2ZODWTlEpjKE5aRqxu4y/pLTPoVGIGxImZnKiMk5SiqIhGJb1NxeuaGBJwFY1GEAqRMDKn04ZgMIr09BRz0M8wNKJRySQaEONFzWSHGbDbWTAMYxITFEU1lefRqGDqeMJhwGbjdXW94eFGws9kmQzgjYwSlmXNkC3iEScjGAwiPT1dZwsaXmmE5BAKhRAIhPHllyfg8aTA6XQiOdkBnqf0z0QDTZ+5h3Q4CLWYkCeITxzHAd3d5OdJSYTllZxMslDKyyWEwyo0TUV6OrB5sxvjx/cuKAMFWJ0PfTPhjS6AcbMYa5vMsIbhOC6mgnLq1Cl885vfxOuvvx6XggKglwOyx+NBXl4eGhsbexWVHTt24K677gJFUbjqqqvQ1dWF5ubmUaEuX1BF5VxWLYaTcUZGBiZPntzvBcEwTK/MlngVFL/fj8OHD2P27NmDDg1zuVyYMmUKpkyZYjLJDh8+bDLJMjMzB/QCmj49G//xH+tRVlaBsrJKtLYGYTj7GtRYwnRS4PO1671/D2T5zIanaSouS0tHmM3CqdYm0AwFjuIwM3kWFEXSB96aHjZF6SQBFhFBQ03nCUTUAEBpYCkHpiddDrfbCZuNRWegWz95CPophKzD5XKZLR1FYcEwbnAcBb+/W7dacelkDOgJgozuCMBAFEW9UJCbA4N9pqrQc2lUM1Omuzuqz2tIFgxFEfW+sQ7jtKQoij6sJ/Mao11FhvSc7iCs6RtyCKoKdHX5wXEcUlJcZpEg5AjNDBIj7TXWnGmRTZ4w4Ag5gWhYjNONKMqgqChsNgqaRlqWFMWC5zlomg3RKAVNk3RxI2Czcbq3l3E1yOjuDsHh8EBVOciygORkFpGIrFvvA5rG6vMWN1JSUhCJBOHztUMQWLhcTrhcTiQnMwiFyDMayZZG8yApiUIoRHJQDOowKY5AQ4OMYFAFw2jIydHwxBMepKScKSgGYWbixInIzs4e1HfkfOh5kzZ9+vR+HYmH0ibTNA1Hjx6FzWaLyRqmrq4Od955J37zm98Mt/U0IE6fPo0DBw5g0aJFvf6+sbGxl8o/NzcXjY2Nl3ZRGU5OPXD2QH4w/zZeliterxcnT55EYWHhOfOmB0JPJpkkSfD5fDh+/HgvJllSUlK/a+Q4FqtXz8ctt+TjjTf24p13DsHIIiHtFgqRSAQcZ4fH49TV+BSSkuwIBgVoGoOoFoa3vQt2lgM4EdOSJyLZ7oYoalBVybQG8XicEEUNkYiGDtGLkBAGx9pBMzaIMtAcrcf0lOk41lmDbiEEVeaRxHkwgZkIRZL0IkBmG4YGhaIY+HxkPpGamgwgCkAx22IGZJmoyBmG0zdVRhcKKvppgQz5WZYyhZokj4XcIRtO0qTQsLoQ9IzvGUASGM+YbxKzTU0DQqEwRFHCZZdl6V5nEhRFQltbh95GI5YyDseZBEejmBiCTk0jrCjDUkaWjfkLQNOMSeMmWhUFPK8BkEBRdhDTTxtkmdFNF2lEIkarSgbLiggGQ0hO9kBVSYswOZnXT4iGz51kMsPC4S6kp2fDZkuCqiZBkmQEgyFEo02or1fgdLrg8bjMiGby+hoCAZjkiq4u1dSlVFfLaGsjRXPaNAo//rEHTmfvgnLgwAFMnjz5vN/PWNCTfWW0yQbLJjPckBmGiamgNDY24o477sAvfvGLISXMDgXBYBDr1q3Dz3/+87PE2/2NMUaLnj1mispg0Leo+Hw+HDt2DPn5+QPSdo1/G6+BfG1tLdrb23HFFVcM2z67L2w2m+lDZDDJ6uvrEQgEkJKSgqysrH6ZZDxvw4YN12Hp0jkoLf0SX3xxGn5/BIGAkePB6iI8srlEo6LuSMxgX9MBqJoGG22DKrI42XECrkw30typJhVZ01MZIxGBeKdpflCsApp1QZWJC3EkoqAereiUwrAzDoDW4Be7EdC6MS5pPCQJUFUjKpnc2ZOwKhY8T2J0QyFW3xg5/YQhQFUl03rFSIUk6yGDeXLSUCGKstn3J1oeGoYVP3kfZP5E5hyK6Q8WiYigKMqMNQZgnnA6OvwQRWIMaTy/zcbqBpkes2VHTjJEoOl0OkDTxJ2ZFG7yO7LbWZ36C32uwujFh7C4AAUejw2SRCKfOc6uJ3hK5rXhdKYhElH0+REFSSIzKKfTA0WhQVGqbs2jgOcpKMoZujJAPqfOzgBUVUFnp7HhMEhOTgJNe2C3E91NW1sXTp4UwfM8xo1zQJadsNsppKRoOtmBEB68XhVerwKaVlFUROHhh5PAcWe2FFEUUV5ejilTpgxZpzVcDKVN1tNePxY35JaWFtx+++34+c9/juuuuy7O74hAkiSsW7cO3/jGN7B27dqzfp6bm4v6+nrzzw0NDTFlvMSCC6qosCxrFoba2lp4vV4sWLAAg8lyJomEsnnnOtwLyBBTAsC8efNiogqfDz3tug2jO5/Ph5qaGng8HjPVrieTbMKENPzgB0tRWXkcr776F5w8Sdowfr+AcFiEy8XrA2rifRUMRyFEFThcNFRJA0NR0FQgGAnDpvG6HoMGy9rMU4GiKHDQLlCsF6oaBc1KEDQNqfbxiCgSKNEOjbVBUwGaFhBFWG9TEe1HUpIDkmRHd3cQdrsHqqoAkHWnX8DY2Mm6iTcZy9LgeREkGz5q6kuMXBdB0GBE4LIsDeBMkWFZ2lTqGwN1MhDXYLczestKht1OPNCI0SaN1tYOkAwSt9nOIhY4ZChOLFA40DSvt78oBIMR+P1BkARHGxiGM2cpRIsjmOQC4/UMnzNRJHksLMvqJpyyTrgwCqmRZSPpFjlAKCQiLS3DHLK7XAy6uiQAtP46KhiGsLicTlqnYTPo6OhGenoyNI0Cz5PseZ4n7yktzQFZdmDCBA2iGEFXVxBdXW1wOmkAHqSlOeDxsKivl1FfTyK0r7mGwQMP9G41iaKIAwcOYNq0aaPmcTVQmwwgnYL8/PyYuhV/93d/h+eeew5LliyJ4+rPQNM0fPvb30ZeXh5++MMf9vuYVatWYcuWLbjjjjuwd+9eJCcnj5oVzJhhf5FNQjzvYxobGyGKIkJ643fOnDmD2tSNvvj//u//IjMzE9nZ2cOiJUqSZLqUTpo0aVSOl+dikmVkZIDjONTV1cHn86GgoACdnRFs23YAe/fWoqsrDLJpkk3V43FAlmX87fQXUBkJjMZDgwaVFpCXnA87Q6J5DQ8ulmXgcPCQZQo0zaG2sx71Hc0ApSHFmYKZ6XPQEGhBc6ANHJMEaDIEWcVlngnIdpA+ut1O2j1tbZ3gOJfuQCAgGlX1xEbS9uE4FQ6Hy2yDEWt8GuEwGey73TaIYggUJSEaFXoZSSYlcQiHBbAsZVrXkHaYpD/XGd0KRVEIh0W9xcOY85fOTr8+qyHECcNmnmSsMJBlkiUfCokmY4voh0jLTBAk0LSGYDAKWZbhdHJwux0QRcp8vMfD66c3TTeoJF5amtaTvszoLDEeJDjMriv5ZYRCsh5PbIcsS3A6bVBVw+eNKPQNR2bA0MtQ8Ps1ZGWlYvbsiUhOJiFiABnKOxxkbkI+R8Dv13SWmQZRlNDZGYIgBBEKqWhq8oBlbbjxRg7f+U5Kr2tUEASUl5dj+vTpSE9Pj/M3IHYYJ5RwOAyO4xAIBIbFJmtvb8fatWvx5JNP4tZbb03Yev/617/i+uuvR35+vrnf/eQnP0FdXR0A4N5774Wmabj//vuxe/duOJ1OvPbaa1iwYMFwXu7ioRQD6DVI7w8NDQ04ceIEJk2aNOhNvedA3rjjN+whztdS6otwOIyKigpMnTo1Yb3h4cBgkvl8PkSjUfA8j/z8/F4znmhUxDvvVODDD6vh90cRCgmQJAVuN4/OiB9VHZWQJRWaTCPHnYvJGbkw7OINwSRABIyRCGndEHU3A4Zlocg8NI1GRIjgROcJRJkgNJmD25aCyZ7ZsDEk9S8SUfRBNmE7ORyEqitJBgOJg6pGIAjQhYph2O2UnpViN68PlmXBMJKu/dDgdDIIh4NgGFX3LDMuWw2pqXZEIiJIcJait/1oiKIEIy2S2M+Qzb2trRMsa4Pb7YTLZdP1OaLeBiThXXY7a2pXiEaH6G6IWFTVGWik6DAMrdvfKLrxJQOHwwFVZdCTc0IKOK2fSog3mcvlQDiswTB+5DhCFY9GVbhcKVAUGhxnB03LkCTipgAATicPSZJ6nciJZoeFopBT+9KlcxEKUXrR1eBykaJGrFoM3QrR5QSDJE7ZbqfQ0SGjuppQtxcv7sA113SbouLU1FRzKD9jxowxaetuZN7LsmzGXgxHdNnZ2Ym1a9di8+bNWLVq1Qi/i4Ti4ioqoiie00olEAjgyy+/RHJyMoqKigb1fOcbyKuqiq6uLni93gHFiZ2dnTh69Cjmzp07aHfjkYShkbHb7XA4HKYnWUZGhulJZnx59u2rxXvvHcbRo60QBNIGi0QFyJQEB8/D43BAljXd04vSRYakVRMOi/qQXI8Htsvo9Ifh4D1IdWTrmyKFdn8UFChwDA+aopCS4kJXVxiBgIDk5HQoCkknFAToSYnEOdnt5tHdHTW1HRRFw25X4fcLUBQZNE0cj4nS/Izq3W7noKpk42YYBZpGooqNuYrBdmNZCm43p58gSMuKGFza9BNcFDRNcuYNDUo4LOliShYcR6z7CVsLpg+Y3W4DQOm2OWdEmsZ7IMVHNq1pgsEIZFnSW2g8OI6cAMkpSDXfE8/bdWdq6KcgVWdgucximJzshqKwEARV/9xocBxnWviQtVMA7CDW/RLsdgoTJuRg/Pg00DT6nFCoHicU8nsQRU2nM6s4dEiFKKq4804bli/3mDdqbW1taG9vhyAImDBhAiZOnDiotvRIQtM0nDhxAqIonjfzfiDRZXd3N9atW4cf/ehHWLdu3Qi/i4Tj0igqXq8Xx48fx+TJk9HV1dWLn30uDGUg37el5HA4THGi1+tFQ0MDCgoKBqUjGWkYdOrLLrusl7DTYJL5fD5EIhGkp6f3+mK0twexc2clvviiFj5fyLS6J9oURnc4PnM3b4R7ud1EGd8SbsGpzjpoCg0KQLYrG7PHz4CisKAoOwCnvnGriEQ0hEJhuN0ucByt054Jq4sYHEbBcYAsM1CUM667PG9Ddzc5nXCcDYCKSMSPcFiEw8GYZpB2O2saWxqPpSgRFKWAomR9GA+TjUWSLonqn2FoBIMRBINBeDwukLRNVn8exmR0MQwNnjds/lnzBEz0IhIMg08ST0xOGqQlR76jRGBJHAcIu8xIO1VNpwK32wFFoWG3OyAImmnJD0Cn96pISUlDNKrqbTwOFMXrCnbolGRad6ompypi9MkjGtV0w0sZokhOMwsWTIPHw0CSCDuNRCUT92KGoRAMEt8uclpRUF1NhKPf/S6H66/vTXmPRCIoLy/HpEmTIAgC2traQFFn3IjHQv768ePHIQgC5syZM+jWdU/R5f3334/09HR4vV78n//zf7Bx48YEr3hUcHEXFSPYqq2tDYWFhYhGo6itrUV+fv55n0dRlGHrT4z5S2trKxobG6FpGqZOnYrs7Owxd+dluCDPmDHjvL1rg0nm9Xr7ZZIdOtSMDz6oQkVFI6JRGcEgyS4hZpSKTsmlTE8sFRo+r/+ChH0xgCLQUBkF87OvAKWQDZloLWwIhzXIsgN2O0k9JOFSHARBAMNQuqWMhGiUPL+RpkiU3Txkmeg3iP2LAlnW9BQ+DaGQH7IcAckDMeYPNBwOFqHQGZdgm40CyyqQJBEMA9Oin+S8KAgEAvB4nDq760wuDMcxZsSAMZ8xPK2I3T+nB4mpPVprJKaZpukejgDQZymGVQw5/Z0Z3gOApg/4ia8Zx7FwOIgnmKJoesvLBZ4n8xKOsxMjUFEGRdl0ltcZVb4hEFVVBiT6mLgRRCKq+fuZOTMHKSnkOJKURMPvV8GyFDweDYpCQZKME4qGykoFoqjh3nttuO663kzLSCSCgwcPIi8vr1c0rlFcjNasccefkpIy4vPIEydOIBqNDqmg9IXf78ddd90Fh8OBlpYWpKamYsWKFdiwYcOYKJpxwsWlqDdaNMAZ22mapnHFFVfopoPSORX1QHwEjUQJ7kAoFMK4ceOQk5MDn8+HgwcPwgjqGqz6PZHo6uoyW3KDoVP3ZJIZbb+amhq43W5kZWXh+9+/ARRFYe/e0/j44xOoqmqGKCr6/8iw2fj9yGoUFK0BKgXQGvlvTYMMETxNLilFURAIkIE3EddJAHjIstNsb6mqBkEQdM8p1ZyfRCKS3nJR9MdqoCgVDMOCYUjGiM3GweNxAHBBEEQoiqynWxJ9h6oqepGh9DaWAoDTN3OiBwmHoxDFCHjeOCGw+oZPIplJkaP14TgxzCSuwuSkYPiKAYalP28WCUOMacxeiOiRRihENDukfWfktxBLFZ7n4feLYFny+YXDAiSJFCOn0wma1nQ2G68bUBJii8dDIxiUQdMKOI60LEkBkcEwLCjqjAjT6WR18SiLU6facfXVDjgcrKmYdzg0dHdreu4KEAyqOHyYvMe777bjuut667GMWeOcOXPOag3zPI+cnBzk5ORAURR0dHSgubkZR48eNRmMI+FGfPLkSUQiEcydO3fYBSUSieDv//7vcccdd+Duu+8GQMSOO3fuHJaX38aNG7Fz505kZWWhsrLyrJ/v2bMHxcXFpkPy2rVr8dhjjw1r7SONMXVSIV9kFYIg4ODBg8jOzsbEiRPNC0EQBFRWVuKKK644e6F6QSFfGHrYF48gCKioqMD48ePPCtOJRqPw+Xzwer2m+r2/HJVEo6WlBXV1dTG35HoOKNva2mC3201FP0VR+OyzWnz22UkcPepDJCJCllXCeNJUHA4cIPRbRt+kNBb5GYVIS3Hpp50QOI4HwOqtI9Y0lCT5JklQVTsCARUcx0EQRDAMuZsOhwU9W4S0cwxXY57n9bRDEnVrXLuSpOkuyDLCYTJbEQQBFCXBZqPA85xZyIgIk9jYS1IIGRnJCIcFcByt61sYM23TbidCSEk6c3LRNJjFhoR3RUFs+RnzJGO0wBwOG7q6zrTliOcZjZ4nFkJhZqBpRtwypb9vwO+PgqZZsCwHSZKgaTJomviC2WycXjDIyc8gU7As+cwYhgVg0637ab04ERt+wIZwmMxbxo1zYfr0LDidDOx2CqII3UaHQne30qugfPWrZ+cFVVRU4PLLLx9SvEN/g3Hjuov3zdqpU6cQDAZx+eWXD3tPiEajuPPOO7Fq1Srcd999cTll/eUvf4Hb7cZdd911zqLywgsvYOfOnTG/1hBxcZ1UADKQr6iowKxZs87itxPO/9k2LT0H8rEUlEAggMOHD2PmzJn9Mlfsdrup3DVmFseOHYMgCKb63ePxJOxob+hzOjo6MH/+/Jjv8Pry+A0m2cGDB0HTNKZMycSVV14Pm82GvXvr8Mknx3HiRBsCARFz2Xwcaa1GRIiCt9uQlz4bqS4XolEJXV1+MAzx/3I6SQuJzGdoyDIxZpSkAEKhNthsLByOZHAcj3BYQShETpmiSDI6SMdR1gO2yN9pmgpB0EzbHhIwpZpOxzTNweHgoSgSBEGCIGiQpLDObGIgyxTC4TDcbg9EkQHHOUF802TT/4p4ccnmCYOkTWqIRETzJEKoyKxJaTZ+7ZKkgONI7gwpMIYlvg1+/xnavMNh09t/lM4io0yBZXd3BAzDID09SS9qHAAegqDo9v1h0LQGTePgchFDSsIgo/T5Ea2LKEkUAsdR+gyJJG7a7eQE1NkpoLKyAwUFaSDWMBpaWxW0tSloaQHsdgrr159dUILBIA4dOjTkgtLfdReJRODz+UyrImP+F+t36fTp0wgGgzGdUERRxLe+9S3cfPPNcSsoALB48WKcPn06Ls811jCmTioNDQ04duwYCgoK+vW+0jQNf/vb33qlP/YtKMNFW1sbjh8/jvz8/CGfPGRZNmcWwWAQaWlpw9bCnAuqqqK6uhqapmH27NkJE10a6HsqM5hkTqcTBw824s9/Po6aGi+6usOQJVU/xQiIRsPIyEgBRTHmfIIow8n8hGzIRgb9mdaRppF2lcPhhqqSwTJRvpNTDHkcackQ0SAZQKuqoG/o5ERD2GqkeAgCGZRrGrERISeZMFjWCPUi2hsSZUzeN7mTlyGKkl6wjPx6I2KYhaaRSGXyd6TdCkDXuRC1ezQqmRs7RRG6NLGA0XQLGQ1OJ49w2Ei/JJ+DzWaDzxcARTGw2+06s4yIH0k6Ja0P3EmwliGIpGkVimLTlffk+mVZu3mC4XkKkkRONaSFBl386ICiAIpCwe12gjgbs7oxKYW1ax24447eLS+joOTn5w/oUTdUSJKE9vZ2+Hw+BINBpKSkICMjA2lpaUNqM50+fRp+vx+XX375sL8rkiRhw4YNuOqqq/DQQw/F/Wbx9OnTWLFixTlPKuvWrTNNal944QXTQj/BuLgG9Q0NDUhJSTmv7UnPSOFYBvI9UVdXB6/Xi4KCgpiH8aqqmgVmqFqYc0GWZTPH+1yGmYmEJElm/GtfJllNjQ979hzDl1/W4vTpFvC8C4ai27B7NwbeFKXpAVqk9eNycZBlVWdjnTHCdLs53V7fDlFkIAiMLmZUzEE4ACQn2yEIEkQR5tyCoowTBAdFkcCy6KFoDyEcjiA9PQ2iKEBVRUiSAJIZQ4PjbHC77Wabzmaj4HSyEARBL4zQi4xRXAybeLGHet+YodA9iA4MIoIIG8OarC+73W6KJckwX9NnKhEADFwuO1iWzPfCYegFEvq8xNHLat/hIKezaFSEpil6VgsNt9sF4Ew2DM8T/zZFgT6fYiGKpO3mdPLw+2l4PDZoGpnxXHedAw880LtoBAIBVFZWoqCgIOFtX2P+Z2QSORwO00nifN/T2tpadHV19RILDhWyLOM73/kO8vPzsXnz5oR8585XVPx+P2iahtvtRllZGTZt2oRjx47FfQ394OIqKoPNqb/66qvj4jCsqipqamogy/Kg1flDff7BamHOBWO+NGHChFGzXegJg0lm5FqkpKTA4XCgubkZWVlT8PnnDfjiizq0tAQgSQqiUQkOh83MdHE4bBAEQre121kEAiRUi0TeqqDpM+wsQ22elGSHLFMQRQYU5dAzYyjdJZdcAzYbDYeDGGUqiuForYB8zMQcUxAEOJ1u/aZFMbUchOIchqIQOxuSOU/80pKT7fD7RT13RAFFaab2xWhVqaqqp0Mq5vwH0IOrlACOtZ+ABgU8zWN2eh6cnMcM27LZSEQww9jQ2emH0+mEppFET6fTiWCQpHrSNAWep6FpDHieQzgsQpZJm04QNHNuZLMRhhfJJ5JNSrfL5TLnMOS5bFAUHpGIhqQkG8JhFk4nC+JmzOCKKzj80z+5e30n/H4/jhw5goKCgmEbqA4XmqYhHA6bNHkAvejKxh5QV1eHzs7OmAqKoii47777MGXKFDz11FMJu4k7X1Hpi8mTJ2P//v0jYXlz8c1UBoN4FBRZllFRUYHU1FTMmjUrIRcOTdNIS0tDWlpaLy3MyZMnTS1MRkbGOU9mwWAQlZWV55zxjAb6MslOnjyJ2tpa2Gw2hMM+LF06AbffXgS/X8THH9dg37461NZ2wOOxo6srDFlW4XYTbQXx5CInlEhEMjNcOI4Bz9sQCAhmeiRpJzFg2ajOYGIgSeR0QYK1VIiiCFU1LPslfcNXEAiEwHE2cJxLb/tIMGzoiTsABZ63QxR5JCWRnJNQKIhIJIpwOKIbQdpAUTRSUhy6RxcRWJLwLxqCoEFVCUtLUWRomoKQGMWx9uOgFAYMxUJQZdQETmBexhWw2SjdXYCGIJCAMJ53gOMcsNtJCqUgkGucrBGIRmmz3SvL0L3BDA2MBpuNgyRp4HkaAA2Xi4XNxkOWSXRyICBAUSJwOlnIchJYVoHdzkAUbbDbKQgCoVlPm2bDj37k7LUpd3d3o6qqCoWFhSMa7WuAoii4XMTaZ/LkyRBFEW1tbThx4gTC4bD5HYtEIigsLBx2QVFVFZs2bUJOTg6efPLJEe8KGGhpaUF2djYoisK+ffugquqYtLzpD2PqpDJQpLAxUxk/fnxMtN5IJIKKigpMnjw5LvkOQ4WhhfF6vWhra+vlrGoc6zs6OlBTU4PLL7887n3reMFwai4oKADDMAgEAuZ74nneFJBGozL27DmJfftqcfx4GxRF0WcBxC3YUK/LsoJwWARghF6R1zEG44pCTCDJDQX5od3uRDRKwqsAQw8Ck53V1dUNwKZnjZCTC6HP2vSZyRnKsSEaJDcrit6WkiGKAkKhKOx2GxiGB00zOuOLgsdjQzAYMRliPH9GM9IldOBE+DAYyUa+SBoHiZIxL/0KMPrMyW53wudrh93ugN1OKMuiyJjWLACQmupAKES8vAz2GcPYEI0apx1SHCWJgRGZzDCUWXB4nqRYEr2RBlFkEQzKoCgRPO8Cw9jhcLj1ZFQOTz7pgMdzpr1k0NdHq6AMBEVRUFNTY36X3G63SVceioO4qqr40Y9+BIfDgZ/97GcJnVuuX78ee/bsQVtbG7Kzs/Hkk0+aJpf33nsvtmzZgpdffhksy5rr6TlLTiAurvbX+YqKcYdmhFoZR2CD1jvYi72rqwtVVVWYM2dOL6HWaCISicDr9cLr9YKiiF4hHA6fFYk8VqBpGo4dOwZRFM/ZNgyFQmarwtD3ZGZmQlEofPzxMezdW4uTJ9tNg0ujmCQl8TBikYmOhVwPZIAOnT1GqLuaRqxdSMuJ5K0AZFZBrPojIPoPOziOKM2jUU03iyQEAHJSUHS6L1Gtu1wcolEVNE2bJ2KaViHLEkKhiE7vhT73cEBVDRKBApuNMiOVQ1IIR7uqwIIDRduhQgQYEUUpV8BmY6AoHMLhCBwOFzSNUJgJHZjRiQKkRahpPATBoGMTIgDD8JAkETxPBvmKQt6TJMm6UJQM4p1OO0SR1d8jpdOyaagqDZ63IRoFAOInlpZG45//mcPMmWc8rzo7O1FdXY2ioqJR12adCw0NDfD5fCgsLNTdHwImXdlIVh0oFVJVVTz66KNQFAVbtmxJOBFmDOPSKCrnGsgLgmBuxoPRjbS0tKC2thYFBQVj8o7L2Kzb29vBcdyoamHOBUOUarfbBx1qZDDJfD4fZFk2mWSqSuOjj47h889Po7GxS58TECaZoqhwOglTiRSWM3MM0q4iM6lIRDL9yDiOROiGQgqCQQE2mxsMYwPD0KAo6AJacjoibTPVnG1wHAdRlGC3Ex1JVBIAhfx3UpIDkYihfyI0Z0mS0N0d1plpFFiWhcvlAE3bQdMqKEqBLIuoDzeguTMAaAwomsKszFkYn5IJSZLR0UFcpmnapjPFaNNYUxRF8Dyj04GJkSRFEaU7UfkTMSqhI5OvKWklkqJJ00BSklNX0JMZSiRCQZZtsNtpUBQDTeP0IT6DzEwODz9sA8d1mZ5XLpcL3d3dmD9//pj8vgDEuby1tRWFhYX9zil7XnuSJJkkk57Bd6qq4oknnkBXVxdeeeWVS7mgABdbUSHDxTOslqEo5EVRNCmwoigiIyMD2dnZ5mZ86tQpdHd3Iz8/P+EK3uFAVVVUVVWBYRhzxmNoYbxeL6LRqLkZJ1ILcz4Yc6iMjAxMnDhxWM/Rl0mWlpaGrKwsKIoNH3xQhb/97RS83iAiEQmaRsSQfr8Aj4cHTQPd3RHQNA2Xi4PfHwXLEj+yQEAEy9KQJBmBQABuN/HxClMhBCISWNWN7KQsPY+E0vPpNf3/aTAMGd63+f2o6TgGBTIYisbl42cixZ5uMsIAIDnZAb+f+H05HAwoijgDhMPE18tm48HzNj090YaQFEAwHAJHOeCy2yFJNvj9AbhcLjAMg+Rkm66O13TWm00XcJLXI/Rjm+n5BQButx2RyBlCAMsSijGhYEvweJzw+w2qM6VTvJ2IRAwqMSE/kJhpGzZvTsL06WdaRYbjgsfjQTgcRkpKCjIzM5GWljZmNt2mpia0tLScs6D0hUH99/l8CAQCeOutt7Bo0SLU1NSgpaUFr7322rDU8RcZLt6iEovliizL5mYciUSgqircbjfmzp07Ji8aY7NOS0s7p6W/oijmZmxoYbKyskbMR8lgoU2cOBHjxo2Ly3P2ZZIlJycjKysLoRCF998/in37atHZGQagmVHITqcNDMNAECREo5JO0SVeVqIoIRQKwul0QVUp1AZPoTXaREwvNRY5KTmY5CYaH1FUTXdiAPB47IgIEvbVl0NRNbA2GqomAbINReOKYOdsoGnjcz7z78i/dSAcVnRDRhWyDAhCFILAgqZZuFwunZRAQZJU3feMAzGvBIAztv4UBbhcpF1FhJiEis2yvJ79QsHl4hEOy3oLTNZtZQg92W4ngspQyJgNaYhGKdhsDl0LY9P1PTQoijC+Hn7Yg7y8M21WYwA+b948cBx3FovR5XKZ1N54pZ4OFUMtKH2haRo++OAD/PKXv8SXX36Jq6++GqtWrcKKFSvidn1foLg4i0q8MuQNB1+XywVFURImTIwF0WgUFRUVmDRp0qBJA6qqoqOjA16vF93d3eZmnKi7SMO4MpEstL4blzFsbWwUsGfPcRw82IBAgLgNG47EbjdJVoxERKiqgo6Obp0hxCOqCNjXsB8MGGgqA4pWodISFuUuAqs5QFE2EIdfwhaLRhWIqoBD3kowNgo0p0EJ26FqGmanz0KqK1V3AqDA85Tu/aXpanu7qWMBgKQkhy6KpBCJkHAvUQxBlm06iycDiiLDbld1SxQOoZCgU5ShJ1oa2hJAFKFv7mSmYjgXE62LpBcU4svmcvEQBJLUSSKFNbhc5IQiScYpC0hKssPhsOHhh5MwZ86ZobzP58OpU6dQVFTUrxZE0zQEg0HT2mewM4t4orm5GU1NTSgqKhr2TaKmaXjxxRfx5Zdf4s0338SpU6fw7rvvYufOnfjDH/4wpjKTRhgXV1HRNNJGiEdBMei406dPN7ndfYWJqamp5t3+aBzpDVuY2bNnIyUlZVjPoWmauRl3dHQMSwtzPnR3d+PIkSPDsuMYLjRNM5lkxnwpOTkVhw9349NPT6GurhOhkKjffKi6ZxzRoBBnXQZd4S5UeqtAMxRomwJVoqFqGorGF8LJELqsphERoCyzkCQatI3C3rovwNg0UIoNKlRotIJ5WQuR6klBICCa7SeWZfXZCQOKonXiAKV7ljnMjZ/MNnj4/VF0d0fAspz+uiI0jQfHcebvieOMk4kx4xEhipr+vDw0TTHdCADAbqchCJS+JhUpKU6EwyQkTJY1vRiRHBUAcDh4hEIU3G4eTieHf/onD2bNOnNC8Xq9OH36NObNmzfoE0h/M4tEtmjjVVBefvllfPLJJygpKYmb+/hAJpGapmHTpk0oKyuD0+nE66+/jvnz58flteOIi6uo7N27F62trbj++utjYj21t7fj2LFj56Xj9kyB7OrqSvjd/rnWOBxbmHOh52bc1tY2KC3M+WC0QUab2NCXSUZRLuzf78UXXzTA6+2G3x8AzzuRnOyAJCnEY0xR8NcT+yCpEmwODVIUsHMcrsxZCFG3bzEyVYh2hYbd7kRdRwuO+RpBAdBoDbmuXExKy4XNRtT/kkRs+D0eQvM9k8pIigzA6rMQWj95UIhGVYTDUbjdbthsFGw2EvMbDosQBKKxIQJPxtwoSSESwPO8bimjgmVtZkAYw2i6+JFHNCrD5bL3mKEAALFskSQaggB4PByiUQZOpw0Ohw3//M8pmD79zGba2tqKuro6FBUVDbul1deuKN5zmJaWFjQ0NKCoqGjYc1FN0/Dqq69i9+7d2L59e1zZlQOZRJaVleGll15CWVkZ9u7di02bNmHv3r1xe/044eIqKuXl5Xj55Zfx6aefYsGCBSguLsaSJUuG9ItvaGhAc3MzCgsLB30Hkui7/b5obGxEU1PTkNY4HASDwbO0MJmZmYP6PJuamtDY2JjwNQ4VBuPP5/MhFArh6NF21NZqqK5uhyDIYBga4TBpkzFOFZUthxEIReDinJiWPB08w8Pl4nTvMVWnLxN2mdvNkyRMWUJIlGFnU+Bk7Xp2vKafbjTwPAued8Lvl6Bp5DtI7F1UqKoxFyGGlsEg0d6kpKT1SrzkOB6iKOqOywooiobfH9TbVgxsNg8YxgZZNmY1mpmfQthnml60bLrCXgHLEgdmEhls110FKJ3sQAgB6el2PPqoB7m5Z66BlpYW1NfXY968eXEjsfS0WOno6Ih5DtPa2or6+vqYCgoA/Pa3v8X27duxY8eOhNwonU8lf88992DJkiVYv349AGDWrFnYs2fPmHDK6IGLS1FfVFSEX/3qV1AUBZ988gm2bt2Kxx57DPn5+Vi9ejW+9rWvnfNC0DQNNTU1EEUR8+fPH1IxoCgKqampSE1NPUv57nQ6zbv9WL9wRpxpKBQa8hqHA7fbDbfbjalTp5pamEOHDkHTNFNs2ffzNILRDCrpWCM28DyPCRMmQNOIXcqtt05FW1sb2trSUVHRjaNHu9HeTlyDVUXFLPfl4NNtcDhYRCKEsUX0TmfMLO128nsNBkUSAyxRSOHscLsBVZVBYnhpk5UlijQEIaqzyCjQNK0HZJGTArlPo+H3EzPNlBQ3PB5GF3yS76wRB0zTGgSBPLfDkYqMDAbd3VFEoxFQVAQ0rYGibLrFigyXy6AUU2BZG0g0gKGnASIRDQ6HA5pGtDw2GwtRpJGUxCAnh8djj6UgOfnMddzc3IzGxsa4FhTgbDcJYw5z4MCBIc9hvF4v6urqYl7j73//e5SUlGDnzp2jcvJubGzEhAkTzD/n5uaisbFxrBWVmDGmiooBhmGwZMkSLFmyBIqi4PPPP8fWrVvxr//6r5g1axZWr16NG2+80WwbGYrfzMxMzJw5M6Zebl9b7mAwiNbWVpw+fRp2u9282x/q3Zaqqjhy5Ag4jkNBQcGIkwQcDgcmTZpkxr36fD5UVVX10o24XC5UV1dDVVUUFBSMGepoTxiFORKJYN68eaBp2gyBKigg5IUDB2pRXt6BEycCSElxIByWEInIuvOuqmelUIhGZaiqBrudQjAogudZ2GwkT4VhaHR1hcAwRKXucHBwOilEo8QviwzYWd392AZVFXV7FGLX0t0dgSDIcLvdUBRKN86kdHsYgGUlvWAQhhjRzwCBgKSzwlxwOnmEQmGEwyIkKQiOA5xON2QZcDicUBQV0agGmpbgchGtjsfjhCQBgqDB4yGeXi4Xg6IiNx58MEn3GiNoampCc3Mz5s2bl9CbB4qi4PF44PF4MHXqVHMOU1VVdU7tiAGv14va2tqYTyglJSX43e9+h127do24b5mB/rpCY4EsFG+MqfbXQFBVFf/7v/+L0tJSvP/++5gyZQoWL16MX//619i8eTPWrFmT0Nc3rFV8Pl+/1irngiRJqKioQGZm5rD1HYmCoRtpbW01WVczZ87s9ws+2tA0DUePHgVFUef1azNaL/X1Tdi9+zAqKzvR3i6B5zkIgqpb6rNwuzkIgqwHcRm+KBpcLqLKNwKuyB0/A0WBXhRYsKwDNlsSZNkBRaF6tMcUhEIiFEVCamqyaYopSTQoiogOAcBmUxCJAIpi2Lto4Hk7BEHUc1mI3Yqi0PpmpOkW/iokiayNZTn9fwwABoDdtLYhehUGSUkciouTcNttvd0jGhoa4PV6h03JjRfON4dpb2/H6dOnY5rzAMCOHTvwi1/8Art27Uq4i4bV/rrAikpPqKqKP/zhD/jBD36AadOmITU1FcXFxVi+fPmwmVRDQSQSQWtrK3w+H2iaNpXvfa0sDJ+xKVOmjFmaYs+iZ7fbzSz7kdbCnA+qqqKyshIulwtTp04d9HoM8sL+/dUoK6vC8eNdEASAYYjuJBqVYbfbTGNLYtF/JoueZKTQ+kZO5ilGWiNFcQAY0LQdisKD49zo7AxClkmEMs87oGlRyDI5nTiddoTDImhaQzQKvYgI5syEYQgVmKZJW0yWSbtPlkmeDMs6IAgykpN5dHUJupGmqFv7OHWVPUmFBGikpvL4x39MR2Fh71ZPfX092traTM+2sYKecxjDJWP69OnIzs4edlEpKyvDT3/6U+zatWtETFnPV1R27dqFLVu2mIP6Bx54APv27Uv4moaIS7eobN++HT/5yU/whz/8AVOmTMGRI0dQWlqKXbt2mQVmxYoVI2EV3cuPTFVVZGZmIjs7G5Ik4fDhw2PKZ6wvotEoDh48eFbRG2ktzPmgKAoOHjwYk5LfgN/vxzvvfIkPPzyKxsagfspkdB8sUmBsNkaPG1Z0g0joA3JWF0xqkGUjUZHkq7Asi3CY+I85HMmQJBYOB4dIRDaH+WQuIiIa1cAw0N2UiY5FUYyYYg6KIsMwliDOzDadWkySL8nfE58vhuERChHnZVkWdbNLO668MgUPPpiD1NTep+i6ujp0dHSM2fYmcIZ1OHPmTHR2dg5bD/Phhx/i6aefRllZ2YjsAwOZRGqahvvvvx+7d++G0+nEa6+9hgULFiR8XUPEpVtUSktLsXTp0rNOJYZ/VmlpKd599104HA4UFxdj5cqVppV0IiGKIrxeLxoaGhAOh5Gbm4ucnJwx493VE4aWZyCdTF92nNvtNskLib7TlSQJ5eXlyM3NjXuboLGxHW+99Tk+++wUOjsjcDh4iCJA0ww8Hl43biRiQ8Ioo8ggH8TunmhUCMMqEJABMEhOToYoSnqePatb6mu6Tb8GWbaZmUFktmIzhZMUBbjdPAIBEQxD6xkpMkiMsGSyvoJiGKcCxyFoCjL4bMzMmAYKxJ4/Pd2G5cvtKCgImqwrg8nY1NQUc3hVotHW1oaTJ0+eJb4cjIdXT3z88cd4/PHHUVZWNmY7BGMUl25RGQwMJtPWrVvx9ttvg2EYrFy5EqtXr8b48eMTVmDq6+vh9XqRl5dnbsaCIJgDcbfbPertJMN9dqjW+n21MLGQFwaCcYqaOnUqMjMz4/rcfVFeXod33ilHeXkdOjsj+rCc1zPfKSQn2wHQejyv1os9FomIoGkePJ8ETbPpMxTGNIcUBGJUKcsUnE6HbvFC6RYzpGAQwSMFTbOBoki6JfHz0vSkSDLMlzQBf/N+BlVkAMUGilMwzp2LRRMX4qqrkvEP/5AOj4ccZwzWldfrRWNjIzRNM0+kY9FxuL29HcePHzftYc6Fvh5eKSkpSE9Ph8fjgcPhwCeffIJHH30Uu3btGmvzigsBVlEZLDRNQ2NjI7Zu3Ypt27ZBlmWsXLkSxcXFmDhxYlw2eeOUJAgC5s6d2+tuUJZl07srHA6byuPRGIh7vV6cOnUKhYWFMW8uPckLPQO8YhWVGdYws2bNQmpqakzPNRQoioJPPz2JsrIKVFU1IxgUQE4lLGw2DkZsMMmOp9DW1g2e58BxdtMMkmUdukiShSzTcDg4M4ue5LDQOu2YAU0TS/6eiZc8bzMdmYkrM3RVvB0N/iYc6zgOTZUBTgQUO5BTi5rf/BQ5Of1/5idPnkQoFMLUqVPNzdhwwO6bnDha6OjowLFjxwYsKH1hzGEOHz6M733vexg3bhwaGhrw7rvvIj8/P4ErvmhhFZXhQNM0tLa2Ytu2bdi2bRuCwSCWL1+O4uJiTJs2bVhfMEVRcPjwYTidzgGfwzBSHI2BuHGKKigoiPvJIhKJmEPW82lhBoLf78fhw4dH1BqmP0iSjL/+9RT+9KcqHDpUj3A4ClmmYbfzoGkburv9cDodcDjsYFkbZJmCIBDn4zMRwBwoigNFkQwTRaFB05xOHaZ0p2MiXgRIC8xmo8wTjN3OgKJs0DRChW6JNKGiqRqwyUBaC5D/MfjcFrT/oP2sa0fTNJw8eRKRSARz587t9XPDAdvn8/Vyix4NTzyjoMSaH7Rv3z48/PDDuOGGG/DZZ5/BbrdjzZo1uP/+++O42oseVlGJB3w+H95++21s3boV7e3tuPXWW7Fq1SrMnj17UF8wURRRUVGBcePGITc3d0iv3XcgnpKSgqysLKSmpsa1723oO8LhMC6//PKE99QNLYzX64UkSb1yYc73mRptudHIQT8fVFXFl1/W489/rkZ5eT1aWrrAMGRuQsSGZHDPMIwZtBaJaGbWic1mA00DokiZSngAOg2Zgt1u19lclH56YcFxHDo7ZT0EjJxgODuFD8VXIcz+EGqSF07WifsX3I/Hr3+813o1TcPx48fNILWBbnKMa9BwizZovYmemRm/73nz5sVUUMrLy3Hvvfdi+/btmDZtGgAiNty3b9+wpQa7d+/Gpk2boCgK7r77bjzyyCO9fr5nzx4UFxdjypQpAIC1a9fiscceG/Z7GCOwikq80dHRgXfeeQfbtm1DQ0MDbrzxRqxZs+asdpaBcDiMioqKXsaVw0Vfp96kpCRzyBpLEegvq2Uk0TdD5VytP8Mht7CwcEwmXgKkWJaXl8PjyUZVVSc+//wETpxoQzAogeN42Gw8KIpFJEIsY4h5JKOHrtGQZSKOJMFirJ5YSYPjyIkkGiVaFJ4nokunk4PLZcfUqR5cdVU6brghDR1iG57//Hk0B5px87Sb8c3Lv9nrczTasLIsIy8vb0i/b4OUYdirOBwOs00W75NtvApKZWUl7r77bpSUlGDWrFlxWZuiKJg5cyY+/PBD5ObmYuHChXjzzTcxZ84c8zF79uzBCy+8gJ07d8blNccIrKKSSHR3d2Pnzp3Ytm0bTpw4gaVLl2L16tUoKioCTdPYs2cPotEorr322ri3aTRNQ3d3N1pbW2NiXCmKgoqKCqSmpp4zq2Uk0bf1ZzhFRyIR07NttDI6BkI0GkV5eXm/EQCtrd349NNqVFTUo6kphFCIgihSYBgbRBE6ZRjgOBs0jdKLhwa7nYeqApJEfMiys91ISnIgO9uNyZPduOKKdMyYMXhih2FXpGlazDcQmqaZM7N429wbLhixxhRXVVVhw4YNeOutt3pt+LHib3/7G5544gm8//77AIBnnnkGAPDoo4+aj7GKyjmewCoqg0MwGMR7772H0tJSVFVVYebMmTh06BBKSkowffr0hL62wbhqbW1Fe3u76T6cmZl5XusKI08mJycHl112WULXOBwYTtEnTpxAMBhEVlYWsrOzYz6ZJQLGiXQwMQU9SRlebzdk2Q6GcelzEgWSRNpibjcHj4dHUhKJBp4yxQO3e/h37IbjAE3TMdsV9QeD1msIE40T51DZjPEqKDU1Nbjrrrvwu9/9DgUFBcN+nv5QWlqK3bt34ze/+Q0A4L//+7+xd+9ebNmyxXzMnj17sG7dOuTm5uKyyy7DCy+8gLlz58Z1HaMAq6iMBv7t3/4Nb7zxBubMmYOKigpcf/31WL16Na6++uqE96CNu8fW1la0tbWB4zhkZ2ef1Z6IRCI4ePBgXNpyiUJPH685c+aYhdPQVxgFZrTjn4PBIA4dOoS5c+ciKSlpSP/2XPOKeBdOTdNQVVUFlmUxY8aMhJ9IjZam4RadlpaGzMzMAbOJuru7UVVVFXNBOXXqFNavX5+wTJKSkhK8//77vYrKvn378NJLL5mP8fv9oGkabrcbZWVl2LRpE44dOxb3tYwwrKIy0nj44Yfh8/nwq1/9ChzHQRAEfPTRRygpKcEXX3yBa665BsXFxbjuuutGpI3Tnx+Zw+FATU3NmFbyn8/Hy9BXGIUzkVqYgWAw0fLz84ek5+kPfUWkhjAxVgdsTdNw5MgR8Dw/bPZiLOhLNklKSjILZ8+bLKOgFBYWxtQ+q6urw+23345f//rXuPLKK+PxFs7CYNpffTF58mTs379/zN7EDRJWURlpVFZWnkXPNCBJEvbs2YPS0lJ8+umnWLhwoZkJMxKZJJFIBKdPn0ZzczNcLhfGjx8/JoVuQ/XxSpQWZiAYbZpEMNF6ChPb2tpgs9mGlHfT83kOHz4Mh8MxJE+0RMGYBfp8PrS3t5s3BDzP49ixYzEXlMbGRvzd3/0dfvGLX+Daa6+N48p7Q5ZlzJw5Ex999BFycnKwcOFCvPHGG73aWy0tLaZLx759+/D1r38dtbW1o/47iBFWURmrkGUZf/3rX1FaWor/+Z//QUFBgZkJk6hNvqWlxUzv0zRN7+mT/rexEY82TTdWH6++WhiDqhzv92Ukc8baphkswuGwWTgBDOp9GcXZyMwZiwiFQqivr0djYyPcbjfGjRuHzMzMYf2+Wlpa8PWvfx0/+9nPsGTJkvgvtg/Kysrw/e9/H4qiYOPGjdi8eTN++ctfAiBeXlu2bMHLL78MliW08p/97Ge45pprEr6uBMMqKhcCFEXB3/72N2zduhUfffQRZs+ejdWrV2PZsmVx8wSrra1Fe3s7CgoKzmqliKJobsSiKJobVqztnKEi3j5efd9XvGxwDGpzX/+pkUJfjU9/78soKElJSZg8efKIr3GwCAQCqKysNC32e76voeTZe71erFu3Ds899xyWLl06Qqu/JGEVlQsNRiZMSUkJPvjgA0ydOhXFxcW4+eabh0VLNjQJhshtoOFvX82IsWEN5osdCwwfr2nTpiWk5zxYLcxAMKJ1Y83wiBd6MsmMgXhGRgbq6+tNmvhYhUFwKCgoOOvmqW+OSmpqKjIzM/sV/ba1tWHdunV46qmncMstt4zkW7gUYRWVCxmqqqKiogIlJSXYvXs3LrvsMhQXF+PWW28dVCaMqqo4fPgw7HY7pk+fPuSioCiKGdAVCoXMjTjeVh2Gj9dg6LjxwLm0MAMxkxobG9HS0oLCwsJRZ5z1B1VV0dbWhqNHj5qtv0QwyeKB8xWUvjCo5V6vF11dXfB4PAgGg5g9ezY0TcPatWuxefNmrFq1aoRWf0nj0ikqP/7xj7Fjxw7QNI2srCy8/vrrY1J7MVwYA9fS0lKUlZUhLS3NzIRJT08/6/GyLKOioiIuGSPAGepra2trr404NTU1pgIz2j5efTcsw6WgrwVJXV2d2T4cS8FVPWEIWTMyMpCbm5sQJlk8MJSC0heapsHv9+OVV17BG2+8AUEQcPPNN+PJJ59EdnZ2glZsoQcunaLi9/tNjcB//Md/4MiRI+bQ7GKDoYouLS3Fzp074XQ6zUyYrKws1NfXY+vWrbjzzjsT8kUzNuLW1lYzoCs7O3vIfmRjzcfLYCZ5vV60t7ebG3EoFEIwGBzTOSMGwSE7Oxs5OTm9fhYvJlk8EAqFUFFRETMFOxAI4Otf/zrWrVsHRVHw7rvvQlEUPPXUU/jKV74SxxVb6INLp6j0xDPPPIO6ujq8/PLLo72UhEPTNJw6dcrMhJFlGV6vF5s3b8b69esTTl/UNM280+/s7ITH40F2dvaAZoNj3cfLcCk4evQowuGwmWyZmZk5KsP580FRFJSXl2P8+PGDOp2Hw2HTgTiRDLm+iFdBCYVCuO2227Bhwwbcdddd5t8bTMbhkjwGMojUNA2bNm1CWVkZnE5nwoSVYxyXVlHZvHkz/t//+39ITk7Gxx9/nPDgprGGvXv3YuPGjVixYgU+//xzKIqCFStWYPXq1ZgwYcKIFBi/32/axRiq975+ZE1NTWhqahrTPl6apqG6uhqapmH27Nm9NmKjxZqZmTnqGh9ZllFeXo6cnJxhbaZGEqnP54srQ64vwuEwDh48GHObMxKJ4Pbbb8f69evx7W9/O27rG4xBZFlZGV566SUzQ37Tpk3Yu3dv3NZwgeDiKipLly5FS0vLWX//9NNPo7i42PzzM888g2g0iieffHIklzeq+Otf/4rvf//72Lp1KyZNmgRN09DS0oJt27Zh+/btCAaDWLFiBYqLi0dEBNef6j07OxuRSATd3d1jejZhKNA5juuX4BCNRs2NWFXVEbvT7wuDgj1hwgSMGzcu5ufrj0kWjxyfeBWUaDSKO++8E8XFxbj33nvjeg0PRiF/zz33YMmSJVi/fj0AYNasWdizZ8+llh55cRWVwaK2thbLly9HZWXlaC9lxNDV1WWa+PUHn8+H7du3Y9u2bWYmTHFx8YhZ3QeDQVRVVSEUCiEpKcn0IxtrraSegsEpU6YM+NkkSgszEIyCMnHixITNzfpaq/RHYBgIhsfcnDlzhuyL1hOiKOKb3/wmli5digceeCDun+1gDCJXrFiBRx55BNdddx0A4Gtf+xqee+45LFiwIK5rGeOI+YMfe7zJc+DYsWOYMWMGAOCdd97B7NmzR3lFI4uBqLiZmZn47ne/i+9+97vo6OjAjh078Pjjj6OxsRE33XQT1qxZMygdy3CgaRrq6urg8XiwYMECRCIReL1eHDx40GwljYStykAw2FNpaWmD1ndwHIecnBzk5OSYd/qnTp1COBxOWFqiJEk4cOAAJk+ejKysrLg9b0/QNI2MjAxkZGT0IjAcP34cLpcLmZmZyMjIOG/7Ml4FRZIkbNy4EYsXL05IQQHINdoX/SVlDvQYCwPjgikqjzzyCKqrq0HTNCZNmnTRMr/igbS0NGzYsAEbNmxAd3c33n33XTz77LM4efIkli1bhtWrV6OwsDAuBaY/Hy+n04nJkydj8uTJZivp0KFDMUUMxwpZlk321FDTOQ2wLItx48Zh3LhxJgW7sbERVVVVcUvsFEUR5eXlmDJlyojNDCmKQkpKClJSUnoxyQ4cOGCalPZlkhkFJS8vL6aCIssyvvOd72D+/Pl48MEHE7aJ5+bmor6+3vxzQ0PDWaSHwTzGwsC4INtfFoaHYDCIsrIylJaW4ujRo/jqV7+K4uJiLFy4cFgboaGVyczMxIQJEwZ8fE/7EVmWe0UMJxLxtofpi3Mldg61lSSKIg4cOJAw14HhwDh19mSSJScno7q6Gnl5eTG5YCuKgvvuuw9Tp07Fk08+mdBTwWAMInft2oUtW7aYg/oHHngA+/btS9iaxiguzZmKhdgRiUTw/vvvo7S0FAcPHsTixYtRXFw86EwYIwBsuBu1JEnw+XxobW01ZxXZ2dkDZtgPFcadfyJbST3Rs5XU0dEBp9M5KFGiEVM8ffr0c87NRhuiKKKpqQknT54Ez/PIzs4etsWPoih44IEHkJWVhWeeeWZE9EEDGURqmob7778fu3fvhtPpxGuvvXapzVMAq6gkHg899BDeffddcByHadOm4bXXXhsRq5GRhCAI+NOf/oTS0lIzE2b16tW49tpr++2px9vHy5hVtLa2mr5d2dnZMfuRGfG/M2bMGJWNuq8okeO4frUw54spHksw1jl79my43W4zpCsYDJohXYNxYFBVFT/84Q/hcrnw05/+dMwKTi9RWEUl0fjggw/w1a9+FSzL4p/+6Z8AAM8999worypxkCQJH3/8MbZu3WpmwqxevRo33HADOI5DRUUFDh06hOXLlyekuBq+Xa2treZmlZ2dPeRhuNHzHym/scGgp709TdNmK6mqqgqzZs1CamrqaC/xnBAEAQcOHOh3nUNhkqmqikcffRSqquKll16yCsrYg1VURhLbt29HaWkpfv/734/2UkYERiZMSUkJ/vKXv2DKlCk4dOgQXnnllYQGJBlQVdU0hvT7/YM2hjSU3cOJ/x0pRKNRNDU14fTp03A4HBg3btyIzJeGA6M1N2PGjAFPUn3bfw6HAxzHITMzE2lpaXj88cfh9/vxq1/9yiooYxNWURlJrFy5Erfffjv+/u//frSXMuL46KOPcN9992Hx4sXYu3cv5syZY2bCjIQosD9jSMMupufmZOR3xCP+N5EIh8OoqKhAXl4eHA6H2f4bSS3MYGCQBwZTUPrCaP+VlZXh3/7t30DTNDweD0pKSobNwLOQcFhFJR4YjJL/6aefxv79+7Ft27ZR/6KPNHbt2oV/+Zd/wdtvv41x48ZBVVXs378fJSUl+PDDDzFt2jSsWrVq2JkwQ0XfrHePx4OsrCywLIuampoxY2B5LpzvJNVX9Z6oOILBwCgosZIHNE3D888/j0OHDuHaa6/Frl27IEkSNmzYgI0bN8ZxxRbiAKuojAR++9vf4pe//CU++uijMb1ZJQrV1dXIzs7udzahqioOHjxoZsLk5uZi1apVg86EiRWGH1ltbS18Ph/S0tIwfvz4MWEB3x+MgjIYSxNDC2O0/+KlhRkM4llQXnzxRXz55Zd48803TeKHz+fDyZMnsWjRopjX2tHRgdtvvx2nT5/G5MmT8cc//rHf+dTkyZPh8XjAMAxYlsX+/ftjfu2LEFZRSTR2796NH/7wh/if//mfS87AcqjomQmza9cuZGRkoLi4GMuXL08o+8rYoAoLCyFJksm24nneZFuNBWNLI2dkOK25vloY43SWnp4ed481Q9E/derUmNh9mqbh5ZdfxieffIKSkpKEWfY8/PDDSEtLwyOPPIJnn30WnZ2d/ZJpJk+ejP37948ZDdAYhVVUEo3p06dDEARzU7zqqqssNf8g0DMT5t1334XH48GqVauwcuVKZGZmxq2V09rairq6un7jf0OhkMm2MpThWVlZo+JHFs9Zj3E6M3JhHA6HqYWJtXgaBSVWRb+maXj11Vexe/dubN++PaEWPT2NH5ubm7FkyRJUV1ef9TirqAwKVlGxMPahaRpOnjyJrVu3YseOHeA4DitXrkRxcTHGjRs37AJjWOwXFRUN2OoylOFer9ek82ZlZY2Itb1RUIaThDgQNE1DKBQy3aKNgK7hFM94FRQAeP311/H2229jx44dCbfkSUlJQVdXl/nn1NRUdHZ2nvW4KVOmmDqae+65B9/97ncTuq4LFFZRsXBhQdM0M7ly+/btUFUVK1euxOrVq5GbmzvoAlNfXw+fz4fCwsIht3+i0ahpF2NY22dnZydk8zPilAsLC0dkHtdTC0NRlFlgBiqehpXNpEmTYnYe+P3vf48333zTTC2NB85HpvnWt741qKLS1NSEyy67DF6vF8uWLcNLL72ExYsXx2V9FxGsonKxoqSkBE888QSqqqqwb9++i9IuQtM0NDc3m5kw4XAYy5cvHzAT5tSpU/D7/XGJ/zVCrBLhR9bd3Y2qqioUFhaOuIEm0Lt4KopyzvcmyzIOHDgQl4JSUlKC//qv/8KuXbtGjNI92PZXTzzxxBNwu9148MEHR2SNFxCsonKxoqqqCjRN45577sELL7xwURaVvvB6vWYmTGdnJ2655RasXr0aM2fOBEVRUFUVf/nLX5CRkZEQG3/Dj8zr9SIajZp+ZMPRi3R1deHo0aOjVlD6or/3ZrhFxyu35e2338Z//ud/YteuXTEZTQ4VDz30ENLT081BfUdHB55//vlejwmFQlBVFR6PB6FQCMuWLcNjjz2Gm2++ecTWeYHAKioXO5YsWXLJFJWeMDJhtm7diubmZtx4442orq6Gw+HAK6+8knDNRk+9SDgcNvUiSUlJA752Z2cnqqurUVRUNOpxxP1BlmW0t7ejpaUF7e3tSElJwZQpU2JKgNy1axd+9rOfoaysbMTtZtrb23Hbbbehrq4OEydORElJCdLS0tDU1IS7774bZWVlOHnyJNasWQOAvP8777wTmzdvHtF1XiCwisrFjku1qPRER0cH1q5di87OTlAUhWXLlmHNmjUoKCgYEasPw4/M6/UiEAicN4a3o6MDx44dQ1FR0aiHkp0PiqLgwIEDuOyyy2Cz2UwtTHJyMrKzs4ekhfnggw/wzDPPmDRyCxc0Lp3kx4sRg1HyX+qQJAnf+9738NWvfhU//vGPTduPf//3f0dNTY2ZCbNgwYKEFRiGYcyBt2Ge2NzcjKNHj/YSJHZ2duL48eMXREEpLy9HTk6OGVuQmZnZSwtTU1MzKC3Mxx9/jH/9139FWVmZVVAsALBOKmMel/pJpbm5Ge+88w7uueees34WiUSwe/dubN26FQcPHsQNN9yA4uJiXHXVVXEXBPaHnpuwz+eDoiiYNWsWsrOzx6xZolFQxo8ff95Uw8FoYT755BM8+uij2LVrV0LCzyyMCqz218WOS72oDBaCIODDDz9EaWkp9u/fj2uuuQZr1qzBtddem3C7FkPRP3XqVHR2dqK9vR1ut9vchEeiwA0GiqLg4MGDGDdu3JBicg0tjNfrxdtvv42dO3di0aJF+Oijj0xrHgsXDayicrFi+/bt+Md//Ef4fD6kpKSgqKgI77///mgv64KAKIpmJsxnn32GK6+8EqtXr8bixYvjrqb3er04ffo05s2bZ97Ba5qGQCBg2sUYd/mZmZmj5kdmFJTs7Gzk5OTE9Fxvv/02nn/+efA8D6fTidWrV2PNmjWYOHFinFZrYRRhFRULFs4HWZZN76lPPvkERUVFWL16Nb7yla/EzMw6n0WMgb6KdyP9MSsra8T8yAzTz8zMzJhPFeXl5bj33nuxfft2TJs2Dc3NzdixYweamprw1FNPxbzWweqzdu/ejU2bNkFRFNx999145JFHYn5tCwCsomLBwuChKAo+++wzlJaW4uOPPzYzYZYuXTpk5XdzczMaGxsHZRHTE+FwGK2trfD5fL0IAIka7MezoFRWVuLuu+9GaWkpZs6cGacV9sZg9FmKomDmzJn48MMPkZubi4ULF+LNN9/EnDlzErKmSwwxF5WxOU20MCrYvXs3Zs2ahenTp+PZZ58d7eXEHQzD4Prrr8eLL76I8vJy/OAHP8D+/fvxta99Dd/85jexdetWBIPBAZ9nKJ5jfeF0OjFlyhRceeWVmDNnDlRVxaFDh7B//37U1dUhGo0O9+2dBVVVUVFRgYyMjJgLSlVVFe6++2689dZbCSsoAJCXl4dZs2ad9zH79u3D9OnTMXXqVHAchzvuuAM7duxI2JosDA0WpdgCAHL3973vfa/X3d+qVasu2rs/mqaxaNEiLFq0CKqqory8HKWlpfj3f/93TJgwwcyE6asMb2xsREtLC4qKimIewDscDkyaNAmTJk2CIAjwer04fPgwFEUxTzDD9c4yilVaWhomTJgQ0zpramqwYcMG/O53vxsT10NjY2Ov95Sbm4u9e/eO4oos9IRVVCwA6H33B8C8+xsLm0iiQdM05s+fj/nz5+Ppp59GZWUlSktLTZv+4uJirFixAq+99hq6urrwxBNPxJ3RxfM8JkyYgAkTJkAURfh8PlRXV0MURdOza7BeWkZBSU1NjXl4furUKdx11114/fXXUVBQENNzGYhVn9Vfy/5SS2Mdy7CKigUA1t2fAYqikJ+fj/z8fDzxxBOorq5GaWkpbrjhBrAsi3vvvRcdHR3IyMhI2EbGcRxycnKQk5MDSZLQ1taGEydOIBKJmJ5dHo+n39dXVRWVlZVISUmJuaDU1dXhzjvvxKuvvor58+fH9Fw98ac//Smmf5+bm4v6+nrzzw0NDUOiSFtILKyZigUA1t1ff6AoCrNnz4bH40F+fj62bdsGURSxfv16rFixAr/61a/Q0tLS72cXL9hsNowfPx6FhYVYuHAhPB4PamtrsXfvXtTU1KCrq8t8faOgJCUlYdKkSTG9bmNjI+644w7853/+JxYuXBiPtxI3LFy4EMeOHcOpU6cgiiLeeustrFq1arSXZUGHdVKxAMC6+zsX/vznP+OTTz7BH//4R3Ach7lz5+Lhhx9GXV0dtm7din/4h3+ApmlmJkxOTk7CijHDMMjOzkZ2draZX9/Y2IiqqiqkpqYiGAwiLS0NkydPjul1WlpacNttt+HnP/85rr322vgsfpDoqc9avny5qc/qaQ7Jsiy2bNmCm266CYqiYOPGjZg7d+6IrtPCuWFRii0AIHqOmTNn4qOPPkJOTg4WLlyIN95445L/smqaBkVRzsnyMjJhjNCxaDRqZsJMmTJlRE57hvWKLMtQVRXJycnIyspCWlrakO1ivF4v1q5di+effx5Lly5N0IotjGFYOhUL8UNZWRm+//3vm3d/ljX40KBpGnw+X69MmFtvvRXFxcVmJkwiXvPw4cNwOByYNm0aNE1DV1cXWltb0dnZOShTSANtbW1Yt24dnnrqKdxyyy1xX6uFCwJWUbFgYayivb3dzIRpbW3FTTfdhDVr1iAvLy8uBUbTNBw5cgR2ux3Tpk3r9+d+vx+tra3o6OiA0+lEdnY20tPTzzp5dXZ2Yu3atdi8ebM1n7i0YRUVCxYuBHR1deHdd9/F1q1bUVtba2bCDDcSWdM0VFVVgeM4TJs2bcAipWkagsGgaRdjt9vR3d2NOXPmgOM4rFu3Dj/60Y+wbt264b5FCxcHrKJi4eLAxo0bsXPnTmRlZaGysnK0l5NQBAIB7Nq1C1u3bkVNTQ2+9rWvobi4GFdcccWgCoxRUGw2G6ZPnz6sU08wGMQrr7yC3//+94hEIrjxxhvx9NNPIzMzczhvycLFA6uoWLg48Je//AVutxt33XXXRV9UeiIcDuO9997Dtm3bcOjQITMTZtGiRf3OQDRNw9GjR8EwDGbMmBFTGy0UCuG2227D8uXLoWkaduzYAZ7n8dBDD8Ulu32w5pCTJ0+Gx+MBwzBgWRb79++P+bUtDBtWUbFw8eD06dNYsWLFJVVUeiIajZqZMF9++aWZCXPNNdeAZVmoqopt27YhPz8/5sF/JBLB7bffjvXr1+Pb3/62+fcNDQ0IhUID+m8NBoMxhwRIUdm/f7+VHDk2YMUJW7BwscBut2PlypVYuXKlmQlTWlqKhx56CAsXLoTP50NSUhLWrVsXU0GJRqP4xje+gXXr1mHjxo29fhbPwK28vLy4PZeFCweWot6ChTEIjuNw00034de//jW+/PJLBAIBNDQ04ODBg7jvvvvw3nvvQRCEIT+vKIq46667cMstt+Dee+8dE64JFEXhxhtvxBVXXIFXXnlltJdjIUZYJxULFsYwNE3D5s2bkZmZiT/+8Y9QVRWffvopSktL8cQTT+Dyyy83M2EcDsd5n0uSJGzYsAE33HADHnjggbgUlFjNIQHg008/xWWXXQav14tly5Zh9uzZWLx4ccxrszA6sIqKBQtjGNFoFFlZWXj22WdBURQYhsHixYuxePFiqKqKffv2oaSkBD/5yU8wY8YMrF69GjfeeONZjsayLOPuu+/GggUL8OCDD8bthBKrOSQA0w4oKysLa9aswb59+6yicgHDan9ZGBNYv349rr76alRXVyM3NxevvvrqaC9pTMDhcODBBx/sl2pM0zSuuuoq/PSnP8WBAwfw6KOP4vDhw7jppptw55134q233kJ3dzcURcF9992HvLw8/N//+3/HRMvLQCgUQiAQMP/7gw8+wOWXXz7Kq7IQCyz2lwULFxk0TUNlZSVKSkpQVlaGtrY2rFmzBj/96U+HJbQcLnqaQ6akpPRrDnny5EmsWbMGADlN3XnnnZY90OjCohRbsGDh3NA0DR9//DFuuOGGuAeLWbgoYRUVCxYsWLAQN8RcVKyZioVLHvX19fjKV76CvLw8zJ07Fy+++OJoL8mChQsW1knFwiWP5uZmNDc3Y/78+QgEArjiiivw9ttvY86cOaO9NAsWRhrWScWChVgxfvx4M4Pd4/EgLy8PjY2No7wqCxYuTFhFxYKFHjh9+jQOHDiARYsWjfZSLFi4IGEVFQsWdASDQaxbtw4///nPkZSUNNrLGVN46KGHMHv2bBQUFGDNmjXo6urq93G7d+/GrFmzMH36dDz77LMju0gLYwJWUbFgAcTCZN26dfjGN76BtWvXjvZyxhyWLVuGyspKVFRUYObMmXjmmWfOeoyiKPje976H9957D0eOHMGbb76JI0eOjMJqLYwmrKJi4ZKHpmn49re/jby8PPzwhz8c7eWMSdx4441mBPFVV12FhoaGsx6zb98+TJ8+HVOnTgXHcbjjjjuwY8eOkV6qhVGGVVQsXPL49NNP8d///d/485//jKKiIhQVFaGsrGy0lzVm8V//9V+45ZZbzvr7xsZGTJgwwfxzbm6uRXi4BGEZSlq45HHddddhAGr9JYHBOA4//fTTYFkW3/jGN856XH+f4VjyGbMwMrCKigULFgAM7Dj829/+Fjt37sRHH33Ub7HIzc1FfX29+eeGhgbTgdjCpQOr/WXBgoUBsXv3bjz33HN455134HQ6+33MwoULcezYMZw6dQqiKOKtt97CqlWrRnilFkYbVlGxYGEMIBqN4sorr0RhYSHmzp2Lxx9/fLSX1Av3338/AoEAli1bhqKiItx7770AgKamJtx6660AAJZlsWXLFtx0003Iy8vDbbfdhrlz547msi2MAiybFgsWxgA0TUMoFILb7YYkSbjuuuvw4osv4qqrrhrtpVm4tGDZtFiwcDGAoigzrVGSJEiSZA25LVyQsIqKBQtjBIqioKioCFlZWVi2bJllFWPhgoRVVCxYGCNgGAbl5eVoaGjAvn37UFlZOdpLsmBhyLCKigULYwwpKSlYsmQJdu/ePdpLsWBhyLCKigULYwA+n880aYxEIvjTn/6E2bNnj+6iLFgYBizxowULYwDNzc341re+BUVRoKoqbrvtNqxYsWK0l2XBwpBhUYotWLBgwYIBi1JswYIFCxbGDqyiYsGCBQsW4oaBZiqW+sqCBQsWLAwa1knFggULFizEDVZRsWDBggULcYNVVCxYsGDBQtxgFRULFixYsBA3WEXFggULFizEDVZRsWDBggULccP/B3IpwFT4f+DBAAAAAElFTkSuQmCC",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 720x504 with 1 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
-     }
+     },
+     "output_type": "display_data"
     }
    ],
-   "metadata": {}
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
    "source": [
     "# Problem 2: Bayesian Optimization\n",
     "import sklearn.gaussian_process as gp\n",
@@ -320,30 +771,18 @@
     "fig = plt.figure(figsize = (10, 7))\n",
     "ax = plt.axes(projection =\"3d\")\n",
     "ax.scatter3D(X[:,0], X[:,1], Y, color = \"green\")\n",
-    "ax.plot_surface(x_pts, y_pts, z__, color='gray', alpha = 0.5)\n",
+    "ax.plot_surface(x_pts, y_pts, z__, color='blue', alpha = 0.5)\n",
     "plt.show()"
-   ],
-   "outputs": [
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 720x504 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    }
-   ],
-   "metadata": {}
+   ]
   }
  ],
  "metadata": {
+  "interpreter": {
+   "hash": "01ef4f39dfdb6b9ac45b62b4072444b380e64c61157c7fbd20fb951243ee6c76"
+  },
   "kernelspec": {
-   "name": "python3",
-   "display_name": "Python 3.7.3 64-bit ('base': conda)"
+   "display_name": "Python 3.7.3 64-bit ('base': conda)",
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -356,11 +795,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3.7.3"
-  },
-  "interpreter": {
-   "hash": "283a19fe1c80cc8d674e9be3676f3725f85ae6255e6112c9eba9160b54893d27"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
\ No newline at end of file
+}
diff --git a/Homework/test.html b/Homework/test.html
new file mode 100644
index 0000000..dca1b77
--- /dev/null
+++ b/Homework/test.html
@@ -0,0 +1,14006 @@
+<!DOCTYPE html>
+<html>
+<head><meta charset="utf-8" />
+<meta name="viewport" content="width=device-width, initial-scale=1.0">
+
+<title>test</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
+
+
+
+
+<style type="text/css">
+    pre { line-height: 125%; }
+td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight .hll { background-color: var(--jp-cell-editor-active-background) }
+.highlight { background: var(--jp-cell-editor-background); color: var(--jp-mirror-editor-variable-color) }
+.highlight .c { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment */
+.highlight .err { color: var(--jp-mirror-editor-error-color) } /* Error */
+.highlight .k { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword */
+.highlight .o { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator */
+.highlight .p { color: var(--jp-mirror-editor-punctuation-color) } /* Punctuation */
+.highlight .ch { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Preproc */
+.highlight .cpf { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Single */
+.highlight .cs { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Special */
+.highlight .kc { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Pseudo */
+.highlight .kr { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Type */
+.highlight .m { color: var(--jp-mirror-editor-number-color) } /* Literal.Number */
+.highlight .s { color: var(--jp-mirror-editor-string-color) } /* Literal.String */
+.highlight .ow { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator.Word */
+.highlight .w { color: var(--jp-mirror-editor-variable-color) } /* Text.Whitespace */
+.highlight .mb { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Bin */
+.highlight .mf { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Float */
+.highlight .mh { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Hex */
+.highlight .mi { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer */
+.highlight .mo { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Oct */
+.highlight .sa { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Affix */
+.highlight .sb { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Backtick */
+.highlight .sc { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Char */
+.highlight .dl { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Delimiter */
+.highlight .sd { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Doc */
+.highlight .s2 { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Double */
+.highlight .se { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Escape */
+.highlight .sh { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Heredoc */
+.highlight .si { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Interpol */
+.highlight .sx { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Other */
+.highlight .sr { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Regex */
+.highlight .s1 { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Single */
+.highlight .ss { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Symbol */
+.highlight .il { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer.Long */
+  </style>
+
+
+
+<style type="text/css">
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*
+ * Mozilla scrollbar styling
+ */
+
+/* use standard opaque scrollbars for most nodes */
+[data-jp-theme-scrollbars='true'] {
+  scrollbar-color: rgb(var(--jp-scrollbar-thumb-color))
+    var(--jp-scrollbar-background-color);
+}
+
+/* for code nodes, use a transparent style of scrollbar. These selectors
+ * will match lower in the tree, and so will override the above */
+[data-jp-theme-scrollbars='true'] .CodeMirror-hscrollbar,
+[data-jp-theme-scrollbars='true'] .CodeMirror-vscrollbar {
+  scrollbar-color: rgba(var(--jp-scrollbar-thumb-color), 0.5) transparent;
+}
+
+/* tiny scrollbar */
+
+.jp-scrollbar-tiny {
+  scrollbar-color: rgba(var(--jp-scrollbar-thumb-color), 0.5) transparent;
+  scrollbar-width: thin;
+}
+
+/*
+ * Webkit scrollbar styling
+ */
+
+/* use standard opaque scrollbars for most nodes */
+
+[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar,
+[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar-corner {
+  background: var(--jp-scrollbar-background-color);
+}
+
+[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar-thumb {
+  background: rgb(var(--jp-scrollbar-thumb-color));
+  border: var(--jp-scrollbar-thumb-margin) solid transparent;
+  background-clip: content-box;
+  border-radius: var(--jp-scrollbar-thumb-radius);
+}
+
+[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar-track:horizontal {
+  border-left: var(--jp-scrollbar-endpad) solid
+    var(--jp-scrollbar-background-color);
+  border-right: var(--jp-scrollbar-endpad) solid
+    var(--jp-scrollbar-background-color);
+}
+
+[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar-track:vertical {
+  border-top: var(--jp-scrollbar-endpad) solid
+    var(--jp-scrollbar-background-color);
+  border-bottom: var(--jp-scrollbar-endpad) solid
+    var(--jp-scrollbar-background-color);
+}
+
+/* for code nodes, use a transparent style of scrollbar */
+
+[data-jp-theme-scrollbars='true'] .CodeMirror-hscrollbar::-webkit-scrollbar,
+[data-jp-theme-scrollbars='true'] .CodeMirror-vscrollbar::-webkit-scrollbar,
+[data-jp-theme-scrollbars='true']
+  .CodeMirror-hscrollbar::-webkit-scrollbar-corner,
+[data-jp-theme-scrollbars='true']
+  .CodeMirror-vscrollbar::-webkit-scrollbar-corner {
+  background-color: transparent;
+}
+
+[data-jp-theme-scrollbars='true']
+  .CodeMirror-hscrollbar::-webkit-scrollbar-thumb,
+[data-jp-theme-scrollbars='true']
+  .CodeMirror-vscrollbar::-webkit-scrollbar-thumb {
+  background: rgba(var(--jp-scrollbar-thumb-color), 0.5);
+  border: var(--jp-scrollbar-thumb-margin) solid transparent;
+  background-clip: content-box;
+  border-radius: var(--jp-scrollbar-thumb-radius);
+}
+
+[data-jp-theme-scrollbars='true']
+  .CodeMirror-hscrollbar::-webkit-scrollbar-track:horizontal {
+  border-left: var(--jp-scrollbar-endpad) solid transparent;
+  border-right: var(--jp-scrollbar-endpad) solid transparent;
+}
+
+[data-jp-theme-scrollbars='true']
+  .CodeMirror-vscrollbar::-webkit-scrollbar-track:vertical {
+  border-top: var(--jp-scrollbar-endpad) solid transparent;
+  border-bottom: var(--jp-scrollbar-endpad) solid transparent;
+}
+
+/* tiny scrollbar */
+
+.jp-scrollbar-tiny::-webkit-scrollbar,
+.jp-scrollbar-tiny::-webkit-scrollbar-corner {
+  background-color: transparent;
+  height: 4px;
+  width: 4px;
+}
+
+.jp-scrollbar-tiny::-webkit-scrollbar-thumb {
+  background: rgba(var(--jp-scrollbar-thumb-color), 0.5);
+}
+
+.jp-scrollbar-tiny::-webkit-scrollbar-track:horizontal {
+  border-left: 0px solid transparent;
+  border-right: 0px solid transparent;
+}
+
+.jp-scrollbar-tiny::-webkit-scrollbar-track:vertical {
+  border-top: 0px solid transparent;
+  border-bottom: 0px solid transparent;
+}
+
+/*
+ * Phosphor
+ */
+
+.lm-ScrollBar[data-orientation='horizontal'] {
+  min-height: 16px;
+  max-height: 16px;
+  min-width: 45px;
+  border-top: 1px solid #a0a0a0;
+}
+
+.lm-ScrollBar[data-orientation='vertical'] {
+  min-width: 16px;
+  max-width: 16px;
+  min-height: 45px;
+  border-left: 1px solid #a0a0a0;
+}
+
+.lm-ScrollBar-button {
+  background-color: #f0f0f0;
+  background-position: center center;
+  min-height: 15px;
+  max-height: 15px;
+  min-width: 15px;
+  max-width: 15px;
+}
+
+.lm-ScrollBar-button:hover {
+  background-color: #dadada;
+}
+
+.lm-ScrollBar-button.lm-mod-active {
+  background-color: #cdcdcd;
+}
+
+.lm-ScrollBar-track {
+  background: #f0f0f0;
+}
+
+.lm-ScrollBar-thumb {
+  background: #cdcdcd;
+}
+
+.lm-ScrollBar-thumb:hover {
+  background: #bababa;
+}
+
+.lm-ScrollBar-thumb.lm-mod-active {
+  background: #a0a0a0;
+}
+
+.lm-ScrollBar[data-orientation='horizontal'] .lm-ScrollBar-thumb {
+  height: 100%;
+  min-width: 15px;
+  border-left: 1px solid #a0a0a0;
+  border-right: 1px solid #a0a0a0;
+}
+
+.lm-ScrollBar[data-orientation='vertical'] .lm-ScrollBar-thumb {
+  width: 100%;
+  min-height: 15px;
+  border-top: 1px solid #a0a0a0;
+  border-bottom: 1px solid #a0a0a0;
+}
+
+.lm-ScrollBar[data-orientation='horizontal']
+  .lm-ScrollBar-button[data-action='decrement'] {
+  background-image: var(--jp-icon-caret-left);
+  background-size: 17px;
+}
+
+.lm-ScrollBar[data-orientation='horizontal']
+  .lm-ScrollBar-button[data-action='increment'] {
+  background-image: var(--jp-icon-caret-right);
+  background-size: 17px;
+}
+
+.lm-ScrollBar[data-orientation='vertical']
+  .lm-ScrollBar-button[data-action='decrement'] {
+  background-image: var(--jp-icon-caret-up);
+  background-size: 17px;
+}
+
+.lm-ScrollBar[data-orientation='vertical']
+  .lm-ScrollBar-button[data-action='increment'] {
+  background-image: var(--jp-icon-caret-down);
+  background-size: 17px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-Widget, /* </DEPRECATED> */
+.lm-Widget {
+  box-sizing: border-box;
+  position: relative;
+  overflow: hidden;
+  cursor: default;
+}
+
+
+/* <DEPRECATED> */ .p-Widget.p-mod-hidden, /* </DEPRECATED> */
+.lm-Widget.lm-mod-hidden {
+  display: none !important;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-CommandPalette, /* </DEPRECATED> */
+.lm-CommandPalette {
+  display: flex;
+  flex-direction: column;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-search, /* </DEPRECATED> */
+.lm-CommandPalette-search {
+  flex: 0 0 auto;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-content, /* </DEPRECATED> */
+.lm-CommandPalette-content {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  min-height: 0;
+  overflow: auto;
+  list-style-type: none;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-header, /* </DEPRECATED> */
+.lm-CommandPalette-header {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-item, /* </DEPRECATED> */
+.lm-CommandPalette-item {
+  display: flex;
+  flex-direction: row;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-itemIcon, /* </DEPRECATED> */
+.lm-CommandPalette-itemIcon {
+  flex: 0 0 auto;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-itemContent, /* </DEPRECATED> */
+.lm-CommandPalette-itemContent {
+  flex: 1 1 auto;
+  overflow: hidden;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-itemShortcut, /* </DEPRECATED> */
+.lm-CommandPalette-itemShortcut {
+  flex: 0 0 auto;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-itemLabel, /* </DEPRECATED> */
+.lm-CommandPalette-itemLabel {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.lm-close-icon {
+	border:1px solid transparent;
+  background-color: transparent;
+  position: absolute;
+	z-index:1;
+	right:3%;
+	top: 0;
+	bottom: 0;
+	margin: auto;
+	padding: 7px 0;
+	display: none;
+	vertical-align: middle;
+  outline: 0;
+  cursor: pointer;
+}
+.lm-close-icon:after {
+	content: "X";
+	display: block;
+	width: 15px;
+	height: 15px;
+	text-align: center;
+	color:#000;
+	font-weight: normal;
+	font-size: 12px;
+	cursor: pointer;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-DockPanel, /* </DEPRECATED> */
+.lm-DockPanel {
+  z-index: 0;
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-widget, /* </DEPRECATED> */
+.lm-DockPanel-widget {
+  z-index: 0;
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-tabBar, /* </DEPRECATED> */
+.lm-DockPanel-tabBar {
+  z-index: 1;
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-handle, /* </DEPRECATED> */
+.lm-DockPanel-handle {
+  z-index: 2;
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-handle.p-mod-hidden, /* </DEPRECATED> */
+.lm-DockPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-handle:after, /* </DEPRECATED> */
+.lm-DockPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+
+/* <DEPRECATED> */
+.p-DockPanel-handle[data-orientation='horizontal'],
+/* </DEPRECATED> */
+.lm-DockPanel-handle[data-orientation='horizontal'] {
+  cursor: ew-resize;
+}
+
+
+/* <DEPRECATED> */
+.p-DockPanel-handle[data-orientation='vertical'],
+/* </DEPRECATED> */
+.lm-DockPanel-handle[data-orientation='vertical'] {
+  cursor: ns-resize;
+}
+
+
+/* <DEPRECATED> */
+.p-DockPanel-handle[data-orientation='horizontal']:after,
+/* </DEPRECATED> */
+.lm-DockPanel-handle[data-orientation='horizontal']:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+
+/* <DEPRECATED> */
+.p-DockPanel-handle[data-orientation='vertical']:after,
+/* </DEPRECATED> */
+.lm-DockPanel-handle[data-orientation='vertical']:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-overlay, /* </DEPRECATED> */
+.lm-DockPanel-overlay {
+  z-index: 3;
+  box-sizing: border-box;
+  pointer-events: none;
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-overlay.p-mod-hidden, /* </DEPRECATED> */
+.lm-DockPanel-overlay.lm-mod-hidden {
+  display: none !important;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-Menu, /* </DEPRECATED> */
+.lm-Menu {
+  z-index: 10000;
+  position: absolute;
+  white-space: nowrap;
+  overflow-x: hidden;
+  overflow-y: auto;
+  outline: none;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+
+/* <DEPRECATED> */ .p-Menu-content, /* </DEPRECATED> */
+.lm-Menu-content {
+  margin: 0;
+  padding: 0;
+  display: table;
+  list-style-type: none;
+}
+
+
+/* <DEPRECATED> */ .p-Menu-item, /* </DEPRECATED> */
+.lm-Menu-item {
+  display: table-row;
+}
+
+
+/* <DEPRECATED> */
+.p-Menu-item.p-mod-hidden,
+.p-Menu-item.p-mod-collapsed,
+/* </DEPRECATED> */
+.lm-Menu-item.lm-mod-hidden,
+.lm-Menu-item.lm-mod-collapsed {
+  display: none !important;
+}
+
+
+/* <DEPRECATED> */
+.p-Menu-itemIcon,
+.p-Menu-itemSubmenuIcon,
+/* </DEPRECATED> */
+.lm-Menu-itemIcon,
+.lm-Menu-itemSubmenuIcon {
+  display: table-cell;
+  text-align: center;
+}
+
+
+/* <DEPRECATED> */ .p-Menu-itemLabel, /* </DEPRECATED> */
+.lm-Menu-itemLabel {
+  display: table-cell;
+  text-align: left;
+}
+
+
+/* <DEPRECATED> */ .p-Menu-itemShortcut, /* </DEPRECATED> */
+.lm-Menu-itemShortcut {
+  display: table-cell;
+  text-align: right;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-MenuBar, /* </DEPRECATED> */
+.lm-MenuBar {
+  outline: none;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+
+/* <DEPRECATED> */ .p-MenuBar-content, /* </DEPRECATED> */
+.lm-MenuBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex-direction: row;
+  list-style-type: none;
+}
+
+
+/* <DEPRECATED> */ .p--MenuBar-item, /* </DEPRECATED> */
+.lm-MenuBar-item {
+  box-sizing: border-box;
+}
+
+
+/* <DEPRECATED> */
+.p-MenuBar-itemIcon,
+.p-MenuBar-itemLabel,
+/* </DEPRECATED> */
+.lm-MenuBar-itemIcon,
+.lm-MenuBar-itemLabel {
+  display: inline-block;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-ScrollBar, /* </DEPRECATED> */
+.lm-ScrollBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+
+/* <DEPRECATED> */
+.p-ScrollBar[data-orientation='horizontal'],
+/* </DEPRECATED> */
+.lm-ScrollBar[data-orientation='horizontal'] {
+  flex-direction: row;
+}
+
+
+/* <DEPRECATED> */
+.p-ScrollBar[data-orientation='vertical'],
+/* </DEPRECATED> */
+.lm-ScrollBar[data-orientation='vertical'] {
+  flex-direction: column;
+}
+
+
+/* <DEPRECATED> */ .p-ScrollBar-button, /* </DEPRECATED> */
+.lm-ScrollBar-button {
+  box-sizing: border-box;
+  flex: 0 0 auto;
+}
+
+
+/* <DEPRECATED> */ .p-ScrollBar-track, /* </DEPRECATED> */
+.lm-ScrollBar-track {
+  box-sizing: border-box;
+  position: relative;
+  overflow: hidden;
+  flex: 1 1 auto;
+}
+
+
+/* <DEPRECATED> */ .p-ScrollBar-thumb, /* </DEPRECATED> */
+.lm-ScrollBar-thumb {
+  box-sizing: border-box;
+  position: absolute;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-SplitPanel-child, /* </DEPRECATED> */
+.lm-SplitPanel-child {
+  z-index: 0;
+}
+
+
+/* <DEPRECATED> */ .p-SplitPanel-handle, /* </DEPRECATED> */
+.lm-SplitPanel-handle {
+  z-index: 1;
+}
+
+
+/* <DEPRECATED> */ .p-SplitPanel-handle.p-mod-hidden, /* </DEPRECATED> */
+.lm-SplitPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+
+/* <DEPRECATED> */ .p-SplitPanel-handle:after, /* </DEPRECATED> */
+.lm-SplitPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+
+/* <DEPRECATED> */
+.p-SplitPanel[data-orientation='horizontal'] > .p-SplitPanel-handle,
+/* </DEPRECATED> */
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle {
+  cursor: ew-resize;
+}
+
+
+/* <DEPRECATED> */
+.p-SplitPanel[data-orientation='vertical'] > .p-SplitPanel-handle,
+/* </DEPRECATED> */
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle {
+  cursor: ns-resize;
+}
+
+
+/* <DEPRECATED> */
+.p-SplitPanel[data-orientation='horizontal'] > .p-SplitPanel-handle:after,
+/* </DEPRECATED> */
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+
+/* <DEPRECATED> */
+.p-SplitPanel[data-orientation='vertical'] > .p-SplitPanel-handle:after,
+/* </DEPRECATED> */
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-TabBar, /* </DEPRECATED> */
+.lm-TabBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar[data-orientation='horizontal'], /* </DEPRECATED> */
+.lm-TabBar[data-orientation='horizontal'] {
+  flex-direction: row;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar[data-orientation='vertical'], /* </DEPRECATED> */
+.lm-TabBar[data-orientation='vertical'] {
+  flex-direction: column;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-content, /* </DEPRECATED> */
+.lm-TabBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex: 1 1 auto;
+  list-style-type: none;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar[data-orientation='horizontal'] > .p-TabBar-content,
+/* </DEPRECATED> */
+.lm-TabBar[data-orientation='horizontal'] > .lm-TabBar-content {
+  flex-direction: row;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar[data-orientation='vertical'] > .p-TabBar-content,
+/* </DEPRECATED> */
+.lm-TabBar[data-orientation='vertical'] > .lm-TabBar-content {
+  flex-direction: column;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-tab, /* </DEPRECATED> */
+.lm-TabBar-tab {
+  display: flex;
+  flex-direction: row;
+  box-sizing: border-box;
+  overflow: hidden;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar-tabIcon,
+.p-TabBar-tabCloseIcon,
+/* </DEPRECATED> */
+.lm-TabBar-tabIcon,
+.lm-TabBar-tabCloseIcon {
+  flex: 0 0 auto;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-tabLabel, /* </DEPRECATED> */
+.lm-TabBar-tabLabel {
+  flex: 1 1 auto;
+  overflow: hidden;
+  white-space: nowrap;
+}
+
+
+.lm-TabBar-tabInput {
+  user-select: all;
+  width: 100%;
+  box-sizing : border-box;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-tab.p-mod-hidden, /* </DEPRECATED> */
+.lm-TabBar-tab.lm-mod-hidden {
+  display: none !important;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar.p-mod-dragging .p-TabBar-tab, /* </DEPRECATED> */
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab {
+  position: relative;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab,
+/* </DEPRECATED> */
+.lm-TabBar.lm-mod-dragging[data-orientation='horizontal'] .lm-TabBar-tab {
+  left: 0;
+  transition: left 150ms ease;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab,
+/* </DEPRECATED> */
+.lm-TabBar.lm-mod-dragging[data-orientation='vertical'] .lm-TabBar-tab {
+  top: 0;
+  transition: top 150ms ease;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging,
+/* </DEPRECATED> */
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab.lm-mod-dragging {
+  transition: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-TabPanel-tabBar, /* </DEPRECATED> */
+.lm-TabPanel-tabBar {
+  z-index: 1;
+}
+
+
+/* <DEPRECATED> */ .p-TabPanel-stackedPanel, /* </DEPRECATED> */
+.lm-TabPanel-stackedPanel {
+  z-index: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+@charset "UTF-8";
+html{
+  -webkit-box-sizing:border-box;
+          box-sizing:border-box; }
+
+*,
+*::before,
+*::after{
+  -webkit-box-sizing:inherit;
+          box-sizing:inherit; }
+
+body{
+  font-size:14px;
+  font-weight:400;
+  letter-spacing:0;
+  line-height:1.28581;
+  text-transform:none;
+  color:#182026;
+  font-family:-apple-system, "BlinkMacSystemFont", "Segoe UI", "Roboto", "Oxygen", "Ubuntu", "Cantarell", "Open Sans", "Helvetica Neue", "Icons16", sans-serif; }
+
+p{
+  margin-bottom:10px;
+  margin-top:0; }
+
+small{
+  font-size:12px; }
+
+strong{
+  font-weight:600; }
+
+::-moz-selection{
+  background:rgba(125, 188, 255, 0.6); }
+
+::selection{
+  background:rgba(125, 188, 255, 0.6); }
+.bp3-heading{
+  color:#182026;
+  font-weight:600;
+  margin:0 0 10px;
+  padding:0; }
+  .bp3-dark .bp3-heading{
+    color:#f5f8fa; }
+
+h1.bp3-heading, .bp3-running-text h1{
+  font-size:36px;
+  line-height:40px; }
+
+h2.bp3-heading, .bp3-running-text h2{
+  font-size:28px;
+  line-height:32px; }
+
+h3.bp3-heading, .bp3-running-text h3{
+  font-size:22px;
+  line-height:25px; }
+
+h4.bp3-heading, .bp3-running-text h4{
+  font-size:18px;
+  line-height:21px; }
+
+h5.bp3-heading, .bp3-running-text h5{
+  font-size:16px;
+  line-height:19px; }
+
+h6.bp3-heading, .bp3-running-text h6{
+  font-size:14px;
+  line-height:16px; }
+.bp3-ui-text{
+  font-size:14px;
+  font-weight:400;
+  letter-spacing:0;
+  line-height:1.28581;
+  text-transform:none; }
+
+.bp3-monospace-text{
+  font-family:monospace;
+  text-transform:none; }
+
+.bp3-text-muted{
+  color:#5c7080; }
+  .bp3-dark .bp3-text-muted{
+    color:#a7b6c2; }
+
+.bp3-text-disabled{
+  color:rgba(92, 112, 128, 0.6); }
+  .bp3-dark .bp3-text-disabled{
+    color:rgba(167, 182, 194, 0.6); }
+
+.bp3-text-overflow-ellipsis{
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal; }
+.bp3-running-text{
+  font-size:14px;
+  line-height:1.5; }
+  .bp3-running-text h1{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h1{
+      color:#f5f8fa; }
+  .bp3-running-text h2{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h2{
+      color:#f5f8fa; }
+  .bp3-running-text h3{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h3{
+      color:#f5f8fa; }
+  .bp3-running-text h4{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h4{
+      color:#f5f8fa; }
+  .bp3-running-text h5{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h5{
+      color:#f5f8fa; }
+  .bp3-running-text h6{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h6{
+      color:#f5f8fa; }
+  .bp3-running-text hr{
+    border:none;
+    border-bottom:1px solid rgba(16, 22, 26, 0.15);
+    margin:20px 0; }
+    .bp3-dark .bp3-running-text hr{
+      border-color:rgba(255, 255, 255, 0.15); }
+  .bp3-running-text p{
+    margin:0 0 10px;
+    padding:0; }
+
+.bp3-text-large{
+  font-size:16px; }
+
+.bp3-text-small{
+  font-size:12px; }
+a{
+  color:#106ba3;
+  text-decoration:none; }
+  a:hover{
+    color:#106ba3;
+    cursor:pointer;
+    text-decoration:underline; }
+  a .bp3-icon, a .bp3-icon-standard, a .bp3-icon-large{
+    color:inherit; }
+  a code,
+  .bp3-dark a code{
+    color:inherit; }
+  .bp3-dark a,
+  .bp3-dark a:hover{
+    color:#48aff0; }
+    .bp3-dark a .bp3-icon, .bp3-dark a .bp3-icon-standard, .bp3-dark a .bp3-icon-large,
+    .bp3-dark a:hover .bp3-icon,
+    .bp3-dark a:hover .bp3-icon-standard,
+    .bp3-dark a:hover .bp3-icon-large{
+      color:inherit; }
+.bp3-running-text code, .bp3-code{
+  font-family:monospace;
+  text-transform:none;
+  background:rgba(255, 255, 255, 0.7);
+  border-radius:3px;
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2);
+  color:#5c7080;
+  font-size:smaller;
+  padding:2px 5px; }
+  .bp3-dark .bp3-running-text code, .bp3-running-text .bp3-dark code, .bp3-dark .bp3-code{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+    color:#a7b6c2; }
+  .bp3-running-text a > code, a > .bp3-code{
+    color:#137cbd; }
+    .bp3-dark .bp3-running-text a > code, .bp3-running-text .bp3-dark a > code, .bp3-dark a > .bp3-code{
+      color:inherit; }
+
+.bp3-running-text pre, .bp3-code-block{
+  font-family:monospace;
+  text-transform:none;
+  background:rgba(255, 255, 255, 0.7);
+  border-radius:3px;
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+  color:#182026;
+  display:block;
+  font-size:13px;
+  line-height:1.4;
+  margin:10px 0;
+  padding:13px 15px 12px;
+  word-break:break-all;
+  word-wrap:break-word; }
+  .bp3-dark .bp3-running-text pre, .bp3-running-text .bp3-dark pre, .bp3-dark .bp3-code-block{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+  .bp3-running-text pre > code, .bp3-code-block > code{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:inherit;
+    font-size:inherit;
+    padding:0; }
+
+.bp3-running-text kbd, .bp3-key{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background:#ffffff;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+  color:#5c7080;
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  font-family:inherit;
+  font-size:12px;
+  height:24px;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  line-height:24px;
+  min-width:24px;
+  padding:3px 6px;
+  vertical-align:middle; }
+  .bp3-running-text kbd .bp3-icon, .bp3-key .bp3-icon, .bp3-running-text kbd .bp3-icon-standard, .bp3-key .bp3-icon-standard, .bp3-running-text kbd .bp3-icon-large, .bp3-key .bp3-icon-large{
+    margin-right:5px; }
+  .bp3-dark .bp3-running-text kbd, .bp3-running-text .bp3-dark kbd, .bp3-dark .bp3-key{
+    background:#394b59;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+    color:#a7b6c2; }
+.bp3-running-text blockquote, .bp3-blockquote{
+  border-left:solid 4px rgba(167, 182, 194, 0.5);
+  margin:0 0 10px;
+  padding:0 20px; }
+  .bp3-dark .bp3-running-text blockquote, .bp3-running-text .bp3-dark blockquote, .bp3-dark .bp3-blockquote{
+    border-color:rgba(115, 134, 148, 0.5); }
+.bp3-running-text ul,
+.bp3-running-text ol, .bp3-list{
+  margin:10px 0;
+  padding-left:30px; }
+  .bp3-running-text ul li:not(:last-child), .bp3-running-text ol li:not(:last-child), .bp3-list li:not(:last-child){
+    margin-bottom:5px; }
+  .bp3-running-text ul ol, .bp3-running-text ol ol, .bp3-list ol,
+  .bp3-running-text ul ul,
+  .bp3-running-text ol ul,
+  .bp3-list ul{
+    margin-top:5px; }
+
+.bp3-list-unstyled{
+  list-style:none;
+  margin:0;
+  padding:0; }
+  .bp3-list-unstyled li{
+    padding:0; }
+.bp3-rtl{
+  text-align:right; }
+
+.bp3-dark{
+  color:#f5f8fa; }
+
+:focus{
+  outline:rgba(19, 124, 189, 0.6) auto 2px;
+  outline-offset:2px;
+  -moz-outline-radius:6px; }
+
+.bp3-focus-disabled :focus{
+  outline:none !important; }
+  .bp3-focus-disabled :focus ~ .bp3-control-indicator{
+    outline:none !important; }
+
+.bp3-alert{
+  max-width:400px;
+  padding:20px; }
+
+.bp3-alert-body{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex; }
+  .bp3-alert-body .bp3-icon{
+    font-size:40px;
+    margin-right:20px;
+    margin-top:0; }
+
+.bp3-alert-contents{
+  word-break:break-word; }
+
+.bp3-alert-footer{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:reverse;
+      -ms-flex-direction:row-reverse;
+          flex-direction:row-reverse;
+  margin-top:10px; }
+  .bp3-alert-footer .bp3-button{
+    margin-left:10px; }
+.bp3-breadcrumbs{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  cursor:default;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -ms-flex-wrap:wrap;
+      flex-wrap:wrap;
+  height:30px;
+  list-style:none;
+  margin:0;
+  padding:0; }
+  .bp3-breadcrumbs > li{
+    -webkit-box-align:center;
+        -ms-flex-align:center;
+            align-items:center;
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex; }
+    .bp3-breadcrumbs > li::after{
+      background:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M10.71 7.29l-4-4a1.003 1.003 0 00-1.42 1.42L8.59 8 5.3 11.29c-.19.18-.3.43-.3.71a1.003 1.003 0 001.71.71l4-4c.18-.18.29-.43.29-.71 0-.28-.11-.53-.29-.71z' fill='%235C7080'/%3e%3c/svg%3e");
+      content:"";
+      display:block;
+      height:16px;
+      margin:0 5px;
+      width:16px; }
+    .bp3-breadcrumbs > li:last-of-type::after{
+      display:none; }
+
+.bp3-breadcrumb,
+.bp3-breadcrumb-current,
+.bp3-breadcrumbs-collapsed{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  font-size:16px; }
+
+.bp3-breadcrumb,
+.bp3-breadcrumbs-collapsed{
+  color:#5c7080; }
+
+.bp3-breadcrumb:hover{
+  text-decoration:none; }
+
+.bp3-breadcrumb.bp3-disabled{
+  color:rgba(92, 112, 128, 0.6);
+  cursor:not-allowed; }
+
+.bp3-breadcrumb .bp3-icon{
+  margin-right:5px; }
+
+.bp3-breadcrumb-current{
+  color:inherit;
+  font-weight:600; }
+  .bp3-breadcrumb-current .bp3-input{
+    font-size:inherit;
+    font-weight:inherit;
+    vertical-align:baseline; }
+
+.bp3-breadcrumbs-collapsed{
+  background:#ced9e0;
+  border:none;
+  border-radius:3px;
+  cursor:pointer;
+  margin-right:2px;
+  padding:1px 5px;
+  vertical-align:text-bottom; }
+  .bp3-breadcrumbs-collapsed::before{
+    background:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cg fill='%235C7080'%3e%3ccircle cx='2' cy='8.03' r='2'/%3e%3ccircle cx='14' cy='8.03' r='2'/%3e%3ccircle cx='8' cy='8.03' r='2'/%3e%3c/g%3e%3c/svg%3e") center no-repeat;
+    content:"";
+    display:block;
+    height:16px;
+    width:16px; }
+  .bp3-breadcrumbs-collapsed:hover{
+    background:#bfccd6;
+    color:#182026;
+    text-decoration:none; }
+
+.bp3-dark .bp3-breadcrumb,
+.bp3-dark .bp3-breadcrumbs-collapsed{
+  color:#a7b6c2; }
+
+.bp3-dark .bp3-breadcrumbs > li::after{
+  color:#a7b6c2; }
+
+.bp3-dark .bp3-breadcrumb.bp3-disabled{
+  color:rgba(167, 182, 194, 0.6); }
+
+.bp3-dark .bp3-breadcrumb-current{
+  color:#f5f8fa; }
+
+.bp3-dark .bp3-breadcrumbs-collapsed{
+  background:rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-breadcrumbs-collapsed:hover{
+    background:rgba(16, 22, 26, 0.6);
+    color:#f5f8fa; }
+.bp3-button{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  border:none;
+  border-radius:3px;
+  cursor:pointer;
+  font-size:14px;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  padding:5px 10px;
+  text-align:left;
+  vertical-align:middle;
+  min-height:30px;
+  min-width:30px; }
+  .bp3-button > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-button > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-button::before,
+  .bp3-button > *{
+    margin-right:7px; }
+  .bp3-button:empty::before,
+  .bp3-button > :last-child{
+    margin-right:0; }
+  .bp3-button:empty{
+    padding:0 !important; }
+  .bp3-button:disabled, .bp3-button.bp3-disabled{
+    cursor:not-allowed; }
+  .bp3-button.bp3-fill{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    width:100%; }
+  .bp3-button.bp3-align-right,
+  .bp3-align-right .bp3-button{
+    text-align:right; }
+  .bp3-button.bp3-align-left,
+  .bp3-align-left .bp3-button{
+    text-align:left; }
+  .bp3-button:not([class*="bp3-intent-"]){
+    background-color:#f5f8fa;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+    color:#182026; }
+    .bp3-button:not([class*="bp3-intent-"]):hover{
+      background-clip:padding-box;
+      background-color:#ebf1f5;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+    .bp3-button:not([class*="bp3-intent-"]):active, .bp3-button:not([class*="bp3-intent-"]).bp3-active{
+      background-color:#d8e1e8;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button:not([class*="bp3-intent-"]):disabled, .bp3-button:not([class*="bp3-intent-"]).bp3-disabled{
+      background-color:rgba(206, 217, 224, 0.5);
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed;
+      outline:none; }
+      .bp3-button:not([class*="bp3-intent-"]):disabled.bp3-active, .bp3-button:not([class*="bp3-intent-"]):disabled.bp3-active:hover, .bp3-button:not([class*="bp3-intent-"]).bp3-disabled.bp3-active, .bp3-button:not([class*="bp3-intent-"]).bp3-disabled.bp3-active:hover{
+        background:rgba(206, 217, 224, 0.7); }
+  .bp3-button.bp3-intent-primary{
+    background-color:#137cbd;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+    .bp3-button.bp3-intent-primary:hover, .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{
+      color:#ffffff; }
+    .bp3-button.bp3-intent-primary:hover{
+      background-color:#106ba3;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{
+      background-color:#0e5a8a;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-primary:disabled, .bp3-button.bp3-intent-primary.bp3-disabled{
+      background-color:rgba(19, 124, 189, 0.5);
+      background-image:none;
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button.bp3-intent-success{
+    background-color:#0f9960;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+    .bp3-button.bp3-intent-success:hover, .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{
+      color:#ffffff; }
+    .bp3-button.bp3-intent-success:hover{
+      background-color:#0d8050;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{
+      background-color:#0a6640;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-success:disabled, .bp3-button.bp3-intent-success.bp3-disabled{
+      background-color:rgba(15, 153, 96, 0.5);
+      background-image:none;
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button.bp3-intent-warning{
+    background-color:#d9822b;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+    .bp3-button.bp3-intent-warning:hover, .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{
+      color:#ffffff; }
+    .bp3-button.bp3-intent-warning:hover{
+      background-color:#bf7326;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{
+      background-color:#a66321;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-warning:disabled, .bp3-button.bp3-intent-warning.bp3-disabled{
+      background-color:rgba(217, 130, 43, 0.5);
+      background-image:none;
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button.bp3-intent-danger{
+    background-color:#db3737;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+    .bp3-button.bp3-intent-danger:hover, .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{
+      color:#ffffff; }
+    .bp3-button.bp3-intent-danger:hover{
+      background-color:#c23030;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{
+      background-color:#a82a2a;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-danger:disabled, .bp3-button.bp3-intent-danger.bp3-disabled{
+      background-color:rgba(219, 55, 55, 0.5);
+      background-image:none;
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button[class*="bp3-intent-"] .bp3-button-spinner .bp3-spinner-head{
+    stroke:#ffffff; }
+  .bp3-button.bp3-large,
+  .bp3-large .bp3-button{
+    min-height:40px;
+    min-width:40px;
+    font-size:16px;
+    padding:5px 15px; }
+    .bp3-button.bp3-large::before,
+    .bp3-button.bp3-large > *,
+    .bp3-large .bp3-button::before,
+    .bp3-large .bp3-button > *{
+      margin-right:10px; }
+    .bp3-button.bp3-large:empty::before,
+    .bp3-button.bp3-large > :last-child,
+    .bp3-large .bp3-button:empty::before,
+    .bp3-large .bp3-button > :last-child{
+      margin-right:0; }
+  .bp3-button.bp3-small,
+  .bp3-small .bp3-button{
+    min-height:24px;
+    min-width:24px;
+    padding:0 7px; }
+  .bp3-button.bp3-loading{
+    position:relative; }
+    .bp3-button.bp3-loading[class*="bp3-icon-"]::before{
+      visibility:hidden; }
+    .bp3-button.bp3-loading .bp3-button-spinner{
+      margin:0;
+      position:absolute; }
+    .bp3-button.bp3-loading > :not(.bp3-button-spinner){
+      visibility:hidden; }
+  .bp3-button[class*="bp3-icon-"]::before{
+    font-family:"Icons16", sans-serif;
+    font-size:16px;
+    font-style:normal;
+    font-weight:400;
+    line-height:1;
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased;
+    color:#5c7080; }
+  .bp3-button .bp3-icon, .bp3-button .bp3-icon-standard, .bp3-button .bp3-icon-large{
+    color:#5c7080; }
+    .bp3-button .bp3-icon.bp3-align-right, .bp3-button .bp3-icon-standard.bp3-align-right, .bp3-button .bp3-icon-large.bp3-align-right{
+      margin-left:7px; }
+  .bp3-button .bp3-icon:first-child:last-child,
+  .bp3-button .bp3-spinner + .bp3-icon:last-child{
+    margin:0 -7px; }
+  .bp3-dark .bp3-button:not([class*="bp3-intent-"]){
+    background-color:#394b59;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):hover, .bp3-dark .bp3-button:not([class*="bp3-intent-"]):active, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-active{
+      color:#f5f8fa; }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):hover{
+      background-color:#30404d;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):active, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-active{
+      background-color:#202b33;
+      background-image:none;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):disabled, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-disabled{
+      background-color:rgba(57, 75, 89, 0.5);
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+      .bp3-dark .bp3-button:not([class*="bp3-intent-"]):disabled.bp3-active, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-disabled.bp3-active{
+        background:rgba(57, 75, 89, 0.7); }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-button-spinner .bp3-spinner-head{
+      background:rgba(16, 22, 26, 0.5);
+      stroke:#8a9ba8; }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"])[class*="bp3-icon-"]::before{
+      color:#a7b6c2; }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-icon, .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-icon-standard, .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-icon-large{
+      color:#a7b6c2; }
+  .bp3-dark .bp3-button[class*="bp3-intent-"]{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-button[class*="bp3-intent-"]:hover{
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-button[class*="bp3-intent-"]:active, .bp3-dark .bp3-button[class*="bp3-intent-"].bp3-active{
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-dark .bp3-button[class*="bp3-intent-"]:disabled, .bp3-dark .bp3-button[class*="bp3-intent-"].bp3-disabled{
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.3); }
+    .bp3-dark .bp3-button[class*="bp3-intent-"] .bp3-button-spinner .bp3-spinner-head{
+      stroke:#8a9ba8; }
+  .bp3-button:disabled::before,
+  .bp3-button:disabled .bp3-icon, .bp3-button:disabled .bp3-icon-standard, .bp3-button:disabled .bp3-icon-large, .bp3-button.bp3-disabled::before,
+  .bp3-button.bp3-disabled .bp3-icon, .bp3-button.bp3-disabled .bp3-icon-standard, .bp3-button.bp3-disabled .bp3-icon-large, .bp3-button[class*="bp3-intent-"]::before,
+  .bp3-button[class*="bp3-intent-"] .bp3-icon, .bp3-button[class*="bp3-intent-"] .bp3-icon-standard, .bp3-button[class*="bp3-intent-"] .bp3-icon-large{
+    color:inherit !important; }
+  .bp3-button.bp3-minimal{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+    .bp3-button.bp3-minimal:hover{
+      background:rgba(167, 182, 194, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026;
+      text-decoration:none; }
+    .bp3-button.bp3-minimal:active, .bp3-button.bp3-minimal.bp3-active{
+      background:rgba(115, 134, 148, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026; }
+    .bp3-button.bp3-minimal:disabled, .bp3-button.bp3-minimal:disabled:hover, .bp3-button.bp3-minimal.bp3-disabled, .bp3-button.bp3-minimal.bp3-disabled:hover{
+      background:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed; }
+      .bp3-button.bp3-minimal:disabled.bp3-active, .bp3-button.bp3-minimal:disabled:hover.bp3-active, .bp3-button.bp3-minimal.bp3-disabled.bp3-active, .bp3-button.bp3-minimal.bp3-disabled:hover.bp3-active{
+        background:rgba(115, 134, 148, 0.3); }
+    .bp3-dark .bp3-button.bp3-minimal{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:inherit; }
+      .bp3-dark .bp3-button.bp3-minimal:hover, .bp3-dark .bp3-button.bp3-minimal:active, .bp3-dark .bp3-button.bp3-minimal.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+      .bp3-dark .bp3-button.bp3-minimal:hover{
+        background:rgba(138, 155, 168, 0.15); }
+      .bp3-dark .bp3-button.bp3-minimal:active, .bp3-dark .bp3-button.bp3-minimal.bp3-active{
+        background:rgba(138, 155, 168, 0.3);
+        color:#f5f8fa; }
+      .bp3-dark .bp3-button.bp3-minimal:disabled, .bp3-dark .bp3-button.bp3-minimal:disabled:hover, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled:hover{
+        background:none;
+        color:rgba(167, 182, 194, 0.6);
+        cursor:not-allowed; }
+        .bp3-dark .bp3-button.bp3-minimal:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal:disabled:hover.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled:hover.bp3-active{
+          background:rgba(138, 155, 168, 0.3); }
+    .bp3-button.bp3-minimal.bp3-intent-primary{
+      color:#106ba3; }
+      .bp3-button.bp3-minimal.bp3-intent-primary:hover, .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#106ba3; }
+      .bp3-button.bp3-minimal.bp3-intent-primary:hover{
+        background:rgba(19, 124, 189, 0.15);
+        color:#106ba3; }
+      .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{
+        background:rgba(19, 124, 189, 0.3);
+        color:#106ba3; }
+      .bp3-button.bp3-minimal.bp3-intent-primary:disabled, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled{
+        background:none;
+        color:rgba(16, 107, 163, 0.5); }
+        .bp3-button.bp3-minimal.bp3-intent-primary:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled.bp3-active{
+          background:rgba(19, 124, 189, 0.3); }
+      .bp3-button.bp3-minimal.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
+        stroke:#106ba3; }
+      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary{
+        color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:hover{
+          background:rgba(19, 124, 189, 0.2);
+          color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{
+          background:rgba(19, 124, 189, 0.3);
+          color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled{
+          background:none;
+          color:rgba(72, 175, 240, 0.5); }
+          .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled.bp3-active{
+            background:rgba(19, 124, 189, 0.3); }
+    .bp3-button.bp3-minimal.bp3-intent-success{
+      color:#0d8050; }
+      .bp3-button.bp3-minimal.bp3-intent-success:hover, .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#0d8050; }
+      .bp3-button.bp3-minimal.bp3-intent-success:hover{
+        background:rgba(15, 153, 96, 0.15);
+        color:#0d8050; }
+      .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{
+        background:rgba(15, 153, 96, 0.3);
+        color:#0d8050; }
+      .bp3-button.bp3-minimal.bp3-intent-success:disabled, .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled{
+        background:none;
+        color:rgba(13, 128, 80, 0.5); }
+        .bp3-button.bp3-minimal.bp3-intent-success:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled.bp3-active{
+          background:rgba(15, 153, 96, 0.3); }
+      .bp3-button.bp3-minimal.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
+        stroke:#0d8050; }
+      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success{
+        color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:hover{
+          background:rgba(15, 153, 96, 0.2);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{
+          background:rgba(15, 153, 96, 0.3);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled{
+          background:none;
+          color:rgba(61, 204, 145, 0.5); }
+          .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled.bp3-active{
+            background:rgba(15, 153, 96, 0.3); }
+    .bp3-button.bp3-minimal.bp3-intent-warning{
+      color:#bf7326; }
+      .bp3-button.bp3-minimal.bp3-intent-warning:hover, .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#bf7326; }
+      .bp3-button.bp3-minimal.bp3-intent-warning:hover{
+        background:rgba(217, 130, 43, 0.15);
+        color:#bf7326; }
+      .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{
+        background:rgba(217, 130, 43, 0.3);
+        color:#bf7326; }
+      .bp3-button.bp3-minimal.bp3-intent-warning:disabled, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled{
+        background:none;
+        color:rgba(191, 115, 38, 0.5); }
+        .bp3-button.bp3-minimal.bp3-intent-warning:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled.bp3-active{
+          background:rgba(217, 130, 43, 0.3); }
+      .bp3-button.bp3-minimal.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
+        stroke:#bf7326; }
+      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning{
+        color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:hover{
+          background:rgba(217, 130, 43, 0.2);
+          color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{
+          background:rgba(217, 130, 43, 0.3);
+          color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled{
+          background:none;
+          color:rgba(255, 179, 102, 0.5); }
+          .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled.bp3-active{
+            background:rgba(217, 130, 43, 0.3); }
+    .bp3-button.bp3-minimal.bp3-intent-danger{
+      color:#c23030; }
+      .bp3-button.bp3-minimal.bp3-intent-danger:hover, .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#c23030; }
+      .bp3-button.bp3-minimal.bp3-intent-danger:hover{
+        background:rgba(219, 55, 55, 0.15);
+        color:#c23030; }
+      .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{
+        background:rgba(219, 55, 55, 0.3);
+        color:#c23030; }
+      .bp3-button.bp3-minimal.bp3-intent-danger:disabled, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled{
+        background:none;
+        color:rgba(194, 48, 48, 0.5); }
+        .bp3-button.bp3-minimal.bp3-intent-danger:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled.bp3-active{
+          background:rgba(219, 55, 55, 0.3); }
+      .bp3-button.bp3-minimal.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
+        stroke:#c23030; }
+      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger{
+        color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:hover{
+          background:rgba(219, 55, 55, 0.2);
+          color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{
+          background:rgba(219, 55, 55, 0.3);
+          color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled{
+          background:none;
+          color:rgba(255, 115, 115, 0.5); }
+          .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled.bp3-active{
+            background:rgba(219, 55, 55, 0.3); }
+  .bp3-button.bp3-outlined{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    border:1px solid rgba(24, 32, 38, 0.2);
+    -webkit-box-sizing:border-box;
+            box-sizing:border-box; }
+    .bp3-button.bp3-outlined:hover{
+      background:rgba(167, 182, 194, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026;
+      text-decoration:none; }
+    .bp3-button.bp3-outlined:active, .bp3-button.bp3-outlined.bp3-active{
+      background:rgba(115, 134, 148, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026; }
+    .bp3-button.bp3-outlined:disabled, .bp3-button.bp3-outlined:disabled:hover, .bp3-button.bp3-outlined.bp3-disabled, .bp3-button.bp3-outlined.bp3-disabled:hover{
+      background:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed; }
+      .bp3-button.bp3-outlined:disabled.bp3-active, .bp3-button.bp3-outlined:disabled:hover.bp3-active, .bp3-button.bp3-outlined.bp3-disabled.bp3-active, .bp3-button.bp3-outlined.bp3-disabled:hover.bp3-active{
+        background:rgba(115, 134, 148, 0.3); }
+    .bp3-dark .bp3-button.bp3-outlined{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:inherit; }
+      .bp3-dark .bp3-button.bp3-outlined:hover, .bp3-dark .bp3-button.bp3-outlined:active, .bp3-dark .bp3-button.bp3-outlined.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+      .bp3-dark .bp3-button.bp3-outlined:hover{
+        background:rgba(138, 155, 168, 0.15); }
+      .bp3-dark .bp3-button.bp3-outlined:active, .bp3-dark .bp3-button.bp3-outlined.bp3-active{
+        background:rgba(138, 155, 168, 0.3);
+        color:#f5f8fa; }
+      .bp3-dark .bp3-button.bp3-outlined:disabled, .bp3-dark .bp3-button.bp3-outlined:disabled:hover, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover{
+        background:none;
+        color:rgba(167, 182, 194, 0.6);
+        cursor:not-allowed; }
+        .bp3-dark .bp3-button.bp3-outlined:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined:disabled:hover.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover.bp3-active{
+          background:rgba(138, 155, 168, 0.3); }
+    .bp3-button.bp3-outlined.bp3-intent-primary{
+      color:#106ba3; }
+      .bp3-button.bp3-outlined.bp3-intent-primary:hover, .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#106ba3; }
+      .bp3-button.bp3-outlined.bp3-intent-primary:hover{
+        background:rgba(19, 124, 189, 0.15);
+        color:#106ba3; }
+      .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{
+        background:rgba(19, 124, 189, 0.3);
+        color:#106ba3; }
+      .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{
+        background:none;
+        color:rgba(16, 107, 163, 0.5); }
+        .bp3-button.bp3-outlined.bp3-intent-primary:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled.bp3-active{
+          background:rgba(19, 124, 189, 0.3); }
+      .bp3-button.bp3-outlined.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
+        stroke:#106ba3; }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary{
+        color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:hover{
+          background:rgba(19, 124, 189, 0.2);
+          color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{
+          background:rgba(19, 124, 189, 0.3);
+          color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{
+          background:none;
+          color:rgba(72, 175, 240, 0.5); }
+          .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled.bp3-active{
+            background:rgba(19, 124, 189, 0.3); }
+    .bp3-button.bp3-outlined.bp3-intent-success{
+      color:#0d8050; }
+      .bp3-button.bp3-outlined.bp3-intent-success:hover, .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#0d8050; }
+      .bp3-button.bp3-outlined.bp3-intent-success:hover{
+        background:rgba(15, 153, 96, 0.15);
+        color:#0d8050; }
+      .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{
+        background:rgba(15, 153, 96, 0.3);
+        color:#0d8050; }
+      .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{
+        background:none;
+        color:rgba(13, 128, 80, 0.5); }
+        .bp3-button.bp3-outlined.bp3-intent-success:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled.bp3-active{
+          background:rgba(15, 153, 96, 0.3); }
+      .bp3-button.bp3-outlined.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
+        stroke:#0d8050; }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success{
+        color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:hover{
+          background:rgba(15, 153, 96, 0.2);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{
+          background:rgba(15, 153, 96, 0.3);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{
+          background:none;
+          color:rgba(61, 204, 145, 0.5); }
+          .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled.bp3-active{
+            background:rgba(15, 153, 96, 0.3); }
+    .bp3-button.bp3-outlined.bp3-intent-warning{
+      color:#bf7326; }
+      .bp3-button.bp3-outlined.bp3-intent-warning:hover, .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#bf7326; }
+      .bp3-button.bp3-outlined.bp3-intent-warning:hover{
+        background:rgba(217, 130, 43, 0.15);
+        color:#bf7326; }
+      .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{
+        background:rgba(217, 130, 43, 0.3);
+        color:#bf7326; }
+      .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
+        background:none;
+        color:rgba(191, 115, 38, 0.5); }
+        .bp3-button.bp3-outlined.bp3-intent-warning:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled.bp3-active{
+          background:rgba(217, 130, 43, 0.3); }
+      .bp3-button.bp3-outlined.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
+        stroke:#bf7326; }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning{
+        color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:hover{
+          background:rgba(217, 130, 43, 0.2);
+          color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{
+          background:rgba(217, 130, 43, 0.3);
+          color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
+          background:none;
+          color:rgba(255, 179, 102, 0.5); }
+          .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled.bp3-active{
+            background:rgba(217, 130, 43, 0.3); }
+    .bp3-button.bp3-outlined.bp3-intent-danger{
+      color:#c23030; }
+      .bp3-button.bp3-outlined.bp3-intent-danger:hover, .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#c23030; }
+      .bp3-button.bp3-outlined.bp3-intent-danger:hover{
+        background:rgba(219, 55, 55, 0.15);
+        color:#c23030; }
+      .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{
+        background:rgba(219, 55, 55, 0.3);
+        color:#c23030; }
+      .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{
+        background:none;
+        color:rgba(194, 48, 48, 0.5); }
+        .bp3-button.bp3-outlined.bp3-intent-danger:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled.bp3-active{
+          background:rgba(219, 55, 55, 0.3); }
+      .bp3-button.bp3-outlined.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
+        stroke:#c23030; }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger{
+        color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:hover{
+          background:rgba(219, 55, 55, 0.2);
+          color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{
+          background:rgba(219, 55, 55, 0.3);
+          color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{
+          background:none;
+          color:rgba(255, 115, 115, 0.5); }
+          .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled.bp3-active{
+            background:rgba(219, 55, 55, 0.3); }
+    .bp3-button.bp3-outlined:disabled, .bp3-button.bp3-outlined.bp3-disabled, .bp3-button.bp3-outlined:disabled:hover, .bp3-button.bp3-outlined.bp3-disabled:hover{
+      border-color:rgba(92, 112, 128, 0.1); }
+    .bp3-dark .bp3-button.bp3-outlined{
+      border-color:rgba(255, 255, 255, 0.4); }
+      .bp3-dark .bp3-button.bp3-outlined:disabled, .bp3-dark .bp3-button.bp3-outlined:disabled:hover, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover{
+        border-color:rgba(255, 255, 255, 0.2); }
+    .bp3-button.bp3-outlined.bp3-intent-primary{
+      border-color:rgba(16, 107, 163, 0.6); }
+      .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{
+        border-color:rgba(16, 107, 163, 0.2); }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary{
+        border-color:rgba(72, 175, 240, 0.6); }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{
+          border-color:rgba(72, 175, 240, 0.2); }
+    .bp3-button.bp3-outlined.bp3-intent-success{
+      border-color:rgba(13, 128, 80, 0.6); }
+      .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{
+        border-color:rgba(13, 128, 80, 0.2); }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success{
+        border-color:rgba(61, 204, 145, 0.6); }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{
+          border-color:rgba(61, 204, 145, 0.2); }
+    .bp3-button.bp3-outlined.bp3-intent-warning{
+      border-color:rgba(191, 115, 38, 0.6); }
+      .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
+        border-color:rgba(191, 115, 38, 0.2); }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning{
+        border-color:rgba(255, 179, 102, 0.6); }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
+          border-color:rgba(255, 179, 102, 0.2); }
+    .bp3-button.bp3-outlined.bp3-intent-danger{
+      border-color:rgba(194, 48, 48, 0.6); }
+      .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{
+        border-color:rgba(194, 48, 48, 0.2); }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger{
+        border-color:rgba(255, 115, 115, 0.6); }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{
+          border-color:rgba(255, 115, 115, 0.2); }
+
+a.bp3-button{
+  text-align:center;
+  text-decoration:none;
+  -webkit-transition:none;
+  transition:none; }
+  a.bp3-button, a.bp3-button:hover, a.bp3-button:active{
+    color:#182026; }
+  a.bp3-button.bp3-disabled{
+    color:rgba(92, 112, 128, 0.6); }
+
+.bp3-button-text{
+  -webkit-box-flex:0;
+      -ms-flex:0 1 auto;
+          flex:0 1 auto; }
+
+.bp3-button.bp3-align-left .bp3-button-text, .bp3-button.bp3-align-right .bp3-button-text,
+.bp3-button-group.bp3-align-left .bp3-button-text,
+.bp3-button-group.bp3-align-right .bp3-button-text{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto; }
+.bp3-button-group{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex; }
+  .bp3-button-group .bp3-button{
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    position:relative;
+    z-index:4; }
+    .bp3-button-group .bp3-button:focus{
+      z-index:5; }
+    .bp3-button-group .bp3-button:hover{
+      z-index:6; }
+    .bp3-button-group .bp3-button:active, .bp3-button-group .bp3-button.bp3-active{
+      z-index:7; }
+    .bp3-button-group .bp3-button:disabled, .bp3-button-group .bp3-button.bp3-disabled{
+      z-index:3; }
+    .bp3-button-group .bp3-button[class*="bp3-intent-"]{
+      z-index:9; }
+      .bp3-button-group .bp3-button[class*="bp3-intent-"]:focus{
+        z-index:10; }
+      .bp3-button-group .bp3-button[class*="bp3-intent-"]:hover{
+        z-index:11; }
+      .bp3-button-group .bp3-button[class*="bp3-intent-"]:active, .bp3-button-group .bp3-button[class*="bp3-intent-"].bp3-active{
+        z-index:12; }
+      .bp3-button-group .bp3-button[class*="bp3-intent-"]:disabled, .bp3-button-group .bp3-button[class*="bp3-intent-"].bp3-disabled{
+        z-index:8; }
+  .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:first-child) .bp3-button,
+  .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:first-child){
+    border-bottom-left-radius:0;
+    border-top-left-radius:0; }
+  .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,
+  .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:last-child){
+    border-bottom-right-radius:0;
+    border-top-right-radius:0;
+    margin-right:-1px; }
+  .bp3-button-group.bp3-minimal .bp3-button{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+    .bp3-button-group.bp3-minimal .bp3-button:hover{
+      background:rgba(167, 182, 194, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026;
+      text-decoration:none; }
+    .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-active{
+      background:rgba(115, 134, 148, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026; }
+    .bp3-button-group.bp3-minimal .bp3-button:disabled, .bp3-button-group.bp3-minimal .bp3-button:disabled:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover{
+      background:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed; }
+      .bp3-button-group.bp3-minimal .bp3-button:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button:disabled:hover.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover.bp3-active{
+        background:rgba(115, 134, 148, 0.3); }
+    .bp3-dark .bp3-button-group.bp3-minimal .bp3-button{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:inherit; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:hover, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:hover{
+        background:rgba(138, 155, 168, 0.15); }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-active{
+        background:rgba(138, 155, 168, 0.3);
+        color:#f5f8fa; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled:hover, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover{
+        background:none;
+        color:rgba(167, 182, 194, 0.6);
+        cursor:not-allowed; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled:hover.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover.bp3-active{
+          background:rgba(138, 155, 168, 0.3); }
+    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary{
+      color:#106ba3; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#106ba3; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover{
+        background:rgba(19, 124, 189, 0.15);
+        color:#106ba3; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{
+        background:rgba(19, 124, 189, 0.3);
+        color:#106ba3; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled{
+        background:none;
+        color:rgba(16, 107, 163, 0.5); }
+        .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled.bp3-active{
+          background:rgba(19, 124, 189, 0.3); }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
+        stroke:#106ba3; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary{
+        color:#48aff0; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover{
+          background:rgba(19, 124, 189, 0.2);
+          color:#48aff0; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{
+          background:rgba(19, 124, 189, 0.3);
+          color:#48aff0; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled{
+          background:none;
+          color:rgba(72, 175, 240, 0.5); }
+          .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled.bp3-active{
+            background:rgba(19, 124, 189, 0.3); }
+    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success{
+      color:#0d8050; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#0d8050; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover{
+        background:rgba(15, 153, 96, 0.15);
+        color:#0d8050; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{
+        background:rgba(15, 153, 96, 0.3);
+        color:#0d8050; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled{
+        background:none;
+        color:rgba(13, 128, 80, 0.5); }
+        .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled.bp3-active{
+          background:rgba(15, 153, 96, 0.3); }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
+        stroke:#0d8050; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success{
+        color:#3dcc91; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover{
+          background:rgba(15, 153, 96, 0.2);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{
+          background:rgba(15, 153, 96, 0.3);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled{
+          background:none;
+          color:rgba(61, 204, 145, 0.5); }
+          .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled.bp3-active{
+            background:rgba(15, 153, 96, 0.3); }
+    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning{
+      color:#bf7326; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#bf7326; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover{
+        background:rgba(217, 130, 43, 0.15);
+        color:#bf7326; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{
+        background:rgba(217, 130, 43, 0.3);
+        color:#bf7326; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled{
+        background:none;
+        color:rgba(191, 115, 38, 0.5); }
+        .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled.bp3-active{
+          background:rgba(217, 130, 43, 0.3); }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
+        stroke:#bf7326; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning{
+        color:#ffb366; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover{
+          background:rgba(217, 130, 43, 0.2);
+          color:#ffb366; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{
+          background:rgba(217, 130, 43, 0.3);
+          color:#ffb366; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled{
+          background:none;
+          color:rgba(255, 179, 102, 0.5); }
+          .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled.bp3-active{
+            background:rgba(217, 130, 43, 0.3); }
+    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger{
+      color:#c23030; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#c23030; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover{
+        background:rgba(219, 55, 55, 0.15);
+        color:#c23030; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{
+        background:rgba(219, 55, 55, 0.3);
+        color:#c23030; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled{
+        background:none;
+        color:rgba(194, 48, 48, 0.5); }
+        .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled.bp3-active{
+          background:rgba(219, 55, 55, 0.3); }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
+        stroke:#c23030; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger{
+        color:#ff7373; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover{
+          background:rgba(219, 55, 55, 0.2);
+          color:#ff7373; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{
+          background:rgba(219, 55, 55, 0.3);
+          color:#ff7373; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled{
+          background:none;
+          color:rgba(255, 115, 115, 0.5); }
+          .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled.bp3-active{
+            background:rgba(219, 55, 55, 0.3); }
+  .bp3-button-group .bp3-popover-wrapper,
+  .bp3-button-group .bp3-popover-target{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto; }
+  .bp3-button-group.bp3-fill{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    width:100%; }
+  .bp3-button-group .bp3-button.bp3-fill,
+  .bp3-button-group.bp3-fill .bp3-button:not(.bp3-fixed){
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto; }
+  .bp3-button-group.bp3-vertical{
+    -webkit-box-align:stretch;
+        -ms-flex-align:stretch;
+            align-items:stretch;
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:column;
+            flex-direction:column;
+    vertical-align:top; }
+    .bp3-button-group.bp3-vertical.bp3-fill{
+      height:100%;
+      width:unset; }
+    .bp3-button-group.bp3-vertical .bp3-button{
+      margin-right:0 !important;
+      width:100%; }
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:first-child .bp3-button,
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:first-child{
+      border-radius:3px 3px 0 0; }
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:last-child .bp3-button,
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:last-child{
+      border-radius:0 0 3px 3px; }
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:not(:last-child){
+      margin-bottom:-1px; }
+  .bp3-button-group.bp3-align-left .bp3-button{
+    text-align:left; }
+  .bp3-dark .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,
+  .bp3-dark .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:last-child){
+    margin-right:1px; }
+  .bp3-dark .bp3-button-group.bp3-vertical > .bp3-popover-wrapper:not(:last-child) .bp3-button,
+  .bp3-dark .bp3-button-group.bp3-vertical > .bp3-button:not(:last-child){
+    margin-bottom:1px; }
+.bp3-callout{
+  font-size:14px;
+  line-height:1.5;
+  background-color:rgba(138, 155, 168, 0.15);
+  border-radius:3px;
+  padding:10px 12px 9px;
+  position:relative;
+  width:100%; }
+  .bp3-callout[class*="bp3-icon-"]{
+    padding-left:40px; }
+    .bp3-callout[class*="bp3-icon-"]::before{
+      font-family:"Icons20", sans-serif;
+      font-size:20px;
+      font-style:normal;
+      font-weight:400;
+      line-height:1;
+      -moz-osx-font-smoothing:grayscale;
+      -webkit-font-smoothing:antialiased;
+      color:#5c7080;
+      left:10px;
+      position:absolute;
+      top:10px; }
+  .bp3-callout.bp3-callout-icon{
+    padding-left:40px; }
+    .bp3-callout.bp3-callout-icon > .bp3-icon:first-child{
+      color:#5c7080;
+      left:10px;
+      position:absolute;
+      top:10px; }
+  .bp3-callout .bp3-heading{
+    line-height:20px;
+    margin-bottom:5px;
+    margin-top:0; }
+    .bp3-callout .bp3-heading:last-child{
+      margin-bottom:0; }
+  .bp3-dark .bp3-callout{
+    background-color:rgba(138, 155, 168, 0.2); }
+    .bp3-dark .bp3-callout[class*="bp3-icon-"]::before{
+      color:#a7b6c2; }
+  .bp3-callout.bp3-intent-primary{
+    background-color:rgba(19, 124, 189, 0.15); }
+    .bp3-callout.bp3-intent-primary[class*="bp3-icon-"]::before,
+    .bp3-callout.bp3-intent-primary > .bp3-icon:first-child,
+    .bp3-callout.bp3-intent-primary .bp3-heading{
+      color:#106ba3; }
+    .bp3-dark .bp3-callout.bp3-intent-primary{
+      background-color:rgba(19, 124, 189, 0.25); }
+      .bp3-dark .bp3-callout.bp3-intent-primary[class*="bp3-icon-"]::before,
+      .bp3-dark .bp3-callout.bp3-intent-primary > .bp3-icon:first-child,
+      .bp3-dark .bp3-callout.bp3-intent-primary .bp3-heading{
+        color:#48aff0; }
+  .bp3-callout.bp3-intent-success{
+    background-color:rgba(15, 153, 96, 0.15); }
+    .bp3-callout.bp3-intent-success[class*="bp3-icon-"]::before,
+    .bp3-callout.bp3-intent-success > .bp3-icon:first-child,
+    .bp3-callout.bp3-intent-success .bp3-heading{
+      color:#0d8050; }
+    .bp3-dark .bp3-callout.bp3-intent-success{
+      background-color:rgba(15, 153, 96, 0.25); }
+      .bp3-dark .bp3-callout.bp3-intent-success[class*="bp3-icon-"]::before,
+      .bp3-dark .bp3-callout.bp3-intent-success > .bp3-icon:first-child,
+      .bp3-dark .bp3-callout.bp3-intent-success .bp3-heading{
+        color:#3dcc91; }
+  .bp3-callout.bp3-intent-warning{
+    background-color:rgba(217, 130, 43, 0.15); }
+    .bp3-callout.bp3-intent-warning[class*="bp3-icon-"]::before,
+    .bp3-callout.bp3-intent-warning > .bp3-icon:first-child,
+    .bp3-callout.bp3-intent-warning .bp3-heading{
+      color:#bf7326; }
+    .bp3-dark .bp3-callout.bp3-intent-warning{
+      background-color:rgba(217, 130, 43, 0.25); }
+      .bp3-dark .bp3-callout.bp3-intent-warning[class*="bp3-icon-"]::before,
+      .bp3-dark .bp3-callout.bp3-intent-warning > .bp3-icon:first-child,
+      .bp3-dark .bp3-callout.bp3-intent-warning .bp3-heading{
+        color:#ffb366; }
+  .bp3-callout.bp3-intent-danger{
+    background-color:rgba(219, 55, 55, 0.15); }
+    .bp3-callout.bp3-intent-danger[class*="bp3-icon-"]::before,
+    .bp3-callout.bp3-intent-danger > .bp3-icon:first-child,
+    .bp3-callout.bp3-intent-danger .bp3-heading{
+      color:#c23030; }
+    .bp3-dark .bp3-callout.bp3-intent-danger{
+      background-color:rgba(219, 55, 55, 0.25); }
+      .bp3-dark .bp3-callout.bp3-intent-danger[class*="bp3-icon-"]::before,
+      .bp3-dark .bp3-callout.bp3-intent-danger > .bp3-icon:first-child,
+      .bp3-dark .bp3-callout.bp3-intent-danger .bp3-heading{
+        color:#ff7373; }
+  .bp3-running-text .bp3-callout{
+    margin:20px 0; }
+.bp3-card{
+  background-color:#ffffff;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
+  padding:20px;
+  -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-card.bp3-dark,
+  .bp3-dark .bp3-card{
+    background-color:#30404d;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }
+
+.bp3-elevation-0{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }
+  .bp3-elevation-0.bp3-dark,
+  .bp3-dark .bp3-elevation-0{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }
+
+.bp3-elevation-1{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-elevation-1.bp3-dark,
+  .bp3-dark .bp3-elevation-1{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }
+
+.bp3-elevation-2{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 1px 1px rgba(16, 22, 26, 0.2), 0 2px 6px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 1px 1px rgba(16, 22, 26, 0.2), 0 2px 6px rgba(16, 22, 26, 0.2); }
+  .bp3-elevation-2.bp3-dark,
+  .bp3-dark .bp3-elevation-2{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.4), 0 2px 6px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.4), 0 2px 6px rgba(16, 22, 26, 0.4); }
+
+.bp3-elevation-3{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2); }
+  .bp3-elevation-3.bp3-dark,
+  .bp3-dark .bp3-elevation-3{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+
+.bp3-elevation-4{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2); }
+  .bp3-elevation-4.bp3-dark,
+  .bp3-dark .bp3-elevation-4{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4); }
+
+.bp3-card.bp3-interactive:hover{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+  cursor:pointer; }
+  .bp3-card.bp3-interactive:hover.bp3-dark,
+  .bp3-dark .bp3-card.bp3-interactive:hover{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+
+.bp3-card.bp3-interactive:active{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+  opacity:0.9;
+  -webkit-transition-duration:0;
+          transition-duration:0; }
+  .bp3-card.bp3-interactive:active.bp3-dark,
+  .bp3-dark .bp3-card.bp3-interactive:active{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }
+
+.bp3-collapse{
+  height:0;
+  overflow-y:hidden;
+  -webkit-transition:height 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:height 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-collapse .bp3-collapse-body{
+    -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-collapse .bp3-collapse-body[aria-hidden="true"]{
+      display:none; }
+
+.bp3-context-menu .bp3-popover-target{
+  display:block; }
+
+.bp3-context-menu-popover-target{
+  position:fixed; }
+
+.bp3-divider{
+  border-bottom:1px solid rgba(16, 22, 26, 0.15);
+  border-right:1px solid rgba(16, 22, 26, 0.15);
+  margin:5px; }
+  .bp3-dark .bp3-divider{
+    border-color:rgba(16, 22, 26, 0.4); }
+.bp3-dialog-container{
+  opacity:1;
+  -webkit-transform:scale(1);
+          transform:scale(1);
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  min-height:100%;
+  pointer-events:none;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none;
+  width:100%; }
+  .bp3-dialog-container.bp3-overlay-enter > .bp3-dialog, .bp3-dialog-container.bp3-overlay-appear > .bp3-dialog{
+    opacity:0;
+    -webkit-transform:scale(0.5);
+            transform:scale(0.5); }
+  .bp3-dialog-container.bp3-overlay-enter-active > .bp3-dialog, .bp3-dialog-container.bp3-overlay-appear-active > .bp3-dialog{
+    opacity:1;
+    -webkit-transform:scale(1);
+            transform:scale(1);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:opacity, -webkit-transform;
+    transition-property:opacity, -webkit-transform;
+    transition-property:opacity, transform;
+    transition-property:opacity, transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-dialog-container.bp3-overlay-exit > .bp3-dialog{
+    opacity:1;
+    -webkit-transform:scale(1);
+            transform:scale(1); }
+  .bp3-dialog-container.bp3-overlay-exit-active > .bp3-dialog{
+    opacity:0;
+    -webkit-transform:scale(0.5);
+            transform:scale(0.5);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:opacity, -webkit-transform;
+    transition-property:opacity, -webkit-transform;
+    transition-property:opacity, transform;
+    transition-property:opacity, transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+
+.bp3-dialog{
+  background:#ebf1f5;
+  border-radius:6px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin:30px 0;
+  padding-bottom:20px;
+  pointer-events:all;
+  -webkit-user-select:text;
+     -moz-user-select:text;
+      -ms-user-select:text;
+          user-select:text;
+  width:500px; }
+  .bp3-dialog:focus{
+    outline:0; }
+  .bp3-dialog.bp3-dark,
+  .bp3-dark .bp3-dialog{
+    background:#293742;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+
+.bp3-dialog-header{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background:#ffffff;
+  border-radius:6px 6px 0 0;
+  -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);
+          box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  min-height:40px;
+  padding-left:20px;
+  padding-right:5px; }
+  .bp3-dialog-header .bp3-icon-large,
+  .bp3-dialog-header .bp3-icon{
+    color:#5c7080;
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    margin-right:10px; }
+  .bp3-dialog-header .bp3-heading{
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    line-height:inherit;
+    margin:0; }
+    .bp3-dialog-header .bp3-heading:last-child{
+      margin-right:20px; }
+  .bp3-dark .bp3-dialog-header{
+    background:#30404d;
+    -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.4);
+            box-shadow:0 1px 0 rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-dialog-header .bp3-icon-large,
+    .bp3-dark .bp3-dialog-header .bp3-icon{
+      color:#a7b6c2; }
+
+.bp3-dialog-body{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto;
+  line-height:18px;
+  margin:20px; }
+
+.bp3-dialog-footer{
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  margin:0 20px; }
+
+.bp3-dialog-footer-actions{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-pack:end;
+      -ms-flex-pack:end;
+          justify-content:flex-end; }
+  .bp3-dialog-footer-actions .bp3-button{
+    margin-left:10px; }
+.bp3-drawer{
+  background:#ffffff;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin:0;
+  padding:0; }
+  .bp3-drawer:focus{
+    outline:0; }
+  .bp3-drawer.bp3-position-top{
+    height:50%;
+    left:0;
+    right:0;
+    top:0; }
+    .bp3-drawer.bp3-position-top.bp3-overlay-enter, .bp3-drawer.bp3-position-top.bp3-overlay-appear{
+      -webkit-transform:translateY(-100%);
+              transform:translateY(-100%); }
+    .bp3-drawer.bp3-position-top.bp3-overlay-enter-active, .bp3-drawer.bp3-position-top.bp3-overlay-appear-active{
+      -webkit-transform:translateY(0);
+              transform:translateY(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer.bp3-position-top.bp3-overlay-exit{
+      -webkit-transform:translateY(0);
+              transform:translateY(0); }
+    .bp3-drawer.bp3-position-top.bp3-overlay-exit-active{
+      -webkit-transform:translateY(-100%);
+              transform:translateY(-100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer.bp3-position-bottom{
+    bottom:0;
+    height:50%;
+    left:0;
+    right:0; }
+    .bp3-drawer.bp3-position-bottom.bp3-overlay-enter, .bp3-drawer.bp3-position-bottom.bp3-overlay-appear{
+      -webkit-transform:translateY(100%);
+              transform:translateY(100%); }
+    .bp3-drawer.bp3-position-bottom.bp3-overlay-enter-active, .bp3-drawer.bp3-position-bottom.bp3-overlay-appear-active{
+      -webkit-transform:translateY(0);
+              transform:translateY(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer.bp3-position-bottom.bp3-overlay-exit{
+      -webkit-transform:translateY(0);
+              transform:translateY(0); }
+    .bp3-drawer.bp3-position-bottom.bp3-overlay-exit-active{
+      -webkit-transform:translateY(100%);
+              transform:translateY(100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer.bp3-position-left{
+    bottom:0;
+    left:0;
+    top:0;
+    width:50%; }
+    .bp3-drawer.bp3-position-left.bp3-overlay-enter, .bp3-drawer.bp3-position-left.bp3-overlay-appear{
+      -webkit-transform:translateX(-100%);
+              transform:translateX(-100%); }
+    .bp3-drawer.bp3-position-left.bp3-overlay-enter-active, .bp3-drawer.bp3-position-left.bp3-overlay-appear-active{
+      -webkit-transform:translateX(0);
+              transform:translateX(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer.bp3-position-left.bp3-overlay-exit{
+      -webkit-transform:translateX(0);
+              transform:translateX(0); }
+    .bp3-drawer.bp3-position-left.bp3-overlay-exit-active{
+      -webkit-transform:translateX(-100%);
+              transform:translateX(-100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer.bp3-position-right{
+    bottom:0;
+    right:0;
+    top:0;
+    width:50%; }
+    .bp3-drawer.bp3-position-right.bp3-overlay-enter, .bp3-drawer.bp3-position-right.bp3-overlay-appear{
+      -webkit-transform:translateX(100%);
+              transform:translateX(100%); }
+    .bp3-drawer.bp3-position-right.bp3-overlay-enter-active, .bp3-drawer.bp3-position-right.bp3-overlay-appear-active{
+      -webkit-transform:translateX(0);
+              transform:translateX(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer.bp3-position-right.bp3-overlay-exit{
+      -webkit-transform:translateX(0);
+              transform:translateX(0); }
+    .bp3-drawer.bp3-position-right.bp3-overlay-exit-active{
+      -webkit-transform:translateX(100%);
+              transform:translateX(100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+  .bp3-position-right):not(.bp3-vertical){
+    bottom:0;
+    right:0;
+    top:0;
+    width:50%; }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-enter, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-appear{
+      -webkit-transform:translateX(100%);
+              transform:translateX(100%); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-enter-active, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-appear-active{
+      -webkit-transform:translateX(0);
+              transform:translateX(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-exit{
+      -webkit-transform:translateX(0);
+              transform:translateX(0); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-exit-active{
+      -webkit-transform:translateX(100%);
+              transform:translateX(100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+  .bp3-position-right).bp3-vertical{
+    bottom:0;
+    height:50%;
+    left:0;
+    right:0; }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-enter, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-appear{
+      -webkit-transform:translateY(100%);
+              transform:translateY(100%); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-enter-active, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-appear-active{
+      -webkit-transform:translateY(0);
+              transform:translateY(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-exit{
+      -webkit-transform:translateY(0);
+              transform:translateY(0); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-exit-active{
+      -webkit-transform:translateY(100%);
+              transform:translateY(100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer.bp3-dark,
+  .bp3-dark .bp3-drawer{
+    background:#30404d;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+
+.bp3-drawer-header{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  border-radius:0;
+  -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);
+          box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  min-height:40px;
+  padding:5px;
+  padding-left:20px;
+  position:relative; }
+  .bp3-drawer-header .bp3-icon-large,
+  .bp3-drawer-header .bp3-icon{
+    color:#5c7080;
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    margin-right:10px; }
+  .bp3-drawer-header .bp3-heading{
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    line-height:inherit;
+    margin:0; }
+    .bp3-drawer-header .bp3-heading:last-child{
+      margin-right:20px; }
+  .bp3-dark .bp3-drawer-header{
+    -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.4);
+            box-shadow:0 1px 0 rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-drawer-header .bp3-icon-large,
+    .bp3-dark .bp3-drawer-header .bp3-icon{
+      color:#a7b6c2; }
+
+.bp3-drawer-body{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto;
+  line-height:18px;
+  overflow:auto; }
+
+.bp3-drawer-footer{
+  -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
+          box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  padding:10px 20px;
+  position:relative; }
+  .bp3-dark .bp3-drawer-footer{
+    -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.4); }
+.bp3-editable-text{
+  cursor:text;
+  display:inline-block;
+  max-width:100%;
+  position:relative;
+  vertical-align:top;
+  white-space:nowrap; }
+  .bp3-editable-text::before{
+    bottom:-3px;
+    left:-3px;
+    position:absolute;
+    right:-3px;
+    top:-3px;
+    border-radius:3px;
+    content:"";
+    -webkit-transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-editable-text:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15); }
+  .bp3-editable-text.bp3-editable-text-editing::before{
+    background-color:#ffffff;
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-editable-text.bp3-disabled::before{
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-editable-text.bp3-intent-primary .bp3-editable-text-input,
+  .bp3-editable-text.bp3-intent-primary .bp3-editable-text-content{
+    color:#137cbd; }
+  .bp3-editable-text.bp3-intent-primary:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(19, 124, 189, 0.4);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(19, 124, 189, 0.4); }
+  .bp3-editable-text.bp3-intent-primary.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-editable-text.bp3-intent-success .bp3-editable-text-input,
+  .bp3-editable-text.bp3-intent-success .bp3-editable-text-content{
+    color:#0f9960; }
+  .bp3-editable-text.bp3-intent-success:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px rgba(15, 153, 96, 0.4);
+            box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px rgba(15, 153, 96, 0.4); }
+  .bp3-editable-text.bp3-intent-success.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-editable-text.bp3-intent-warning .bp3-editable-text-input,
+  .bp3-editable-text.bp3-intent-warning .bp3-editable-text-content{
+    color:#d9822b; }
+  .bp3-editable-text.bp3-intent-warning:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px rgba(217, 130, 43, 0.4);
+            box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px rgba(217, 130, 43, 0.4); }
+  .bp3-editable-text.bp3-intent-warning.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-editable-text.bp3-intent-danger .bp3-editable-text-input,
+  .bp3-editable-text.bp3-intent-danger .bp3-editable-text-content{
+    color:#db3737; }
+  .bp3-editable-text.bp3-intent-danger:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px rgba(219, 55, 55, 0.4);
+            box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px rgba(219, 55, 55, 0.4); }
+  .bp3-editable-text.bp3-intent-danger.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-editable-text:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(255, 255, 255, 0.15);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(255, 255, 255, 0.15); }
+  .bp3-dark .bp3-editable-text.bp3-editable-text-editing::before{
+    background-color:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-disabled::before{
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-dark .bp3-editable-text.bp3-intent-primary .bp3-editable-text-content{
+    color:#48aff0; }
+  .bp3-dark .bp3-editable-text.bp3-intent-primary:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(72, 175, 240, 0), 0 0 0 0 rgba(72, 175, 240, 0), inset 0 0 0 1px rgba(72, 175, 240, 0.4);
+            box-shadow:0 0 0 0 rgba(72, 175, 240, 0), 0 0 0 0 rgba(72, 175, 240, 0), inset 0 0 0 1px rgba(72, 175, 240, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-primary.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #48aff0, 0 0 0 3px rgba(72, 175, 240, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #48aff0, 0 0 0 3px rgba(72, 175, 240, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-success .bp3-editable-text-content{
+    color:#3dcc91; }
+  .bp3-dark .bp3-editable-text.bp3-intent-success:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(61, 204, 145, 0), 0 0 0 0 rgba(61, 204, 145, 0), inset 0 0 0 1px rgba(61, 204, 145, 0.4);
+            box-shadow:0 0 0 0 rgba(61, 204, 145, 0), 0 0 0 0 rgba(61, 204, 145, 0), inset 0 0 0 1px rgba(61, 204, 145, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-success.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #3dcc91, 0 0 0 3px rgba(61, 204, 145, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #3dcc91, 0 0 0 3px rgba(61, 204, 145, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-warning .bp3-editable-text-content{
+    color:#ffb366; }
+  .bp3-dark .bp3-editable-text.bp3-intent-warning:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(255, 179, 102, 0), 0 0 0 0 rgba(255, 179, 102, 0), inset 0 0 0 1px rgba(255, 179, 102, 0.4);
+            box-shadow:0 0 0 0 rgba(255, 179, 102, 0), 0 0 0 0 rgba(255, 179, 102, 0), inset 0 0 0 1px rgba(255, 179, 102, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-warning.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #ffb366, 0 0 0 3px rgba(255, 179, 102, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #ffb366, 0 0 0 3px rgba(255, 179, 102, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-danger .bp3-editable-text-content{
+    color:#ff7373; }
+  .bp3-dark .bp3-editable-text.bp3-intent-danger:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(255, 115, 115, 0), 0 0 0 0 rgba(255, 115, 115, 0), inset 0 0 0 1px rgba(255, 115, 115, 0.4);
+            box-shadow:0 0 0 0 rgba(255, 115, 115, 0), 0 0 0 0 rgba(255, 115, 115, 0), inset 0 0 0 1px rgba(255, 115, 115, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-danger.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #ff7373, 0 0 0 3px rgba(255, 115, 115, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #ff7373, 0 0 0 3px rgba(255, 115, 115, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+
+.bp3-editable-text-input,
+.bp3-editable-text-content{
+  color:inherit;
+  display:inherit;
+  font:inherit;
+  letter-spacing:inherit;
+  max-width:inherit;
+  min-width:inherit;
+  position:relative;
+  resize:none;
+  text-transform:inherit;
+  vertical-align:top; }
+
+.bp3-editable-text-input{
+  background:none;
+  border:none;
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  padding:0;
+  white-space:pre-wrap;
+  width:100%; }
+  .bp3-editable-text-input::-webkit-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input::-moz-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input:-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input::-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input::placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input:focus{
+    outline:none; }
+  .bp3-editable-text-input::-ms-clear{
+    display:none; }
+
+.bp3-editable-text-content{
+  overflow:hidden;
+  padding-right:2px;
+  text-overflow:ellipsis;
+  white-space:pre; }
+  .bp3-editable-text-editing > .bp3-editable-text-content{
+    left:0;
+    position:absolute;
+    visibility:hidden; }
+  .bp3-editable-text-placeholder > .bp3-editable-text-content{
+    color:rgba(92, 112, 128, 0.6); }
+    .bp3-dark .bp3-editable-text-placeholder > .bp3-editable-text-content{
+      color:rgba(167, 182, 194, 0.6); }
+
+.bp3-editable-text.bp3-multiline{
+  display:block; }
+  .bp3-editable-text.bp3-multiline .bp3-editable-text-content{
+    overflow:auto;
+    white-space:pre-wrap;
+    word-wrap:break-word; }
+.bp3-divider{
+  border-bottom:1px solid rgba(16, 22, 26, 0.15);
+  border-right:1px solid rgba(16, 22, 26, 0.15);
+  margin:5px; }
+  .bp3-dark .bp3-divider{
+    border-color:rgba(16, 22, 26, 0.4); }
+.bp3-control-group{
+  -webkit-transform:translateZ(0);
+          transform:translateZ(0);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:stretch;
+      -ms-flex-align:stretch;
+          align-items:stretch; }
+  .bp3-control-group > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-control-group > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-control-group .bp3-button,
+  .bp3-control-group .bp3-html-select,
+  .bp3-control-group .bp3-input,
+  .bp3-control-group .bp3-select{
+    position:relative; }
+  .bp3-control-group .bp3-input{
+    border-radius:inherit;
+    z-index:2; }
+    .bp3-control-group .bp3-input:focus{
+      border-radius:3px;
+      z-index:14; }
+    .bp3-control-group .bp3-input[class*="bp3-intent"]{
+      z-index:13; }
+      .bp3-control-group .bp3-input[class*="bp3-intent"]:focus{
+        z-index:15; }
+    .bp3-control-group .bp3-input[readonly], .bp3-control-group .bp3-input:disabled, .bp3-control-group .bp3-input.bp3-disabled{
+      z-index:1; }
+  .bp3-control-group .bp3-input-group[class*="bp3-intent"] .bp3-input{
+    z-index:13; }
+    .bp3-control-group .bp3-input-group[class*="bp3-intent"] .bp3-input:focus{
+      z-index:15; }
+  .bp3-control-group .bp3-button,
+  .bp3-control-group .bp3-html-select select,
+  .bp3-control-group .bp3-select select{
+    -webkit-transform:translateZ(0);
+            transform:translateZ(0);
+    border-radius:inherit;
+    z-index:4; }
+    .bp3-control-group .bp3-button:focus,
+    .bp3-control-group .bp3-html-select select:focus,
+    .bp3-control-group .bp3-select select:focus{
+      z-index:5; }
+    .bp3-control-group .bp3-button:hover,
+    .bp3-control-group .bp3-html-select select:hover,
+    .bp3-control-group .bp3-select select:hover{
+      z-index:6; }
+    .bp3-control-group .bp3-button:active,
+    .bp3-control-group .bp3-html-select select:active,
+    .bp3-control-group .bp3-select select:active{
+      z-index:7; }
+    .bp3-control-group .bp3-button[readonly], .bp3-control-group .bp3-button:disabled, .bp3-control-group .bp3-button.bp3-disabled,
+    .bp3-control-group .bp3-html-select select[readonly],
+    .bp3-control-group .bp3-html-select select:disabled,
+    .bp3-control-group .bp3-html-select select.bp3-disabled,
+    .bp3-control-group .bp3-select select[readonly],
+    .bp3-control-group .bp3-select select:disabled,
+    .bp3-control-group .bp3-select select.bp3-disabled{
+      z-index:3; }
+    .bp3-control-group .bp3-button[class*="bp3-intent"],
+    .bp3-control-group .bp3-html-select select[class*="bp3-intent"],
+    .bp3-control-group .bp3-select select[class*="bp3-intent"]{
+      z-index:9; }
+      .bp3-control-group .bp3-button[class*="bp3-intent"]:focus,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:focus,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"]:focus{
+        z-index:10; }
+      .bp3-control-group .bp3-button[class*="bp3-intent"]:hover,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:hover,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"]:hover{
+        z-index:11; }
+      .bp3-control-group .bp3-button[class*="bp3-intent"]:active,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:active,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"]:active{
+        z-index:12; }
+      .bp3-control-group .bp3-button[class*="bp3-intent"][readonly], .bp3-control-group .bp3-button[class*="bp3-intent"]:disabled, .bp3-control-group .bp3-button[class*="bp3-intent"].bp3-disabled,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"][readonly],
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:disabled,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"].bp3-disabled,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"][readonly],
+      .bp3-control-group .bp3-select select[class*="bp3-intent"]:disabled,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"].bp3-disabled{
+        z-index:8; }
+  .bp3-control-group .bp3-input-group > .bp3-icon,
+  .bp3-control-group .bp3-input-group > .bp3-button,
+  .bp3-control-group .bp3-input-group > .bp3-input-action{
+    z-index:16; }
+  .bp3-control-group .bp3-select::after,
+  .bp3-control-group .bp3-html-select::after,
+  .bp3-control-group .bp3-select > .bp3-icon,
+  .bp3-control-group .bp3-html-select > .bp3-icon{
+    z-index:17; }
+  .bp3-control-group .bp3-select:focus-within{
+    z-index:5; }
+  .bp3-control-group:not(.bp3-vertical) > *:not(.bp3-divider){
+    margin-right:-1px; }
+  .bp3-control-group:not(.bp3-vertical) > .bp3-divider:not(:first-child){
+    margin-left:6px; }
+  .bp3-dark .bp3-control-group:not(.bp3-vertical) > *:not(.bp3-divider){
+    margin-right:0; }
+  .bp3-dark .bp3-control-group:not(.bp3-vertical) > .bp3-button + .bp3-button{
+    margin-left:1px; }
+  .bp3-control-group .bp3-popover-wrapper,
+  .bp3-control-group .bp3-popover-target{
+    border-radius:inherit; }
+  .bp3-control-group > :first-child{
+    border-radius:3px 0 0 3px; }
+  .bp3-control-group > :last-child{
+    border-radius:0 3px 3px 0;
+    margin-right:0; }
+  .bp3-control-group > :only-child{
+    border-radius:3px;
+    margin-right:0; }
+  .bp3-control-group .bp3-input-group .bp3-button{
+    border-radius:3px; }
+  .bp3-control-group .bp3-numeric-input:not(:first-child) .bp3-input-group{
+    border-bottom-left-radius:0;
+    border-top-left-radius:0; }
+  .bp3-control-group.bp3-fill{
+    width:100%; }
+  .bp3-control-group > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto; }
+  .bp3-control-group.bp3-fill > *:not(.bp3-fixed){
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto; }
+  .bp3-control-group.bp3-vertical{
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:column;
+            flex-direction:column; }
+    .bp3-control-group.bp3-vertical > *{
+      margin-top:-1px; }
+    .bp3-control-group.bp3-vertical > :first-child{
+      border-radius:3px 3px 0 0;
+      margin-top:0; }
+    .bp3-control-group.bp3-vertical > :last-child{
+      border-radius:0 0 3px 3px; }
+.bp3-control{
+  cursor:pointer;
+  display:block;
+  margin-bottom:10px;
+  position:relative;
+  text-transform:none; }
+  .bp3-control input:checked ~ .bp3-control-indicator{
+    background-color:#137cbd;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+  .bp3-control:hover input:checked ~ .bp3-control-indicator{
+    background-color:#106ba3;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+  .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{
+    background:#0e5a8a;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-control input:disabled:checked ~ .bp3-control-indicator{
+    background:rgba(19, 124, 189, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-dark .bp3-control input:checked ~ .bp3-control-indicator{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control:hover input:checked ~ .bp3-control-indicator{
+    background-color:#106ba3;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{
+    background-color:#0e5a8a;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-control input:disabled:checked ~ .bp3-control-indicator{
+    background:rgba(14, 90, 138, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-control:not(.bp3-align-right){
+    padding-left:26px; }
+    .bp3-control:not(.bp3-align-right) .bp3-control-indicator{
+      margin-left:-26px; }
+  .bp3-control.bp3-align-right{
+    padding-right:26px; }
+    .bp3-control.bp3-align-right .bp3-control-indicator{
+      margin-right:-26px; }
+  .bp3-control.bp3-disabled{
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed; }
+  .bp3-control.bp3-inline{
+    display:inline-block;
+    margin-right:20px; }
+  .bp3-control input{
+    left:0;
+    opacity:0;
+    position:absolute;
+    top:0;
+    z-index:-1; }
+  .bp3-control .bp3-control-indicator{
+    background-clip:padding-box;
+    background-color:#f5f8fa;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+    border:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+    cursor:pointer;
+    display:inline-block;
+    font-size:16px;
+    height:1em;
+    margin-right:10px;
+    margin-top:-3px;
+    position:relative;
+    -webkit-user-select:none;
+       -moz-user-select:none;
+        -ms-user-select:none;
+            user-select:none;
+    vertical-align:middle;
+    width:1em; }
+    .bp3-control .bp3-control-indicator::before{
+      content:"";
+      display:block;
+      height:1em;
+      width:1em; }
+  .bp3-control:hover .bp3-control-indicator{
+    background-color:#ebf1f5; }
+  .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{
+    background:#d8e1e8;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-control input:disabled ~ .bp3-control-indicator{
+    background:rgba(206, 217, 224, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    cursor:not-allowed; }
+  .bp3-control input:focus ~ .bp3-control-indicator{
+    outline:rgba(19, 124, 189, 0.6) auto 2px;
+    outline-offset:2px;
+    -moz-outline-radius:6px; }
+  .bp3-control.bp3-align-right .bp3-control-indicator{
+    float:right;
+    margin-left:10px;
+    margin-top:1px; }
+  .bp3-control.bp3-large{
+    font-size:16px; }
+    .bp3-control.bp3-large:not(.bp3-align-right){
+      padding-left:30px; }
+      .bp3-control.bp3-large:not(.bp3-align-right) .bp3-control-indicator{
+        margin-left:-30px; }
+    .bp3-control.bp3-large.bp3-align-right{
+      padding-right:30px; }
+      .bp3-control.bp3-large.bp3-align-right .bp3-control-indicator{
+        margin-right:-30px; }
+    .bp3-control.bp3-large .bp3-control-indicator{
+      font-size:20px; }
+    .bp3-control.bp3-large.bp3-align-right .bp3-control-indicator{
+      margin-top:0; }
+  .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator{
+    background-color:#137cbd;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+  .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{
+    background-color:#106ba3;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+  .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{
+    background:#0e5a8a;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{
+    background:rgba(19, 124, 189, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-dark .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{
+    background-color:#106ba3;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{
+    background-color:#0e5a8a;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{
+    background:rgba(14, 90, 138, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-control.bp3-checkbox .bp3-control-indicator{
+    border-radius:3px; }
+  .bp3-control.bp3-checkbox input:checked ~ .bp3-control-indicator::before{
+    background-image:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M12 5c-.28 0-.53.11-.71.29L7 9.59l-2.29-2.3a1.003 1.003 0 00-1.42 1.42l3 3c.18.18.43.29.71.29s.53-.11.71-.29l5-5A1.003 1.003 0 0012 5z' fill='white'/%3e%3c/svg%3e"); }
+  .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator::before{
+    background-image:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M11 7H5c-.55 0-1 .45-1 1s.45 1 1 1h6c.55 0 1-.45 1-1s-.45-1-1-1z' fill='white'/%3e%3c/svg%3e"); }
+  .bp3-control.bp3-radio .bp3-control-indicator{
+    border-radius:50%; }
+  .bp3-control.bp3-radio input:checked ~ .bp3-control-indicator::before{
+    background-image:radial-gradient(#ffffff, #ffffff 28%, transparent 32%); }
+  .bp3-control.bp3-radio input:checked:disabled ~ .bp3-control-indicator::before{
+    opacity:0.5; }
+  .bp3-control.bp3-radio input:focus ~ .bp3-control-indicator{
+    -moz-outline-radius:16px; }
+  .bp3-control.bp3-switch input ~ .bp3-control-indicator{
+    background:rgba(167, 182, 194, 0.5); }
+  .bp3-control.bp3-switch:hover input ~ .bp3-control-indicator{
+    background:rgba(115, 134, 148, 0.5); }
+  .bp3-control.bp3-switch input:not(:disabled):active ~ .bp3-control-indicator{
+    background:rgba(92, 112, 128, 0.5); }
+  .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator{
+    background:rgba(206, 217, 224, 0.5); }
+    .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator::before{
+      background:rgba(255, 255, 255, 0.8); }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator{
+    background:#137cbd; }
+  .bp3-control.bp3-switch:hover input:checked ~ .bp3-control-indicator{
+    background:#106ba3; }
+  .bp3-control.bp3-switch input:checked:not(:disabled):active ~ .bp3-control-indicator{
+    background:#0e5a8a; }
+  .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator{
+    background:rgba(19, 124, 189, 0.5); }
+    .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator::before{
+      background:rgba(255, 255, 255, 0.8); }
+  .bp3-control.bp3-switch:not(.bp3-align-right){
+    padding-left:38px; }
+    .bp3-control.bp3-switch:not(.bp3-align-right) .bp3-control-indicator{
+      margin-left:-38px; }
+  .bp3-control.bp3-switch.bp3-align-right{
+    padding-right:38px; }
+    .bp3-control.bp3-switch.bp3-align-right .bp3-control-indicator{
+      margin-right:-38px; }
+  .bp3-control.bp3-switch .bp3-control-indicator{
+    border:none;
+    border-radius:1.75em;
+    -webkit-box-shadow:none !important;
+            box-shadow:none !important;
+    min-width:1.75em;
+    -webkit-transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    width:auto; }
+    .bp3-control.bp3-switch .bp3-control-indicator::before{
+      background:#ffffff;
+      border-radius:50%;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+      height:calc(1em - 4px);
+      left:0;
+      margin:2px;
+      position:absolute;
+      -webkit-transition:left 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+      transition:left 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+      width:calc(1em - 4px); }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator::before{
+    left:calc(100% - 1em); }
+  .bp3-control.bp3-switch.bp3-large:not(.bp3-align-right){
+    padding-left:45px; }
+    .bp3-control.bp3-switch.bp3-large:not(.bp3-align-right) .bp3-control-indicator{
+      margin-left:-45px; }
+  .bp3-control.bp3-switch.bp3-large.bp3-align-right{
+    padding-right:45px; }
+    .bp3-control.bp3-switch.bp3-large.bp3-align-right .bp3-control-indicator{
+      margin-right:-45px; }
+  .bp3-dark .bp3-control.bp3-switch input ~ .bp3-control-indicator{
+    background:rgba(16, 22, 26, 0.5); }
+  .bp3-dark .bp3-control.bp3-switch:hover input ~ .bp3-control-indicator{
+    background:rgba(16, 22, 26, 0.7); }
+  .bp3-dark .bp3-control.bp3-switch input:not(:disabled):active ~ .bp3-control-indicator{
+    background:rgba(16, 22, 26, 0.9); }
+  .bp3-dark .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator{
+    background:rgba(57, 75, 89, 0.5); }
+    .bp3-dark .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator::before{
+      background:rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator{
+    background:#137cbd; }
+  .bp3-dark .bp3-control.bp3-switch:hover input:checked ~ .bp3-control-indicator{
+    background:#106ba3; }
+  .bp3-dark .bp3-control.bp3-switch input:checked:not(:disabled):active ~ .bp3-control-indicator{
+    background:#0e5a8a; }
+  .bp3-dark .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator{
+    background:rgba(14, 90, 138, 0.5); }
+    .bp3-dark .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator::before{
+      background:rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-switch .bp3-control-indicator::before{
+    background:#394b59;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator::before{
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-control.bp3-switch .bp3-switch-inner-text{
+    font-size:0.7em;
+    text-align:center; }
+  .bp3-control.bp3-switch .bp3-control-indicator-child:first-child{
+    line-height:0;
+    margin-left:0.5em;
+    margin-right:1.2em;
+    visibility:hidden; }
+  .bp3-control.bp3-switch .bp3-control-indicator-child:last-child{
+    line-height:1em;
+    margin-left:1.2em;
+    margin-right:0.5em;
+    visibility:visible; }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:first-child{
+    line-height:1em;
+    visibility:visible; }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:last-child{
+    line-height:0;
+    visibility:hidden; }
+  .bp3-dark .bp3-control{
+    color:#f5f8fa; }
+    .bp3-dark .bp3-control.bp3-disabled{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-control .bp3-control-indicator{
+      background-color:#394b59;
+      background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+      background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-control:hover .bp3-control-indicator{
+      background-color:#30404d; }
+    .bp3-dark .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{
+      background:#202b33;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-dark .bp3-control input:disabled ~ .bp3-control-indicator{
+      background:rgba(57, 75, 89, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      cursor:not-allowed; }
+    .bp3-dark .bp3-control.bp3-checkbox input:disabled:checked ~ .bp3-control-indicator, .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{
+      color:rgba(167, 182, 194, 0.6); }
+.bp3-file-input{
+  cursor:pointer;
+  display:inline-block;
+  height:30px;
+  position:relative; }
+  .bp3-file-input input{
+    margin:0;
+    min-width:200px;
+    opacity:0; }
+    .bp3-file-input input:disabled + .bp3-file-upload-input,
+    .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{
+      background:rgba(206, 217, 224, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed;
+      resize:none; }
+      .bp3-file-input input:disabled + .bp3-file-upload-input::after,
+      .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{
+        background-color:rgba(206, 217, 224, 0.5);
+        background-image:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:rgba(92, 112, 128, 0.6);
+        cursor:not-allowed;
+        outline:none; }
+        .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active, .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active:hover,
+        .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active,
+        .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active:hover{
+          background:rgba(206, 217, 224, 0.7); }
+      .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input, .bp3-dark
+      .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{
+        background:rgba(57, 75, 89, 0.5);
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:rgba(167, 182, 194, 0.6); }
+        .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input::after, .bp3-dark
+        .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{
+          background-color:rgba(57, 75, 89, 0.5);
+          background-image:none;
+          -webkit-box-shadow:none;
+                  box-shadow:none;
+          color:rgba(167, 182, 194, 0.6); }
+          .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active, .bp3-dark
+          .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active{
+            background:rgba(57, 75, 89, 0.7); }
+  .bp3-file-input.bp3-file-input-has-selection .bp3-file-upload-input{
+    color:#182026; }
+  .bp3-dark .bp3-file-input.bp3-file-input-has-selection .bp3-file-upload-input{
+    color:#f5f8fa; }
+  .bp3-file-input.bp3-fill{
+    width:100%; }
+  .bp3-file-input.bp3-large,
+  .bp3-large .bp3-file-input{
+    height:40px; }
+  .bp3-file-input .bp3-file-upload-input-custom-text::after{
+    content:attr(bp3-button-text); }
+
+.bp3-file-upload-input{
+  -webkit-appearance:none;
+     -moz-appearance:none;
+          appearance:none;
+  background:#ffffff;
+  border:none;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+  color:#182026;
+  font-size:14px;
+  font-weight:400;
+  height:30px;
+  line-height:30px;
+  outline:none;
+  padding:0 10px;
+  -webkit-transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  vertical-align:middle;
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal;
+  color:rgba(92, 112, 128, 0.6);
+  left:0;
+  padding-right:80px;
+  position:absolute;
+  right:0;
+  top:0;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-file-upload-input::-webkit-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input::-moz-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input:-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input::-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input::placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input:focus, .bp3-file-upload-input.bp3-active{
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-file-upload-input[type="search"], .bp3-file-upload-input.bp3-round{
+    border-radius:30px;
+    -webkit-box-sizing:border-box;
+            box-sizing:border-box;
+    padding-left:10px; }
+  .bp3-file-upload-input[readonly]{
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15); }
+  .bp3-file-upload-input:disabled, .bp3-file-upload-input.bp3-disabled{
+    background:rgba(206, 217, 224, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed;
+    resize:none; }
+  .bp3-file-upload-input::after{
+    background-color:#f5f8fa;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+    color:#182026;
+    min-height:24px;
+    min-width:24px;
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    border-radius:3px;
+    content:"Browse";
+    line-height:24px;
+    margin:3px;
+    position:absolute;
+    right:0;
+    text-align:center;
+    top:0;
+    width:70px; }
+    .bp3-file-upload-input::after:hover{
+      background-clip:padding-box;
+      background-color:#ebf1f5;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+    .bp3-file-upload-input::after:active, .bp3-file-upload-input::after.bp3-active{
+      background-color:#d8e1e8;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-file-upload-input::after:disabled, .bp3-file-upload-input::after.bp3-disabled{
+      background-color:rgba(206, 217, 224, 0.5);
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed;
+      outline:none; }
+      .bp3-file-upload-input::after:disabled.bp3-active, .bp3-file-upload-input::after:disabled.bp3-active:hover, .bp3-file-upload-input::after.bp3-disabled.bp3-active, .bp3-file-upload-input::after.bp3-disabled.bp3-active:hover{
+        background:rgba(206, 217, 224, 0.7); }
+  .bp3-file-upload-input:hover::after{
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+  .bp3-file-upload-input:active::after{
+    background-color:#d8e1e8;
+    background-image:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-large .bp3-file-upload-input{
+    font-size:16px;
+    height:40px;
+    line-height:40px;
+    padding-right:95px; }
+    .bp3-large .bp3-file-upload-input[type="search"], .bp3-large .bp3-file-upload-input.bp3-round{
+      padding:0 15px; }
+    .bp3-large .bp3-file-upload-input::after{
+      min-height:30px;
+      min-width:30px;
+      line-height:30px;
+      margin:5px;
+      width:85px; }
+  .bp3-dark .bp3-file-upload-input{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa;
+    color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::-webkit-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::-moz-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input:-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input:focus{
+      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-file-upload-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-file-upload-input:disabled, .bp3-dark .bp3-file-upload-input.bp3-disabled{
+      background:rgba(57, 75, 89, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::after{
+      background-color:#394b59;
+      background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+      background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+      color:#f5f8fa; }
+      .bp3-dark .bp3-file-upload-input::after:hover, .bp3-dark .bp3-file-upload-input::after:active, .bp3-dark .bp3-file-upload-input::after.bp3-active{
+        color:#f5f8fa; }
+      .bp3-dark .bp3-file-upload-input::after:hover{
+        background-color:#30404d;
+        -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-file-upload-input::after:active, .bp3-dark .bp3-file-upload-input::after.bp3-active{
+        background-color:#202b33;
+        background-image:none;
+        -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+                box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+      .bp3-dark .bp3-file-upload-input::after:disabled, .bp3-dark .bp3-file-upload-input::after.bp3-disabled{
+        background-color:rgba(57, 75, 89, 0.5);
+        background-image:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:rgba(167, 182, 194, 0.6); }
+        .bp3-dark .bp3-file-upload-input::after:disabled.bp3-active, .bp3-dark .bp3-file-upload-input::after.bp3-disabled.bp3-active{
+          background:rgba(57, 75, 89, 0.7); }
+      .bp3-dark .bp3-file-upload-input::after .bp3-button-spinner .bp3-spinner-head{
+        background:rgba(16, 22, 26, 0.5);
+        stroke:#8a9ba8; }
+    .bp3-dark .bp3-file-upload-input:hover::after{
+      background-color:#30404d;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-file-upload-input:active::after{
+      background-color:#202b33;
+      background-image:none;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+.bp3-file-upload-input::after{
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+.bp3-form-group{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin:0 0 15px; }
+  .bp3-form-group label.bp3-label{
+    margin-bottom:5px; }
+  .bp3-form-group .bp3-control{
+    margin-top:7px; }
+  .bp3-form-group .bp3-form-helper-text{
+    color:#5c7080;
+    font-size:12px;
+    margin-top:5px; }
+  .bp3-form-group.bp3-intent-primary .bp3-form-helper-text{
+    color:#106ba3; }
+  .bp3-form-group.bp3-intent-success .bp3-form-helper-text{
+    color:#0d8050; }
+  .bp3-form-group.bp3-intent-warning .bp3-form-helper-text{
+    color:#bf7326; }
+  .bp3-form-group.bp3-intent-danger .bp3-form-helper-text{
+    color:#c23030; }
+  .bp3-form-group.bp3-inline{
+    -webkit-box-align:start;
+        -ms-flex-align:start;
+            align-items:flex-start;
+    -webkit-box-orient:horizontal;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:row;
+            flex-direction:row; }
+    .bp3-form-group.bp3-inline.bp3-large label.bp3-label{
+      line-height:40px;
+      margin:0 10px 0 0; }
+    .bp3-form-group.bp3-inline label.bp3-label{
+      line-height:30px;
+      margin:0 10px 0 0; }
+  .bp3-form-group.bp3-disabled .bp3-label,
+  .bp3-form-group.bp3-disabled .bp3-text-muted,
+  .bp3-form-group.bp3-disabled .bp3-form-helper-text{
+    color:rgba(92, 112, 128, 0.6) !important; }
+  .bp3-dark .bp3-form-group.bp3-intent-primary .bp3-form-helper-text{
+    color:#48aff0; }
+  .bp3-dark .bp3-form-group.bp3-intent-success .bp3-form-helper-text{
+    color:#3dcc91; }
+  .bp3-dark .bp3-form-group.bp3-intent-warning .bp3-form-helper-text{
+    color:#ffb366; }
+  .bp3-dark .bp3-form-group.bp3-intent-danger .bp3-form-helper-text{
+    color:#ff7373; }
+  .bp3-dark .bp3-form-group .bp3-form-helper-text{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-form-group.bp3-disabled .bp3-label,
+  .bp3-dark .bp3-form-group.bp3-disabled .bp3-text-muted,
+  .bp3-dark .bp3-form-group.bp3-disabled .bp3-form-helper-text{
+    color:rgba(167, 182, 194, 0.6) !important; }
+.bp3-input-group{
+  display:block;
+  position:relative; }
+  .bp3-input-group .bp3-input{
+    position:relative;
+    width:100%; }
+    .bp3-input-group .bp3-input:not(:first-child){
+      padding-left:30px; }
+    .bp3-input-group .bp3-input:not(:last-child){
+      padding-right:30px; }
+  .bp3-input-group .bp3-input-action,
+  .bp3-input-group > .bp3-input-left-container,
+  .bp3-input-group > .bp3-button,
+  .bp3-input-group > .bp3-icon{
+    position:absolute;
+    top:0; }
+    .bp3-input-group .bp3-input-action:first-child,
+    .bp3-input-group > .bp3-input-left-container:first-child,
+    .bp3-input-group > .bp3-button:first-child,
+    .bp3-input-group > .bp3-icon:first-child{
+      left:0; }
+    .bp3-input-group .bp3-input-action:last-child,
+    .bp3-input-group > .bp3-input-left-container:last-child,
+    .bp3-input-group > .bp3-button:last-child,
+    .bp3-input-group > .bp3-icon:last-child{
+      right:0; }
+  .bp3-input-group .bp3-button{
+    min-height:24px;
+    min-width:24px;
+    margin:3px;
+    padding:0 7px; }
+    .bp3-input-group .bp3-button:empty{
+      padding:0; }
+  .bp3-input-group > .bp3-input-left-container,
+  .bp3-input-group > .bp3-icon{
+    z-index:1; }
+  .bp3-input-group > .bp3-input-left-container > .bp3-icon,
+  .bp3-input-group > .bp3-icon{
+    color:#5c7080; }
+    .bp3-input-group > .bp3-input-left-container > .bp3-icon:empty,
+    .bp3-input-group > .bp3-icon:empty{
+      font-family:"Icons16", sans-serif;
+      font-size:16px;
+      font-style:normal;
+      font-weight:400;
+      line-height:1;
+      -moz-osx-font-smoothing:grayscale;
+      -webkit-font-smoothing:antialiased; }
+  .bp3-input-group > .bp3-input-left-container > .bp3-icon,
+  .bp3-input-group > .bp3-icon,
+  .bp3-input-group .bp3-input-action > .bp3-spinner{
+    margin:7px; }
+  .bp3-input-group .bp3-tag{
+    margin:5px; }
+  .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus),
+  .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus){
+    color:#5c7080; }
+    .bp3-dark .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus), .bp3-dark
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus){
+      color:#a7b6c2; }
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-standard, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-large,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-standard,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-large{
+      color:#5c7080; }
+  .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled,
+  .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled{
+    color:rgba(92, 112, 128, 0.6) !important; }
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon-standard, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon-large,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon-standard,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon-large{
+      color:rgba(92, 112, 128, 0.6) !important; }
+  .bp3-input-group.bp3-disabled{
+    cursor:not-allowed; }
+    .bp3-input-group.bp3-disabled .bp3-icon{
+      color:rgba(92, 112, 128, 0.6); }
+  .bp3-input-group.bp3-large .bp3-button{
+    min-height:30px;
+    min-width:30px;
+    margin:5px; }
+  .bp3-input-group.bp3-large > .bp3-input-left-container > .bp3-icon,
+  .bp3-input-group.bp3-large > .bp3-icon,
+  .bp3-input-group.bp3-large .bp3-input-action > .bp3-spinner{
+    margin:12px; }
+  .bp3-input-group.bp3-large .bp3-input{
+    font-size:16px;
+    height:40px;
+    line-height:40px; }
+    .bp3-input-group.bp3-large .bp3-input[type="search"], .bp3-input-group.bp3-large .bp3-input.bp3-round{
+      padding:0 15px; }
+    .bp3-input-group.bp3-large .bp3-input:not(:first-child){
+      padding-left:40px; }
+    .bp3-input-group.bp3-large .bp3-input:not(:last-child){
+      padding-right:40px; }
+  .bp3-input-group.bp3-small .bp3-button{
+    min-height:20px;
+    min-width:20px;
+    margin:2px; }
+  .bp3-input-group.bp3-small .bp3-tag{
+    min-height:20px;
+    min-width:20px;
+    margin:2px; }
+  .bp3-input-group.bp3-small > .bp3-input-left-container > .bp3-icon,
+  .bp3-input-group.bp3-small > .bp3-icon,
+  .bp3-input-group.bp3-small .bp3-input-action > .bp3-spinner{
+    margin:4px; }
+  .bp3-input-group.bp3-small .bp3-input{
+    font-size:12px;
+    height:24px;
+    line-height:24px;
+    padding-left:8px;
+    padding-right:8px; }
+    .bp3-input-group.bp3-small .bp3-input[type="search"], .bp3-input-group.bp3-small .bp3-input.bp3-round{
+      padding:0 12px; }
+    .bp3-input-group.bp3-small .bp3-input:not(:first-child){
+      padding-left:24px; }
+    .bp3-input-group.bp3-small .bp3-input:not(:last-child){
+      padding-right:24px; }
+  .bp3-input-group.bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    width:100%; }
+  .bp3-input-group.bp3-round .bp3-button,
+  .bp3-input-group.bp3-round .bp3-input,
+  .bp3-input-group.bp3-round .bp3-tag{
+    border-radius:30px; }
+  .bp3-dark .bp3-input-group .bp3-icon{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-input-group.bp3-disabled .bp3-icon{
+    color:rgba(167, 182, 194, 0.6); }
+  .bp3-input-group.bp3-intent-primary .bp3-input{
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-primary .bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-primary .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #137cbd;
+              box-shadow:inset 0 0 0 1px #137cbd; }
+    .bp3-input-group.bp3-intent-primary .bp3-input:disabled, .bp3-input-group.bp3-intent-primary .bp3-input.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-input-group.bp3-intent-primary > .bp3-icon{
+    color:#106ba3; }
+    .bp3-dark .bp3-input-group.bp3-intent-primary > .bp3-icon{
+      color:#48aff0; }
+  .bp3-input-group.bp3-intent-success .bp3-input{
+    -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-success .bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-success .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #0f9960;
+              box-shadow:inset 0 0 0 1px #0f9960; }
+    .bp3-input-group.bp3-intent-success .bp3-input:disabled, .bp3-input-group.bp3-intent-success .bp3-input.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-input-group.bp3-intent-success > .bp3-icon{
+    color:#0d8050; }
+    .bp3-dark .bp3-input-group.bp3-intent-success > .bp3-icon{
+      color:#3dcc91; }
+  .bp3-input-group.bp3-intent-warning .bp3-input{
+    -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-warning .bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-warning .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #d9822b;
+              box-shadow:inset 0 0 0 1px #d9822b; }
+    .bp3-input-group.bp3-intent-warning .bp3-input:disabled, .bp3-input-group.bp3-intent-warning .bp3-input.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-input-group.bp3-intent-warning > .bp3-icon{
+    color:#bf7326; }
+    .bp3-dark .bp3-input-group.bp3-intent-warning > .bp3-icon{
+      color:#ffb366; }
+  .bp3-input-group.bp3-intent-danger .bp3-input{
+    -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-danger .bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-danger .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #db3737;
+              box-shadow:inset 0 0 0 1px #db3737; }
+    .bp3-input-group.bp3-intent-danger .bp3-input:disabled, .bp3-input-group.bp3-intent-danger .bp3-input.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-input-group.bp3-intent-danger > .bp3-icon{
+    color:#c23030; }
+    .bp3-dark .bp3-input-group.bp3-intent-danger > .bp3-icon{
+      color:#ff7373; }
+.bp3-input{
+  -webkit-appearance:none;
+     -moz-appearance:none;
+          appearance:none;
+  background:#ffffff;
+  border:none;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+  color:#182026;
+  font-size:14px;
+  font-weight:400;
+  height:30px;
+  line-height:30px;
+  outline:none;
+  padding:0 10px;
+  -webkit-transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  vertical-align:middle; }
+  .bp3-input::-webkit-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input::-moz-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input:-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input::-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input::placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input:focus, .bp3-input.bp3-active{
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-input[type="search"], .bp3-input.bp3-round{
+    border-radius:30px;
+    -webkit-box-sizing:border-box;
+            box-sizing:border-box;
+    padding-left:10px; }
+  .bp3-input[readonly]{
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15); }
+  .bp3-input:disabled, .bp3-input.bp3-disabled{
+    background:rgba(206, 217, 224, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed;
+    resize:none; }
+  .bp3-input.bp3-large{
+    font-size:16px;
+    height:40px;
+    line-height:40px; }
+    .bp3-input.bp3-large[type="search"], .bp3-input.bp3-large.bp3-round{
+      padding:0 15px; }
+  .bp3-input.bp3-small{
+    font-size:12px;
+    height:24px;
+    line-height:24px;
+    padding-left:8px;
+    padding-right:8px; }
+    .bp3-input.bp3-small[type="search"], .bp3-input.bp3-small.bp3-round{
+      padding:0 12px; }
+  .bp3-input.bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    width:100%; }
+  .bp3-dark .bp3-input{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+    .bp3-dark .bp3-input::-webkit-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input::-moz-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input:-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input::-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input::placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-input:disabled, .bp3-dark .bp3-input.bp3-disabled{
+      background:rgba(57, 75, 89, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+  .bp3-input.bp3-intent-primary{
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-primary:focus{
+      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-primary[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #137cbd;
+              box-shadow:inset 0 0 0 1px #137cbd; }
+    .bp3-input.bp3-intent-primary:disabled, .bp3-input.bp3-intent-primary.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-input.bp3-intent-primary{
+      -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-primary:focus{
+        -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-primary[readonly]{
+        -webkit-box-shadow:inset 0 0 0 1px #137cbd;
+                box-shadow:inset 0 0 0 1px #137cbd; }
+      .bp3-dark .bp3-input.bp3-intent-primary:disabled, .bp3-dark .bp3-input.bp3-intent-primary.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+  .bp3-input.bp3-intent-success{
+    -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-success:focus{
+      -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-success[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #0f9960;
+              box-shadow:inset 0 0 0 1px #0f9960; }
+    .bp3-input.bp3-intent-success:disabled, .bp3-input.bp3-intent-success.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-input.bp3-intent-success{
+      -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-success:focus{
+        -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px #0f9960, 0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-success[readonly]{
+        -webkit-box-shadow:inset 0 0 0 1px #0f9960;
+                box-shadow:inset 0 0 0 1px #0f9960; }
+      .bp3-dark .bp3-input.bp3-intent-success:disabled, .bp3-dark .bp3-input.bp3-intent-success.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+  .bp3-input.bp3-intent-warning{
+    -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-warning:focus{
+      -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-warning[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #d9822b;
+              box-shadow:inset 0 0 0 1px #d9822b; }
+    .bp3-input.bp3-intent-warning:disabled, .bp3-input.bp3-intent-warning.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-input.bp3-intent-warning{
+      -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-warning:focus{
+        -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px #d9822b, 0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-warning[readonly]{
+        -webkit-box-shadow:inset 0 0 0 1px #d9822b;
+                box-shadow:inset 0 0 0 1px #d9822b; }
+      .bp3-dark .bp3-input.bp3-intent-warning:disabled, .bp3-dark .bp3-input.bp3-intent-warning.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+  .bp3-input.bp3-intent-danger{
+    -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-danger:focus{
+      -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-danger[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #db3737;
+              box-shadow:inset 0 0 0 1px #db3737; }
+    .bp3-input.bp3-intent-danger:disabled, .bp3-input.bp3-intent-danger.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-input.bp3-intent-danger{
+      -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-danger:focus{
+        -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px #db3737, 0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-danger[readonly]{
+        -webkit-box-shadow:inset 0 0 0 1px #db3737;
+                box-shadow:inset 0 0 0 1px #db3737; }
+      .bp3-dark .bp3-input.bp3-intent-danger:disabled, .bp3-dark .bp3-input.bp3-intent-danger.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+  .bp3-input::-ms-clear{
+    display:none; }
+textarea.bp3-input{
+  max-width:100%;
+  padding:10px; }
+  textarea.bp3-input, textarea.bp3-input.bp3-large, textarea.bp3-input.bp3-small{
+    height:auto;
+    line-height:inherit; }
+  textarea.bp3-input.bp3-small{
+    padding:8px; }
+  .bp3-dark textarea.bp3-input{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+    .bp3-dark textarea.bp3-input::-webkit-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input::-moz-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input:-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input::-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input::placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark textarea.bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark textarea.bp3-input:disabled, .bp3-dark textarea.bp3-input.bp3-disabled{
+      background:rgba(57, 75, 89, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+label.bp3-label{
+  display:block;
+  margin-bottom:15px;
+  margin-top:0; }
+  label.bp3-label .bp3-html-select,
+  label.bp3-label .bp3-input,
+  label.bp3-label .bp3-select,
+  label.bp3-label .bp3-slider,
+  label.bp3-label .bp3-popover-wrapper{
+    display:block;
+    margin-top:5px;
+    text-transform:none; }
+  label.bp3-label .bp3-button-group{
+    margin-top:5px; }
+  label.bp3-label .bp3-select select,
+  label.bp3-label .bp3-html-select select{
+    font-weight:400;
+    vertical-align:top;
+    width:100%; }
+  label.bp3-label.bp3-disabled,
+  label.bp3-label.bp3-disabled .bp3-text-muted{
+    color:rgba(92, 112, 128, 0.6); }
+  label.bp3-label.bp3-inline{
+    line-height:30px; }
+    label.bp3-label.bp3-inline .bp3-html-select,
+    label.bp3-label.bp3-inline .bp3-input,
+    label.bp3-label.bp3-inline .bp3-input-group,
+    label.bp3-label.bp3-inline .bp3-select,
+    label.bp3-label.bp3-inline .bp3-popover-wrapper{
+      display:inline-block;
+      margin:0 0 0 5px;
+      vertical-align:top; }
+    label.bp3-label.bp3-inline .bp3-button-group{
+      margin:0 0 0 5px; }
+    label.bp3-label.bp3-inline .bp3-input-group .bp3-input{
+      margin-left:0; }
+    label.bp3-label.bp3-inline.bp3-large{
+      line-height:40px; }
+  label.bp3-label:not(.bp3-inline) .bp3-popover-target{
+    display:block; }
+  .bp3-dark label.bp3-label{
+    color:#f5f8fa; }
+    .bp3-dark label.bp3-label.bp3-disabled,
+    .bp3-dark label.bp3-label.bp3-disabled .bp3-text-muted{
+      color:rgba(167, 182, 194, 0.6); }
+.bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 14px;
+          flex:1 1 14px;
+  min-height:0;
+  padding:0;
+  width:30px; }
+  .bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button:first-child{
+    border-radius:0 3px 0 0; }
+  .bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button:last-child{
+    border-radius:0 0 3px 0; }
+
+.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:first-child{
+  border-radius:3px 0 0 0; }
+
+.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:last-child{
+  border-radius:0 0 0 3px; }
+
+.bp3-numeric-input.bp3-large .bp3-button-group.bp3-vertical > .bp3-button{
+  width:40px; }
+
+form{
+  display:block; }
+.bp3-html-select select,
+.bp3-select select{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  border:none;
+  border-radius:3px;
+  cursor:pointer;
+  font-size:14px;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  padding:5px 10px;
+  text-align:left;
+  vertical-align:middle;
+  background-color:#f5f8fa;
+  background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+  background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+  color:#182026;
+  -moz-appearance:none;
+  -webkit-appearance:none;
+  border-radius:3px;
+  height:30px;
+  padding:0 25px 0 10px;
+  width:100%; }
+  .bp3-html-select select > *, .bp3-select select > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-html-select select > .bp3-fill, .bp3-select select > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-html-select select::before,
+  .bp3-select select::before, .bp3-html-select select > *, .bp3-select select > *{
+    margin-right:7px; }
+  .bp3-html-select select:empty::before,
+  .bp3-select select:empty::before,
+  .bp3-html-select select > :last-child,
+  .bp3-select select > :last-child{
+    margin-right:0; }
+  .bp3-html-select select:hover,
+  .bp3-select select:hover{
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+  .bp3-html-select select:active,
+  .bp3-select select:active, .bp3-html-select select.bp3-active,
+  .bp3-select select.bp3-active{
+    background-color:#d8e1e8;
+    background-image:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-html-select select:disabled,
+  .bp3-select select:disabled, .bp3-html-select select.bp3-disabled,
+  .bp3-select select.bp3-disabled{
+    background-color:rgba(206, 217, 224, 0.5);
+    background-image:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed;
+    outline:none; }
+    .bp3-html-select select:disabled.bp3-active,
+    .bp3-select select:disabled.bp3-active, .bp3-html-select select:disabled.bp3-active:hover,
+    .bp3-select select:disabled.bp3-active:hover, .bp3-html-select select.bp3-disabled.bp3-active,
+    .bp3-select select.bp3-disabled.bp3-active, .bp3-html-select select.bp3-disabled.bp3-active:hover,
+    .bp3-select select.bp3-disabled.bp3-active:hover{
+      background:rgba(206, 217, 224, 0.7); }
+
+.bp3-html-select.bp3-minimal select,
+.bp3-select.bp3-minimal select{
+  background:none;
+  -webkit-box-shadow:none;
+          box-shadow:none; }
+  .bp3-html-select.bp3-minimal select:hover,
+  .bp3-select.bp3-minimal select:hover{
+    background:rgba(167, 182, 194, 0.3);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:#182026;
+    text-decoration:none; }
+  .bp3-html-select.bp3-minimal select:active,
+  .bp3-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal select.bp3-active,
+  .bp3-select.bp3-minimal select.bp3-active{
+    background:rgba(115, 134, 148, 0.3);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:#182026; }
+  .bp3-html-select.bp3-minimal select:disabled,
+  .bp3-select.bp3-minimal select:disabled, .bp3-html-select.bp3-minimal select:disabled:hover,
+  .bp3-select.bp3-minimal select:disabled:hover, .bp3-html-select.bp3-minimal select.bp3-disabled,
+  .bp3-select.bp3-minimal select.bp3-disabled, .bp3-html-select.bp3-minimal select.bp3-disabled:hover,
+  .bp3-select.bp3-minimal select.bp3-disabled:hover{
+    background:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed; }
+    .bp3-html-select.bp3-minimal select:disabled.bp3-active,
+    .bp3-select.bp3-minimal select:disabled.bp3-active, .bp3-html-select.bp3-minimal select:disabled:hover.bp3-active,
+    .bp3-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-html-select.bp3-minimal select.bp3-disabled.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-disabled:hover.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-disabled:hover.bp3-active{
+      background:rgba(115, 134, 148, 0.3); }
+  .bp3-dark .bp3-html-select.bp3-minimal select, .bp3-html-select.bp3-minimal .bp3-dark select,
+  .bp3-dark .bp3-select.bp3-minimal select, .bp3-select.bp3-minimal .bp3-dark select{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:inherit; }
+    .bp3-dark .bp3-html-select.bp3-minimal select:hover, .bp3-html-select.bp3-minimal .bp3-dark select:hover,
+    .bp3-dark .bp3-select.bp3-minimal select:hover, .bp3-select.bp3-minimal .bp3-dark select:hover, .bp3-dark .bp3-html-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal .bp3-dark select:active,
+    .bp3-dark .bp3-select.bp3-minimal select:active, .bp3-select.bp3-minimal .bp3-dark select:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-active,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-html-select.bp3-minimal select:hover, .bp3-html-select.bp3-minimal .bp3-dark select:hover,
+    .bp3-dark .bp3-select.bp3-minimal select:hover, .bp3-select.bp3-minimal .bp3-dark select:hover{
+      background:rgba(138, 155, 168, 0.15); }
+    .bp3-dark .bp3-html-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal .bp3-dark select:active,
+    .bp3-dark .bp3-select.bp3-minimal select:active, .bp3-select.bp3-minimal .bp3-dark select:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-active,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-active{
+      background:rgba(138, 155, 168, 0.3);
+      color:#f5f8fa; }
+    .bp3-dark .bp3-html-select.bp3-minimal select:disabled, .bp3-html-select.bp3-minimal .bp3-dark select:disabled,
+    .bp3-dark .bp3-select.bp3-minimal select:disabled, .bp3-select.bp3-minimal .bp3-dark select:disabled, .bp3-dark .bp3-html-select.bp3-minimal select:disabled:hover, .bp3-html-select.bp3-minimal .bp3-dark select:disabled:hover,
+    .bp3-dark .bp3-select.bp3-minimal select:disabled:hover, .bp3-select.bp3-minimal .bp3-dark select:disabled:hover, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled:hover,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled:hover{
+      background:none;
+      color:rgba(167, 182, 194, 0.6);
+      cursor:not-allowed; }
+      .bp3-dark .bp3-html-select.bp3-minimal select:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select:disabled.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select:disabled:hover.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-select.bp3-minimal .bp3-dark select:disabled:hover.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled:hover.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled:hover.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled:hover.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled:hover.bp3-active{
+        background:rgba(138, 155, 168, 0.3); }
+  .bp3-html-select.bp3-minimal select.bp3-intent-primary,
+  .bp3-select.bp3-minimal select.bp3-intent-primary{
+    color:#106ba3; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-html-select.bp3-minimal select.bp3-intent-primary:active,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#106ba3; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:hover{
+      background:rgba(19, 124, 189, 0.15);
+      color:#106ba3; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary:active,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active{
+      background:rgba(19, 124, 189, 0.3);
+      color:#106ba3; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled{
+      background:none;
+      color:rgba(16, 107, 163, 0.5); }
+      .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active{
+        background:rgba(19, 124, 189, 0.3); }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
+      stroke:#106ba3; }
+    .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary{
+      color:#48aff0; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:hover,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:hover{
+        background:rgba(19, 124, 189, 0.2);
+        color:#48aff0; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-active{
+        background:rgba(19, 124, 189, 0.3);
+        color:#48aff0; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled{
+        background:none;
+        color:rgba(72, 175, 240, 0.5); }
+        .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled.bp3-active{
+          background:rgba(19, 124, 189, 0.3); }
+  .bp3-html-select.bp3-minimal select.bp3-intent-success,
+  .bp3-select.bp3-minimal select.bp3-intent-success{
+    color:#0d8050; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-success:hover, .bp3-html-select.bp3-minimal select.bp3-intent-success:active,
+    .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#0d8050; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-success:hover{
+      background:rgba(15, 153, 96, 0.15);
+      color:#0d8050; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success:active,
+    .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active{
+      background:rgba(15, 153, 96, 0.3);
+      color:#0d8050; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled{
+      background:none;
+      color:rgba(13, 128, 80, 0.5); }
+      .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active{
+        background:rgba(15, 153, 96, 0.3); }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
+      stroke:#0d8050; }
+    .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success{
+      color:#3dcc91; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:hover,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:hover{
+        background:rgba(15, 153, 96, 0.2);
+        color:#3dcc91; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-active{
+        background:rgba(15, 153, 96, 0.3);
+        color:#3dcc91; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled{
+        background:none;
+        color:rgba(61, 204, 145, 0.5); }
+        .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled.bp3-active{
+          background:rgba(15, 153, 96, 0.3); }
+  .bp3-html-select.bp3-minimal select.bp3-intent-warning,
+  .bp3-select.bp3-minimal select.bp3-intent-warning{
+    color:#bf7326; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-html-select.bp3-minimal select.bp3-intent-warning:active,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#bf7326; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:hover{
+      background:rgba(217, 130, 43, 0.15);
+      color:#bf7326; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning:active,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active{
+      background:rgba(217, 130, 43, 0.3);
+      color:#bf7326; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled{
+      background:none;
+      color:rgba(191, 115, 38, 0.5); }
+      .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active{
+        background:rgba(217, 130, 43, 0.3); }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
+      stroke:#bf7326; }
+    .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning{
+      color:#ffb366; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:hover,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:hover{
+        background:rgba(217, 130, 43, 0.2);
+        color:#ffb366; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-active{
+        background:rgba(217, 130, 43, 0.3);
+        color:#ffb366; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled{
+        background:none;
+        color:rgba(255, 179, 102, 0.5); }
+        .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled.bp3-active{
+          background:rgba(217, 130, 43, 0.3); }
+  .bp3-html-select.bp3-minimal select.bp3-intent-danger,
+  .bp3-select.bp3-minimal select.bp3-intent-danger{
+    color:#c23030; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-html-select.bp3-minimal select.bp3-intent-danger:active,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#c23030; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:hover{
+      background:rgba(219, 55, 55, 0.15);
+      color:#c23030; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger:active,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active{
+      background:rgba(219, 55, 55, 0.3);
+      color:#c23030; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled{
+      background:none;
+      color:rgba(194, 48, 48, 0.5); }
+      .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active{
+        background:rgba(219, 55, 55, 0.3); }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
+      stroke:#c23030; }
+    .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger{
+      color:#ff7373; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:hover,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:hover{
+        background:rgba(219, 55, 55, 0.2);
+        color:#ff7373; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-active{
+        background:rgba(219, 55, 55, 0.3);
+        color:#ff7373; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled{
+        background:none;
+        color:rgba(255, 115, 115, 0.5); }
+        .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled.bp3-active{
+          background:rgba(219, 55, 55, 0.3); }
+
+.bp3-html-select.bp3-large select,
+.bp3-select.bp3-large select{
+  font-size:16px;
+  height:40px;
+  padding-right:35px; }
+
+.bp3-dark .bp3-html-select select, .bp3-dark .bp3-select select{
+  background-color:#394b59;
+  background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+  background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+  color:#f5f8fa; }
+  .bp3-dark .bp3-html-select select:hover, .bp3-dark .bp3-select select:hover, .bp3-dark .bp3-html-select select:active, .bp3-dark .bp3-select select:active, .bp3-dark .bp3-html-select select.bp3-active, .bp3-dark .bp3-select select.bp3-active{
+    color:#f5f8fa; }
+  .bp3-dark .bp3-html-select select:hover, .bp3-dark .bp3-select select:hover{
+    background-color:#30404d;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-html-select select:active, .bp3-dark .bp3-select select:active, .bp3-dark .bp3-html-select select.bp3-active, .bp3-dark .bp3-select select.bp3-active{
+    background-color:#202b33;
+    background-image:none;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-html-select select:disabled, .bp3-dark .bp3-select select:disabled, .bp3-dark .bp3-html-select select.bp3-disabled, .bp3-dark .bp3-select select.bp3-disabled{
+    background-color:rgba(57, 75, 89, 0.5);
+    background-image:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-html-select select:disabled.bp3-active, .bp3-dark .bp3-select select:disabled.bp3-active, .bp3-dark .bp3-html-select select.bp3-disabled.bp3-active, .bp3-dark .bp3-select select.bp3-disabled.bp3-active{
+      background:rgba(57, 75, 89, 0.7); }
+  .bp3-dark .bp3-html-select select .bp3-button-spinner .bp3-spinner-head, .bp3-dark .bp3-select select .bp3-button-spinner .bp3-spinner-head{
+    background:rgba(16, 22, 26, 0.5);
+    stroke:#8a9ba8; }
+
+.bp3-html-select select:disabled,
+.bp3-select select:disabled{
+  background-color:rgba(206, 217, 224, 0.5);
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  color:rgba(92, 112, 128, 0.6);
+  cursor:not-allowed; }
+
+.bp3-html-select .bp3-icon,
+.bp3-select .bp3-icon, .bp3-select::after{
+  color:#5c7080;
+  pointer-events:none;
+  position:absolute;
+  right:7px;
+  top:7px; }
+  .bp3-html-select .bp3-disabled.bp3-icon,
+  .bp3-select .bp3-disabled.bp3-icon, .bp3-disabled.bp3-select::after{
+    color:rgba(92, 112, 128, 0.6); }
+.bp3-html-select,
+.bp3-select{
+  display:inline-block;
+  letter-spacing:normal;
+  position:relative;
+  vertical-align:middle; }
+  .bp3-html-select select::-ms-expand,
+  .bp3-select select::-ms-expand{
+    display:none; }
+  .bp3-html-select .bp3-icon,
+  .bp3-select .bp3-icon{
+    color:#5c7080; }
+    .bp3-html-select .bp3-icon:hover,
+    .bp3-select .bp3-icon:hover{
+      color:#182026; }
+    .bp3-dark .bp3-html-select .bp3-icon, .bp3-dark
+    .bp3-select .bp3-icon{
+      color:#a7b6c2; }
+      .bp3-dark .bp3-html-select .bp3-icon:hover, .bp3-dark
+      .bp3-select .bp3-icon:hover{
+        color:#f5f8fa; }
+  .bp3-html-select.bp3-large::after,
+  .bp3-html-select.bp3-large .bp3-icon,
+  .bp3-select.bp3-large::after,
+  .bp3-select.bp3-large .bp3-icon{
+    right:12px;
+    top:12px; }
+  .bp3-html-select.bp3-fill,
+  .bp3-html-select.bp3-fill select,
+  .bp3-select.bp3-fill,
+  .bp3-select.bp3-fill select{
+    width:100%; }
+  .bp3-dark .bp3-html-select option, .bp3-dark
+  .bp3-select option{
+    background-color:#30404d;
+    color:#f5f8fa; }
+  .bp3-dark .bp3-html-select option:disabled, .bp3-dark
+  .bp3-select option:disabled{
+    color:rgba(167, 182, 194, 0.6); }
+  .bp3-dark .bp3-html-select::after, .bp3-dark
+  .bp3-select::after{
+    color:#a7b6c2; }
+
+.bp3-select::after{
+  font-family:"Icons16", sans-serif;
+  font-size:16px;
+  font-style:normal;
+  font-weight:400;
+  line-height:1;
+  -moz-osx-font-smoothing:grayscale;
+  -webkit-font-smoothing:antialiased;
+  content:""; }
+.bp3-running-text table, table.bp3-html-table{
+  border-spacing:0;
+  font-size:14px; }
+  .bp3-running-text table th, table.bp3-html-table th,
+  .bp3-running-text table td,
+  table.bp3-html-table td{
+    padding:11px;
+    text-align:left;
+    vertical-align:top; }
+  .bp3-running-text table th, table.bp3-html-table th{
+    color:#182026;
+    font-weight:600; }
+  
+  .bp3-running-text table td,
+  table.bp3-html-table td{
+    color:#182026; }
+  .bp3-running-text table tbody tr:first-child th, table.bp3-html-table tbody tr:first-child th,
+  .bp3-running-text table tbody tr:first-child td,
+  table.bp3-html-table tbody tr:first-child td{
+    -webkit-box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15);
+            box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15); }
+  .bp3-dark .bp3-running-text table th, .bp3-running-text .bp3-dark table th, .bp3-dark table.bp3-html-table th{
+    color:#f5f8fa; }
+  .bp3-dark .bp3-running-text table td, .bp3-running-text .bp3-dark table td, .bp3-dark table.bp3-html-table td{
+    color:#f5f8fa; }
+  .bp3-dark .bp3-running-text table tbody tr:first-child th, .bp3-running-text .bp3-dark table tbody tr:first-child th, .bp3-dark table.bp3-html-table tbody tr:first-child th,
+  .bp3-dark .bp3-running-text table tbody tr:first-child td,
+  .bp3-running-text .bp3-dark table tbody tr:first-child td,
+  .bp3-dark table.bp3-html-table tbody tr:first-child td{
+    -webkit-box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15);
+            box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15); }
+
+table.bp3-html-table.bp3-html-table-condensed th,
+table.bp3-html-table.bp3-html-table-condensed td, table.bp3-html-table.bp3-small th,
+table.bp3-html-table.bp3-small td{
+  padding-bottom:6px;
+  padding-top:6px; }
+
+table.bp3-html-table.bp3-html-table-striped tbody tr:nth-child(odd) td{
+  background:rgba(191, 204, 214, 0.15); }
+
+table.bp3-html-table.bp3-html-table-bordered th:not(:first-child){
+  -webkit-box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15);
+          box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15); }
+
+table.bp3-html-table.bp3-html-table-bordered tbody tr td{
+  -webkit-box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15);
+          box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15); }
+  table.bp3-html-table.bp3-html-table-bordered tbody tr td:not(:first-child){
+    -webkit-box-shadow:inset 1px 1px 0 0 rgba(16, 22, 26, 0.15);
+            box-shadow:inset 1px 1px 0 0 rgba(16, 22, 26, 0.15); }
+
+table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td{
+  -webkit-box-shadow:none;
+          box-shadow:none; }
+  table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td:not(:first-child){
+    -webkit-box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15);
+            box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15); }
+
+table.bp3-html-table.bp3-interactive tbody tr:hover td{
+  background-color:rgba(191, 204, 214, 0.3);
+  cursor:pointer; }
+
+table.bp3-html-table.bp3-interactive tbody tr:active td{
+  background-color:rgba(191, 204, 214, 0.4); }
+
+.bp3-dark table.bp3-html-table{ }
+  .bp3-dark table.bp3-html-table.bp3-html-table-striped tbody tr:nth-child(odd) td{
+    background:rgba(92, 112, 128, 0.15); }
+  .bp3-dark table.bp3-html-table.bp3-html-table-bordered th:not(:first-child){
+    -webkit-box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15);
+            box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15); }
+  .bp3-dark table.bp3-html-table.bp3-html-table-bordered tbody tr td{
+    -webkit-box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15);
+            box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15); }
+    .bp3-dark table.bp3-html-table.bp3-html-table-bordered tbody tr td:not(:first-child){
+      -webkit-box-shadow:inset 1px 1px 0 0 rgba(255, 255, 255, 0.15);
+              box-shadow:inset 1px 1px 0 0 rgba(255, 255, 255, 0.15); }
+  .bp3-dark table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td{
+    -webkit-box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15);
+            box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15); }
+    .bp3-dark table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td:first-child{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-dark table.bp3-html-table.bp3-interactive tbody tr:hover td{
+    background-color:rgba(92, 112, 128, 0.3);
+    cursor:pointer; }
+  .bp3-dark table.bp3-html-table.bp3-interactive tbody tr:active td{
+    background-color:rgba(92, 112, 128, 0.4); }
+
+.bp3-key-combo{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center; }
+  .bp3-key-combo > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-key-combo > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-key-combo::before,
+  .bp3-key-combo > *{
+    margin-right:5px; }
+  .bp3-key-combo:empty::before,
+  .bp3-key-combo > :last-child{
+    margin-right:0; }
+
+.bp3-hotkey-dialog{
+  padding-bottom:0;
+  top:40px; }
+  .bp3-hotkey-dialog .bp3-dialog-body{
+    margin:0;
+    padding:0; }
+  .bp3-hotkey-dialog .bp3-hotkey-label{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1; }
+
+.bp3-hotkey-column{
+  margin:auto;
+  max-height:80vh;
+  overflow-y:auto;
+  padding:30px; }
+  .bp3-hotkey-column .bp3-heading{
+    margin-bottom:20px; }
+    .bp3-hotkey-column .bp3-heading:not(:first-child){
+      margin-top:40px; }
+
+.bp3-hotkey{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-pack:justify;
+      -ms-flex-pack:justify;
+          justify-content:space-between;
+  margin-left:0;
+  margin-right:0; }
+  .bp3-hotkey:not(:last-child){
+    margin-bottom:10px; }
+.bp3-icon{
+  display:inline-block;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  vertical-align:text-bottom; }
+  .bp3-icon:not(:empty)::before{
+    content:"" !important;
+    content:unset !important; }
+  .bp3-icon > svg{
+    display:block; }
+    .bp3-icon > svg:not([fill]){
+      fill:currentColor; }
+
+.bp3-icon.bp3-intent-primary, .bp3-icon-standard.bp3-intent-primary, .bp3-icon-large.bp3-intent-primary{
+  color:#106ba3; }
+  .bp3-dark .bp3-icon.bp3-intent-primary, .bp3-dark .bp3-icon-standard.bp3-intent-primary, .bp3-dark .bp3-icon-large.bp3-intent-primary{
+    color:#48aff0; }
+
+.bp3-icon.bp3-intent-success, .bp3-icon-standard.bp3-intent-success, .bp3-icon-large.bp3-intent-success{
+  color:#0d8050; }
+  .bp3-dark .bp3-icon.bp3-intent-success, .bp3-dark .bp3-icon-standard.bp3-intent-success, .bp3-dark .bp3-icon-large.bp3-intent-success{
+    color:#3dcc91; }
+
+.bp3-icon.bp3-intent-warning, .bp3-icon-standard.bp3-intent-warning, .bp3-icon-large.bp3-intent-warning{
+  color:#bf7326; }
+  .bp3-dark .bp3-icon.bp3-intent-warning, .bp3-dark .bp3-icon-standard.bp3-intent-warning, .bp3-dark .bp3-icon-large.bp3-intent-warning{
+    color:#ffb366; }
+
+.bp3-icon.bp3-intent-danger, .bp3-icon-standard.bp3-intent-danger, .bp3-icon-large.bp3-intent-danger{
+  color:#c23030; }
+  .bp3-dark .bp3-icon.bp3-intent-danger, .bp3-dark .bp3-icon-standard.bp3-intent-danger, .bp3-dark .bp3-icon-large.bp3-intent-danger{
+    color:#ff7373; }
+
+span.bp3-icon-standard{
+  font-family:"Icons16", sans-serif;
+  font-size:16px;
+  font-style:normal;
+  font-weight:400;
+  line-height:1;
+  -moz-osx-font-smoothing:grayscale;
+  -webkit-font-smoothing:antialiased;
+  display:inline-block; }
+
+span.bp3-icon-large{
+  font-family:"Icons20", sans-serif;
+  font-size:20px;
+  font-style:normal;
+  font-weight:400;
+  line-height:1;
+  -moz-osx-font-smoothing:grayscale;
+  -webkit-font-smoothing:antialiased;
+  display:inline-block; }
+
+span.bp3-icon:empty{
+  font-family:"Icons20";
+  font-size:inherit;
+  font-style:normal;
+  font-weight:400;
+  line-height:1; }
+  span.bp3-icon:empty::before{
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased; }
+
+.bp3-icon-add::before{
+  content:""; }
+
+.bp3-icon-add-column-left::before{
+  content:""; }
+
+.bp3-icon-add-column-right::before{
+  content:""; }
+
+.bp3-icon-add-row-bottom::before{
+  content:""; }
+
+.bp3-icon-add-row-top::before{
+  content:""; }
+
+.bp3-icon-add-to-artifact::before{
+  content:""; }
+
+.bp3-icon-add-to-folder::before{
+  content:""; }
+
+.bp3-icon-airplane::before{
+  content:""; }
+
+.bp3-icon-align-center::before{
+  content:""; }
+
+.bp3-icon-align-justify::before{
+  content:""; }
+
+.bp3-icon-align-left::before{
+  content:""; }
+
+.bp3-icon-align-right::before{
+  content:""; }
+
+.bp3-icon-alignment-bottom::before{
+  content:""; }
+
+.bp3-icon-alignment-horizontal-center::before{
+  content:""; }
+
+.bp3-icon-alignment-left::before{
+  content:""; }
+
+.bp3-icon-alignment-right::before{
+  content:""; }
+
+.bp3-icon-alignment-top::before{
+  content:""; }
+
+.bp3-icon-alignment-vertical-center::before{
+  content:""; }
+
+.bp3-icon-annotation::before{
+  content:""; }
+
+.bp3-icon-application::before{
+  content:""; }
+
+.bp3-icon-applications::before{
+  content:""; }
+
+.bp3-icon-archive::before{
+  content:""; }
+
+.bp3-icon-arrow-bottom-left::before{
+  content:"↙"; }
+
+.bp3-icon-arrow-bottom-right::before{
+  content:"↘"; }
+
+.bp3-icon-arrow-down::before{
+  content:"↓"; }
+
+.bp3-icon-arrow-left::before{
+  content:"←"; }
+
+.bp3-icon-arrow-right::before{
+  content:"→"; }
+
+.bp3-icon-arrow-top-left::before{
+  content:"↖"; }
+
+.bp3-icon-arrow-top-right::before{
+  content:"↗"; }
+
+.bp3-icon-arrow-up::before{
+  content:"↑"; }
+
+.bp3-icon-arrows-horizontal::before{
+  content:"↔"; }
+
+.bp3-icon-arrows-vertical::before{
+  content:"↕"; }
+
+.bp3-icon-asterisk::before{
+  content:"*"; }
+
+.bp3-icon-automatic-updates::before{
+  content:""; }
+
+.bp3-icon-badge::before{
+  content:""; }
+
+.bp3-icon-ban-circle::before{
+  content:""; }
+
+.bp3-icon-bank-account::before{
+  content:""; }
+
+.bp3-icon-barcode::before{
+  content:""; }
+
+.bp3-icon-blank::before{
+  content:""; }
+
+.bp3-icon-blocked-person::before{
+  content:""; }
+
+.bp3-icon-bold::before{
+  content:""; }
+
+.bp3-icon-book::before{
+  content:""; }
+
+.bp3-icon-bookmark::before{
+  content:""; }
+
+.bp3-icon-box::before{
+  content:""; }
+
+.bp3-icon-briefcase::before{
+  content:""; }
+
+.bp3-icon-bring-data::before{
+  content:""; }
+
+.bp3-icon-build::before{
+  content:""; }
+
+.bp3-icon-calculator::before{
+  content:""; }
+
+.bp3-icon-calendar::before{
+  content:""; }
+
+.bp3-icon-camera::before{
+  content:""; }
+
+.bp3-icon-caret-down::before{
+  content:"⌄"; }
+
+.bp3-icon-caret-left::before{
+  content:"〈"; }
+
+.bp3-icon-caret-right::before{
+  content:"〉"; }
+
+.bp3-icon-caret-up::before{
+  content:"⌃"; }
+
+.bp3-icon-cell-tower::before{
+  content:""; }
+
+.bp3-icon-changes::before{
+  content:""; }
+
+.bp3-icon-chart::before{
+  content:""; }
+
+.bp3-icon-chat::before{
+  content:""; }
+
+.bp3-icon-chevron-backward::before{
+  content:""; }
+
+.bp3-icon-chevron-down::before{
+  content:""; }
+
+.bp3-icon-chevron-forward::before{
+  content:""; }
+
+.bp3-icon-chevron-left::before{
+  content:""; }
+
+.bp3-icon-chevron-right::before{
+  content:""; }
+
+.bp3-icon-chevron-up::before{
+  content:""; }
+
+.bp3-icon-circle::before{
+  content:""; }
+
+.bp3-icon-circle-arrow-down::before{
+  content:""; }
+
+.bp3-icon-circle-arrow-left::before{
+  content:""; }
+
+.bp3-icon-circle-arrow-right::before{
+  content:""; }
+
+.bp3-icon-circle-arrow-up::before{
+  content:""; }
+
+.bp3-icon-citation::before{
+  content:""; }
+
+.bp3-icon-clean::before{
+  content:""; }
+
+.bp3-icon-clipboard::before{
+  content:""; }
+
+.bp3-icon-cloud::before{
+  content:"☁"; }
+
+.bp3-icon-cloud-download::before{
+  content:""; }
+
+.bp3-icon-cloud-upload::before{
+  content:""; }
+
+.bp3-icon-code::before{
+  content:""; }
+
+.bp3-icon-code-block::before{
+  content:""; }
+
+.bp3-icon-cog::before{
+  content:""; }
+
+.bp3-icon-collapse-all::before{
+  content:""; }
+
+.bp3-icon-column-layout::before{
+  content:""; }
+
+.bp3-icon-comment::before{
+  content:""; }
+
+.bp3-icon-comparison::before{
+  content:""; }
+
+.bp3-icon-compass::before{
+  content:""; }
+
+.bp3-icon-compressed::before{
+  content:""; }
+
+.bp3-icon-confirm::before{
+  content:""; }
+
+.bp3-icon-console::before{
+  content:""; }
+
+.bp3-icon-contrast::before{
+  content:""; }
+
+.bp3-icon-control::before{
+  content:""; }
+
+.bp3-icon-credit-card::before{
+  content:""; }
+
+.bp3-icon-cross::before{
+  content:"✗"; }
+
+.bp3-icon-crown::before{
+  content:""; }
+
+.bp3-icon-cube::before{
+  content:""; }
+
+.bp3-icon-cube-add::before{
+  content:""; }
+
+.bp3-icon-cube-remove::before{
+  content:""; }
+
+.bp3-icon-curved-range-chart::before{
+  content:""; }
+
+.bp3-icon-cut::before{
+  content:""; }
+
+.bp3-icon-dashboard::before{
+  content:""; }
+
+.bp3-icon-data-lineage::before{
+  content:""; }
+
+.bp3-icon-database::before{
+  content:""; }
+
+.bp3-icon-delete::before{
+  content:""; }
+
+.bp3-icon-delta::before{
+  content:"Δ"; }
+
+.bp3-icon-derive-column::before{
+  content:""; }
+
+.bp3-icon-desktop::before{
+  content:""; }
+
+.bp3-icon-diagnosis::before{
+  content:""; }
+
+.bp3-icon-diagram-tree::before{
+  content:""; }
+
+.bp3-icon-direction-left::before{
+  content:""; }
+
+.bp3-icon-direction-right::before{
+  content:""; }
+
+.bp3-icon-disable::before{
+  content:""; }
+
+.bp3-icon-document::before{
+  content:""; }
+
+.bp3-icon-document-open::before{
+  content:""; }
+
+.bp3-icon-document-share::before{
+  content:""; }
+
+.bp3-icon-dollar::before{
+  content:"$"; }
+
+.bp3-icon-dot::before{
+  content:"•"; }
+
+.bp3-icon-double-caret-horizontal::before{
+  content:""; }
+
+.bp3-icon-double-caret-vertical::before{
+  content:""; }
+
+.bp3-icon-double-chevron-down::before{
+  content:""; }
+
+.bp3-icon-double-chevron-left::before{
+  content:""; }
+
+.bp3-icon-double-chevron-right::before{
+  content:""; }
+
+.bp3-icon-double-chevron-up::before{
+  content:""; }
+
+.bp3-icon-doughnut-chart::before{
+  content:""; }
+
+.bp3-icon-download::before{
+  content:""; }
+
+.bp3-icon-drag-handle-horizontal::before{
+  content:""; }
+
+.bp3-icon-drag-handle-vertical::before{
+  content:""; }
+
+.bp3-icon-draw::before{
+  content:""; }
+
+.bp3-icon-drive-time::before{
+  content:""; }
+
+.bp3-icon-duplicate::before{
+  content:""; }
+
+.bp3-icon-edit::before{
+  content:"✎"; }
+
+.bp3-icon-eject::before{
+  content:"⏏"; }
+
+.bp3-icon-endorsed::before{
+  content:""; }
+
+.bp3-icon-envelope::before{
+  content:"✉"; }
+
+.bp3-icon-equals::before{
+  content:""; }
+
+.bp3-icon-eraser::before{
+  content:""; }
+
+.bp3-icon-error::before{
+  content:""; }
+
+.bp3-icon-euro::before{
+  content:"€"; }
+
+.bp3-icon-exchange::before{
+  content:""; }
+
+.bp3-icon-exclude-row::before{
+  content:""; }
+
+.bp3-icon-expand-all::before{
+  content:""; }
+
+.bp3-icon-export::before{
+  content:""; }
+
+.bp3-icon-eye-off::before{
+  content:""; }
+
+.bp3-icon-eye-on::before{
+  content:""; }
+
+.bp3-icon-eye-open::before{
+  content:""; }
+
+.bp3-icon-fast-backward::before{
+  content:""; }
+
+.bp3-icon-fast-forward::before{
+  content:""; }
+
+.bp3-icon-feed::before{
+  content:""; }
+
+.bp3-icon-feed-subscribed::before{
+  content:""; }
+
+.bp3-icon-film::before{
+  content:""; }
+
+.bp3-icon-filter::before{
+  content:""; }
+
+.bp3-icon-filter-keep::before{
+  content:""; }
+
+.bp3-icon-filter-list::before{
+  content:""; }
+
+.bp3-icon-filter-open::before{
+  content:""; }
+
+.bp3-icon-filter-remove::before{
+  content:""; }
+
+.bp3-icon-flag::before{
+  content:"⚑"; }
+
+.bp3-icon-flame::before{
+  content:""; }
+
+.bp3-icon-flash::before{
+  content:""; }
+
+.bp3-icon-floppy-disk::before{
+  content:""; }
+
+.bp3-icon-flow-branch::before{
+  content:""; }
+
+.bp3-icon-flow-end::before{
+  content:""; }
+
+.bp3-icon-flow-linear::before{
+  content:""; }
+
+.bp3-icon-flow-review::before{
+  content:""; }
+
+.bp3-icon-flow-review-branch::before{
+  content:""; }
+
+.bp3-icon-flows::before{
+  content:""; }
+
+.bp3-icon-folder-close::before{
+  content:""; }
+
+.bp3-icon-folder-new::before{
+  content:""; }
+
+.bp3-icon-folder-open::before{
+  content:""; }
+
+.bp3-icon-folder-shared::before{
+  content:""; }
+
+.bp3-icon-folder-shared-open::before{
+  content:""; }
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+
+.bp3-icon-unlock::before{
+  content:""; }
+
+.bp3-icon-unpin::before{
+  content:""; }
+
+.bp3-icon-unresolve::before{
+  content:""; }
+
+.bp3-icon-updated::before{
+  content:""; }
+
+.bp3-icon-upload::before{
+  content:""; }
+
+.bp3-icon-user::before{
+  content:""; }
+
+.bp3-icon-variable::before{
+  content:""; }
+
+.bp3-icon-vertical-bar-chart-asc::before{
+  content:""; }
+
+.bp3-icon-vertical-bar-chart-desc::before{
+  content:""; }
+
+.bp3-icon-vertical-distribution::before{
+  content:""; }
+
+.bp3-icon-video::before{
+  content:""; }
+
+.bp3-icon-volume-down::before{
+  content:""; }
+
+.bp3-icon-volume-off::before{
+  content:""; }
+
+.bp3-icon-volume-up::before{
+  content:""; }
+
+.bp3-icon-walk::before{
+  content:""; }
+
+.bp3-icon-warning-sign::before{
+  content:""; }
+
+.bp3-icon-waterfall-chart::before{
+  content:""; }
+
+.bp3-icon-widget::before{
+  content:""; }
+
+.bp3-icon-widget-button::before{
+  content:""; }
+
+.bp3-icon-widget-footer::before{
+  content:""; }
+
+.bp3-icon-widget-header::before{
+  content:""; }
+
+.bp3-icon-wrench::before{
+  content:""; }
+
+.bp3-icon-zoom-in::before{
+  content:""; }
+
+.bp3-icon-zoom-out::before{
+  content:""; }
+
+.bp3-icon-zoom-to-fit::before{
+  content:""; }
+.bp3-submenu > .bp3-popover-wrapper{
+  display:block; }
+
+.bp3-submenu .bp3-popover-target{
+  display:block; }
+  .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{ }
+
+.bp3-submenu.bp3-popover{
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  padding:0 5px; }
+  .bp3-submenu.bp3-popover > .bp3-popover-content{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-submenu.bp3-popover, .bp3-submenu.bp3-popover.bp3-dark{
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+    .bp3-dark .bp3-submenu.bp3-popover > .bp3-popover-content, .bp3-submenu.bp3-popover.bp3-dark > .bp3-popover-content{
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+.bp3-menu{
+  background:#ffffff;
+  border-radius:3px;
+  color:#182026;
+  list-style:none;
+  margin:0;
+  min-width:180px;
+  padding:5px;
+  text-align:left; }
+
+.bp3-menu-divider{
+  border-top:1px solid rgba(16, 22, 26, 0.15);
+  display:block;
+  margin:5px; }
+  .bp3-dark .bp3-menu-divider{
+    border-top-color:rgba(255, 255, 255, 0.15); }
+
+.bp3-menu-item{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:start;
+      -ms-flex-align:start;
+          align-items:flex-start;
+  border-radius:2px;
+  color:inherit;
+  line-height:20px;
+  padding:5px 7px;
+  text-decoration:none;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-menu-item > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-menu-item > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-menu-item::before,
+  .bp3-menu-item > *{
+    margin-right:7px; }
+  .bp3-menu-item:empty::before,
+  .bp3-menu-item > :last-child{
+    margin-right:0; }
+  .bp3-menu-item > .bp3-fill{
+    word-break:break-word; }
+  .bp3-menu-item:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{
+    background-color:rgba(167, 182, 194, 0.3);
+    cursor:pointer;
+    text-decoration:none; }
+  .bp3-menu-item.bp3-disabled{
+    background-color:inherit;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed; }
+  .bp3-dark .bp3-menu-item{
+    color:inherit; }
+    .bp3-dark .bp3-menu-item:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-menu-item{
+      background-color:rgba(138, 155, 168, 0.15);
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-disabled{
+      background-color:inherit;
+      color:rgba(167, 182, 194, 0.6); }
+  .bp3-menu-item.bp3-intent-primary{
+    color:#106ba3; }
+    .bp3-menu-item.bp3-intent-primary .bp3-icon{
+      color:inherit; }
+    .bp3-menu-item.bp3-intent-primary::before, .bp3-menu-item.bp3-intent-primary::after,
+    .bp3-menu-item.bp3-intent-primary .bp3-menu-item-label{
+      color:#106ba3; }
+    .bp3-menu-item.bp3-intent-primary:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-menu-item.bp3-intent-primary.bp3-active{
+      background-color:#137cbd; }
+    .bp3-menu-item.bp3-intent-primary:active{
+      background-color:#106ba3; }
+    .bp3-menu-item.bp3-intent-primary:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-menu-item.bp3-intent-primary:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-menu-item.bp3-intent-primary:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after,
+    .bp3-menu-item.bp3-intent-primary:hover .bp3-menu-item-label,
+    .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-primary:active, .bp3-menu-item.bp3-intent-primary:active::before, .bp3-menu-item.bp3-intent-primary:active::after,
+    .bp3-menu-item.bp3-intent-primary:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-primary.bp3-active, .bp3-menu-item.bp3-intent-primary.bp3-active::before, .bp3-menu-item.bp3-intent-primary.bp3-active::after,
+    .bp3-menu-item.bp3-intent-primary.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-menu-item.bp3-intent-success{
+    color:#0d8050; }
+    .bp3-menu-item.bp3-intent-success .bp3-icon{
+      color:inherit; }
+    .bp3-menu-item.bp3-intent-success::before, .bp3-menu-item.bp3-intent-success::after,
+    .bp3-menu-item.bp3-intent-success .bp3-menu-item-label{
+      color:#0d8050; }
+    .bp3-menu-item.bp3-intent-success:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-menu-item.bp3-intent-success.bp3-active{
+      background-color:#0f9960; }
+    .bp3-menu-item.bp3-intent-success:active{
+      background-color:#0d8050; }
+    .bp3-menu-item.bp3-intent-success:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-menu-item.bp3-intent-success:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-menu-item.bp3-intent-success:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after,
+    .bp3-menu-item.bp3-intent-success:hover .bp3-menu-item-label,
+    .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-success:active, .bp3-menu-item.bp3-intent-success:active::before, .bp3-menu-item.bp3-intent-success:active::after,
+    .bp3-menu-item.bp3-intent-success:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-success.bp3-active, .bp3-menu-item.bp3-intent-success.bp3-active::before, .bp3-menu-item.bp3-intent-success.bp3-active::after,
+    .bp3-menu-item.bp3-intent-success.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-menu-item.bp3-intent-warning{
+    color:#bf7326; }
+    .bp3-menu-item.bp3-intent-warning .bp3-icon{
+      color:inherit; }
+    .bp3-menu-item.bp3-intent-warning::before, .bp3-menu-item.bp3-intent-warning::after,
+    .bp3-menu-item.bp3-intent-warning .bp3-menu-item-label{
+      color:#bf7326; }
+    .bp3-menu-item.bp3-intent-warning:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-menu-item.bp3-intent-warning.bp3-active{
+      background-color:#d9822b; }
+    .bp3-menu-item.bp3-intent-warning:active{
+      background-color:#bf7326; }
+    .bp3-menu-item.bp3-intent-warning:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-menu-item.bp3-intent-warning:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-menu-item.bp3-intent-warning:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after,
+    .bp3-menu-item.bp3-intent-warning:hover .bp3-menu-item-label,
+    .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-warning:active, .bp3-menu-item.bp3-intent-warning:active::before, .bp3-menu-item.bp3-intent-warning:active::after,
+    .bp3-menu-item.bp3-intent-warning:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-warning.bp3-active, .bp3-menu-item.bp3-intent-warning.bp3-active::before, .bp3-menu-item.bp3-intent-warning.bp3-active::after,
+    .bp3-menu-item.bp3-intent-warning.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-menu-item.bp3-intent-danger{
+    color:#c23030; }
+    .bp3-menu-item.bp3-intent-danger .bp3-icon{
+      color:inherit; }
+    .bp3-menu-item.bp3-intent-danger::before, .bp3-menu-item.bp3-intent-danger::after,
+    .bp3-menu-item.bp3-intent-danger .bp3-menu-item-label{
+      color:#c23030; }
+    .bp3-menu-item.bp3-intent-danger:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-menu-item.bp3-intent-danger.bp3-active{
+      background-color:#db3737; }
+    .bp3-menu-item.bp3-intent-danger:active{
+      background-color:#c23030; }
+    .bp3-menu-item.bp3-intent-danger:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-menu-item.bp3-intent-danger:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-menu-item.bp3-intent-danger:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after,
+    .bp3-menu-item.bp3-intent-danger:hover .bp3-menu-item-label,
+    .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-danger:active, .bp3-menu-item.bp3-intent-danger:active::before, .bp3-menu-item.bp3-intent-danger:active::after,
+    .bp3-menu-item.bp3-intent-danger:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-danger.bp3-active, .bp3-menu-item.bp3-intent-danger.bp3-active::before, .bp3-menu-item.bp3-intent-danger.bp3-active::after,
+    .bp3-menu-item.bp3-intent-danger.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-menu-item::before{
+    font-family:"Icons16", sans-serif;
+    font-size:16px;
+    font-style:normal;
+    font-weight:400;
+    line-height:1;
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased;
+    margin-right:7px; }
+  .bp3-menu-item::before,
+  .bp3-menu-item > .bp3-icon{
+    color:#5c7080;
+    margin-top:2px; }
+  .bp3-menu-item .bp3-menu-item-label{
+    color:#5c7080; }
+  .bp3-menu-item:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{
+    color:inherit; }
+  .bp3-menu-item.bp3-active, .bp3-menu-item:active{
+    background-color:rgba(115, 134, 148, 0.3); }
+  .bp3-menu-item.bp3-disabled{
+    background-color:inherit !important;
+    color:rgba(92, 112, 128, 0.6) !important;
+    cursor:not-allowed !important;
+    outline:none !important; }
+    .bp3-menu-item.bp3-disabled::before,
+    .bp3-menu-item.bp3-disabled > .bp3-icon,
+    .bp3-menu-item.bp3-disabled .bp3-menu-item-label{
+      color:rgba(92, 112, 128, 0.6) !important; }
+  .bp3-large .bp3-menu-item{
+    font-size:16px;
+    line-height:22px;
+    padding:9px 7px; }
+    .bp3-large .bp3-menu-item .bp3-icon{
+      margin-top:3px; }
+    .bp3-large .bp3-menu-item::before{
+      font-family:"Icons20", sans-serif;
+      font-size:20px;
+      font-style:normal;
+      font-weight:400;
+      line-height:1;
+      -moz-osx-font-smoothing:grayscale;
+      -webkit-font-smoothing:antialiased;
+      margin-right:10px;
+      margin-top:1px; }
+
+button.bp3-menu-item{
+  background:none;
+  border:none;
+  text-align:left;
+  width:100%; }
+.bp3-menu-header{
+  border-top:1px solid rgba(16, 22, 26, 0.15);
+  display:block;
+  margin:5px;
+  cursor:default;
+  padding-left:2px; }
+  .bp3-dark .bp3-menu-header{
+    border-top-color:rgba(255, 255, 255, 0.15); }
+  .bp3-menu-header:first-of-type{
+    border-top:none; }
+  .bp3-menu-header > h6{
+    color:#182026;
+    font-weight:600;
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    line-height:17px;
+    margin:0;
+    padding:10px 7px 0 1px; }
+    .bp3-dark .bp3-menu-header > h6{
+      color:#f5f8fa; }
+  .bp3-menu-header:first-of-type > h6{
+    padding-top:0; }
+  .bp3-large .bp3-menu-header > h6{
+    font-size:18px;
+    padding-bottom:5px;
+    padding-top:15px; }
+  .bp3-large .bp3-menu-header:first-of-type > h6{
+    padding-top:0; }
+
+.bp3-dark .bp3-menu{
+  background:#30404d;
+  color:#f5f8fa; }
+
+.bp3-dark .bp3-menu-item{ }
+  .bp3-dark .bp3-menu-item.bp3-intent-primary{
+    color:#48aff0; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary .bp3-icon{
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary::before, .bp3-dark .bp3-menu-item.bp3-intent-primary::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-primary .bp3-menu-item-label{
+      color:#48aff0; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active{
+      background-color:#137cbd; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:active{
+      background-color:#106ba3; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-primary:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-primary:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:hover .bp3-menu-item-label,
+    .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label,
+    .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-primary:active, .bp3-dark .bp3-menu-item.bp3-intent-primary:active::before, .bp3-dark .bp3-menu-item.bp3-intent-primary:active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-dark .bp3-menu-item.bp3-intent-success{
+    color:#3dcc91; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success .bp3-icon{
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success::before, .bp3-dark .bp3-menu-item.bp3-intent-success::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-success .bp3-menu-item-label{
+      color:#3dcc91; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active{
+      background-color:#0f9960; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success:active{
+      background-color:#0d8050; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-success:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-success:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-success:hover .bp3-menu-item-label,
+    .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label,
+    .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-success:active, .bp3-dark .bp3-menu-item.bp3-intent-success:active::before, .bp3-dark .bp3-menu-item.bp3-intent-success:active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-success:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-dark .bp3-menu-item.bp3-intent-warning{
+    color:#ffb366; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning .bp3-icon{
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning::before, .bp3-dark .bp3-menu-item.bp3-intent-warning::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-warning .bp3-menu-item-label{
+      color:#ffb366; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active{
+      background-color:#d9822b; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:active{
+      background-color:#bf7326; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-warning:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-warning:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:hover .bp3-menu-item-label,
+    .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label,
+    .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-warning:active, .bp3-dark .bp3-menu-item.bp3-intent-warning:active::before, .bp3-dark .bp3-menu-item.bp3-intent-warning:active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-dark .bp3-menu-item.bp3-intent-danger{
+    color:#ff7373; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger .bp3-icon{
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger::before, .bp3-dark .bp3-menu-item.bp3-intent-danger::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-danger .bp3-menu-item-label{
+      color:#ff7373; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active{
+      background-color:#db3737; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:active{
+      background-color:#c23030; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-danger:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-danger:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:hover .bp3-menu-item-label,
+    .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label,
+    .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-danger:active, .bp3-dark .bp3-menu-item.bp3-intent-danger:active::before, .bp3-dark .bp3-menu-item.bp3-intent-danger:active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-dark .bp3-menu-item::before,
+  .bp3-dark .bp3-menu-item > .bp3-icon{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-menu-item .bp3-menu-item-label{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-menu-item.bp3-active, .bp3-dark .bp3-menu-item:active{
+    background-color:rgba(138, 155, 168, 0.3); }
+  .bp3-dark .bp3-menu-item.bp3-disabled{
+    color:rgba(167, 182, 194, 0.6) !important; }
+    .bp3-dark .bp3-menu-item.bp3-disabled::before,
+    .bp3-dark .bp3-menu-item.bp3-disabled > .bp3-icon,
+    .bp3-dark .bp3-menu-item.bp3-disabled .bp3-menu-item-label{
+      color:rgba(167, 182, 194, 0.6) !important; }
+
+.bp3-dark .bp3-menu-divider,
+.bp3-dark .bp3-menu-header{
+  border-color:rgba(255, 255, 255, 0.15); }
+
+.bp3-dark .bp3-menu-header > h6{
+  color:#f5f8fa; }
+
+.bp3-label .bp3-menu{
+  margin-top:5px; }
+.bp3-navbar{
+  background-color:#ffffff;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+  height:50px;
+  padding:0 15px;
+  position:relative;
+  width:100%;
+  z-index:10; }
+  .bp3-navbar.bp3-dark,
+  .bp3-dark .bp3-navbar{
+    background-color:#394b59; }
+  .bp3-navbar.bp3-dark{
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-navbar{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-navbar.bp3-fixed-top{
+    left:0;
+    position:fixed;
+    right:0;
+    top:0; }
+
+.bp3-navbar-heading{
+  font-size:16px;
+  margin-right:15px; }
+
+.bp3-navbar-group{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  height:50px; }
+  .bp3-navbar-group.bp3-align-left{
+    float:left; }
+  .bp3-navbar-group.bp3-align-right{
+    float:right; }
+
+.bp3-navbar-divider{
+  border-left:1px solid rgba(16, 22, 26, 0.15);
+  height:20px;
+  margin:0 10px; }
+  .bp3-dark .bp3-navbar-divider{
+    border-left-color:rgba(255, 255, 255, 0.15); }
+.bp3-non-ideal-state{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  height:100%;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  text-align:center;
+  width:100%; }
+  .bp3-non-ideal-state > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-non-ideal-state > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-non-ideal-state::before,
+  .bp3-non-ideal-state > *{
+    margin-bottom:20px; }
+  .bp3-non-ideal-state:empty::before,
+  .bp3-non-ideal-state > :last-child{
+    margin-bottom:0; }
+  .bp3-non-ideal-state > *{
+    max-width:400px; }
+
+.bp3-non-ideal-state-visual{
+  color:rgba(92, 112, 128, 0.6);
+  font-size:60px; }
+  .bp3-dark .bp3-non-ideal-state-visual{
+    color:rgba(167, 182, 194, 0.6); }
+
+.bp3-overflow-list{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -ms-flex-wrap:nowrap;
+      flex-wrap:nowrap;
+  min-width:0; }
+
+.bp3-overflow-list-spacer{
+  -ms-flex-negative:1;
+      flex-shrink:1;
+  width:1px; }
+
+body.bp3-overlay-open{
+  overflow:hidden; }
+
+.bp3-overlay{
+  bottom:0;
+  left:0;
+  position:static;
+  right:0;
+  top:0;
+  z-index:20; }
+  .bp3-overlay:not(.bp3-overlay-open){
+    pointer-events:none; }
+  .bp3-overlay.bp3-overlay-container{
+    overflow:hidden;
+    position:fixed; }
+    .bp3-overlay.bp3-overlay-container.bp3-overlay-inline{
+      position:absolute; }
+  .bp3-overlay.bp3-overlay-scroll-container{
+    overflow:auto;
+    position:fixed; }
+    .bp3-overlay.bp3-overlay-scroll-container.bp3-overlay-inline{
+      position:absolute; }
+  .bp3-overlay.bp3-overlay-inline{
+    display:inline;
+    overflow:visible; }
+
+.bp3-overlay-content{
+  position:fixed;
+  z-index:20; }
+  .bp3-overlay-inline .bp3-overlay-content,
+  .bp3-overlay-scroll-container .bp3-overlay-content{
+    position:absolute; }
+
+.bp3-overlay-backdrop{
+  bottom:0;
+  left:0;
+  position:fixed;
+  right:0;
+  top:0;
+  opacity:1;
+  background-color:rgba(16, 22, 26, 0.7);
+  overflow:auto;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none;
+  z-index:20; }
+  .bp3-overlay-backdrop.bp3-overlay-enter, .bp3-overlay-backdrop.bp3-overlay-appear{
+    opacity:0; }
+  .bp3-overlay-backdrop.bp3-overlay-enter-active, .bp3-overlay-backdrop.bp3-overlay-appear-active{
+    opacity:1;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:200ms;
+            transition-duration:200ms;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-overlay-backdrop.bp3-overlay-exit{
+    opacity:1; }
+  .bp3-overlay-backdrop.bp3-overlay-exit-active{
+    opacity:0;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:200ms;
+            transition-duration:200ms;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-overlay-backdrop:focus{
+    outline:none; }
+  .bp3-overlay-inline .bp3-overlay-backdrop{
+    position:absolute; }
+.bp3-panel-stack{
+  overflow:hidden;
+  position:relative; }
+
+.bp3-panel-stack-header{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  -webkit-box-shadow:0 1px rgba(16, 22, 26, 0.15);
+          box-shadow:0 1px rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -ms-flex-negative:0;
+      flex-shrink:0;
+  height:30px;
+  z-index:1; }
+  .bp3-dark .bp3-panel-stack-header{
+    -webkit-box-shadow:0 1px rgba(255, 255, 255, 0.15);
+            box-shadow:0 1px rgba(255, 255, 255, 0.15); }
+  .bp3-panel-stack-header > span{
+    -webkit-box-align:stretch;
+        -ms-flex-align:stretch;
+            align-items:stretch;
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-flex:1;
+        -ms-flex:1;
+            flex:1; }
+  .bp3-panel-stack-header .bp3-heading{
+    margin:0 5px; }
+
+.bp3-button.bp3-panel-stack-header-back{
+  margin-left:5px;
+  padding-left:0;
+  white-space:nowrap; }
+  .bp3-button.bp3-panel-stack-header-back .bp3-icon{
+    margin:0 2px; }
+
+.bp3-panel-stack-view{
+  bottom:0;
+  left:0;
+  position:absolute;
+  right:0;
+  top:0;
+  background-color:#ffffff;
+  border-right:1px solid rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin-right:-1px;
+  overflow-y:auto;
+  z-index:1; }
+  .bp3-dark .bp3-panel-stack-view{
+    background-color:#30404d; }
+  .bp3-panel-stack-view:nth-last-child(n + 4){
+    display:none; }
+
+.bp3-panel-stack-push .bp3-panel-stack-enter, .bp3-panel-stack-push .bp3-panel-stack-appear{
+  -webkit-transform:translateX(100%);
+          transform:translateX(100%);
+  opacity:0; }
+
+.bp3-panel-stack-push .bp3-panel-stack-enter-active, .bp3-panel-stack-push .bp3-panel-stack-appear-active{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack-push .bp3-panel-stack-exit{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1; }
+
+.bp3-panel-stack-push .bp3-panel-stack-exit-active{
+  -webkit-transform:translateX(-50%);
+          transform:translateX(-50%);
+  opacity:0;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack-pop .bp3-panel-stack-enter, .bp3-panel-stack-pop .bp3-panel-stack-appear{
+  -webkit-transform:translateX(-50%);
+          transform:translateX(-50%);
+  opacity:0; }
+
+.bp3-panel-stack-pop .bp3-panel-stack-enter-active, .bp3-panel-stack-pop .bp3-panel-stack-appear-active{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack-pop .bp3-panel-stack-exit{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1; }
+
+.bp3-panel-stack-pop .bp3-panel-stack-exit-active{
+  -webkit-transform:translateX(100%);
+          transform:translateX(100%);
+  opacity:0;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+.bp3-popover{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+  -webkit-transform:scale(1);
+          transform:scale(1);
+  border-radius:3px;
+  display:inline-block;
+  z-index:20; }
+  .bp3-popover .bp3-popover-arrow{
+    height:30px;
+    position:absolute;
+    width:30px; }
+    .bp3-popover .bp3-popover-arrow::before{
+      height:20px;
+      margin:5px;
+      width:20px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover{
+    margin-bottom:17px;
+    margin-top:-17px; }
+    .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow{
+      bottom:-11px; }
+      .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(-90deg);
+                transform:rotate(-90deg); }
+  .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover{
+    margin-left:17px; }
+    .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow{
+      left:-11px; }
+      .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(0);
+                transform:rotate(0); }
+  .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover{
+    margin-top:17px; }
+    .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow{
+      top:-11px; }
+      .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(90deg);
+                transform:rotate(90deg); }
+  .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover{
+    margin-left:-17px;
+    margin-right:17px; }
+    .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow{
+      right:-11px; }
+      .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(180deg);
+                transform:rotate(180deg); }
+  .bp3-tether-element-attached-middle > .bp3-popover > .bp3-popover-arrow{
+    top:50%;
+    -webkit-transform:translateY(-50%);
+            transform:translateY(-50%); }
+  .bp3-tether-element-attached-center > .bp3-popover > .bp3-popover-arrow{
+    right:50%;
+    -webkit-transform:translateX(50%);
+            transform:translateX(50%); }
+  .bp3-tether-element-attached-top.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow{
+    top:-0.3934px; }
+  .bp3-tether-element-attached-right.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow{
+    right:-0.3934px; }
+  .bp3-tether-element-attached-left.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow{
+    left:-0.3934px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow{
+    bottom:-0.3934px; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-left > .bp3-popover{
+    -webkit-transform-origin:top left;
+            transform-origin:top left; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-center > .bp3-popover{
+    -webkit-transform-origin:top center;
+            transform-origin:top center; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-right > .bp3-popover{
+    -webkit-transform-origin:top right;
+            transform-origin:top right; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-left > .bp3-popover{
+    -webkit-transform-origin:center left;
+            transform-origin:center left; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-center > .bp3-popover{
+    -webkit-transform-origin:center center;
+            transform-origin:center center; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-right > .bp3-popover{
+    -webkit-transform-origin:center right;
+            transform-origin:center right; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-left > .bp3-popover{
+    -webkit-transform-origin:bottom left;
+            transform-origin:bottom left; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-center > .bp3-popover{
+    -webkit-transform-origin:bottom center;
+            transform-origin:bottom center; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-right > .bp3-popover{
+    -webkit-transform-origin:bottom right;
+            transform-origin:bottom right; }
+  .bp3-popover .bp3-popover-content{
+    background:#ffffff;
+    color:inherit; }
+  .bp3-popover .bp3-popover-arrow::before{
+    -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2);
+            box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2); }
+  .bp3-popover .bp3-popover-arrow-border{
+    fill:#10161a;
+    fill-opacity:0.1; }
+  .bp3-popover .bp3-popover-arrow-fill{
+    fill:#ffffff; }
+  .bp3-popover-enter > .bp3-popover, .bp3-popover-appear > .bp3-popover{
+    -webkit-transform:scale(0.3);
+            transform:scale(0.3); }
+  .bp3-popover-enter-active > .bp3-popover, .bp3-popover-appear-active > .bp3-popover{
+    -webkit-transform:scale(1);
+            transform:scale(1);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-popover-exit > .bp3-popover{
+    -webkit-transform:scale(1);
+            transform:scale(1); }
+  .bp3-popover-exit-active > .bp3-popover{
+    -webkit-transform:scale(0.3);
+            transform:scale(0.3);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-popover .bp3-popover-content{
+    border-radius:3px;
+    position:relative; }
+  .bp3-popover.bp3-popover-content-sizing .bp3-popover-content{
+    max-width:350px;
+    padding:20px; }
+  .bp3-popover-target + .bp3-overlay .bp3-popover.bp3-popover-content-sizing{
+    width:350px; }
+  .bp3-popover.bp3-minimal{
+    margin:0 !important; }
+    .bp3-popover.bp3-minimal .bp3-popover-arrow{
+      display:none; }
+    .bp3-popover.bp3-minimal.bp3-popover{
+      -webkit-transform:scale(1);
+              transform:scale(1); }
+      .bp3-popover-enter > .bp3-popover.bp3-minimal.bp3-popover, .bp3-popover-appear > .bp3-popover.bp3-minimal.bp3-popover{
+        -webkit-transform:scale(1);
+                transform:scale(1); }
+      .bp3-popover-enter-active > .bp3-popover.bp3-minimal.bp3-popover, .bp3-popover-appear-active > .bp3-popover.bp3-minimal.bp3-popover{
+        -webkit-transform:scale(1);
+                transform:scale(1);
+        -webkit-transition-delay:0;
+                transition-delay:0;
+        -webkit-transition-duration:100ms;
+                transition-duration:100ms;
+        -webkit-transition-property:-webkit-transform;
+        transition-property:-webkit-transform;
+        transition-property:transform;
+        transition-property:transform, -webkit-transform;
+        -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+                transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+      .bp3-popover-exit > .bp3-popover.bp3-minimal.bp3-popover{
+        -webkit-transform:scale(1);
+                transform:scale(1); }
+      .bp3-popover-exit-active > .bp3-popover.bp3-minimal.bp3-popover{
+        -webkit-transform:scale(1);
+                transform:scale(1);
+        -webkit-transition-delay:0;
+                transition-delay:0;
+        -webkit-transition-duration:100ms;
+                transition-duration:100ms;
+        -webkit-transition-property:-webkit-transform;
+        transition-property:-webkit-transform;
+        transition-property:transform;
+        transition-property:transform, -webkit-transform;
+        -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+                transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-popover.bp3-dark,
+  .bp3-dark .bp3-popover{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+    .bp3-popover.bp3-dark .bp3-popover-content,
+    .bp3-dark .bp3-popover .bp3-popover-content{
+      background:#30404d;
+      color:inherit; }
+    .bp3-popover.bp3-dark .bp3-popover-arrow::before,
+    .bp3-dark .bp3-popover .bp3-popover-arrow::before{
+      -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4);
+              box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4); }
+    .bp3-popover.bp3-dark .bp3-popover-arrow-border,
+    .bp3-dark .bp3-popover .bp3-popover-arrow-border{
+      fill:#10161a;
+      fill-opacity:0.2; }
+    .bp3-popover.bp3-dark .bp3-popover-arrow-fill,
+    .bp3-dark .bp3-popover .bp3-popover-arrow-fill{
+      fill:#30404d; }
+
+.bp3-popover-arrow::before{
+  border-radius:2px;
+  content:"";
+  display:block;
+  position:absolute;
+  -webkit-transform:rotate(45deg);
+          transform:rotate(45deg); }
+
+.bp3-tether-pinned .bp3-popover-arrow{
+  display:none; }
+
+.bp3-popover-backdrop{
+  background:rgba(255, 255, 255, 0); }
+
+.bp3-transition-container{
+  opacity:1;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  z-index:20; }
+  .bp3-transition-container.bp3-popover-enter, .bp3-transition-container.bp3-popover-appear{
+    opacity:0; }
+  .bp3-transition-container.bp3-popover-enter-active, .bp3-transition-container.bp3-popover-appear-active{
+    opacity:1;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-transition-container.bp3-popover-exit{
+    opacity:1; }
+  .bp3-transition-container.bp3-popover-exit-active{
+    opacity:0;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-transition-container:focus{
+    outline:none; }
+  .bp3-transition-container.bp3-popover-leave .bp3-popover-content{
+    pointer-events:none; }
+  .bp3-transition-container[data-x-out-of-boundaries]{
+    display:none; }
+
+span.bp3-popover-target{
+  display:inline-block; }
+
+.bp3-popover-wrapper.bp3-fill{
+  width:100%; }
+
+.bp3-portal{
+  left:0;
+  position:absolute;
+  right:0;
+  top:0; }
+@-webkit-keyframes linear-progress-bar-stripes{
+  from{
+    background-position:0 0; }
+  to{
+    background-position:30px 0; } }
+@keyframes linear-progress-bar-stripes{
+  from{
+    background-position:0 0; }
+  to{
+    background-position:30px 0; } }
+
+.bp3-progress-bar{
+  background:rgba(92, 112, 128, 0.2);
+  border-radius:40px;
+  display:block;
+  height:8px;
+  overflow:hidden;
+  position:relative;
+  width:100%; }
+  .bp3-progress-bar .bp3-progress-meter{
+    background:linear-gradient(-45deg, rgba(255, 255, 255, 0.2) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.2) 50%, rgba(255, 255, 255, 0.2) 75%, transparent 75%);
+    background-color:rgba(92, 112, 128, 0.8);
+    background-size:30px 30px;
+    border-radius:40px;
+    height:100%;
+    position:absolute;
+    -webkit-transition:width 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:width 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    width:100%; }
+  .bp3-progress-bar:not(.bp3-no-animation):not(.bp3-no-stripes) .bp3-progress-meter{
+    animation:linear-progress-bar-stripes 300ms linear infinite reverse; }
+  .bp3-progress-bar.bp3-no-stripes .bp3-progress-meter{
+    background-image:none; }
+
+.bp3-dark .bp3-progress-bar{
+  background:rgba(16, 22, 26, 0.5); }
+  .bp3-dark .bp3-progress-bar .bp3-progress-meter{
+    background-color:#8a9ba8; }
+
+.bp3-progress-bar.bp3-intent-primary .bp3-progress-meter{
+  background-color:#137cbd; }
+
+.bp3-progress-bar.bp3-intent-success .bp3-progress-meter{
+  background-color:#0f9960; }
+
+.bp3-progress-bar.bp3-intent-warning .bp3-progress-meter{
+  background-color:#d9822b; }
+
+.bp3-progress-bar.bp3-intent-danger .bp3-progress-meter{
+  background-color:#db3737; }
+@-webkit-keyframes skeleton-glow{
+  from{
+    background:rgba(206, 217, 224, 0.2);
+    border-color:rgba(206, 217, 224, 0.2); }
+  to{
+    background:rgba(92, 112, 128, 0.2);
+    border-color:rgba(92, 112, 128, 0.2); } }
+@keyframes skeleton-glow{
+  from{
+    background:rgba(206, 217, 224, 0.2);
+    border-color:rgba(206, 217, 224, 0.2); }
+  to{
+    background:rgba(92, 112, 128, 0.2);
+    border-color:rgba(92, 112, 128, 0.2); } }
+.bp3-skeleton{
+  -webkit-animation:1000ms linear infinite alternate skeleton-glow;
+          animation:1000ms linear infinite alternate skeleton-glow;
+  background:rgba(206, 217, 224, 0.2);
+  background-clip:padding-box !important;
+  border-color:rgba(206, 217, 224, 0.2) !important;
+  border-radius:2px;
+  -webkit-box-shadow:none !important;
+          box-shadow:none !important;
+  color:transparent !important;
+  cursor:default;
+  pointer-events:none;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-skeleton::before, .bp3-skeleton::after,
+  .bp3-skeleton *{
+    visibility:hidden !important; }
+.bp3-slider{
+  height:40px;
+  min-width:150px;
+  width:100%;
+  cursor:default;
+  outline:none;
+  position:relative;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-slider:hover{
+    cursor:pointer; }
+  .bp3-slider:active{
+    cursor:-webkit-grabbing;
+    cursor:grabbing; }
+  .bp3-slider.bp3-disabled{
+    cursor:not-allowed;
+    opacity:0.5; }
+  .bp3-slider.bp3-slider-unlabeled{
+    height:16px; }
+
+.bp3-slider-track,
+.bp3-slider-progress{
+  height:6px;
+  left:0;
+  right:0;
+  top:5px;
+  position:absolute; }
+
+.bp3-slider-track{
+  border-radius:3px;
+  overflow:hidden; }
+
+.bp3-slider-progress{
+  background:rgba(92, 112, 128, 0.2); }
+  .bp3-dark .bp3-slider-progress{
+    background:rgba(16, 22, 26, 0.5); }
+  .bp3-slider-progress.bp3-intent-primary{
+    background-color:#137cbd; }
+  .bp3-slider-progress.bp3-intent-success{
+    background-color:#0f9960; }
+  .bp3-slider-progress.bp3-intent-warning{
+    background-color:#d9822b; }
+  .bp3-slider-progress.bp3-intent-danger{
+    background-color:#db3737; }
+
+.bp3-slider-handle{
+  background-color:#f5f8fa;
+  background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+  background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+  color:#182026;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+  cursor:pointer;
+  height:16px;
+  left:0;
+  position:absolute;
+  top:0;
+  width:16px; }
+  .bp3-slider-handle:hover{
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+  .bp3-slider-handle:active, .bp3-slider-handle.bp3-active{
+    background-color:#d8e1e8;
+    background-image:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-slider-handle:disabled, .bp3-slider-handle.bp3-disabled{
+    background-color:rgba(206, 217, 224, 0.5);
+    background-image:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed;
+    outline:none; }
+    .bp3-slider-handle:disabled.bp3-active, .bp3-slider-handle:disabled.bp3-active:hover, .bp3-slider-handle.bp3-disabled.bp3-active, .bp3-slider-handle.bp3-disabled.bp3-active:hover{
+      background:rgba(206, 217, 224, 0.7); }
+  .bp3-slider-handle:focus{
+    z-index:1; }
+  .bp3-slider-handle:hover{
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+    cursor:-webkit-grab;
+    cursor:grab;
+    z-index:2; }
+  .bp3-slider-handle.bp3-active{
+    background-color:#d8e1e8;
+    background-image:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 1px rgba(16, 22, 26, 0.1);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 1px rgba(16, 22, 26, 0.1);
+    cursor:-webkit-grabbing;
+    cursor:grabbing; }
+  .bp3-disabled .bp3-slider-handle{
+    background:#bfccd6;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    pointer-events:none; }
+  .bp3-dark .bp3-slider-handle{
+    background-color:#394b59;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+    .bp3-dark .bp3-slider-handle:hover, .bp3-dark .bp3-slider-handle:active, .bp3-dark .bp3-slider-handle.bp3-active{
+      color:#f5f8fa; }
+    .bp3-dark .bp3-slider-handle:hover{
+      background-color:#30404d;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-slider-handle:active, .bp3-dark .bp3-slider-handle.bp3-active{
+      background-color:#202b33;
+      background-image:none;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-dark .bp3-slider-handle:disabled, .bp3-dark .bp3-slider-handle.bp3-disabled{
+      background-color:rgba(57, 75, 89, 0.5);
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+      .bp3-dark .bp3-slider-handle:disabled.bp3-active, .bp3-dark .bp3-slider-handle.bp3-disabled.bp3-active{
+        background:rgba(57, 75, 89, 0.7); }
+    .bp3-dark .bp3-slider-handle .bp3-button-spinner .bp3-spinner-head{
+      background:rgba(16, 22, 26, 0.5);
+      stroke:#8a9ba8; }
+    .bp3-dark .bp3-slider-handle, .bp3-dark .bp3-slider-handle:hover{
+      background-color:#394b59; }
+    .bp3-dark .bp3-slider-handle.bp3-active{
+      background-color:#293742; }
+  .bp3-dark .bp3-disabled .bp3-slider-handle{
+    background:#5c7080;
+    border-color:#5c7080;
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-slider-handle .bp3-slider-label{
+    background:#394b59;
+    border-radius:3px;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+    color:#f5f8fa;
+    margin-left:8px; }
+    .bp3-dark .bp3-slider-handle .bp3-slider-label{
+      background:#e1e8ed;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+      color:#394b59; }
+    .bp3-disabled .bp3-slider-handle .bp3-slider-label{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-slider-handle.bp3-start, .bp3-slider-handle.bp3-end{
+    width:8px; }
+  .bp3-slider-handle.bp3-start{
+    border-bottom-right-radius:0;
+    border-top-right-radius:0; }
+  .bp3-slider-handle.bp3-end{
+    border-bottom-left-radius:0;
+    border-top-left-radius:0;
+    margin-left:8px; }
+    .bp3-slider-handle.bp3-end .bp3-slider-label{
+      margin-left:0; }
+
+.bp3-slider-label{
+  -webkit-transform:translate(-50%, 20px);
+          transform:translate(-50%, 20px);
+  display:inline-block;
+  font-size:12px;
+  line-height:1;
+  padding:2px 5px;
+  position:absolute;
+  vertical-align:top; }
+
+.bp3-slider.bp3-vertical{
+  height:150px;
+  min-width:40px;
+  width:40px; }
+  .bp3-slider.bp3-vertical .bp3-slider-track,
+  .bp3-slider.bp3-vertical .bp3-slider-progress{
+    bottom:0;
+    height:auto;
+    left:5px;
+    top:0;
+    width:6px; }
+  .bp3-slider.bp3-vertical .bp3-slider-progress{
+    top:auto; }
+  .bp3-slider.bp3-vertical .bp3-slider-label{
+    -webkit-transform:translate(20px, 50%);
+            transform:translate(20px, 50%); }
+  .bp3-slider.bp3-vertical .bp3-slider-handle{
+    top:auto; }
+    .bp3-slider.bp3-vertical .bp3-slider-handle .bp3-slider-label{
+      margin-left:0;
+      margin-top:-8px; }
+    .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-end, .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start{
+      height:8px;
+      margin-left:0;
+      width:16px; }
+    .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start{
+      border-bottom-right-radius:3px;
+      border-top-left-radius:0; }
+      .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start .bp3-slider-label{
+        -webkit-transform:translate(20px);
+                transform:translate(20px); }
+    .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-end{
+      border-bottom-left-radius:0;
+      border-bottom-right-radius:0;
+      border-top-left-radius:3px;
+      margin-bottom:8px; }
+
+@-webkit-keyframes pt-spinner-animation{
+  from{
+    -webkit-transform:rotate(0deg);
+            transform:rotate(0deg); }
+  to{
+    -webkit-transform:rotate(360deg);
+            transform:rotate(360deg); } }
+
+@keyframes pt-spinner-animation{
+  from{
+    -webkit-transform:rotate(0deg);
+            transform:rotate(0deg); }
+  to{
+    -webkit-transform:rotate(360deg);
+            transform:rotate(360deg); } }
+
+.bp3-spinner{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  overflow:visible;
+  vertical-align:middle; }
+  .bp3-spinner svg{
+    display:block; }
+  .bp3-spinner path{
+    fill-opacity:0; }
+  .bp3-spinner .bp3-spinner-head{
+    stroke:rgba(92, 112, 128, 0.8);
+    stroke-linecap:round;
+    -webkit-transform-origin:center;
+            transform-origin:center;
+    -webkit-transition:stroke-dashoffset 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:stroke-dashoffset 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-spinner .bp3-spinner-track{
+    stroke:rgba(92, 112, 128, 0.2); }
+
+.bp3-spinner-animation{
+  -webkit-animation:pt-spinner-animation 500ms linear infinite;
+          animation:pt-spinner-animation 500ms linear infinite; }
+  .bp3-no-spin > .bp3-spinner-animation{
+    -webkit-animation:none;
+            animation:none; }
+
+.bp3-dark .bp3-spinner .bp3-spinner-head{
+  stroke:#8a9ba8; }
+
+.bp3-dark .bp3-spinner .bp3-spinner-track{
+  stroke:rgba(16, 22, 26, 0.5); }
+
+.bp3-spinner.bp3-intent-primary .bp3-spinner-head{
+  stroke:#137cbd; }
+
+.bp3-spinner.bp3-intent-success .bp3-spinner-head{
+  stroke:#0f9960; }
+
+.bp3-spinner.bp3-intent-warning .bp3-spinner-head{
+  stroke:#d9822b; }
+
+.bp3-spinner.bp3-intent-danger .bp3-spinner-head{
+  stroke:#db3737; }
+.bp3-tabs.bp3-vertical{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex; }
+  .bp3-tabs.bp3-vertical > .bp3-tab-list{
+    -webkit-box-align:start;
+        -ms-flex-align:start;
+            align-items:flex-start;
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:column;
+            flex-direction:column; }
+    .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab{
+      border-radius:3px;
+      padding:0 10px;
+      width:100%; }
+      .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab[aria-selected="true"]{
+        background-color:rgba(19, 124, 189, 0.2);
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+    .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab-indicator-wrapper .bp3-tab-indicator{
+      background-color:rgba(19, 124, 189, 0.2);
+      border-radius:3px;
+      bottom:0;
+      height:auto;
+      left:0;
+      right:0;
+      top:0; }
+  .bp3-tabs.bp3-vertical > .bp3-tab-panel{
+    margin-top:0;
+    padding-left:20px; }
+
+.bp3-tab-list{
+  -webkit-box-align:end;
+      -ms-flex-align:end;
+          align-items:flex-end;
+  border:none;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  list-style:none;
+  margin:0;
+  padding:0;
+  position:relative; }
+  .bp3-tab-list > *:not(:last-child){
+    margin-right:20px; }
+
+.bp3-tab{
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal;
+  color:#182026;
+  cursor:pointer;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  font-size:14px;
+  line-height:30px;
+  max-width:100%;
+  position:relative;
+  vertical-align:top; }
+  .bp3-tab a{
+    color:inherit;
+    display:block;
+    text-decoration:none; }
+  .bp3-tab-indicator-wrapper ~ .bp3-tab{
+    background-color:transparent !important;
+    -webkit-box-shadow:none !important;
+            box-shadow:none !important; }
+  .bp3-tab[aria-disabled="true"]{
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed; }
+  .bp3-tab[aria-selected="true"]{
+    border-radius:0;
+    -webkit-box-shadow:inset 0 -3px 0 #106ba3;
+            box-shadow:inset 0 -3px 0 #106ba3; }
+  .bp3-tab[aria-selected="true"], .bp3-tab:not([aria-disabled="true"]):hover{
+    color:#106ba3; }
+  .bp3-tab:focus{
+    -moz-outline-radius:0; }
+  .bp3-large > .bp3-tab{
+    font-size:16px;
+    line-height:40px; }
+
+.bp3-tab-panel{
+  margin-top:20px; }
+  .bp3-tab-panel[aria-hidden="true"]{
+    display:none; }
+
+.bp3-tab-indicator-wrapper{
+  left:0;
+  pointer-events:none;
+  position:absolute;
+  top:0;
+  -webkit-transform:translateX(0), translateY(0);
+          transform:translateX(0), translateY(0);
+  -webkit-transition:height, width, -webkit-transform;
+  transition:height, width, -webkit-transform;
+  transition:height, transform, width;
+  transition:height, transform, width, -webkit-transform;
+  -webkit-transition-duration:200ms;
+          transition-duration:200ms;
+  -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+          transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-tab-indicator-wrapper .bp3-tab-indicator{
+    background-color:#106ba3;
+    bottom:0;
+    height:3px;
+    left:0;
+    position:absolute;
+    right:0; }
+  .bp3-tab-indicator-wrapper.bp3-no-animation{
+    -webkit-transition:none;
+    transition:none; }
+
+.bp3-dark .bp3-tab{
+  color:#f5f8fa; }
+  .bp3-dark .bp3-tab[aria-disabled="true"]{
+    color:rgba(167, 182, 194, 0.6); }
+  .bp3-dark .bp3-tab[aria-selected="true"]{
+    -webkit-box-shadow:inset 0 -3px 0 #48aff0;
+            box-shadow:inset 0 -3px 0 #48aff0; }
+  .bp3-dark .bp3-tab[aria-selected="true"], .bp3-dark .bp3-tab:not([aria-disabled="true"]):hover{
+    color:#48aff0; }
+
+.bp3-dark .bp3-tab-indicator{
+  background-color:#48aff0; }
+
+.bp3-flex-expander{
+  -webkit-box-flex:1;
+      -ms-flex:1 1;
+          flex:1 1; }
+.bp3-tag{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background-color:#5c7080;
+  border:none;
+  border-radius:3px;
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  color:#f5f8fa;
+  font-size:12px;
+  line-height:16px;
+  max-width:100%;
+  min-height:20px;
+  min-width:20px;
+  padding:2px 6px;
+  position:relative; }
+  .bp3-tag.bp3-interactive{
+    cursor:pointer; }
+    .bp3-tag.bp3-interactive:hover{
+      background-color:rgba(92, 112, 128, 0.85); }
+    .bp3-tag.bp3-interactive.bp3-active, .bp3-tag.bp3-interactive:active{
+      background-color:rgba(92, 112, 128, 0.7); }
+  .bp3-tag > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-tag > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-tag::before,
+  .bp3-tag > *{
+    margin-right:4px; }
+  .bp3-tag:empty::before,
+  .bp3-tag > :last-child{
+    margin-right:0; }
+  .bp3-tag:focus{
+    outline:rgba(19, 124, 189, 0.6) auto 2px;
+    outline-offset:0;
+    -moz-outline-radius:6px; }
+  .bp3-tag.bp3-round{
+    border-radius:30px;
+    padding-left:8px;
+    padding-right:8px; }
+  .bp3-dark .bp3-tag{
+    background-color:#bfccd6;
+    color:#182026; }
+    .bp3-dark .bp3-tag.bp3-interactive{
+      cursor:pointer; }
+      .bp3-dark .bp3-tag.bp3-interactive:hover{
+        background-color:rgba(191, 204, 214, 0.85); }
+      .bp3-dark .bp3-tag.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-interactive:active{
+        background-color:rgba(191, 204, 214, 0.7); }
+    .bp3-dark .bp3-tag > .bp3-icon, .bp3-dark .bp3-tag .bp3-icon-standard, .bp3-dark .bp3-tag .bp3-icon-large{
+      fill:currentColor; }
+  .bp3-tag > .bp3-icon, .bp3-tag .bp3-icon-standard, .bp3-tag .bp3-icon-large{
+    fill:#ffffff; }
+  .bp3-tag.bp3-large,
+  .bp3-large .bp3-tag{
+    font-size:14px;
+    line-height:20px;
+    min-height:30px;
+    min-width:30px;
+    padding:5px 10px; }
+    .bp3-tag.bp3-large::before,
+    .bp3-tag.bp3-large > *,
+    .bp3-large .bp3-tag::before,
+    .bp3-large .bp3-tag > *{
+      margin-right:7px; }
+    .bp3-tag.bp3-large:empty::before,
+    .bp3-tag.bp3-large > :last-child,
+    .bp3-large .bp3-tag:empty::before,
+    .bp3-large .bp3-tag > :last-child{
+      margin-right:0; }
+    .bp3-tag.bp3-large.bp3-round,
+    .bp3-large .bp3-tag.bp3-round{
+      padding-left:12px;
+      padding-right:12px; }
+  .bp3-tag.bp3-intent-primary{
+    background:#137cbd;
+    color:#ffffff; }
+    .bp3-tag.bp3-intent-primary.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-intent-primary.bp3-interactive:hover{
+        background-color:rgba(19, 124, 189, 0.85); }
+      .bp3-tag.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-primary.bp3-interactive:active{
+        background-color:rgba(19, 124, 189, 0.7); }
+  .bp3-tag.bp3-intent-success{
+    background:#0f9960;
+    color:#ffffff; }
+    .bp3-tag.bp3-intent-success.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-intent-success.bp3-interactive:hover{
+        background-color:rgba(15, 153, 96, 0.85); }
+      .bp3-tag.bp3-intent-success.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-success.bp3-interactive:active{
+        background-color:rgba(15, 153, 96, 0.7); }
+  .bp3-tag.bp3-intent-warning{
+    background:#d9822b;
+    color:#ffffff; }
+    .bp3-tag.bp3-intent-warning.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-intent-warning.bp3-interactive:hover{
+        background-color:rgba(217, 130, 43, 0.85); }
+      .bp3-tag.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-warning.bp3-interactive:active{
+        background-color:rgba(217, 130, 43, 0.7); }
+  .bp3-tag.bp3-intent-danger{
+    background:#db3737;
+    color:#ffffff; }
+    .bp3-tag.bp3-intent-danger.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-intent-danger.bp3-interactive:hover{
+        background-color:rgba(219, 55, 55, 0.85); }
+      .bp3-tag.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-danger.bp3-interactive:active{
+        background-color:rgba(219, 55, 55, 0.7); }
+  .bp3-tag.bp3-fill{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    width:100%; }
+  .bp3-tag.bp3-minimal > .bp3-icon, .bp3-tag.bp3-minimal .bp3-icon-standard, .bp3-tag.bp3-minimal .bp3-icon-large{
+    fill:#5c7080; }
+  .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]){
+    background-color:rgba(138, 155, 168, 0.2);
+    color:#182026; }
+    .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive:hover{
+        background-color:rgba(92, 112, 128, 0.3); }
+      .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive.bp3-active, .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive:active{
+        background-color:rgba(92, 112, 128, 0.4); }
+    .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]){
+      color:#f5f8fa; }
+      .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive:hover{
+          background-color:rgba(191, 204, 214, 0.3); }
+        .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive:active{
+          background-color:rgba(191, 204, 214, 0.4); }
+      .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]) > .bp3-icon, .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]) .bp3-icon-standard, .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]) .bp3-icon-large{
+        fill:#a7b6c2; }
+  .bp3-tag.bp3-minimal.bp3-intent-primary{
+    background-color:rgba(19, 124, 189, 0.15);
+    color:#106ba3; }
+    .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:hover{
+        background-color:rgba(19, 124, 189, 0.25); }
+      .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:active{
+        background-color:rgba(19, 124, 189, 0.35); }
+    .bp3-tag.bp3-minimal.bp3-intent-primary > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-primary .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-primary .bp3-icon-large{
+      fill:#137cbd; }
+    .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary{
+      background-color:rgba(19, 124, 189, 0.25);
+      color:#48aff0; }
+      .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:hover{
+          background-color:rgba(19, 124, 189, 0.35); }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:active{
+          background-color:rgba(19, 124, 189, 0.45); }
+  .bp3-tag.bp3-minimal.bp3-intent-success{
+    background-color:rgba(15, 153, 96, 0.15);
+    color:#0d8050; }
+    .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:hover{
+        background-color:rgba(15, 153, 96, 0.25); }
+      .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:active{
+        background-color:rgba(15, 153, 96, 0.35); }
+    .bp3-tag.bp3-minimal.bp3-intent-success > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-success .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-success .bp3-icon-large{
+      fill:#0f9960; }
+    .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success{
+      background-color:rgba(15, 153, 96, 0.25);
+      color:#3dcc91; }
+      .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:hover{
+          background-color:rgba(15, 153, 96, 0.35); }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:active{
+          background-color:rgba(15, 153, 96, 0.45); }
+  .bp3-tag.bp3-minimal.bp3-intent-warning{
+    background-color:rgba(217, 130, 43, 0.15);
+    color:#bf7326; }
+    .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:hover{
+        background-color:rgba(217, 130, 43, 0.25); }
+      .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:active{
+        background-color:rgba(217, 130, 43, 0.35); }
+    .bp3-tag.bp3-minimal.bp3-intent-warning > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-warning .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-warning .bp3-icon-large{
+      fill:#d9822b; }
+    .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning{
+      background-color:rgba(217, 130, 43, 0.25);
+      color:#ffb366; }
+      .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:hover{
+          background-color:rgba(217, 130, 43, 0.35); }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:active{
+          background-color:rgba(217, 130, 43, 0.45); }
+  .bp3-tag.bp3-minimal.bp3-intent-danger{
+    background-color:rgba(219, 55, 55, 0.15);
+    color:#c23030; }
+    .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:hover{
+        background-color:rgba(219, 55, 55, 0.25); }
+      .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:active{
+        background-color:rgba(219, 55, 55, 0.35); }
+    .bp3-tag.bp3-minimal.bp3-intent-danger > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-danger .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-danger .bp3-icon-large{
+      fill:#db3737; }
+    .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger{
+      background-color:rgba(219, 55, 55, 0.25);
+      color:#ff7373; }
+      .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:hover{
+          background-color:rgba(219, 55, 55, 0.35); }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:active{
+          background-color:rgba(219, 55, 55, 0.45); }
+
+.bp3-tag-remove{
+  background:none;
+  border:none;
+  color:inherit;
+  cursor:pointer;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  margin-bottom:-2px;
+  margin-right:-6px !important;
+  margin-top:-2px;
+  opacity:0.5;
+  padding:2px;
+  padding-left:0; }
+  .bp3-tag-remove:hover{
+    background:none;
+    opacity:0.8;
+    text-decoration:none; }
+  .bp3-tag-remove:active{
+    opacity:1; }
+  .bp3-tag-remove:empty::before{
+    font-family:"Icons16", sans-serif;
+    font-size:16px;
+    font-style:normal;
+    font-weight:400;
+    line-height:1;
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased;
+    content:""; }
+  .bp3-large .bp3-tag-remove{
+    margin-right:-10px !important;
+    padding:0 5px 0 0; }
+    .bp3-large .bp3-tag-remove:empty::before{
+      font-family:"Icons20", sans-serif;
+      font-size:20px;
+      font-style:normal;
+      font-weight:400;
+      line-height:1; }
+.bp3-tag-input{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:start;
+      -ms-flex-align:start;
+          align-items:flex-start;
+  cursor:text;
+  height:auto;
+  line-height:inherit;
+  min-height:30px;
+  padding-left:5px;
+  padding-right:0; }
+  .bp3-tag-input > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-tag-input > .bp3-tag-input-values{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-tag-input .bp3-tag-input-icon{
+    color:#5c7080;
+    margin-left:2px;
+    margin-right:7px;
+    margin-top:7px; }
+  .bp3-tag-input .bp3-tag-input-values{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-orient:horizontal;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:row;
+            flex-direction:row;
+    -webkit-box-align:center;
+        -ms-flex-align:center;
+            align-items:center;
+    -ms-flex-item-align:stretch;
+        align-self:stretch;
+    -ms-flex-wrap:wrap;
+        flex-wrap:wrap;
+    margin-right:7px;
+    margin-top:5px;
+    min-width:0; }
+    .bp3-tag-input .bp3-tag-input-values > *{
+      -webkit-box-flex:0;
+          -ms-flex-positive:0;
+              flex-grow:0;
+      -ms-flex-negative:0;
+          flex-shrink:0; }
+    .bp3-tag-input .bp3-tag-input-values > .bp3-fill{
+      -webkit-box-flex:1;
+          -ms-flex-positive:1;
+              flex-grow:1;
+      -ms-flex-negative:1;
+          flex-shrink:1; }
+    .bp3-tag-input .bp3-tag-input-values::before,
+    .bp3-tag-input .bp3-tag-input-values > *{
+      margin-right:5px; }
+    .bp3-tag-input .bp3-tag-input-values:empty::before,
+    .bp3-tag-input .bp3-tag-input-values > :last-child{
+      margin-right:0; }
+    .bp3-tag-input .bp3-tag-input-values:first-child .bp3-input-ghost:first-child{
+      padding-left:5px; }
+    .bp3-tag-input .bp3-tag-input-values > *{
+      margin-bottom:5px; }
+  .bp3-tag-input .bp3-tag{
+    overflow-wrap:break-word; }
+    .bp3-tag-input .bp3-tag.bp3-active{
+      outline:rgba(19, 124, 189, 0.6) auto 2px;
+      outline-offset:0;
+      -moz-outline-radius:6px; }
+  .bp3-tag-input .bp3-input-ghost{
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    line-height:20px;
+    width:80px; }
+    .bp3-tag-input .bp3-input-ghost:disabled, .bp3-tag-input .bp3-input-ghost.bp3-disabled{
+      cursor:not-allowed; }
+  .bp3-tag-input .bp3-button,
+  .bp3-tag-input .bp3-spinner{
+    margin:3px;
+    margin-left:0; }
+  .bp3-tag-input .bp3-button{
+    min-height:24px;
+    min-width:24px;
+    padding:0 7px; }
+  .bp3-tag-input.bp3-large{
+    height:auto;
+    min-height:40px; }
+    .bp3-tag-input.bp3-large::before,
+    .bp3-tag-input.bp3-large > *{
+      margin-right:10px; }
+    .bp3-tag-input.bp3-large:empty::before,
+    .bp3-tag-input.bp3-large > :last-child{
+      margin-right:0; }
+    .bp3-tag-input.bp3-large .bp3-tag-input-icon{
+      margin-left:5px;
+      margin-top:10px; }
+    .bp3-tag-input.bp3-large .bp3-input-ghost{
+      line-height:30px; }
+    .bp3-tag-input.bp3-large .bp3-button{
+      min-height:30px;
+      min-width:30px;
+      padding:5px 10px;
+      margin:5px;
+      margin-left:0; }
+    .bp3-tag-input.bp3-large .bp3-spinner{
+      margin:8px;
+      margin-left:0; }
+  .bp3-tag-input.bp3-active{
+    background-color:#ffffff;
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-tag-input.bp3-active.bp3-intent-primary{
+      -webkit-box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-tag-input.bp3-active.bp3-intent-success{
+      -webkit-box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-tag-input.bp3-active.bp3-intent-warning{
+      -webkit-box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-tag-input.bp3-active.bp3-intent-danger{
+      -webkit-box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-tag-input .bp3-tag-input-icon, .bp3-tag-input.bp3-dark .bp3-tag-input-icon{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-tag-input .bp3-input-ghost, .bp3-tag-input.bp3-dark .bp3-input-ghost{
+    color:#f5f8fa; }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost::-webkit-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-webkit-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost::-moz-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-moz-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost:-ms-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost:-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost::-ms-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost::placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+  .bp3-dark .bp3-tag-input.bp3-active, .bp3-tag-input.bp3-dark.bp3-active{
+    background-color:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-primary, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-primary{
+      -webkit-box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-success, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-success{
+      -webkit-box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-warning, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-warning{
+      -webkit-box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-danger, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-danger{
+      -webkit-box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+
+.bp3-input-ghost{
+  background:none;
+  border:none;
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  padding:0; }
+  .bp3-input-ghost::-webkit-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost::-moz-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost:-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost::-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost::placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost:focus{
+    outline:none !important; }
+.bp3-toast{
+  -webkit-box-align:start;
+      -ms-flex-align:start;
+          align-items:flex-start;
+  background-color:#ffffff;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  margin:20px 0 0;
+  max-width:500px;
+  min-width:300px;
+  pointer-events:all;
+  position:relative !important; }
+  .bp3-toast.bp3-toast-enter, .bp3-toast.bp3-toast-appear{
+    -webkit-transform:translateY(-40px);
+            transform:translateY(-40px); }
+  .bp3-toast.bp3-toast-enter-active, .bp3-toast.bp3-toast-appear-active{
+    -webkit-transform:translateY(0);
+            transform:translateY(0);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-toast.bp3-toast-enter ~ .bp3-toast, .bp3-toast.bp3-toast-appear ~ .bp3-toast{
+    -webkit-transform:translateY(-40px);
+            transform:translateY(-40px); }
+  .bp3-toast.bp3-toast-enter-active ~ .bp3-toast, .bp3-toast.bp3-toast-appear-active ~ .bp3-toast{
+    -webkit-transform:translateY(0);
+            transform:translateY(0);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-toast.bp3-toast-exit{
+    opacity:1;
+    -webkit-filter:blur(0);
+            filter:blur(0); }
+  .bp3-toast.bp3-toast-exit-active{
+    opacity:0;
+    -webkit-filter:blur(10px);
+            filter:blur(10px);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:opacity, -webkit-filter;
+    transition-property:opacity, -webkit-filter;
+    transition-property:opacity, filter;
+    transition-property:opacity, filter, -webkit-filter;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-toast.bp3-toast-exit ~ .bp3-toast{
+    -webkit-transform:translateY(0);
+            transform:translateY(0); }
+  .bp3-toast.bp3-toast-exit-active ~ .bp3-toast{
+    -webkit-transform:translateY(-40px);
+            transform:translateY(-40px);
+    -webkit-transition-delay:50ms;
+            transition-delay:50ms;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-toast .bp3-button-group{
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    padding:5px;
+    padding-left:0; }
+  .bp3-toast > .bp3-icon{
+    color:#5c7080;
+    margin:12px;
+    margin-right:0; }
+  .bp3-toast.bp3-dark,
+  .bp3-dark .bp3-toast{
+    background-color:#394b59;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+    .bp3-toast.bp3-dark > .bp3-icon,
+    .bp3-dark .bp3-toast > .bp3-icon{
+      color:#a7b6c2; }
+  .bp3-toast[class*="bp3-intent-"] a{
+    color:rgba(255, 255, 255, 0.7); }
+    .bp3-toast[class*="bp3-intent-"] a:hover{
+      color:#ffffff; }
+  .bp3-toast[class*="bp3-intent-"] > .bp3-icon{
+    color:#ffffff; }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button, .bp3-toast[class*="bp3-intent-"] .bp3-button::before,
+  .bp3-toast[class*="bp3-intent-"] .bp3-button .bp3-icon, .bp3-toast[class*="bp3-intent-"] .bp3-button:active{
+    color:rgba(255, 255, 255, 0.7) !important; }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button:focus{
+    outline-color:rgba(255, 255, 255, 0.5); }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button:hover{
+    background-color:rgba(255, 255, 255, 0.15) !important;
+    color:#ffffff !important; }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button:active{
+    background-color:rgba(255, 255, 255, 0.3) !important;
+    color:#ffffff !important; }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button::after{
+    background:rgba(255, 255, 255, 0.3) !important; }
+  .bp3-toast.bp3-intent-primary{
+    background-color:#137cbd;
+    color:#ffffff; }
+  .bp3-toast.bp3-intent-success{
+    background-color:#0f9960;
+    color:#ffffff; }
+  .bp3-toast.bp3-intent-warning{
+    background-color:#d9822b;
+    color:#ffffff; }
+  .bp3-toast.bp3-intent-danger{
+    background-color:#db3737;
+    color:#ffffff; }
+
+.bp3-toast-message{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto;
+  padding:11px;
+  word-break:break-word; }
+
+.bp3-toast-container{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box !important;
+  display:-ms-flexbox !important;
+  display:flex !important;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  left:0;
+  overflow:hidden;
+  padding:0 20px 20px;
+  pointer-events:none;
+  position:fixed;
+  right:0;
+  z-index:40; }
+  .bp3-toast-container.bp3-toast-container-top{
+    top:0; }
+  .bp3-toast-container.bp3-toast-container-bottom{
+    bottom:0;
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:reverse;
+        -ms-flex-direction:column-reverse;
+            flex-direction:column-reverse;
+    top:auto; }
+  .bp3-toast-container.bp3-toast-container-left{
+    -webkit-box-align:start;
+        -ms-flex-align:start;
+            align-items:flex-start; }
+  .bp3-toast-container.bp3-toast-container-right{
+    -webkit-box-align:end;
+        -ms-flex-align:end;
+            align-items:flex-end; }
+
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-enter:not(.bp3-toast-enter-active),
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-enter:not(.bp3-toast-enter-active) ~ .bp3-toast, .bp3-toast-container-bottom .bp3-toast.bp3-toast-appear:not(.bp3-toast-appear-active),
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-appear:not(.bp3-toast-appear-active) ~ .bp3-toast,
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-exit-active ~ .bp3-toast,
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-leave-active ~ .bp3-toast{
+  -webkit-transform:translateY(60px);
+          transform:translateY(60px); }
+.bp3-tooltip{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+  -webkit-transform:scale(1);
+          transform:scale(1); }
+  .bp3-tooltip .bp3-popover-arrow{
+    height:22px;
+    position:absolute;
+    width:22px; }
+    .bp3-tooltip .bp3-popover-arrow::before{
+      height:14px;
+      margin:4px;
+      width:14px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip{
+    margin-bottom:11px;
+    margin-top:-11px; }
+    .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow{
+      bottom:-8px; }
+      .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(-90deg);
+                transform:rotate(-90deg); }
+  .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip{
+    margin-left:11px; }
+    .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow{
+      left:-8px; }
+      .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(0);
+                transform:rotate(0); }
+  .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip{
+    margin-top:11px; }
+    .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow{
+      top:-8px; }
+      .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(90deg);
+                transform:rotate(90deg); }
+  .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip{
+    margin-left:-11px;
+    margin-right:11px; }
+    .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow{
+      right:-8px; }
+      .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(180deg);
+                transform:rotate(180deg); }
+  .bp3-tether-element-attached-middle > .bp3-tooltip > .bp3-popover-arrow{
+    top:50%;
+    -webkit-transform:translateY(-50%);
+            transform:translateY(-50%); }
+  .bp3-tether-element-attached-center > .bp3-tooltip > .bp3-popover-arrow{
+    right:50%;
+    -webkit-transform:translateX(50%);
+            transform:translateX(50%); }
+  .bp3-tether-element-attached-top.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow{
+    top:-0.22183px; }
+  .bp3-tether-element-attached-right.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow{
+    right:-0.22183px; }
+  .bp3-tether-element-attached-left.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow{
+    left:-0.22183px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow{
+    bottom:-0.22183px; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-left > .bp3-tooltip{
+    -webkit-transform-origin:top left;
+            transform-origin:top left; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-center > .bp3-tooltip{
+    -webkit-transform-origin:top center;
+            transform-origin:top center; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-right > .bp3-tooltip{
+    -webkit-transform-origin:top right;
+            transform-origin:top right; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-left > .bp3-tooltip{
+    -webkit-transform-origin:center left;
+            transform-origin:center left; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-center > .bp3-tooltip{
+    -webkit-transform-origin:center center;
+            transform-origin:center center; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-right > .bp3-tooltip{
+    -webkit-transform-origin:center right;
+            transform-origin:center right; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-left > .bp3-tooltip{
+    -webkit-transform-origin:bottom left;
+            transform-origin:bottom left; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-center > .bp3-tooltip{
+    -webkit-transform-origin:bottom center;
+            transform-origin:bottom center; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-right > .bp3-tooltip{
+    -webkit-transform-origin:bottom right;
+            transform-origin:bottom right; }
+  .bp3-tooltip .bp3-popover-content{
+    background:#394b59;
+    color:#f5f8fa; }
+  .bp3-tooltip .bp3-popover-arrow::before{
+    -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2);
+            box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2); }
+  .bp3-tooltip .bp3-popover-arrow-border{
+    fill:#10161a;
+    fill-opacity:0.1; }
+  .bp3-tooltip .bp3-popover-arrow-fill{
+    fill:#394b59; }
+  .bp3-popover-enter > .bp3-tooltip, .bp3-popover-appear > .bp3-tooltip{
+    -webkit-transform:scale(0.8);
+            transform:scale(0.8); }
+  .bp3-popover-enter-active > .bp3-tooltip, .bp3-popover-appear-active > .bp3-tooltip{
+    -webkit-transform:scale(1);
+            transform:scale(1);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-popover-exit > .bp3-tooltip{
+    -webkit-transform:scale(1);
+            transform:scale(1); }
+  .bp3-popover-exit-active > .bp3-tooltip{
+    -webkit-transform:scale(0.8);
+            transform:scale(0.8);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-tooltip .bp3-popover-content{
+    padding:10px 12px; }
+  .bp3-tooltip.bp3-dark,
+  .bp3-dark .bp3-tooltip{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+    .bp3-tooltip.bp3-dark .bp3-popover-content,
+    .bp3-dark .bp3-tooltip .bp3-popover-content{
+      background:#e1e8ed;
+      color:#394b59; }
+    .bp3-tooltip.bp3-dark .bp3-popover-arrow::before,
+    .bp3-dark .bp3-tooltip .bp3-popover-arrow::before{
+      -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4);
+              box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4); }
+    .bp3-tooltip.bp3-dark .bp3-popover-arrow-border,
+    .bp3-dark .bp3-tooltip .bp3-popover-arrow-border{
+      fill:#10161a;
+      fill-opacity:0.2; }
+    .bp3-tooltip.bp3-dark .bp3-popover-arrow-fill,
+    .bp3-dark .bp3-tooltip .bp3-popover-arrow-fill{
+      fill:#e1e8ed; }
+  .bp3-tooltip.bp3-intent-primary .bp3-popover-content{
+    background:#137cbd;
+    color:#ffffff; }
+  .bp3-tooltip.bp3-intent-primary .bp3-popover-arrow-fill{
+    fill:#137cbd; }
+  .bp3-tooltip.bp3-intent-success .bp3-popover-content{
+    background:#0f9960;
+    color:#ffffff; }
+  .bp3-tooltip.bp3-intent-success .bp3-popover-arrow-fill{
+    fill:#0f9960; }
+  .bp3-tooltip.bp3-intent-warning .bp3-popover-content{
+    background:#d9822b;
+    color:#ffffff; }
+  .bp3-tooltip.bp3-intent-warning .bp3-popover-arrow-fill{
+    fill:#d9822b; }
+  .bp3-tooltip.bp3-intent-danger .bp3-popover-content{
+    background:#db3737;
+    color:#ffffff; }
+  .bp3-tooltip.bp3-intent-danger .bp3-popover-arrow-fill{
+    fill:#db3737; }
+
+.bp3-tooltip-indicator{
+  border-bottom:dotted 1px;
+  cursor:help; }
+.bp3-tree .bp3-icon, .bp3-tree .bp3-icon-standard, .bp3-tree .bp3-icon-large{
+  color:#5c7080; }
+  .bp3-tree .bp3-icon.bp3-intent-primary, .bp3-tree .bp3-icon-standard.bp3-intent-primary, .bp3-tree .bp3-icon-large.bp3-intent-primary{
+    color:#137cbd; }
+  .bp3-tree .bp3-icon.bp3-intent-success, .bp3-tree .bp3-icon-standard.bp3-intent-success, .bp3-tree .bp3-icon-large.bp3-intent-success{
+    color:#0f9960; }
+  .bp3-tree .bp3-icon.bp3-intent-warning, .bp3-tree .bp3-icon-standard.bp3-intent-warning, .bp3-tree .bp3-icon-large.bp3-intent-warning{
+    color:#d9822b; }
+  .bp3-tree .bp3-icon.bp3-intent-danger, .bp3-tree .bp3-icon-standard.bp3-intent-danger, .bp3-tree .bp3-icon-large.bp3-intent-danger{
+    color:#db3737; }
+
+.bp3-tree-node-list{
+  list-style:none;
+  margin:0;
+  padding-left:0; }
+
+.bp3-tree-root{
+  background-color:transparent;
+  cursor:default;
+  padding-left:0;
+  position:relative; }
+
+.bp3-tree-node-content-0{
+  padding-left:0px; }
+
+.bp3-tree-node-content-1{
+  padding-left:23px; }
+
+.bp3-tree-node-content-2{
+  padding-left:46px; }
+
+.bp3-tree-node-content-3{
+  padding-left:69px; }
+
+.bp3-tree-node-content-4{
+  padding-left:92px; }
+
+.bp3-tree-node-content-5{
+  padding-left:115px; }
+
+.bp3-tree-node-content-6{
+  padding-left:138px; }
+
+.bp3-tree-node-content-7{
+  padding-left:161px; }
+
+.bp3-tree-node-content-8{
+  padding-left:184px; }
+
+.bp3-tree-node-content-9{
+  padding-left:207px; }
+
+.bp3-tree-node-content-10{
+  padding-left:230px; }
+
+.bp3-tree-node-content-11{
+  padding-left:253px; }
+
+.bp3-tree-node-content-12{
+  padding-left:276px; }
+
+.bp3-tree-node-content-13{
+  padding-left:299px; }
+
+.bp3-tree-node-content-14{
+  padding-left:322px; }
+
+.bp3-tree-node-content-15{
+  padding-left:345px; }
+
+.bp3-tree-node-content-16{
+  padding-left:368px; }
+
+.bp3-tree-node-content-17{
+  padding-left:391px; }
+
+.bp3-tree-node-content-18{
+  padding-left:414px; }
+
+.bp3-tree-node-content-19{
+  padding-left:437px; }
+
+.bp3-tree-node-content-20{
+  padding-left:460px; }
+
+.bp3-tree-node-content{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  height:30px;
+  padding-right:5px;
+  width:100%; }
+  .bp3-tree-node-content:hover{
+    background-color:rgba(191, 204, 214, 0.4); }
+
+.bp3-tree-node-caret,
+.bp3-tree-node-caret-none{
+  min-width:30px; }
+
+.bp3-tree-node-caret{
+  color:#5c7080;
+  cursor:pointer;
+  padding:7px;
+  -webkit-transform:rotate(0deg);
+          transform:rotate(0deg);
+  -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-tree-node-caret:hover{
+    color:#182026; }
+  .bp3-dark .bp3-tree-node-caret{
+    color:#a7b6c2; }
+    .bp3-dark .bp3-tree-node-caret:hover{
+      color:#f5f8fa; }
+  .bp3-tree-node-caret.bp3-tree-node-caret-open{
+    -webkit-transform:rotate(90deg);
+            transform:rotate(90deg); }
+  .bp3-tree-node-caret.bp3-icon-standard::before{
+    content:""; }
+
+.bp3-tree-node-icon{
+  margin-right:7px;
+  position:relative; }
+
+.bp3-tree-node-label{
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal;
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto;
+  position:relative;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-tree-node-label span{
+    display:inline; }
+
+.bp3-tree-node-secondary-label{
+  padding:0 5px;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-tree-node-secondary-label .bp3-popover-wrapper,
+  .bp3-tree-node-secondary-label .bp3-popover-target{
+    -webkit-box-align:center;
+        -ms-flex-align:center;
+            align-items:center;
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex; }
+
+.bp3-tree-node.bp3-disabled .bp3-tree-node-content{
+  background-color:inherit;
+  color:rgba(92, 112, 128, 0.6);
+  cursor:not-allowed; }
+
+.bp3-tree-node.bp3-disabled .bp3-tree-node-caret,
+.bp3-tree-node.bp3-disabled .bp3-tree-node-icon{
+  color:rgba(92, 112, 128, 0.6);
+  cursor:not-allowed; }
+
+.bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content{
+  background-color:#137cbd; }
+  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content,
+  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon, .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon-standard, .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon-large{
+    color:#ffffff; }
+  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-tree-node-caret::before{
+    color:rgba(255, 255, 255, 0.7); }
+  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-tree-node-caret:hover::before{
+    color:#ffffff; }
+
+.bp3-dark .bp3-tree-node-content:hover{
+  background-color:rgba(92, 112, 128, 0.3); }
+
+.bp3-dark .bp3-tree .bp3-icon, .bp3-dark .bp3-tree .bp3-icon-standard, .bp3-dark .bp3-tree .bp3-icon-large{
+  color:#a7b6c2; }
+  .bp3-dark .bp3-tree .bp3-icon.bp3-intent-primary, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-primary, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-primary{
+    color:#137cbd; }
+  .bp3-dark .bp3-tree .bp3-icon.bp3-intent-success, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-success, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-success{
+    color:#0f9960; }
+  .bp3-dark .bp3-tree .bp3-icon.bp3-intent-warning, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-warning, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-warning{
+    color:#d9822b; }
+  .bp3-dark .bp3-tree .bp3-icon.bp3-intent-danger, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-danger, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-danger{
+    color:#db3737; }
+
+.bp3-dark .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content{
+  background-color:#137cbd; }
+.bp3-omnibar{
+  -webkit-filter:blur(0);
+          filter:blur(0);
+  opacity:1;
+  background-color:#ffffff;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+  left:calc(50% - 250px);
+  top:20vh;
+  width:500px;
+  z-index:21; }
+  .bp3-omnibar.bp3-overlay-enter, .bp3-omnibar.bp3-overlay-appear{
+    -webkit-filter:blur(20px);
+            filter:blur(20px);
+    opacity:0.2; }
+  .bp3-omnibar.bp3-overlay-enter-active, .bp3-omnibar.bp3-overlay-appear-active{
+    -webkit-filter:blur(0);
+            filter:blur(0);
+    opacity:1;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:200ms;
+            transition-duration:200ms;
+    -webkit-transition-property:opacity, -webkit-filter;
+    transition-property:opacity, -webkit-filter;
+    transition-property:filter, opacity;
+    transition-property:filter, opacity, -webkit-filter;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-omnibar.bp3-overlay-exit{
+    -webkit-filter:blur(0);
+            filter:blur(0);
+    opacity:1; }
+  .bp3-omnibar.bp3-overlay-exit-active{
+    -webkit-filter:blur(20px);
+            filter:blur(20px);
+    opacity:0.2;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:200ms;
+            transition-duration:200ms;
+    -webkit-transition-property:opacity, -webkit-filter;
+    transition-property:opacity, -webkit-filter;
+    transition-property:filter, opacity;
+    transition-property:filter, opacity, -webkit-filter;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-omnibar .bp3-input{
+    background-color:transparent;
+    border-radius:0; }
+    .bp3-omnibar .bp3-input, .bp3-omnibar .bp3-input:focus{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-omnibar .bp3-menu{
+    background-color:transparent;
+    border-radius:0;
+    -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
+            box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
+    max-height:calc(60vh - 40px);
+    overflow:auto; }
+    .bp3-omnibar .bp3-menu:empty{
+      display:none; }
+  .bp3-dark .bp3-omnibar, .bp3-omnibar.bp3-dark{
+    background-color:#30404d;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4); }
+
+.bp3-omnibar-overlay .bp3-overlay-backdrop{
+  background-color:rgba(16, 22, 26, 0.2); }
+
+.bp3-select-popover .bp3-popover-content{
+  padding:5px; }
+
+.bp3-select-popover .bp3-input-group{
+  margin-bottom:0; }
+
+.bp3-select-popover .bp3-menu{
+  max-height:300px;
+  max-width:400px;
+  overflow:auto;
+  padding:0; }
+  .bp3-select-popover .bp3-menu:not(:first-child){
+    padding-top:5px; }
+
+.bp3-multi-select{
+  min-width:150px; }
+
+.bp3-multi-select-popover .bp3-menu{
+  max-height:300px;
+  max-width:400px;
+  overflow:auto; }
+
+.bp3-select-popover .bp3-popover-content{
+  padding:5px; }
+
+.bp3-select-popover .bp3-input-group{
+  margin-bottom:0; }
+
+.bp3-select-popover .bp3-menu{
+  max-height:300px;
+  max-width:400px;
+  overflow:auto;
+  padding:0; }
+  .bp3-select-popover .bp3-menu:not(:first-child){
+    padding-top:5px; }
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* This file was auto-generated by ensureUiComponents() in @jupyterlab/buildutils */
+
+/**
+ * (DEPRECATED) Support for consuming icons as CSS background images
+ */
+
+/* Icons urls */
+
+:root {
+  --jp-icon-add: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bug: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTIwIDhoLTIuODFjLS40NS0uNzgtMS4wNy0xLjQ1LTEuODItMS45NkwxNyA0LjQxIDE1LjU5IDNsLTIuMTcgMi4xN0MxMi45NiA1LjA2IDEyLjQ5IDUgMTIgNWMtLjQ5IDAtLjk2LjA2LTEuNDEuMTdMOC40MSAzIDcgNC40MWwxLjYyIDEuNjNDNy44OCA2LjU1IDcuMjYgNy4yMiA2LjgxIDhINHYyaDIuMDljLS4wNS4zMy0uMDkuNjYtLjA5IDF2MUg0djJoMnYxYzAgLjM0LjA0LjY3LjA5IDFINHYyaDIuODFjMS4wNCAxLjc5IDIuOTcgMyA1LjE5IDNzNC4xNS0xLjIxIDUuMTktM0gyMHYtMmgtMi4wOWMuMDUtLjMzLjA5LS42Ni4wOS0xdi0xaDJ2LTJoLTJ2LTFjMC0uMzQtLjA0LS42Ny0uMDktMUgyMFY4em0tNiA4aC00di0yaDR2MnptMC00aC00di0yaDR2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-build: url(data:image/svg+xml;base64,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);
+  --jp-icon-caret-down-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iOS45LDEzLjYgMy42LDcuNCA0LjQsNi42IDkuOSwxMi4yIDE1LjQsNi43IDE2LjEsNy40ICIvPgoJPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNS45TDksOS43bDMuOC0zLjhsMS4yLDEuMmwtNC45LDVsLTQuOS01TDUuMiw1Ljl6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNy41TDksMTEuMmwzLjgtMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-left: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik0xMC44LDEyLjhMNy4xLDlsMy44LTMuOGwwLDcuNkgxMC44eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-right: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik03LjIsNS4yTDEwLjksOWwtMy44LDMuOFY1LjJINy4yeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-up-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iMTUuNCwxMy4zIDkuOSw3LjcgNC40LDEzLjIgMy42LDEyLjUgOS45LDYuMyAxNi4xLDEyLjYgIi8+Cgk8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-up: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik01LjIsMTAuNUw5LDYuOGwzLjgsMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-case-sensitive: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KICA8ZyBjbGFzcz0ianAtaWNvbjIiIGZpbGw9IiM0MTQxNDEiPgogICAgPHJlY3QgeD0iMiIgeT0iMiIgd2lkdGg9IjE2IiBoZWlnaHQ9IjE2Ii8+CiAgPC9nPgogIDxnIGNsYXNzPSJqcC1pY29uLWFjY2VudDIiIGZpbGw9IiNGRkYiPgogICAgPHBhdGggZD0iTTcuNiw4aDAuOWwzLjUsOGgtMS4xTDEwLDE0SDZsLTAuOSwySDRMNy42LDh6IE04LDkuMUw2LjQsMTNoMy4yTDgsOS4xeiIvPgogICAgPHBhdGggZD0iTTE2LjYsOS44Yy0wLjIsMC4xLTAuNCwwLjEtMC43LDAuMWMtMC4yLDAtMC40LTAuMS0wLjYtMC4yYy0wLjEtMC4xLTAuMi0wLjQtMC4yLTAuNyBjLTAuMywwLjMtMC42LDAuNS0wLjksMC43Yy0wLjMsMC4xLTAuNywwLjItMS4xLDAuMmMtMC4zLDAtMC41LDAtMC43LTAuMWMtMC4yLTAuMS0wLjQtMC4yLTAuNi0wLjNjLTAuMi0wLjEtMC4zLTAuMy0wLjQtMC41IGMtMC4xLTAuMi0wLjEtMC40LTAuMS0wLjdjMC0wLjMsMC4xLTAuNiwwLjItMC44YzAuMS0wLjIsMC4zLTAuNCwwLjQtMC41QzEyLDcsMTIuMiw2LjksMTIuNSw2LjhjMC4yLTAuMSwwLjUtMC4xLDAuNy0wLjIgYzAuMy0wLjEsMC41LTAuMSwwLjctMC4xYzAuMiwwLDAuNC0wLjEsMC42LTAuMWMwLjIsMCwwLjMtMC4xLDAuNC0wLjJjMC4xLTAuMSwwLjItMC4yLDAuMi0wLjRjMC0xLTEuMS0xLTEuMy0xIGMtMC40LDAtMS40LDAtMS40LDEuMmgtMC45YzAtMC40LDAuMS0wLjcsMC4yLTFjMC4xLTAuMiwwLjMtMC40LDAuNS0wLjZjMC4yLTAuMiwwLjUtMC4zLDAuOC0wLjNDMTMuMyw0LDEzLjYsNCwxMy45LDQgYzAuMywwLDAuNSwwLDAuOCwwLjFjMC4zLDAsMC41LDAuMSwwLjcsMC4yYzAuMiwwLjEsMC40LDAuMywwLjUsMC41QzE2LDUsMTYsNS4yLDE2LDUuNnYyLjljMCwwLjIsMCwwLjQsMCwwLjUgYzAsMC4xLDAuMSwwLjIsMC4zLDAuMmMwLjEsMCwwLjIsMCwwLjMsMFY5Ljh6IE0xNS4yLDYuOWMtMS4yLDAuNi0zLjEsMC4yLTMuMSwxLjRjMCwxLjQsMy4xLDEsMy4xLTAuNVY2Ljl6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-check: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTkgMTYuMTdMNC44MyAxMmwtMS40MiAxLjQxTDkgMTkgMjEgN2wtMS40MS0xLjQxeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-circle-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDJDNi40NyAyIDIgNi40NyAyIDEyczQuNDcgMTAgMTAgMTAgMTAtNC40NyAxMC0xMFMxNy41MyAyIDEyIDJ6bTAgMThjLTQuNDEgMC04LTMuNTktOC04czMuNTktOCA4LTggOCAzLjU5IDggOC0zLjU5IDgtOCA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-circle: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iOSIgY3k9IjkiIHI9IjgiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-clear: url(data:image/svg+xml;base64,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);
+  --jp-icon-close: url(data:image/svg+xml;base64,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);
+  --jp-icon-code: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjIiIGhlaWdodD0iMjIiIHZpZXdCb3g9IjAgMCAyOCAyOCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CgkJPHBhdGggZD0iTTExLjQgMTguNkw2LjggMTRMMTEuNCA5LjRMMTAgOEw0IDE0TDEwIDIwTDExLjQgMTguNlpNMTYuNiAxOC42TDIxLjIgMTRMMTYuNiA5LjRMMTggOEwyNCAxNEwxOCAyMEwxNi42IDE4LjZWMTguNloiLz4KCTwvZz4KPC9zdmc+Cg==);
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+  --jp-icon-cut: url(data:image/svg+xml;base64,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);
+  --jp-icon-download: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDloLTRWM0g5djZINWw3IDcgNy03ek01IDE4djJoMTR2LTJINXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-edit: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTMgMTcuMjVWMjFoMy43NUwxNy44MSA5Ljk0bC0zLjc1LTMuNzVMMyAxNy4yNXpNMjAuNzEgNy4wNGMuMzktLjM5LjM5LTEuMDIgMC0xLjQxbC0yLjM0LTIuMzRjLS4zOS0uMzktMS4wMi0uMzktMS40MSAwbC0xLjgzIDEuODMgMy43NSAzLjc1IDEuODMtMS44M3oiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-ellipses: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iNSIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxMiIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxOSIgY3k9IjEyIiByPSIyIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-extension: url(data:image/svg+xml;base64,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);
+  --jp-icon-fast-forward: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIyNCIgaGVpZ2h0PSIyNCIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTQgMThsOC41LTZMNCA2djEyem05LTEydjEybDguNS02TDEzIDZ6Ii8+CiAgICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-file-upload: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTkgMTZoNnYtNmg0bC03LTctNyA3aDR6bS00IDJoMTR2Mkg1eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-file: url(data:image/svg+xml;base64,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);
+  --jp-icon-filter-list: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEwIDE4aDR2LTJoLTR2MnpNMyA2djJoMThWNkgzem0zIDdoMTJ2LTJINnYyeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-folder: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY4YzAtMS4xLS45LTItMi0yaC04bC0yLTJ6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-html5: url(data:image/svg+xml;base64,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);
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+  --jp-icon-jupyter-favicon: url(data:image/svg+xml;base64,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);
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+  --jp-icon-jupyterlab-wordmark: 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+  --jp-icon-kernel: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiIgZmlsbD0iIzYxNjE2MSIgZD0iTTE1IDlIOXY2aDZWOXptLTIgNGgtMnYtMmgydjJ6bTgtMlY5aC0yVjdjMC0xLjEtLjktMi0yLTJoLTJWM2gtMnYyaC0yVjNIOXYySDdjLTEuMSAwLTIgLjktMiAydjJIM3YyaDJ2MkgzdjJoMnYyYzAgMS4xLjkgMiAyIDJoMnYyaDJ2LTJoMnYyaDJ2LTJoMmMxLjEgMCAyLS45IDItMnYtMmgydi0yaC0ydi0yaDJ6bS00IDZIN1Y3aDEwdjEweiIvPgo8L3N2Zz4K);
+  --jp-icon-keyboard: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMjAgNUg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMTdjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY3YzAtMS4xLS45LTItMi0yem0tOSAzaDJ2MmgtMlY4em0wIDNoMnYyaC0ydi0yek04IDhoMnYySDhWOHptMCAzaDJ2Mkg4di0yem0tMSAySDV2LTJoMnYyem0wLTNINVY4aDJ2MnptOSA3SDh2LTJoOHYyem0wLTRoLTJ2LTJoMnYyem0wLTNoLTJWOGgydjJ6bTMgM2gtMnYtMmgydjJ6bTAtM2gtMlY4aDJ2MnoiLz4KPC9zdmc+Cg==);
+  --jp-icon-launcher: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTkgMTlINVY1aDdWM0g1YTIgMiAwIDAwLTIgMnYxNGEyIDIgMCAwMDIgMmgxNGMxLjEgMCAyLS45IDItMnYtN2gtMnY3ek0xNCAzdjJoMy41OWwtOS44MyA5LjgzIDEuNDEgMS40MUwxOSA2LjQxVjEwaDJWM2gtN3oiLz4KPC9zdmc+Cg==);
+  --jp-icon-line-form: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGZpbGw9IndoaXRlIiBkPSJNNS44OCA0LjEyTDEzLjc2IDEybC03Ljg4IDcuODhMOCAyMmwxMC0xMEw4IDJ6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-link: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTMuOSAxMmMwLTEuNzEgMS4zOS0zLjEgMy4xLTMuMWg0VjdIN2MtMi43NiAwLTUgMi4yNC01IDVzMi4yNCA1IDUgNWg0di0xLjlIN2MtMS43MSAwLTMuMS0xLjM5LTMuMS0zLjF6TTggMTNoOHYtMkg4djJ6bTktNmgtNHYxLjloNGMxLjcxIDAgMy4xIDEuMzkgMy4xIDMuMXMtMS4zOSAzLjEtMy4xIDMuMWgtNFYxN2g0YzIuNzYgMCA1LTIuMjQgNS01cy0yLjI0LTUtNS01eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-list: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xOSA1djE0SDVWNWgxNG0xLjEtMkgzLjljLS41IDAtLjkuNC0uOS45djE2LjJjMCAuNC40LjkuOS45aDE2LjJjLjQgMCAuOS0uNS45LS45VjMuOWMwLS41LS41LS45LS45LS45ek0xMSA3aDZ2MmgtNlY3em0wIDRoNnYyaC02di0yem0wIDRoNnYyaC02ek03IDdoMnYySDd6bTAgNGgydjJIN3ptMCA0aDJ2Mkg3eiIvPgo8L3N2Zz4=);
+  --jp-icon-listings-info: url(data:image/svg+xml;base64,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);
+  --jp-icon-markdown: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8cGF0aCBjbGFzcz0ianAtaWNvbi1jb250cmFzdDAganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjN0IxRkEyIiBkPSJNNSAxNC45aDEybC02LjEgNnptOS40LTYuOGMwLTEuMy0uMS0yLjktLjEtNC41LS40IDEuNC0uOSAyLjktMS4zIDQuM2wtMS4zIDQuM2gtMkw4LjUgNy45Yy0uNC0xLjMtLjctMi45LTEtNC4zLS4xIDEuNi0uMSAzLjItLjIgNC42TDcgMTIuNEg0LjhsLjctMTFoMy4zTDEwIDVjLjQgMS4yLjcgMi43IDEgMy45LjMtMS4yLjctMi42IDEtMy45bDEuMi0zLjdoMy4zbC42IDExaC0yLjRsLS4zLTQuMnoiLz4KPC9zdmc+Cg==);
+  --jp-icon-new-folder: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTIwIDZoLThsLTItMkg0Yy0xLjExIDAtMS45OS44OS0xLjk5IDJMMiAxOGMwIDEuMTEuODkgMiAyIDJoMTZjMS4xMSAwIDItLjg5IDItMlY4YzAtMS4xMS0uODktMi0yLTJ6bS0xIDhoLTN2M2gtMnYtM2gtM3YtMmgzVjloMnYzaDN2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-not-trusted: url(data:image/svg+xml;base64,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);
+  --jp-icon-notebook: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbi13YXJuMCBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiNFRjZDMDAiPgogICAgPHBhdGggZD0iTTE4LjcgMy4zdjE1LjRIMy4zVjMuM2gxNS40bTEuNS0xLjVIMS44djE4LjNoMTguM2wuMS0xOC4zeiIvPgogICAgPHBhdGggZD0iTTE2LjUgMTYuNWwtNS40LTQuMy01LjYgNC4zdi0xMWgxMXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-numbering: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjIiIGhlaWdodD0iMjIiIHZpZXdCb3g9IjAgMCAyOCAyOCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CgkJPHBhdGggZD0iTTQgMTlINlYxOS41SDVWMjAuNUg2VjIxSDRWMjJIN1YxOEg0VjE5Wk01IDEwSDZWNkg0VjdINVYxMFpNNCAxM0g1LjhMNCAxNS4xVjE2SDdWMTVINS4yTDcgMTIuOVYxMkg0VjEzWk05IDdWOUgyM1Y3SDlaTTkgMjFIMjNWMTlIOVYyMVpNOSAxNUgyM1YxM0g5VjE1WiIvPgoJPC9nPgo8L3N2Zz4K);
+  --jp-icon-offline-bolt: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgMCAyNCAyNCIgd2lkdGg9IjE2Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDIuMDJjLTUuNTEgMC05Ljk4IDQuNDctOS45OCA5Ljk4czQuNDcgOS45OCA5Ljk4IDkuOTggOS45OC00LjQ3IDkuOTgtOS45OFMxNy41MSAyLjAyIDEyIDIuMDJ6TTExLjQ4IDIwdi02LjI2SDhMMTMgNHY2LjI2aDMuMzVMMTEuNDggMjB6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-palette: url(data:image/svg+xml;base64,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);
+  --jp-icon-paste: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTE5IDJoLTQuMThDMTQuNC44NCAxMy4zIDAgMTIgMGMtMS4zIDAtMi40Ljg0LTIuODIgMkg1Yy0xLjEgMC0yIC45LTIgMnYxNmMwIDEuMS45IDIgMiAyaDE0YzEuMSAwIDItLjkgMi0yVjRjMC0xLjEtLjktMi0yLTJ6bS03IDBjLjU1IDAgMSAuNDUgMSAxcy0uNDUgMS0xIDEtMS0uNDUtMS0xIC40NS0xIDEtMXptNyAxOEg1VjRoMnYzaDEwVjRoMnYxNnoiLz4KICAgIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-pdf: url(data:image/svg+xml;base64,PHN2ZwogICB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgMCAyMiAyMiIgd2lkdGg9IjE2Ij4KICAgIDxwYXRoIHRyYW5zZm9ybT0icm90YXRlKDQ1KSIgY2xhc3M9ImpwLWljb24tc2VsZWN0YWJsZSIgZmlsbD0iI0ZGMkEyQSIKICAgICAgIGQ9Im0gMjIuMzQ0MzY5LC0zLjAxNjM2NDIgaCA1LjYzODYwNCB2IDEuNTc5MjQzMyBoIC0zLjU0OTIyNyB2IDEuNTA4NjkyOTkgaCAzLjMzNzU3NiBWIDEuNjUwODE1NCBoIC0zLjMzNzU3NiB2IDMuNDM1MjYxMyBoIC0yLjA4OTM3NyB6IG0gLTcuMTM2NDQ0LDEuNTc5MjQzMyB2IDQuOTQzOTU0MyBoIDAuNzQ4OTIgcSAxLjI4MDc2MSwwIDEuOTUzNzAzLC0wLjYzNDk1MzUgMC42NzgzNjksLTAuNjM0OTUzNSAwLjY3ODM2OSwtMS44NDUxNjQxIDAsLTEuMjA0NzgzNTUgLTAuNjcyOTQyLC0xLjgzNDMxMDExIC0wLjY3Mjk0MiwtMC42Mjk1MjY1OSAtMS45NTkxMywtMC42Mjk1MjY1OSB6IG0gLTIuMDg5Mzc3LC0xLjU3OTI0MzMgaCAyLjIwMzM0MyBxIDEuODQ1MTY0LDAgMi43NDYwMzksMC4yNjU5MjA3IDAuOTA2MzAxLDAuMjYwNDkzNyAxLjU1MjEwOCwwLjg5MDAyMDMgMC41Njk4MywwLjU0ODEyMjMgMC44NDY2MDUsMS4yNjQ0ODAwNiAwLjI3Njc3NCwwLjcxNjM1NzgxIDAuMjc2Nzc0LDEuNjIyNjU4OTQgMCwwLjkxNzE1NTEgLTAuMjc2Nzc0LDEuNjM4OTM5OSAtMC4yNzY3NzUsMC43MTYzNTc4IC0wLjg0NjYwNSwxLjI2NDQ4IC0wLjY1MTIzNCwwLjYyOTUyNjYgLTEuNTYyOTYyLDAuODk1NDQ3MyAtMC45MTE3MjgsMC4yNjA0OTM3IC0yLjczNTE4NSwwLjI2MDQ5MzcgaCAtMi4yMDMzNDMgeiBtIC04LjE0NTg1NjUsMCBoIDMuNDY3ODIzIHEgMS41NDY2ODE2LDAgMi4zNzE1Nzg1LDAuNjg5MjIzIDAuODMwMzI0LDAuNjgzNzk2MSAwLjgzMDMyNCwxLjk1MzcwMzE0IDAsMS4yNzUzMzM5NyAtMC44MzAzMjQsMS45NjQ1NTcwNiBRIDkuOTg3MTk2MSwyLjI3NDkxNSA4LjQ0MDUxNDUsMi4yNzQ5MTUgSCA3LjA2MjA2ODQgViA1LjA4NjA3NjcgSCA0Ljk3MjY5MTUgWiBtIDIuMDg5Mzc2OSwxLjUxNDExOTkgdiAyLjI2MzAzOTQzIGggMS4xNTU5NDEgcSAwLjYwNzgxODgsMCAwLjkzODg2MjksLTAuMjkzMDU1NDcgMC4zMzEwNDQxLC0wLjI5ODQ4MjQxIDAuMzMxMDQ0MSwtMC44NDExNzc3MiAwLC0wLjU0MjY5NTMxIC0wLjMzMTA0NDEsLTAuODM1NzUwNzQgLTAuMzMxMDQ0MSwtMC4yOTMwNTU1IC0wLjkzODg2MjksLTAuMjkzMDU1NSB6IgovPgo8L3N2Zz4K);
+  --jp-icon-python: url(data:image/svg+xml;base64,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);
+  --jp-icon-r-kernel: url(data:image/svg+xml;base64,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);
+  --jp-icon-react: url(data:image/svg+xml;base64,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);
+  --jp-icon-redo: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjQiIHZpZXdCb3g9IjAgMCAyNCAyNCIgd2lkdGg9IjE2Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgICA8cGF0aCBkPSJNMCAwaDI0djI0SDB6IiBmaWxsPSJub25lIi8+PHBhdGggZD0iTTE4LjQgMTAuNkMxNi41NSA4Ljk5IDE0LjE1IDggMTEuNSA4Yy00LjY1IDAtOC41OCAzLjAzLTkuOTYgNy4yMkwzLjkgMTZjMS4wNS0zLjE5IDQuMDUtNS41IDcuNi01LjUgMS45NSAwIDMuNzMuNzIgNS4xMiAxLjg4TDEzIDE2aDlWN2wtMy42IDMuNnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-refresh: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTkgMTMuNWMtMi40OSAwLTQuNS0yLjAxLTQuNS00LjVTNi41MSA0LjUgOSA0LjVjMS4yNCAwIDIuMzYuNTIgMy4xNyAxLjMzTDEwIDhoNVYzbC0xLjc2IDEuNzZDMTIuMTUgMy42OCAxMC42NiAzIDkgMyA1LjY5IDMgMy4wMSA1LjY5IDMuMDEgOVM1LjY5IDE1IDkgMTVjMi45NyAwIDUuNDMtMi4xNiA1LjktNWgtMS41MmMtLjQ2IDItMi4yNCAzLjUtNC4zOCAzLjV6Ii8+CiAgICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-regex: url(data:image/svg+xml;base64,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);
+  --jp-icon-run: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTggNXYxNGwxMS03eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-running: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDUxMiA1MTIiPgogIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICA8cGF0aCBkPSJNMjU2IDhDMTE5IDggOCAxMTkgOCAyNTZzMTExIDI0OCAyNDggMjQ4IDI0OC0xMTEgMjQ4LTI0OFMzOTMgOCAyNTYgOHptOTYgMzI4YzAgOC44LTcuMiAxNi0xNiAxNkgxNzZjLTguOCAwLTE2LTcuMi0xNi0xNlYxNzZjMC04LjggNy4yLTE2IDE2LTE2aDE2MGM4LjggMCAxNiA3LjIgMTYgMTZ2MTYweiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-save: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTE3IDNINWMtMS4xMSAwLTIgLjktMiAydjE0YzAgMS4xLjg5IDIgMiAyaDE0YzEuMSAwIDItLjkgMi0yVjdsLTQtNHptLTUgMTZjLTEuNjYgMC0zLTEuMzQtMy0zczEuMzQtMyAzLTMgMyAxLjM0IDMgMy0xLjM0IDMtMyAzem0zLTEwSDVWNWgxMHY0eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-search: url(data:image/svg+xml;base64,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);
+  --jp-icon-settings: url(data:image/svg+xml;base64,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);
+  --jp-icon-spreadsheet: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8cGF0aCBjbGFzcz0ianAtaWNvbi1jb250cmFzdDEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNENBRjUwIiBkPSJNMi4yIDIuMnYxNy42aDE3LjZWMi4ySDIuMnptMTUuNCA3LjdoLTUuNVY0LjRoNS41djUuNXpNOS45IDQuNHY1LjVINC40VjQuNGg1LjV6bS01LjUgNy43aDUuNXY1LjVINC40di01LjV6bTcuNyA1LjV2LTUuNWg1LjV2NS41aC01LjV6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-stop: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik02IDZoMTJ2MTJINnoiLz4KICAgIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-tab: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTIxIDNIM2MtMS4xIDAtMiAuOS0yIDJ2MTRjMCAxLjEuOSAyIDIgMmgxOGMxLjEgMCAyLS45IDItMlY1YzAtMS4xLS45LTItMi0yem0wIDE2SDNWNWgxMHY0aDh2MTB6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-table-rows: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMSw4SDNWNGgxOFY4eiBNMjEsMTBIM3Y0aDE4VjEweiBNMjEsMTZIM3Y0aDE4VjE2eiIvPgogICAgPC9nPgo8L3N2Zz4=);
+  --jp-icon-tag: url(data:image/svg+xml;base64,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);
+  --jp-icon-terminal: url(data:image/svg+xml;base64,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);
+  --jp-icon-text-editor: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTUgMTVIM3YyaDEydi0yem0wLThIM3YyaDEyVjd6TTMgMTNoMTh2LTJIM3Yyem0wIDhoMTh2LTJIM3Yyek0zIDN2MmgxOFYzSDN6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-toc: url(data:image/svg+xml;base64,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);
+  --jp-icon-tree-view: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMiAxMVYzaC03djNIOVYzSDJ2OGg3VjhoMnYxMGg0djNoN3YtOGgtN3YzaC0yVjhoMnYzeiIvPgogICAgPC9nPgo8L3N2Zz4=);
+  --jp-icon-trusted: url(data:image/svg+xml;base64,PHN2ZyBmaWxsPSJub25lIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI1Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiIgc3Ryb2tlPSIjMzMzMzMzIiBzdHJva2Utd2lkdGg9IjIiIHRyYW5zZm9ybT0idHJhbnNsYXRlKDIgMykiIGQ9Ik0xLjg2MDk0IDExLjQ0MDlDMC44MjY0NDggOC43NzAyNyAwLjg2Mzc3OSA2LjA1NzY0IDEuMjQ5MDcgNC4xOTkzMkMyLjQ4MjA2IDMuOTMzNDcgNC4wODA2OCAzLjQwMzQ3IDUuNjAxMDIgMi44NDQ5QzcuMjM1NDkgMi4yNDQ0IDguODU2NjYgMS41ODE1IDkuOTg3NiAxLjA5NTM5QzExLjA1OTcgMS41ODM0MSAxMi42MDk0IDIuMjQ0NCAxNC4yMTggMi44NDMzOUMxNS43NTAzIDMuNDEzOTQgMTcuMzk5NSAzLjk1MjU4IDE4Ljc1MzkgNC4yMTM4NUMxOS4xMzY0IDYuMDcxNzcgMTkuMTcwOSA4Ljc3NzIyIDE4LjEzOSAxMS40NDA5QzE3LjAzMDMgMTQuMzAzMiAxNC42NjY4IDE3LjE4NDQgOS45OTk5OSAxOC45MzU0QzUuMzMzMiAxNy4xODQ0IDIuOTY5NjggMTQuMzAzMiAxLjg2MDk0IDExLjQ0MDlaIi8+CiAgICA8cGF0aCBjbGFzcz0ianAtaWNvbjIiIGZpbGw9IiMzMzMzMzMiIHN0cm9rZT0iIzMzMzMzMyIgdHJhbnNmb3JtPSJ0cmFuc2xhdGUoOCA5Ljg2NzE5KSIgZD0iTTIuODYwMTUgNC44NjUzNUwwLjcyNjU0OSAyLjk5OTU5TDAgMy42MzA0NUwyLjg2MDE1IDYuMTMxNTdMOCAwLjYzMDg3Mkw3LjI3ODU3IDBMMi44NjAxNSA0Ljg2NTM1WiIvPgo8L3N2Zz4K);
+  --jp-icon-undo: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyLjUgOGMtMi42NSAwLTUuMDUuOTktNi45IDIuNkwyIDd2OWg5bC0zLjYyLTMuNjJjMS4zOS0xLjE2IDMuMTYtMS44OCA1LjEyLTEuODggMy41NCAwIDYuNTUgMi4zMSA3LjYgNS41bDIuMzctLjc4QzIxLjA4IDExLjAzIDE3LjE1IDggMTIuNSA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-vega: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbjEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjEyMTIxIj4KICAgIDxwYXRoIGQ9Ik0xMC42IDUuNGwyLjItMy4ySDIuMnY3LjNsNC02LjZ6Ii8+CiAgICA8cGF0aCBkPSJNMTUuOCAyLjJsLTQuNCA2LjZMNyA2LjNsLTQuOCA4djUuNWgxNy42VjIuMmgtNHptLTcgMTUuNEg1LjV2LTQuNGgzLjN2NC40em00LjQgMEg5LjhWOS44aDMuNHY3Ljh6bTQuNCAwaC0zLjRWNi41aDMuNHYxMS4xeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-yaml: url(data:image/svg+xml;base64,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);
+}
+
+/* Icon CSS class declarations */
+
+.jp-AddIcon {
+  background-image: var(--jp-icon-add);
+}
+.jp-BugIcon {
+  background-image: var(--jp-icon-bug);
+}
+.jp-BuildIcon {
+  background-image: var(--jp-icon-build);
+}
+.jp-CaretDownEmptyIcon {
+  background-image: var(--jp-icon-caret-down-empty);
+}
+.jp-CaretDownEmptyThinIcon {
+  background-image: var(--jp-icon-caret-down-empty-thin);
+}
+.jp-CaretDownIcon {
+  background-image: var(--jp-icon-caret-down);
+}
+.jp-CaretLeftIcon {
+  background-image: var(--jp-icon-caret-left);
+}
+.jp-CaretRightIcon {
+  background-image: var(--jp-icon-caret-right);
+}
+.jp-CaretUpEmptyThinIcon {
+  background-image: var(--jp-icon-caret-up-empty-thin);
+}
+.jp-CaretUpIcon {
+  background-image: var(--jp-icon-caret-up);
+}
+.jp-CaseSensitiveIcon {
+  background-image: var(--jp-icon-case-sensitive);
+}
+.jp-CheckIcon {
+  background-image: var(--jp-icon-check);
+}
+.jp-CircleEmptyIcon {
+  background-image: var(--jp-icon-circle-empty);
+}
+.jp-CircleIcon {
+  background-image: var(--jp-icon-circle);
+}
+.jp-ClearIcon {
+  background-image: var(--jp-icon-clear);
+}
+.jp-CloseIcon {
+  background-image: var(--jp-icon-close);
+}
+.jp-CodeIcon {
+  background-image: var(--jp-icon-code);
+}
+.jp-ConsoleIcon {
+  background-image: var(--jp-icon-console);
+}
+.jp-CopyIcon {
+  background-image: var(--jp-icon-copy);
+}
+.jp-CutIcon {
+  background-image: var(--jp-icon-cut);
+}
+.jp-DownloadIcon {
+  background-image: var(--jp-icon-download);
+}
+.jp-EditIcon {
+  background-image: var(--jp-icon-edit);
+}
+.jp-EllipsesIcon {
+  background-image: var(--jp-icon-ellipses);
+}
+.jp-ExtensionIcon {
+  background-image: var(--jp-icon-extension);
+}
+.jp-FastForwardIcon {
+  background-image: var(--jp-icon-fast-forward);
+}
+.jp-FileIcon {
+  background-image: var(--jp-icon-file);
+}
+.jp-FileUploadIcon {
+  background-image: var(--jp-icon-file-upload);
+}
+.jp-FilterListIcon {
+  background-image: var(--jp-icon-filter-list);
+}
+.jp-FolderIcon {
+  background-image: var(--jp-icon-folder);
+}
+.jp-Html5Icon {
+  background-image: var(--jp-icon-html5);
+}
+.jp-ImageIcon {
+  background-image: var(--jp-icon-image);
+}
+.jp-InspectorIcon {
+  background-image: var(--jp-icon-inspector);
+}
+.jp-JsonIcon {
+  background-image: var(--jp-icon-json);
+}
+.jp-JupyterFaviconIcon {
+  background-image: var(--jp-icon-jupyter-favicon);
+}
+.jp-JupyterIcon {
+  background-image: var(--jp-icon-jupyter);
+}
+.jp-JupyterlabWordmarkIcon {
+  background-image: var(--jp-icon-jupyterlab-wordmark);
+}
+.jp-KernelIcon {
+  background-image: var(--jp-icon-kernel);
+}
+.jp-KeyboardIcon {
+  background-image: var(--jp-icon-keyboard);
+}
+.jp-LauncherIcon {
+  background-image: var(--jp-icon-launcher);
+}
+.jp-LineFormIcon {
+  background-image: var(--jp-icon-line-form);
+}
+.jp-LinkIcon {
+  background-image: var(--jp-icon-link);
+}
+.jp-ListIcon {
+  background-image: var(--jp-icon-list);
+}
+.jp-ListingsInfoIcon {
+  background-image: var(--jp-icon-listings-info);
+}
+.jp-MarkdownIcon {
+  background-image: var(--jp-icon-markdown);
+}
+.jp-NewFolderIcon {
+  background-image: var(--jp-icon-new-folder);
+}
+.jp-NotTrustedIcon {
+  background-image: var(--jp-icon-not-trusted);
+}
+.jp-NotebookIcon {
+  background-image: var(--jp-icon-notebook);
+}
+.jp-NumberingIcon {
+  background-image: var(--jp-icon-numbering);
+}
+.jp-OfflineBoltIcon {
+  background-image: var(--jp-icon-offline-bolt);
+}
+.jp-PaletteIcon {
+  background-image: var(--jp-icon-palette);
+}
+.jp-PasteIcon {
+  background-image: var(--jp-icon-paste);
+}
+.jp-PdfIcon {
+  background-image: var(--jp-icon-pdf);
+}
+.jp-PythonIcon {
+  background-image: var(--jp-icon-python);
+}
+.jp-RKernelIcon {
+  background-image: var(--jp-icon-r-kernel);
+}
+.jp-ReactIcon {
+  background-image: var(--jp-icon-react);
+}
+.jp-RedoIcon {
+  background-image: var(--jp-icon-redo);
+}
+.jp-RefreshIcon {
+  background-image: var(--jp-icon-refresh);
+}
+.jp-RegexIcon {
+  background-image: var(--jp-icon-regex);
+}
+.jp-RunIcon {
+  background-image: var(--jp-icon-run);
+}
+.jp-RunningIcon {
+  background-image: var(--jp-icon-running);
+}
+.jp-SaveIcon {
+  background-image: var(--jp-icon-save);
+}
+.jp-SearchIcon {
+  background-image: var(--jp-icon-search);
+}
+.jp-SettingsIcon {
+  background-image: var(--jp-icon-settings);
+}
+.jp-SpreadsheetIcon {
+  background-image: var(--jp-icon-spreadsheet);
+}
+.jp-StopIcon {
+  background-image: var(--jp-icon-stop);
+}
+.jp-TabIcon {
+  background-image: var(--jp-icon-tab);
+}
+.jp-TableRowsIcon {
+  background-image: var(--jp-icon-table-rows);
+}
+.jp-TagIcon {
+  background-image: var(--jp-icon-tag);
+}
+.jp-TerminalIcon {
+  background-image: var(--jp-icon-terminal);
+}
+.jp-TextEditorIcon {
+  background-image: var(--jp-icon-text-editor);
+}
+.jp-TocIcon {
+  background-image: var(--jp-icon-toc);
+}
+.jp-TreeViewIcon {
+  background-image: var(--jp-icon-tree-view);
+}
+.jp-TrustedIcon {
+  background-image: var(--jp-icon-trusted);
+}
+.jp-UndoIcon {
+  background-image: var(--jp-icon-undo);
+}
+.jp-VegaIcon {
+  background-image: var(--jp-icon-vega);
+}
+.jp-YamlIcon {
+  background-image: var(--jp-icon-yaml);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * (DEPRECATED) Support for consuming icons as CSS background images
+ */
+
+:root {
+  --jp-icon-search-white: url(data:image/svg+xml;base64,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);
+}
+
+.jp-Icon,
+.jp-MaterialIcon {
+  background-position: center;
+  background-repeat: no-repeat;
+  background-size: 16px;
+  min-width: 16px;
+  min-height: 16px;
+}
+
+.jp-Icon-cover {
+  background-position: center;
+  background-repeat: no-repeat;
+  background-size: cover;
+}
+
+/**
+ * (DEPRECATED) Support for specific CSS icon sizes
+ */
+
+.jp-Icon-16 {
+  background-size: 16px;
+  min-width: 16px;
+  min-height: 16px;
+}
+
+.jp-Icon-18 {
+  background-size: 18px;
+  min-width: 18px;
+  min-height: 18px;
+}
+
+.jp-Icon-20 {
+  background-size: 20px;
+  min-width: 20px;
+  min-height: 20px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * Support for icons as inline SVG HTMLElements
+ */
+
+/* recolor the primary elements of an icon */
+.jp-icon0[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+.jp-icon1[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+.jp-icon2[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+.jp-icon3[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+.jp-icon4[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon0[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+.jp-icon1[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+.jp-icon2[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+.jp-icon3[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+.jp-icon4[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+/* recolor the accent elements of an icon */
+.jp-icon-accent0[fill] {
+  fill: var(--jp-layout-color0);
+}
+.jp-icon-accent1[fill] {
+  fill: var(--jp-layout-color1);
+}
+.jp-icon-accent2[fill] {
+  fill: var(--jp-layout-color2);
+}
+.jp-icon-accent3[fill] {
+  fill: var(--jp-layout-color3);
+}
+.jp-icon-accent4[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-accent0[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+.jp-icon-accent1[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+.jp-icon-accent2[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+.jp-icon-accent3[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+.jp-icon-accent4[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+/* set the color of an icon to transparent */
+.jp-icon-none[fill] {
+  fill: none;
+}
+
+.jp-icon-none[stroke] {
+  stroke: none;
+}
+/* brand icon colors. Same for light and dark */
+.jp-icon-brand0[fill] {
+  fill: var(--jp-brand-color0);
+}
+.jp-icon-brand1[fill] {
+  fill: var(--jp-brand-color1);
+}
+.jp-icon-brand2[fill] {
+  fill: var(--jp-brand-color2);
+}
+.jp-icon-brand3[fill] {
+  fill: var(--jp-brand-color3);
+}
+.jp-icon-brand4[fill] {
+  fill: var(--jp-brand-color4);
+}
+
+.jp-icon-brand0[stroke] {
+  stroke: var(--jp-brand-color0);
+}
+.jp-icon-brand1[stroke] {
+  stroke: var(--jp-brand-color1);
+}
+.jp-icon-brand2[stroke] {
+  stroke: var(--jp-brand-color2);
+}
+.jp-icon-brand3[stroke] {
+  stroke: var(--jp-brand-color3);
+}
+.jp-icon-brand4[stroke] {
+  stroke: var(--jp-brand-color4);
+}
+/* warn icon colors. Same for light and dark */
+.jp-icon-warn0[fill] {
+  fill: var(--jp-warn-color0);
+}
+.jp-icon-warn1[fill] {
+  fill: var(--jp-warn-color1);
+}
+.jp-icon-warn2[fill] {
+  fill: var(--jp-warn-color2);
+}
+.jp-icon-warn3[fill] {
+  fill: var(--jp-warn-color3);
+}
+
+.jp-icon-warn0[stroke] {
+  stroke: var(--jp-warn-color0);
+}
+.jp-icon-warn1[stroke] {
+  stroke: var(--jp-warn-color1);
+}
+.jp-icon-warn2[stroke] {
+  stroke: var(--jp-warn-color2);
+}
+.jp-icon-warn3[stroke] {
+  stroke: var(--jp-warn-color3);
+}
+/* icon colors that contrast well with each other and most backgrounds */
+.jp-icon-contrast0[fill] {
+  fill: var(--jp-icon-contrast-color0);
+}
+.jp-icon-contrast1[fill] {
+  fill: var(--jp-icon-contrast-color1);
+}
+.jp-icon-contrast2[fill] {
+  fill: var(--jp-icon-contrast-color2);
+}
+.jp-icon-contrast3[fill] {
+  fill: var(--jp-icon-contrast-color3);
+}
+
+.jp-icon-contrast0[stroke] {
+  stroke: var(--jp-icon-contrast-color0);
+}
+.jp-icon-contrast1[stroke] {
+  stroke: var(--jp-icon-contrast-color1);
+}
+.jp-icon-contrast2[stroke] {
+  stroke: var(--jp-icon-contrast-color2);
+}
+.jp-icon-contrast3[stroke] {
+  stroke: var(--jp-icon-contrast-color3);
+}
+
+/* CSS for icons in selected items in the settings editor */
+#setting-editor .jp-PluginList .jp-mod-selected .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+#setting-editor
+  .jp-PluginList
+  .jp-mod-selected
+  .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+/* CSS for icons in selected filebrowser listing items */
+.jp-DirListing-item.jp-mod-selected .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+.jp-DirListing-item.jp-mod-selected .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+/* CSS for icons in selected tabs in the sidebar tab manager */
+#tab-manager .lm-TabBar-tab.jp-mod-active .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+
+#tab-manager .lm-TabBar-tab.jp-mod-active .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+#tab-manager
+  .lm-TabBar-tab.jp-mod-active
+  .jp-icon-hover
+  :hover
+  .jp-icon-selectable[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+#tab-manager
+  .lm-TabBar-tab.jp-mod-active
+  .jp-icon-hover
+  :hover
+  .jp-icon-selectable-inverse[fill] {
+  fill: #fff;
+}
+
+/**
+ * TODO: come up with non css-hack solution for showing the busy icon on top
+ *  of the close icon
+ * CSS for complex behavior of close icon of tabs in the sidebar tab manager
+ */
+#tab-manager
+  .lm-TabBar-tab.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon3[fill] {
+  fill: none;
+}
+#tab-manager
+  .lm-TabBar-tab.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon-busy[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+#tab-manager
+  .lm-TabBar-tab.jp-mod-dirty.jp-mod-active
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon-busy[fill] {
+  fill: #fff;
+}
+
+/**
+* TODO: come up with non css-hack solution for showing the busy icon on top
+*  of the close icon
+* CSS for complex behavior of close icon of tabs in the main area tabbar
+*/
+.lm-DockPanel-tabBar
+  .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon3[fill] {
+  fill: none;
+}
+.lm-DockPanel-tabBar
+  .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon-busy[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+/* CSS for icons in status bar */
+#jp-main-statusbar .jp-mod-selected .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+
+#jp-main-statusbar .jp-mod-selected .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+/* special handling for splash icon CSS. While the theme CSS reloads during
+   splash, the splash icon can loose theming. To prevent that, we set a
+   default for its color variable */
+:root {
+  --jp-warn-color0: var(--md-orange-700);
+}
+
+/* not sure what to do with this one, used in filebrowser listing */
+.jp-DragIcon {
+  margin-right: 4px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * Support for alt colors for icons as inline SVG HTMLElements
+ */
+
+/* alt recolor the primary elements of an icon */
+.jp-icon-alt .jp-icon0[fill] {
+  fill: var(--jp-layout-color0);
+}
+.jp-icon-alt .jp-icon1[fill] {
+  fill: var(--jp-layout-color1);
+}
+.jp-icon-alt .jp-icon2[fill] {
+  fill: var(--jp-layout-color2);
+}
+.jp-icon-alt .jp-icon3[fill] {
+  fill: var(--jp-layout-color3);
+}
+.jp-icon-alt .jp-icon4[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-alt .jp-icon0[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+.jp-icon-alt .jp-icon1[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+.jp-icon-alt .jp-icon2[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+.jp-icon-alt .jp-icon3[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+.jp-icon-alt .jp-icon4[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* alt recolor the accent elements of an icon */
+.jp-icon-alt .jp-icon-accent0[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+.jp-icon-alt .jp-icon-accent1[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+.jp-icon-alt .jp-icon-accent2[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+.jp-icon-alt .jp-icon-accent3[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+.jp-icon-alt .jp-icon-accent4[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-alt .jp-icon-accent0[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+.jp-icon-alt .jp-icon-accent1[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+.jp-icon-alt .jp-icon-accent2[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+.jp-icon-alt .jp-icon-accent3[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+.jp-icon-alt .jp-icon-accent4[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-icon-hoverShow:not(:hover) svg {
+  display: none !important;
+}
+
+/**
+ * Support for hover colors for icons as inline SVG HTMLElements
+ */
+
+/**
+ * regular colors
+ */
+
+/* recolor the primary elements of an icon */
+.jp-icon-hover :hover .jp-icon0-hover[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+.jp-icon-hover :hover .jp-icon1-hover[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+.jp-icon-hover :hover .jp-icon2-hover[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+.jp-icon-hover :hover .jp-icon3-hover[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+.jp-icon-hover :hover .jp-icon4-hover[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-hover :hover .jp-icon0-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+.jp-icon-hover :hover .jp-icon1-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+.jp-icon-hover :hover .jp-icon2-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+.jp-icon-hover :hover .jp-icon3-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+.jp-icon-hover :hover .jp-icon4-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/* recolor the accent elements of an icon */
+.jp-icon-hover :hover .jp-icon-accent0-hover[fill] {
+  fill: var(--jp-layout-color0);
+}
+.jp-icon-hover :hover .jp-icon-accent1-hover[fill] {
+  fill: var(--jp-layout-color1);
+}
+.jp-icon-hover :hover .jp-icon-accent2-hover[fill] {
+  fill: var(--jp-layout-color2);
+}
+.jp-icon-hover :hover .jp-icon-accent3-hover[fill] {
+  fill: var(--jp-layout-color3);
+}
+.jp-icon-hover :hover .jp-icon-accent4-hover[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-hover :hover .jp-icon-accent0-hover[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+.jp-icon-hover :hover .jp-icon-accent1-hover[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+.jp-icon-hover :hover .jp-icon-accent2-hover[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+.jp-icon-hover :hover .jp-icon-accent3-hover[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+.jp-icon-hover :hover .jp-icon-accent4-hover[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* set the color of an icon to transparent */
+.jp-icon-hover :hover .jp-icon-none-hover[fill] {
+  fill: none;
+}
+
+.jp-icon-hover :hover .jp-icon-none-hover[stroke] {
+  stroke: none;
+}
+
+/**
+ * inverse colors
+ */
+
+/* inverse recolor the primary elements of an icon */
+.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[fill] {
+  fill: var(--jp-layout-color0);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[fill] {
+  fill: var(--jp-layout-color1);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[fill] {
+  fill: var(--jp-layout-color2);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[fill] {
+  fill: var(--jp-layout-color3);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* inverse recolor the accent elements of an icon */
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-switch {
+  display: flex;
+  align-items: center;
+  padding-left: 4px;
+  padding-right: 4px;
+  font-size: var(--jp-ui-font-size1);
+  background-color: transparent;
+  color: var(--jp-ui-font-color1);
+  border: none;
+  height: 20px;
+}
+
+.jp-switch:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-switch-label {
+  margin-right: 5px;
+}
+
+.jp-switch-track {
+  cursor: pointer;
+  background-color: var(--jp-border-color1);
+  -webkit-transition: 0.4s;
+  transition: 0.4s;
+  border-radius: 34px;
+  height: 16px;
+  width: 35px;
+  position: relative;
+}
+
+.jp-switch-track::before {
+  content: '';
+  position: absolute;
+  height: 10px;
+  width: 10px;
+  margin: 3px;
+  left: 0px;
+  background-color: var(--jp-ui-inverse-font-color1);
+  -webkit-transition: 0.4s;
+  transition: 0.4s;
+  border-radius: 50%;
+}
+
+.jp-switch[aria-checked='true'] .jp-switch-track {
+  background-color: var(--jp-warn-color0);
+}
+
+.jp-switch[aria-checked='true'] .jp-switch-track::before {
+  /* track width (35) - margins (3 + 3) - thumb width (10) */
+  left: 19px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* Sibling imports */
+
+/* Override Blueprint's _reset.scss styles */
+html {
+  box-sizing: unset;
+}
+
+*,
+*::before,
+*::after {
+  box-sizing: unset;
+}
+
+body {
+  color: unset;
+  font-family: var(--jp-ui-font-family);
+}
+
+p {
+  margin-top: unset;
+  margin-bottom: unset;
+}
+
+small {
+  font-size: unset;
+}
+
+strong {
+  font-weight: unset;
+}
+
+/* Override Blueprint's _typography.scss styles */
+a {
+  text-decoration: unset;
+  color: unset;
+}
+a:hover {
+  text-decoration: unset;
+  color: unset;
+}
+
+/* Override Blueprint's _accessibility.scss styles */
+:focus {
+  outline: unset;
+  outline-offset: unset;
+  -moz-outline-radius: unset;
+}
+
+/* Styles for ui-components */
+.jp-Button {
+  border-radius: var(--jp-border-radius);
+  padding: 0px 12px;
+  font-size: var(--jp-ui-font-size1);
+}
+
+/* Use our own theme for hover styles */
+button.jp-Button.bp3-button.bp3-minimal:hover {
+  background-color: var(--jp-layout-color2);
+}
+.jp-Button.minimal {
+  color: unset !important;
+}
+
+.jp-Button.jp-ToolbarButtonComponent {
+  text-transform: none;
+}
+
+.jp-InputGroup input {
+  box-sizing: border-box;
+  border-radius: 0;
+  background-color: transparent;
+  color: var(--jp-ui-font-color0);
+  box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);
+}
+
+.jp-InputGroup input:focus {
+  box-shadow: inset 0 0 0 var(--jp-border-width)
+      var(--jp-input-active-box-shadow-color),
+    inset 0 0 0 3px var(--jp-input-active-box-shadow-color);
+}
+
+.jp-InputGroup input::placeholder,
+input::placeholder {
+  color: var(--jp-ui-font-color3);
+}
+
+.jp-BPIcon {
+  display: inline-block;
+  vertical-align: middle;
+  margin: auto;
+}
+
+/* Stop blueprint futzing with our icon fills */
+.bp3-icon.jp-BPIcon > svg:not([fill]) {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-InputGroupAction {
+  padding: 6px;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select {
+  background-color: initial;
+  border: none;
+  border-radius: 0;
+  box-shadow: none;
+  color: var(--jp-ui-font-color0);
+  display: block;
+  font-size: var(--jp-ui-font-size1);
+  height: 24px;
+  line-height: 14px;
+  padding: 0 25px 0 10px;
+  text-align: left;
+  -moz-appearance: none;
+  -webkit-appearance: none;
+}
+
+/* Use our own theme for hover and option styles */
+.jp-HTMLSelect.jp-DefaultStyle select:hover,
+.jp-HTMLSelect.jp-DefaultStyle select > option {
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color0);
+}
+select {
+  box-sizing: border-box;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapse {
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-top: 1px solid var(--jp-border-color2);
+  border-bottom: 1px solid var(--jp-border-color2);
+}
+
+.jp-Collapse-header {
+  padding: 1px 12px;
+  color: var(--jp-ui-font-color1);
+  background-color: var(--jp-layout-color1);
+  font-size: var(--jp-ui-font-size2);
+}
+
+.jp-Collapse-header:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-Collapse-contents {
+  padding: 0px 12px 0px 12px;
+  background-color: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  overflow: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-commandpalette-search-height: 28px;
+}
+
+/*-----------------------------------------------------------------------------
+| Overall styles
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette {
+  padding-bottom: 0px;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  /* This is needed so that all font sizing of children done in ems is
+   * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+}
+
+/*-----------------------------------------------------------------------------
+| Modal variant
+|----------------------------------------------------------------------------*/
+
+.jp-ModalCommandPalette {
+  position: absolute;
+  z-index: 10000;
+  top: 38px;
+  left: 30%;
+  margin: 0;
+  padding: 4px;
+  width: 40%;
+  box-shadow: var(--jp-elevation-z4);
+  border-radius: 4px;
+  background: var(--jp-layout-color0);
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette {
+  max-height: 40vh;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-close-icon::after {
+  display: none;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-header {
+  display: none;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-item {
+  margin-left: 4px;
+  margin-right: 4px;
+}
+
+.jp-ModalCommandPalette
+  .lm-CommandPalette
+  .lm-CommandPalette-item.lm-mod-disabled {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Search
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette-search {
+  padding: 4px;
+  background-color: var(--jp-layout-color1);
+  z-index: 2;
+}
+
+.lm-CommandPalette-wrapper {
+  overflow: overlay;
+  padding: 0px 9px;
+  background-color: var(--jp-input-active-background);
+  height: 30px;
+  box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);
+}
+
+.lm-CommandPalette.lm-mod-focused .lm-CommandPalette-wrapper {
+  box-shadow: inset 0 0 0 1px var(--jp-input-active-box-shadow-color),
+    inset 0 0 0 3px var(--jp-input-active-box-shadow-color);
+}
+
+.lm-CommandPalette-wrapper::after {
+  content: ' ';
+  color: white;
+  background-color: var(--jp-brand-color1);
+  position: absolute;
+  top: 4px;
+  right: 4px;
+  height: 30px;
+  width: 10px;
+  padding: 0px 10px;
+  background-image: var(--jp-icon-search-white);
+  background-size: 20px;
+  background-repeat: no-repeat;
+  background-position: center;
+}
+
+.lm-CommandPalette-input {
+  background: transparent;
+  width: calc(100% - 18px);
+  float: left;
+  border: none;
+  outline: none;
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  line-height: var(--jp-private-commandpalette-search-height);
+}
+
+.lm-CommandPalette-input::-webkit-input-placeholder,
+.lm-CommandPalette-input::-moz-placeholder,
+.lm-CommandPalette-input:-ms-input-placeholder {
+  color: var(--jp-ui-font-color3);
+  font-size: var(--jp-ui-font-size1);
+}
+
+/*-----------------------------------------------------------------------------
+| Results
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette-header:first-child {
+  margin-top: 0px;
+}
+
+.lm-CommandPalette-header {
+  border-bottom: solid var(--jp-border-width) var(--jp-border-color2);
+  color: var(--jp-ui-font-color1);
+  cursor: pointer;
+  display: flex;
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  letter-spacing: 1px;
+  margin-top: 8px;
+  padding: 8px 0 8px 12px;
+  text-transform: uppercase;
+}
+
+.lm-CommandPalette-header.lm-mod-active {
+  background: var(--jp-layout-color2);
+}
+
+.lm-CommandPalette-header > mark {
+  background-color: transparent;
+  font-weight: bold;
+  color: var(--jp-ui-font-color1);
+}
+
+.lm-CommandPalette-item {
+  padding: 4px 12px 4px 4px;
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  font-weight: 400;
+  display: flex;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled {
+  color: var(--jp-ui-font-color3);
+}
+
+.lm-CommandPalette-item.lm-mod-active {
+  background: var(--jp-layout-color3);
+}
+
+.lm-CommandPalette-item.lm-mod-active:hover:not(.lm-mod-disabled) {
+  background: var(--jp-layout-color4);
+}
+
+.lm-CommandPalette-item:hover:not(.lm-mod-active):not(.lm-mod-disabled) {
+  background: var(--jp-layout-color2);
+}
+
+.lm-CommandPalette-itemContent {
+  overflow: hidden;
+}
+
+.lm-CommandPalette-itemLabel > mark {
+  color: var(--jp-ui-font-color0);
+  background-color: transparent;
+  font-weight: bold;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled mark {
+  color: var(--jp-ui-font-color3);
+}
+
+.lm-CommandPalette-item .lm-CommandPalette-itemIcon {
+  margin: 0 4px 0 0;
+  position: relative;
+  width: 16px;
+  top: 2px;
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled .lm-CommandPalette-itemIcon {
+  opacity: 0.4;
+}
+
+.lm-CommandPalette-item .lm-CommandPalette-itemShortcut {
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-itemCaption {
+  display: none;
+}
+
+.lm-CommandPalette-content {
+  background-color: var(--jp-layout-color1);
+}
+
+.lm-CommandPalette-content:empty:after {
+  content: 'No results';
+  margin: auto;
+  margin-top: 20px;
+  width: 100px;
+  display: block;
+  font-size: var(--jp-ui-font-size2);
+  font-family: var(--jp-ui-font-family);
+  font-weight: lighter;
+}
+
+.lm-CommandPalette-emptyMessage {
+  text-align: center;
+  margin-top: 24px;
+  line-height: 1.32;
+  padding: 0px 8px;
+  color: var(--jp-content-font-color3);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Dialog {
+  position: absolute;
+  z-index: 10000;
+  display: flex;
+  flex-direction: column;
+  align-items: center;
+  justify-content: center;
+  top: 0px;
+  left: 0px;
+  margin: 0;
+  padding: 0;
+  width: 100%;
+  height: 100%;
+  background: var(--jp-dialog-background);
+}
+
+.jp-Dialog-content {
+  display: flex;
+  flex-direction: column;
+  margin-left: auto;
+  margin-right: auto;
+  background: var(--jp-layout-color1);
+  padding: 24px;
+  padding-bottom: 12px;
+  min-width: 300px;
+  min-height: 150px;
+  max-width: 1000px;
+  max-height: 500px;
+  box-sizing: border-box;
+  box-shadow: var(--jp-elevation-z20);
+  word-wrap: break-word;
+  border-radius: var(--jp-border-radius);
+  /* This is needed so that all font sizing of children done in ems is
+   * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color1);
+  resize: both;
+}
+
+.jp-Dialog-button {
+  overflow: visible;
+}
+
+button.jp-Dialog-button:focus {
+  outline: 1px solid var(--jp-brand-color1);
+  outline-offset: 4px;
+  -moz-outline-radius: 0px;
+}
+
+button.jp-Dialog-button:focus::-moz-focus-inner {
+  border: 0;
+}
+
+button.jp-Dialog-close-button {
+  padding: 0;
+  height: 100%;
+  min-width: unset;
+  min-height: unset;
+}
+
+.jp-Dialog-header {
+  display: flex;
+  justify-content: space-between;
+  flex: 0 0 auto;
+  padding-bottom: 12px;
+  font-size: var(--jp-ui-font-size3);
+  font-weight: 400;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-Dialog-body {
+  display: flex;
+  flex-direction: column;
+  flex: 1 1 auto;
+  font-size: var(--jp-ui-font-size1);
+  background: var(--jp-layout-color1);
+  overflow: auto;
+}
+
+.jp-Dialog-footer {
+  display: flex;
+  flex-direction: row;
+  justify-content: flex-end;
+  flex: 0 0 auto;
+  margin-left: -12px;
+  margin-right: -12px;
+  padding: 12px;
+}
+
+.jp-Dialog-title {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.jp-Dialog-body > .jp-select-wrapper {
+  width: 100%;
+}
+
+.jp-Dialog-body > button {
+  padding: 0px 16px;
+}
+
+.jp-Dialog-body > label {
+  line-height: 1.4;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-Dialog-button.jp-mod-styled:not(:last-child) {
+  margin-right: 12px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-HoverBox {
+  position: fixed;
+}
+
+.jp-HoverBox.jp-mod-outofview {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-IFrame {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-IFrame > iframe {
+  border: none;
+}
+
+/*
+When drag events occur, `p-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-IFrame {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-IFrame:before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-MainAreaWidget > :focus {
+  outline: none;
+}
+
+/**
+ * google-material-color v1.2.6
+ * https://github.com/danlevan/google-material-color
+ */
+:root {
+  --md-red-50: #ffebee;
+  --md-red-100: #ffcdd2;
+  --md-red-200: #ef9a9a;
+  --md-red-300: #e57373;
+  --md-red-400: #ef5350;
+  --md-red-500: #f44336;
+  --md-red-600: #e53935;
+  --md-red-700: #d32f2f;
+  --md-red-800: #c62828;
+  --md-red-900: #b71c1c;
+  --md-red-A100: #ff8a80;
+  --md-red-A200: #ff5252;
+  --md-red-A400: #ff1744;
+  --md-red-A700: #d50000;
+
+  --md-pink-50: #fce4ec;
+  --md-pink-100: #f8bbd0;
+  --md-pink-200: #f48fb1;
+  --md-pink-300: #f06292;
+  --md-pink-400: #ec407a;
+  --md-pink-500: #e91e63;
+  --md-pink-600: #d81b60;
+  --md-pink-700: #c2185b;
+  --md-pink-800: #ad1457;
+  --md-pink-900: #880e4f;
+  --md-pink-A100: #ff80ab;
+  --md-pink-A200: #ff4081;
+  --md-pink-A400: #f50057;
+  --md-pink-A700: #c51162;
+
+  --md-purple-50: #f3e5f5;
+  --md-purple-100: #e1bee7;
+  --md-purple-200: #ce93d8;
+  --md-purple-300: #ba68c8;
+  --md-purple-400: #ab47bc;
+  --md-purple-500: #9c27b0;
+  --md-purple-600: #8e24aa;
+  --md-purple-700: #7b1fa2;
+  --md-purple-800: #6a1b9a;
+  --md-purple-900: #4a148c;
+  --md-purple-A100: #ea80fc;
+  --md-purple-A200: #e040fb;
+  --md-purple-A400: #d500f9;
+  --md-purple-A700: #aa00ff;
+
+  --md-deep-purple-50: #ede7f6;
+  --md-deep-purple-100: #d1c4e9;
+  --md-deep-purple-200: #b39ddb;
+  --md-deep-purple-300: #9575cd;
+  --md-deep-purple-400: #7e57c2;
+  --md-deep-purple-500: #673ab7;
+  --md-deep-purple-600: #5e35b1;
+  --md-deep-purple-700: #512da8;
+  --md-deep-purple-800: #4527a0;
+  --md-deep-purple-900: #311b92;
+  --md-deep-purple-A100: #b388ff;
+  --md-deep-purple-A200: #7c4dff;
+  --md-deep-purple-A400: #651fff;
+  --md-deep-purple-A700: #6200ea;
+
+  --md-indigo-50: #e8eaf6;
+  --md-indigo-100: #c5cae9;
+  --md-indigo-200: #9fa8da;
+  --md-indigo-300: #7986cb;
+  --md-indigo-400: #5c6bc0;
+  --md-indigo-500: #3f51b5;
+  --md-indigo-600: #3949ab;
+  --md-indigo-700: #303f9f;
+  --md-indigo-800: #283593;
+  --md-indigo-900: #1a237e;
+  --md-indigo-A100: #8c9eff;
+  --md-indigo-A200: #536dfe;
+  --md-indigo-A400: #3d5afe;
+  --md-indigo-A700: #304ffe;
+
+  --md-blue-50: #e3f2fd;
+  --md-blue-100: #bbdefb;
+  --md-blue-200: #90caf9;
+  --md-blue-300: #64b5f6;
+  --md-blue-400: #42a5f5;
+  --md-blue-500: #2196f3;
+  --md-blue-600: #1e88e5;
+  --md-blue-700: #1976d2;
+  --md-blue-800: #1565c0;
+  --md-blue-900: #0d47a1;
+  --md-blue-A100: #82b1ff;
+  --md-blue-A200: #448aff;
+  --md-blue-A400: #2979ff;
+  --md-blue-A700: #2962ff;
+
+  --md-light-blue-50: #e1f5fe;
+  --md-light-blue-100: #b3e5fc;
+  --md-light-blue-200: #81d4fa;
+  --md-light-blue-300: #4fc3f7;
+  --md-light-blue-400: #29b6f6;
+  --md-light-blue-500: #03a9f4;
+  --md-light-blue-600: #039be5;
+  --md-light-blue-700: #0288d1;
+  --md-light-blue-800: #0277bd;
+  --md-light-blue-900: #01579b;
+  --md-light-blue-A100: #80d8ff;
+  --md-light-blue-A200: #40c4ff;
+  --md-light-blue-A400: #00b0ff;
+  --md-light-blue-A700: #0091ea;
+
+  --md-cyan-50: #e0f7fa;
+  --md-cyan-100: #b2ebf2;
+  --md-cyan-200: #80deea;
+  --md-cyan-300: #4dd0e1;
+  --md-cyan-400: #26c6da;
+  --md-cyan-500: #00bcd4;
+  --md-cyan-600: #00acc1;
+  --md-cyan-700: #0097a7;
+  --md-cyan-800: #00838f;
+  --md-cyan-900: #006064;
+  --md-cyan-A100: #84ffff;
+  --md-cyan-A200: #18ffff;
+  --md-cyan-A400: #00e5ff;
+  --md-cyan-A700: #00b8d4;
+
+  --md-teal-50: #e0f2f1;
+  --md-teal-100: #b2dfdb;
+  --md-teal-200: #80cbc4;
+  --md-teal-300: #4db6ac;
+  --md-teal-400: #26a69a;
+  --md-teal-500: #009688;
+  --md-teal-600: #00897b;
+  --md-teal-700: #00796b;
+  --md-teal-800: #00695c;
+  --md-teal-900: #004d40;
+  --md-teal-A100: #a7ffeb;
+  --md-teal-A200: #64ffda;
+  --md-teal-A400: #1de9b6;
+  --md-teal-A700: #00bfa5;
+
+  --md-green-50: #e8f5e9;
+  --md-green-100: #c8e6c9;
+  --md-green-200: #a5d6a7;
+  --md-green-300: #81c784;
+  --md-green-400: #66bb6a;
+  --md-green-500: #4caf50;
+  --md-green-600: #43a047;
+  --md-green-700: #388e3c;
+  --md-green-800: #2e7d32;
+  --md-green-900: #1b5e20;
+  --md-green-A100: #b9f6ca;
+  --md-green-A200: #69f0ae;
+  --md-green-A400: #00e676;
+  --md-green-A700: #00c853;
+
+  --md-light-green-50: #f1f8e9;
+  --md-light-green-100: #dcedc8;
+  --md-light-green-200: #c5e1a5;
+  --md-light-green-300: #aed581;
+  --md-light-green-400: #9ccc65;
+  --md-light-green-500: #8bc34a;
+  --md-light-green-600: #7cb342;
+  --md-light-green-700: #689f38;
+  --md-light-green-800: #558b2f;
+  --md-light-green-900: #33691e;
+  --md-light-green-A100: #ccff90;
+  --md-light-green-A200: #b2ff59;
+  --md-light-green-A400: #76ff03;
+  --md-light-green-A700: #64dd17;
+
+  --md-lime-50: #f9fbe7;
+  --md-lime-100: #f0f4c3;
+  --md-lime-200: #e6ee9c;
+  --md-lime-300: #dce775;
+  --md-lime-400: #d4e157;
+  --md-lime-500: #cddc39;
+  --md-lime-600: #c0ca33;
+  --md-lime-700: #afb42b;
+  --md-lime-800: #9e9d24;
+  --md-lime-900: #827717;
+  --md-lime-A100: #f4ff81;
+  --md-lime-A200: #eeff41;
+  --md-lime-A400: #c6ff00;
+  --md-lime-A700: #aeea00;
+
+  --md-yellow-50: #fffde7;
+  --md-yellow-100: #fff9c4;
+  --md-yellow-200: #fff59d;
+  --md-yellow-300: #fff176;
+  --md-yellow-400: #ffee58;
+  --md-yellow-500: #ffeb3b;
+  --md-yellow-600: #fdd835;
+  --md-yellow-700: #fbc02d;
+  --md-yellow-800: #f9a825;
+  --md-yellow-900: #f57f17;
+  --md-yellow-A100: #ffff8d;
+  --md-yellow-A200: #ffff00;
+  --md-yellow-A400: #ffea00;
+  --md-yellow-A700: #ffd600;
+
+  --md-amber-50: #fff8e1;
+  --md-amber-100: #ffecb3;
+  --md-amber-200: #ffe082;
+  --md-amber-300: #ffd54f;
+  --md-amber-400: #ffca28;
+  --md-amber-500: #ffc107;
+  --md-amber-600: #ffb300;
+  --md-amber-700: #ffa000;
+  --md-amber-800: #ff8f00;
+  --md-amber-900: #ff6f00;
+  --md-amber-A100: #ffe57f;
+  --md-amber-A200: #ffd740;
+  --md-amber-A400: #ffc400;
+  --md-amber-A700: #ffab00;
+
+  --md-orange-50: #fff3e0;
+  --md-orange-100: #ffe0b2;
+  --md-orange-200: #ffcc80;
+  --md-orange-300: #ffb74d;
+  --md-orange-400: #ffa726;
+  --md-orange-500: #ff9800;
+  --md-orange-600: #fb8c00;
+  --md-orange-700: #f57c00;
+  --md-orange-800: #ef6c00;
+  --md-orange-900: #e65100;
+  --md-orange-A100: #ffd180;
+  --md-orange-A200: #ffab40;
+  --md-orange-A400: #ff9100;
+  --md-orange-A700: #ff6d00;
+
+  --md-deep-orange-50: #fbe9e7;
+  --md-deep-orange-100: #ffccbc;
+  --md-deep-orange-200: #ffab91;
+  --md-deep-orange-300: #ff8a65;
+  --md-deep-orange-400: #ff7043;
+  --md-deep-orange-500: #ff5722;
+  --md-deep-orange-600: #f4511e;
+  --md-deep-orange-700: #e64a19;
+  --md-deep-orange-800: #d84315;
+  --md-deep-orange-900: #bf360c;
+  --md-deep-orange-A100: #ff9e80;
+  --md-deep-orange-A200: #ff6e40;
+  --md-deep-orange-A400: #ff3d00;
+  --md-deep-orange-A700: #dd2c00;
+
+  --md-brown-50: #efebe9;
+  --md-brown-100: #d7ccc8;
+  --md-brown-200: #bcaaa4;
+  --md-brown-300: #a1887f;
+  --md-brown-400: #8d6e63;
+  --md-brown-500: #795548;
+  --md-brown-600: #6d4c41;
+  --md-brown-700: #5d4037;
+  --md-brown-800: #4e342e;
+  --md-brown-900: #3e2723;
+
+  --md-grey-50: #fafafa;
+  --md-grey-100: #f5f5f5;
+  --md-grey-200: #eeeeee;
+  --md-grey-300: #e0e0e0;
+  --md-grey-400: #bdbdbd;
+  --md-grey-500: #9e9e9e;
+  --md-grey-600: #757575;
+  --md-grey-700: #616161;
+  --md-grey-800: #424242;
+  --md-grey-900: #212121;
+
+  --md-blue-grey-50: #eceff1;
+  --md-blue-grey-100: #cfd8dc;
+  --md-blue-grey-200: #b0bec5;
+  --md-blue-grey-300: #90a4ae;
+  --md-blue-grey-400: #78909c;
+  --md-blue-grey-500: #607d8b;
+  --md-blue-grey-600: #546e7a;
+  --md-blue-grey-700: #455a64;
+  --md-blue-grey-800: #37474f;
+  --md-blue-grey-900: #263238;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Spinner {
+  position: absolute;
+  display: flex;
+  justify-content: center;
+  align-items: center;
+  z-index: 10;
+  left: 0;
+  top: 0;
+  width: 100%;
+  height: 100%;
+  background: var(--jp-layout-color0);
+  outline: none;
+}
+
+.jp-SpinnerContent {
+  font-size: 10px;
+  margin: 50px auto;
+  text-indent: -9999em;
+  width: 3em;
+  height: 3em;
+  border-radius: 50%;
+  background: var(--jp-brand-color3);
+  background: linear-gradient(
+    to right,
+    #f37626 10%,
+    rgba(255, 255, 255, 0) 42%
+  );
+  position: relative;
+  animation: load3 1s infinite linear, fadeIn 1s;
+}
+
+.jp-SpinnerContent:before {
+  width: 50%;
+  height: 50%;
+  background: #f37626;
+  border-radius: 100% 0 0 0;
+  position: absolute;
+  top: 0;
+  left: 0;
+  content: '';
+}
+
+.jp-SpinnerContent:after {
+  background: var(--jp-layout-color0);
+  width: 75%;
+  height: 75%;
+  border-radius: 50%;
+  content: '';
+  margin: auto;
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  right: 0;
+}
+
+@keyframes fadeIn {
+  0% {
+    opacity: 0;
+  }
+  100% {
+    opacity: 1;
+  }
+}
+
+@keyframes load3 {
+  0% {
+    transform: rotate(0deg);
+  }
+  100% {
+    transform: rotate(360deg);
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+button.jp-mod-styled {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  border: none;
+  box-sizing: border-box;
+  text-align: center;
+  line-height: 32px;
+  height: 32px;
+  padding: 0px 12px;
+  letter-spacing: 0.8px;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+input.jp-mod-styled {
+  background: var(--jp-input-background);
+  height: 28px;
+  box-sizing: border-box;
+  border: var(--jp-border-width) solid var(--jp-border-color1);
+  padding-left: 7px;
+  padding-right: 7px;
+  font-size: var(--jp-ui-font-size2);
+  color: var(--jp-ui-font-color0);
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+input.jp-mod-styled:focus {
+  border: var(--jp-border-width) solid var(--md-blue-500);
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-select-wrapper {
+  display: flex;
+  position: relative;
+  flex-direction: column;
+  padding: 1px;
+  background-color: var(--jp-layout-color1);
+  height: 28px;
+  box-sizing: border-box;
+  margin-bottom: 12px;
+}
+
+.jp-select-wrapper.jp-mod-focused select.jp-mod-styled {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+  background-color: var(--jp-input-active-background);
+}
+
+select.jp-mod-styled:hover {
+  background-color: var(--jp-layout-color1);
+  cursor: pointer;
+  color: var(--jp-ui-font-color0);
+  background-color: var(--jp-input-hover-background);
+  box-shadow: inset 0 0px 1px rgba(0, 0, 0, 0.5);
+}
+
+select.jp-mod-styled {
+  flex: 1 1 auto;
+  height: 32px;
+  width: 100%;
+  font-size: var(--jp-ui-font-size2);
+  background: var(--jp-input-background);
+  color: var(--jp-ui-font-color0);
+  padding: 0 25px 0 8px;
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  border-radius: 0px;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-toolbar-height: calc(
+    28px + var(--jp-border-width)
+  ); /* leave 28px for content */
+}
+
+.jp-Toolbar {
+  color: var(--jp-ui-font-color1);
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  background: var(--jp-toolbar-background);
+  min-height: var(--jp-toolbar-micro-height);
+  padding: 2px;
+  z-index: 1;
+  overflow-x: hidden;
+}
+
+.jp-Toolbar:hover {
+  overflow-x: auto;
+}
+
+/* Toolbar items */
+
+.jp-Toolbar > .jp-Toolbar-item.jp-Toolbar-spacer {
+  flex-grow: 1;
+  flex-shrink: 1;
+}
+
+.jp-Toolbar-item.jp-Toolbar-kernelStatus {
+  display: inline-block;
+  width: 32px;
+  background-repeat: no-repeat;
+  background-position: center;
+  background-size: 16px;
+}
+
+.jp-Toolbar > .jp-Toolbar-item {
+  flex: 0 0 auto;
+  display: flex;
+  padding-left: 1px;
+  padding-right: 1px;
+  font-size: var(--jp-ui-font-size1);
+  line-height: var(--jp-private-toolbar-height);
+  height: 100%;
+}
+
+/* Toolbar buttons */
+
+/* This is the div we use to wrap the react component into a Widget */
+div.jp-ToolbarButton {
+  color: transparent;
+  border: none;
+  box-sizing: border-box;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  padding: 0px;
+  margin: 0px;
+}
+
+button.jp-ToolbarButtonComponent {
+  background: var(--jp-layout-color1);
+  border: none;
+  box-sizing: border-box;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  padding: 0px 6px;
+  margin: 0px;
+  height: 24px;
+  border-radius: var(--jp-border-radius);
+  display: flex;
+  align-items: center;
+  text-align: center;
+  font-size: 14px;
+  min-width: unset;
+  min-height: unset;
+}
+
+button.jp-ToolbarButtonComponent:disabled {
+  opacity: 0.4;
+}
+
+button.jp-ToolbarButtonComponent span {
+  padding: 0px;
+  flex: 0 0 auto;
+}
+
+button.jp-ToolbarButtonComponent .jp-ToolbarButtonComponent-label {
+  font-size: var(--jp-ui-font-size1);
+  line-height: 100%;
+  padding-left: 2px;
+  color: var(--jp-ui-font-color1);
+}
+
+#jp-main-dock-panel[data-mode='single-document']
+  .jp-MainAreaWidget
+  > .jp-Toolbar.jp-Toolbar-micro {
+  padding: 0;
+  min-height: 0;
+}
+
+#jp-main-dock-panel[data-mode='single-document']
+  .jp-MainAreaWidget
+  > .jp-Toolbar {
+  border: none;
+  box-shadow: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ body.p-mod-override-cursor *, /* </DEPRECATED> */
+body.lm-mod-override-cursor * {
+  cursor: inherit !important;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-JSONEditor {
+  display: flex;
+  flex-direction: column;
+  width: 100%;
+}
+
+.jp-JSONEditor-host {
+  flex: 1 1 auto;
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  border-radius: 0px;
+  background: var(--jp-layout-color0);
+  min-height: 50px;
+  padding: 1px;
+}
+
+.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {
+  border-color: red;
+  outline-color: red;
+}
+
+.jp-JSONEditor-header {
+  display: flex;
+  flex: 1 0 auto;
+  padding: 0 0 0 12px;
+}
+
+.jp-JSONEditor-header label {
+  flex: 0 0 auto;
+}
+
+.jp-JSONEditor-commitButton {
+  height: 16px;
+  width: 16px;
+  background-size: 18px;
+  background-repeat: no-repeat;
+  background-position: center;
+}
+
+.jp-JSONEditor-host.jp-mod-focused {
+  background-color: var(--jp-input-active-background);
+  border: 1px solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+.jp-Editor.jp-mod-dropTarget {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+/* BASICS */
+
+.CodeMirror {
+  /* Set height, width, borders, and global font properties here */
+  font-family: monospace;
+  height: 300px;
+  color: black;
+  direction: ltr;
+}
+
+/* PADDING */
+
+.CodeMirror-lines {
+  padding: 4px 0; /* Vertical padding around content */
+}
+.CodeMirror pre.CodeMirror-line,
+.CodeMirror pre.CodeMirror-line-like {
+  padding: 0 4px; /* Horizontal padding of content */
+}
+
+.CodeMirror-scrollbar-filler, .CodeMirror-gutter-filler {
+  background-color: white; /* The little square between H and V scrollbars */
+}
+
+/* GUTTER */
+
+.CodeMirror-gutters {
+  border-right: 1px solid #ddd;
+  background-color: #f7f7f7;
+  white-space: nowrap;
+}
+.CodeMirror-linenumbers {}
+.CodeMirror-linenumber {
+  padding: 0 3px 0 5px;
+  min-width: 20px;
+  text-align: right;
+  color: #999;
+  white-space: nowrap;
+}
+
+.CodeMirror-guttermarker { color: black; }
+.CodeMirror-guttermarker-subtle { color: #999; }
+
+/* CURSOR */
+
+.CodeMirror-cursor {
+  border-left: 1px solid black;
+  border-right: none;
+  width: 0;
+}
+/* Shown when moving in bi-directional text */
+.CodeMirror div.CodeMirror-secondarycursor {
+  border-left: 1px solid silver;
+}
+.cm-fat-cursor .CodeMirror-cursor {
+  width: auto;
+  border: 0 !important;
+  background: #7e7;
+}
+.cm-fat-cursor div.CodeMirror-cursors {
+  z-index: 1;
+}
+.cm-fat-cursor-mark {
+  background-color: rgba(20, 255, 20, 0.5);
+  -webkit-animation: blink 1.06s steps(1) infinite;
+  -moz-animation: blink 1.06s steps(1) infinite;
+  animation: blink 1.06s steps(1) infinite;
+}
+.cm-animate-fat-cursor {
+  width: auto;
+  border: 0;
+  -webkit-animation: blink 1.06s steps(1) infinite;
+  -moz-animation: blink 1.06s steps(1) infinite;
+  animation: blink 1.06s steps(1) infinite;
+  background-color: #7e7;
+}
+@-moz-keyframes blink {
+  0% {}
+  50% { background-color: transparent; }
+  100% {}
+}
+@-webkit-keyframes blink {
+  0% {}
+  50% { background-color: transparent; }
+  100% {}
+}
+@keyframes blink {
+  0% {}
+  50% { background-color: transparent; }
+  100% {}
+}
+
+/* Can style cursor different in overwrite (non-insert) mode */
+.CodeMirror-overwrite .CodeMirror-cursor {}
+
+.cm-tab { display: inline-block; text-decoration: inherit; }
+
+.CodeMirror-rulers {
+  position: absolute;
+  left: 0; right: 0; top: -50px; bottom: 0;
+  overflow: hidden;
+}
+.CodeMirror-ruler {
+  border-left: 1px solid #ccc;
+  top: 0; bottom: 0;
+  position: absolute;
+}
+
+/* DEFAULT THEME */
+
+.cm-s-default .cm-header {color: blue;}
+.cm-s-default .cm-quote {color: #090;}
+.cm-negative {color: #d44;}
+.cm-positive {color: #292;}
+.cm-header, .cm-strong {font-weight: bold;}
+.cm-em {font-style: italic;}
+.cm-link {text-decoration: underline;}
+.cm-strikethrough {text-decoration: line-through;}
+
+.cm-s-default .cm-keyword {color: #708;}
+.cm-s-default .cm-atom {color: #219;}
+.cm-s-default .cm-number {color: #164;}
+.cm-s-default .cm-def {color: #00f;}
+.cm-s-default .cm-variable,
+.cm-s-default .cm-punctuation,
+.cm-s-default .cm-property,
+.cm-s-default .cm-operator {}
+.cm-s-default .cm-variable-2 {color: #05a;}
+.cm-s-default .cm-variable-3, .cm-s-default .cm-type {color: #085;}
+.cm-s-default .cm-comment {color: #a50;}
+.cm-s-default .cm-string {color: #a11;}
+.cm-s-default .cm-string-2 {color: #f50;}
+.cm-s-default .cm-meta {color: #555;}
+.cm-s-default .cm-qualifier {color: #555;}
+.cm-s-default .cm-builtin {color: #30a;}
+.cm-s-default .cm-bracket {color: #997;}
+.cm-s-default .cm-tag {color: #170;}
+.cm-s-default .cm-attribute {color: #00c;}
+.cm-s-default .cm-hr {color: #999;}
+.cm-s-default .cm-link {color: #00c;}
+
+.cm-s-default .cm-error {color: #f00;}
+.cm-invalidchar {color: #f00;}
+
+.CodeMirror-composing { border-bottom: 2px solid; }
+
+/* Default styles for common addons */
+
+div.CodeMirror span.CodeMirror-matchingbracket {color: #0b0;}
+div.CodeMirror span.CodeMirror-nonmatchingbracket {color: #a22;}
+.CodeMirror-matchingtag { background: rgba(255, 150, 0, .3); }
+.CodeMirror-activeline-background {background: #e8f2ff;}
+
+/* STOP */
+
+/* The rest of this file contains styles related to the mechanics of
+   the editor. You probably shouldn't touch them. */
+
+.CodeMirror {
+  position: relative;
+  overflow: hidden;
+  background: white;
+}
+
+.CodeMirror-scroll {
+  overflow: scroll !important; /* Things will break if this is overridden */
+  /* 50px is the magic margin used to hide the element's real scrollbars */
+  /* See overflow: hidden in .CodeMirror */
+  margin-bottom: -50px; margin-right: -50px;
+  padding-bottom: 50px;
+  height: 100%;
+  outline: none; /* Prevent dragging from highlighting the element */
+  position: relative;
+}
+.CodeMirror-sizer {
+  position: relative;
+  border-right: 50px solid transparent;
+}
+
+/* The fake, visible scrollbars. Used to force redraw during scrolling
+   before actual scrolling happens, thus preventing shaking and
+   flickering artifacts. */
+.CodeMirror-vscrollbar, .CodeMirror-hscrollbar, .CodeMirror-scrollbar-filler, .CodeMirror-gutter-filler {
+  position: absolute;
+  z-index: 6;
+  display: none;
+}
+.CodeMirror-vscrollbar {
+  right: 0; top: 0;
+  overflow-x: hidden;
+  overflow-y: scroll;
+}
+.CodeMirror-hscrollbar {
+  bottom: 0; left: 0;
+  overflow-y: hidden;
+  overflow-x: scroll;
+}
+.CodeMirror-scrollbar-filler {
+  right: 0; bottom: 0;
+}
+.CodeMirror-gutter-filler {
+  left: 0; bottom: 0;
+}
+
+.CodeMirror-gutters {
+  position: absolute; left: 0; top: 0;
+  min-height: 100%;
+  z-index: 3;
+}
+.CodeMirror-gutter {
+  white-space: normal;
+  height: 100%;
+  display: inline-block;
+  vertical-align: top;
+  margin-bottom: -50px;
+}
+.CodeMirror-gutter-wrapper {
+  position: absolute;
+  z-index: 4;
+  background: none !important;
+  border: none !important;
+}
+.CodeMirror-gutter-background {
+  position: absolute;
+  top: 0; bottom: 0;
+  z-index: 4;
+}
+.CodeMirror-gutter-elt {
+  position: absolute;
+  cursor: default;
+  z-index: 4;
+}
+.CodeMirror-gutter-wrapper ::selection { background-color: transparent }
+.CodeMirror-gutter-wrapper ::-moz-selection { background-color: transparent }
+
+.CodeMirror-lines {
+  cursor: text;
+  min-height: 1px; /* prevents collapsing before first draw */
+}
+.CodeMirror pre.CodeMirror-line,
+.CodeMirror pre.CodeMirror-line-like {
+  /* Reset some styles that the rest of the page might have set */
+  -moz-border-radius: 0; -webkit-border-radius: 0; border-radius: 0;
+  border-width: 0;
+  background: transparent;
+  font-family: inherit;
+  font-size: inherit;
+  margin: 0;
+  white-space: pre;
+  word-wrap: normal;
+  line-height: inherit;
+  color: inherit;
+  z-index: 2;
+  position: relative;
+  overflow: visible;
+  -webkit-tap-highlight-color: transparent;
+  -webkit-font-variant-ligatures: contextual;
+  font-variant-ligatures: contextual;
+}
+.CodeMirror-wrap pre.CodeMirror-line,
+.CodeMirror-wrap pre.CodeMirror-line-like {
+  word-wrap: break-word;
+  white-space: pre-wrap;
+  word-break: normal;
+}
+
+.CodeMirror-linebackground {
+  position: absolute;
+  left: 0; right: 0; top: 0; bottom: 0;
+  z-index: 0;
+}
+
+.CodeMirror-linewidget {
+  position: relative;
+  z-index: 2;
+  padding: 0.1px; /* Force widget margins to stay inside of the container */
+}
+
+.CodeMirror-widget {}
+
+.CodeMirror-rtl pre { direction: rtl; }
+
+.CodeMirror-code {
+  outline: none;
+}
+
+/* Force content-box sizing for the elements where we expect it */
+.CodeMirror-scroll,
+.CodeMirror-sizer,
+.CodeMirror-gutter,
+.CodeMirror-gutters,
+.CodeMirror-linenumber {
+  -moz-box-sizing: content-box;
+  box-sizing: content-box;
+}
+
+.CodeMirror-measure {
+  position: absolute;
+  width: 100%;
+  height: 0;
+  overflow: hidden;
+  visibility: hidden;
+}
+
+.CodeMirror-cursor {
+  position: absolute;
+  pointer-events: none;
+}
+.CodeMirror-measure pre { position: static; }
+
+div.CodeMirror-cursors {
+  visibility: hidden;
+  position: relative;
+  z-index: 3;
+}
+div.CodeMirror-dragcursors {
+  visibility: visible;
+}
+
+.CodeMirror-focused div.CodeMirror-cursors {
+  visibility: visible;
+}
+
+.CodeMirror-selected { background: #d9d9d9; }
+.CodeMirror-focused .CodeMirror-selected { background: #d7d4f0; }
+.CodeMirror-crosshair { cursor: crosshair; }
+.CodeMirror-line::selection, .CodeMirror-line > span::selection, .CodeMirror-line > span > span::selection { background: #d7d4f0; }
+.CodeMirror-line::-moz-selection, .CodeMirror-line > span::-moz-selection, .CodeMirror-line > span > span::-moz-selection { background: #d7d4f0; }
+
+.cm-searching {
+  background-color: #ffa;
+  background-color: rgba(255, 255, 0, .4);
+}
+
+/* Used to force a border model for a node */
+.cm-force-border { padding-right: .1px; }
+
+@media print {
+  /* Hide the cursor when printing */
+  .CodeMirror div.CodeMirror-cursors {
+    visibility: hidden;
+  }
+}
+
+/* See issue #2901 */
+.cm-tab-wrap-hack:after { content: ''; }
+
+/* Help users use markselection to safely style text background */
+span.CodeMirror-selectedtext { background: none; }
+
+.CodeMirror-dialog {
+  position: absolute;
+  left: 0; right: 0;
+  background: inherit;
+  z-index: 15;
+  padding: .1em .8em;
+  overflow: hidden;
+  color: inherit;
+}
+
+.CodeMirror-dialog-top {
+  border-bottom: 1px solid #eee;
+  top: 0;
+}
+
+.CodeMirror-dialog-bottom {
+  border-top: 1px solid #eee;
+  bottom: 0;
+}
+
+.CodeMirror-dialog input {
+  border: none;
+  outline: none;
+  background: transparent;
+  width: 20em;
+  color: inherit;
+  font-family: monospace;
+}
+
+.CodeMirror-dialog button {
+  font-size: 70%;
+}
+
+.CodeMirror-foldmarker {
+  color: blue;
+  text-shadow: #b9f 1px 1px 2px, #b9f -1px -1px 2px, #b9f 1px -1px 2px, #b9f -1px 1px 2px;
+  font-family: arial;
+  line-height: .3;
+  cursor: pointer;
+}
+.CodeMirror-foldgutter {
+  width: .7em;
+}
+.CodeMirror-foldgutter-open,
+.CodeMirror-foldgutter-folded {
+  cursor: pointer;
+}
+.CodeMirror-foldgutter-open:after {
+  content: "\25BE";
+}
+.CodeMirror-foldgutter-folded:after {
+  content: "\25B8";
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.CodeMirror {
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  font-family: var(--jp-code-font-family);
+  border: 0;
+  border-radius: 0;
+  height: auto;
+  /* Changed to auto to autogrow */
+}
+
+.CodeMirror pre {
+  padding: 0 var(--jp-code-padding);
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-dialog {
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+}
+
+/* This causes https://github.com/jupyter/jupyterlab/issues/522 */
+/* May not cause it not because we changed it! */
+.CodeMirror-lines {
+  padding: var(--jp-code-padding) 0;
+}
+
+.CodeMirror-linenumber {
+  padding: 0 8px;
+}
+
+.jp-CodeMirrorEditor {
+  cursor: text;
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {
+  border-left: var(--jp-code-cursor-width0) solid var(--jp-editor-cursor-color);
+}
+
+/* When zoomed out 67% and 33% on a screen of 1440 width x 900 height */
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {
+    border-left: var(--jp-code-cursor-width1) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+/* When zoomed out less than 33% */
+@media screen and (min-width: 4320px) {
+  .jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {
+    border-left: var(--jp-code-cursor-width2) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+.CodeMirror.jp-mod-readOnly .CodeMirror-cursor {
+  display: none;
+}
+
+.CodeMirror-gutters {
+  border-right: 1px solid var(--jp-border-color2);
+  background-color: var(--jp-layout-color0);
+}
+
+.jp-CollaboratorCursor {
+  border-left: 5px solid transparent;
+  border-right: 5px solid transparent;
+  border-top: none;
+  border-bottom: 3px solid;
+  background-clip: content-box;
+  margin-left: -5px;
+  margin-right: -5px;
+}
+
+.CodeMirror-selectedtext.cm-searching {
+  background-color: var(--jp-search-selected-match-background-color) !important;
+  color: var(--jp-search-selected-match-color) !important;
+}
+
+.cm-searching {
+  background-color: var(
+    --jp-search-unselected-match-background-color
+  ) !important;
+  color: var(--jp-search-unselected-match-color) !important;
+}
+
+.CodeMirror-focused .CodeMirror-selected {
+  background-color: var(--jp-editor-selected-focused-background);
+}
+
+.CodeMirror-selected {
+  background-color: var(--jp-editor-selected-background);
+}
+
+.jp-CollaboratorCursor-hover {
+  position: absolute;
+  z-index: 1;
+  transform: translateX(-50%);
+  color: white;
+  border-radius: 3px;
+  padding-left: 4px;
+  padding-right: 4px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+  text-align: center;
+  font-size: var(--jp-ui-font-size1);
+  white-space: nowrap;
+}
+
+.jp-CodeMirror-ruler {
+  border-left: 1px dashed var(--jp-border-color2);
+}
+
+/**
+ * Here is our jupyter theme for CodeMirror syntax highlighting
+ * This is used in our marked.js syntax highlighting and CodeMirror itself
+ * The string "jupyter" is set in ../codemirror/widget.DEFAULT_CODEMIRROR_THEME
+ * This came from the classic notebook, which came form highlight.js/GitHub
+ */
+
+/**
+ * CodeMirror themes are handling the background/color in this way. This works
+ * fine for CodeMirror editors outside the notebook, but the notebook styles
+ * these things differently.
+ */
+.CodeMirror.cm-s-jupyter {
+  background: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+}
+
+/* In the notebook, we want this styling to be handled by its container */
+.jp-CodeConsole .CodeMirror.cm-s-jupyter,
+.jp-Notebook .CodeMirror.cm-s-jupyter {
+  background: transparent;
+}
+
+.cm-s-jupyter .CodeMirror-cursor {
+  border-left: var(--jp-code-cursor-width0) solid var(--jp-editor-cursor-color);
+}
+.cm-s-jupyter span.cm-keyword {
+  color: var(--jp-mirror-editor-keyword-color);
+  font-weight: bold;
+}
+.cm-s-jupyter span.cm-atom {
+  color: var(--jp-mirror-editor-atom-color);
+}
+.cm-s-jupyter span.cm-number {
+  color: var(--jp-mirror-editor-number-color);
+}
+.cm-s-jupyter span.cm-def {
+  color: var(--jp-mirror-editor-def-color);
+}
+.cm-s-jupyter span.cm-variable {
+  color: var(--jp-mirror-editor-variable-color);
+}
+.cm-s-jupyter span.cm-variable-2 {
+  color: var(--jp-mirror-editor-variable-2-color);
+}
+.cm-s-jupyter span.cm-variable-3 {
+  color: var(--jp-mirror-editor-variable-3-color);
+}
+.cm-s-jupyter span.cm-punctuation {
+  color: var(--jp-mirror-editor-punctuation-color);
+}
+.cm-s-jupyter span.cm-property {
+  color: var(--jp-mirror-editor-property-color);
+}
+.cm-s-jupyter span.cm-operator {
+  color: var(--jp-mirror-editor-operator-color);
+  font-weight: bold;
+}
+.cm-s-jupyter span.cm-comment {
+  color: var(--jp-mirror-editor-comment-color);
+  font-style: italic;
+}
+.cm-s-jupyter span.cm-string {
+  color: var(--jp-mirror-editor-string-color);
+}
+.cm-s-jupyter span.cm-string-2 {
+  color: var(--jp-mirror-editor-string-2-color);
+}
+.cm-s-jupyter span.cm-meta {
+  color: var(--jp-mirror-editor-meta-color);
+}
+.cm-s-jupyter span.cm-qualifier {
+  color: var(--jp-mirror-editor-qualifier-color);
+}
+.cm-s-jupyter span.cm-builtin {
+  color: var(--jp-mirror-editor-builtin-color);
+}
+.cm-s-jupyter span.cm-bracket {
+  color: var(--jp-mirror-editor-bracket-color);
+}
+.cm-s-jupyter span.cm-tag {
+  color: var(--jp-mirror-editor-tag-color);
+}
+.cm-s-jupyter span.cm-attribute {
+  color: var(--jp-mirror-editor-attribute-color);
+}
+.cm-s-jupyter span.cm-header {
+  color: var(--jp-mirror-editor-header-color);
+}
+.cm-s-jupyter span.cm-quote {
+  color: var(--jp-mirror-editor-quote-color);
+}
+.cm-s-jupyter span.cm-link {
+  color: var(--jp-mirror-editor-link-color);
+}
+.cm-s-jupyter span.cm-error {
+  color: var(--jp-mirror-editor-error-color);
+}
+.cm-s-jupyter span.cm-hr {
+  color: #999;
+}
+
+.cm-s-jupyter span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+
+.cm-s-jupyter .CodeMirror-activeline-background,
+.cm-s-jupyter .CodeMirror-gutter {
+  background-color: var(--jp-layout-color2);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| RenderedText
+|----------------------------------------------------------------------------*/
+
+:root {
+  /* This is the padding value to fill the gaps between lines containing spans with background color. */
+  --jp-private-code-span-padding: calc(
+    (var(--jp-code-line-height) - 1) * var(--jp-code-font-size) / 2
+  );
+}
+
+.jp-RenderedText {
+  text-align: left;
+  padding-left: var(--jp-code-padding);
+  line-height: var(--jp-code-line-height);
+  font-family: var(--jp-code-font-family);
+}
+
+.jp-RenderedText pre,
+.jp-RenderedJavaScript pre,
+.jp-RenderedHTMLCommon pre {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-code-font-size);
+  border: none;
+  margin: 0px;
+  padding: 0px;
+}
+
+.jp-RenderedText pre a:link {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+.jp-RenderedText pre a:hover {
+  text-decoration: underline;
+  color: var(--jp-content-link-color);
+}
+.jp-RenderedText pre a:visited {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+/* console foregrounds and backgrounds */
+.jp-RenderedText pre .ansi-black-fg {
+  color: #3e424d;
+}
+.jp-RenderedText pre .ansi-red-fg {
+  color: #e75c58;
+}
+.jp-RenderedText pre .ansi-green-fg {
+  color: #00a250;
+}
+.jp-RenderedText pre .ansi-yellow-fg {
+  color: #ddb62b;
+}
+.jp-RenderedText pre .ansi-blue-fg {
+  color: #208ffb;
+}
+.jp-RenderedText pre .ansi-magenta-fg {
+  color: #d160c4;
+}
+.jp-RenderedText pre .ansi-cyan-fg {
+  color: #60c6c8;
+}
+.jp-RenderedText pre .ansi-white-fg {
+  color: #c5c1b4;
+}
+
+.jp-RenderedText pre .ansi-black-bg {
+  background-color: #3e424d;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-red-bg {
+  background-color: #e75c58;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-green-bg {
+  background-color: #00a250;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-yellow-bg {
+  background-color: #ddb62b;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-blue-bg {
+  background-color: #208ffb;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-magenta-bg {
+  background-color: #d160c4;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-cyan-bg {
+  background-color: #60c6c8;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-white-bg {
+  background-color: #c5c1b4;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-black-intense-fg {
+  color: #282c36;
+}
+.jp-RenderedText pre .ansi-red-intense-fg {
+  color: #b22b31;
+}
+.jp-RenderedText pre .ansi-green-intense-fg {
+  color: #007427;
+}
+.jp-RenderedText pre .ansi-yellow-intense-fg {
+  color: #b27d12;
+}
+.jp-RenderedText pre .ansi-blue-intense-fg {
+  color: #0065ca;
+}
+.jp-RenderedText pre .ansi-magenta-intense-fg {
+  color: #a03196;
+}
+.jp-RenderedText pre .ansi-cyan-intense-fg {
+  color: #258f8f;
+}
+.jp-RenderedText pre .ansi-white-intense-fg {
+  color: #a1a6b2;
+}
+
+.jp-RenderedText pre .ansi-black-intense-bg {
+  background-color: #282c36;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-red-intense-bg {
+  background-color: #b22b31;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-green-intense-bg {
+  background-color: #007427;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-yellow-intense-bg {
+  background-color: #b27d12;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-blue-intense-bg {
+  background-color: #0065ca;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-magenta-intense-bg {
+  background-color: #a03196;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-cyan-intense-bg {
+  background-color: #258f8f;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-white-intense-bg {
+  background-color: #a1a6b2;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-default-inverse-fg {
+  color: var(--jp-ui-inverse-font-color0);
+}
+.jp-RenderedText pre .ansi-default-inverse-bg {
+  background-color: var(--jp-inverse-layout-color0);
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-bold {
+  font-weight: bold;
+}
+.jp-RenderedText pre .ansi-underline {
+  text-decoration: underline;
+}
+
+.jp-RenderedText[data-mime-type='application/vnd.jupyter.stderr'] {
+  background: var(--jp-rendermime-error-background);
+  padding-top: var(--jp-code-padding);
+}
+
+/*-----------------------------------------------------------------------------
+| RenderedLatex
+|----------------------------------------------------------------------------*/
+
+.jp-RenderedLatex {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-content-font-size1);
+  line-height: var(--jp-content-line-height);
+}
+
+/* Left-justify outputs.*/
+.jp-OutputArea-output.jp-RenderedLatex {
+  padding: var(--jp-code-padding);
+  text-align: left;
+}
+
+/*-----------------------------------------------------------------------------
+| RenderedHTML
+|----------------------------------------------------------------------------*/
+
+.jp-RenderedHTMLCommon {
+  color: var(--jp-content-font-color1);
+  font-family: var(--jp-content-font-family);
+  font-size: var(--jp-content-font-size1);
+  line-height: var(--jp-content-line-height);
+  /* Give a bit more R padding on Markdown text to keep line lengths reasonable */
+  padding-right: 20px;
+}
+
+.jp-RenderedHTMLCommon em {
+  font-style: italic;
+}
+
+.jp-RenderedHTMLCommon strong {
+  font-weight: bold;
+}
+
+.jp-RenderedHTMLCommon u {
+  text-decoration: underline;
+}
+
+.jp-RenderedHTMLCommon a:link {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+.jp-RenderedHTMLCommon a:hover {
+  text-decoration: underline;
+  color: var(--jp-content-link-color);
+}
+
+.jp-RenderedHTMLCommon a:visited {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+/* Headings */
+
+.jp-RenderedHTMLCommon h1,
+.jp-RenderedHTMLCommon h2,
+.jp-RenderedHTMLCommon h3,
+.jp-RenderedHTMLCommon h4,
+.jp-RenderedHTMLCommon h5,
+.jp-RenderedHTMLCommon h6 {
+  line-height: var(--jp-content-heading-line-height);
+  font-weight: var(--jp-content-heading-font-weight);
+  font-style: normal;
+  margin: var(--jp-content-heading-margin-top) 0
+    var(--jp-content-heading-margin-bottom) 0;
+}
+
+.jp-RenderedHTMLCommon h1:first-child,
+.jp-RenderedHTMLCommon h2:first-child,
+.jp-RenderedHTMLCommon h3:first-child,
+.jp-RenderedHTMLCommon h4:first-child,
+.jp-RenderedHTMLCommon h5:first-child,
+.jp-RenderedHTMLCommon h6:first-child {
+  margin-top: calc(0.5 * var(--jp-content-heading-margin-top));
+}
+
+.jp-RenderedHTMLCommon h1:last-child,
+.jp-RenderedHTMLCommon h2:last-child,
+.jp-RenderedHTMLCommon h3:last-child,
+.jp-RenderedHTMLCommon h4:last-child,
+.jp-RenderedHTMLCommon h5:last-child,
+.jp-RenderedHTMLCommon h6:last-child {
+  margin-bottom: calc(0.5 * var(--jp-content-heading-margin-bottom));
+}
+
+.jp-RenderedHTMLCommon h1 {
+  font-size: var(--jp-content-font-size5);
+}
+
+.jp-RenderedHTMLCommon h2 {
+  font-size: var(--jp-content-font-size4);
+}
+
+.jp-RenderedHTMLCommon h3 {
+  font-size: var(--jp-content-font-size3);
+}
+
+.jp-RenderedHTMLCommon h4 {
+  font-size: var(--jp-content-font-size2);
+}
+
+.jp-RenderedHTMLCommon h5 {
+  font-size: var(--jp-content-font-size1);
+}
+
+.jp-RenderedHTMLCommon h6 {
+  font-size: var(--jp-content-font-size0);
+}
+
+/* Lists */
+
+.jp-RenderedHTMLCommon ul:not(.list-inline),
+.jp-RenderedHTMLCommon ol:not(.list-inline) {
+  padding-left: 2em;
+}
+
+.jp-RenderedHTMLCommon ul {
+  list-style: disc;
+}
+
+.jp-RenderedHTMLCommon ul ul {
+  list-style: square;
+}
+
+.jp-RenderedHTMLCommon ul ul ul {
+  list-style: circle;
+}
+
+.jp-RenderedHTMLCommon ol {
+  list-style: decimal;
+}
+
+.jp-RenderedHTMLCommon ol ol {
+  list-style: upper-alpha;
+}
+
+.jp-RenderedHTMLCommon ol ol ol {
+  list-style: lower-alpha;
+}
+
+.jp-RenderedHTMLCommon ol ol ol ol {
+  list-style: lower-roman;
+}
+
+.jp-RenderedHTMLCommon ol ol ol ol ol {
+  list-style: decimal;
+}
+
+.jp-RenderedHTMLCommon ol,
+.jp-RenderedHTMLCommon ul {
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon ul ul,
+.jp-RenderedHTMLCommon ul ol,
+.jp-RenderedHTMLCommon ol ul,
+.jp-RenderedHTMLCommon ol ol {
+  margin-bottom: 0em;
+}
+
+.jp-RenderedHTMLCommon hr {
+  color: var(--jp-border-color2);
+  background-color: var(--jp-border-color1);
+  margin-top: 1em;
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon > pre {
+  margin: 1.5em 2em;
+}
+
+.jp-RenderedHTMLCommon pre,
+.jp-RenderedHTMLCommon code {
+  border: 0;
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+  font-family: var(--jp-code-font-family);
+  font-size: inherit;
+  line-height: var(--jp-code-line-height);
+  padding: 0;
+  white-space: pre-wrap;
+}
+
+.jp-RenderedHTMLCommon :not(pre) > code {
+  background-color: var(--jp-layout-color2);
+  padding: 1px 5px;
+}
+
+/* Tables */
+
+.jp-RenderedHTMLCommon table {
+  border-collapse: collapse;
+  border-spacing: 0;
+  border: none;
+  color: var(--jp-ui-font-color1);
+  font-size: 12px;
+  table-layout: fixed;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+.jp-RenderedHTMLCommon thead {
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color1);
+  vertical-align: bottom;
+}
+
+.jp-RenderedHTMLCommon td,
+.jp-RenderedHTMLCommon th,
+.jp-RenderedHTMLCommon tr {
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+
+.jp-RenderedMarkdown.jp-RenderedHTMLCommon td,
+.jp-RenderedMarkdown.jp-RenderedHTMLCommon th {
+  max-width: none;
+}
+
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon td,
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon th,
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon tr {
+  text-align: right;
+}
+
+.jp-RenderedHTMLCommon th {
+  font-weight: bold;
+}
+
+.jp-RenderedHTMLCommon tbody tr:nth-child(odd) {
+  background: var(--jp-layout-color0);
+}
+
+.jp-RenderedHTMLCommon tbody tr:nth-child(even) {
+  background: var(--jp-rendermime-table-row-background);
+}
+
+.jp-RenderedHTMLCommon tbody tr:hover {
+  background: var(--jp-rendermime-table-row-hover-background);
+}
+
+.jp-RenderedHTMLCommon table {
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon p {
+  text-align: left;
+  margin: 0px;
+}
+
+.jp-RenderedHTMLCommon p {
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon img {
+  -moz-force-broken-image-icon: 1;
+}
+
+/* Restrict to direct children as other images could be nested in other content. */
+.jp-RenderedHTMLCommon > img {
+  display: block;
+  margin-left: 0;
+  margin-right: 0;
+  margin-bottom: 1em;
+}
+
+/* Change color behind transparent images if they need it... */
+[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-light-background {
+  background-color: var(--jp-inverse-layout-color1);
+}
+[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-dark-background {
+  background-color: var(--jp-inverse-layout-color1);
+}
+/* ...or leave it untouched if they don't */
+[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-dark-background {
+}
+[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-light-background {
+}
+
+.jp-RenderedHTMLCommon img,
+.jp-RenderedImage img,
+.jp-RenderedHTMLCommon svg,
+.jp-RenderedSVG svg {
+  max-width: 100%;
+  height: auto;
+}
+
+.jp-RenderedHTMLCommon img.jp-mod-unconfined,
+.jp-RenderedImage img.jp-mod-unconfined,
+.jp-RenderedHTMLCommon svg.jp-mod-unconfined,
+.jp-RenderedSVG svg.jp-mod-unconfined {
+  max-width: none;
+}
+
+.jp-RenderedHTMLCommon .alert {
+  padding: var(--jp-notebook-padding);
+  border: var(--jp-border-width) solid transparent;
+  border-radius: var(--jp-border-radius);
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon .alert-info {
+  color: var(--jp-info-color0);
+  background-color: var(--jp-info-color3);
+  border-color: var(--jp-info-color2);
+}
+.jp-RenderedHTMLCommon .alert-info hr {
+  border-color: var(--jp-info-color3);
+}
+.jp-RenderedHTMLCommon .alert-info > p:last-child,
+.jp-RenderedHTMLCommon .alert-info > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-warning {
+  color: var(--jp-warn-color0);
+  background-color: var(--jp-warn-color3);
+  border-color: var(--jp-warn-color2);
+}
+.jp-RenderedHTMLCommon .alert-warning hr {
+  border-color: var(--jp-warn-color3);
+}
+.jp-RenderedHTMLCommon .alert-warning > p:last-child,
+.jp-RenderedHTMLCommon .alert-warning > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-success {
+  color: var(--jp-success-color0);
+  background-color: var(--jp-success-color3);
+  border-color: var(--jp-success-color2);
+}
+.jp-RenderedHTMLCommon .alert-success hr {
+  border-color: var(--jp-success-color3);
+}
+.jp-RenderedHTMLCommon .alert-success > p:last-child,
+.jp-RenderedHTMLCommon .alert-success > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-danger {
+  color: var(--jp-error-color0);
+  background-color: var(--jp-error-color3);
+  border-color: var(--jp-error-color2);
+}
+.jp-RenderedHTMLCommon .alert-danger hr {
+  border-color: var(--jp-error-color3);
+}
+.jp-RenderedHTMLCommon .alert-danger > p:last-child,
+.jp-RenderedHTMLCommon .alert-danger > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon blockquote {
+  margin: 1em 2em;
+  padding: 0 1em;
+  border-left: 5px solid var(--jp-border-color2);
+}
+
+a.jp-InternalAnchorLink {
+  visibility: hidden;
+  margin-left: 8px;
+  color: var(--md-blue-800);
+}
+
+h1:hover .jp-InternalAnchorLink,
+h2:hover .jp-InternalAnchorLink,
+h3:hover .jp-InternalAnchorLink,
+h4:hover .jp-InternalAnchorLink,
+h5:hover .jp-InternalAnchorLink,
+h6:hover .jp-InternalAnchorLink {
+  visibility: visible;
+}
+
+.jp-RenderedHTMLCommon kbd {
+  background-color: var(--jp-rendermime-table-row-background);
+  border: 1px solid var(--jp-border-color0);
+  border-bottom-color: var(--jp-border-color2);
+  border-radius: 3px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+  display: inline-block;
+  font-size: 0.8em;
+  line-height: 1em;
+  padding: 0.2em 0.5em;
+}
+
+/* Most direct children of .jp-RenderedHTMLCommon have a margin-bottom of 1.0.
+ * At the bottom of cells this is a bit too much as there is also spacing
+ * between cells. Going all the way to 0 gets too tight between markdown and
+ * code cells.
+ */
+.jp-RenderedHTMLCommon > *:last-child {
+  margin-bottom: 0.5em;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-MimeDocument {
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-filebrowser-button-height: 28px;
+  --jp-private-filebrowser-button-width: 48px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser {
+  display: flex;
+  flex-direction: column;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  /* This is needed so that all font sizing of children done in ems is
+   * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  border-bottom: none;
+  height: auto;
+  margin: var(--jp-toolbar-header-margin);
+  box-shadow: none;
+}
+
+.jp-BreadCrumbs {
+  flex: 0 0 auto;
+  margin: 8px 12px 8px 12px;
+}
+
+.jp-BreadCrumbs-item {
+  margin: 0px 2px;
+  padding: 0px 2px;
+  border-radius: var(--jp-border-radius);
+  cursor: pointer;
+}
+
+.jp-BreadCrumbs-item:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-BreadCrumbs-item:first-child {
+  margin-left: 0px;
+}
+
+.jp-BreadCrumbs-item.jp-mod-dropTarget {
+  background-color: var(--jp-brand-color2);
+  opacity: 0.7;
+}
+
+/*-----------------------------------------------------------------------------
+| Buttons
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  padding: 0px;
+  margin: 8px 12px 0px 12px;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  justify-content: flex-start;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar .jp-Toolbar-item {
+  flex: 0 0 auto;
+  padding-left: 0px;
+  padding-right: 2px;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar .jp-ToolbarButtonComponent {
+  width: 40px;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar
+  .jp-Toolbar-item:first-child
+  .jp-ToolbarButtonComponent {
+  width: 72px;
+  background: var(--jp-brand-color1);
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar
+  .jp-Toolbar-item:first-child
+  .jp-ToolbarButtonComponent
+  .jp-icon3 {
+  fill: white;
+}
+
+/*-----------------------------------------------------------------------------
+| Other styles
+|----------------------------------------------------------------------------*/
+
+.jp-FileDialog.jp-mod-conflict input {
+  color: red;
+}
+
+.jp-FileDialog .jp-new-name-title {
+  margin-top: 12px;
+}
+
+.jp-LastModified-hidden {
+  display: none;
+}
+
+.jp-FileBrowser-filterBox {
+  padding: 0px;
+  flex: 0 0 auto;
+  margin: 8px 12px 0px 12px;
+}
+
+/*-----------------------------------------------------------------------------
+| DirListing
+|----------------------------------------------------------------------------*/
+
+.jp-DirListing {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+  outline: 0;
+}
+
+.jp-DirListing-header {
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  overflow: hidden;
+  border-top: var(--jp-border-width) solid var(--jp-border-color2);
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color1);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  z-index: 2;
+}
+
+.jp-DirListing-headerItem {
+  padding: 4px 12px 2px 12px;
+  font-weight: 500;
+}
+
+.jp-DirListing-headerItem:hover {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-headerItem.jp-id-name {
+  flex: 1 0 84px;
+}
+
+.jp-DirListing-headerItem.jp-id-modified {
+  flex: 0 0 112px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+}
+
+.jp-id-narrow {
+  display: none;
+  flex: 0 0 5px;
+  padding: 4px 4px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+  color: var(--jp-border-color2);
+}
+
+.jp-DirListing-narrow .jp-id-narrow {
+  display: block;
+}
+
+.jp-DirListing-narrow .jp-id-modified,
+.jp-DirListing-narrow .jp-DirListing-itemModified {
+  display: none;
+}
+
+.jp-DirListing-headerItem.jp-mod-selected {
+  font-weight: 600;
+}
+
+/* increase specificity to override bundled default */
+.jp-DirListing-content {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  list-style-type: none;
+  overflow: auto;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-content mark {
+  color: var(--jp-ui-font-color0);
+  background-color: transparent;
+  font-weight: bold;
+}
+
+/* Style the directory listing content when a user drops a file to upload */
+.jp-DirListing.jp-mod-native-drop .jp-DirListing-content {
+  outline: 5px dashed rgba(128, 128, 128, 0.5);
+  outline-offset: -10px;
+  cursor: copy;
+}
+
+.jp-DirListing-item {
+  display: flex;
+  flex-direction: row;
+  padding: 4px 12px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-DirListing-item[data-is-dot] {
+  opacity: 75%;
+}
+
+.jp-DirListing-item.jp-mod-selected {
+  color: white;
+  background: var(--jp-brand-color1);
+}
+
+.jp-DirListing-item.jp-mod-dropTarget {
+  background: var(--jp-brand-color3);
+}
+
+.jp-DirListing-item:hover:not(.jp-mod-selected) {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-itemIcon {
+  flex: 0 0 20px;
+  margin-right: 4px;
+}
+
+.jp-DirListing-itemText {
+  flex: 1 0 64px;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  user-select: none;
+}
+
+.jp-DirListing-itemModified {
+  flex: 0 0 125px;
+  text-align: right;
+}
+
+.jp-DirListing-editor {
+  flex: 1 0 64px;
+  outline: none;
+  border: none;
+}
+
+.jp-DirListing-item.jp-mod-running .jp-DirListing-itemIcon:before {
+  color: limegreen;
+  content: '\25CF';
+  font-size: 8px;
+  position: absolute;
+  left: -8px;
+}
+
+.jp-DirListing-item.lm-mod-drag-image,
+.jp-DirListing-item.jp-mod-selected.lm-mod-drag-image {
+  font-size: var(--jp-ui-font-size1);
+  padding-left: 4px;
+  margin-left: 4px;
+  width: 160px;
+  background-color: var(--jp-ui-inverse-font-color2);
+  box-shadow: var(--jp-elevation-z2);
+  border-radius: 0px;
+  color: var(--jp-ui-font-color1);
+  transform: translateX(-40%) translateY(-58%);
+}
+
+.jp-DirListing-deadSpace {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  list-style-type: none;
+  overflow: auto;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-Document {
+  min-width: 120px;
+  min-height: 120px;
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Private CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+}
+
+/*-----------------------------------------------------------------------------
+| Main OutputArea
+| OutputArea has a list of Outputs
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea {
+  overflow-y: auto;
+}
+
+.jp-OutputArea-child {
+  display: flex;
+  flex-direction: row;
+}
+
+.jp-OutputPrompt {
+  flex: 0 0 var(--jp-cell-prompt-width);
+  color: var(--jp-cell-outprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+  opacity: var(--jp-cell-prompt-opacity);
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-OutputArea-output {
+  height: auto;
+  overflow: auto;
+  user-select: text;
+  -moz-user-select: text;
+  -webkit-user-select: text;
+  -ms-user-select: text;
+}
+
+.jp-OutputArea-child .jp-OutputArea-output {
+  flex-grow: 1;
+  flex-shrink: 1;
+}
+
+/**
+ * Isolated output.
+ */
+.jp-OutputArea-output.jp-mod-isolated {
+  width: 100%;
+  display: block;
+}
+
+/*
+When drag events occur, `p-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated:before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+/* pre */
+
+.jp-OutputArea-output pre {
+  border: none;
+  margin: 0px;
+  padding: 0px;
+  overflow-x: auto;
+  overflow-y: auto;
+  word-break: break-all;
+  word-wrap: break-word;
+  white-space: pre-wrap;
+}
+
+/* tables */
+
+.jp-OutputArea-output.jp-RenderedHTMLCommon table {
+  margin-left: 0;
+  margin-right: 0;
+}
+
+/* description lists */
+
+.jp-OutputArea-output dl,
+.jp-OutputArea-output dt,
+.jp-OutputArea-output dd {
+  display: block;
+}
+
+.jp-OutputArea-output dl {
+  width: 100%;
+  overflow: hidden;
+  padding: 0;
+  margin: 0;
+}
+
+.jp-OutputArea-output dt {
+  font-weight: bold;
+  float: left;
+  width: 20%;
+  padding: 0;
+  margin: 0;
+}
+
+.jp-OutputArea-output dd {
+  float: left;
+  width: 80%;
+  padding: 0;
+  margin: 0;
+}
+
+/* Hide the gutter in case of
+ *  - nested output areas (e.g. in the case of output widgets)
+ *  - mirrored output areas
+ */
+.jp-OutputArea .jp-OutputArea .jp-OutputArea-prompt {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| executeResult is added to any Output-result for the display of the object
+| returned by a cell
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea-output.jp-OutputArea-executeResult {
+  margin-left: 0px;
+  flex: 1 1 auto;
+}
+
+/* Text output with the Out[] prompt needs a top padding to match the
+ * alignment of the Out[] prompt itself.
+ */
+.jp-OutputArea-executeResult .jp-RenderedText.jp-OutputArea-output {
+  padding-top: var(--jp-code-padding);
+  border-top: var(--jp-border-width) solid transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| The Stdin output
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea-stdin {
+  line-height: var(--jp-code-line-height);
+  padding-top: var(--jp-code-padding);
+  display: flex;
+}
+
+.jp-Stdin-prompt {
+  color: var(--jp-content-font-color0);
+  padding-right: var(--jp-code-padding);
+  vertical-align: baseline;
+  flex: 0 0 auto;
+}
+
+.jp-Stdin-input {
+  font-family: var(--jp-code-font-family);
+  font-size: inherit;
+  color: inherit;
+  background-color: inherit;
+  width: 42%;
+  min-width: 200px;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+  flex: 0 0 70%;
+}
+
+.jp-Stdin-input:focus {
+  box-shadow: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Output Area View
+|----------------------------------------------------------------------------*/
+
+.jp-LinkedOutputView .jp-OutputArea {
+  height: 100%;
+  display: block;
+}
+
+.jp-LinkedOutputView .jp-OutputArea-output:only-child {
+  height: 100%;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapser {
+  flex: 0 0 var(--jp-cell-collapser-width);
+  padding: 0px;
+  margin: 0px;
+  border: none;
+  outline: none;
+  background: transparent;
+  border-radius: var(--jp-border-radius);
+  opacity: 1;
+}
+
+.jp-Collapser-child {
+  display: block;
+  width: 100%;
+  box-sizing: border-box;
+  /* height: 100% doesn't work because the height of its parent is computed from content */
+  position: absolute;
+  top: 0px;
+  bottom: 0px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Header/Footer
+|----------------------------------------------------------------------------*/
+
+/* Hidden by zero height by default */
+.jp-CellHeader,
+.jp-CellFooter {
+  height: 0px;
+  width: 100%;
+  padding: 0px;
+  margin: 0px;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Input
+|----------------------------------------------------------------------------*/
+
+/* All input areas */
+.jp-InputArea {
+  display: flex;
+  flex-direction: row;
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  flex: 1 1 auto;
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  /* This is the non-active, default styling */
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0px;
+  background: var(--jp-cell-editor-background);
+}
+
+.jp-InputPrompt {
+  flex: 0 0 var(--jp-cell-prompt-width);
+  color: var(--jp-cell-inprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  opacity: var(--jp-cell-prompt-opacity);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+  opacity: var(--jp-cell-prompt-opacity);
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Placeholder {
+  display: flex;
+  flex-direction: row;
+  flex: 1 1 auto;
+}
+
+.jp-Placeholder-prompt {
+  box-sizing: border-box;
+}
+
+.jp-Placeholder-content {
+  flex: 1 1 auto;
+  border: none;
+  background: transparent;
+  height: 20px;
+  box-sizing: border-box;
+}
+
+.jp-Placeholder-content .jp-MoreHorizIcon {
+  width: 32px;
+  height: 16px;
+  border: 1px solid transparent;
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-Placeholder-content .jp-MoreHorizIcon:hover {
+  border: 1px solid var(--jp-border-color1);
+  box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.25);
+  background-color: var(--jp-layout-color0);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Private CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-cell-scrolling-output-offset: 5px;
+}
+
+/*-----------------------------------------------------------------------------
+| Cell
+|----------------------------------------------------------------------------*/
+
+.jp-Cell {
+  padding: var(--jp-cell-padding);
+  margin: 0px;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Common input/output
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-inputWrapper,
+.jp-Cell-outputWrapper {
+  display: flex;
+  flex-direction: row;
+  padding: 0px;
+  margin: 0px;
+  /* Added to reveal the box-shadow on the input and output collapsers. */
+  overflow: visible;
+}
+
+/* Only input/output areas inside cells */
+.jp-Cell-inputArea,
+.jp-Cell-outputArea {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Collapser
+|----------------------------------------------------------------------------*/
+
+/* Make the output collapser disappear when there is not output, but do so
+ * in a manner that leaves it in the layout and preserves its width.
+ */
+.jp-Cell.jp-mod-noOutputs .jp-Cell-outputCollapser {
+  border: none !important;
+  background: transparent !important;
+}
+
+.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputCollapser {
+  min-height: var(--jp-cell-collapser-min-height);
+}
+
+/*-----------------------------------------------------------------------------
+| Output
+|----------------------------------------------------------------------------*/
+
+/* Put a space between input and output when there IS output */
+.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputWrapper {
+  margin-top: 5px;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea {
+  overflow-y: auto;
+  max-height: 200px;
+  box-shadow: inset 0 0 6px 2px rgba(0, 0, 0, 0.3);
+  margin-left: var(--jp-private-cell-scrolling-output-offset);
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {
+  flex: 0 0
+    calc(
+      var(--jp-cell-prompt-width) -
+        var(--jp-private-cell-scrolling-output-offset)
+    );
+}
+
+/*-----------------------------------------------------------------------------
+| CodeCell
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| MarkdownCell
+|----------------------------------------------------------------------------*/
+
+.jp-MarkdownOutput {
+  flex: 1 1 auto;
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-left: var(--jp-code-padding);
+}
+
+.jp-MarkdownOutput.jp-RenderedHTMLCommon {
+  overflow: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel-toolbar {
+  padding: 2px;
+}
+
+.jp-Toolbar-item.jp-Notebook-toolbarCellType .jp-select-wrapper.jp-mod-focused {
+  border: none;
+  box-shadow: none;
+}
+
+.jp-Notebook-toolbarCellTypeDropdown select {
+  height: 24px;
+  font-size: var(--jp-ui-font-size1);
+  line-height: 14px;
+  border-radius: 0;
+  display: block;
+}
+
+.jp-Notebook-toolbarCellTypeDropdown span {
+  top: 5px !important;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Private CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-notebook-dragImage-width: 304px;
+  --jp-private-notebook-dragImage-height: 36px;
+  --jp-private-notebook-selected-color: var(--md-blue-400);
+  --jp-private-notebook-active-color: var(--md-green-400);
+}
+
+/*-----------------------------------------------------------------------------
+| Imports
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Notebook
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel {
+  display: block;
+  height: 100%;
+}
+
+.jp-NotebookPanel.jp-Document {
+  min-width: 240px;
+  min-height: 120px;
+}
+
+.jp-Notebook {
+  padding: var(--jp-notebook-padding);
+  outline: none;
+  overflow: auto;
+  background: var(--jp-layout-color0);
+}
+
+.jp-Notebook.jp-mod-scrollPastEnd::after {
+  display: block;
+  content: '';
+  min-height: var(--jp-notebook-scroll-padding);
+}
+
+.jp-Notebook .jp-Cell {
+  overflow: visible;
+}
+
+.jp-Notebook .jp-Cell .jp-InputPrompt {
+  cursor: move;
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook state related styling
+|
+| The notebook and cells each have states, here are the possibilities:
+|
+| - Notebook
+|   - Command
+|   - Edit
+| - Cell
+|   - None
+|   - Active (only one can be active)
+|   - Selected (the cells actions are applied to)
+|   - Multiselected (when multiple selected, the cursor)
+|   - No outputs
+|----------------------------------------------------------------------------*/
+
+/* Command or edit modes */
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-InputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-OutputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+/* cell is active */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {
+  background: var(--jp-brand-color1);
+}
+
+/* collapser is hovered */
+.jp-Notebook .jp-Cell .jp-Collapser:hover {
+  box-shadow: var(--jp-elevation-z2);
+  background: var(--jp-brand-color1);
+  opacity: var(--jp-cell-collapser-not-active-hover-opacity);
+}
+
+/* cell is active and collapser is hovered */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser:hover {
+  background: var(--jp-brand-color0);
+  opacity: 1;
+}
+
+/* Command mode */
+
+.jp-Notebook.jp-mod-commandMode .jp-Cell.jp-mod-selected {
+  background: var(--jp-notebook-multiselected-color);
+}
+
+.jp-Notebook.jp-mod-commandMode
+  .jp-Cell.jp-mod-active.jp-mod-selected:not(.jp-mod-multiSelected) {
+  background: transparent;
+}
+
+/* Edit mode */
+
+.jp-Notebook.jp-mod-editMode .jp-Cell.jp-mod-active .jp-InputArea-editor {
+  border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+  background-color: var(--jp-cell-editor-active-background);
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook drag and drop
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-cell.jp-mod-dropSource {
+  opacity: 0.5;
+}
+
+.jp-Notebook-cell.jp-mod-dropTarget,
+.jp-Notebook.jp-mod-commandMode
+  .jp-Notebook-cell.jp-mod-active.jp-mod-selected.jp-mod-dropTarget {
+  border-top-color: var(--jp-private-notebook-selected-color);
+  border-top-style: solid;
+  border-top-width: 2px;
+}
+
+.jp-dragImage {
+  display: flex;
+  flex-direction: row;
+  width: var(--jp-private-notebook-dragImage-width);
+  height: var(--jp-private-notebook-dragImage-height);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background);
+  overflow: visible;
+}
+
+.jp-dragImage-singlePrompt {
+  box-shadow: 2px 2px 4px 0px rgba(0, 0, 0, 0.12);
+}
+
+.jp-dragImage .jp-dragImage-content {
+  flex: 1 1 auto;
+  z-index: 2;
+  font-size: var(--jp-code-font-size);
+  font-family: var(--jp-code-font-family);
+  line-height: var(--jp-code-line-height);
+  padding: var(--jp-code-padding);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background-color);
+  color: var(--jp-content-font-color3);
+  text-align: left;
+  margin: 4px 4px 4px 0px;
+}
+
+.jp-dragImage .jp-dragImage-prompt {
+  flex: 0 0 auto;
+  min-width: 36px;
+  color: var(--jp-cell-inprompt-font-color);
+  padding: var(--jp-code-padding);
+  padding-left: 12px;
+  font-family: var(--jp-cell-prompt-font-family);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: 1.9;
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+}
+
+.jp-dragImage-multipleBack {
+  z-index: -1;
+  position: absolute;
+  height: 32px;
+  width: 300px;
+  top: 8px;
+  left: 8px;
+  background: var(--jp-layout-color2);
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  box-shadow: 2px 2px 4px 0px rgba(0, 0, 0, 0.12);
+}
+
+/*-----------------------------------------------------------------------------
+| Cell toolbar
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookTools {
+  display: block;
+  min-width: var(--jp-sidebar-min-width);
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  /* This is needed so that all font sizing of children done in ems is
+    * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+  overflow: auto;
+}
+
+.jp-NotebookTools-tool {
+  padding: 0px 12px 0 12px;
+}
+
+.jp-ActiveCellTool {
+  padding: 12px;
+  background-color: var(--jp-layout-color1);
+  border-top: none !important;
+}
+
+.jp-ActiveCellTool .jp-InputArea-prompt {
+  flex: 0 0 auto;
+  padding-left: 0px;
+}
+
+.jp-ActiveCellTool .jp-InputArea-editor {
+  flex: 1 1 auto;
+  background: var(--jp-cell-editor-background);
+  border-color: var(--jp-cell-editor-border-color);
+}
+
+.jp-ActiveCellTool .jp-InputArea-editor .CodeMirror {
+  background: transparent;
+}
+
+.jp-MetadataEditorTool {
+  flex-direction: column;
+  padding: 12px 0px 12px 0px;
+}
+
+.jp-RankedPanel > :not(:first-child) {
+  margin-top: 12px;
+}
+
+.jp-KeySelector select.jp-mod-styled {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  border: var(--jp-border-width) solid var(--jp-border-color1);
+}
+
+.jp-KeySelector label,
+.jp-MetadataEditorTool label {
+  line-height: 1.4;
+}
+
+.jp-NotebookTools .jp-select-wrapper {
+  margin-top: 4px;
+  margin-bottom: 0px;
+}
+
+.jp-NotebookTools .jp-Collapse {
+  margin-top: 16px;
+}
+
+/*-----------------------------------------------------------------------------
+| Presentation Mode (.jp-mod-presentationMode)
+|----------------------------------------------------------------------------*/
+
+.jp-mod-presentationMode .jp-Notebook {
+  --jp-content-font-size1: var(--jp-content-presentation-font-size1);
+  --jp-code-font-size: var(--jp-code-presentation-font-size);
+}
+
+.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-InputPrompt,
+.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-OutputPrompt {
+  flex: 0 0 110px;
+}
+
+</style>
+
+    <style type="text/css">
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*
+The following CSS variables define the main, public API for styling JupyterLab.
+These variables should be used by all plugins wherever possible. In other
+words, plugins should not define custom colors, sizes, etc unless absolutely
+necessary. This enables users to change the visual theme of JupyterLab
+by changing these variables.
+
+Many variables appear in an ordered sequence (0,1,2,3). These sequences
+are designed to work well together, so for example, `--jp-border-color1` should
+be used with `--jp-layout-color1`. The numbers have the following meanings:
+
+* 0: super-primary, reserved for special emphasis
+* 1: primary, most important under normal situations
+* 2: secondary, next most important under normal situations
+* 3: tertiary, next most important under normal situations
+
+Throughout JupyterLab, we are mostly following principles from Google's
+Material Design when selecting colors. We are not, however, following
+all of MD as it is not optimized for dense, information rich UIs.
+*/
+
+:root {
+  /* Elevation
+   *
+   * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here:
+   *
+   * https://github.com/material-components/material-components-web
+   * https://material-components-web.appspot.com/elevation.html
+   */
+
+  --jp-shadow-base-lightness: 0;
+  --jp-shadow-umbra-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.2
+  );
+  --jp-shadow-penumbra-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.14
+  );
+  --jp-shadow-ambient-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.12
+  );
+  --jp-elevation-z0: none;
+  --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color),
+    0px 1px 1px 0px var(--jp-shadow-penumbra-color),
+    0px 1px 3px 0px var(--jp-shadow-ambient-color);
+  --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color),
+    0px 2px 2px 0px var(--jp-shadow-penumbra-color),
+    0px 1px 5px 0px var(--jp-shadow-ambient-color);
+  --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color),
+    0px 4px 5px 0px var(--jp-shadow-penumbra-color),
+    0px 1px 10px 0px var(--jp-shadow-ambient-color);
+  --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color),
+    0px 6px 10px 0px var(--jp-shadow-penumbra-color),
+    0px 1px 18px 0px var(--jp-shadow-ambient-color);
+  --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color),
+    0px 8px 10px 1px var(--jp-shadow-penumbra-color),
+    0px 3px 14px 2px var(--jp-shadow-ambient-color);
+  --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color),
+    0px 12px 17px 2px var(--jp-shadow-penumbra-color),
+    0px 5px 22px 4px var(--jp-shadow-ambient-color);
+  --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color),
+    0px 16px 24px 2px var(--jp-shadow-penumbra-color),
+    0px 6px 30px 5px var(--jp-shadow-ambient-color);
+  --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color),
+    0px 20px 31px 3px var(--jp-shadow-penumbra-color),
+    0px 8px 38px 7px var(--jp-shadow-ambient-color);
+  --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color),
+    0px 24px 38px 3px var(--jp-shadow-penumbra-color),
+    0px 9px 46px 8px var(--jp-shadow-ambient-color);
+
+  /* Borders
+   *
+   * The following variables, specify the visual styling of borders in JupyterLab.
+   */
+
+  --jp-border-width: 1px;
+  --jp-border-color0: var(--md-grey-400);
+  --jp-border-color1: var(--md-grey-400);
+  --jp-border-color2: var(--md-grey-300);
+  --jp-border-color3: var(--md-grey-200);
+  --jp-border-radius: 2px;
+
+  /* UI Fonts
+   *
+   * The UI font CSS variables are used for the typography all of the JupyterLab
+   * user interface elements that are not directly user generated content.
+   *
+   * The font sizing here is done assuming that the body font size of --jp-ui-font-size1
+   * is applied to a parent element. When children elements, such as headings, are sized
+   * in em all things will be computed relative to that body size.
+   */
+
+  --jp-ui-font-scale-factor: 1.2;
+  --jp-ui-font-size0: 0.83333em;
+  --jp-ui-font-size1: 13px; /* Base font size */
+  --jp-ui-font-size2: 1.2em;
+  --jp-ui-font-size3: 1.44em;
+
+  --jp-ui-font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica,
+    Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol';
+
+  /*
+   * Use these font colors against the corresponding main layout colors.
+   * In a light theme, these go from dark to light.
+   */
+
+  /* Defaults use Material Design specification */
+  --jp-ui-font-color0: rgba(0, 0, 0, 1);
+  --jp-ui-font-color1: rgba(0, 0, 0, 0.87);
+  --jp-ui-font-color2: rgba(0, 0, 0, 0.54);
+  --jp-ui-font-color3: rgba(0, 0, 0, 0.38);
+
+  /*
+   * Use these against the brand/accent/warn/error colors.
+   * These will typically go from light to darker, in both a dark and light theme.
+   */
+
+  --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1);
+  --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1);
+  --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7);
+  --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5);
+
+  /* Content Fonts
+   *
+   * Content font variables are used for typography of user generated content.
+   *
+   * The font sizing here is done assuming that the body font size of --jp-content-font-size1
+   * is applied to a parent element. When children elements, such as headings, are sized
+   * in em all things will be computed relative to that body size.
+   */
+
+  --jp-content-line-height: 1.6;
+  --jp-content-font-scale-factor: 1.2;
+  --jp-content-font-size0: 0.83333em;
+  --jp-content-font-size1: 14px; /* Base font size */
+  --jp-content-font-size2: 1.2em;
+  --jp-content-font-size3: 1.44em;
+  --jp-content-font-size4: 1.728em;
+  --jp-content-font-size5: 2.0736em;
+
+  /* This gives a magnification of about 125% in presentation mode over normal. */
+  --jp-content-presentation-font-size1: 17px;
+
+  --jp-content-heading-line-height: 1;
+  --jp-content-heading-margin-top: 1.2em;
+  --jp-content-heading-margin-bottom: 0.8em;
+  --jp-content-heading-font-weight: 500;
+
+  /* Defaults use Material Design specification */
+  --jp-content-font-color0: rgba(0, 0, 0, 1);
+  --jp-content-font-color1: rgba(0, 0, 0, 0.87);
+  --jp-content-font-color2: rgba(0, 0, 0, 0.54);
+  --jp-content-font-color3: rgba(0, 0, 0, 0.38);
+
+  --jp-content-link-color: var(--md-blue-700);
+
+  --jp-content-font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI',
+    Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji',
+    'Segoe UI Symbol';
+
+  /*
+   * Code Fonts
+   *
+   * Code font variables are used for typography of code and other monospaces content.
+   */
+
+  --jp-code-font-size: 13px;
+  --jp-code-line-height: 1.3077; /* 17px for 13px base */
+  --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */
+  --jp-code-font-family-default: Menlo, Consolas, 'DejaVu Sans Mono', monospace;
+  --jp-code-font-family: var(--jp-code-font-family-default);
+
+  /* This gives a magnification of about 125% in presentation mode over normal. */
+  --jp-code-presentation-font-size: 16px;
+
+  /* may need to tweak cursor width if you change font size */
+  --jp-code-cursor-width0: 1.4px;
+  --jp-code-cursor-width1: 2px;
+  --jp-code-cursor-width2: 4px;
+
+  /* Layout
+   *
+   * The following are the main layout colors use in JupyterLab. In a light
+   * theme these would go from light to dark.
+   */
+
+  --jp-layout-color0: white;
+  --jp-layout-color1: white;
+  --jp-layout-color2: var(--md-grey-200);
+  --jp-layout-color3: var(--md-grey-400);
+  --jp-layout-color4: var(--md-grey-600);
+
+  /* Inverse Layout
+   *
+   * The following are the inverse layout colors use in JupyterLab. In a light
+   * theme these would go from dark to light.
+   */
+
+  --jp-inverse-layout-color0: #111111;
+  --jp-inverse-layout-color1: var(--md-grey-900);
+  --jp-inverse-layout-color2: var(--md-grey-800);
+  --jp-inverse-layout-color3: var(--md-grey-700);
+  --jp-inverse-layout-color4: var(--md-grey-600);
+
+  /* Brand/accent */
+
+  --jp-brand-color0: var(--md-blue-700);
+  --jp-brand-color1: var(--md-blue-500);
+  --jp-brand-color2: var(--md-blue-300);
+  --jp-brand-color3: var(--md-blue-100);
+  --jp-brand-color4: var(--md-blue-50);
+
+  --jp-accent-color0: var(--md-green-700);
+  --jp-accent-color1: var(--md-green-500);
+  --jp-accent-color2: var(--md-green-300);
+  --jp-accent-color3: var(--md-green-100);
+
+  /* State colors (warn, error, success, info) */
+
+  --jp-warn-color0: var(--md-orange-700);
+  --jp-warn-color1: var(--md-orange-500);
+  --jp-warn-color2: var(--md-orange-300);
+  --jp-warn-color3: var(--md-orange-100);
+
+  --jp-error-color0: var(--md-red-700);
+  --jp-error-color1: var(--md-red-500);
+  --jp-error-color2: var(--md-red-300);
+  --jp-error-color3: var(--md-red-100);
+
+  --jp-success-color0: var(--md-green-700);
+  --jp-success-color1: var(--md-green-500);
+  --jp-success-color2: var(--md-green-300);
+  --jp-success-color3: var(--md-green-100);
+
+  --jp-info-color0: var(--md-cyan-700);
+  --jp-info-color1: var(--md-cyan-500);
+  --jp-info-color2: var(--md-cyan-300);
+  --jp-info-color3: var(--md-cyan-100);
+
+  /* Cell specific styles */
+
+  --jp-cell-padding: 5px;
+
+  --jp-cell-collapser-width: 8px;
+  --jp-cell-collapser-min-height: 20px;
+  --jp-cell-collapser-not-active-hover-opacity: 0.6;
+
+  --jp-cell-editor-background: var(--md-grey-100);
+  --jp-cell-editor-border-color: var(--md-grey-300);
+  --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);
+  --jp-cell-editor-active-background: var(--jp-layout-color0);
+  --jp-cell-editor-active-border-color: var(--jp-brand-color1);
+
+  --jp-cell-prompt-width: 64px;
+  --jp-cell-prompt-font-family: var(--jp-code-font-family-default);
+  --jp-cell-prompt-letter-spacing: 0px;
+  --jp-cell-prompt-opacity: 1;
+  --jp-cell-prompt-not-active-opacity: 0.5;
+  --jp-cell-prompt-not-active-font-color: var(--md-grey-700);
+  /* A custom blend of MD grey and blue 600
+   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
+  --jp-cell-inprompt-font-color: #307fc1;
+  /* A custom blend of MD grey and orange 600
+   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */
+  --jp-cell-outprompt-font-color: #bf5b3d;
+
+  /* Notebook specific styles */
+
+  --jp-notebook-padding: 10px;
+  --jp-notebook-select-background: var(--jp-layout-color1);
+  --jp-notebook-multiselected-color: var(--md-blue-50);
+
+  /* The scroll padding is calculated to fill enough space at the bottom of the
+  notebook to show one single-line cell (with appropriate padding) at the top
+  when the notebook is scrolled all the way to the bottom. We also subtract one
+  pixel so that no scrollbar appears if we have just one single-line cell in the
+  notebook. This padding is to enable a 'scroll past end' feature in a notebook.
+  */
+  --jp-notebook-scroll-padding: calc(
+    100% - var(--jp-code-font-size) * var(--jp-code-line-height) -
+      var(--jp-code-padding) - var(--jp-cell-padding) - 1px
+  );
+
+  /* Rendermime styles */
+
+  --jp-rendermime-error-background: #fdd;
+  --jp-rendermime-table-row-background: var(--md-grey-100);
+  --jp-rendermime-table-row-hover-background: var(--md-light-blue-50);
+
+  /* Dialog specific styles */
+
+  --jp-dialog-background: rgba(0, 0, 0, 0.25);
+
+  /* Console specific styles */
+
+  --jp-console-padding: 10px;
+
+  /* Toolbar specific styles */
+
+  --jp-toolbar-border-color: var(--jp-border-color1);
+  --jp-toolbar-micro-height: 8px;
+  --jp-toolbar-background: var(--jp-layout-color1);
+  --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24);
+  --jp-toolbar-header-margin: 4px 4px 0px 4px;
+  --jp-toolbar-active-background: var(--md-grey-300);
+
+  /* Input field styles */
+
+  --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);
+  --jp-input-active-background: var(--jp-layout-color1);
+  --jp-input-hover-background: var(--jp-layout-color1);
+  --jp-input-background: var(--md-grey-100);
+  --jp-input-border-color: var(--jp-border-color1);
+  --jp-input-active-border-color: var(--jp-brand-color1);
+  --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3);
+
+  /* General editor styles */
+
+  --jp-editor-selected-background: #d9d9d9;
+  --jp-editor-selected-focused-background: #d7d4f0;
+  --jp-editor-cursor-color: var(--jp-ui-font-color0);
+
+  /* Code mirror specific styles */
+
+  --jp-mirror-editor-keyword-color: #008000;
+  --jp-mirror-editor-atom-color: #88f;
+  --jp-mirror-editor-number-color: #080;
+  --jp-mirror-editor-def-color: #00f;
+  --jp-mirror-editor-variable-color: var(--md-grey-900);
+  --jp-mirror-editor-variable-2-color: #05a;
+  --jp-mirror-editor-variable-3-color: #085;
+  --jp-mirror-editor-punctuation-color: #05a;
+  --jp-mirror-editor-property-color: #05a;
+  --jp-mirror-editor-operator-color: #aa22ff;
+  --jp-mirror-editor-comment-color: #408080;
+  --jp-mirror-editor-string-color: #ba2121;
+  --jp-mirror-editor-string-2-color: #708;
+  --jp-mirror-editor-meta-color: #aa22ff;
+  --jp-mirror-editor-qualifier-color: #555;
+  --jp-mirror-editor-builtin-color: #008000;
+  --jp-mirror-editor-bracket-color: #997;
+  --jp-mirror-editor-tag-color: #170;
+  --jp-mirror-editor-attribute-color: #00c;
+  --jp-mirror-editor-header-color: blue;
+  --jp-mirror-editor-quote-color: #090;
+  --jp-mirror-editor-link-color: #00c;
+  --jp-mirror-editor-error-color: #f00;
+  --jp-mirror-editor-hr-color: #999;
+
+  /* Vega extension styles */
+
+  --jp-vega-background: white;
+
+  /* Sidebar-related styles */
+
+  --jp-sidebar-min-width: 250px;
+
+  /* Search-related styles */
+
+  --jp-search-toggle-off-opacity: 0.5;
+  --jp-search-toggle-hover-opacity: 0.8;
+  --jp-search-toggle-on-opacity: 1;
+  --jp-search-selected-match-background-color: rgb(245, 200, 0);
+  --jp-search-selected-match-color: black;
+  --jp-search-unselected-match-background-color: var(
+    --jp-inverse-layout-color0
+  );
+  --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);
+
+  /* Icon colors that work well with light or dark backgrounds */
+  --jp-icon-contrast-color0: var(--md-purple-600);
+  --jp-icon-contrast-color1: var(--md-green-600);
+  --jp-icon-contrast-color2: var(--md-pink-600);
+  --jp-icon-contrast-color3: var(--md-blue-600);
+}
+</style>
+
+<style type="text/css">
+a.anchor-link {
+   display: none;
+}
+.highlight  {
+    margin: 0.4em;
+}
+
+/* Input area styling */
+.jp-InputArea {
+    overflow: hidden;
+}
+
+.jp-InputArea-editor {
+    overflow: hidden;
+}
+
+@media print {
+  body {
+    margin: 0;
+  }
+}
+</style>
+
+<!-- Load mathjax -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.7/latest.js?config=TeX-MML-AM_CHTML-full,Safe"> </script>
+    <!-- MathJax configuration -->
+    <script type="text/x-mathjax-config">
+    init_mathjax = function() {
+        if (window.MathJax) {
+        // MathJax loaded
+            MathJax.Hub.Config({
+                TeX: {
+                    equationNumbers: {
+                    autoNumber: "AMS",
+                    useLabelIds: true
+                    }
+                },
+                tex2jax: {
+                    inlineMath: [ ['$','$'], ["\\(","\\)"] ],
+                    displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
+                    processEscapes: true,
+                    processEnvironments: true
+                },
+                displayAlign: 'center',
+                CommonHTML: {
+                    linebreaks: { 
+                    automatic: true 
+                    }
+                },
+                "HTML-CSS": {
+                    linebreaks: { 
+                    automatic: true 
+                    }
+                }
+            });
+        
+            MathJax.Hub.Queue(["Typeset", MathJax.Hub]);
+        }
+    }
+    init_mathjax();
+    </script>
+    <!-- End of mathjax configuration --></head>
+<body class="jp-Notebook" data-jp-theme-light="true" data-jp-theme-name="JupyterLab Light">
+
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p><strong>Problem 5</strong> \
+(i) Formulation of optimization problem:
+$ \underset{p_j}{\operatorname{min}} \sum_{k = 1}^{n} (I_k - I_t)^2 $
+st $ 0 \le p_j \le p_{max}$ \
+(ii) A formulation is convex if the objective is a convex function and the constraints have a feasible set that is convex. 
+Consider the function: $ f(p) = (a_k^Tp - I)^2 $ \
+$ \nabla f = 2a_ka_k^Tp - 2Ia_k $ \
+$ \nabla ^2 f = 2a_ka_k^T $ \
+Lemma: If $ d^THd \ge 0 \text{ for all d} \ne 0 \text{ then H is positive semi definite.} $ \
+In this case, applying the lemma gives us  $ d^THd = 2d^Ta_ka_k^Td $, which is always non negative. 
+Moreover, the summation of k convex functions is also convex. Therefore the objective is convex. The feasible set from the constraints is convex because they form a segmented space that is a hypercube. \
+(iii) If we require the power output of any of the n lamps to be less than p<em>, the modified optimization problem is: \
+$ \underset{p_j}{\operatorname{min}} \sum_{k = 1}^{n} (I_k - I_t)^2 $ \
+st $ 0 \le p_j \le p_{max}$ , \
+$ \sum_{j = 1}^{k} p_j &lt; p^</em>,  k = {1,...,n}$ \
+The second constraint can be further split into n separate constraints. Unique solutions are possible if all the constraints are convex sets. Consider the constraint $ \sum_{j = 1}^{l} p_j \lt p^* , l \epsilon k $. The summation produces an l-dimensional half space of a hyperplane, which is a convex set. Therefore the problem has a unique solution. \
+(iv) If only half the lamps can be on at the same time, then the problem has a combinatorial constraint, where out of n lamps, any n/2 of them can be switched on. The constraint to be added to the formulation is:
+$ \underset{p<em>j}{\operatorname{min}} \sum</em>{k = 1}^{n} (I_k - I_t)^2 $ \
+st $ 0 \le p<em>j \le p</em>{max}$ , \
+$ ||x||_0 \le \frac{n}{2} $ \
+The l-0 norm is not convex, therefore the problem does not have a unique solution.</p>
+
+</div>
+</div>
+</body>
+
+
+
+
+
+
+
+</html>
diff --git a/Homework/test.ipynb b/Homework/test.ipynb
new file mode 100644
index 0000000..18d51a0
--- /dev/null
+++ b/Homework/test.ipynb
@@ -0,0 +1,39 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "**Problem 5** \\\n",
+    "(i) Formulation of optimization problem:\n",
+    "$ \\underset{p_j}{\\operatorname{min}} \\sum_{k = 1}^{n} (I_k - I_t)^2 $ \\\n",
+    "st $ 0 \\le p_j \\le p_{max}$ \\\n",
+    "(ii) A formulation is convex if the objective is a convex function and the constraints have a feasible set that is convex. \n",
+    "Consider the function: $ f(p) = (a_k^Tp - I)^2 $ \\\n",
+    "$ \\nabla f = 2a_ka_k^Tp - 2Ia_k $ \\\n",
+    "$ \\nabla ^2 f = 2a_ka_k^T $ \\\n",
+    "Lemma: If $ d^THd \\ge 0 \\text{ for all d} \\ne 0 \\text{ then H is positive semi definite.} $ \\\n",
+    "In this case, applying the lemma gives us  $ d^THd = 2d^Ta_ka_k^Td $, which is always non negative. \n",
+    "Moreover, the summation of k convex functions is also convex. Therefore the objective is convex. The feasible set from the constraints is convex because they form a segmented space that is a hypercube. \\\n",
+    "(iii) If we require the power output of any of the n lamps to be less than p*, the modified optimization problem is: \\\n",
+    "$ \\underset{p_j}{\\operatorname{min}} \\sum_{k = 1}^{n} (I_k - I_t)^2 $ \\\n",
+    "st $ 0 \\le p_j \\le p_{max}$ , \\\n",
+    "$ \\sum_{j = 1}^{k} p_j < p^*,  k = {1,...,n}$ \\\n",
+    "The second constraint can be further split into n separate constraints. Unique solutions are possible if all the constraints are convex sets. Consider the constraint $ \\sum_{j = 1}^{l} p_j \\lt p^* , l \\epsilon k $. The summation produces an l-dimensional half space of a hyperplane, which is a convex set. Therefore the problem has a unique solution. \\\n",
+    "(iv) If only half the lamps can be on at the same time, then the problem has a combinatorial constraint, where out of n lamps, any n/2 of them can be switched on. The constraint to be added to the formulation is:\n",
+    "$ \\underset{p_j}{\\operatorname{min}} \\sum_{k = 1}^{n} (I_k - I_t)^2 $ \\\n",
+    "st $ 0 \\le p_j \\le p_{max}$ , \\\n",
+    "$ ||x||_0 \\le \\frac{n}{2} $ \\\n",
+    "The l-0 norm is not convex, therefore the problem does not have a unique solution.\n"
+   ],
+   "metadata": {}
+  }
+ ],
+ "metadata": {
+  "orig_nbformat": 4,
+  "language_info": {
+   "name": "python"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
\ No newline at end of file
diff --git a/Project/Project 1 gradient based algorithms and differentiable programming.ipynb b/Project/Project 1 gradient based algorithms and differentiable programming.ipynb
index cc6262c..042e0c0 100644
--- a/Project/Project 1 gradient based algorithms and differentiable programming.ipynb	
+++ b/Project/Project 1 gradient based algorithms and differentiable programming.ipynb	
@@ -52,7 +52,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 18,
    "id": "center-trustee",
    "metadata": {},
    "outputs": [],
@@ -75,7 +75,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 7,
    "id": "induced-midnight",
    "metadata": {},
    "outputs": [],
@@ -85,7 +85,7 @@
     "FRAME_TIME = 0.1  # time interval\n",
     "GRAVITY_ACCEL = 0.12  # gravity constant\n",
     "BOOST_ACCEL = 0.18  # thrust constant\n",
-    "\n",
+    "DRAG_COEFF =\n",
     "# # the following parameters are not being used in the sample code\n",
     "# PLATFORM_WIDTH = 0.25  # landing platform width\n",
     "# PLATFORM_HEIGHT = 0.06  # landing platform height\n",
@@ -94,7 +94,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 39,
    "id": "injured-panic",
    "metadata": {},
    "outputs": [],
@@ -107,39 +107,32 @@
     "# 3. Do not use inplace operations, e.g., x += 1. Please see the following section for an example that does not work.\n",
     "\n",
     "class Dynamics(nn.Module):\n",
-    "\n",
     "    def __init__(self):\n",
     "        super(Dynamics, self).__init__()\n",
-    "\n",
     "    @staticmethod\n",
     "    def forward(state, action):\n",
-    "\n",
     "        \"\"\"\n",
     "        action: thrust or no thrust\n",
     "        state[0] = y\n",
     "        state[1] = y_dot\n",
     "        \"\"\"\n",
-    "        \n",
     "        # Apply gravity\n",
     "        # Note: Here gravity is used to change velocity which is the second element of the state vector\n",
     "        # Normally, we would do x[1] = x[1] + gravity * delta_time\n",
     "        # but this is not allowed in PyTorch since it overwrites one variable (x[1]) that is part of the computational graph to be differentiated.\n",
     "        # Therefore, I define a tensor dx = [0., gravity * delta_time], and do x = x + dx. This is allowed... \n",
     "        delta_state_gravity = t.tensor([0., GRAVITY_ACCEL * FRAME_TIME])\n",
-    "\n",
     "        # Thrust\n",
     "        # Note: Same reason as above. Need a 2-by-1 tensor.\n",
     "        delta_state = BOOST_ACCEL * FRAME_TIME * t.tensor([0., -1.]) * action\n",
-    "\n",
     "        # Update velocity\n",
-    "        state = state + delta_state + delta_state_gravity\n",
-    "        \n",
     "        # Update state\n",
     "        # Note: Same as above. Use operators on matrices/tensors as much as possible. Do not use element-wise operators as they are considered inplace.\n",
+    "        \n",
     "        step_mat = t.tensor([[1., FRAME_TIME],\n",
     "                            [0., 1.]])\n",
     "        state = t.matmul(step_mat, state)\n",
-    "\n",
+    "        state = state + delta_state + delta_state_gravity\n",
     "        return state"
    ]
   },
@@ -150,36 +143,36 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Demonstrate the inplace operation issue\n",
+    "# # Demonstrate the inplace operation issue\n",
     "\n",
-    "class Dynamics(nn.Module):\n",
+    "# class Dynamics(nn.Module):\n",
     "\n",
-    "    def __init__(self):\n",
-    "        super(Dynamics, self).__init__()\n",
+    "#     def __init__(self):\n",
+    "#         super(Dynamics, self).__init__()\n",
     "\n",
-    "    @staticmethod\n",
-    "    def forward(state, action):\n",
+    "#     @staticmethod\n",
+    "#     def forward(state, action):\n",
     "\n",
-    "        \"\"\"\n",
-    "        action: thrust or no thrust\n",
-    "        state[0] = y\n",
-    "        state[1] = y_dot\n",
-    "        \"\"\"\n",
+    "#         \"\"\"\n",
+    "#         action: thrust or no thrust\n",
+    "#         state[0] = y\n",
+    "#         state[1] = y_dot\n",
+    "#         \"\"\"\n",
     "\n",
-    "        # Update velocity using element-wise operation. This leads to an error from PyTorch.\n",
-    "        state[1] = state[1] + GRAVITY_ACCEL * FRAME_TIME - BOOST_ACCEL * FRAME_TIME * action\n",
+    "#         # Update velocity using element-wise operation. This leads to an error from PyTorch.\n",
+    "#         state[1] = state[1] + GRAVITY_ACCEL * FRAME_TIME - BOOST_ACCEL * FRAME_TIME * action\n",
     "        \n",
-    "        # Update state\n",
-    "        step_mat = t.tensor([[1., FRAME_TIME],\n",
-    "                            [0., 1.]])\n",
-    "        state = t.matmul(step_mat, state)\n",
+    "#         # Update state\n",
+    "#         step_mat = t.tensor([[1., FRAME_TIME],\n",
+    "#                             [0., 1.]])\n",
+    "#         state = t.matmul(step_mat, state)\n",
     "\n",
-    "        return state"
+    "#         return state"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 20,
    "id": "controlling-basement",
    "metadata": {},
    "outputs": [],
@@ -215,7 +208,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 16,
    "id": "bibliographic-rainbow",
    "metadata": {},
    "outputs": [],
@@ -257,7 +250,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 11,
    "id": "celtic-argument",
    "metadata": {},
    "outputs": [],
@@ -301,771 +294,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "adequate-cosmetic",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[1] loss: 4.571\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[2] loss: 2.276\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[3] loss: 1.345\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[4] loss: 0.848\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[5] loss: 0.551\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[6] loss: 0.361\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[7] loss: 0.231\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[8] loss: 0.143\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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BVtLkEYGZLQcGhph0V5jbCNXJhzfYfm9gOjAVeMrMhru7/8MC7ouARQDZ2dn/MF1E2o9n3y3gh89vIiU5SU1BbaDJIHD3mY1NM7MiM0t39wNmlg6EatopAIY0GM4AChtMeza4419jZgGgL6Cv/CIJ6GhlDT98fhPPry9kWlYa995yNoN7dY52We1epE1Di4F5wdfzgBdCzLMWGGlmw8wsFbgluBzA88AMADMbBaQCpRHWJCJxKGdPOXPuW8mLGw/wrVmjeHz+dIVAG4n0ZPFC6ptzbgfygU8AmNkg4EF3n+PutWZ2B7AUSAYedvfc4PIPAw+b2SagGpgXqllIRNqvmroA963Ywf2v5jG4d2eenD+d7Ky0aJeVUCwe97vZ2dmek5MT7TJEJEI7S47xrSfXs6GggpvPzeDua8fRvVOHaJfVbpnZOnfPPnW87iwWkTYXCDiPvb2HhS9tpVOHZP7301OYMzE92mUlLAWBiLSp/YdPcufTG3kzr5TLRvfjpzdN0gPlo0xBICJtwt15Kmcf9/xlC+7O//v4ROZOG6LHSMYABYGItLrCwyf5/nPv89q2Es4f3oef3TxJN4fFEAWBiLQad+eJtfv4z79uoS7g/Oi68Xxm+lCSknQUEEsUBCLSKvLLTvC95zbyVl4ZF5zVh4U3TiKzj44CYpGCQERaVG1dgN+9tYf/XraNlKQknQuIAwoCEWkxmwuPsODZjWwsqGDm2P7cc8ME0nvq7uBYpyAQkYidrK7jFyu28+DK3fTq3IFfzT2Hayal6yggTigIRCQir20r5ocvbGJf+Uk+lT2E780ZQ68uqdEuS5pBQSAiZ+RgRSX3/GUzf33/AMP7deXJ+dM5b3ifaJclZ0BBICLNUlsX4LG39/I/y7ZTUxfgX2eNYv4lw+mYkhzt0uQMKQhEJGw5e8r5wfOb2HrwKJeM6sePrx/P0D5do12WREhBICJNKj1WxU+WbOWZdwsY1LMTv/n0FGZPGKiTwe2EgkBEGlUTbAb6xbLtVNbW8dVLz+KOGSPokqpdR3ui/00RCWlVXil3L85lR/ExLh7Vj7uvHcdZ/bpFuyxpBQoCEfmI/LIT/OeSzSzNLSIzrQu//Ww2M8f2VzNQO6YgEBEAjlXVcv+reTy0cjcpycZ3rhzN7RcNo1MHXQ3U3ikIRBJcXcD5c84+/uvl7ZQeq+LGKYO5c/YYBuhhMQlDQSCSwFbllXLPX7ew5cARsof25sF52Zw9pFe0y5I2piAQSUA7io7yk79t5ZWtxWT07sz9t05hzkRdDpqoFAQiCaT4SCX3Lt/Ok2v30bVjCguuGsPnLsjSeYAEpyAQSQDHqmpZ9PpOfrtyNzV1AeZdkMXXZ4ykd1d1DicKApF2rbo2wONr8rlvxQ7Kjldz9aR0vnPFaLL6qlsI+TsFgUg7FAg4izcU8j/LtpNffoLzh/dhwVVjmKwTwRJCREFgZmnAk0AWsAf4pLsfCjHfbOCXQDLwoLsvDI4/G3gA6ATUAl919zWR1CSSyNydV7cV87OXtrH14FHGpffgd7dN5dJR/XQiWBoV6RHBAmCFuy80swXB4TsbzmBmycD9wCygAFhrZovdfTPwM+BH7v43M5sTHL40wppEEtKqnaX898vbWbf3EEP7dOG+uedwzcR0kpIUAHJ6kQbB9fx9x/0o8BqnBAEwDchz910AZvZEcLnNgAM9gvP1BAojrEck4byXf4j/enkbb+WVMbBHJ/7jhgl8auoQOiQnRbs0iRORBsEAdz8A4O4HzKx/iHkGA/saDBcA5wVf/wuw1Mz+C0gCLmhsQ2Y2H5gPkJmZGWHZIvHv/YIK7l2+nVe2FtOnayo/uHos/zR9qC4FlWZrMgjMbDkwMMSku8LcRqjjUg/+/grwTXd/xsw+CTwEzAy1EndfBCwCyM7O9lDziCSCzYVH+MXy7by8uYienTvwnStH87kLsujaUdd+yJlp8pPj7iF3zABmVmRm6cGjgXSgOMRsBcCQBsMZ/L0JaB7wjeDrPwMPhlW1SALKLazgvhU7WJpbRPdOKXxz5ihuuyiLHp06RLs0iXORfoVYTP3OfGHw9wsh5lkLjDSzYcB+4Bbg1uC0QuAS6s8tzAB2RFiPSLvzkQDomMLXLx/J7RcOo2cXBYC0jEiDYCHwlJndDuQDnwAws0HUXyY6x91rzewOYCn1l48+7O65weW/CPzSzFKASoLnAEQENuw7zK9e2cHyLcV075TCNy4fyecVANIKzD3+mtuzs7M9Jycn2mWItIqcPeXc90oeb2wvoWfnDnz+wmF87sIsenZWAEhkzGydu2efOl5nl0RigLuzckcp97+axzu7y0nrmsp3Z4/mM9OH0l3nAKSVKQhEoigQcJZtKeL+V/PYWFDBwB6d+OE145g7bYgeEC9tRp80kSiorg3wwvr9PPD6TnaWHCczrQs/uXEiN04ZTMcU3QcgbUtBINKGjlfV8uTafTy4cheFFZWMTe/BfXPPYc6EgaToTmCJEgWBSBsoOVrFo6v28PvVe6k4WcO0rDT+88aJ6gxOYoKCQKQV7Sw5xkNv7ubpdQXU1AW4ctxA5l8ynCmZvaNdmsiHFAQiLczdWbvnEIve2MWKrUV0SE7ipikZfPFjwxjer1u0yxP5BwoCkRZSUxfgb5sO8tCbu9mw7zC9u3TgazNG8pnpQ+nXvWO0yxNplIJAJEIVJ2t4Yk0+j67aQ2FFJcP6duU/bpjATVMy6JyqK4Ak9ikIRM7QrpJjPLJqD0+vK+BEdR0XnNWHe26YwGWj++thMBJXFAQizeDuvLGjlN+9tZvXtpWQmpzEtZMHcftFwxg3qEfTKxCJQQoCkTAcq6rlmXUFPPb2HnaWHKdf9458c+Yobj0vU+3/EvcUBCKnsavkGI+9vZen1xVwrKqWyRk9ufdTk7l64iBSU3QDmLQPCgKRU9TWBVixtZg/rN7Lyh2ldEg2rpk0iHkXZHH2kF7RLk+kxSkIRIJKjlbx5Np8/vROPoUVlaT37MS3Zo1i7jQ1/0j7piCQhOburN5Vzh/e2cvLuQepqXMuGtGXf7t2PDPH9lf/P5IQFASSkCpO1PDMuwX88Z297Cw5Ts/OHfjs+Vncel4mZ+nuX0kwCgJJGO7Our2H+NM7+fz1/QNU1QaYPKQXP795EtdOHkSnDrr5SxKTgkDavUPHq3nuvf08sTaf7UXH6NYxhU9kZzB3WibjB/WMdnkiUacgkHYpEHBW7yrjibX7eCn3INW1ASZn9OSnN03kmkmD6NpRH32RD+ivQdqVgxWVPPNuAU/l7GNv2Ql6dEph7tQhfGpqpu78FWmEgkDiXnVtgBVbingqZx+vby8h4DB9eBr/MnMkV01IV9u/SBMUBBK3cgsreHpdAS+sL6T8eDUDe3Tiq5eO4OZzM8jq2zXa5YnEDQWBxJWyY1W8sL6QP68rYMuBI6QmJzFr3ABuPjeDi0f1I1m9foo0m4JAYl5VbR2vbCnmmXcLeG1bCbUBZ1JGT358/XiunTSI3l1To12iSFyLKAjMLA14EsgC9gCfdPdDIeZ7GLgGKHb3Cc1dXhKPu/Nu/mGee6+AFzccoOJkDf27d+T2i4Zx45QMRg/sHu0SRdqNSI8IFgAr3H2hmS0IDt8ZYr5HgF8Dj53h8pIg9pQe57n39vP8+v3sLTtBx5Qkrhg/kJumDOaiEX3V5YNIK4g0CK4HLg2+fhR4jRA7cnd/w8yyznR5ad9Kj1Xx140HeH79ft7LP4wZnD+8D3dcNoLZEwbSvVOHaJco0q5FGgQD3P0AgLsfMLP+bby8xKnjVbUs21zE8+v3s3JHKXUBZ8zA7iy4agzXnz2I9J6do12iSMJoMgjMbDkwMMSku1q+nNPWMR+YD5CZmdmWm5YWUlVbx+vbSli8oZDlW4qorAkwuFdn5l88nBvOHqx2f5EoaTII3H1mY9PMrMjM0oPf5tOB4mZuP+zl3X0RsAggOzvbm7kdiZLaugBv7yrjxQ2FvLTpIEcqa0nrmsrN52Zw3eTBZA/trQe9i0RZpE1Di4F5wMLg7xfaeHmJQXUBZ83ucv6ysX7nX3a8mm4dU7hi/ACumzyIC0f0pYNO+orEjEiDYCHwlJndDuQDnwAws0HAg+4+Jzj8OPUnhfuaWQFwt7s/1NjyEn8CASdn7yGWvH+AJe8foPhoFZ07JHP52P5cM2kQl47up64eRGJUREHg7mXA5SHGFwJzGgzPbc7yEh/qAvX9+zfc+XdMSeKy0f25ZnI6M8b0p0uq7lkUiXX6K5Vmqa0LsGZ3OX/bdJCXcg9S0mDnP2dSOpeP6a8unkXijP5ipUnVtQFW7SzlpU0HeXlzEeXHq+ncIZnLxvRj9gTt/EXinf56JaQT1bW8vq2El3IP8sqWYo5W1dKtYwozxvRnzsSBXDKqP51T1eYv0h4oCORD5cerWb6liJdzi1i5o4Sq2gC9u3RgzsR0Zk8YyAUj+tAxRTt/kfZGQZDg8stOsGxLES/nHmTtnnICDoN6dmLutEyuHD+QqVm91b+PSDunIEgwgYCzcX8FyzYfZPnmYrYVHQVgzMDu3HHZCK4YP5Dxg3pgppu8RBKFgiABnKyu4828UlZsKeKVrcUUH60iOcmYmtWbH1w9llnjBjC0j57oJZKoFATt1IGKk7yytZgVW4p5K6+UqtoA3TqmcPGovswcO4DLRvfXA11EBFAQtBt1AWf9vkO8srWYV7aWsOXAEQCGpHVm7rRMZo4dwLRhaaSmqL1fRD5KQRDHDh2v5o0dJby6tZg3dpRSfrya5CTj3KG9WXDVGGaM6c/I/t3U3i8ip6UgiCOBgLOpsILXtpXw6rZi1u87jDv06ZrKpaP6cdmY/lw8sh89u+hBLiISPgVBjCs5WsXKHSW8vr2ElcFv/WYwOaMX37h8JJeN7s/EwT3VlbOInDEFQYyprg2Qs7eclTtKeWN7CbmF9W39fbvVf+u/ZHQ/LhrRlz7dOka5UhFpLxQEUebu7Cw5xsodpazcUcrqXWWcqK4jJcmYktmb71w5mktG9WNceg996xeRVqEgiIKSo1W8lVfKm3mlvLmjlINHKgEY1rcrN5+bwcdG9uP8s/rQTR25iUgb0J6mDRytrGHN7nLeyitj1c5Sth6sv5u3V5cOXHhWXy4a2ZeLRvRlSFqXKFcqIolIQdAKKmvqeDf/EG/vLOOtvFI2FFRQF3A6piQxNSuN784exMdG9GP8IDX3iEj0KQhaQHVtgI0Fh1m1s4y3d5axLv8Q1bUBkpOMSRk9+colZ3HBiD5MyeytxzWKSMxREJyBD3b8q3eVsXpXOTl7y6msCWAG49J78NnpQ7lgRB+mZqXRvZOu6ReR2KYgCENlTR3r9x3mnV3lrNlTxrq9h6isCQD1vXbeMjWT6cPTmD68D726qP8eEYkvCoIQjlbW8G7+YdbuLued3WVs2FdBdV39N/4xA3swd1om5w3rw3nD0tRxm4jEPQUB9Zdzrt1T/uHP5sIjBBySk4wJg3rwuQuzmJaVxtSsNHXfICLtTsIFQSBQfwNXzt5D5Ow5RM7ecvaWnQCgU4ckzhnSmztmjGRqVm/Oyeyta/lFpN1LqL3cfSt28NCbu6k4WQPUd9Z27tDefPq8TKZmpTF+UE910ywiCSehgmBgj07MHj+Q7KzeZGelkdWni7poFpGEF1EQmFka8CSQBewBPunuh0LM9zBwDVDs7hMajP85cC1QDewEbnP3w5HUdDqfnDqET04d0lqrFxGJS5G2gywAVrj7SGBFcDiUR4DZIcYvAya4+yRgO/C9COsREZFmijQIrgceDb5+FLgh1Ezu/gZQHmL8y+5eGxxcDWREWI+IiDRTpEEwwN0PAAR/949gXZ8H/hZhPSIi0kxNniMws+XAwBCT7mqpIszsLqAW+ONp5pkPzAfIzMxsqU2LiCS8JoPA3Wc2Ns3Misws3d0PmFk6UNzcAsxsHvUnki93dz9NHYuARQDZ2dmNziciIs0TadPQYmBe8PU84IXmLGxms4E7gevc/USEtYiIyBmINAgWArPMbAcwKziMmQ0ysyUfzGRmjwNvA6PNrMDMbg9O+jXQHVhmZuvN7IEI6xERkWaK6D4Cdy8DLg8xvhCY02B4biPLj4hk+yIiEjk7TbN8zDKzEmBvtOsA+gKl0S4iAvFcfzzXDvFdfzzXDold/1B373fqyLgMglhhZjnunh3tOs5UPNcfz7VDfNcfz7WD6g9FPayJiCQ4BYGISIJTEERmUbQLiFA81x/PtUN81x/PtYPq/wc6RyAikuB0RCAikuAUBCIiCU5BEAYzm21m28wsz8wae+YCZjbVzOrM7Oa2rO90mqrdzC41s4rgnd3rzezfolFnY8J574P/hvVmlmtmr7d1jacTxvv/nQbv/abg5yctGrWeKozae5rZi2a2Ifje3xaNOhsTRv29zew5M9toZmvMbEKo9USDmT1sZsVmtqmR6WZm9wX/bRvNbEpEG3R3/ZzmB0im/ulpw4FUYAMwrpH5XgGWADdHu+5wawcuBf4S7VojqL8XsBnIDA73j3bdzf3sNJj/WuCVaNfdjPf++8BPg6/7Uf/MkdRo196M+n8O3B18PYb6h2xFvfZgPRcDU4BNjUyfQ323/QZMB96JZHs6ImjaNCDP3Xe5ezXwBPUP5DnV14BnOIMeWFtRuLXHqnDqvxV41t3zAdw9nt//ucDjbVJZ08Kp3YHuVv/g727UB0EtsSGc+sdR/2RF3H0rkGVmA9q2zNC8kYd5NXA98JjXWw30CvYAfUYUBE0bDOxrMFwQHPchMxsMfByItU7zmqw96Pzg4f3fzGx825QWlnDqHwX0NrPXzGydmX22zaprWrjvP2bWhfrHuT7TBnWFI5zafw2MBQqB94FvuHugbcprUjj1bwBuBDCzacBQ4ucpiWF/tsIRUadzCcJCjDv1mttfAHe6e139l6OYEU7t71Lf/8gxM5sDPA+MbO3CwhRO/SnAudR3ftgZeNvMVrv79tYuLgzh1P+Ba4G33P103wLbUji1XwmsB2YAZ1Hfi/BKdz/SyrWFI5z6FwK/NLP11AfZe8TOEU1TmvPZapKCoGkFwJAGwxnUfwNqKBt4IhgCfYE5Zlbr7s+3SYWNa7L2hn+07r7EzP7XzPq6eyx0yhXOe18AlLr7ceC4mb0BTAZiIQjCqf8DtxA7zUIQXu23AQu9vtE6z8x2U9/WvqZtSjytcD/7t0H9yVdgd/AnHjTns9W0aJ8UifUf6sNyFzCMv590Gn+a+R8hdk4WN1k79Y8h/eDGwmlA/gfD0f4Js/6x1LfzpgBdgE3AhGjX3pzPDtCT+vbgrtGuuZnv/W+Afw++HgDsB/pGu/Zm1N+L4Mlt4IvUt7lHvfYG9WXR+Mniq/noyeI1kWxLRwRNcPdaM7sDWEr9lQgPu3uumX05OD3Wzgt8KMzabwa+Yma1wEngFg9+0qItnPrdfYuZvQRsBALAg+4e8pK7ttaMz87HgZe9/qgmJoRZ+z3AI2b2PvU7pDs9No4kw61/LPCYmdVRf+XZ7Y2usI0FH+Z1KdDXzAqAu4EO8GHtS6i/cigPOEHwyOaMtxcjf/MiIhIlumpIRCTBKQhERBKcgkBEJMEpCEREEpyCQEQkwSkIREQSnIJARCTB/X89VAw6yXwaSAAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[9] loss: 0.093\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[10] loss: 0.066\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[11] loss: 0.052\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[12] loss: 0.044\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[13] loss: 0.039\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[14] loss: 0.036\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[15] loss: 0.035\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[16] loss: 0.034\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[17] loss: 0.033\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[18] loss: 0.033\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[19] loss: 0.033\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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bL67h2U92c8/FfZj99dEKiGqEenXTLGCBmU0DMoHbAcysB/Csu0909zIzexB4D4gB5rr75irrmMIXT1hfBvy3mZUB5cAMd88PsVYREXILi7nv+TQ27C/gP28Yyr1fSaby2hkJxtyj5zB+amqqp6XpiJSIBLdpfwH3PZ/G0aJT/GpK03jUd22Y2Rp3Tw02T3dci0iT8O6mg/zzq+vo1KYFr/3TxQzr0THcJUUEhYSIRLWKCuc3H6bzyw92MKJXJ565ezTxHVqFu6yIoZAQkah1oqSMf3ttPYs2HuTWC5L4n1vPp1ULnaA+GwoJEYlKew6f4P4X1rAz9xgPTxzMfZf20wnqc6CQEJGo89ftuXz35bU0a2bM/+YYLk2JC3dJEUshISJRo6LC+dWSnfz6w50MTujAnLtH06tLm3CXFdEUEiISFY6cKOV7r67j4x2HuG1UT35y83m6Qa4OKCREJOKtzTzCgy+t5dCxEv7fLefxD2N66/xDHVFIiEjEcnfmLd/D/yzaSnz7VvxxxsWM6NUp3GVFFYWEiESkgqJT/Pvr63lvcw5XDYnnidtH0rFNi3CXFXUUEiIScT7PPMK3X1pLTmExD08czD9e0o9mzXR4qT4oJEQkYlRUOLOXZvCL93eQ0LHy8NIFvfUGufqkkBCRiJBTWMz3F6zj0/Q8Jp6fwGO3Dqdjax1eqm8KCRFp9N7ffJCZf9rIydJyHr/tfO5I7aWrlxqIQkJEGq2i0jJ+/PYWXl69j2E9OvCrKRcwIL5duMtqUhQSItIorc08wvcXrGdP3glmjO/P968eSGzzUF+mKWdLISEijcqp8gp+s2QnT32UQff2LXnpH8dycf+u4S6ryVJIiEijsTPnGN9fsJ6N+wu4dVQSP7ppGB1a6eR0OCkkRCTsyiucZ5bt4hfv76Btyxh+e9corjs/MdxlCQoJEQmzjEPH+bc/rufzzKNcM6w7P7n5fOLatwx3WRIQ0lkgM+tiZovNbGfgM+hdLWY218xyzWxTbZc3sx+YWbqZbTeza0KpU0Qan/IK53cfZzDxV8vIOHSC//3aSGZ/fbQCopEJ9VKBmcASd08BlgTGg5kHXFvb5c1sKDAFGBZY7mkz0zN/RaLEzpxj3Pbb5Tz2zjbGD4xj8T9fxs0XJOneh0Yo1MNNk4DLA8PzgY+Ah85s5O5LzSz5LJafBLzi7iXAbjNLB8YAK0KsV0TCqLSsgqc/Suepv6bTrmVzfn3nBdw4PFHh0IiFGhLd3T0bwN2zzSy+jpZPAlZWaZcVmPYFZjYdmA7Qu3fvs9y8iDSUtZlHmPn6RrbnHOOmET149MahdG2nQ0uNXY0hYWYfAAlBZj1S9+X8/80GmebBGrr7HGAOQGpqatA2IhI+x0vK+Pl725m/Yg/d27fiuampTBjSPdxlSS3VGBLuflV188wsx8wSA3sBiUDuWW6/uuWzgF5V2vUEDpzlukUkzN7ffJBHF27mYGEx94ztw79eM4j2uu8hooR64nohMDUwPBV4s46WXwhMMbOWZtYXSAFWh1iriDSQA0dPct/zaUx/YQ0dW7fg9X8ax39NOk8BEYFCPScxC1hgZtOATOB2ADPrATzr7hMD4y9TeYK6m5llAY+6+3PVLe/um81sAbAFKAMecPfyEGsVkXpWVl7BvOV7+MXiHVS4M/O6wUy7pC8tYvTMpUhl7tFzGD81NdXT0tLCXYZIk/TZnnz+441NbDt4jAmD4/nRTcPo1aVNuMuSWjCzNe6eGmye7rgWkZAcPl7CY4u28frnWSR1as3v7h7NV4d212WtUUIhISLnpKy8gj+s3MsTi3dQfKqcb13enwevHECbWH2tRBP9NkXkrK3alcejCzez7eAxLk3pxqM3DtPLgKKUQkJEam3/0ZM8tmgrb2/IJqlTa2Z/fTTXDNOhpWimkBCRGp0sLed3SzOY/XEG7vDdCSnMGN+f1rF6pFq0U0iISLXcnYXrD/D4O9s4UFDM9cMTeXjiEJI6tQ53adJAFBIiEtTnmUf48dtbWJt5lGE9OvDLr43kon56jWhTo5AQkb+zL7+In723nYXrDxDXviU/nTyc20b1JKaZzjs0RQoJEQGgsPgUT/01nd9/ugcDHrxiADMu70+7lvqaaMr02xdp4krLKnhx1V5+82E6+SdKuXVUEv92zSASO+q8gygkRJosd+ftDdn87L3tZOYXMa5/Vx6eOITzkjqGuzRpRBQSIk3Qp+mHefzdbWzIKmBwQnvm3Xsh4wfG6X4H+QKFhEgTsjGrgJ++t41lOw/To2MrfjZ5OLfqpLR8CYWESBOQceg4v1i8g79syKZTmxb88PohfH1sH1q10M1w8uUUEiJRbP/Rk/zqgx28tiaLVi1iePCKAUwf348OevmP1JJCQiQK5RYW8/RHGby0KhOAb4zry7eu6E+3di3DXJlEGoWESBTJP1HK7I8zeH7FHk6VO5NH9eQ7V6XoMRpyzhQSIlHgyIlSnlm2i/nL91B0qpxbRibxnQkpJHdrG+7SJMIpJEQi2NGiUp5dtpt5y/dworSMiecn8r0JKaR0bx/u0iRKhBQSZtYFeBVIBvYAd7j7kSDt5gI3ALnufl6V6T8DbgRKgQzgXnc/ambJwFZge6DpSnefEUqtItHkyIlS5n66m3mf7uFYSRnXn5/IdyakMChB4SB1K9Q9iZnAEnefZWYzA+MPBWk3D3gSeP6M6YuBH7h7mZk9DvygyvIZ7j4yxPpEokp+4LDS84HDShPPS+TbEwYwOKFDuEuTKBVqSEwCLg8Mzwc+IkhIuPvSwN7BmdPfrzK6EpgcYj0iUSm3sJhnlu3iDyszKS4r54bhPfj2lQMYqMNKUs9CDYnu7p4N4O7ZZhYfwrq+SeWhq9P6mtlaoBD4obsvC7aQmU0HpgP07t07hM2LND77j57kdx9n8Mpn+ygrr2DSyCQeuKI/A+IVDtIwagwJM/sASAgy65G6KsLMHgHKgBcDk7KB3u6eZ2ajgTfMbJi7F565rLvPAeYApKamel3VJBJO6bnHmf1xBm+s3Y8Z3DaqJzPG99fVStLgagwJd7+qunlmlmNmiYG9iEQg92wLMLOpVJ7UnuDuHthmCVASGF5jZhnAQCDtbNcvEkk27S/g6Y/SeWfTQVo2b8bXx/bhvsv66T4HCZtQDzctBKYCswKfb57NwmZ2LZXnMMa7e1GV6XFAvruXm1k/IAXYFWKtIo2Su7M8I4/ZH2ewbOdh2rdqzrcu78+9X+mrO6Ql7EINiVnAAjObBmQCtwOYWQ/gWXefGBh/mcoT3N3MLAt41N2fo/KKp5bA4sAjik9f6noZ8N9mVgaUAzPcPT/EWkUalfIK573NB5n9cQYbsgqIa9+Sh64dzF1je+vZStJoWOAIT1RITU31tDQdkZLG7WRpOa+t2cezn+xmb14RyV3bcP/4/txyQZKeyiphYWZr3D012DzdcS3SQA4fL+GFFXt5YeVe8k+UMrJXJ2ZeO5ivDkvQ+xyk0VJIiNSz9NxjPPfJbl7/fD+lZRVcNaQ70y/rx4XJnfUmOGn0FBIi9cDdWZGRxzPLdvHX7Ydo2bwZt43qybRL+jIgvl24yxOpNYWESB0qPlXOwvUHmPvJbrYdPEbXtrF876oU7h7bh666UkkikEJCpA7kFhbz4qpMXly1l8PHSxmc0J6f3jacm0b20MloiWgKCZEQrNt3lHmf7uYvG7M5Ve5cOTieaZf0ZVz/rjrfIFFBISFylkrKynln40HmLd/Dun1HadeyOV8f24d7Lk6mrx6bIVFGISFSSwcLinlx1V5eXp3J4eOl9O3Wlh/dOJTJqb1o11L/K0l00r9skS/h7qzYlccfVu7lvc05VLgzYXA891yczCUDutFM9zdIlFNIiARRWHyKP63J4g+rMknPPU6nNi2Ydklf7h7bh15d2oS7PJEGo5AQqWJjVgEvrd7Lm+sOUFRazohenfj57SO4YXiirlKSJkkhIU1eUWkZb60/wEurMlmfVUCrFs24cXgP7r64D8N7dgp3eSJhpZCQJmvLgUJeXp3JG2v3c6ykjJT4dvzoxqHcMqonHVvrKawioJCQJuZESRlvbzjAS6v3sX7fUWKbN+P68xO5c0xvPUtJJAiFhEQ9d2fdvqO8+tk+3lp/gBOl5aTEt+PRG4dyywVJdGoTG+4SRRothYRErfwTpfx57X4WfLaP7TnHaN0ihhtHJPK1C3sxqrf2GkRqQyEhUaWsvIJlOw+zIG0fH2zN4VS5M6JnRx679XxuGJ5Ie73xTeSsKCQkKqTnHuf1z7P40+dZ5BSW0KVtLFMvTub21F4MSmgf7vJEIpZCQiJWwclTvL3hAK+tyWJt5lFimhnjB8bxXzf14srB8cQ2bxbuEkUiXkghYWZdgFeBZGAPcIe7HwnSbi5wA5Dr7udVmf4j4D7gUGDSw+6+KDDvB8A0oBz4jru/F0qtEh1OH056/fMs3t+SQ2lZBQO7t+ORiUOYdEEP4tu3CneJIlEl1D2JmcASd59lZjMD4w8FaTcPeBJ4Psi8X7r7z6tOMLOhwBRgGNAD+MDMBrp7eYj1SgRydzYfKOTPa/fz5rr9HD5eSuc2LZhyYS8mj+7J+UkddRJapJ6EGhKTgMsDw/OBjwgSEu6+1MySz3K9r7h7CbDbzNKBMcCKUIqVyLL/6EneXLefN9buZ0fOcVrEGBMGd+fWUUlcPkiHk0QaQqgh0d3dswHcPdvM4s9hHQ+a2T1AGvAvgcNVScDKKm2yAtMkyhUUneKdTdn8ee1+Vu3OByC1T2d+cvN5XH9+Ip3b6p4GkYZUY0iY2QdAQpBZj9TB9n8L/BjwwOcTwDeBYMcOvJr6pgPTAXr37l0HJUlDKz5VzpKtubyxbj8fbc/lVLnTr1tb/uXqgUwamUTvrnrqqki41BgS7n5VdfPMLMfMEgN7EYlA7tls3N1zqqzrGeDtwGgW0KtK057AgWrWMQeYA5Camho0SKTxOVVewSfph3lr/QHe35zD8ZIy4tu3ZOrFyUwamcR5SR10nkGkEQj1cNNCYCowK/D55tksfDpgAqO3AJuqrPclM/sFlSeuU4DVIdYqYVZe4azenc9bGw7wzsZsjhSdokOr5kw8P4GbRyZxUb+uxOglPiKNSqghMQtYYGbTgEzgdgAz6wE86+4TA+MvU3mCu5uZZQGPuvtzwE/NbCSVh5L2APcDuPtmM1sAbAHKgAd0ZVNkqqhw1mQe4S8bslm0MZvcYyW0iY3h6qHduXF4Dy4d2I2WzfWeBpHGytyj5whNamqqp6WlhbuMJq+iwlm77yiLNlYGQ3ZBMS2bN+OKQfHcMCKRKwfH0yZW93GKNBZmtsbdU4PN0/+pUicqKpzPM4/wl43ZvLvpINkFxcTGNOOygXHMvG4wE4Z0p11L/XMTiTT6v1bO2elzDO9uyubdzQfJKSwhtnkzLkuJ49+vHcSEId3poAfqiUQ0hYSclVPlFazIyOOdTQdZvOUgh4+X0rJ5M8YPjOP64ZWHkvSkVZHooZCQGhWVlrF0xyHe25zDkq05FBaX0TY2hisGx3PdeYlcPiiOtjqUJBKV9H+2BJV/opQlW3N4f0sOS3ccoqSsgk5tWvDVYQlcMyyBS1O60aqFrkoSiXYKCfmbzLwi3t9ykPe35JC2J58Kh4QOrZhyYS+uGZbAmL5daB6j5yWJNCUKiSasosJZl3WUD7bksGRrLttzjgEwOKE9D1wxgK8OTdCdzyJNnEKiiTlRUsYn6YdZsjWHD7flcvh4KTHNjAuTO/PD64fw1aEJelaSiPyNQqIJ2JdfxIfbclmyLZeVGXmUllfQvmVzxg+K4+qh3bl8YDwd2+iKJBH5IoVEFDpVXkHaniN8tD2Xv27PZUfOcQD6dWvLPRf34coh8VyY3IUWOr8gIjVQSESJnMJiPt5+iI925LJsx2GOlZTRIsYY07cLd6RWvvO5X1y7cJcpIhFGIRGhSssqWLP3CB/vOMRH23PZdrDypHNCh1bcMCKRywfF85UB3fQoDBEJib5BIsjevBMs3XmYpTsOsSIjj+MlZTRvZqQmd+ahawczfmAcQxLb62okEakzColG7FjxKVZk5LFs52GW7jzE3rwiAJI6tebGET24fFAc4/p31WMwRKTeKCQakVPlFazfd5RlOw/zSfph1u07SnmF0yY2hov7deXecclcNjCOvt3aam9BRBqEQiKM3J0dOcf5NP0wyzMOs3JXPsdLyjCD4UkdmTG+H5cMiGNUn056MY+IhIVCooHtyy9iecZhlmfksTwjj0PHSgBI7tqGm0b24JIB3RjXvyud2sSGuVIREYVEvcsuOMmKQCCsyMhj/9GTAHRr15KvDOjKV/p3Y9yArvTsrLucRaTxUUjUseyCk6zclcfKjHxW7s7728nmTm1aMLZvV+4f349x/bvSP66dziuISKOnkAiBu5N15CSrduezenceq3bn/y0UOrRqzkX9unL32D5c3L8rQxI60KyZQkFEIktIIWFmXYBXgWRgD3CHux8J0m4ucAOQ6+7nVZn+KjAoMNoJOOruI80sGdgKbA/MW+nuM0KptS5UVDjph46zenc+n+3JZ/XufLILioHKPYULk7sw9eJkLurXhcEJHYhRKIhIhAt1T2ImsMTdZ5nZzMD4Q0HazQOeBJ6vOtHdv3Z62MyeAAqqzM5w95Eh1heSkrJyNu0v4LM9R0jbk0/a3iMcLToFQFz7llzUtwsX9e3CmL5dSYlvpz0FEYk6oYbEJODywPB84COChIS7Lw3sHQRllQfn7wCuDLGekOQdL+HzzKOk7c1nzZ4jbNhfQGlZBVD5cLxrhiaQmtyZC5O70KdrG51TEJGoF2pIdHf3bAB3zzaz+HNcz6VAjrvvrDKtr5mtBQqBH7r7smALmtl0YDpA7969z2njG7MK+O4ra9l1+AQALWKM85I6cs/YPqQmdyY1uQvd2rU8p3WLiESyGkPCzD4AEoLMeqQO67gTeLnKeDbQ293zzGw08IaZDXP3wjMXdPc5wByA1NRUP5eNd+/Ykn5xbZmc2pPUPl0Y3rOj3t8sIkItQsLdr6punpnlmFliYC8iEcg92wLMrDlwKzC6yjZLgJLA8BozywAGAmlnu/7aiG/fimenXlgfqxYRiWihvnVmITA1MDwVePMc1nEVsM3ds05PMLM4M4sJDPcDUoBdIdYqIiJnKdSQmAVcbWY7gasD45hZDzNbdLqRmb0MrAAGmVmWmU2rso4p/P2hJoDLgA1mth54DZjh7vkh1ioiImfJ3M/pMH6jlJqa6mlp9XJESkQkapnZGndPDTZPLzkWEZFqKSRERKRaCgkREamWQkJERKqlkBARkWpF1dVNZnYIOAEcDnctYdQN9V/9b5qact8htP73cfe4YDOiKiQAzCytuku5mgL1X/1vqv1vyn2H+uu/DjeJiEi1FBIiIlKtaAyJOeEuIMzU/6atKfe/Kfcd6qn/UXdOQkRE6k407kmIiEgdUUiIiEi1IjYkzOxaM9tuZulmNjPIfDOzXwfmbzCzUeGos77Uov93Bfq9wcyWm9mIcNRZH2rqe5V2F5pZuZlNbsj66ltt+m9ml5vZOjPbbGYfN3SN9akW//Y7mtlbZrY+0P97w1FnfTCzuWaWa2abqplf99977h5xP0AMkAH0A2KB9cDQM9pMBN4BDBgLrAp33Q3c/3FA58DwddHS/9r0vUq7D4FFwORw193Av/tOwBYqXwEMEB/uuhu4/w8DjweG44B8IDbctddR/y8DRgGbqplf5997kbonMQZId/dd7l4KvAJMOqPNJOB5r7QS6BR4xWo0qLH/7r7c3Y8ERlcCPRu4xvpSm989wLeB1zmHV+o2crXp/z8Af3L3TAB3j6b/BrXpvwPtzcyAdlSGRFnDllk/3H0plf2pTp1/70VqSCQB+6qMZwWmnW2bSHW2fZtG5V8X0aDGvptZEnALMLsB62ootfndDwQ6m9lHZrbGzO5psOrqX236/yQwBDgAbAS+6+4VDVNe2NX5917zkMoJHwsy7cxreWvTJlLVum9mdgWVIXFJvVbUcGrT9/8FHnL38so/JqNKbfrfHBgNTABaAyvMbKW776jv4hpAbfp/DbAOuBLoDyw2s2XuXljPtTUGdf69F6khkQX0qjLek8q/Gs62TaSqVd/MbDjwLHCdu+c1UG31rTZ9TwVeCQREN2CimZW5+xsNUmH9qu2//cPufgI4YWZLgRFANIREbfp/LzDLKw/Sp5vZbmAwsLphSgyrOv/ei9TDTZ8BKWbW18xigSnAwjPaLATuCZztHwsUuHt2QxdaT2rsv5n1Bv4E3B0lf0GeVmPf3b2vuye7ezLwGvCtKAkIqN2//TeBS82suZm1AS4CtjZwnfWlNv3PpHIvCjPrDgwCdjVoleFT5997Ebkn4e5lZvYg8B6VVzvMdffNZjYjMH82lVe1TATSgSIq/7qICrXs/38CXYGnA39Rl3kUPCGzln2PWrXpv7tvNbN3gQ1ABfCsuwe9ZDLS1PL3/2NgnpltpPLwy0PuHhWPEDezl4HLgW5mlgU8CrSA+vve02M5RESkWpF6uElERBqAQkJERKqlkBARkWopJEREpFoKCRERqZZCQkREqqWQEBGRav0fPqSpsMkSMy0AAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[20] loss: 0.032\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[21] loss: 0.032\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[22] loss: 0.032\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[23] loss: 0.030\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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zgWa2BMDdq4A7gFeBzcBT7r6x1jZm8+ET1lOB9Wa2DngGuM3dS6OsVUQkomMVVXx5URavbSrgB58ay61T2+dJ6kjMve2M0IRCIc/K+tCIlIhInQ4dr+TmhatYs/sA8z9zFteFhtS/UhtjZqvdPRRpmZ7dJCLtVuGRE8x5aBU5hUe47/MTmXlm23qrXFNQSIhIu7Sr5Cg3PPgexWXlPDjnXKaOTI51Sa2SQkJE2p0New/xpYdXURUO8+iXp3BOesQnCgkKCRFpZ5ZvK+Krf15N3x5deOLmKYxI6RXrklo1hYSItBvPrM5j3rPryUztxcKbziW1d7dYl9TqKSREpM1zd361NJtfL8vmEyP68/svTqJ3t7b7ytGmpJAQkTatvKqau577gOfe38tnJw3mv68+ky6d9CqdhlJIiEibVXq0gtseWc17uaV865KRfO2iEdQ8dFoaSiEhIm1STuERbl6Yxf7DJ7j3+nP49NkDY11SXFJIiEib87ethXz9sTV07dyBJ+aex0Rd4nraFBIi0ma4O398awf/8/IWxgzozYIbJzG4X49YlxXXFBIi0iacqKw5Qf2XNXuZeeYA/vfas+nRRb/ioqX/giIS9/YePM5XHsliw97D/L/pNSeoO3TQCeqmoJAQkbi2Ynsxdzy2hsqqMA/OCXHxmNRYl9SmKCREJC65O39YvoOfvbKFYckJ/OGGSQxPToh1WW2OQkJE4s6RE5V8++l1vLqxgCvOSuNnnzmLnl3166w56L+qiMSVjfsOcfuj77PnwHG+e8UYbjl/qG6Qa0YKCRGJC+7Ok6v28L3FG+nXozNPzD2PczMSY11Wm6eQEJFWr6y8iu/+5QOeX7uP80ck8avZE0hK6BrrstoFhYSItGob9h7ia4+vYVfJUb51yUhuv3AEHXV5a4uJ6lGIZpZoZq+bWXbwGfHedzN7yMwKzWxDQ9c3s7vMLMfMtprZZdHUKSLxx9156B87ueZ3KzheUc3jt57H1y/OVEC0sGiflzsPWObumcCyYDqShcCMhq5vZmOB2cC4YL3fmVnHKGsVkThRXFbOzQtX8aMXN3FBZhJLvnEBU4b1j3VZ7VK0ITELWBR8XwRcFamRuy8HShux/izgCXcvd/edQA4wOcpaRSQOvLmtiMt//RZvby/hh58exwNzQiT27BLrstqtaM9JpLp7PoC755tZShOtPwhYWatdXjDvQ8xsLjAXID09vZG7F5HW4kRlNfNf3sLCFblkpiTwp5snMyatd6zLavfqDQkzWwoMiLDo7qYv5/92G2GeR2ro7guABQChUChiGxFp3TbuO8Q3n1hLdmEZX/p4BvMuH023zhphbg3qDQl3n17XMjMrMLO04CggDShs5P7rWj8PGFKr3WBgXyO3LSKtXFV1mD8s38Gvlm6jb48uLLp5Mp8cmRzrsqSWaM9JLAbmBN/nAC800fqLgdlm1tXMhgKZwHtR1ioircjO4qNc94d3uOfVrVw6dgCvfXOqAqIVivacxHzgKTO7BdgNXAtgZgOBB9x9ZjD9ODANSDKzPOD77v5gXeu7+0YzewrYBFQBt7t7dZS1ikgrEA47C1fk8rNXt9ClYwd+PXsCnz57oB6t0UqZe9sZxg+FQp6VlRXrMkSkDrtLjvHtZ9bx3s5SLhyVzPzPnEVq726xLqvdM7PV7h6KtEx3XItIs6sOO4tW5HLPq1vp1MG457Nn8dlJg3X0EAcUEiLSrHIKy7jz2fWs3nWAC0cl89/XnElan+6xLksaSCEhIs2ioirMguXbufeNHLp37sgvP3c2V00YpKOHOKOQEJEmt3bPQeY9u54t+48w88wB/ODT40jppXMP8UghISJNpqy8ip+/tpWFK3JJ6dWVBTdM4tJxke7FlXihkBCRJvHqxv18/4WNFBw5wRempPMfM0bTu1vnWJclUVJIiEhU8g4c44d/3cTrmwoYPaAXv/viRCamR3xrgMQhhYSInJaKqjAP/mMn9y7LBuDOGaP58gVD6dwx2gc5SGuikBCRRntnewnfe2ED2YVlXDYule99ahyD+uqy1rZIISEiDZZ/6Dj/9dJmXlyfz5DE7jw4J8TFY1JjXZY0I4WEiNSrvKqah/6Ry2/eyKY67Hxzeia3fXK4HufdDigkRKRO7s6yzYX85KVN5JYc45KxqXzvyrEMSewR69KkhSgkRCSinMIyfvziJt7cVsTw5J5610M7pZAQkX9x4GgFv16WzSMrd9Gjc0e+e8UY5nw8Q1cttVMKCREBai5p/fPKXfx6WTZHTlQye3I637pkJEkJXWNdmsSQQkKknXN3Xt1YwE9f2cLO4qOcPyKJ7145htEDese6NGkFFBIi7djaPQf575c2815uKSNSEnjoSyEuHJWiJ7XKPykkRNqh3OKj3PPaVl5an09SQhf+6+rxfC40hE467yCnUEiItCPFZeX8Zlk2j767m84dO/D1i0Zw69Rh9NKD+KQOCgmRduDIiUr++NZOHnhrB+VVYWafO4RvTM/UOx6kXlGFhJklAk8CGUAucJ27H4jQ7iHgSqDQ3cfXmn8P8CmgAtgO3OTuB80sA9gMbA2arnT326KpVaQ9OlFZzZ9X7uK3f8vhwLFKrjgzjW9dOpLhyQmxLk3iRLQDkPOAZe6eCSwLpiNZCMyIMP91YLy7nwVsA+6qtWy7u08IfhQQIo1QURXm0Xd3Me2ev/OTlzYzflAf/nrH+fz2CxMVENIo0Q43zQKmBd8XAX8H7jy1kbsvD44OTp3/Wq3JlcBno6xHpF2rDjvPr9nLr5ZtY0/pcSad0Y9ffO5sPj48KdalSZyKNiRS3T0fwN3zzSwlim3dTM3Q1UlDzWwNcBj4rru/FWklM5sLzAVIT0+PYvci8as67Ly4fh+/XpbNjqKjjBvYm4e/NJ5po5J1OatEpd6QMLOlQKSX1N7dVEWY2d1AFfBoMCsfSHf3EjObBDxvZuPc/fCp67r7AmABQCgU8qaqSSQehMPOyxv286ul28guLGNUai9+/4WJXDZuAB06KBwkevWGhLtPr2uZmRWYWVpwFJEGFDa2ADObQ81J7Yvd3YN9lgPlwffVZrYdGAlkNXb7Im1Rddh56YN8frMsm+zCMkakJHDf589h5vg0hYM0qWiHmxYDc4D5wecLjVnZzGZQcw7jk+5+rNb8ZKDU3avNbBiQCeyIslaRuHdyWOk3b+SQU1hGZkoCv549gSvPGkhHhYM0g2hDYj7wlJndAuwGrgUws4HAA+4+M5h+nJoT3Elmlgd8390fBO4DugKvB+OmJy91nQr8yMyqgGrgNncvjbJWkbhVURXm+TV7+f2b29lZfJRRqb105CAtwoIRnjYhFAp5VpZGpKTtOFFZzdNZe7j/zR3sPXic8YN6c8eFI7h0rM45SNMxs9XuHoq0THdci7RCh09U8sg7u3j47Z0Ul1Uw6Yx+/OTq8UwbqauVpGUpJERakcIjJ3j47Vz+/M4ujpRXMXVkMv82bThThiYqHCQmFBIircD2ojIeeGsHz67eS2U4zMzxaXx12nDGD+oT69KknVNIiMTQ6l2lLFi+g9c2FdC5YweuDQ3m1guGkZHUM9aliQAKCZEWVx12Xtu4nwVv7WDN7oP06d6ZOy4cwY0fyyC5l14VKq2LQkKkhZSVV/F01h4efjuX3aXHSE/swQ8/PY5rQ4Pp0UX/K0rrpL+ZIs1sT+kxFq3I5clVezhSXsXE9L7cdfloLh03QDfASaunkBBpBu7OeztLWbgil1c37sfMmHlmGjd/IoNz0vvFujyRBlNIiDShE5XVvLB2Lw+/ncuW/Ufo26Mzt04dxpyPZTCwb/dYlyfSaAoJkSawu+QYf353F09l7eHgsUpGD+jF/GvOZNaEQXTv0jHW5YmcNoWEyGkKh503s4t45J1d/G1rIR3MuHRsKjd+LIPzhunmN2kbFBIijVRSVs5TWXk89t4u9pQeJymhK1+7cATXT0knrY+GlKRtUUiINMDJE9GPvrubVzbsp6I6zJShiXznstHMGDeALp2ifV28SOukkBD5CKVHK3ju/Twee283O4qO0qtbJz4/JZ0vTEknM7VXrMsTaXYKCZFThMPOyh0lPLFqzz+PGiam9+V/rz2bK85M04loaVcUEiKB/YdO8MzqPTyZtYc9pcfp3a0T108ewvVT0hk9oHesyxOJCYWEtGvlVdUs3VTI06v3sHxbEWGHjw3rz7cvHcVl4wbQrbOOGqR9U0hIu+PubNh7mGdW7+GFdfs4eKyStD7d+Oq04VwXGsIZ/fUEVpGTFBLSbhQcPsFf1uzluffz2FZQRpdOHbh0bCrXhYbwiRFJeo6SSAQKCWnTjlVU8drGAp5bs5d/ZNcMJ01M78tPrhrPp84aSJ8enWNdokirFlVImFki8CSQAeQC17n7gQjtHgKuBArdfXyt+T8AbgWKgln/6e5LgmV3AbcA1cDX3f3VaGqV9qOqOszb20t4fs1eXt24n2MV1Qzq2507LhzB1RMHM1Qv9BFpsGiPJOYBy9x9vpnNC6bvjNBuIXAf8KcIy37p7v9be4aZjQVmA+OAgcBSMxvp7tVR1ittlLvz/u6D/HXdPl5cv4/isgr6dO/MVecM4upzBjEpvR8dNJwk0mjRhsQsYFrwfRHwdyKEhLsvN7OMRm73CXcvB3aaWQ4wGXgnmmKlbXF3thYc4a/r9rF43T72lB6nS6cOXDw6hVkTBnHh6GS6dtLVSSLRiDYkUt09H8Dd880s5TS2cYeZ3QhkAf8eDFcNAlbWapMXzPsQM5sLzAVIT08/jd1LvMkpLOPF9ft4cX0+OYVldOxgfGJEEt+4eCSXjUulVzedZxBpKvWGhJktBQZEWHR3E+z/98CPAQ8+fw7cDEQaF/BIG3D3BcACgFAoFLGNxL/tRWUsWZ/PSx/ks2X/EcxgckYic64az+XjB5CUoHdDizSHekPC3afXtczMCswsLTiKSAMKG7Nzdy+ota0/Ai8Gk3nAkFpNBwP7GrNtiX85hUdY8sF+lgTBADDpjH58/1NjmXlmGqm9u8W4QpG2L9rhpsXAHGB+8PlCY1Y+GTDB5NXAhlrbfczMfkHNietM4L0oa5VWzt3ZuO8wr2zYz8sb8tledBQzCAXBcPn4NAb0UTCItKRoQ2I+8JSZ3QLsBq4FMLOBwAPuPjOYfpyaE9xJZpYHfN/dHwR+ZmYTqBlKygW+AuDuG83sKWATUAXcriub2qaq6jBZuw7w2sYCXt24n70Hj9OxgzFlaCJzPp7BZeMG6IhBJIbMve0M44dCIc/Kyop1GVKP4xXVvJVdxGubCli2uYADxyrp0qkD549IYsb4AUwfk0pizy6xLlOk3TCz1e4eirRMd1xLiyg4fIJlmwtZtrmAf+QUU14Vpne3Tlw8JpVLx6YydWQyPbvqr6NIa6P/K6VZhMPOhn2HeGNLIW9sKWR93iEABvfrzvWT05k+JpUpwxLp3FFvdBNpzRQS0mQOn6jk7exi3thSyN+2FlFcVo4ZTBjSl+9cNorpY1IZmZqAme58FokXCgk5be7OpvzDvLmtiL9vLeL9XQeoCju9u3Vi6shkLhqdwidHJtNf9zCIxC2FhDRKcVk5b+cUs3xbMW9lF1F4pByAsWm9mTt1GNNGpTAxvS+dNIwk0iYoJOQjnaisZvWuA7yVXRMKG/cdBqBvj858YkQSnxyZzLSRyaToMlWRNkkhIf+iOuxs2neYf+QU83ZOMatySymvCtOpgzHxjH58+9KRTB2ZzLiBffSSHpF2QCHRzoXDNU9SfWd7Ce/sKOHdHSUcPlEFwOgBvfjieWdw/ogkJg9N1CWqIu2Q/q9vZ8JhZ8v+I7y7s4R3d5TyXm4ppUcrADijfw9mnpnGx4b352PD+5PSS0NIIu2dQqKNq6wOs3HfYVbtrAmEVbmlHDxWCcCgvt2ZNiqZjw2rCYXB/XrEuFoRaW0UEm1MWXkVa3YfYPWuA6zKLeX9XQc5Xlnz2Ksz+vfgkjGpnDesP1OGJSoURKReCok45u7sLj3Gmt0HydpVyupdB9m6/zBhBzMYPaA314UGc+7QRM7NSNSD8kSk0RQSceTIiUo+yDvEmj0HWbP7AGt2H6QkOJ+Q0LUT56T35dKLMpl0Rj/OSe+rN7SJSNQUEq1UeVU1W/KPsD7vIGv3HGJd3kG2F5Vx8qG9w5N7cuHoFM5J78s5Q/oxakAvXZIqIk1OIdEKlFdVs3X/ET7Ye4gNew/xwd5DbN1/hMrqmkRISujChCF9+fTZAzl7SF8mDO5Lnx46ShCR5qeQaGFHTlSyad9hNv7z5xA5hWVUhWsCoU/3zpw5qA+3nD+Mswb34ewhfRnYp5seiiciMaGQaCbV4ZqTylvyD7M5/zCb9x9hc/5h8g4c/2ebpISujBvYm4tGpzBuYB/OGtyHwf26KxBEpNVQSEQpHHb2HTpOdmEZ2/YfYWvBEbYVHCG7oIzyqjAAHQyGJSdwTno/rp+czti03owb2FvPOxKRVk8h0UAVVWF2lx5le9FRtheVkVNQRnZhGduLyjhW8X+v307t3ZWRqb244bwzGDmgF2MG9CYzNYFunTvGsHoRkdOjkKilOuzsO3icXSXH2FlylF3FR9lRfJQdRWXsOXCc6vD/vQ88rU83RqQk8Llzh5CZ0osRKQmMTE2gbw+9m1lE2o6oQsLMEoEngQwgF7jO3Q9EaPcQcCVQ6O7ja81/EhgVTPYFDrr7BDPLADYDW4NlK939tmhq/Sgb9h7im0+uZXfJMSqqw/+c37VTB4Ym9WTcwD586uyBDEvuybCkBIYl99Q9CCLSLkR7JDEPWObu881sXjB9Z4R2C4H7gD/Vnununzv53cx+DhyqtXi7u0+Isr4GSezZheHJPbl4dAoZST3J6N+TjKQepPbqRgfdeyAi7Vi0ITELmBZ8XwT8nQgh4e7Lg6ODiKzmcp7rgIuirOe0DOzbnT/cEIrFrkVEWrVo3zGZ6u75AMFnymlu5wKgwN2za80bamZrzOxNM7ugrhXNbK6ZZZlZVlFR0WnuXkREIqn3SMLMlgIDIiy6uwnruB54vNZ0PpDu7iVmNgl43szGufvhU1d09wXAAoBQKOSnLhcRkdNXb0i4+/S6lplZgZmluXu+maUBhY0twMw6AdcAk2rtsxwoD76vNrPtwEggq7HbFxGR0xftcNNiYE7wfQ7wwmlsYzqwxd3zTs4ws2Qz6xh8HwZkAjuirFVERBop2pCYD1xiZtnAJcE0ZjbQzJacbGRmjwPvAKPMLM/Mbqm1jdn861ATwFRgvZmtA54BbnP30ihrFRGRRjL3tjOMHwqFPCtLI1IiIo1hZqvdPeIlntEeSYiISBumkBARkTq1qeEmMysCdjVilSSguJnKac3aY7/bY5+hffa7PfYZouv3Ge6eHGlBmwqJxjKzrLrG4dqy9tjv9thnaJ/9bo99hubrt4abRESkTgoJERGpU3sPiQWxLiBG2mO/22OfoX32uz32GZqp3+36nISIiHy09n4kISIiH0EhISIidWoXIWFmM8xsq5nlBG/QO3W5mdm9wfL1ZjYxFnU2pQb0+QtBX9eb2QozOzsWdTa1+vpdq925ZlZtZp9tyfqaS0P6bWbTzGytmW00szdbusam1oC/433M7K9mti7o802xqLMpmdlDZlZoZhvqWN70v8vcvU3/AB2B7cAwoAuwDhh7SpuZwMuAAecB78a67hbo88eBfsH3y+O9zw3td612bwBLgM/Guu4W+vPuC2yi5j0tACmxrrsF+vyfwE+D78lAKdAl1rVH2e+pwERgQx3Lm/x3WXs4kpgM5Lj7DnevAJ6g5rWrtc0C/uQ1VgJ9g/djxKt6++zuK9z9QDC5EhjcwjU2h4b8WQN8DXiW03j/SSvVkH5/HnjO3XcDuHu8970hfXagV/B65ARqQqKqZctsWu6+nJp+1KXJf5e1h5AYBOypNZ0XzGtsm3jS2P7cQs2/PuJdvf02s0HA1cD9LVhXc2vIn/dIoJ+Z/d3MVpvZjS1WXfNoSJ/vA8YA+4APgG+4e7hlyouZJv9dVu+b6doAizDv1Ot+G9ImnjS4P2Z2ITUhcX6zVtQyGtLvXwF3unt1zT8w24SG9LsTNW9/vBjoDrxjZivdfVtzF9dMGtLny4C1wEXAcOB1M3vLI7wGuQ1p8t9l7SEk8oAhtaYHU/Mvi8a2iScN6o+ZnQU8AFzu7iUtVFtzaki/Q8ATQUAkATPNrMrdn2+RCptHQ/+OF7v7UeComS0HzgbiNSQa0uebgPleM1ifY2Y7gdHAey1TYkw0+e+y9jDctArINLOhZtaFmjfhLT6lzWLgxuDKgPOAQ+6e39KFNqF6+2xm6cBzwA1x/K/JU9Xbb3cf6u4Z7p5BzVsP/y3OAwIa9nf8BeACM+tkZj2AKcDmFq6zKTWkz7upOXLCzFKBUbT91yA3+e+yNn8k4e5VZnYH8Co1V0Q85O4bzey2YPn91FzlMhPIAY5R8y+QuNXAPn8P6A/8LvhXdZXH+ZMzG9jvNqch/Xb3zWb2CrAeCAMPuHvEyyjjQQP/rH8MLDSzD6gZhrnT3eP6EeJW8yroaUCSmeUB3wc6Q/P9LtNjOUREpE7tYbhJREROk0JCRETqpJAQEZE6KSRERKROCgkREamTQkJEROqkkBARkTr9f1ZhtbtoUFZyAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[24] loss: 0.027\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[25] loss: 0.015\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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sABgyZIifZYuItO+fecUsXbOPm87MYMaIfsEuJ2Da3SMws3fMbKuXv3ntrfv5R3iZ5zyvtwPfd84NBr4PPNHWhzjnFjnnMp1zmSkpKT5uWkTk5JTXNPDDFzYxPLkXd3exZxCfqHb3CJxzF7S1zMyOmNlAz97AQKDQS7N8oPXtd+n8/0NAWcB/eN6/ACz2qWoRkQD7r1e3cuRYHS/eNqPLPmfAV/6eI1hOy5c5ntfXvLT5GBhlZsPMLBq4xrMetATCuZ735wO5ftYjIuK3Vz89yPJNh/iP2aOYMsTrxZDdir/nCO4DlpnZLcB+YD6AmaUBi51zFzvnGs3sTuAtIBJ40jm3zbP+vwEPmFkUUIvnHICISLAcKK3mv17dSubQvtwxq2s+evJE+RUEzrkSYLaX+YeAi1tNrwBWeGn3ITDVnxpERDpKQ1Mz/+e5TwH4/dWTiYoMj8EXuue1UCIiJ+G3b+/k0/1Heei6KQxOigt2OZ0mPOJORKQd7+8s4tH3d3HttCF8c2LXff7wyVAQiEjYKyiv4QfPb2R0ajz3Xjqu/RW6GQWBiIS1hqZm7vzrp9Q0NPGn66d2uwHlfKFzBCIS1n71xg427CvjwWunMLJ/fLDLCQrtEYhI2HpjSwGLP9xD1oyhXDYpvM4LtKYgEJGwlHvkGHe9sInJgxP58SVjg11OUCkIRCTsVNQ2sODpDfSMjuLRG6YSExV+5wVaUxCISFhpbnb84PmNHCit5pEbTmNAn9hglxR0CgIRCSu/XZnDO9sL+eml47rl08ZOhoJARMLGaxsP8vC7LTeNffuMocEuJ2QoCEQkLGw6cJS7X9zMtGFJ/Pdlp2Lm7VEp4UlBICLd3sGjNXznqWxSEmJ49IapREfpq6813VAmIt3asdoGblnyMbX1Tfz1O9NJ6hUd7JJCjoJARLqtRs/wEbmFlSy56XRGpSYEu6SQpP0jEemWnHP812vbeH9nET+/fDxnj9KzztuiIBCRbumhf+Tx7Pr93D5rBNdOGxLsckKagkBEup1l2Qf47cqdXDllEHdfNCbY5YQ8v4LAzJLMbKWZ5XpevT7l2cyeNLNCM9t6MuuLiPjq3R2F3PPyFs4elcx9/zJRl4n6wN89goXAKufcKGCVZ9qbJcAcP9YXEWlX9t5Sbn9mA2MHJvCILhP1mb//K80DlnreLwUu99bIObcaKD3Z9UVE2rO9oIKbl3xMWp+eLLlpGvExuijSV/4GQapzrgDA89o/UOub2QIzyzaz7KKiopMuWES6n30lVdz45HrioqN46pZpJMfHBLukLqXdyDSzd4ABXhb9pOPLaZtzbhGwCCAzM9N15rZFJHQdPFrDdY+vo7Gpmb/eOoP0vnHBLqnLaTcInHMXtLXMzI6Y2UDnXIGZDQQKT3D7/q4vImGs8FgtNyxeR0VNA88uOEM3jJ0kfw8NLQeyPO+zgNc6eX0RCVOlVfXcsHgdRypqWXLz6Ywf1CfYJXVZ/gbBfcCFZpYLXOiZxszSzGzF543M7FlgDTDGzPLN7JavW19E5OuUVdVz3eNr2VdSzeIbM5k6VM8V8Idfp9WdcyXAbC/zDwEXt5q+9kTWFxFpS1lVPdcvXsfu4iqeyMpk5sjkYJfU5ekiWxHpMo5W13PDE+vIK6rk8RszNX5QB9GFtiLSJZRU1rXsCRRVsejGqZw7WiHQURQEIhLyCo/Vcv3j69hfWs3irEzOUQh0KAWBiIS0w+W1XPf4Wg5X1LLkpmnMGNEv2CV1OwoCEQlZe4uruOGJdRytbuCpm6eRmaGrgwIhrE4WH62u56O84mCXISI+2HG4gvmPraGqrpG//tt0hUAAhVUQ3Lt8G7cszSb3yLFglyIiX+OT/WVc/dhaIgyW3TqDiemJwS6pWwurIPjxxWPpFRPJ7c98QlVdY7DLEREv3s0p5PrH15EY14MXb5upYSM6QVgFQWrvWB68dgq7iyq55+UtOKex60RCyYsb8vnO0mxG9O/Fi7fNZHCSBpDrDGEVBAAzRyTzgwtHs3zTIf6ybn+wyxERWh40/8h7u7jrhU2cMTyJ5xbMICVBQ0l3lrC8auiOWSPJ3lfGz/72GeMG9mbqUD0hUyRYGpuauXf5Np5Zt59LJ6Xxm/kTiYmKDHZZYSXs9ggAIiKMP1w9mQF9Yrn16Q0UlNcEuySRsFRV18iCpzfwzLr93HrucB64erJCIAjCMggAEuOiWZyVSU19I7c+vYHahqZglyQSVo5U1HL1ojW8l1PIzy8fzz1zxxIRoQfNB0PYBgHA6NQEfn/1ZDbnl7Pwpc06eSzSSbbkl3PZQx+yp6iKxVmZ3HDG0GCXFNbCOggAvnHqAP7zwtG8uvEQf3pvV7DLEen23thSwPzHPiIqIoIXb5/J+aekBruksBeWJ4uPd+f5I8krquTXb+WQ3rcn8yYPCnZJIt1Oc7PjoXfz+N3KnUwZksiib2fqyqAQoSAAzIz7vzWRw+W1/PCFzQzoHcv04RrYSqSjVNU18p/LNvHmtsNcMWUQv7xyArE9dFI4VPh1aMjMksxspZnlel69XodpZk+aWaGZbT1u/q/NbIeZbTazV8ws0Z96/BETFcmib2cyOKknC57eQF5hZbBKEelW9pVUceWfPuLtzw7zfy8Zy++umqQQCDH+niNYCKxyzo0CVnmmvVkCzPEyfyUw3jk3EdgJ3ONnPX7pE9eDJTdNo0ekkfXkel1WKuKnd3cUctlD/+TIsVqeunk63zl7OGa6MijU+BsE84ClnvdLgcu9NXLOrQZKvcx/2zn3+aA/a4F0P+vx2+CkOJbcNI3ymgZuWLyO0qr6YJck0uU0NTt+93YONy35mEGJPVn+72dx1ig9WzhU+RsEqc65AgDPa38/Putm4I22FprZAjPLNrPsoqIiPzbTvvGD+rA4K5P8shr+9c/rqdQAdSI+K62q51//vJ4H/5HH/KnpvHzHTIb005hBoazdIDCzd8xsq5e/eR1VhJn9BGgEnmmrjXNukXMu0zmXmZIS+MfUnTG8Hw9fdxrbDlWw4Kls3XAm4oPsvaVc8uAHrNtdyi+vnMD935qo8wFdQLtXDTnnLmhrmZkdMbOBzrkCMxsIFJ5oAWaWBXwTmO1C7I6uC8al8pv5E/nBsk0seHoDi749Vf9Ri3jR3Ox4dPUufvv2TtL79uTlO2YyflCfYJclPvL30NByIMvzPgt47URWNrM5wI+Ay5xz1X7WEhBXTEnnV1dOZPXOIg1FIeJFcWUdNy35mPvfzGHO+AH87btnKQS6GH+D4D7gQjPLBS70TGNmaWa24vNGZvYssAYYY2b5ZnaLZ9FDQAKw0sw2mtmjftYTEFedPpj7rpzA+zuLuP0vG6hrVBiIALyXU8icP3zAmt0l/GzeqTx07RR6x/YIdllygizEjsb4JDMz02VnZ3f6dv+6bj8/fmUL545O4dEbptIzWoeJJDzVNTbxqzdyePKfexiTmsAD107mlAG9g12WtMPMNjjnMo+frzuLT8B104cQYXDPK1vI+vN6nsjKJEG/fiTMbC+o4PvPb2TH4WNkzRjKPReP1bmzLk5BcIKumTaEuJgofvD8Rq5fvI4lN00jqVd0sMsSCbimZsei1bv53coc+vSM5sl/zdSAcd2EguAkXDYpjV7Rkdz+zCdc/dganrplGgP79Ax2WSIBs7e4irte2ET2vjLmjh/AL66YoB9A3UjYD0N9smaPTWXJTadTUF7LlX/6iB2HK4JdkkiHa2p2LP5gN3MeWE3OkWP8/upJ/On60xQC3YyCwA8zRySz7NYZNDvH/EfW8FFecbBLEukwu4oqueqxNfz89e2cOSKZld8/lyumpGusoG5IQeCncWm9eeWOMxmYGEvWn9fzyqf5wS5JxC/1jc089I9c5j7wAXmFlfz+6kkszspkQJ/YYJcmAaJzBB0gLbEnL9w2k1ufzub7z28ir7CS/7xwjJ6/Kl3Ohn1l/PjlLeQcOcYlEwZy76Xj6N9bAdDdKQg6SJ+ePXjq5uncu3wrD7+7i5zDx/j91ZN1eal0CeXVDfzm7Rz+sm4fA3rHsvjGTC4YpyuCwoWCoANFR0Xwv1dM4JQBvfmfv3/GlX/6iMVZmQzt1yvYpYl45ZzjpU8O8ssV2ymrridrRgZ3XTSG+Bh9NYQT/Wt3MDMja2YGI/vHc8czn/DNP37Ib+dP4hunDgh2aSJfsr2ggp++tpWP95YxZUgiS2+epjGCwpROFgfImSOT+ft3zyKjXy8WPL2BX67YTkNTc7DLEqG0qp7/++oWLnmw5WTwr/5lAi/dptFCw5n2CAJocFIcL9w2g5+//hmPrd7NJ/vL+OO1p+nqCwmKhqZmnlm7j9+t3ElVfRM3zsjgexeMIjFO9wSEOw0610le23iQe17eQnRUBL+8YgJzJwwMdkkSJpxzrPzsCPe9uYPdRVWcNTKZn146jtGpCcEuTTqZBp0LsnmTBzFhUB++9/xGbn/mE67KTOfeS0+ll07KSQBtOnCUX6zYzvo9pYxI6cXjN2Zywdj+uilMvkTfQp1oeEo8L90+kwfeyeXh9/JYt6eU386fRGZGUrBLk25mV1Elv1u5k9c3F5AcH83PLx/PNacPJipSpwXlq3RoKEjW7ynlB8s2cvBoDVkzMrh7zhjiopXL4p/8smoeeCeXlz7JJ7ZHJN85axgLzh2hy0EF0KGhkDNtWBJvfe8c7n9zB0s+2suqHUf41ZUTmTkyOdilSRd06GgNj7y3i+c/PgAGN505jNtnjSA5PibYpUkX4NcegZklAc8DGcBe4CrnXJmXdk/S8oD6QufceC/L7wJ+DaQ459odua077BG0tn5PKXe/uIm9JdVcedog7pk7lpQE/R9Y2tc6AJqdY35mOt89fxRpiRoWXb6qrT0Cf4PgfqDUOXefmS0E+jrnfuSl3TlAJfDU8UFgZoOBxcApwNRwDAKA2oYmHlyVy+Mf7Ca2RyQ/vGgM108fSqTGKxIv9hZX8djq3by0IR+HY37mYO6YNYL0vnHBLk1CWKCCIAeY5ZwrMLOBwHvOuTFttM0A/u4lCF4Efga8BmSGaxB8Lq+wknuXb+WfeSWMH9Sbn37zVKYN08lkabH1YDmPvL+LN7YUEBUZwVWZ6dw+aySDtAcgPgjUOYJU51wBgCcM+p9gUZcBB51zm3Q5W4uR/eP5yy3T+fvmAn7x+nauemwNF52ayo/mnMLwlPhglydB4Jzj/Z1FPPHhHj7ILSY+JooF54zg5rMy6J+gmxPFf+0GgZm9A3gbKOcn/mzYzOI8n/ENH9svABYADBkyxJ9Nhzwz49JJaVwwNpUnPtzNI+/tYtX21dxwxlDuPH+kTgCGidqGJl799CBPfLiH3MJKUnvHcPeclkOGfXpqVFvpOEE7NGRmE4BVQLWnSTpwCJjmnDv8ddvtzoeGvCk8Vssf3snlufX7iYmKJGtmBreeM5y+elxgt7S/pJq/rNvHsuwDHK1u4NS03nzn7GFcMiGN6CjdByAnL1DnCH4NlLQ6WZzknLu7jbYZeDlH0Gr5XnSO4GvtKqrkwVW5LN90iLgekdx81jBuPnOYAqEbaGxqZnVuEU+v2cd7O4uIMOOiU1O5cUYG04cl6U5g6RCBCoJ+wDJgCLAfmO+cKzWzNGCxc+5iT7tngVlAMnAEuNc598Rxn7UXBYFPdh45xgPv5PL6lgJ69ojkmmmD+c7Zw3XCsAs6UFrNsuwDvJCdz+GKWlISYrh22hCumzZEgxNKhwtIEARLuAfB53IOH+Ox1btYvvEQDrhsUhq3nDVMwwmHuKq6Rt7cephXPj3IP3e1/O45d3QK15w+hNlj+9NDw0BIgCgIurGDR2t48sM9PLt+P9X1TUwd2pcbZwxl7viBOqYcIhqbmvloVwmvfHqQN7cepqahiSFJcVx52iCuyhysG8CkUygIwkB5TQMvbsjn6TV72VtSTXJ8DFdlpvOtqem69DQImpod63aX8LfNBby17TClVfX0jo3im5PSuHLKIKYO7atj/9KpFARhpLnZfXHi8d2cQpodTB3al/lT07lk4kASYnXpYaDUNjTx0a5iVn52hJWfHaG4sp646Ehmj03lmxMHcu7oFGJ7RAa7TAlTCoIwVVhRy8ufHuSF7APsKqoiOiqC88akcMnENGaf0l/PQ+gAhcdqeT+niH/sKOT9nUVU1zfRKzqSWWP6c8nEgZw3pj89o/XlL8GnIAhzzjk+PXCU5RsPsWJLAYXH6ojtEcF5Y/oze2wqs8ak6EY1H9U1NvHp/qOs3lnEezlFfFZQAUD/hBguGJfKN8alMmNEP2Ki9OUvoUVBIF9obnZk7yvj9c2HeGPrYQqP1WEGkwcncv6Y/pw9OoXxab31EBOPusYmth6sYO3uEj7aVUz23jLqGpuJjDCmDu3LuaNTmDUmhbEDehOhQQIlhCkIxCvnHNsOVbBqeyH/yClk04GjACTERDF9eBIzRiQzfVgSYwYkhM1ljUcqatl04Cgb9pWxYV8Zmw+WU9/YDMApAxKYOSKZGSP6MX14Er11vkW6EAWB+KS4so61u0v4Z14Ja3YVs7ekZQSQ2B4RTByUyJQhiUwenMjYgb0ZkhTXpX8BNzU7DpRWk3PkGNsOVbD1YDlbDpZTdKwOgOjICMYP6s3UoX2ZOrQv04b1I0l3cUsXpiCQk3LoaA0b9pXx6f6jfHqgjG0HK6hvavl13Cs6kjEDEhg7sDfDU+IZntyLjORepPftGVJ7DxW1DewrrmZvSRV7i6vYU1JF7pFKcguPUdvQ0pcIgxEp8UwY1IcJ6X2YmN6HU9P66Aof6VYUBNIh6hqbyDl8jO0FFWwvOMZnBRXsKKigorbxizZREUZaYk8G9olt+UvsyYDesST1iiapVzR941pe42Oj6Nkj8oQfvtPU7Kiqb6SqrpFjtY2UVNZTWlVPaVUdJVX1HKmoo6C8hoKjtRSU13ypNoABvWMZlRrP6NQExqQmfPFeV1BJd6dnFkuHiImKZGJ6IhPTE7+Y55yjtKqePcVVX/zll9VQUF5D9r4yjmwpoKGp7R8cMVERxEVHEtsjkggzIiOMqAjDrOVLv6HJ0djcTGOTo6ahier6pq+tsV+vaAb0iWVwUhzThyeRltiTjH69GJbciyFJcbqUU+Q4CgLxm5nRLz6GfvExZGZ89Wlqzc2Okqp6jla3/HIvq66ntKqByroGquubqKlvoqq+kbqGZpqco7nZ0djscI6WUIg0ekREEBVpxPaIJD4miviYKHrFRBEfG0WSZw8jOT6avr2iQ+qwlEhXoCCQgIuIMFISYkhJ0H0KIqFIP51ERMKcgkBEJMwpCEREwpyCQEQkzCkIRETCnIJARCTMKQhERMKcgkBEJMx1ybGGzKwI2BeETScDxUHYbmdTP7sX9bN78aefQ51zKcfP7JJBECxmlu1twKbuRv3sXtTP7iUQ/dShIRGRMKcgEBEJcwqCE7Mo2AV0EvWze1E/u5cO76fOEYiIhDntEYiIhDkFgYhImFMQeGFmc8wsx8zyzGyhl+VmZg96lm82s9OCUae/fOjn9Z7+bTazj8xsUjDq9Fd7/WzV7nQzazKzb3VmfR3Fl36a2Swz22hm28zs/c6u0V8+/Dfbx8z+ZmabPH28KRh1+svMnjSzQjPb2sbyjv0Ocs7pr9UfEAnsAoYD0cAmYNxxbS4G3gAMOANYF+y6A9TPmUBfz/u53bWfrdr9A1gBfCvYdQfo3zMR+AwY4pnuH+y6A9DHHwO/8rxPAUqB6GDXfhJ9PQc4DdjaxvIO/Q7SHsFXTQPynHO7nXP1wHPAvOPazAOeci3WAolmNrCzC/VTu/10zn3knCvzTK4F0ju5xo7gy78nwHeBl4DCziyuA/nSz+uAl51z+wGcc12tr7700QEJZmZAPC1B0Ni5ZfrPObealtrb0qHfQQqCrxoEHGg1ne+Zd6JtQt2J9uEWWn6BdDXt9tPMBgFXAI92Yl0dzZd/z9FAXzN7z8w2mNmNnVZdx/Cljw8BY4FDwBbgP5xzzZ1TXqfq0O8gPbz+q8zLvOOvsfWlTajzuQ9mdh4tQXBWQCsKDF/6+QfgR865ppYfkl2SL/2MAqYCs4GewBozW+uc2xno4jqIL328CNgInA+MAFaa2QfOuYoA19bZOvQ7SEHwVfnA4FbT6bT8ujjRNqHOpz6Y2URgMTDXOVfSSbV1JF/6mQk85wmBZOBiM2t0zr3aKRV2DF//uy12zlUBVWa2GpgEdJUg8KWPNwH3uZYD6Xlmtgc4BVjfOSV2mg79DtKhoa/6GBhlZsPMLBq4Blh+XJvlwI2eM/dnAOXOuYLOLtRP7fbTzIYALwPf7kK/Go/Xbj+dc8OccxnOuQzgReCOLhYC4Nt/t68BZ5tZlJnFAdOB7Z1cpz986eN+WvZ4MLNUYAywu1Or7Bwd+h2kPYLjOOcazexO4C1arlJ40jm3zcxu8yx/lJYrSy4G8oBqWn6FdCk+9vOnQD/gT55fy42ui43u6GM/uzxf+umc225mbwKbgWZgsXPO6+WJocjHf8ufAUvMbAsth09+5JzrckNTm9mzwCwg2czygXuBHhCY7yANMSEiEuZ0aEhEJMwpCEREwpyCQEQkzCkIRETCnIJARCTMKQhERMKcgkBEJMz9P2srF9mCL4G5AAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[26] loss: 0.001\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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+8nqrS1FK+Zgjx0/y1vZjLJo2xCu7k3BEg8CBWaM6+s5bv7fc4kqUUr7mqQ0FBAUId1w0zOpSekyDwIGEAf04Z3A06/Is6RVbKeWjCisbeGt7MTdPTyNhQD+ry+kxDYIuzBmTyM6iGsrrmq0uRSnlI57akE9oUCC3+dDRAGgQdGn26EQA1ufp6SGlVPf2l9WzemcJN89I85lrA6dpEHRhRGIkaQPD+WdumdWlKKV8wGPv7SMyNMinrg2cpkHQBRFh/vgkNh48TvXJFqvLUUp5sS2Hq1mfV8HtFw3ziecGzqRB8DUuH59Eu83w/h49KlBKOWaM4X/W7iOhfyi3zPSN5wbOpEHwNcYmDyBtYDjv7i61uhSllJdat7ecnCMnuHd2ptf3KdQVDYKvISJcbj89dLzhlNXlKKW8TEubjUfX7mNYfATfyvLuHka/jgZBNy6f0HF66L09eveQUuqr/rL5CIeqTvIfl48hONB3v06dqlxEYkVknYjk219jumg3V0T2i0iBiCzrNP8cEdksIjtEJEdEpjlTjzuMSRpARlwE7+wssboUpZQXqWls4bcb8rkgM46LR8ZbXY5TnI2wZcAGY0wmsME+/RUiEgg8C8wDxgCLRGSMffGvgf80xpwD/Mw+7VVEhAXnJLP50HFKapqsLkcp5SV+uyGf+uZWHr58NCLeO/pYTzgbBAuAlfb3K4GrHbSZBhQYYwrtYxSvsq8HYIDTgwNHAV75Z/c1k1IwBt7ecczqUpRSXuBAeT0vbTrCt6cO6RPjmzsbBInGmFIA+2uCgzYpQFGn6WL7PIAfAo+JSBHwG+AnXW1IRJbaTx/lVFZ6dqyAtIERZKXF8Oa2Y9o1tVJ+zhjDI6v3EBkaxI8vG2l1OS7RbRCIyHoRyXXws6C7dU9/hIN5p79N7wDuM8YMBu4D/tTVhxhjVhhjsowxWfHxnj8fd+3kVAoqGsg9VufxbSulvEf27jI2FR7n/ktHEBvhew+POdJtEBhjZhtjxjn4WQ2Ui0gSgP3VUXedxUDn+6pS+b9TQIuBN+3v36DjNJJXunx8EiGBAfx9W7HVpSilLNLY0sYv393L6KQB3HBumtXluIyzp4bW0PFljv11tYM2W4BMEckQkRDgevt60BEIF9nffwPId7Iet4kKD2b2mATe2VlCS5vN6nKUUhb47YZ8Smqb+cWCsQQG+PYF4s6cDYLlwBwRyQfm2KcRkWQRyQYwxrQBdwHvAXnA68aYPfb1vw88LiI7gV8BS52sx60WTknl+MkWNmiPpEr5nX1ldfzp00N8O2swU9NjrS7HpYKcWdkYcxyY5WB+CTC/03Q2kO2g3WfAFGdq8KSLRiSQFNWPv35xlHnjk6wuRynlITab4aE3dzMgLJhl80ZZXY7L+e6jcBYIDBC+PXUwn+ZXUVTdaHU5SikPWbWliG1Ha3h4/mhi+sgF4s40CHrpW1mDCRBYteWo1aUopTygrLaZR7PzmD50INdOTul+BR+kQdBLydFhXDIygddzimlt14vGSvVlxhj+4+1cWm02Hr12vM8/QdwVDYKzsGjaECrrT+lFY6X6uHd3l7I+r5z/N2ck6XERVpfjNhoEZ+HikfEkR/XjpU1HrC5FKeUmJ0628MjqPUxMjWLJzHSry3ErDYKzEBQYwI3T09h48Dj7y+qtLkcp5QY/XZ1LXXMry6+bQJAPdzHdE31779xo0dQhhAYF8OLGQ1aXopRysXd2lvCPXaXcOyuT0Um+36lcdzQIzlJMRAjXTErhre3HOKGD2yvVZ1TUN/PT1blMTI3i9ouGWV2OR2gQOOG7M9NpbrWxaktR942VUl7PmI4Hx5pa2nn8W+f0+VNCp/nHXrrJqEEDmDFsIC9vOkyb3kqqlM9btaWI9XkV/PiykQxPiLS6HI/RIHDSLTMzKKlt5t3dpVaXopRyQmFlA794Zy/nD4/jlpkZVpfjURoETvrGqAQyEyJ57qODOmiNUj6qpc3Gvat2EBocwG++OZGAPtSzaE9oEDgpIEC47aJh7Cur56MDnh05TSnlGk+uP8DuY7Usv3YCg6L6WV2Ox2kQuMBVE5NJjurHcx8dtLoUpVQvfZpfyXMfH+T6qYOZO26Q1eVYQoPABUKCArj1gqF8caiarUdOWF2OUqqHKuqbue+1HQyPj+SRK8daXY5lNAhc5Pqpg4kOD9ajAqV8RLvN8MNVO2g41caz35lMWEig1SVZRoPARSJCg1gyI4P1eeXkHqu1uhylVDee/bCAjQeP84urxjEisb/V5VjKqSAQkVgRWSci+fbXmC7avSAiFSKSezbr+4ol56czoF8QT6732qGXlVJ0XBd4Yv0Brj4nmW9mpVpdjuWcPSJYBmwwxmQCG+zTjrwIzHVifZ8woF8w37tgKOvzytldrEcFSnmjkpom7l21g8yESH7Vh8cY6A1ng2ABsNL+fiVwtaNGxphPgOqzXd+XLJmZTlRYME+sP2B1KUqpM7S02bjzlW20tNl47sYphIc4NWx7n+FsECQaY0oB7K8J7lpfRJaKSI6I5FRWeu/9+v37BbP0wqF8sK+CHUU1VpejlOrkv9/dy46iGh5bOIFh8f7ThUR3ug0CEVkvIrkOfhZ4osDTjDErjDFZxpis+Ph4T2661xbPSCcmPJjH399vdSlKKbvXthzlpU1HWHrhUOaNT7K6HK/S7XGRMWZ2V8tEpFxEkowxpSKSBFT0cvvOru+VIkODuPPi4fwyO49/FVQxc3ic1SUp5de2HjnBf7ydywWZcTxw2Uiry/E6zp4aWgMstr9fDKz28Ppe66bpaaREh/Ho2jxsNu2DSCmrlNU2c/tftpIUFcbTiyb5TdfSveHsv8hyYI6I5ANz7NOISLKIZJ9uJCKvApuAkSJSLCK3ft36fUG/4EDuv2wEucfqeGdXidXlKOWXmlvbue0vWzl5qo0/3JxFdHiI1SV5JfHFHjOzsrJMTk6O1WV0y2YzXPH0Z9Q2tfLB/RcRGuS/Ty4q5Wk2m+HuVdvJ3l3K8zdO4bKx/tmPUGcistUYk3XmfD1GcqOAAOGh+aM5VtPEy5uOWF2OUn7lyQ35vLurlAfnjtIQ6IYGgZudnxnHhSPieWpDPscbTlldjlJ+YfWOYzy1IZ9vTknltguHWl2O19Mg8ICfXTGaxpZ2fqO3kyrldl8cqubHf9vFtIxYfnmNPjncExoEHjA8oT/fnZHOqi1F7Cqusbocpfqsgop6vv9SDqkxYfz+ximEBOlXXE/ov5KH3Ds7k4ERoTyyZo/eTqqUG1TUNbP4hS0EBwawcsk0YiL0DqGe0iDwkP79gnlw7ki2H63hze3HrC5HqT6l4VQbS17cwonGFv783akMjg23uiSfokHgQddNTmXSkGiWr82jtrHV6nKU6hNOtbVz28s57Cur59kbJjM+NcrqknyOBoEHBQQI/7VgHCcaW3l0bZ7V5Sjl89pthvte28G/Co7z6+smcMmo3vZ7qUCDwOPGpUTxvfMzWLWliM2Fx60uRymfZYzhp6tzyd5dxn9cPprrpugAM2dLg8ACP5w9gsGxYTz01m6aW9utLkcpn/Sb9/fz18+PcsfFw/jeBfqsgDM0CCwQFhLIL68eT2HlSX73YYHV5Sjlc575IJ9nPzzIommDtTdRF9AgsMiFI+K5ZlIKz318kH1ldVaXo5TP+OOnhfzm/QNcMymF/75aHxhzBQ0CC/30ijFEhQVz32s7aWmzWV2OUl7vlc+P8N/v5jFv3CAeWziBwAANAVfQILBQbEQIj147gbzSOp7akG91OUp5tde2HOXht3L5xqgEfnu9jivgSvovabE5YxJZOCWV331UwPajJ6wuRymvtOqLozz4991cNCKe331nsnYd4WL6r+kFfnblGJKiwvh/r++kqUXvIlKqs1VfHGXZm7u5eGQ8v79pCv2CdVwPV3MqCEQkVkTWiUi+/TWmi3YviEiFiOSeMf8xEdknIrtE5C0RiXamHl81oF8wjy2cQGHVSX6VrQ+aKXXaXz//vxB4/kYNAXdx9ohgGbDBGJMJbLBPO/IiMNfB/HXAOGPMBOAA8BMn6/FZM4bH8b3zM3h58xH+mVtqdTlKWe6Pnxby0Fu7uURDwO2cDYIFwEr7+5XA1Y4aGWM+AaodzH/fGNNmn9wM+PWjgQ/MHcWE1Cge+NsuiqobrS5HKUsYY3h6Q/6Xdwf9/qYsDQE3czYIEo0xpQD2V2c6+rgFWNvVQhFZKiI5IpJTWVnpxGa8V0hQAE8vmoTNwD2rttParreUKv9ijOHX7+3n8XUHuHZSCk8vmqQXhj2g239hEVkvIrkOfha4qggReRhoA17pqo0xZoUxJssYkxUfH++qTXudtIERPHrteLYfreHx9w9YXY5SHtNuMzz8di7PfXSQ75w7hN98c6LeIuohQd01MMbM7mqZiJSLSJIxplREkoCK3hYgIouBK4BZxhgdsQW4cmIyGw9W8fzHB5mSFsOcMYlWl6SUW51qa+eHq3awNreMOy8exo8vG6lPDHuQs3G7Blhsf78YWN2blUVkLvAgcJUxRk+Kd/LIlWMZnxLFj17bwcHKBqvLUcpt6ptbWfLnLazN7ehF9IG5ozQEPMzZIFgOzBGRfGCOfRoRSRaR7NONRORVYBMwUkSKReRW+6JngP7AOhHZISLPO1lPn9EvOJDnb5pCcFAAS1/Kob5ZB7JRfU9FXTPXr9jM54eq+d9vTdReRC0ivng2Jisry+Tk5FhdhkdsPFjFTX/6glmjEnj+xikEaN8qqo84UF7Pkj93DC/57A2TdVAZDxCRrcaYrDPn65UYLzdjWBwPzR/N+3vLeUa7rFZ9xMaDVVz33EZa2m28ftt0DQGLdXuxWFnvlpnp7DlWy/+uO0B6XARXTUy2uiSlztqb24p58O+7SB8YwZ+XTCU1Rgeat5oGgQ8QER69bjzFNU3c/8ZOkqP6kZUea3VZSvWKzWZ47P39PPfRQaYPHcjzN00hKizY6rIUemrIZ4QGBbLipimkRofx/ZdyOFx10uqSlOqxk6fauO0vW3nuo4MsmjaEl26dpiHgRTQIfEh0eAh/XjIVEWHJi1s4cbLF6pKU6lbxiUYWPr+JDXnlPHLlGH51zTiC9UExr6K/DR+TNjCCP9w8hWM1TSx5cQsnT7V1v5JSFtlYUMWVT39GcXUjL3x3KktmZugzAl5Ig8AHTUmL5dkbJrP7WC1LX86huVXHMFDexRjDHz4p5MY/fc7AyFBW3zWTi0fqnUHeSoPAR80Zk8hjCyfwr4Lj3PPqdtq0gzrlJRpb2rhn1Q5+mZ3HpWMG8fYPZjI0PtLqstTX0LuGfNi1k1Opa2rl5+/s5cG/7+axhRP0gTNlqfzyeu54ZRsHKxv48WUjufPiYXoqyAdoEPi4787MoLapjSfWHyAkSPjl1eM1DJQl3txWzMNv5RIRGsjLt5zL+ZlxVpekekiDoA+4Z9ZwWtrbefbDg7TbDMuv1SMD5TnNre38fM0eVm0p4tyMWJ5aNInEAf2sLkv1ggZBHyAi3H/pSAIDAnhqQz7tNvj1wgkEahgoN8srreOeV7eTX9HADy4Zxn2zR+gYAj5Ig6CPEBF+NGcEgSI8sf4ANmN4bOEE/Z9SuYUxhhc3HubRtfuICgvm5VuncUFm3x0wqq/TIOhj7p2dSVCg8Nh7+2k41cbTiybpeK/KpSrrT/HA33by4f5KZo1K4NcLJzAwMtTqspQTNAj6oB9cMpzI0CB+/s4ebvrT5/zx5qlEhevj/Mp5a3eX8vDbuTScauMXC8Zy03lpeldQH6DnDfqoxTPSeXrRJHYU1fCt32+irLbZ6pKUD6ttbOXeVdu545VtpMaEkX3P+dw8PV1DoI/QIOjDrpiQzItLplF8opHrntvI/rJ6q0tSPuiDfeVc+uTHvLurlPtmj+Dvd8xgeEJ/q8tSLuRUEIhIrIisE5F8+2tMF+1eEJEKEcntYvn9ImJERG88drGZw+N47bbptLTbuO65jXywr9zqkpSPqGo4xd2vbueWF3OICgvmrTtncu/sTO0wrg9y9je6DNhgjMkENtinHXkRmOtogYgMpmO846NO1qK6MC4lijV3zSQ9LpxbV+aw4pOD+OIQpcozjDG8ua2YOf/7Mf/M7TgK+MfdFzA+Ncrq0pSbOBsEC4CV9vcrgasdNTLGfAJUd/EZTwAPAPrN5EZJUWG8ftt05o0bxK+y9/Hjv+3iVJt2Vqe+6lDVSW5+4Qt+9PpO0uMiePeeC7h3diYhQXoU0Jc5e9dQojGmFMAYUyoivepeUESuAo4ZY3Z2d9FJRJYCSwGGDBlyluX6t/CQIJ5ZNJknE/J5akM++8vqefaGyQwZqEMF+rvm1nZ+92EBz39cSGhQAD+/cgw3TU/XhxL9RLdBICLrgUEOFj3szIZFJNz+GZf2pL0xZgWwAiArK0uPHs5SQEDHg2fjkgdw/xs7ufzpT3n8mxO5dKyjX7Hq64wxfLCvgp+/s4ei6iauPieZh+aPJkG7iPAr3QaBMWZ2V8tEpFxEkuxHA0lARS+2PQzIAE4fDaQC20RkmjGmrBefo87CpWMH8W7SAH7w120sfXkr3zs/gwfnjdILgX4kv7ye/3o3j08OVDIsPoK/fv9cZgzT+zX8kbOnhtYAi4Hl9tfVPV3RGLMb+PJUkogcBrKMMVVO1qR6aHBsOG/cPp1fvZvHHz87xOeHqnni2xP11sA+7sTJFp5cf4C/fH6UiJBAfnrFGG46L02vA/gxZ3/zy4E5IpJPx50/ywFEJFlEsk83EpFXgU3ASBEpFpFbndyucpHQoED+c8E4nr9xMsdqmpj/1Gf88dNCbDY9+9bXNLe28/zHB7nosQ95efMRbpg2hI9+fAm3np+hIeDnxBdvI8zKyjI5OTlWl9HnVNQ389Cbu1mfV8F5Q2N5bOFEBsfqhWRf19Zu429bi3lyfT5ldc1cPDKen8wbzchBeuTnb0RkqzEm69/maxCozowxvJFTzH++swcD3Dd7BEtmpmsvpj7IZjNk55byxLoDHKw8yTmDo1k2bxTnDR1odWnKIhoEqleKTzTyyOo9bNhXweikAfzqmnFMGuLwwXHlZU4HwFMb8jlQ3sDwhEjuv3Qkl41N1L6B/JwGgeo1Ywzv7Snj52v2Ul7fzA3ThvCjOSO0y2Ev1dZuIzu3jGc++L8AuGdWJpePT9LnARTQdRBoN9SqSyLC3HFJnJ8Zz+Pv7+elTUdYs6OEH3xjON+dka7jHHiJppZ23thaxB8+LaSouonhCZE8tWiSBoDqMT0iUD2WX17P8rX72LCvgpToMB6YO5IrJyTr+MgWqWo4xSubj7Jy02GqT7YwaUg0t180jDmjE/V3ohzSU0PKZf5VUMUv381jb2kdowb1555ZmcwdO0i/fDxkZ1ENKzce5h+7SmlptzFrVAK3XTSMqekxeg1AfS0NAuVSNpth9c5jPP1BAYWVJxmZ2J+7Zw1n/rgkDQQ3aGppJ3t3KS9vPsKOohoiQgK5bkoqN09PZ3hCpNXlKR+hQaDcot1m+MeuEp7+oICCigaGxkewZGYG101OITxEL0E5wxjD7mO1vLaliDU7Sqg/1cbQuAhunp7GdVNS6d9Phx9VvaNBoNyq3WbI3l3KHz4tZFdxLQP6BbFo2hBump5Gaow+lNYbJTVN/GNXCW9tLyGvtI7QoADmj0/i21MHc25GrJ7+UWdNg0B5hDGGbUdP8MJnh/nnnjKMMVw8MoGFU1KZNTqB0CC908iR6pMtrM0tZfWOEr441DF0x4TUKL6ZNZirJiYTFaZ//Svn6e2jyiNEhClpsUxJi+VYTROvbD7Cm9uOcee+bUSHB7NgYjLXTk5lQmqU3/9lW1TdyPt7y3l/TxlbDldjMzAsPoIfzRnBlROTyYiLsLpE5Sf0iEC5XbvN8FlBFW/kFPH+3nJa2mykRIdx2dhBzBs/iMlDYvzifvdTbe1sPXKCz/Kr+HB/JXmldQCMTOzPpWMTuWzsIMYmD/D7gFTuo6eGlFeobWzl/b1lvLenjE/yq2hpsxEXGcrFI+M5f3gcM4fHEd+/bzy53NpuI6+0ji8OVfOvgio2F1bT1NpOUIAwOS2GS8ckMmdMImkD9S9/5RkaBMrrNJxq48N9Fby3p4zPCqqoaWwFYNSg/swYFsfktGjOGRxNSnSYT/yVXFHfzJ5jdWwvqiHncDXbj9bQ1NoxLvTQuAguyIzjgsx4zhs2kMhQPSurPE+DQHm1dpthb0kdnxZU8ll+FTlHTtDSZgMgLjKUcwZHMz4liszESDITIkkbGGFZH/oNp9oorGygsPIkBRUN7CmpZU9JHRX1pwAIEBidNICstBiy0mPJSo8hKSrMklqV6kyDQPmUljYb+8rq2FFUw46jNWwvquFQ1ckvlwcFCOlxEQyOCSM5+vRPPxIH9CMmPISosGCiw4MJCw7s8dFES5uN2qZW+08LVQ0tlNU2U1rbTFltEyW1zRyuOvnlFz5AYIAwPD6SsSkDGJscxbjkAYxJHqD3+Cuv5JYgEJFY4DUgHTgMfMsYc8JBuxeAK4AKY8y4M5bdDdwFtAHvGmMe6G67GgT+qbGljcLKk+RX1JNf3kB+RQPHTjRRWtvECftppTMFBwrhIUEEBwYQEigEBQYQFCgY0/HF39re8dPcavvyNI6jzxgU1Y9BA/oxJDaCofERDIuPZFh8BEMGhustscpnuOv20WXABmPMchFZZp9+0EG7F4FngJfOKOoSYAEwwRhzSkQSHKyrFADhIUGMS4liXErUvy1rbGmjpKaZirpmar78q76VmsZWmlraaLUZWr/84jcEBkhHOAR1BERIUAAD+nUcRQwICyYqLJjYiBCSosIYGBGi3WaoPs3ZIFgAXGx/vxL4CAdBYIz5RETSHax/B7DcGHPK3q7CyXqUnwoPCWJ4QqT2u6PUWXD2aluiMaYUwP7a27/oRwAXiMjnIvKxiEx1sh6llFK91O0RgYisBwY5WPSwi7YfA5wHTAVeF5GhxsGFCxFZCiwFGDJkiAs2rZRSCnoQBMaY2V0tE5FyEUkyxpSKSBLQ21M7xcCb9i/+L0TEBsQBlQ7qWAGsgI6Lxb3cjlJKqS44e2poDbDY/n4xsLqX678NfANAREYAIUCVkzUppZTqBWeDYDkwR0TygTn2aUQkWUSyTzcSkVeBTcBIESkWkVvti14AhopILrAKWOzotJBSSin3cequIWPMcWCWg/klwPxO04u6WL8FuNGZGpRSSjnHmmf0lVJKeQ0NAqWU8nM+2deQiFQCR9zw0XH418Vqf9pff9pX8K/99ad9Bef2N80YE3/mTJ8MAncRkRxH/XD0Vf60v/60r+Bf++tP+wru2V89NaSUUn5Og0AppfycBsFXrbC6AA/zp/31p30F/9pff9pXcMP+6jUCpZTyc3pEoJRSfk6DQCml/JxfBoGIzBWR/SJSYB9Z7czlIiJP2ZfvEpHJVtTpCj3Y1+/Y93GXiGwUkYlW1Okq3e1vp3ZTRaRdRBZ6sj5X6sm+isjFIrJDRPaIyMeertGVevDfcpSIvCMiO+37u8SKOl1BRF4QkQp7P2yOlrv2O8oY41c/QCBwEBhKR2+nO4ExZ7SZD6wFhI6xEj63um437usMIMb+fp6v7mtP97dTuw+AbGCh1XW78XcbDewFhtinE6yu2837+xDwP/b38UA1EGJ17We5vxcCk4HcLpa79DvKH48IpgEFxphC09Hp3So6htzsbAHwkumwGYi2j7fga7rdV2PMRmPMCfvkZiDVwzW6Uk9+twB3A3+n9+NneJOe7OsNdIz3cRR8fijYnuyvAfqLiACRdARBm2fLdA1jzCd01N8Vl35H+WMQpABFnaaL7fN628YX9HY/bqXjrwxf1e3+ikgKcA3wvAfrcoee/G5HADEi8pGIbBWRmz1Wnev1ZH+fAUYDJcBu4F5jjM0z5XmcS7+jnB283heJg3ln3kPbkza+oMf7ISKX0BEE57u1Ivfqyf4+CTxojGnv+MPRZ/VkX4OAKXR0FR8GbBKRzcaYA+4uzg16sr+XATvoGOxqGLBORD41xtS5uTYruPQ7yh+DoBgY3Gk6lY6/IHrbxhf0aD9EZALwR2Ce6Rhjwlf1ZH+zgFX2EIgD5otImzHmbY9U6Do9/e+4yhhzEjgpIp8AEwFfDIKe7O8SYLnpOIleICKHgFHAF54p0aNc+h3lj6eGtgCZIpIhIiHA9XQMudnZGuBm+5X584BaY0yppwt1gW73VUSGAG8CN/noX4qddbu/xpgMY0y6MSYd+Btwpw+GAPTsv+PVwAUiEiQi4cC5QJ6H63SVnuzvUewDZYlIIjASKPRolZ7j0u8ovzsiMMa0ichdwHt03InwgjFmj4jcbl/+PB13k8wHCoBGOv7S8Dk93NefAQOB39n/Sm4zPtqTYw/3t0/oyb4aY/JE5J/ALsAG/NEY4/B2RG/Xw9/tfwEvishuOk6dPGiM8cnuqe3D+14MxIlIMfAIEAzu+Y7SLiaUUsrP+eOpIaWUUp1oECillJ/TIFBKKT+nQaCUUn5Og0AppfycBoFSSvk5DQKllPJz/x8+IczlJoO+oAAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[27] loss: 0.001\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[28] loss: 0.000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[29] loss: 0.000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[30] loss: 0.000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[31] loss: 0.000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[32] loss: 0.000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[33] loss: 0.000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[34] loss: 0.000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[35] loss: 0.000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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U8h9HS+vZdLSch+eMJDwkyOpyXNIni124IjeJrccrae9wWF2KUsrPvbD5BOEhNu6YOcTqUrqlQeDCVblJNLZ1aLfUSim3lNW38OfdxXxxahaDokKtLqdbGgQuXDo8CZvA5mOW3LyklBogXtxyinaHg69fMdTqUj6TBoELcREhTMqKZ7NeMFZKXaTa5nZe3nqaeePTGZpk/eAzn0WDoBtX5iazr6iGqsY2q0tRSvmhl7eeor7VzrevHm51KT3SIOjGNaNTcBh4/4il3R8ppfxQU5ud5VtOcfWoZMZlxFldTo80CLoxcXAcyTFhbDykQaCU6puV2wupamzjO1ePsLqUXtEg6IbNJswancKmo+W02fU2UqVU77S0d/DcpuPMGJpAXo7vjDnwWTQIPsOsMak0tNrZrp3QKaV66ZVtpymvb+WhOSOtLqXXNAg+wxUjkggLtrHhUKnVpSil/EBzWwfPbTrBZcMTmTks0epyek2D4DNEhAZxxYgkNhwqxeIukJRSfuCVbaepaPCvswHQIOjR7LGpFFU3c6ik3upSlFI+rL6lnWc3HeeKEUlM85NrA+dpEPRgzthUbALr9pdYXYpSyoe9sPkkVY1tfP+6UVaX0mcaBD1Iig7j0uGJrNtfos1DSimXKhpaeWHzCeZNSGOSDw480xMNgl6YNyGdExWNHD6nzUNKqX/29LsFtNgdPHyt/50NgAZBr1w3Lk2bh5RSLp2pbOL3H5/m9rxMhidHW13ORXErCEQkQUTWi8gx5+ugbtabKyJHRKRARJZ0mX+JiGwTkT0iki8i092px1OSosOYOSyRN/dp85BS6tN+8rfDBNtsPDDLv+4U6srdM4IlwEZjTC6w0Tn9KSISBDwDXA+MBRaKyFjn4qeAHxhjLgGecE77JG0eUkpdKP9UFW/uL+GbnxtGWly41eVcNHeDYD6wwvl+BXCzi3WmAwXGmBPOoSlfdW4HYIBY5/s4oNjNejzm+vFpBNmENXt8tkSllBc5HIYfvXmI1NgwFl81zOpy3OJuEKQaY0oAnK8pLtYZDBR2mS5yzgN4EPipiBQCPwMe625HIrLY2XyUX17u/QFjEqPD+NzIZP68+ywdDm0eUirQ/WVfMXsLa/jetaOIDHVr+HfL9RgEIrJBRA64+Jvf07bnP8LFvPPfpN8CHjLGZAEPAb/t7kOMMcuMMXnGmLzk5ORe7rp/3TJ5MOfqWth2otKS/SulfENjq52lbx1mXEYst07JtLoct/UYY8aY2d0tE5FSEUk3xpSISDrgqs/mIiCry3Qm/2gCWgQ84Hy/GnihV1VbZM7YVGLCgnlj11kuH5FkdTlKKYs8814BJbUtPP3lydhsrn7r+hd3m4bW0vlljvN1jYt1dgC5IjJUREKBBc7toDMQPud8fw1wzM16PCo8JIh5E9L524ESmtrsVpejlLLAqYpGXth8kn+ZPJipQ/yrK4nuuBsES4E5InIMmOOcRkQyRGQdgDHGDtwHvA0cAlYZYw46t/8G8D8ishd4EljsZj0ed8uUwTS2dfDOQe2RVKlA9MO/fkJosI0l14+2upR+49YVDmNMJTDLxfxiYF6X6XXAOhfrfQhMdacGb5uek8Dg+Ahe31XEzZMH97yBUmrAeOfgOd49XMbj88aQEuu/t4teSJ8s7iObTfhiXiYfFlRQWNVkdTlKKS9pbLXzn2sPMjothq9enmN1Of1Kg+Ai3J6XhQB/3FHY47pKqYHhlxuOUlzbwn/fMp6QoIH11TmwjsZLMuIj+PyoFFblF2Lv0PGMlRroPimuY/mWUyycnj1gLhB3pUFwkRZOz6asvpV3D7u6Y1YpNVB0OAyP/Wk/8REhPDrXP3sX7YkGwUW6elQyqbFhrNx+xupSlFIe9LstJ9lbWMMTN44lPjLU6nI8QoPgIgUH2fhSXhbvHy3nbE2z1eUopTzgVEUjP3vnCLPHpHDTpAyry/EYDQI3fGl6NkLngNVKqYHF4TAseWMfITYb/3XzBET8/wni7mgQuGFwfATXjk1j5fYzNLd1WF2OUqofrdxxhm0nqvi3G8b4dRfTvaFB4KavXZ5DTVM7f95z1upSlFL95ExlE//95iEuH5HIgmlZPW/g5zQI3DR9aAJj02P53ZaTOnqZUgOAw2H43uq9BInw1G2TBnST0HkaBG4SEb52eQ5HSxv46Lh2T62Uv1u+5STbT1XxxI1jGRwfYXU5XqFB0A9unJRBYlQov9ty0upSlFJuOFZaz1NvH2H2mFRum+r/4wz0lgZBPwgPCeIrM7LZeLiM4+UNVpejlLoIrfYOvvvqHqLDgnnyX8YHRJPQeRoE/eSuy3IIDbLx/KbjVpeilLoIP/3bEQ6V1PHT2yaSEjOw7xK6kAZBP0mKDuNL07L40+6zlNTqA2ZK+ZMPjpbzwocnuXPmEGaNSbW6HK/TIOhH37hyGA4Dv92s1wqU8heVDa08vHovuSnRPH7DGKvLsYRbQSAiCSKyXkSOOV8HdbPechEpE5EDF7O9v8hKiOSmSRn8YfsZaprarC5HKdUDh8Pw8Oq91Da1878LJhMeEmR1SZZw94xgCbDRGJMLbHROu/IiMNeN7f3GNz83jKa2Dl7aqt1OKOXrnv/gBO8fKeffbxzL2IxYq8uxjLtBMB9Y4Xy/ArjZ1UrGmA+Aqovd3p+MTotl1ugUlm85SX1Lu9XlKKW6kX+qip+9c4QbJqRzx4xsq8uxlLtBkGqMKQFwvqZ4ansRWSwi+SKSX15eftEFe8N3Z+VS09TOi1tOWV2KUsqF6sY27l+5m8HxEfz41oHdoVxv9BgEIrJBRA64+JvvjQLPM8YsM8bkGWPykpOTvbnrPpuUFc/sMan8ZvMJapv1rEApX9LhMDzwxz1UNrTxzJenEBseYnVJlusxCIwxs40x4138rQFKRSQdwPna1+G63N3eZz04O5e6FjvLP9Q7iJTyJb/ccJQPjpbznzeNY0JmnNXl+AR3m4bWAouc7xcBa7y8vc8aPziOuePSWP7hSb2DSCkfseGTUn71bgG352WycPrA71W0t9wNgqXAHBE5BsxxTiMiGSKy7vxKIrIS2AqMEpEiEbn7s7YfKB6ck0t9q53fbD5hdSlKBbxTFY08tGoP4wfH8sP5gdWFRE+C3dnYGFMJzHIxvxiY12V6YV+2HyhGp8XyhYnpLP/wFIsuzSElNrAeW1fKVzS02ln8cj5BNuHZr0wN2OcFuqNPFnvY964dhd3h4BcbjlpdilIByeEwPPjqHo6XN/LMl6eQlRBpdUk+R4PAw3KSovjKjCH8cUchR0vrrS5HqYDz8/VH2XColH+/YQyXj0iyuhyfpEHgBd+dlUtUaDBL3zpsdSlKBZS/7ivm6fcK+FJeFosuy7G6HJ+lQeAFCVGhfPvqEbx7uIyPjldYXY5SAWH3mWoeXrWXqUMG8cObx+nF4c+gQeAlX7s8h4y4cJ5cdwiHQ8c2VsqTCqua+MZL+aTEhvH8nVMJC9aLw59Fg8BLwkOCeGTuaA6crWP1zkKry1FqwKpraefrL+6g1e7gd1+dRlJ0mNUl+TwNAi+af0kG03IG8ZO/HdGHzJTygPYOB9/5/S5OVjTy/B1TGZESY3VJfkGDwItEhB/cNJ6apjZ+vl5vJ1WqPxljWPL6fjYfq+DJWyZwmd4h1GsaBF42NiOWO2cO4ZVtpzlYXGt1OUoNGD975wiv7yriwdm53D5Nu4/oCw0CC/zrnFEMigzliTUHMUYvHCvlrpe3nuKZ946zcHoWD8zKtbocv6NBYIG4yBAenTuanaerWZ1fZHU5Svm1vx0o4Ym1B5k9JoUfaR9CF0WDwCK3Tc1kek4C/73uEGX1LVaXo5Rf+vBYBd9duYdLsuL51cIpBAfpV9rF0P/VLGKzCT++dQLNbR38YO0nVpejlN/ZdaaaxS/nMyw5it99dRoRofqswMXSILDQ8ORovjtrBG/uL+Gdg+esLkcpv3GopI6vLt9OckwYL909nfjIUKtL8msaBBb75ueGMzothn9fc4A6HexeqR6drGjkruXbiQwN5pW7Z5ASo927u0uDwGIhQTaeum0i5fWt/HjdIavLUcqnna5sZOGybTgchlfuma5dSvcTt4JARBJEZL2IHHO+DupmveUiUiYiBy6Y/1MROSwi+0TkTyIS7049/mpiZjzfuGoYK7cX8u7hUqvLUconFVY18eXffEyLvYNX7pmhTw33I3fPCJYAG40xucBG57QrLwJzXcxfD4w3xkwEjgKPuVmP3/rXOSMZnRbDI6/tp7Kh1epylPIpxTXNLPzNNupb2nnl7hmMSY+1uqQBxd0gmA+scL5fAdzsaiVjzAdAlYv57xhj7M7JbUCmm/X4rbDgIH654BLqmtt57I39+qCZUk5na5pZsGwbtU3tvHz3DMYPjrO6pAHH3SBINcaUADhfU9z4rK8Db3W3UEQWi0i+iOSXl5e7sRvfNTotlu9fN4p3Pill9U590Eypwqombn9uK9VNbbx093QmZcVbXdKA1GMQiMgGETng4m9+fxUhIo8DduD33a1jjFlmjMkzxuQlJyf31659zt1XDGXmsAR+sPYgpysbrS5HKcucqmjk9ue30tBq5w/3zGRytstLkKof9BgExpjZxpjxLv7WAKUikg7gfC3rawEisgj4AvAVo+0h2GzCz744iSCbcN8fdtNq77C6JKW8rqCsgduf30qr3cHKb8xkQqY2B3mSu01Da4FFzveLgDV92VhE5gKPAjcZY5rcrGXAyBwUyU+/OIn9Z2t58k29pVQFlgNna7n9+a04jGHlN2YyNkMvDHuau0GwFJgjIseAOc5pRCRDRNadX0lEVgJbgVEiUiQidzsXPQ3EAOtFZI+IPOdmPQPGdePSuPuKoazYepp1+0usLkcpr/j4RCULlm0jIiSI1fdexqg0vUXUG4Ld2dgYUwnMcjG/GJjXZXphN9uPcGf/A935HkoffW0f4zJiGZIYZXVJSnnMu4dL+dYru8gcFMEr98wgPS7C6pIChj5Z7MNCg208/eXJ2GzCt3+/i5Z2vV6gBqY3dhWx+KWdjEyNYdU3L9UQ8DINAh+XOSiSX3xpEp+U1PHIa/v0+QI1oBhj+PX7Bfzrqr1My0ngD9+YQaIONu91GgR+4JrRqXzv2lGs3VvMc5tOWF2OUv2iw2H4j7UHeepvR7hpUgYvfn0aMeEhVpcVkNy6RqC859ufH86hkjqeevswo9NiuHq0O8/uKWWt5rYOHvzjbt4+WMo3rxrGo3NHY7PpyGJW0TMCPyEi/PS2SYxNj+W7K3dTUNZgdUlKXZSy+hYWLNvKO5+U8sQXxvLYvDEaAhbTIPAjEaFBLLsrj7AQG3ev2KGd0ym/c6ikjpuf3sLR0gaev2MqX79iqNUlKTQI/M7g+AiW3ZXHudoWvr4in+Y2vZNI+Yd3D5dy27Mf0WEMq++9lGvHpVldknLSIPBDU7IH8auFk9lfVMP9K3dh73BYXZJS3TLG8Pym49yzIp+cpCjWfOcK7UHUx2gQ+Klrx6Xxg5vGseFQGU+sPai3lSqf1NzWwQOv7uHHbx1m7vg0Vt97KWlxOrSkr9G7hvzYnZfmUFzbwrPvHyctNpzvzsq1uiSl/q6ouolvvryTT0rq+P51o/j254cjoheFfZEGgZ/7/rWjKK1t4efrjxIVFszdevFN+YAtBRXcv3I37XYHv12UxzWjU60uSX0GDQI/Z7MJT902keb2Dn70108IC7Zxx8whVpelApTDYXjmvQJ+vuEow5Ojef7OqQxPjra6LNUDDYIBIDjIxv8umEzrKzv5f38+QHhIELdNDdhRP5VFqhvbeGjVHt4/Us78SzJ48pYJRIXpV4w/0H+lASI02MavvzKFe1bk88hrewkNtnHTpAyry1IBYteZau7/w27K61v50c3juWNGtl4P8CN619AAEh4SxLK7ppKXk8CDr+7mNR33WHlYh7Mp6IvPbQVg9b2XcufMIRoCfkbPCAaYyNBgXvzaNBa/tJPvrd5Lc5udOy/NsbosNQCV1rXw0B/38NHxSm6YmM6Tt0wgLkI7jfNHbp0RiEiCiKwXkWPOV5ejS4vIchEpE5ED3Sz/nogYEUlypx7VKTI0mBcW5TF7TAr/vuYgz286bnVJaoBZ/0kpc3/5AbvP1PCTWyfw9MLJGgJ+zN2moSXARmNMLrDROe3Ki8BcVwtEJIvOYS7PuFmL6iI8JIhn75jKFyam8+O3DvM/7xzRh86U2+pb2nnktb1846V80uIi+Mv9l/OlaXo9wN+52zQ0H/i88/0K4H06B6P/FGPMByKS081n/AJ4hD4OfK96FuK8mygyNIhfvVtASW0LT94ygdBgvTSk+m7biUoeXrWXktpmvnP1cB6YNVL/Wxog3A2CVGNMCYAxpkRE+tRJvojcBJw1xuzt6ReFiCwGFgNkZ2dfZLmBJ8gm/OTWiaTHRfC/G49xrraFX98xhVgdAET1UnNbBz975wjLt5xkSEIkq++9jKlDXLYCKz/VYxCIyAbAVTeBj7uzYxGJdH7Gtb1Z3xizDFgGkJeXp20cfSAiPDRnJJmDInjsjf3c/txWln91GhnxOi6s+mwfHa9gyev7OVPVxB0zs/m3eWOIDNV7TAaaHv9FjTGzu1smIqUiku48G0gHyvqw7+HAUOD82UAmsEtEphtjzvXhc1QvfTEvi/S4CL71yk5ufmYLz905lSnZ+stO/bO6lnZ+vO4QK7cXkpMYyauLZzJzWKLVZSkPcbeBby2wyPl+EX1o5zfG7DfGpBhjcowxOUARMEVDwLOuyE1i9bcuJSzExoLnt7Fyu16jV/9gjOHNfSXM+fkm/rijkG9eNYy3HrhKQ2CAczcIlgJzROQYnXf+LAUQkQwRWXd+JRFZCWwFRolIkYjc7eZ+lRtGp8Xyl/uuYMawBB57Yz+PvbGPVrsOcBPoTlU0suh3O/jOH3aRGBXGn759OY/NG0NEaJDVpSkPE3+8pTAvL8/k5+dbXYbf63AY/uedI/z6/eNckhXPr78yRa8bBKCW9g6eff84z246TmiQjYevHcmdM4cQHKR3BA00IrLTGJN34Xy96hPAgmzCI3NHMzEzjodX7eX6/93M0n+ZwPUT0q0uTXmBMYa3DpzjyXWHKKpu5qZJGfy/G8aQEqsDxwQaDQLF3PHpjE6L5YFXd/Ot3+9iwbQsnrhxrN4dMoAdOFvLD//6CdtPVjE6LYY/3DODy0bog/2BSv+frgDISYpi9b2X8YsNR3lu03G2n6zi/xZO1rFlB5iS2mZ+sf4oq3cWMSgylP++ZTwLpmUTZNMngwOZXiNQ/+SjggoeWrWHioY27v3cMO6/JpfwEL1g6M9qmtp49v3jvPjRKYyBuy4dwv2zcrV/oADT3TUCDQLlUk1TG//15iFe21nEsOQonrp1Ink5CVaXpfqoqc3O77ac4rlNx2lotXPL5ME8NHskWQmRVpemLKBBoC7KB0fL+bc/7edsTTN3zRzCw9eN0u4p/EBjq51Xtp1m2QcnqGxsY/aYFL5/3WhGpcVYXZqykAaBumiNrXZ+9s4RXvzoFIlRoXz/ulHcNjVL25V9UEOrnZe2nuKFzSepamzjytwkHpydy9QhejanNAhUPzhwtpb/XHuQ/NPVjB8cy3/cOI5p2lzkE8rrW3lp6yle3naamqZ2Pjcyme/OytXO4dSnaBCofmGMYe3eYpa+dZiS2hZumJjOQ7NHMiIl2urSAtLx8gZe2HyS13cV0d7hYPaYVL5z9QguyYq3ujTlg/SBMtUvRIT5lwxmzthUntt0ghc2n+Ct/SXcPHkwD84aSXaiXoT0NIfDsLmggpe3nmLj4TJCgmzcOiWTe64cyvBkDWTVd3pGoNxS2dDKc5uO89LW03Q4DF/My+RbnxuhgeABtU3trN5ZyCvbTnOqsomk6FC+PD2bOy/NITkmzOrylB/QpiHlUaV1Lfz6vQJWbi/E7nAwd3wa91w5TLu5dpPDYdh2spLXdhaxbn8JLe0Opg4ZxF2XDmHu+DTCgvX5DtV7GgTKK0rrWnjxo1P8fttp6lrs5A0ZxD1XDmXWmFRCtBOzXiusauL1XUW8vquIwqpmYsKC+cKkDO6Ymc24DH3aW10cDQLlVY2tdlblF/LbD09SVN1MckwYt07J5EvTshiaFGV1eT6ppLaZdfvP8dd9xew+U4MIXD48iS/mZXLt2DTtDlq5TYNAWcLe4eC9I+X8cUch7x0po8NhmD40gdumZnLd2DTiIgP74bTTlY1sOFTGW/tLyD9dDcC4jFjmTUjn5smDGazdgqt+pEGgLFdW18Jru4pYtaOQU5VNBNuEy0ckMW9CGteOTWNQVKjVJXpce4eDnaerefdwGRsPlXK8vBGA0WkxfGFiOvMmpDNM7/xRHuKRIBCRBOCPQA5wCrjdGFPtYr3lwBeAMmPM+AuW3Q/cB9iBN40xj/S0Xw0C/2aMYV9RLesOlLBufwmFVc0E2YS8IYO4amQyV+YmMS4jbkA8udzhMBwsrmXr8Uo+Ol5J/qkqGts6CA2yMWNYArNGp3DN6FS9y0p5haeC4CmgyhizVESWAIOMMY+6WO8qoAF4qWsQiMjVwOPADcaYVhFJMcaU9bRfDYKBwxjDgbN1vHWghE1HyzlYXAfAoMgQLhuRxLQhg5icPYgx6bGEBvv+xebKhlb2FtWwp7CWPYU17D5TTX2LHYARKdFcOiyRy0ckcUVuEtFh+hiP8i5PBcER4PPGmBIRSQfeN8aM6mbdHOCvFwTBKmCZMWZDX/arQTBwVTS0sqWggg+OVrCloIJzdS0AhAbbGJ8Ry6SseEanxTAiJYYRKdGWdaPcau/gRHkjR0vrnX8NHCqpo6i6GQCbwMjUGCZnxzNzWCKXDkvUkb+U5TwVBDXGmPgu09XGGJc3jncTBHuANcBcoAX4njFmRzfbLwYWA2RnZ089ffr0Rdet/EdJbTO7z3T+st59pob9Z2tptTv+vjw1NoxhSdFkxEeQER9OelwE6fHhpMSEERseQlxkCNGhwdh62cxkjKGuxU5VY1uXv1bO1rRQVN1EUXUzRVVNnKtrweH8v06QTRiaFMWo1BgmZsYxKSueCYPjiNJf/MrHXHQXEyKyAUhzsejxfqgrGBgEzASmAatEZJhxkU7GmGXAMug8I+iHfSs/kB4XQfqECOY5x1HucBiKqps4VtrAsbIGjpXVc7KikS0FFZTV/+PLuSsRiAkLJiI0iCARgoKk89UmdDgMLe0OWuwdtLR30Gp34Oq3kQikx4aTOSiSmcMSyUyIZERKNCNToxmaFKUPdim/1mMQGGNmd7dMREpFJL1L01CP7fsXKALecH7xbxcRB5AElPfxc1SACLIJQxKjGJIYxeyxqZ9aZu9wUFrfSklNMxUNrdQ126lraaeuuZ3a5nZa2h10GIPDYbA7DB0OQ5BNCA+xER4SRFhw52tcRAgJUaEMigolMSqUhKhQUmLC/eIahVIXw91z17XAImCp83VNH7f/M3AN8L6IjARCgQo3a1IBKjjIxuD4CL33Xqk+cvcnzlJgjogcA+Y4pxGRDBFZd34lEVkJbAVGiUiRiNztXLQcGCYiB4BXgUWumoWUUkp5jltnBMaYSmCWi/nFwLwu0wu72b4NuMOdGpRSSrlHGz2VUirAaRAopVSA0yBQSqkAp0GglFIBToNAKaUCnAaBUkoFOL8cj0BEygF3OhtKIvAeXAu0Yw604wU95kDhzjEPMcYkXzjTL4PAXSKS76rjpYEs0I450I4X9JgDhSeOWZuGlFIqwGkQKKVUgAvUIFhmdQEWCLRjDrTjBT3mQNHvxxyQ1wiUUkr9Q6CeESillHLSIFBKqQA3oINAROaKyBERKRCRJS6Wi4j8n3P5PhGZYkWd/aUXx/sV53HuE5GPRGSSFXX2p56Ouct600SkQ0Ru82Z9ntCbYxaRz4vIHhE5KCKbvF1jf+vFf9txIvIXEdnrPOavWVFnfxGR5SJS5hyrxdXy/v3uMsYMyD8gCDgODKNz5LO9wNgL1pkHvAUIneMmf2x13R4+3suAQc731/vz8fb2mLus9y6wDrjN6rq98O8cD3wCZDunU6yu2wvH/G/AT5zvk4EqINTq2t045quAKcCBbpb363fXQD4jmA4UGGNOmM4BcF4F5l+wznzgJdNpGxDvHHvZH/V4vMaYj4wx1c7JbUCml2vsb735Nwa4H3idvo+p7Yt6c8xfpnMs8DMAxhh/P+7eHLMBYkREgGg6g8Du3TL7jzHmAzqPoTv9+t01kINgMFDYZbrIOa+v6/iLvh7L3XT+ovBnPR6ziAwGbgGe82JdntSbf+eRwCAReV9EdorIXV6rzjN6c8xPA2OAYmA/8IAxxuGd8izRr99d7g5e78vExbwL75XtzTr+otfHIiJX0xkEV3i0Is/rzTH/EnjUGNPR+WPR7/XmmIOBqXQOIxsBbBWRbcaYo54uzkN6c8zXAXuAa4DhwHoR2WyMqfNwbVbp1++ugRwERUBWl+lMOn8t9HUdf9GrYxGRicALwPWmc8xpf9abY84DXnWGQBIwT0Tsxpg/e6XC/tfb/64rjDGNQKOIfABMAvw1CHpzzF8DlprOBvQCETkJjAa2e6dEr+vX766B3DS0A8gVkaEiEgosANZesM5a4C7nFfiZQK0xpsTbhfaTHo9XRLKBN4A7/fjXYVc9HrMxZqgxJscYkwO8Bnzbj0MAevff9RrgShEJFpFIYAZwyMt19qfeHPMZOs+AEJFUYBRwwqtVele/fncN2DMCY4xdRO4D3qbzroPlxpiDInKvc/lzdN5FMg8oAJro/FXhl3p5vE8AicCvnb+Q7caPe27s5TEPKL05ZmPMIRH5G7APcAAvGGNc3oboD3r57/wj4EUR2U9ns8mjxhi/7Z5aRFYCnweSRKQI+A8gBDzz3aVdTCilVIAbyE1DSimlekGDQCmlApwGgVJKBTgNAqWUCnAaBEopFeA0CJRSKsBpECilVID7/2mvdI1R+DeQAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[36] loss: 0.000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[37] loss: 0.000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[38] loss: 0.000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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+zzuOzab9DimlnPPCF4dpsxluO2+I1aV0SoPAgXOHxVFe18ze4hqrS1FKebHaplZe/vIIc8ckMbB/mNXldEqDwIHpGe23p36WZ8nNS0qpPmLZxqPUNLay8PzeezQAGgQOJUaFMHxABB/t1SBQSp2ZxpY2Fn9ykLOH9Gd8WrTV5ZyWBkEnLhoxgE2HK6huaLG6FKWUF3pjcz6lNU3cc9Ewq0vpkgZBJ2aNTKDVZvg0V48KlFI909Jm49l1B5g4MJqzh1o/FGVXNAg6cdbAGKLDAvlwj6X94CmlvNDbWwsoqGrgnosy6KTXnF5Fg6AT/n7CjMwEPtpXSpveRqqU6qaWNhtPf5TH6OR+XJjpnn7RXE2D4DQuGpFAZX0LW4/qoPZKqe55a0s+R8rruW/WcK84GgANgtM6f3g8AX7CGj09pJTqhuZWG0+szWN8WjQzRzrqlb930iA4jajQQKYN6c8Hu4qwuAskpZQXeC37GAVVDdw/23uOBkCDoEtzxyZyuLxenzJWSp1WY0sbT3+YR9agGM63d17pLTQIuvDt0Yn4Cby/s8jqUpRSvdg/Pj9M8YlGfvrtTK86GgANgi7FRQQzdXB/Vu4qtroUpVQvVVXfzDPr8rhoRALThvT+5wZOpUHQDfPGJpJXWktuiZ4eUkp90zPrDlDb1MqDc0ZYXcoZ0SDohm+PTkQE3tPTQ0qpUxRUNfDCF4e5cmIqmYmRVpdzRpwKAhGJFZHVIpJrf43ppN0cEdknInki8lCH+RNEZIOIbBORbBGZ4kw97pLQL4TJg2J5d4fePaSU+ro/vL8XAe6bPdzqUs6Ys0cEDwFrjTEZwFr79NeIiD/wNDAXGAVcJyKj7IsfA35tjJkAPGqf7pUunZBMXmktOYUnrC5FKdVLbD5SyYrthSw8fwgp0aFWl3PGnA2C+cBS+/ulwGUO2kwB8owxB+1DUy6zrwdggH7291FAoZP1uM3F45II9Bfe2VpgdSlKqV7AZjP85t3dJEQGc8cFQ60uxynOBsEAY0wRgP3V0aN0KcCxDtP59nkAPwYeF5FjwB+BhzvbkIgstJ8+yi4r83yPoNFhQczITGD59kJa22we375SqndZsb2QbceqeGDOCMKDnRr+3XJdBoGIrBGRXQ5+5ne17smPcDDv5In2O4H7jDFpwH3A/3b2IcaYxcaYLGNMVny8NR05XX5WCmU1TXxxoNyS7SuleofaplZ+//4exqZEccVZKV2v0Mt1GWPGmFmdLROREhFJMsYUiUgS4KhTnnwgrcN0Kv93CmgBcK/9/RvA892q2iIzRiQQGRLAO1sLOH+4d/QqqJRyvSfX5lJyoolnbpiEn593PTzmiLOnhlbQ/mWO/XW5gzabgAwRGSwiQcC19vWgPRAusL+/CMh1sh63Cgn05ztjk/ggp5i6plary1FKWSCvtIb//ewQV01KZdIghzdKeh1ng2ARMFtEcoHZ9mlEJFlEVgIYY1qBu4FVwB7gdWNMjn397wN/EpHtwO+AhU7W43ZXTEylvrlNnylQygcZY/jlihzCgvx5cK53PjzmiFNXOIwx5cBMB/MLgXkdplcCKx20+wyY5EwNnjY5PYYh8eEs23iUq7PSul5BKdVnvLujiM/zyvnv+aOJiwi2uhyX0SeLe0hEuHZyGluOVrFfu5xQymdU17fw63/vZmxKFDdMHWR1OS6lQXAGrpyYSqC/sGzjsa4bK6X6hEUf7KWironfXzEW/z5wgbgjDYIz0D8imG+NSuStrfk0trRZXY5Sys02Ha7g1Y1HufXcwYxJibK6HJfTIDhD105Jo6q+hVU52j21Un1ZU2sbP39rJynRoV7dn9DpaBCcoXOHxpEaE8rLXx61uhSllBs99WEeuaW1/PayMV7/BHFnNAjOkJ+fcNO0QWw8VMFu7YhOqT5pV0E1z6w7wBUTU5gxwnsGo+8pDQInXDM5jZBAP5Z+cdjqUpRSLtbcauNnb+4gNjyIRy8e1fUKXkyDwAnRYUFcflYq72wroLKu2epylFIu9Ld1B9hTdIL/uWwM0WFBVpfjVhoETvreOek0tdpYtklvJVWqr9iZX82TH+Yyf0Iy3xqdaHU5bqdB4KTMxEjOHtKff64/rN1TK9UHNLa0cd/r24iLCOa/Lx1jdTkeoUHgAt87N53C6kZW5ZRYXYpSykmPfbCPvNJaHr9qHFFhgVaX4xEaBC4wa+QA0vuH8dwnB3RMY6W82Bd5x1ny+SFuPnsQ0zN8p6t5DQIX8PcTvn/+EHbkV7NeB61RyitV1jVz/+vbGRIXzsNzR1pdjkdpELjIlRNTiYsI5m8fH7C6FKVUDxljeOBfOyiva+KJ684iNMjf6pI8SoPARUIC/bn1vHQ+zT3OroJqq8tRSvXASxuOsHp3CQ/OGdEn+xLqigaBC90wdRARwQE898lBq0tRSnXTvuIafvveHi4YHs+t5w62uhxLOBUEIhIrIqtFJNf+6nDcNhFZIiKlIrLrTNb3FlGhgdwwdSDv7Sjk8PE6q8tRSnWhrqmVH76yhciQAP541fg+Mf7wmXD2iOAhYK0xJgNYa5925AVgjhPre43bzhtMoL8fT36YZ3UpSqnTMMbwyNs7OVBWyxPXnkV8ZN8ZcaynnA2C+cBS+/ulwGWOGhljPgEqznR9b5LQL4Qbpw3i7a35HNKjAqV6rWWbjvHOtkLumzWcc4bFWV2OpZwNggHGmCIA+2tPu+fr9voislBEskUku6ys7IwL9oQ7LhhKUIAfT67NtboUpZQDOYXV/HJFDtMz4rh7xjCry7Fcl0EgImtEZJeDn/meKPAkY8xiY0yWMSYrPr53P+gRHxnMTdMG8c62Ag6U1VpdjlKqg6r6Zu58aQsxYYH85ZoJPntdoKMug8AYM8sYM8bBz3KgRESSAOyvpT3cvrPr91o/uGAowQH+PKFHBUr1Gm02w73LtlFU3cAzN0yif4TvXhfoyNlTQyuABfb3C4DlHl6/14qLCObmcwaxYnsh+0tqrC5HKQX8efV+Pt5fxq8uHc2kQV59k6JLORsEi4DZIpILzLZPIyLJIrLyZCMReRVYD2SKSL6I3Ha69fuKO84fSkRwAI99sNfqUpTyeatyinnqozyuyUrj+ikDrS6nV3FqAE5jTDkw08H8QmBeh+nrerJ+XxETHsRdFw7jDx/sZcPBcqYN6W91SUr5pL3FJ7j/tW2MT43i1/NHI6LXBTrSJ4vd7JZz00mKCuH3K/doz6RKWaC8tonbl2YTHhzAczdlERLoW/0IdYcGgZuFBPrzk29lsj2/mvd2FlldjlI+pbnVxp0vbaGspom/35xFYlSI1SX1ShoEHnD5WSmMSIzksQ/20dyqo5gp5QnGGH7xzi42Hq7g8avGMz4t2uqSei0NAg/w9xMenjeSoxX1LP3isNXlKOUTnvvkIK9lH+Oei4Zx6fhkq8vp1TQIPOSC4fFcNCKBv67NpfREo9XlKNWnvbujkEXv7+WS8cncN2u41eX0ehoEHvToxaNobrWx6H29nVQpd8k+XMH9r29ncnoMj393nD453A0aBB6UHhfO988fzFtbC8g+7KgPPqWUMw4dr+P7L2aTEh3KYr1DqNs0CDzshzOGkRQVwqPLc2iz6e2kSrlK6YlGbl7yJSLCP743mZjwIKtL8hoaBB4WFhTAz+eNZHfRCV7ZeNTqcpTqE040trDgH5sor21myfcmkx4XbnVJXkWDwAIXj0vinKH9eez9vZTohWOlnNLY0sbCF7PJLanh2RsnMUFvE+0xDQILiAi/u3wszW02frk8x+pylPJarW027nttGxsOVvCnq8dz/vDe3UV9b6VBYJH0uHB+PGs4H+QU88EufeJYqZ6y2QwP/msn7+8q5hcXj2L+hBSrS/JaGgQWun36YEYl9ePR5TlUN7RYXY5SXsMYw6/+ncO/tuTz41kZ3HbeYKtL8moaBBYK9PfjD1eO43htE4ve32N1OUp5jcdW7ePF9Uf4/vTB3Dszw+pyvJ4GgcXGpkZx+/QhvLrxGJ/m9u6xmJXqDZ5cm8vf1h3g+qkD+fm8kdqltAtoEPQC988ezrCECH72xg6q6/UUkVKdefqjPP60ej9XnJXCb+eP0RBwEaeCQERiRWS1iOTaXx2O/SYiS0SkVER2nTL/cRHZKyI7RORtEYl2ph5vFRLoz1+umcDx2iZ+sXxX1yso5YOeWZfH46v2cdmEZB6/arx2HeFCzh4RPASsNcZkAGvt0468AMxxMH81MMYYMw7YDzzsZD1ea0xKFPfOzGDF9kJWbC+0uhylepXnPj7AYx/sY/6EZP509QT8NQRcytkgmA8stb9fClzmqJEx5hPgG53rGGP+Y4xptU9uAFKdrMer3XnhUM4aGM1/vb2T4mp90EwpaD8d9Ht7T6J/umq8hoAbOBsEA4wxRQD21wQnPutW4P3OForIQhHJFpHssrK+eVE1wN+P/3f1BFraDPe9tk37IlI+zRjDH1ft4/FV+7j8rBT+fPV4Avz1sqY7dPmnKiJrRGSXg5/5ripCRB4BWoGXO2tjjFlsjMkyxmTFx/fdpwcHx4Xz6/mjWX+wnCc/zLW6HKUsYYzhf97bw1Mf5XHt5DT+dJWGgDsFdNXAGDOrs2UiUiIiScaYIhFJAkp7WoCILAAuBmYaHd0dgKsmpbLhYDl/XZvLlPRYzhkWZ3VJSnmMzWZ4dMUuXtpwlO+dk86jF4/SC8Nu5mzErgAW2N8vAJb3ZGURmQM8CFxqjKl3spY+Q0T4zfwxDIkL50fLtlFao9cLlG9obrXxo2VbeWnDUX5wwRB+eYmGgCc4GwSLgNkikgvMtk8jIskisvJkIxF5FVgPZIpIvojcZl/0FBAJrBaRbSLyrJP19BnhwQE8c8Mkapta9HqB8gl1Ta3ctnQT7+4o4uG5I3h4rj4s5inijWdjsrKyTHZ2ttVleMTrm47xwL92cNeFQ3lgzgiry1HKLSrrmrnlhU3syK9i0RXjuHpymtUl9UkistkYk3Xq/C6vEShrXT05ja3Hqnhm3QFGJvXjkvHJVpeklEsdq6jne//YyLHKBv524yS+PTrR6pJ8jgaBF/j1paPJLanhZ29uZ0h8OKOTo6wuSSmX2JlfzS0vbKK5tY0Xb53CtCH9rS7JJ+n9WF4gKMCPv904iZiwIBa+uJny2iarS1LKaR/uLeHq59YTHODHW3edoyFgIQ0CLxEfGcxzN03ieG0Td768habWNqtLUuqMvbThCLcvzWZoQjhv33UOwxIirS7Jp2kQeJFxqdE89t1xbDxUwYNv7sAbL/Qr39baZuNXK3L4r3d2cWFmAq8tPJuEfiFWl+Xz9BqBl5k/IYX8ygYeX7WP5OhQvZNIeY3qhhbufmULn+Ye5/bzBvPwvJHab1AvoUHghe66cCj5lfU8s+4AKTGh3DB1kNUlKXVah4/XcdvSTRwpr+cPV47lmskDrS5JdaBB4IVOPnlcXN3IL97ZRWK/EGaOHGB1WUo59NHeUu5dthU/P+Gl26fqReFeSK8ReKkAfz+eun4io5Oj+OErW9h46Bu9fCtlKZvN8NSHudy6dBMpMWH8++7zNAR6KQ0CLxYeHMA/bplMSnQot76wiW3HqqwuSSkAahpbuOOlzfzxP/uZPz6Zt+48h7TYMKvLUp3QIPBycRHBvHz7NGLCA1mwZCN7ik5YXZLycXuKTjD/qc9Zu7eURy8exZ+vmUBokL/VZanT0CDoAxKjQnjl9mmEBflz0/9+SV5prdUlKR9kjGHZxqNc9vTn1Da18srtU7n1vMHacZwX0CDoI9Jiw3jp9qkA3PD8Bg0D5VH1za385PXtPPTWTianx7Ly3ulM1esBXkODoA8ZGh/By7dPo80G1y5ez95iPU2k3G9XQTWXPPkZb28r4L5Zw1l66xTiIoKtLkv1gAZBH5OZGMlrP5hGgJ8f1y7ewI78KqtLUn2UzWZ4/tODXP5M+6mgl26byr2zMvQhMS/kVBCISKyIrBaRXPtrTCftlohIqYjs6mT5T0XEiIiOyegCQ+MjeOOOs4kIDuCGv3/J5iN6a6lyrdITjSz4x0Z++94eZmQm8MG953OuDqnqtZw9IngIWGuMyQDW2qcdeQGY42iBiKTRPrrZUSdrUR2kxYbxxh1nEx8ZzI3Pb+TDvSVWl6T6iJU7i5jz10/ZdLiC310+ludumkRMeJDVZSknOBsE84Gl9vdLgcscNTLGfAJ09mvpn4EHAO1BzcWSokJ57QdnMywhgtuXZvPKl5q16sxV1jVzz6tbuevlLaTGhPLuPedx/dSBeldQH+BsFxMDjDFFAMaYIhFJ6MnKInIpUGCM2d7VPyYRWQgsBBg4UPsp6a74yGCWLZzG3a9s4edv76Sgqp6ffitT//OqHlmzu4SH395JVX0zP5k9nDsvHEqAv15i7Cu6DAIRWQM4GjvuEWc2LCJh9s/4VnfaG2MWA4uhfcxiZ7bta8KDA/j7zVn8YnkOT390gMKqRhZdOZbgAH3IR51eeW0Tv3l3N+9sK2REYiQv3DJZR8jrg7oMAmPMrM6WiUiJiCTZjwaSgNIebHsoMBg4eTSQCmwRkSnGmOIefI7qhgB/P353+RhSY0J5fNU+DpfX8eyNkxigfcErB4wxvL21gN+8u5vaplZ+NDODu2cMIyhAjwL6Imf/VlcAC+zvFwDLu7uiMWanMSbBGJNujEkH8oGJGgLuIyL8cMYw/nbDRPYV13Dxk5/pHUXqG46W13Pzko3c//p2BseF896PpnP/7OEaAn2Ys3+zi4DZIpJL+50/iwBEJFlEVp5sJCKvAuuBTBHJF5HbnNyucsLcsUm8fde5hAX5c+3iDXoRWQHQ2NLGX9bsZ/afP2br0Sp+M380b95xDsMH6DCSfZ1443CHWVlZJjs72+oyvF51fQs/WraVj/eX8d1Jqfz60tGEB+sQFb5o7Z4Sfv3v3RytqOficUn813dGkRilpw37GhHZbIzJOnW+/q/3YVFhgSz53mT+umY/T36Ux5ajlTxx7VmMSdGLgb7iYFktv1u5hzV7ShmWEMErt0/lHH0wzOfoEYECYP2Bcn782lYq61p4cO4Ibj03XW8x7cOq6pv569pc/rn+CMEBfvxoZga3nDtYrwP0cZ0dEWgQqK9U1DXzwJs7WLOnhAsz4/n9FWNJigq1uizlQs2tNv654QhPrM2lprGFayYP5P7Zw4mP1E7ifIEGgeoWYwz/3HCE363cQ6CfH498ZyTXTE7TowMv12YzvLO1gD+v2U9+ZQPTM+J45DsjGZHYz+rSlAdpEKgeOVJex4P/2sGGgxWcO6w/i64Yp0MNeiFjDKtyivnTf/aTW1rL6OR+/OzbmVwwPF7D3QdpEKges9kMr246yu9X7qXNZvjxLD2P7C2MMazZU8qTH+ayI7+aofHh/ORbmcwZnYifdhPtszQI1BkrrGrg0eW7WLOnlCFx4Tx6ySguzOxRt1LKQ9pshg92FfPkh7nsLa4hLTaUH12UweVnpWjfQEqDQDnvo72l/Pe7uzl0vI5ZIwfwi4tHMqh/uNVlKaCptY0V2wp59uMDHCirY0h8OHfPGMal45M1ANRXNAiUSzS32ljy+SGeXJtLc5uNaycP5J6LhpGgfRZZorKumZe/PMLS9Ucoq2liRGIkP5wxjHljk3SkMPUNGgTKpUpONPLE2lxe23SMAH9hwdnp3HHBUB2gxENyS2pYuv4wb27Op7HFxvnD47n9vMFMz4jTi8CqUxoEyi2OltfzlzX7eXtbAeFBASw4ZxALzkknIVKPEFytqbWND3YV8/KXR9l4qIIgfz8uOyuZ284bQmai9gekuqZBoNxqf0kNf1mzn/d3FRPo58cVE1O4ffoQhiVEWF2a18srreHNzQW8kX2M8rpmBsaGcf3UgVw1KZX+EfogmOo+DQLlEYeO1/H8pwd5c3M+Ta02Zo0cwE1nD2L6sDi9bbEHKuqa+ff2Qv61JZ8d+dX4+wkXjUjgxmn6Z6nOnAaB8qjjtU28uP4IL204QkVdM6kxoVyTlcZVWWnaq2UnqhtaWLO7hJU7i/h4fxmtNsOopH5cMTGF+RNStBsI5TQNAmWJptY2/pNTwrJNR/k8rxw/gRmZCVwyPpmZIxOIDAm0ukRLldc2sXZPKSt3FfF53nFa2gzJUSF8Z1wSV0xMZWSSdgGhXEeDQFnu8PE6lm06xjtbCyg+0UhQgB8zMuP5zrhkZo5I8ImxEGw2w46Caj7aW8q6faXsKKjGGEiLDWXemCTmjk1ifGqU3vmj3MItQSAiscBrQDpwGLjaGFPpoN0S4GKg1Bgz5pRl9wB3A63Ae8aYB7rargaBd7PZDFuOVvLujiJW7iyitKaJQH8ha1AsF2TGc8HweEYkRvaJL0ObzZBbWsuXh8r58mAF6w+WU1HXjAiclRbNhZkJXDQigdHJ/frE/qrezV1B8BhQYYxZJCIPATHGmAcdtDsfqAVe7BgEIjIDeAT4jjGmSUQSjDGlXW1Xg6DvaLMZsg9X8OG+Uj7eV8be4hoAEiKDmTqkP5MGRjNpUCwjkiIJ9IInZKvrW9hZUM2Ogiq2H6ti46EKKutbAEiOCmHakP5ckBnP9Ix4YvWZC+Vh7gqCfcCFxpgiEUkC1hljMjtpmw68e0oQvA4sNsas6cl2NQj6ruLqRj7JLeOT/WVkH66k+EQjACGBfoxLjWZUUj9GJEYyPDGS4QMiibDodFJTaxuHj9eTV1pLXmkt+0tryCmo5nB5/Vdt0vuHkZUey9TBsUwb0p/UmFD9rV9Zyl1BUGWMie4wXWmMiemkbTrfDIJtwHJgDtAI/NQYs6mT9RcCCwEGDhw46ciRI2dct/IehVUNbD5SyeYjlWw9VsX+4hoaWtq+Wp4SHUpKTCip9teU6FASo0KICQsiJiyIqLBAIoMDun27ZZvNcKKhhaqGFqrqm6mqb6HkRCOFVQ0UVJ18bf9ps7X/3xGBtJgwRiX1Y1xaFONSohmbEkVUmG9fCFe9zxmPWSwia4BEB4secUFdAUAMMA2YDLwuIkOMg3QyxiwGFkP7EYELtq28QHJ0KMnRoVwyPhloP+eeX9nAvpIa9pfUkFtSQ0FVAxsOllN8ohGbg38ZfgLhwQEE+fsR6O9HgL8Q5O8H0t53UnOrjea29teGljYc/W7kJzCgXwjJ0aGMT4vmsgnJDE2IYFhCBEPjIwgJ9Hfzn4RS7tNlEBhjZnW2TERKRCSpw6mhLs/vnyIfeMv+xb9RRGxAHFDWw89RPsLPTxjYP4yB/cOYPWrA15a1tNkorm6k5EQjVfX/91t9dUMLNY2ttLTZaG0ztLTZaLEZbMYQ7O9HUED7T6C/H+FB/kSHBREdFkiM/TUuIpjEqBCvuEah1Jlw9gTrCmABsMj+uryH678DXASsE5HhQBBw3MmalI8K9PcjLTZMR1JTqoec/RVnETBbRHKB2fZpRCRZRFaebCQirwLrgUwRyReR2+yLlgBDRGQXsAxY4Oi0kFJKKfdx6ojAGFMOzHQwvxCY12H6uk7WbwZudKYGpZRSztGTnkop5eM0CJRSysdpECillI/TIFBKKR+nQaCUUj5Og0AppXycV45HICJlgDOdDcXhWw+u+dr+gu6zr9B97plBxpj4U2d6ZRA4S0SyHXW81Ff52v6C7rOv0H12DT01pJRSPk6DQCmlfJyvBsFiqwvwMF/bX9B99hW6zy7gk9cIlFJK/R9fPSJQSillp0GglFI+rs8GgYjMEZF9IpInIg85WC4i8oR9+Q4RmWhFna7UjX2+wb6vO0TkCxEZb0WdrtTVPndoN1lE2kTku56szx26s88icqGIbBORHBH52NM1ulI3/l1Hici/RWS7fX9vsaJOVxKRJSJSah+rxdFy135/GWP63A/gDxwAhtA+6tl2YNQpbeYB7wNC+5jJX1pdtwf2+Rwgxv5+ri/sc4d2HwIrge9aXbcH/p6jgd3AQPt0gtV1u3l/fw78wf4+HqgAgqyu3cn9Ph+YCOzqZLlLv7/66hHBFCDPGHPQtA9+swyYf0qb+cCLpt0GINo+7rK36nKfjTFfGGMq7ZMbgFQP1+hq3fl7BrgH+Bc9H1O7N+rOPl9P+1jgRwGMMd68393ZXwNEiogAEbQHQatny3QtY8wntO9HZ1z6/dVXgyAFONZhOt8+r6dtvElP9+c22n+j8GZd7rOIpACXA896sC536s7f83AgRkTWichmEbnZY9W5Xnf29ylgJFAI7ATuNcbYPFOeZVz6/eXs4PW9lTiYd+p9st1p4026vT8iMoP2IDjPrRW5X3f2+S/Ag8aYtvZfGL1ed/Y5AJhE+zCyocB6EdlgjNnv7uLcoDv7+21gG3ARMBRYLSKfGmNOuLk2K7n0+6uvBkE+kNZhOpX23xZ62sabdGt/RGQc8Dww17SPOe3NurPPWcAyewjEAfNEpNUY845HKnS97v7bPm6MqQPqROQTYDzgjUHQnf29BVhk2k+e54nIIWAEsNEzJVrCpd9fffXU0CYgQ0QGi0gQcC2w4pQ2K4Cb7VffpwHVxpgiTxfqQl3us4gMBN4CbvLS3w5P1eU+G2MGG2PSjTHpwJvAXV4cAtC9f9vLgekiEiAiYcBUYI+H63SV7uzvUdqPfhCRAUAmcNCjVXqeS7+/+uQRgTGmVUTuBlbRftfBEmNMjojcYV/+LO13kMwD8oB62n+r8Frd3OdHgf7AM/bfkFuNF/fc2M197lO6s8/GmD0i8gGwA7ABzxtjHN6G2Nt18+/4N8ALIrKT9lMmDxpjvLprahF5FbgQiBORfOCXQCC45/tLu5hQSikf11dPDSmllOomDQKllPJxGgRKKeXjNAiUUsrHaRAopZSP0yBQSikfp0GglFI+7v8DgsVxjXB4b1YAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[39] loss: 0.000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[40] loss: 0.000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Now it's time to run the code!\n",
     "\n",
@@ -1077,7 +309,7 @@
     "c = Controller(dim_input, dim_hidden, dim_output)  # define controller\n",
     "s = Simulation(c, d, T)  # define simulation\n",
     "o = Optimize(s)  # define optimizer\n",
-    "o.train(40)  # solve the optimization problem"
+    "o.train(50)  # solve the optimization problem"
    ]
   },
   {
@@ -1142,9 +374,11 @@
   }
  ],
  "metadata": {
+  "interpreter": {
+   "hash": "01ef4f39dfdb6b9ac45b62b4072444b380e64c61157c7fbd20fb951243ee6c76"
+  },
   "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
+   "display_name": "Python 3.7.3 64-bit ('base': conda)",
    "name": "python3"
   },
   "language_info": {
diff --git a/Project/Project_1_rocket.ipynb b/Project/Project_1_rocket.ipynb
new file mode 100644
index 0000000..c6f5c08
--- /dev/null
+++ b/Project/Project_1_rocket.ipynb
@@ -0,0 +1,1202 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "source": [
+    "# overhead\n",
+    "\n",
+    "import logging\n",
+    "import math\n",
+    "import random\n",
+    "import numpy as np\n",
+    "import time\n",
+    "import torch as t\n",
+    "import torch.nn as nn\n",
+    "from torch import optim\n",
+    "from torch.nn import utils\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "logger = logging.getLogger(__name__)"
+   ],
+   "outputs": [],
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "source": [
+    "# environment parameters\n",
+    "\n",
+    "FRAME_TIME = 0.1  # time interval\n",
+    "GRAVITY_ACCEL = 0.12  # gravity constant\n",
+    "BOOST_ACCEL = 0.18  # thrust constant\n",
+    "DRAG_COEFF = 0.25 # Drag coefficient\n",
+    "S = 1 # Surface Area of rocket\n",
+    "RHO = 1.225 # Air Density at sea level"
+   ],
+   "outputs": [],
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "source": [
+    "# define system dynamics\n",
+    "# Notes: \n",
+    "# 0. You only need to modify the \"forward\" function\n",
+    "# 1. All variables in \"forward\" need to be PyTorch tensors.\n",
+    "# 2. All math operations in \"forward\" has to be differentiable, e.g., default PyTorch functions.\n",
+    "# 3. Do not use inplace operations, e.g., x += 1. Please see the following section for an example that does not work.\n",
+    "\n",
+    "class Dynamics(nn.Module):\n",
+    "    def __init__(self):\n",
+    "        super(Dynamics, self).__init__()\n",
+    "    @staticmethod\n",
+    "    def forward(state, action):\n",
+    "        \"\"\"\n",
+    "        action: thrust or no thrust\n",
+    "        state[0] = y\n",
+    "        state[1] = y_dot\n",
+    "        \"\"\"\n",
+    "        # Apply gravity\n",
+    "        # Note: Here gravity is used to change velocity which is the second element of the state vector\n",
+    "        # Normally, we would do x[1] = x[1] + gravity * delta_time\n",
+    "        # but this is not allowed in PyTorch since it overwrites one variable (x[1]) that is part of the computational graph to be differentiated.\n",
+    "        # Therefore, I define a tensor dx = [0., gravity * delta_time], and do x = x + dx. This is allowed... \n",
+    "        delta_state_gravity = t.tensor([0., GRAVITY_ACCEL * FRAME_TIME]) \n",
+    "        delta_state_drag = t.tensor([0., -0.5*RHO*S*DRAG_COEFF*(state.detach().clone()[1]**2)])\n",
+    "        # Thrust\n",
+    "        # Note: Same reason as above. Need a 2-by-1 tensor.\n",
+    "        delta_state = BOOST_ACCEL * FRAME_TIME * t.tensor([0., -1.]) * action\n",
+    "        # Update velocity\n",
+    "        # Update state\n",
+    "        # Note: Same as above. Use operators on matrices/tensors as much as possible. Do not use element-wise operators as they are considered inplace.\n",
+    "        \n",
+    "        step_mat = t.tensor([[1., FRAME_TIME],\n",
+    "                            [0., 1.]])\n",
+    "        state = t.matmul(step_mat, state)\n",
+    "        # state = state + delta_state + delta_state_gravity\n",
+    "        state = state + delta_state + delta_state_gravity + delta_state_drag\n",
+    "    \n",
+    "        return state"
+   ],
+   "outputs": [],
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "source": [
+    "# a deterministic controller\n",
+    "# Note:\n",
+    "# 0. You only need to change the network architecture in \"__init__\"\n",
+    "# 1. nn.Sigmoid outputs values from 0 to 1, nn.Tanh from -1 to 1\n",
+    "# 2. You have all the freedom to make the network wider (by increasing \"dim_hidden\") or deeper (by adding more lines to nn.Sequential)\n",
+    "# 3. Always start with something simple\n",
+    "\n",
+    "class Controller(nn.Module):\n",
+    "\n",
+    "    def __init__(self, dim_input, dim_hidden, dim_output):\n",
+    "        \"\"\"\n",
+    "        dim_input: # of system states\n",
+    "        dim_output: # of actions\n",
+    "        dim_hidden: up to you\n",
+    "        \"\"\"\n",
+    "        super(Controller, self).__init__()\n",
+    "        self.network = nn.Sequential(\n",
+    "            nn.Linear(dim_input, dim_hidden),\n",
+    "            nn.Tanh(),\n",
+    "            nn.Linear(dim_hidden, dim_output),\n",
+    "            # You can add more layers here\n",
+    "            nn.Sigmoid()\n",
+    "        )\n",
+    "\n",
+    "    def forward(self, state):\n",
+    "        action = self.network(state)\n",
+    "        return action"
+   ],
+   "outputs": [],
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "source": [
+    "# the simulator that rolls out x(1), x(2), ..., x(T)\n",
+    "# Note:\n",
+    "# 0. Need to change \"initialize_state\" to optimize the controller over a distribution of initial states\n",
+    "# 1. self.action_trajectory and self.state_trajectory stores the action and state trajectories along time\n",
+    "\n",
+    "class Simulation(nn.Module):\n",
+    "\n",
+    "    def __init__(self, controller, dynamics, T):\n",
+    "        super(Simulation, self).__init__()\n",
+    "        self.state = self.initialize_state()\n",
+    "        self.controller = controller\n",
+    "        self.dynamics = dynamics\n",
+    "        self.T = T\n",
+    "        self.action_trajectory = []\n",
+    "        self.state_trajectory = []\n",
+    "\n",
+    "    def forward(self, state):\n",
+    "        self.action_trajectory = []\n",
+    "        self.state_trajectory = []\n",
+    "        for _ in range(T):\n",
+    "            action = self.controller.forward(state)\n",
+    "            state = self.dynamics.forward(state, action)\n",
+    "            self.action_trajectory.append(action)\n",
+    "            self.state_trajectory.append(state)\n",
+    "        return self.error(state)\n",
+    "\n",
+    "    @staticmethod\n",
+    "    def initialize_state():\n",
+    "        state = [1., 0.]  # TODO: need batch of initial states\n",
+    "        return t.tensor(state, requires_grad=False).float()\n",
+    "\n",
+    "    def error(self, state):\n",
+    "        return state[0]**2 + state[1]**2"
+   ],
+   "outputs": [],
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "source": [
+    "# set up the optimizer\n",
+    "# Note:\n",
+    "# 0. LBFGS is a good choice if you don't have a large batch size (i.e., a lot of initial states to consider simultaneously)\n",
+    "# 1. You can also try SGD and other momentum-based methods implemented in PyTorch\n",
+    "# 2. You will need to customize \"visualize\"\n",
+    "# 3. loss.backward is where the gradient is calculated (d_loss/d_variables)\n",
+    "# 4. self.optimizer.step(closure) is where gradient descent is done\n",
+    "\n",
+    "class Optimize:\n",
+    "    def __init__(self, simulation):\n",
+    "        self.simulation = simulation\n",
+    "        self.parameters = simulation.controller.parameters()\n",
+    "        self.optimizer = optim.LBFGS(self.parameters, lr=0.01)\n",
+    "\n",
+    "    def step(self):\n",
+    "        def closure():\n",
+    "            loss = self.simulation(self.simulation.state)\n",
+    "            self.optimizer.zero_grad()\n",
+    "            loss.backward()\n",
+    "            # print(loss)\n",
+    "            return loss\n",
+    "        self.optimizer.step(closure)\n",
+    "        return closure()\n",
+    "    \n",
+    "    def train(self, epochs):\n",
+    "        for epoch in range(epochs):\n",
+    "            loss = self.step()\n",
+    "            print('[%d] loss: %.3f' % (epoch + 1, loss))\n",
+    "            self.visualize()\n",
+    "\n",
+    "    def visualize(self):\n",
+    "        data = np.array([self.simulation.state_trajectory[i].detach().numpy() for i in range(self.simulation.T)])\n",
+    "        x = data[:, 0]\n",
+    "        y = data[:, 1]\n",
+    "        plt.plot(x, y)\n",
+    "        plt.show()"
+   ],
+   "outputs": [],
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "source": [
+    "# Now it's time to run the code!\n",
+    "\n",
+    "T = 100  # number of time steps\n",
+    "dim_input = 2  # state space dimensions\n",
+    "dim_hidden = 6  # latent dimensions\n",
+    "dim_output = 1  # action space dimensions\n",
+    "d = Dynamics()  # define dynamics\n",
+    "c = Controller(dim_input, dim_hidden, dim_output)  # define controller\n",
+    "s = Simulation(c, d, T)  # define simulation\n",
+    "o = Optimize(s)  # define optimizer\n",
+    "o.train(50)  # solve the optimization problem"
+   ],
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[1] loss: 1.616\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[2] loss: 0.872\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[3] loss: 0.454\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[4] loss: 0.264\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[5] loss: 0.176\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[6] loss: 0.132\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[7] loss: 0.109\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[8] loss: 0.097\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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8g292HaZDi0Y8eclArorvqkFhpNq8KgLn3CHg/Aoe3w9MLHf/murMLyKVW783m5lLEvkq6SDRzRry2MX9uWZUDI0iwvwdTYKUziwWCRKb9x1l5pKyYSFbN43kkYn9uH5MLI0jVQDiHRWBSIDbln6MWUsSWbw1g6jGEdw/rg8/PT2Opg3131dqh36TRAJUcuZxZi1NYsGmdJo3CueeC3pzy5lxNNewkFLLVAQiASblYC7PL0vikw1pNI4I467zenLbWd2JaqICEN9QEYgEiNTDebz4RRIffJdGRJhx21ndueOcHrRuGunvaFLPqQhE/Cz96Ale+iKZuWtTMTNuPC2Wn53bg3bNNS6w1A0VgYifZB7P5+XlO/nLt3v/NTD8nef1pGNUY39HkxCjIhCpY9m5hbyyYidvrUqhqMRx2bDOGhhe/EpFIFJHjp4o4o2Vu3lz5W5yC4uZNKQTd1/Qm27RTf0dTUKcikDEx3ILipmzKoXZK3Zx9EQREwZ24J4Le9O7fXN/RxMBVAQiPpNfVMI73+zh5eU7OZRbyPl923HPhb0Z2FkDw0tgURGI1LLC4lLeX5vKS18k/Wtg+PvG9mF4jAaGl8CkIhCpJcUlpXy0Po3nlyWxL/sE8bGteP7qYYzprjGBJbCpCES8VFrqWLA5nVmecYEHdY7iyUsGck7vthoXWIKCikCkhr4fFnLGkkS2pR+jV7uycYHHDeigApCgoiIQqYFVyQd5ZvEO1u89QmybJjw3eSgXD+lEmMYFliCkIhCphvV7s3l28Q6+Tj5Ex6hGPHXZIK4YoWEhJbipCESqYFv6MWYsTmTptgzaNI3k0Yv6c+1ojQom9YOKQOQHpBzMZdbSROZt3E+zhuH839je3HxGNw0KI/WKfptFKnDgaD4vfJHE3DWpRIQ1YOo5PZh6dg+NCSD1kopApJzs3EJe/kfZBeFKneO60THc+aOeuiS01GsqAhHKrgf0xsrdvLZiF7mFxVw6rAv/e4GuCCqhQUUgIa2guIS/fruXl75I5lBuIeMGtOf/xvahly4IJyFERSAhqaTU8dH6NGYtSSTtyAlO79GG+8f1YZiuByQhSEUgIcU5x9JtmTyzaDuJGTkM7hLF7y8fzJm9ov0dTcRvVAQSMr7ddYjff76d7/YeoXt0U/543XAmDNTlIERUBFLvbUs/xtOfb+fLHVm0b9GQpy4bxJUjuhCus4FFABWB1GOph/OYuSSRjzek0bxhOA9O6MtPT4/T2cAiJ1ERSL1zOLeQl75I5p1v9mAGt5/dnZ+f01Mng4lUQkUg9UZeYTFvfLWbV1fsIq+wmKviu3L3Bb3oGNXY39FEApqKQIJecUnZ0JDPLU0i63gBY/u354HxfejZTucCiFSFikCClnOORQkZPL1oO7uychkR24qXrxtOfFxrf0cTCSoqAglKa1MO89Rn21m3J5ue7Zrx2o3xXNCvnQ4FFakBFYEElZ1ZOTz9+XYWJWTQrrkOBRWpDSoCCQpZxwt4flki765OpXFEGPdd2JspZ3WjSaR+hUW85dX/IjNrDbwPxAEpwFXOuewKpnsTuAjIdM4NLPf448BtQJbnoYedcwu9yST1S15hMa+t2M2rK3ZSWFzK9aNj+MX5vYhu1tDf0UTqDW//nHoQWOacm25mD3ruT6tgujnAS8DbFTw3yzn3rJc5pJ4pKXX8bW0qM5ckknm8gAkDO/DA+L50i27q72gi9Y63RTAJONdz+y1gORUUgXNuhZnFebksCQHOOZYnZjF94XZ2ZBxneExLXr5+OCNidSSQiK94WwTtnXPpAM65dDNrV4PXuMvMbgTWAvdVtGkJwMxuB24HiImJqWleCWBb9x/jdwu3sTL5ILFtmuiicCJ15JRFYGZLgQ4VPPVILSz/ZeAJwHm+zwBuqWhC59xsYDZAfHy8q4VlS4DIOJbPjMU7+Nu6fUQ1juBXF/XnhjGxRIbrSCCRunDKInDOXVDZc2aWYWYdPWsDHYHM6izcOZdR7rVeA+ZXZ34JbnmFxcxesYtX/7GL4tJSppzRjV/8qJeuCSRSx7zdNDQPuAmY7vn+SXVm/r5EPHcvBbZ4mUeCQGmp44Pv9vHs4h1kHCtg4qAOTBvfl9g22hEs4g/eFsF0YK6ZTQH2AlcCmFkn4HXn3ETP/Xcp26kcbWb7gMecc28AT5vZUMo2DaUAd3iZRwLcP3ce4skFW0nYf4yhXVvyh2t1SQgRf/OqCJxzh4DzK3h8PzCx3P1rKpn/Bm+WL8Fj98Fcnlq4jcVbM+gU1Yjnrx7KT4Z00o5gkQCg0zLFp47mFfH8siTe/mcKDcMbcP+4Pkw5s5sGhxEJICoC8YniklLeXb2XmUsSOXKiiMnxXbl3bG/aNW/k72gichIVgdS6FYlZPDF/K0mZOYzp3ppHLxpA/04t/B1LRCqhIpBaszMrh98t2May7ZnEtmnCqzeMYGz/9toPIBLgVATitaMninhxWRJzVqXQKCKMhyb05adnxNEwXPsBRIKBikBqrKTUMXdtKs8u2sHhvEImx3flvrF9aNtcVwYVCSYqAqmR1bsP8+tPE0jYf4yRca146+JRDOwc5e9YIlIDKgKplrQjJ3hq4Tbmb0qnU1QjXrxmGBcN7qj9ACJBTEUgVZJfVMLsFbv44/JknIO7z+/F1HN60DhS+wFEgp2KQH6Qc47FWzN4csFWUg+fYOKgDjw8sR9dWjXxdzQRqSUqAqlUcmYOv/40ga+SDtK7fTP+eutoTu8Z7e9YIlLLVATyX47nF/HCsiT+9HUKTSLDePzi/lw/JpbwMI0PIFIfqQjkX5xzfLJhP79buI2snAImx3fl/nF9aKOB4kXqNRWBALAt/RiPfZLA6pTDDOkSxWs3xjOka0t/xxKROqAiCHFHTxQxa0kif/5mDy0ahTP9skFcFd+VBg10OKhIqFARhCjnHB98l8b0z7ZxOLeQ60bHct/Y3rRsEunvaCJSx1QEIWj7gWP86uMtrEnJZnhMS+bcrLOCRUKZiiCE5BQUM2tJInNWpdCiUThPXz6YK0Z00WYgkRCnIggBzjnmb0rnyQVbyTxewDWjYrh/bB9aNdVmIBFREdR7u7JyePSTBFYmH2Rg5xa8ekM8Q3U0kIiUoyKop/KLSvjj8p28snwnDSMa8MSkAVw7OpYwbQYSkZOoCOqhFYlZPPrJFlIO5XHJ0E488uP+GiNARCqlIqhHMo/l85v5W5m/KZ3u0U35y62jOUPXBhKRU1AR1AMlpY53vtnDs4t2UFBSyr0X9uaOc7prqEgRqRIVQZBL2H+Uhz/czMZ9RzmrVzRPTBpIXHRTf8cSkSCiIghSeYXFPLc0iTdW7qZVkwiev3ooPxnSSSOFiUi1qQiC0JfbM/nlx1tIO3KCa0Z1Zdr4vro0hIjUmIogiGQey+fX87eyYFM6Pds1Y+4dpzGqW2t/xxKRIKciCAKlpY731qTy1GfbKCgu5b4Le3PHOT2IDNdAMSLiPRVBgNuZlcNDH25m9e7DnNa9Db+9dCDd2zbzdywRqUdUBAGqqKSU2St28fyyJBqFN+DpywdzZXwX7QwWkVqnIghAG1KP8OAHm9h+4Dg/HtSRx37Sn3bNG/k7lojUUyqCAJJXWMyMxYn86evdtGveiNdujOfC/u39HUtE6jkVQYBYmXSQBz/cxL7sE9wwJpYHxveheaMIf8cSkRCgIvCzoyeK+N2Cbby/NpXubZvyt6mnMTJOh4SKSN3xqgjMrDXwPhAHpABXOeeyT5qmK/A20AEoBWY7556v6vz12ZKtGfzy480czCnkZ+f24O7ze9EoQtcHEpG65e2B6A8Cy5xzvYBlnvsnKwbuc871A8YAd5pZ/2rMX+8cyingF++u57a319KqSSQf//wMpo3vqxIQEb/wdtPQJOBcz+23gOXAtPITOOfSgXTP7eNmtg3oDGytyvz1iXOOeRv38+tPt3I8v4h7L+zNVJ0YJiJ+5m0RtPd80OOcSzezdj80sZnFAcOAb2syfzDLPJ7PLz/awuKtGQzp2pKnLx9Mnw7N/R1LROTURWBmSynbvn+yR6qzIDNrBnwA/K9z7lh15vXMfztwO0BMTEx1Z/eb79cCHpuXQF5hCQ9N6MutZ3XXkJEiEjBOWQTOuQsqe87MMsyso+ev+Y5AZiXTRVBWAn9xzn1Y7qkqze/JMRuYDRAfH+9OlTsQlF8LGBbTkmeuGELPdro8hIgEFm83Ts8DbvLcvgn45OQJrOyaCG8A25xzM6s7fzByzvHJhjTGzlrB8sQsHprQl79PPV0lICIBydt9BNOBuWY2BdgLXAlgZp2A151zE4EzgBuAzWa2wTPfw865hZXNH8y0FiAiwcarInDOHQLOr+Dx/cBEz+2VQIUbxCubP1jN37SfX368RfsCRCSo6MziWpCdW8ij8xL4dON+hnRtyYwrB9OznY4IEpHgoCLw0pfbM3ngg01k5xbyf2PLzgsID9N5ASISPFQENZRTUMyT87fy3ppU+rRvzpybRzKgU5S/Y4mIVJuKoAb+ufMQ9/99I/uPnGDqOT2458JeNAzX5SFEJDipCKohv6iEZxbt4I2Vu4lr04S/TT2NEbG6UqiIBDcVQRUl7D/KPe9vIDEjhxvGxPLQxL40idTbJyLBT59kp1BS6pi9Yhczl+ygVZNI5tw8knP71NtLIolICFIR/IDUw3ncN3cjq1MOM2FgB3536SBaNY30dywRkVqlIqiAc44Pv0vjsXkJADx75RAuH96ZsqtliIjULyqCk2TnFvLwR5v5bMsBRsa1YuZVQ+nauom/Y4mI+IyKoJyVSQe5d+4GsvMKmTa+L7efrUtEiEj9pyIACopLeHbRDl77ajc92zXjzZ+OZGBnnRwmIqEh5IsgOTOHu99bT8L+Y1w/JoZHJvancaRODhOR0BGyReCc493VqfxmfgKNI8KYfcMIxg6oaCA2EZH6LSSLIDu3kAc/3MSihAzO7BnNjKuG0L5FI3/HEhHxi5ArglXJB7ln7gYO5xby8MS+3Hpmdxpoh7CIhLCQKoIXlyUxc2ki3aKb8sZN2iEsIgIhVgRx0U25emQMv7qon64TJCLiEVKfhhcP6cTFQzr5O4aISEDRUFoiIiFORSAiEuJUBCIiIU5FICIS4lQEIiIhTkUgIhLiVAQiIiFORSAiEuLMOefvDNVmZlnAnipMGg0c9HGcmgjUXKBsNRWo2QI1FyhbTXmTLdY51/bkB4OyCKrKzNY65+L9neNkgZoLlK2mAjVboOYCZaspX2TTpiERkRCnIhARCXH1vQhm+ztAJQI1FyhbTQVqtkDNBcpWU7WerV7vIxARkVOr72sEIiJyCioCEZEQF/RFYGbjzWyHmSWb2YMVPH+dmW3yfK0ysyEBlG2SJ9cGM1trZmcGSrZy0400sxIzuyJQspnZuWZ21PO+bTCzRwMhV7lsG8wswcz+URe5qpLNzO4v935t8fxMWwdItigz+9TMNnret5sDJFcrM/vI8390tZkNrItcnmW/aWaZZralkufNzF7wZN9kZsO9WqBzLmi/gDBgJ9AdiAQ2Av1PmuZ0oJXn9gTg2wDK1ox/76cZDGwPlGzlpvsCWAhcESjZgHOB+QH4u9YS2ArEeO63C5RsJ01/MfBFoGQDHgZ+77ndFjgMRAZArmeAxzy3+wLL6vD37WxgOLClkucnAp8BBozx9nMt2NcIRgHJzrldzrlC4D1gUvkJnHOrnHPZnrvfAF0CKFuO8/xUgaZAXe25P2U2j18AHwCZdZSrOtnqWlVyXQt86JzbC+Ccq6v3rbrv2TXAu3WSrGrZHNDczIyyP44OA8UBkKs/sAzAObcdiDOz9j7OhWd5Kyh7HyozCXjblfkGaGlmHWu6vGAvgs5Aarn7+zyPVWYKZS1aF6qUzcwuNbPtwALglkDJZmadgUuBV+oo0/eq+jM9zbMp4TMzGxAguXoDrcxsuZmtM7Mb6yBXVbMBYGZNgPGUFXxdqEq2l4B+wH5gM3C3c640AHJtBC4DMLNRQCx194fkqVT3s+8HBXsRWAWPVfhXtZmdR1kRTPNponKLrOCx/8rmnPvIOdcXuAR4wtehPKqS7TlgmnOuxPdx/kNVsn1H2TVThgAvAh/7OhRVyxUOjAB+DIwDfmVmvX0djGr8P6Bss9DXzrkf+muzNlUl2zhgA9AJGAq8ZGYtfBurSrmmU1bsGyhbO16P79dUqqo6P/NTCvciSCDYB3Qtd78LZX9V/AczGwy8Dkxwzh0KpGzfc86tMLMeZhbtnPP1xa6qki0eeK9sbZ1oYKKZFTvnPvZ3NufcsXK3F5rZH+vgfavKe7YPOOicywVyzWwFMARI9GGuqmb73tXU3WYhqFq2m4Hpns2kyWa2m7Jt8qv9mcvze3YzlO2cBXZ7vgJBtT5fTqmudn74aIdKOLAL6Ma/d/gMOGmaGCAZOD0As/Xk3zuLhwNp39/3d7aTpp9D3e0srsr71qHc+zYK2Ovr962KufpRtk05HGgCbAEGBsJ75pkuirLtzk3r4mdZjfftZeBxz+32nv8H0QGQqyWendbAbZRtk6+T982zzDgq31n8Y/5zZ/Fqb5YV1GsEzrliM7sLWETZUQBvOucSzGyq5/lXgEeBNsAfPX/dFrs6uKpgFbNdDtxoZkXACWCy8/yUAyCbX1Qx2xXAz8ysmLL37Wpfv29VyeWc22ZmnwObgFLgdedchYf/1XU2z6SXAotd2RpLnahitieAOWa2mbIPtmnOx2vFVczVD3jbzEooOxpsii8zlWdm71J2dFy0me0DHgMiymVbSNmRQ8lAHp41lxovrw4+d0REJIAF+85iERHxkopARCTEqQhEREKcikBEJMSpCEREQpyKQEQkxKkIRERC3P8D2/I9v6pHJv8AAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[9] loss: 0.091\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[10] loss: 0.088\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[11] loss: 0.088\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[12] loss: 0.089\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[13] loss: 0.090\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[14] loss: 0.091\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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+Al7+OoUPF2/BKBsNdMw5nTUYnASdgkAkyHJyC3ht/kam/JCBc44rk9pz95DOGg5aPKMgEAmS3XmHeOObjUxalE5RiePy/u24e0hnzQgmnlMQiATYvoNFvLUwjYnfbiK/qIRL+rblnqGJxGtSeAkRCgKRAMkrLObdf6bzxjcb2V9QzIW9Y7l/WCKdWzb0ujSR/6AgEKlmBUUlvPf9Zl6bv5FdeYcY1r0l95/bhZ5tGnldmkilFAQi1aSopJQPF2/hpXkpZO8v5MzOzXngvC70i2vidWkiR+RXEJhZU+BDIB5IB650zu2ppN1E4CIgxznXq9znfwBuA3b4Pvqdc26WPzWJBFtJqWPGiq08/2UKGbvzGdChCS9c1Y/TE5p5XZpIlfh7RPAQMNc5N87MHvItj62k3bvAy8DkStY975x7xs86RILOOcec5GyenbOeDdkH6BF7Iu/ceDKDu7bAzLwuT6TK/A2CkcBg3/tJwHwqCQLn3AIzi/dzWyIh47vUnTw1ez0rtuylU4sTeOXa/gzv1ZoaNRQAEn78DYJWzrltAM65bWbW8ji+424zux5YAjxQ2aklADMbDYwGiIuLO956RfyyfMtenp69ju9Sd9GmUV2euqw3l/ZvS82YGl6XJnLcjhoEZvYV0LqSVQ9Xw/ZfAx4HnO/1WeDmyho65yYAEwCSkpJcNWxbpMpSc3J5evZ6Zq/JpukJtXnkoh5cd2ocdWvFeF2aiN+OGgTOuWGHW2dm2WYW6zsaiAVyjmXjzrnsct/1JvD5sfQXCbSsvQd5/ssNTF2WSf3aNblvWCK3ntWJBnV0w51EDn//Nc8AbgDG+V6nH0vnf4WIb/ESYLWf9YhUiz15h3h1fiqTFm0GBzcO7Mhd5yRoTgCJSP4GwTjgIzO7BcgArgAwszbAW865Eb7l9ym7qNzczDKBx5xzbwNPmVlfyk4NpQO3+1mPiF/yDxXzznfpvD5/IwcOFXNpv3bcf24i7ZpoPCCJXH4FgXNuFzC0ks+zgBHllq85TP9R/mxfpLoUl5Ty0ZJMXvhqAzm5hQzr3pJfn9+Nrq01HIREPp3olKjmnGP2mu08NXs9aTvyGNChCa9c15+T45t6XZpI0CgIJGotTt/NX2etZVnGXhJanMCEUQM4t0crPQwmUUdBIFEnNecAT/1jHXOSs2nZsA7jLj2Jywe007MAErUUBBI1cnILePGrFD5YvIV6tWJ48Lwu3HxmR+rX1v8GEt30f4BEvPxDxby5YBNvLNjIoeJSfnlqHL8amkhz3QoqAigIJIKVlDqmLs3kmTnrycktZHiv1vzmgm501MxgIv9BQSARacGGHTwxay3rtufSt31jXr2uP0m6E0ikUgoCiSjrt+fyl1lrWbBhB+2b1uOVa/sz4qTWuhNI5AgUBBIRduQW8vxXG/jgxwwa1KnJ7y/szqjTO1CnpgaFEzkaBYGEtYKiEt7+dhOvzd9IQVEJ158ez71DE2lyQm2vSxMJGwoCCUvOOT5fuY1xf1/H1r0HObdHK347vBudWjTwujSRsKMgkLCzYste/vR5Mks376F77Ik8fUVvBiY097oskbClIJCwsX1fAU/NXseny7bSvEFtnrzsJC4f0J4YTQ8p4hcFgYS8gqISJixI47X5Gykpddw5OIExgxNoWLeW16WJRAQFgYQs5xyzVm3niVlr2br3IMN7tea3w7sT10xzA4hUJwWBhKTkrP38ceYafti0m26tG/L+badxekIzr8sSiUgKAgkpu/MO8cyc9XzwYwaN6tXizxf34uqT22tkUJEAUhBISCguKWXKDxk8O2c9eYfKnge4f1gXGtXXdQCRQFMQiOe+T9vFH2asYd32XM7o3IzHftGTLq00RaRIsCgIxDPb9h3kiVnrmLkii7aN6/Hadf25oJfGBRIJNgWBBN2h4lLe+jaNl+amUuIc9wxN5M5BCdSrrXGBRLygIJCgWpiyg8dmrCFtRx7n9WjFIxf1oH1T3Q4q4iUFgQRF1t6D/PmLZGat2k58s/q8c9PJnNO1pddliQgKAgmwQ8WlvP3tJsbPTcHhePC8Ltx6Vifq1tJpIJFQoSCQgPln6k4emb6ajToNJBLS/AoCM2sKfAjEA+nAlc65PRXatAcmA62BUmCCc+7FqvaX8JOTW8ATX6xl2vIs4prqNJBIqPP3cc2HgLnOuURgrm+5omLgAedcd+A04C4z63EM/SVMlJQ6Ji9KZ+iz3zBr1XbuGZrInPvPVgiIhDh/Tw2NBAb73k8C5gNjyzdwzm0Dtvne55rZWqAtkFyV/hIeVmbu5eHPVrNq6z7O7NycP43sqUliRMKEv0HQyveLHufcNjM74p9+ZhYP9AN+OJ7+Enr2FxTx7Oz1TP5+My0a1OGla/pxUe9YPRQmEkaOGgRm9hVl5/crevhYNmRmDYCpwH3Ouf3H0tfXfzQwGiAuLu5Yu0s1c87x99Xb+ePMNeTkFnLD6fE8cF4XzREgEoaOGgTOuWGHW2dm2WYW6/trPhbIOUy7WpSFwBTn3KflVlWpv6+OCcAEgKSkJHe0uiVwtuzO57EZa5i3LoeebU5kwqgk+rRv7HVZInKc/D01NAO4ARjne51esYGVnSN4G1jrnHvuWPtL6CguKWXid5t4/ssUzOD3F3bnxoHxGiJaJMz5GwTjgI/M7BYgA7gCwMzaAG8550YAZwCjgFVmttzX73fOuVmH6y+hZ2XmXh6auorkbfsZ1r0lfxzZi7aN63ldlohUA7+CwDm3CxhayedZwAjf+2+BSq8cHq6/hI78Q8U8O2cD73y3ieYN6vD6L/tzfk+NECoSSfRksRzWNxt28PBnq8jcc5DrTo1j7PBunKiLwSIRR0Eg/2XXgUIe/zyZacuz6NTiBD66/XRO6djU67JEJEAUBPIz5xzTlm/lTzOTOVBYzD1DOjPmnM4aIE4kwikIBCgbJvrhz1bx9fod9G3fmCcv603X1pouUiQaKAiiXGmp4/3FGfx11jpKSh2PXNSDGwfGE1NDF4NFooWCIIpt3pXHQ1NXsShtFwMTmjHu0t7ENdMw0SLRRkEQhUpKHe98t4ln5qynVo0a/PXSk7j65Pa6JVQkSikIoszGHQf49ccrWJaxlyHdWvKXS3oR20gPholEMwVBlCgpdUz8tuwooG6tGJ6/qg8X922rowARURBEg7QdB/j1JytZunkPw7q34olLetHyxLpelyUiIUJBEMH+dS3g6dnrqVOzho4CRKRSCoIIlb4zj19/soLF6XsY2q0lT1x6Eq10FCAilVAQRJjSUsd7P2zmiVlrqRVTg2eu6MNl/XUUICKHpyCIINv2HeQ3n6xkYcpOzu7Sgqcu603rRjoKEJEjUxBEAOcc05dn8cj01RSXOP58cS+uOzVORwEiUiUKgjC3O+8Qv5+2ilmrttM/rjHPXdmX+OYneF2WiIQRBUEYm7s2m7FTV7Hv4CF+c0FXbj87QWMEicgxUxCEobzCYv78RTLv/7iFbq0bMvnmU+jR5kSvyxKRMKUgCDPLt+zlvg9+YvPufG4f1In/PbcLdWpqvgAROX4KgjBRXFLKa/M38sLcFFo1rMP7t53GaZ2aeV2WiEQABUEY2LI7n/s/XM6SzXv4nz5tePziXjSqp7mDRaR6KAhCmHOOT5dt5bEZazDghav6cnG/tl6XJSIRRkEQovblF/G7aav4YuU2TolvynNX9aFdE00aIyLVT0EQghan7+be938iJ7eQX5/flTsG6bZQEQkcBUEIKSl1vDwvlRfnbqB90/pMvXMgfdo39rosEYlwNfzpbGZNzexLM0vxvTappE17M/vazNaa2Rozu7fcuj+Y2VYzW+77GeFPPeEsa+9Brnnze57/agMj+7bli3vOUgiISFD4e0TwEDDXOTfOzB7yLY+t0KYYeMA5t8zMGgJLzexL51yyb/3zzrln/KwjrP1j9XbGTl1JcUkpz13Zh0v7t/O6JBGJIv4GwUhgsO/9JGA+FYLAObcN2OZ7n2tma4G2QDJRrqCohD9/kcx732fQu10jxl/dT+MEiUjQ+RsErXy/6HHObTOzlkdqbGbxQD/gh3If321m1wNLKDty2ONnTWFhQ3Yud/9tGRuyDzD67E48eF5Xatf060ydiMhxOWoQmNlXQOtKVj18LBsyswbAVOA+59x+38evAY8Dzvf6LHDzYfqPBkYDxMXFHcumQ4pzjo+XZvLo9NU0qFOTSTefwqAuLbwuS0Si2FGDwDk37HDrzCzbzGJ9RwOxQM5h2tWiLASmOOc+Lffd2eXavAl8foQ6JgATAJKSktzR6g5FeYXFPDJtNZ/+tJWBCc144eq+tGyoiWNExFv+nhqaAdwAjPO9Tq/YwMpmR3kbWOuce67Cuth/nVoCLgFW+1lPyFq/PZcxU5aStjOP+4Yl8qshiXo2QERCgr9BMA74yMxuATKAKwDMrA3wlnNuBHAGMApYZWbLff1+55ybBTxlZn0pOzWUDtzuZz0hxznHR0u28NiMNTSoU4spt5zKwM7NvS5LRORnfgWBc24XMLSSz7OAEb733wKV/unrnBvlz/ZDXV5hMb+ftprPftrKGZ2b8fxVOhUkIqFHTxYHyLrt+xkzZRnpO/P433O7cNc5nXUqSERCkoIgAD5dlsnvPltFw7q1eO/WUxmYoFNBIhK6FATVqLC4hD/NTGbKDxmc2rEpL13bT6eCRCTkKQiqSeaefMZMWcbKzH3cMSiBB8/rQs0YPSAmIqFPQVAN5q/P4b4Pl1NS4nhj1ADO71nZ83ciIqFJQeCH0lLH+HkpvDg3ha6tGvL6LwdorCARCTsKguO0J+8Q9324nG827ODS/m35y8UnUa92jNdliYgcMwXBcViZuZc731vGjtxCnrjkJK45pT1lD1CLiIQfBcEx+mRp2a2hLRrU4ZM7T6d3u8ZelyQi4hcFQRUVlZTyly/W8u4/0xmY0IyXr+1P0xNqe12WiIjfFARVsPNAIWOmLOPHTbu55cyO/HZ4N90aKiIRQ0FwFCu27OWO95ayO+8QL1zVl4v7tfW6JBGRaqUgOIKPl2zh4WmradGgDlPvHEivto28LklEpNopCCpRVFLKnz9PZtKizboeICIRT0FQwc4DhYx5bxk/pu/m1jM78pCuB4hIhFMQlJOctZ/bJi9h54FCXry6LyP76nqAiEQ+BYHP7DXbuf/D5TSsW5OP79DzASISPaI+CJxzvDp/I0/PXk+fdo2YcH0SrU7U0NEiEj2iOggKikr4zScrmbEii5F92/DkZb2pW0vjBYlIdInaIMjeX8DoyUtYkbmPX5/flTGDEzRekIhEpagMgpWZe7lt8hJyC4qZMGoA52n+ABGJYlEXBDNXZPHgxyto7ntIrHvsiV6XJCLiqagKgle+TuXp2es5Ob4Jr/1yAM0b1PG6JBERz0VVEHRsfgJXJrXj8Yt7UaemLgqLiECUBcGIk2IZcVKs12WIiIQUv8ZOMLOmZvalmaX4XptU0qaumf1oZivMbI2Z/fFY+ouISGD5O4jOQ8Bc51wiMNe3XFEhMMQ51wfoC1xgZqcdQ38REQkgf4NgJDDJ934ScHHFBq7MAd9iLd+Pq2p/EREJLH+DoJVzbhuA77VlZY3MLMbMlgM5wJfOuR+Opb+IiATOUS8Wm9lXQGVPXD1c1Y0450qAvmbWGPjMzHo551ZXucqyOkYDowHi4uKOpauIiBzBUYPAOTfscOvMLNvMYp1z28wslrK/+I/0XXvNbD5wAbAaqHJ/59wEYAJAUlKSO1w7ERE5Nv6eGpoB3OB7fwMwvWIDM2vhOxLAzOoBw4B1Ve0vIiKB5W8QjAPONbMU4FzfMmbWxsxm+drEAl+b2UpgMWXXCD4/Un8REQkecy78zrKY2Q5gs9d1BEhzYKfXRYQA7Ycy2g9ltB/+zZ990cE516Lih2EZBJHMzJY455K8rsNr2g9ltB/KaD/8WyD2hWZlFxGJcgoCEZEopyAIPRO8LiBEaD+U0X4oo/3wb9W+L3SNQEQkyumIQEQkyikIRESinILAA2Z2gZmtN7NUM/uvobfN7DozW+n7+aeZ9fGizmA42r4o1+5kMysxs8uDWV+wVGU/mNlgM1vum9fjm2DXGAxV+H+jkZnNLDe/yU1e1BloZjbRzHLMrNIx2azMeN9+Wmlm/f3aoHNOP0H8AWKAjUAnoDawAuhRoc1AoInv/XDgB6/r9mpflGs3D5gFXO513R79m2gMJANxvuWWXtft0X74HfCk730LYDdQ2+vaA7Avzgb6A6sPs34E8HfAgNP8/R2hI4LgOwVIdc6lOecOAR9QNi/Dz5xz/3TO7fEtfg+0C3KNwXLUfeHzK2AqRxnUMIxVZT9cC3zqnMsAcM5F4r6oyn5wQEMzM6ABZUFQHNwyA885t4Cy/7bDGQlMdmW+Bxr7Bu48LgqC4GsLbCm3nOn77HBuoSz5I9FR94WZtQUuAV4PYl3BVpV/E12AJmY238yWmtn1QasueKqyH14GugNZwCrgXudcaXDKCynH+nvkiKJq8voQYZV8Vuk9vGZ2DmVBcGZAK/JOVfbFC8BY51xJ2R+BEakq+6EmMAAYCtQDFpnZ9865DYEuLoiqsh/OB5YDQ4AE4EszW+ic2x/g2kJNlX+PVIWCIPgygfbllttR9tfNfzCz3sBbwHDn3K4g1RZsVdkXScAHvhBoDowws2Ln3LSgVBgcVdkPmcBO51wekGdmC4A+QCQFQVX2w03AOFd2ojzVzDYB3YAfg1NiyKjS75Gq0qmh4FsMJJpZRzOrDVxN2bwMPzOzOOBTYFSE/cVX0VH3hXOuo3Mu3jkXD3wCjImwEIAq7AfK5uo4y8xqmll94FRgbZDrDLSq7IcMyo6KMLNWQFcgLahVhoYZwPW+u4dOA/Y537S/x0NHBEHmnCs2s7uB2ZTdJTHRObfGzO7wrX8deBRoBrzq+0u42EXgyItV3BcRryr7wTm31sz+AawESoG33DFO9xrqqvjv4XHgXTNbRdnpkbHOuYgbntrM3gcGA83NLBN4DKgFP++HWZTdOZQK5FN2pHT82/PdiiQiIlFKp4ZERKKcgkBEJMopCEREopyCQEQkyikIRESinIJARCTKKQhERKLc/wPrKy2h1MANtgAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[15] loss: 0.094\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[16] loss: 0.099\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[17] loss: 0.513\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[18] loss: 0.027\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[19] loss: 0.015\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[20] loss: 0.008\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[21] loss: 0.005\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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FRLp7WriqPqOq2aqanZKS0saS2mbKoGRqGhrZdOi4T5drjOmcHl2+k7KTdTz67dGEBdmV1S1p9ZC7qk5vaZqIFItImqoWiUgacNRDswKgb7PhPkBhs2WEAd8GJjRbZx1Q5/6cKyJ7gcFATmv1+tLkAT0IDRE++fIoEzOT/LlqY0yQ+WxPKa+uO8S9Fw5gVJ/AfiRpe3gbdUuBue7Pc4ElHtqsB7JEJFNEIoA57vlOmw7sUtWC0yNEJMV9wBsRGQBkAfu8rLXd4qPDyc5I5B+7fLsbyxjTuVTVuZj/1hYGJMcExSNJ28PbkHgUuExE9gCXuYcRkd4isgxAVV3Ag8D7wE7gdVXd3mwZc/j6AesLgS0ishn4K3CfqjpyW9ZLhqays+gEhcdrnFi9MSYI/Pa9XRw+XsPvrh9NVHio0+X4lFdXeKhqGXCph/GFwKxmw8uAZS0s43YP497k1Cmxjrt0WCq/Wb6Lj3Yf5eZJGU6XY4wJMKvzSnlp7QHunJr5z0cNdCad48hKBxqYEkvfpGg+2uXpcIsxpis7UdvAv72xmQEpMfz7jCFOl9MhLCRaISJcMiSVz/JKqW2wR5oaY/5/v1i6g+LKOh67YWyn2810moVEG1wyrCe1DU2s3WcX1hljTnlvWxFvbijg/osGMrZvgtPldBgLiTaYlJlEdHio7XIyxgBwpKKW+W9tZVR6PN+9JMvpcjqUhUQbRIWHckFWMh/uKLa7whrTxTU1KT9+YzN1DU08PmcsEWGd+2u0c/fOh2aO7EVhRS2bC447XYoxxkELVu/ns7xSfnbFMAamxDpdToezkGijS4f1JDxUWL7tiNOlGGMcsrWggt++t4vpw3rynYn9nC7HLywk2ig+OpwLBiWzbGsRqrbLyZiu5mSdi+++uoHk2Eh+d93ooL8FeFtZSLTDzFFpFByrYevhCqdLMcb42cPvbONgeTWP3ziWxJgIp8vxGwuJdvjm8J6EhQjLttouJ2O6ktdzDvHWxsN895IsJg3o4XQ5fmUh0Q4J3SKYMiiZ5dtsl5MxXcXuI5U8vGQb5w/owfcu7dynu3piIdFOs0b24kBZtT372pguoKrOxf2LcomNDOf/bhpLaEjXOA7RnIVEO31zRC9CQ4Slmwtbb2yMCVqqyk/f2sr+0ir+eNNYUuOinC7JERYS7ZQUE8FFg1NYsrGQRruwzphOa+GafJZuLuRHlw1mysBkp8txjIXEOfj2+D4cOVHL2r12LydjOqPcA+X86u87mT4slfsvGuR0OY6ykDgHlw5LJS4qjLc2FLTe2BgTVEoq67h/0QbSE6P5/Q1jCemCxyGas5A4B1HhoVwxOo33th+hqs7ldDnGGB+pdzVx/6JcKmoaeOrmCcRHhztdkuMsJM7Rt8f3obq+kfe32zUTxnQW//XudtbnH+N/rhvD8N7dnS4nIFhInKPsjET6JkXz1obDTpdijPGBV9cd5JXPD3LvNwZw1ZjeTpcTMCwkzpGIcM24PqzeW0pRRY3T5RhjvLA+v5yHl2xjWlYy/375UKfLCSgWEl64bnwfVOGNHDuAbUywOlRezX0v59InsRtP3DS+S14wdzZehYSIJInIChHZ435PbKHdAhE5KiLb2jq/iPxURPJEZLeIXO5NnR2lX49uTMtK5tV1B3E1NjldjjGmnarqXNzzUg71jU08Nzeb+G52oPpM3m5JzAdWqmoWsNI97MmLwIy2zi8iw4E5wAj3fH8SkYB8yvjNkzIoqqjl490lTpdijGmHxiblB69t4sviSp78zvgu8QChc+FtSMwGFro/LwSu9tRIVT8Fytsx/2xgsarWqep+IA+Y6GWtHeLSYan07B7Joi8OOF2KMaYdHl2+kxU7inn4iuFcODjF6XIClrch0VNViwDc76k+mj8dONSsXYF7XMAJDw3hxvP68fGXJRwqr3a6HGNMGyz64gDPrtrP3PMzuH1qptPlBLRWQ0JEPhSRbR5eszuwLk9HjjzeKElE5olIjojklJQ4s8tnznl9EWDx+oOOrN8Y03afflnCw0u2c/GQFP7ziuFOlxPwWg0JVZ2uqiM9vJYAxSKSBuB+P9rO9bc0fwHQt1m7PoDH266q6jOqmq2q2Skpzmwy9k6I5pKhqby2voB6lx3ANiZQbS+s4P5FG8hKjeX/+854wkLtBM/WePsntBSY6/48F1jio/mXAnNEJFJEMoEsYJ2XtXaomydlUHqyjuXbipwuxRjjweHjNdzxwnriosJ44Y7ziI0Mc7qkoOBtSDwKXCYie4DL3MOISG8RWXa6kYi8CqwFhohIgYjcdbb5VXU78DqwA3gPeEBVG72stUN9Y3AKA1JieHbVPntqnTEBpqK6gdsXrKOmvpEX7jiPtPhop0sKGtKZvtCys7M1JyfHsfUv+uIAD729jcXzJjO5iz0H15hAVdvQyG0L1rHx4DEW3jGRKYO67rMhWiIiuaqa7Wma7ZDzoWvH9yEpJoLnVu1zuhRjDKeuhfj+4o2s21/O/14/xgLiHFhI+FBUeCi3TM7gw51H2Vty0ulyjOnSVJWfvbON97efuhZi9tiAPIs+4FlI+Nht52cQERbCgs/2O12KMV3aHz7cw6vrDvIvFw3kzgvsWohzZSHhY8mxkXx7XDp/zS2gvKre6XKM6ZKe/2w/f1y5hxuy+/Dvlw9xupygZiHRAe6elkmdq4kXV9vWhDH+9nrOIX757g5mjuzFr68ZhYjd1dUbFhIdYFBqHDNH9uKF1flU1DQ4XY4xXcZ724qY/+YWpmUl8/icsXaxnA/Yn2AH+e4lWVTWuXjBtiaM8YuPdh3lu69uZGzfBP586wQiwwLyxtFBx0Kigwzv3Z1vDu/Jgs/2c6LWtiaM6Uir80q595VchvSK44U7JtItwq6m9hULiQ70vUuzOFHr4sXV+U6XYkyntT6/nLsX5pDZI4aX75xEfLQ9OMiXLCQ60Mj0eKYP68nzn+2n0rYmjPG5DQePcccL60mLj+KVuyeRGBPhdEmdjoVEB/v+pVlU1DSwcE2+06UY06lsPHiMuc+vo0dsBH+5ZzIpcZFOl9QpWUh0sFF94pk+LJU/f7qPY3bdhDE+senQcW57fh1JsREsnjeZXvFRTpfUaVlI+MG/XT6UqjoXT3yU53QpxgS9TYeOc+vzX5AYE8Gr90y2O7p2MAsJPxjSK47rJ/TlpbX59ohTY7yQe6CcW577goRu4bw6bzK9EywgOpqFhJ/88LLBhIYI//vBbqdLMSYofbGvjFufX0dKXCSv33s+6RYQfmEh4Se94qO464JMlmwqZGtBhdPlGBNUVueVMveFdaTFR/HaPNvF5E8WEn507zcGkhQTwa+X7bSn1xnTRh/uKOaOF9eTkRTD4nnnk9rdDlL7k4WEH3WPCud7lwxi7b4yPtx51OlyjAl4SzcXct8ruQzrFcfieXaaqxMsJPzs5skZZKXG8ou/bae2IaAf222MoxavO8j3F29kfEaiXSjnIAsJPwsPDeG/Zo+k4FgNf/p4r9PlGBOQ/vzJXua/tZULs1JYeMdE4qLsVhtOsZBwwPkDezB7bG+e/mQvB8qqnC7HmIChqvx62U5+s3wXV4xO49nbsomOsLu5OslCwiH/MWsYEaEhPLJ0ux3ENgZwNTbx4ze28Myn+7jt/Az+OGccEWH2FeU0r/4GRCRJRFaIyB73e2IL7RaIyFER2XbG+N+JyC4R2SIib4tIgnt8fxGpEZFN7tfT3tQZiHp2j+IH07P4aHeJHcQ2XV51vYt5L+fy5oYCfjh9ML+4agQhIfZEuUDgbUzPB1aqahaw0j3syYvADA/jVwAjVXU08CXw02bT9qrqWPfrPi/rDEhzp/RnSM84Hlm6nZN1LqfLMcYRpSfruOmZz/l491F+dfVIvj89yx45GkC8DYnZwEL354XA1Z4aqeqnQLmH8R+o6ulvx8+BPl7WE1TCQ0P4zbWjKKqo4TfLdjpdjjF+l19axbVPrWF3cSVP3zKBWyZnOF2SOYO3IdFTVYsA3O+pXizrTmB5s+FMEdkoIp+IyLSWZhKReSKSIyI5JSUlXqzeGeP7JXLXBZks+uIgq/NKnS7HGL/ZePAY1z61hhM1Dfzlnsl8c0Qvp0syHrQaEiLyoYhs8/Ca7asiROQhwAUsco8qAvqp6jjgR8BfRKS7p3lV9RlVzVbV7JSUFF+V5Ff/+s0hDEiO4SdvbqHKdjuZLmDZ1iLmPPM5MZFhvPkvUxjfz+PhTBMAWg0JVZ2uqiM9vJYAxSKSBuB+b/cRWBGZC1wB3Kzu03xUtU5Vy9yfc4G9wOD2LjtYRIWH8j/Xjebw8Rp++94up8sxpsOoKk99vJf7F21gZHo8b98/hQEpsU6XZc7C291NS4G57s9zgSXtmVlEZgA/Aa5S1epm41NEJNT9eQCQBezzstaAlt0/iTumZPLS2gOs2Wu7nUznU+9qYv6bW/nte7u4ckxvFt09iR6xdpuNQOdtSDwKXCYie4DL3MOISG8RWXa6kYi8CqwFhohIgYjc5Z70BBAHrDjjVNcLgS0ishn4K3Cfqn7twHdn82+XD6F/j278+PXNHK+2p9iZzqO8qp5bnv+C13IO8d1LBvF/N44lKtwukgsG0pku5MrOztacnByny/DKloLjXPvUGi4ZmsrTt0ywUwFN0Nt15AR3L8zhaGUdv7tuNLPHpjtdkjmDiOSqaranaXY5Y4AZ3SeBf798KO9vL+aVLw46XY4xXlmxo5hr/7SGelcTr997vgVEELKQCEB3XZDJNwan8Mt3d7DryAmnyzGm3ZqalMc//JJ7XsphQEosSx+8gLF9E5wuy5wDC4kAFBIi/P6GMcRHh/PgXzZSU2+3FDfBo7K2gXkv5/L4h3v49vh03rjvfHrF24OCgpWFRIBKjo3kDzeMZW/JSR56Z6vdBNAEhbyjJ5n95Go+2n2UR64czu+vH2MHqIOchUQAuyArmR9OH8xbGw7zwup8p8sx5qze3VLI7Cc+o6K6gUV3T+L2qZl24kUnEOZ0AebsHrx4ENsLK/jvZTsZ2iuOKYOSnS7JmK+odzXx62U7eXFNPhMyEnniO+NIi492uizjI7YlEeBOHZ8Yy4DkGB74ywYOlVe3PpMxflJ4vIY5z6zlxTX53Dk1k8XzJltAdDIWEkEgNjKMZ2/LprFJmfdyLtX1dn8n47wPdxQz64+r2H2kkie/M56HrxxOeKh9pXQ29jcaJPonx/DHm8ax68gJfrB4E41NdiDbOKPe1cR//W0Hd7+UQ3pCNO9+bxrfGp3mdFmmg1hIBJGLhqTy8yuG88GOYn6+dJud8WT8Lr+0iuueXsOC1fu5fUp/3rp/CpnJMU6XZTqQHbgOMrdPzaToRC1//mQfafHRPHDxIKdLMl2AqvJGTgGP/G07YSHCn2+dwOX2/IcuwUIiCP3k8qEUV9Tyu/d3kxoXyfXZfZ0uyXRix6rq+Y+3t7J82xEmD0jisRvG0jvBDk53FRYSQSgkRPif68ZQcrKO+W9tJTk2kouHevNQQGM8W7WnhB+/sZnyqnp+OnMo90wbQEiIXfvQldgxiSAVERbC07dMYGivOO59JZfP9tgzKIzvVNW5+Nk7W7n1+XXERobx9v1TufcbAy0guiALiSAWFxXOy3dNYkByDHctXM8ae0a28YF1+8uZ+X+rWPTFQe6+IJO/f28aI9PjnS7LOMRCIsglxUSw6O5J9O8Rw50L17N2b5nTJZkgVV3v4pfv7uDGZ9YC8Nq88/nZFcPt3ktdnIVEJ9AjNpJF90yib2I37nxxPV/ss6Aw7bM6r5TLH/+U5z/bz82T+rH8+9OYmJnkdFkmAFhIdBLJsZH85Z7JpCdGM/eFdXy066jTJZkgUFHTwPw3t3Dzc18QFhLCa/Mm86urRxETaee0mFMsJDqRlLhIFs+bzKDUWO5+KYc3cwucLskEKFVl6eZCpj/2CW/kFnDfNway/PvTmDSgh9OlmQBjPxc6meTYSF69ZzL3vpzLv76xmbKqOuZdONDpskwAyS+t4j+XbGPVnlJGpcezYO55jOpjB6aNZxYSnVBcVDgv3HEeP3ptM79etovSk/XMnzHUTl/s4mobGvnzJ/t48uM8IkJD+MVVI7hlcgah9u/CnIVXISEiScBrQH8gH7hBVY95aLcAuAI4qqojm41/BLgHKHGP+g9VXeae9lPgLqAR+J6qvu9NrV1NZFgof7xpHD1iI3jm030cKKvisRvG2r7mLkhV+WBHMb/6+w4OldfwrdFpPHzFcHp2t0eKmtZ5e0xiPrBSVbOAle5hT14EZrQw7Q+qOtb9Oh0Qw4E5wAj3fH8SETsPr51CQ4RfXDWC/7xiOCt2FPPtP63hYJk9j6Ir2VNcya3Pr+Pel3OJDg/lL3dP4snvjLeAMG3mbUjMBha6Py8ErvbUSFU/BcrbudzFqlqnqvuBPGCiF3V2WSLCXRdksvDOiRw5UctVT35mF911AWUn6/j5km3M+L9VbCk4ziNXDmfZ96bZkw1Nu3kbEj1VtQjA/X4uNxB6UES2iMgCEUl0j0sHDjVrU+Ae9zUiMk9EckQkp6SkxFMTA0zLSmHJA1NJiY3k1gXrePbTfTTZMyk6ndqGRv70cR4X/e5jXvniIHPO68tHP76I26dmEmYPBDLnoNUd1CLyIeDpnsAP+WD9TwG/BNT9/nvgTsDTkTSP32iq+gzwDEB2drZ9651F/+QY3n5gKv/6+ib+e9lOVu8t5X+vH0NybKTTpRkvNTYp72w8zO8/2E1hRS3Th6Uyf+ZQBqXGOV2aCXKthoSqTm9pmogUi0iaqhaJSBrQriu4VLW42bKeBd51DxYAze9/3QcobM+yjWexkWE8fcsEXvn8AL/8+05mPL6Kx24Yw4WDU5wuzZyDpiblve1HeGzFl+QdPcnoPvE8duNYJtv1DsZHvN3+XArMdX+eCyxpz8zuYDntGmBbs+XOEZFIEckEsoB1XtZq3ESEW8/vz9IHp5IUE85tC9bx62U7qW1odLo000aqyj92FXPlE59x/6INADx183iWPDDVAsL4lHjzCEwR6QG8DvQDDgLXq2q5iPQGnlPVWe52rwIXAclAMfBzVX1eRF4GxnJqV1I+cO/pYxwi8hCndj25gB+o6vLW6snOztacnJxz7k9XVNvQyC/f3cGiLw4yIDmG33x7lF11G8CampQPdxbzxEd5bCmooG9SND+4dDBXj0u36x3MORORXFXN9jitMz0n2ULi3K3aU8JP39pKwbEabp7Uj5/MHEr3qHCnyzJujU3K8m1FPPGPPHYdqaRvUjT3XzSIa8f3ISLMDkgb71hImDaprnfx2AdfsmD1flLiIvn5lSOYObIXIvYL1Sk19Y28uaGA5z/bz/7SKgamxPDAxYO4akxvO1vJ+IyFhGmXzYeOM/+trewsOsF5/RP52beGM6ZvgtNldSmlJ+t4ae0BXl6bz7HqBsb0iWfehQOZMbKX7VYyPmchYdrN1djEG7kF/P6D3ZSerOeacen82+VD6J0Q7XRpnZaqsrmggpfXHuBvWwqpdzUxfVhP7pmWycTMJNuiMx3GQsKcs8raBp7+ZC/PrtqPADdPyuDebwyw2zr4UE19I3/bXMjLnx9g6+EKYiJCuWZ8OndMzWRgSqzT5ZkuwELCeK3gWDV/WLGHdzYdJjREuDG7L/ddNJB027I4J6rKpkPH+WtuAUs3F1JZ62Jwz1hunZzB1ePSibOTBowfWUgYnzlYVs1Tn+Tx19wCVOGacencPrU/I3rb8wja4khFLUs2HeaN3ALyjp4kKjyEmSPTuPG8vkyyXUrGIRYSxucOH6/hz5/s5fWcQ9Q2NDEhI5Hbzs9gxsheRIbZDXubK6msY/m2It7dXMT6A+WowoSMRK6f0IdZo9PsVGPjOAsJ02Eqqht4I/cQr3x+gPyyapJjI7h2fB9mj01nWFpcl/1lfKi8mpU7i1mxs5i1e8toUshKjeWK0b25ckwaA+xYgwkgFhKmwzU1KavySnl57QE+3n0UV5OSlRrLVWN6c9XY3mT0iHG6xA7lamxic8Fx/rHrKCt3HmXXkUoABqTE8K1RaVwxujdDetnN9kxgspAwflVeVc+yrUUs3VTIuvxTjxEZ2iuOi4akcvGQFMZnJBIe5BeCqSq7iytZnVfGmrxSvthfzsk6F6EhQnZGIpcN78mlw3qSmdy5w9F0DhYSxjGHj9fw9y2F/GPXUXLyj+FqUuIiw7ggK5mJmUlMyEhkWFr3gA+NytoGNh+qYMPBY2w8eIyNh45zvLoBgP49ujFlUDJTByYzdVAPErpFOFytMe1jIWECQmVtA6vzSvl4dwmffllCYUUtAFHhIYzpk8C4fokM7RVHVs9YBqbEEhXu/wPgrsYmCo7VsOtIJbuPVLLryAl2H6lkf1kVp/+rZKXGMq5fAtn9k5g6KNlOAzZBz0LCBKTC4zVsOHiM3APH2HDgGNsLT+ByPy0vRCCjRwwDU2JIi48mLSGK3vHRpMVHkdo9irioMOKiwtp8JpWqUt/YxLGqBkpP1rlf9ZRU1nHoWDWHyqs5WF7N4WM1/6xBBDKSujG0V3eGpXVnXL8ExvRNID7azkYynYuFhAkK9a4m8suq2H2kkj3FlXxZfJL8sioKj9dwotblcZ7IsBDiosKJCg8hRIQQgRARRKChUalpaKSmvpGahkYaW3hca2K3cPr1iKFfUjf6JUWTkRTDEPcWTbeIVp/LZUzQO1tI2P8AEzAiwkIY3DOOwT2/fhbQyToXRypqKDxeS+nJOiprXVTWNlBZ6+JEbQN1riZUoUmVxiZFFcJDheiIMKLDQ4mOCKFbRBgJ3cJJjo0kOTaC5NhIesRGEhtp/w2MaYn97zBBITYyjEGpcfbMZmP8LLBPKTHGGOMoCwljjDEtspAwxhjTIgsJY4wxLbKQMMYY0yILCWOMMS2ykDDGGNMiCwljjDEt6lS35RCREuCAn1aXDJT6aV1O6yp97Sr9hK7T167ST/CurxmqmuJpQqcKCX8SkZyW7nXS2XSVvnaVfkLX6WtX6Sd0XF9td5MxxpgWWUgYY4xpkYXEuXvG6QL8qKv0tav0E7pOX7tKP6GD+mrHJIwxxrTItiSMMca0yELCGGNMiywkWiEiM0Rkt4jkich8D9NFRP7onr5FRMY7UacvtKGvN7v7uEVE1ojIGCfq9FZr/WzW7jwRaRSR6/xZny+1pa8icpGIbBKR7SLyib9r9IU2/NuNF5G/ichmdz/vcKJOb4nIAhE5KiLbWpju++8jVbVXCy8gFNgLDAAigM3A8DPazAKWAwJMBr5wuu4O7OsUINH9eWYw9rUt/WzW7h/AMuA6p+vuwL/TBGAH0M89nOp03R3Uz/8Afuv+nAKUAxFO134Ofb0QGA9sa2G6z7+PbEvi7CYCeaq6T1XrgcXA7DPazAZe0lM+BxJEJM3fhfpAq31V1TWqesw9+DnQx881+kJb/k4Bvgu8CRz1Z3E+1pa+fgd4S1UPAqhqMPa3Lf1UIE5EBIjlVEi4/Fum91T1U07V3hKffx9ZSJxdOnCo2XCBe1x72wSD9vbjLk79Ygk2rfZTRNKBa4Cn/VhXR2jL3+lgIFFEPhaRXBG5zW/V+U5b+vkEMAwoBLYC31fVJv+U51c+/z4K86qczk88jDvznOG2tAkGbe6HiFzMqZC4oEMr6hht6efjwE9UtfHUD8+g1Za+hgETgEuBaGCtiHyuql92dHE+1JZ+Xg5sAi4BBgIrRGSVqp7o4Nr8zeffRxYSZ1cA9G023IdTv0Ta2yYYtKkfIjIaeA6YqaplfqrNl9rSz2xgsTsgkoFZIuJS1Xf8UqHvtPXfb6mqVgFVIvIpMAYIppBoSz/vAB7VUzvu80RkPzAUWOefEv3G599Htrvp7NYDWSKSKSIRwBxg6RltlgK3uc8qmAxUqGqRvwv1gVb7KiL9gLeAW4Psl2ZzrfZTVTNVtb+q9gf+CtwfhAEBbfv3uwSYJiJhItINmATs9HOd3mpLPw9yamsJEekJDAH2+bVK//D595FtSZyFqrpE5EHgfU6dQbFAVbeLyH3u6U9z6uyXWUAeUM2pXyxBp419fRjoAfzJ/SvbpUF2h8029rNTaEtfVXWniLwHbAGagOdU1ePplYGqjX+nvwReFJGtnNol8xNVDbpbiIvIq8BFQLKIFAA/B8Kh476P7LYcxhhjWmS7m4wxxrTIQsIYY0yLLCSMMca0yELCGGNMiywkjDHGtMhCwhhjTIssJIwxxrTo/wFTSbj0BGqbogAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[22] loss: 0.003\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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GmH3O9VcBI0Qkn45G5GXGGIOFEqLCGJUSrQ3GSqk+eXxTAQ32Nu5ZMNbqUnosxJ2VjTFVwFwX80uBRZ2m1wHrXCxnB77hTg2eMCMrgX/uKcPhMD59yZdSyrcUVTbw163HuXHGMEal+FYPo+ejdxa7MCMrkbrmNvaX6YhlSqmeu3/dAcKCg7hr/hirS+kVDQIXLhnV0V79YaGlzRVKKT+ypbCS9fvL+d4XRpESM8jqcnpFg8CF1NhBjE6J5sMjVVaXopTyA+0Owy/fOEBGfAS3+tjoYz2hQdCFS0Yl8XFRFS1tej+BUur8nt92nANltfxk0XgGhQZbXU6vaRB04ZJRSTS3Oth5osbqUpRSPqy6wc7D/zrMxSMHs2iSb3cl0RUNgi5cOCKRINF2AqXU+T309iHqW9r4z6sm+MXNY65oEHQhdlAoFwyL1yBQSnVp98kaXth+gm9enOVzA9L3hgbBeVw6KondxWeo0wHtlVLnaGt38JPX9pIcHc6d80ZbXY5bNAjO4+KRSbQ7DFuP6l3GSqnP+svW4+wrreW+r0wgZlCo1eW4RYPgPKZnJhAdHsI7hywdJkEp5WPKa5v5n38dZs6YZL9tIO5Mg+A8wkKCmD06iU0HKrC4CySllA/5+Zp8Wtsd/HKx/zYQd6ZB0I0rxqVwqraZfaXa3YRSCt7KL+PtfeXcOW8MmYOjrC6nX2gQdOML41IQgU0H9fSQUoHuTFMrP1uzj5y0WL492//uIO6KBkE3kqLDmTIsno0aBEoFvF+vO0BVfQsPXjeZ0OCB8/M5cL6JB80dl8LukzXY6lqsLkUpZZHNh228sP0kt80ewaShcVaX0680CHrginGpAHr1kFIBqq65lRWv7GFkcpTfdTHdE24FgYgkish6ESlwPid0sdwCETkkIoUisqLT/CkislVEdolInojMdKceTxmfFkNa3CA2HdAgUCoQ3b/uIKdqm3n4hgv8slO57rh7RLAC2GiMGQ1sdE5/hogEA08CC4EcYKmI5Djf/g3wC2PMFODnzmmfIyLMHZ/Ce4dtNNm1N1KlAsl7h238/eMT3DZnBFOHu/xb1++5GwSLgdXO16uBq10sMxMoNMYcdQ5N+YJzPQADxDpfxwGlbtbjMYsmptHU2s67enpIqYBR02jnRy/vZkxqNHfNG3inhM5yNwhSjTFlAM7nFBfLZAAnO00XO+cB3Ak8JCIngYeBH7tZj8fMzE5kcFQYb+wts7oUpZSX/PT1fE432vntV6cMyFNCZ3UbBCKyQUTyXTwWd7fu2Y9wMe/sbbq3A3cZY4YBdwF/Ok8dy53tCHk2m62Hm+4/IcFBfGniEDYeqNDTQ0oFgDW7SvjnnjLunDeGiRkD6yqhc3UbBMaYecaYiS4ea4ByEUkDcD67Om9SDAzrND2U/zsFtAx41fn6ZTpOI3VVx0pjTK4xJjc5Obn7b+YBV07S00NKBYLi04389PV8pg6P5ztzRlhdjse5e2poLR0/5jif17hYZjswWkSyRSQMWOJcDzoC4TLn6yuAAjfr8Sg9PaTUwNfW7uDOF3ZhDDx641RCBtCNY10JcXP9B4CXRORW4ARwA4CIpAPPGGMWGWPaROQO4G0gGFhljNnnXP824FERCQGageVu1uNRZ08Pvb6zhCZ7OxFhA/ecoVKB6sl3jpB3/DSP3HgBwwdHWl2OV7gVBMaYKmCui/mlwKJO0+uAdS6W+wCY7k4N3vblSWk8v+0E7x6qYOGkNKvLUUr1ox3Hq3lsUwGLp6RzzdShVpfjNQP/mKefXeg8PfSPPT57patSqg9qGu18//mdpMcP4pdXT7S6HK/SIOilkOAgvnJBOhv2V1DTaLe6HKVUPzDGcPfLe7DVt/DE0mnE+vmIY72lQdAH108fir3dwT/3aKOxUgPBnz88xoYD5axYOJ4LhsVbXY7XaRD0wYT0WMamxvDKJ8VWl6KUctOukzX8+s0DzBufyi2XZFldjiU0CPpARLhuegY7T9RwxFZvdTlKqT6qbrDzvb/uIDV2EA/fMHlADDvZFxoEfXT1lAyCBF7VowKl/FK7w3Dni7uorLfzh69PJz4yzOqSLKNB0EcpsYOYMyaZ1z4pweHQge2V8jePbypg82Eb912VM+AGmuktDQI3XDdtKKVnmvnoaJXVpSilemHTwXIe3VjAtVMz+NrM4VaXYzkNAjfMz0kldlAIL2w/2f3CSimfUFTZwL+9sIvxQ2L51TWTArZdoDMNAjcMCg3m+unDeCu/TMczVsoPNLS08Z2/5BEcJPzxpunaTYyTBoGbvj5rOK3thpfy9KhAKV9mjOFH/7ubwop6nlg6jWGJgdGPUE9oELhpZHI0l4wazPPbTtCujcZK+azHNhaybu8pViwcx6Wjk6wux6doEPSDb1yYSUlNk45ToJSPenNvGY9sOMy10zK4bfbAH1+gtzQI+sG8nFRSY8P5y9bjVpeilDrHvtIz/PCl3UwdHs/92jjskgZBPwgNDmLJjOG8d9jGiapGq8tRSjlV1DVz2+o84iND+eNN0wf0uMPu0CDoJ0tnDidIhL9t06MCpXxBk72d21bncbqxladvziUlZpDVJfksDYJ+MiRuEAsmDuH5j09Q39JmdTlKBTSHw/DDl3axp+QMjy2dOuAHn3eXW0EgIokisl5ECpzPCV0st0pEKkQkvy/r+4vls0dQ19zGCx+fsLoUpQLaQ/86xJv5p7h30Xjm56RaXY7Pc/eIYAWw0RgzGtjonHblWWCBG+v7hQuGxXNhdiKrPiiitd1hdTlKBaS/bTvOH949wtcvHM6tl2ZbXY5fcDcIFgOrna9XA1e7WsgYsxmo7uv6/mT5nBGUnmnmDR20Rimv23ignJ+9ns8V41L4xVUT9AqhHnI3CFKNMWUAzucUT60vIstFJE9E8mw2W58L9rQvjE1hVEo0KzcfxRi9wUwpb9l9soY7nt/JhPQ4Hl86lZBgbQLtqW73lIhsEJF8F4/F3ijwLGPMSmNMrjEmNzk52Zub7pWgIOG22dnsL6vlw0LtlVQpbzhW2cAtz25ncHQYf/pmLlHhIVaX5Fe6DQJjzDxjzEQXjzVAuYikATife3trrbvr+6Srp2aQHBPOHzcfsboUpQa8itpmblq1DYcxrL5lpl4m2gfuHjutBZY5Xy8D1nh5fZ8UHhLMLZdk835BJTtPnLa6HKUGrNrmVpb9eTtV9Xb+/K2ZjEyOtrokv+RuEDwAzBeRAmC+cxoRSReRdWcXEpG/Ax8BY0WkWERuPd/6A8FNF2WSEBnK7zYUWF2KUgNSc2vHDWMF5XU89Y3pTBkWb3VJfsutE2nGmCpgrov5pcCiTtNLe7P+QBAdHsLyOSN58K2D7Dh+mumZfn2LhFI+pbXdwR3P72RbUTWPLpnCnDG+227oD7RZ3YNuviiTxKgwfrfhsNWlKDVgOByGH728mw0Hyvnl4gksnpJhdUl+T4PAg6LCQ/jOnBG8X1DJjuOubqNQSvWGMYafr83n9V2l/OhLY7npoiyrSxoQNAg87KaLMkmKDuOR9dpWoJQ7jDE88NZB/rr1BN+9bCT/7wujrC5pwNAg8LDIsBC+M2ckHxRW8nGRHhUo1VePbCjgj+8d5aZZmdyzYKzV5QwoGgRe8I1ZmaTGhvPrNw/o3cZK9cETmwp4bGMBS2YM064jPECDwAsiwoL59y+OZeeJGt7Yq30QKdUbKzcf4eF/HebaqRncf80kgoI0BPqbBoGXXDdtKOOGxPDgWwdpaWu3uhyl/MLTm49y/7qDXDk5jd9cP1lDwEM0CLwkOEi498vjOVndxHNbdBQzpbqzcvMRfrXuAF+enMbvbpyinch5kO5ZL5o9OpnLxybz+KYCTjfYrS5HKZ/11HtHPj0SeFRDwON073rZjxeOp76ljcc26eWkSrny5DuFPPDmQb5yQboeCXiJ7mEvGzskhhtnDOMvHx2noLzO6nKU8hnGGP7nX4d46O1DLJ6SziNfvUBDwEt0L1vg7i+OJSo8hJ++nq+XkypFRwj86o0DPL6pkCUzhvHbr+qRgDfpnrbA4Ohw7lkwjm1F1bz6SYnV5ShlKYfD8LM1+TzzQRHfvDiL+6+ZRLBeHeRVGgQWWTJjGFOHx3P/ugPUNGrDsQpMre0O7npp16fdRtz3lRy9RNQCGgQWCQoSfnX1JGqaWvnN24esLkcpr2uyt7P8uTzW7CrlngXjWLFwnN4xbBENAgvlpMfyzYuz+PvHJ/hERzJTAeRMUys3r9rGu4dt3H/NJG6/fKTVJQU0DQKL3TV/DKkxg/jJq3uxtzmsLkcpjyuvbebGP37ErpM1PLF0Gl+7cLjVJQU8t4JARBJFZL2IFDifXQ7DJSKrRKRCRPLPmf+QiBwUkT0i8pqIxLtTjz+KDg/hv6+eyMFTdTyu9xaoAa6woo5rf7+FE9WN/GnZDL48Oc3qkhTuHxGsADYaY0YDG53TrjwLLHAxfz0w0RgzGTgM/NjNevzSvJxUrps2lN+/e4TdJ2usLkcpj9hxvJrrn/qIlrZ2Xlx+kQ4v6UPcDYLFwGrn69XA1a4WMsZsBj7XGb8x5l/GmDbn5FZgqJv1+K2ffyWHlJhw/v3l3TS3aqd0amB5e98pvvb0NhIiw3j19kuYNDTO6pJUJ+4GQaoxpgzA+ZzixmfdArzZ1ZsislxE8kQkz2azubEZ3xQXEcqD102msKKe367XMY7VwGCM4U8fFPHdv+5gXFos//vdixg+ONLqstQ5QrpbQEQ2AENcvHVvfxUhIvcCbcDfulrGGLMSWAmQm5s7IG/HnTMmma9fOJyn3z/K/JxUZmQlWl2SUn3W1u7gv/65n+c+Os6CCUN45MYpRIQFW12WcqHbIDDGzOvqPREpF5E0Y0yZiKQBFb0tQESWAVcCc432t8BPFo1nc4GNu17cxRs/mE1cRKjVJSnVa/UtbXz/+U9455CN5XNGsGLBOL1RzIe5e2poLbDM+XoZsKY3K4vIAuAe4CpjTKObtQwIUeEhPLpkKqfONHPP/+7RvoiU3zlZ3cj1f9jC5oJK/vvqifxk0XgNAR/nbhA8AMwXkQJgvnMaEUkXkXVnFxKRvwMfAWNFpFhEbnW+9QQQA6wXkV0i8pSb9QwI04YncM+Ccby17xSrtxyzuhyleuzjomoWP/khJTVN/PmbM/jGrEyrS1I90O2pofMxxlQBc13MLwUWdZpe2sX6o9zZ/kD27dnZbCuq4v51B5mWmcDkofFWl6TUeb24/QQ/fT2fYQmRPL0sl5HJ0VaXpHpI7yz2USLCwzdcQFJ0GHc8v5Pa5larS1LKpdZ2B/+5dh/3vLKXWSMG89r3LtEQ8DMaBD4sPjKMx782jdKaJn708m4cDm0vUL7FVtfC15/ZxrNbjnHLJdn8+ZsziIvUCxz8jQaBj5uemcCKheN4e185j27ULiiU79h1soavPP4Be4pr+N2NU/j5V3J0MBk/5VYbgfKOWy/N5tCpOh7dWMDo1GiunJxudUkqgBljeGH7Se5bs4+U2HBeuf1iJqTrncL+TIPAD4gI/33NRIoqG7j75d1kJkbpLfrKEo32Nn76Wj6v7ixh9ugkHlsylYSoMKvLUm7S4zg/ER4SzFM3TWdwVDi3PZdHRW2z1SWpAFNYUcfVT37Ia7tKuGveGJ791kwNgQFCg8CPJEWH8/TNudQ2t3LbX3bQaG/rfiWl+sHrO0u46okPqaq389wtM/m3eaN1XOEBRIPAz+Skx/K7G6ewt7iG2//6iQ5mozyqoaWNf39pN3e+uIsJ6bG88YPZzB6t3UcPNBoEfuiLE4bwq2sm8d5hG3frZaXKQ/JLznDl4x/w6s5ifnDFKP5+2yyGxA2yuizlAdpY7KeWzhzO6UY7v3nrEIlRYdz3lRwd+Fv1C4fDsOrDIh586yCDo8J5/tuzuGjkYKvLUh6kQeDHbr9sJNX1dp75oIjEqDB+MHe01SUpP1da08TdL+9my5Eq5o1P5aHrJ2uDcADQIPBjIsJPFo2nutHOb9cfJjIsmG/PHmF1WcoPGWNYu7uUn76eT7vD8MC1k7hxxjA9ygwQGgR+LihIePC6ybS0OvjvNw7Q2m64/fKRVpel/MjpBjs/W5PPP/eUMW14PI/cOIXMwVFWl6W8SINgAAgNDuLRJVMICRYefOsgre0OPU2keuTNvWX8bE0+NY2t3P3FMXz3spHaTUQA0iAYIEKCg/jtV6cQHCT8dv1hWtsd/HD+GD20Vy5V1rdw35p9vLG3jIkZsfzl1gsZnxZrdVnKIhoEA0hwkPDQ9RcQGhTE45sKaW5t58cLdXQo9X+MMazZVcp//XM/9c1t/OhLY1k+ZwShehQQ0DQIBpjgIOHX104iPDSIp98v4lRtCw/fMJnwEB00PNAdr2rgp6/n835BJRcMi+eh6yczJjXG6rKUD3ArCEQkEXgRyAKOAV81xpx2sdwqOgaorzDGTHTx/t3AQ0CyMabSnZpURwPyL66aQFpcBA++dZDy2maevilX+4kPUPY2B0+/f5THNhYQGhzEfy2ewNcvzNQuItSn3D0eXAFsNMaMBjY6p115Fljg6g0RGUbHeMcn3KxFdSIi3H75SB5dMoVdJ2q47qktnKxutLos5WVbCiv58mPv89Dbh5g7PoWN/34ZN1+UpSGgPsPdIFgMrHa+Xg1c7WohY8xmoLqLz3gE+A9A+0nwgMVTMnju1plU1DZzze+3sOP45w7Y1ABUUtPE9/62g689s43mtnb+tCyX3399Oqmx2kWE+jx3gyDVGFMG4HxO6c3KInIVUGKM2d2DZZeLSJ6I5Nlstr5VG6BmjRjMq9+7mMiwYJas/IjVW45hjObuQNTc2s7jGwuY+z/vsulgBT+cP4b1d13G3PGpVpemfFi3bQQisgEY4uKte93ZsIhEOj/jiz1Z3hizElgJkJubq79ivTQqJYZ/3HEpP3xpF/et3cfOE6e5/9pJRIbp9QIDgcNh+MeeUn7z1iFKappYNGkIP1k0nqEJkVaXpvxAt78Cxph5Xb0nIuUikmaMKRORNKCiF9seCWQDu53Xug8FPhGRmcaYU734HNVDcZGhPH1zLr9/t5D/WX+YA2V1PHXTdLKT9C5Sf7btaBX3rzvA7uIzTEiP5aEbJnPxyCSry1J+xN1TQ2uBZc7Xy4A1PV3RGLPXGJNijMkyxmQBxcA0DQHPCgoS7rhiNKu/NZOKumaufOx9Xvj4hJ4q8kOHTtVx23N53LhyKxV1Lfz2qxfwjzsu1RBQvSbu/ACIyGDgJWA4HVf93GCMqRaRdOAZY8wi53J/By4HkoBy4D5jzJ/O+axjQG5PLh/Nzc01eXl5fa5bdejc0+TccSn8+rpJpMRoY6KvO1bZwCMbDrN2dynRYSF89/KR3HppNoNC9V4RdX4issMYk/u5+f74l6AGQf9xOAzPbjnGg28dJDIsmPuvmcTCSWlWl6VcKD7dyBObCnl5RzFhwUF885IsvjNnBPGR2k206pmugkBbCgNcUJBwy6XZzBmTxF0v7ub2v33Clyen8bMv5+hoVD7iqK2e3797hNd3lhAkwk2zMvneF0bq0ZvqN3pEoD7V2u7gD+8e4Yl3CgkNEu6cN4ZvXpKl/dBY5EBZLU++U8gbe8sICw5i6czhLJ8zgvT4CKtLU35KTw2pHjtR1ch//mMfmw5WMCY1mv9aPJFZI3SoQm8wxvB+QSXPfFDE5sM2osND+MasTG69NJvkmHCry1N+ToNA9YoxhvX7y/nFP/ZTUtPEF3NSuftLY7WTMg9pbm1nza4S/vRBEYfL60mOCefmWZncfFGW9hGl+o0GgeqTJns7Kzcf5en3j9Jgb+OaKRncNX8MwxL1RqX+cLyqgec/PsHLecVUN9gZnxbLty/N5soL0rTHWNXvNAiUW0432PnDe0dYveUYDmO4ccYwvjNnpAZCH7S2O9iwv5y/bTvBB4WVBAcJ88ansOyiLC4aOVgHE1Ieo0Gg+sWpM808vqmAF7efxGEMCyYO4duzRzBteILVpfk0Ywz5JbW88kkx/9xTSmW9nfS4QSydOZyvzhimncEpr9AgUP3q1Jlmnt1yjOe3Hae2uY3pmQncemk288anEhaiVxmddbK6kbW7S3ltZwmFFfWEBQcxd3wK108fyuVjU7Q7aOVVGgTKIxpa2ngp7ySrPiziZHUTiVFhLJ6Szg3Th5GTHphj4BZW1PFW/inezD/FvtJaAGZkJXDN1KF8eVKaNv4qy2gQKI9qdxg2H7bx8o6TbNhfgb3dQU5aLNdOy+BLE4YM6LaElrZ2dhw7zXsFNjYeqKCwoh6AacPjWTBxCAsnpg3o76/8hwaB8prTDXbW7i7l5R0nyS/p+It43JAY5uekMj8nlUkZcX7dIOpwGApt9Ww9WsV7h2x8dLSKRns7ocHCjKxEFkwcwhdzhuid2crnaBAoSxyrbGD9/nLW7y8n73g1DgPJMeFcmJ3Y8RgxmFHJ0QT58LnyJns7+8vOsP3YabYXVZN3/DRnmloBGJ4YyWVjkrlsTDKzRg4mOlx7bVG+S4NAWa6qvoVNByt4v6CSbUVVlNe2AJAQGcr0zATGp8V++shMjPR6ODgchlO1zRyx1bO/tJZ9pbXsL6vlqK0eh/O/yYjkKGZkJpKblcDM7EQyB+tYDsp/aBAon2KM4WR1E1uLqvi4qJpdJ2s+84MbERrMqJRoMuIjyEiIICM+gqEJEQyJG0RcRChxEaHEDArt8VU3be0O6lvaqKxvoaKuBZvzUV7bzLGqRo5XNXC8qpGWNsen66THDSInPY6c9FgmpscyLTOBpGjt5kH5Lw0C5fOaW9sprKhnf1ktB8vqKLTVU3K6kZKaJppbHZ9bXgSiw0OIDg8hSITgoI7H2eaHJns7jfZ2muzt2Ns/vz5AWEgQmYmRZCVFkTW44zl7cBTj02JJiNLundXAot1QK583KDSYiRlxTMyI+8x8YwzVDXaKTzdRXttMbXMbZ5paqW1q5UxTKw0tbTgMOIyh3WFod/5xExkaTGRYMBFhIUSGBRMVHkJyTDhJ0WGkxISTHD2I2IgQv264Vqo/uBUEIpIIvAhkAceArxpjTrtYbhVwJVBhjJl4znvfB+4A2oA3jDH/4U5NauAREQZHhzNYT8so5RHu3gK6AthojBkNbHROu/IssODcmSLyBWAxMNkYMwF42M16lFJK9ZK7QbAYWO18vRq42tVCxpjNQLWLt24HHjDGtDiXq3CzHqWUUr3kbhCkGmPKAJzPKb1cfwwwW0S2ich7IjKjqwVFZLmI5IlIns1mc6NkpZRSnXXbRiAiG4AhLt66t5+2nwDMAmYAL4nICOPiUiZjzEpgJXRcNdQP21ZKKUUPgsAYM6+r90SkXETSjDFlIpIG9PbUTjHwqvOH/2MRcQBJgP7Jr5RSXuLuqaG1wDLn62XAml6u/zpwBYCIjAHCgEo3a1JKKdUL7gbBA8B8ESkA5junEZF0EVl3diER+TvwETBWRIpF5FbnW6uAESKSD7wALHN1WkgppZTnuHUfgTGmCpjrYn4psKjT9NIu1rcD33CnBqWUUu7xyy4mRMQGHLe6DgskEdinzgL9+4Pug0D//uDePsg0xiSfO9MvgyBQiUieq35CAkWgf3/QfRDo3x88sw90cFmllApwGgRKKRXgNAj8y0qrC7BYoH9/0H0Q6N8fPLAPtI1AKaUCnB4RKKVUgNMgUEqpAKdB4GNEZIGIHBKRQhH53PgOIvJ1EdnjfGwRkQusqNOTutsHnZabISLtInK9N+vztJ58fxG5XER2icg+EXnP2zV6Wg/+H8SJyD9EZLdzH3zLijo9RURWiUiFs9cFV++LiDzm3D97RGSaWxs0xujDRx5AMHAEGEFHv0u7gZxzlrkYSHC+Xghss7pub++DTsttAtYB11tdt5f/DcQD+4HhzukUq+u2YB/8BHjQ+TqZjvFOwqyuvR/3wRxgGpDfxfuLgDcBoaP3Zrd+B/SIwLfMBAqNMUdNR/cbL9Ax+M+njDFbzP8NB7oVGOrlGj2t233g9H3gFXrf462v68n3/xodvfaegAE5oFNP9oEBYqRjwOloOoKgzbtleo7pejCvsxYDz5kOW4F4Zw/QfaJB4FsygJOdpoud87pyKx1/FQwk3e4DEckArgGe8mJd3tKTfwNjgAQReVdEdojIzV6rzjt6sg+eAMYDpcBe4N+MMQ7vlOcTevtbcV5udTqn+p24mOfy+l7neM+3Apd6tCLv68k++B1wjzGmveMPwgGlJ98/BJhOR4ePEcBHIrLVGHPY08V5SU/2wZeAXXR0Yz8SWC8i7xtjaj1cm6/o8W9FT2gQ+JZiYFin6aF0/MXzGSIyGXgGWGg6eoAdSHqyD3KBF5whkAQsEpE2Y8zrXqnQs3ry/YuBSmNMA9AgIpuBC4CBEgQ92QffomO8cwMUikgRMA742DslWq5HvxU9paeGfMt2YLSIZItIGLCEjsF/PiUiw4FXgZsG0F+AnXW7D4wx2caYLGNMFvC/wPcGSAhAD74/HQNAzRaREBGJBC4EDni5Tk/qyT44gbMLfBFJBcYCR71apbXWAjc7rx6aBZwxzvHj+0KPCHyIMaZNRO4A3qbjyolVxph9IvJd5/tPAT8HBgO/d/5F3GYGUG+MPdwHA1ZPvr8x5oCIvAXsARzAM8YYl5cZ+qMe/hv4JfCsiOyl4zTJPcaYAdM9tXMwr8uBJBEpBu4DQuHT77+OjiuHCoFGOo6Q+r4956VISimlApSeGlJKqQCnQaCUUgFOg0AppQKcBoFSSgU4DQKllApwGgRKKRXgNAiUUirA/X9m32yrEig4gwAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[23] loss: 0.002\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[24] loss: 0.001\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[25] loss: 0.001\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[26] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[27] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[28] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[29] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[30] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[31] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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aeqIh0Q+TR8QTFR6iu5yUUv3y9t4TbCqp5btzxwbUU+f6QkOiHyLDQikYmcSmYg0JpVTftHU6+dWa/YxLj+PmGdl2l9NvGhL9NDM3iQMnTlPXrMcllFK9e/KDI5TWtfKT6/IJCw2+r9zgq9hmF43uuoR+yxHtTSilPl/5qVb+8I8irp6YziUBfBO/z6Mh0U/nZSYwJDxUdzkppXr1y9f3YTD8x7X5dpdyzjwKCRFJEpG1InLYek/sYb55InJQRIpEZFm38c+LyE7rdVREdlrjR4lIa7dpyz2p05siwkKYnpPEB0Un7S5FKRXANhyq4c09J7j3yrygOuX1bJ72JJYB64wxecA6a/hTRCQU+CNwDZAP3Cwi+QDGmJuMMVOMMVOAl4CXuy1afGaaMWaph3V61eVjUymuaaa0rsXuUpRSAait08lPV+0hNyWGb87Ksbscj3gaEguAFdbnFcBCN/PMAIqMMSXGmA5gpbXcJ6TrNog3As95WI9fzB6XCsD6QzU2V6KUCkSP/LOIo7Ut/GLhJCLDQu0uxyOehkS6MaYSwHpPczNPJlDabbjMGtfdLKDKGHO427gcEdkhIhtEZFZPBYjIEhEpFJHCmhr/fGnnpsSQlTSEDQer/bI9pVTwOFx1mkc3FHP91MygPVjdXVhvM4jIu8AwN5Pu7+M23N0s3Zw1fDOf7kVUAtnGmFoRmQa8KiITjTGNn1mRMY8DjwMUFBScvV6fEBFmj03jxW1ltHU6iQoP7l8KSinvcLkM97+yh5jIMO7/wgS7y/GKXnsSxpg5xphJbl6rgCoRyQCw3t39tC4DsroNjwAqzgyISBhwPfB8t222G2Nqrc/bgGJgbP+b5zuzx6XS2ulk61G9RYdSqsuzW46z5WgdP75mAsmxkXaX4xWe7m5aDSy2Pi8GVrmZZyuQJyI5IhIBLLKWO2MOcMAYU3ZmhIikWge8EZFcIA8o8bBWr7podDIRoSGsP6jHJZRSXbcBf+DNA1wyJpkbCkbYXY7XeBoSDwBzReQwMNcaRkSGi8gaAGOMA7gHeBvYD7xgjNnbbR2L+OwB68uAXSLyMfAisNQYE1A/2aMjwrgwN4n1elxCqUHPGMP9r+zG6TI8cP3kgH8kaX/0ekzi81i7hK5yM74CmN9teA2wpod1fN3NuJfoOiU2oF0+NpVfvrGf0roWspKC9zxopZRnXt1Zzj8P1vCTa/MH3HeBXnHtgbn56UDXHR6VUoPTiYY2frpqL9NGJrL44lF2l+N1GhIeGJkcw/hhcRoSSg1SxhiWvbyLDqeLB284n9CQgbOb6QwNCQ/NmzSMwmP1VJ9us7sUpZSfvVBYyvqDNSybN56clBi7y/EJDQkPzZs0DGNg7b4qu0tRSvnR8doWfv7aPmbmJnHbRaPsLsdnNCQ8NC49jlHJ0by1R3c5KTVYOF2G776wkxARHrzhfEIG4G6mMzQkPCQizJuUwabiWhpaOu0uRynlB8s3FFN4rJ6fL5wY1Hd47QsNCS+YN2kYDpfh3f26y0mpgW53WQO/W3uIL0zOYOGUs29DN/BoSHjB5Mx4MuKjeFN3OSk1oDW1O7j3ue2kxkXyq4WTBtRFcz3RkPCCkBBh3qRhvHeohoZW3eWk1ED101V7OV7Xwu9umkJCdITd5fiFhoSXLJySSYfTxZu7K+0uRSnlA6t2lvPS9jLuuWIMM3OT7S7HbzQkvGTyiHhyU2J4ZUe53aUopbzs6Mlm7n9lD9NGJnLfVXl2l+NXGhJeIiIsnJrJR0fqKD/Vanc5Sikvaet0cvez2wkNER5aNIWw0MH1tTm4WutjZ850WL2zopc5lVLB4ldv7GdvRSO/veH8AX+6qzsaEl6UnRzNtJGJvLKjDGP88pA8pZQPvb6rgr9uPsaSy3KZY93Qc7DRkPCyhVMzOVTVxP7K03aXopTyQFH1aX744i4uyE7g+1ePs7sc22hIeNm152UQFiK8sqOs95mVUgGpud3B0me2ExUeyh+/dgHhg+w4RHeDt+U+khgTwZXj03hlRzkdDpfd5Sil+skYww9e2kVJTRO/v3kqGfFD7C7JVhoSPnDzhdmcbOrQ23QoFYSe/OAIb+yq5PtXj+fiMSl2l2M7DQkfuCwvlcyEITy35bjdpSil+uHDopP8+s0DXD0xnaWX59pdTkDQkPCB0BDhpulZvH/4JMdrW+wuRynVB6V1Ldzz7HZyU2L47Y1TBsV9mfpCQ8JHbizIIkTgua3am1Aq0LV0OFjy1204XIbHbysgNjLM7pIChkchISJJIrJWRA5b74k9zPeUiFSLyJ6+Li8iPxKRIhE5KCJXe1KnHYbFR3Hl+HT+XliqB7CVCmAul+H7f9/FgRONPHzz1AH7GNJz5WlPYhmwzhiTB6yzht15GpjX1+VFJB9YBEy0lntEREI9rNXvvnphFiebOlinB7CVClgPrTvMG7srWTZvPFeMS7O7nIDjaUgsAFZYn1cAC93NZIx5D6jrx/ILgJXGmHZjzBGgCJjhYa1+d/nYNIbHR/HMR8fsLkUp5cbruyp4aN1hvnzBCJZcpgeq3fE0JNKNMZUA1nt/Y7in5TOB0m7zlVnjPkNElohIoYgU1tTU9HPzvhUaInxt5kg+LKrlwIlGu8tRSnWzu6yBf/v7x0wbmch/XT84HiB0LnoNCRF5V0T2uHkt8GFd7v623N4MyRjzuDGmwBhTkJqa6sOSzs3XLsxmSHgoT31wxO5SlFKW8lOt3LFiK8kxkTx26zQiw4Jub7bf9HoI3xgzp6dpIlIlIhnGmEoRyQCq+7n9npYvA7K6zTcCCMpbqyZER/DlaZm8UFjG968eT2pcpN0lKTWonW7r5BtPb6Wtw8nfvnUhKbH6f/LzeLq7aTWw2Pq8GFjlpeVXA4tEJFJEcoA8YIuHtdrm9kty6HC4eGazHptQyk4Op4u7n91BUXUTj94yjbHpcXaXFPA8DYkHgLkichiYaw0jIsNFZM2ZmUTkOWATME5EykTkG5+3vDFmL/ACsA94C7jbGOP0sFbbjE6N5arxaTyz+RhtnUHbDKWCmjGG/1i1l/cO1fDLhZO4NE9vudEXMpCee1BQUGAKCwvtLsOtjUUn+eoTH/HfXz6Pm6Zn212OUoPO79cd5rdrD/Gt2aP5wbzxdpcTUERkmzGmwN00veLaTy4ancyEjKE8+cERXK6BE8xKBYMXCkv57dpDXH9B5qB+NsS50JDwExFhyWU5HKpq0rvDKuVH6w9W86OXdzMrL4UHrp+sp7r2k4aEH103eTgjk6P5/T+K9PGmSvnBjuP13PXMdsalx/HoLdOICNOvvP7SPzE/CgsN4e7ZY9hd3sD6g4F14Z9SA83hqtPc/vRW0oZGsuKOGXrTvnOkIeFnX7ogk8yEITy07rD2JpTykfJTrdz21BbCQ0P46x0X6vVJHtCQ8LPw0BC+dcVodpae4oOik3aXo9SAc7KpnVuf/Iimdgd/uWMG2cnRdpcU1DQkbPCVaSPIiI/iYe1NKOVVDS2d3PrkFipOtfLk4ulMyBhqd0lBT0PCBpFhoSy9fDRbj9azqaTW7nKUGhCa2x18/ektFFc38ditBczISbK7pAFBQ8ImN03PYtjQKH7z1kHtTSjlobZOJ//6l0J2lTXw8M1TuXxs4N3sM1hpSNgkKjyU784dy87SU7y154Td5SgVtNodTpY+s41NJbU8eMNk5k0aZndJA4qGhI2+PG0EY9Nj+c3bB+l06iNOleqvDoeLu/+2nfUHa/j1l87jS1NH2F3SgKMhYaPQEOEHV4/nyMlmVm4t7X0BpdQnOp0u7n1uO+/ur+YXCyexaIbeE80XNCRsdtWENGaMSuKhdw/T3O6wuxylgkKn08W3V+7g7b1V/Oy6fG6dOdLukgYsDQmbiQjL5o/nZFM7T7yvT69TqjcdDhf3PruDNbtP8O9fmMDXL8mxu6QBTUMiAFyQnci8icN4/L1iqhrb7C5HqYDV4XBx97PbeWvvCX5ybT7fnJVrd0kDnoZEgPjR/PF0ugz/tWa/3aUoFZDaHU6+9bdtrN1XxX9+cSJ3XKo9CH/QkAgQI5NjWHpZLqt2VrBZL7BT6lNaO5z861+2fXKQevHFo+wuadDQkAggd80eQ2bCEH6yao+eEquU5XRbJ4v/vIX3D9fwmy9P1oPUfqYhEUCGRITy0+vyOVTVxIqNR+0uRynbnWrp4JYnt7D9WD0PLZrKjdOz7C5p0NGQCDBz89OZPS6V/3v3MNV6EFsNYtWn21j0+Gb2VzTy6C3T+OL5w+0uaVDyKCREJElE1orIYes9sYf5nhKRahHZc9b4/xGRAyKyS0ReEZEEa/woEWkVkZ3Wa7kndQYTEeFn102kw+Hil2/oQWw1OB2vbeErj27ieF0LT319OnPz0+0uadDytCexDFhnjMkD1lnD7jwNzHMzfi0wyRgzGTgE/KjbtGJjzBTrtdTDOoPKqJQY7po9mtUfV/DuPn0ethpc9lc28uXlG2ls6+TZf53JpXkpdpc0qHkaEguAFdbnFcBCdzMZY94D6tyMf8cYc+Yy482A3njFcvcVYxg/LI4fv7KbhpZOu8tRyi+2Hq3jxsc2ERYivLj0IqZkJdhd0qDnaUikG2MqAaz3NA/WdQfwZrfhHBHZISIbRGSWJ0UGo4iwEB684Xxqmzv4xRv77C5HKZ97a88JbnniI1LjInnxrosZkxZnd0kK6PXJ4CLyLuDu3rv3e6sIEbkfcAB/s0ZVAtnGmFoRmQa8KiITjTGNbpZdAiwByM4eWDf4mpQZz9LLc/njP4v5wuQMrhjnSQYrFbhWbDzKz17by9SsBJ5YPJ2kmAi7S1KWXnsSxpg5xphJbl6rgCoRyQCw3qv7W4CILAauBb5mrKfvGGPajTG11udtQDEwtof6HjfGFBhjClJTB96DRu67Ko+8tFh+/PJuGtt0t5MaWFwuw6/f3M9PV+9l7oR0/vbNmRoQAcbT3U2rgcXW58XAqv4sLCLzgB8CXzTGtHQbnyoiodbnXCAPKPGw1qAUGRbKgzecT1VjG794TXc7qYGjrdPJt5/fyWMbSrh15kgevWUaQyJC7S5LncXTkHgAmCsih4G51jAiMlxE1pyZSUSeAzYB40SkTES+YU36AxAHrD3rVNfLgF0i8jHwIrDUGPOZA9+DxflZCXxr9hj+vq2M1R9X2F2OUh6rbWrnq3/azGsfV/DDeeP5+YKJhIaI3WUpN2QgPV+5oKDAFBYW2l2GT3Q6Xdz02CYOVTWx5r5ZZCdH212SUuekqPo0tz+9lerGdv7vpilcc16G3SUNeiKyzRhT4G6aXnEdJMJDQ3ho0VRE4N6VO/TeTioofXD4JF96ZCOtHS6ev/MiDYggoCERRLKSovnvL0/m49JTPPjOQbvLUarPjDH8+cMjLP7zFobHD+HVuy/WayCChIZEkJl/XgY3z8jmsQ0lvHeoxu5ylOpVu8PJspd285+v7ePK8Wm89K2LGZGou0uDhYZEEPrJtfmMTY/lO8/vpLSupfcFlLJJzel2vvanj3i+sJR7rhjDY7dMIzay18uzVADRkAhCQyJCWX7LNDqdLpb8dRstHY7eF1LKz3Ycr+e633/A7vIGHr55Kv929ThC9AymoKMhEaRyU2N5eNFUDpxo5Acv7mIgnaWmgt+zHx3npsc2ExYqvHTXxXqb7yCmIRHErhifxvevHsfruyp5dEOx3eUoRVunk2Uv7eLHr+xm5uhkXr/3UiZlxttdlvKA7hwMcnddPpp9FY38z9sHmTBsKFeM1/s7KXscq23m7me3s6e8kXuvHMN35ozVC+QGAO1JBDkR4Tdfmcz4YUO597kd7Kv4zD0QlfK5t/ZUcu3DH1Ba18oTtxXwvX8ZpwExQGhIDADREWE8ubiA2Mgwvv7nLXrGk/KbDoeL/3xtL0uf2U5uWixv3Hcpc/QpcgOKhsQAMTxhCH/5xgzaOp0s/vMW6ps77C5JDXBHTzZzw/KN/PnDo9xxSQ5/v/Mivf5hANKQGEDGpsfxxOLplNW3cseKrbR2OO0uSQ1Axhhe2lbGFx5+n6O1LSy/ZRo/uS6fiDD9OhmI9G91gJmRk8TDi6aws/QU9zy7HYfe40l50em2Tr7z/E6+9/ePmZgZz5vfnsW8Se6eSaYGCg2JAWjepAx+vmAS6w5U8+3nd2pQKK/4qKSWax56n9d3VfK9uWN57l9nMjxhiN1lKR/TU2AHqFtnjqS1w8F/rTkAwEM3TSEsVH8TqP5r63Tyv2sP8af3S8hOiuaFO2cybWSS3WUpP9GQGMCWXDYaY+DXbx5AgP/ToFD9tKe8ge++sJNDVU189cJs7p8/gRi999Kgon/bA9ydl48GrKAQ4Xc3nq9BoXrV4XDxx38W8cj6IhKjI/jz7dO5YpxeqDkYaUgMAndePhoDPPDmARxOF7+7aQpR4fosYeXerrJT/ODFXRw4cZoFU4bzs+smkhgTYXdZyiYaEoPE0stHExYi/PKN/dQ1b+FPiwsYGhVud1kqgLR1Ovndu4f403slpMZF8uTiAq6aoBfGDXYaEoPIN2flkhIbyfdf/Jgbl29ixR0zSB8aZXdZKgC8f7iGf391D8dqW1g0PYsfzZ9A/BD9EaH0FNhBZ+HUTJ76+nRK61q4/pGNFFU32V2SslH16Tbue24Htz65hRAR/vbNC3ngy5M1INQnPAoJEUkSkbUicth6T+xhvqdEpFpE9pw1/mciUi4iO63X/G7TfiQiRSJyUESu9qRO9Wmz8lJ5/s6LaHe4+MryjWwsOml3ScrPnC7DXzcf46rfbuCtPSf4zpw83vz2LC4Zk2J3aSrAeNqTWAasM8bkAeusYXeeBub1MO13xpgp1msNgIjkA4uAidZyj4iIHmn1okmZ8bx818WkxkZy61NbeOL9En1w0SCx5Ugd1/3+A/7j1T2clxnPW9+ZxXfmjNWTGZRbnobEAmCF9XkFsNDdTMaY94C6fq53pTGm3RhzBCgCZnhQp3IjOzmaV+6+hDkT0vjlG/v5f8/vpK1T7/c0UFWcauXe53Zw42ObONXSwR++OpW/ffNCclNj7S5NBTBPD1ynG2MqAYwxlSJyLidS3yMitwGFwPeMMfVAJrC52zxl1rjPEJElwBKA7Ozsc9j84BYbGcajX5vGI+uL+O3aQxyubuKxW6fp3TwHkOZ2B0+8f4TlG4pxGcN9V+Vx1+WjGRKhPQfVu157EiLyrojscfNa4IXtPwqMBqYAlcBvz2zWzbxu94UYYx43xhQYYwpSU1O9UNLgExIi3HNlHk8uLuB4XQtfePgD3thVaXdZykMOp4tnPzrO7AfX87t3DzF7XCrvfvdyvjt3rAaE6rNeexLGmDk9TRORKhHJsHoRGUB1fzZujKnqtq4/Aa9bg2VAVrdZRwAV/Vm36r8rx6fz+r2Xct/Kndz97HbWHxzBT784kVi9DUNQMcawbn81D7x1gKLqJgpGJrL8lmlMG+n2vBKlPpenxyRWA4utz4uBVf1Z2AqWM74EnDn7aTWwSEQiRSQHyAO2eFir6oORyTG8uPQi7rtyDC9t73pmwPbj9XaXpfrAGMP7h2u4/tGNfPMvhbhchsduncbfl16kAaHOmXhyRouIJAMvANnAceAGY0ydiAwHnjDGzLfmew6YDaQAVcBPjTFPishf6drVZICjwJ1njnGIyP3AHYAD+I4x5s3e6ikoKDCFhYXn3B71aVuP1vGdlTs50djGnZflct9VeXoGTIDaXFLL/75ziC1H6xgeH8U9V+ZxQ8EIwvU+XaoPRGSbMabA7bSBdNqjhoT3NbZ18vPX9vHitjKyk6L5xcJJXD5Wj/0EAmMMHxbV8sj6IjYW15IWF8k9V47hpulZRIZpmKu+05BQHttUXMv9r+6mpKaZL54/nH+/dgJpcXpLDzu4XIZ39lXx6PoiPi5rIC0ukiWX5XLLzJHa01PnRENCeUW7w8ny9SX88Z9FRIaHcO+VY7jtolH6xeQnbZ1OVu0s50/vH6GouomRydEsvXw011+QqT0H5RENCeVVxTVN/Py1fWw4VENmwhC+9y9jWTglk5AQd2cuK09VNbbx103HeHbLceqaO5iQMZS7Zo9m/qRh+mwQ5RUaEsonNhad5NdvHmB3eQMTMobyw3njuHxsKiIaFp4yxrD1aD3PbD7Gmt2VOI1h7oR0br8kh5m5SfpnrLxKQ0L5jMtleG1XBQ++c5DSulbOy4znrtmjuXriMEK1Z9FvtU3tvLy9nJVbj1Nc00xcZBg3Ts9i8UWjyE7Wq+CVb2hIKJ9rdzh5ZXs5j71XwpGTzeSkxLDkslzdX94HHQ4X7x+u4eUd5byz9wSdTsMF2QksmpHNtZMziI7QixmVb2lIKL9xugxv7z3Bo+uL2V3eQEpsJF+ZNoJF07MYlRJjd3kBw+UyFB6r59Wd5azZXcmplk4SosP50tRMbp6Rzdj0OLtLVIOIhoTyuzPn8D+98Sj/PFiN02W4KDeZRTOyuHrisEF5RlSn08WWI3Ws3VfFO3tPUNHQxpDwUObmp7NgynBm5aUSEaYHopX/aUgoW1U1tvH3wlJWbi2lrL6VoVFhzMlPZ/6kDC7NSxnQgXGqpYMPi2p5d38V6/ZX0djmIDIshFl5KVw7eThz89OJ0XtjKZtpSKiA4HIZPiw+yas7Kli77wSNbQ5iIkK5akI6/zIxnYtHp5AUE2F3mR5pdzjZdrSeD4pO8kHRSXaXN2AMJESHc9X4rnbOykvR4wwqoGhIqIDT4XCxqaSWN3dX8s6+KuqaOwDIzxjKJWOSuXh0CtNzkgL+DrRVjW1sP1bP9uP1bD9+it3lDXQ4XISFCFOzE7hkTAqXjklhSlaCXtOgApaGhApoDqeLj8sa2Fh0ko3FtWw7Vk+H04UIjE6N5bzMeCYOH8p5mfHkDx9KXFS432vscLgormni4InTHDhxmoMnGjlw4jSVDW0ARISFcF5mPBdkJzAzN5kLc5MDPuCUOkNDQgWVtk4nhUfrKTxWx57yBnaXN1DV2P7J9JTYCLKTohmZHMPI5GiyEqNJio0gOSaCJOvV1905xhiaO5zUN3dQZ71qmzsor2+ltL6F0roWyupbqWxoxWX9VwkPFUanxjJ+WBznjUjgguwEJg6P14POKmhpSKigV326jb3ljew/0cjx2haO1bZwrLaZysY23P0TjggLIdJ6hYeGEBEWQliI0Ok0dDhcdDhddDhctHU6cbjc/x9IHxpJVmI0WUnRZCUOYXRaLBMyhpKTEqO34FYDyueFhPaHVVBIi4sibXwUV4z/9GPU2zqdVDa0fdILqLd6AqdaO7rCwOGi0wqETpchPESIDAslIizkkyBJiA4nMbqrB5IY09UjSR8aNaDPulKqrzQkVFCLCg8lJyWGHL1QTymf0D6zUkqpHmlIKKWU6pGGhFJKqR5pSCillOqRhoRSSqkeaUgopZTqkYaEUkqpHmlIKKWU6tGAui2HiNQAx85h0RTgpJfLCXTa5sFjMLZb29w/I40xqe4mDKiQOFciUtjTfUsGKm3z4DEY261t9h7d3aSUUqpHGhJKKaV6pCHR5XG7C7CBtnnwGIzt1jZ7iR6TUEop1SPtSSillOqRhoRSSqkeDaqQEJF5InJQRIpEZJmb6SIiD1vTd4nIBXbU6U19aPPXrLbuEpGNInK+HXV6U29t7jbfdBFxishX/FmfL/SlzSIyW0R2isheEdng7xq9rQ//tuNF5DUR+dhq8+121OlNIvKUiFSLyJ4epnv/O8wYMyheQChQDOQCEcDHQP5Z88wH3gQEmAl8ZHfdfmjzxUCi9fmawdDmbvP9A1gDfMXuuv3w95wA7AOyreE0u+v2Q5t/DPy39TkVqAMi7K7dw3ZfBlwA7Olhute/wwZTT2IGUGSMKTHGdAArgQVnzbMA+IvpshlIEJEMfxfqRb222Riz0RhTbw1uBkb4uUZv68vfM8C9wEtAtT+L85G+tPmrwMvGmOMAxphgb3df2myAOBERIJaukHD4t0zvMsa8R1c7euL177DBFBKZQGm34TJrXH/nCSb9bc836PoVEsx6bbOIZAJfApb7sS5f6svf81ggUUTWi8g2EbnNb9X5Rl/a/AdgAlAB7Aa+bYxx+ac823j9OyzMo3KCi7gZd/b5v32ZJ5j0uT0icgVdIXGpTyvyvb60+f+AHxpjnF0/MoNeX9ocBkwDrgKGAJtEZLMx5pCvi/ORvrT5amAncCUwGlgrIu8bYxp9XJudvP4dNphCogzI6jY8gq5fGP2dJ5j0qT0iMhl4ArjGGFPrp9p8pS9tLgBWWgGRAswXEYcx5lW/VOh9ff23fdIY0ww0i8h7wPlAsIZEX9p8O/CA6dpZXyQiR4DxwBb/lGgLr3+HDabdTVuBPBHJEZEIYBGw+qx5VgO3WWcIzAQajDGV/i7Ui3pts4hkAy8Dtwbxr8ruem2zMSbHGDPKGDMKeBH4VhAHBPTt3/YqYJaIhIlINHAhsN/PdXpTX9p8nK6eEyKSDowDSvxapf95/Tts0PQkjDEOEbkHeJuuMyOeMsbsFZGl1vTldJ3pMh8oAlro+iUStPrY5p8AycAj1i9rhwniu2f2sc0DSl/abIzZLyJvAbsAF/CEMcbtaZTBoI9/z78AnhaR3XTthvmhMSaobx8uIs8Bs4EUESkDfgqEg+++w/S2HEoppXo0mHY3KaWU6icNCaWUUj3SkFBKKdUjDQmllFI90pBQSinVIw0JpZRSPdKQUEop1aP/DxDRnIro2dPCAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[32] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[33] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[34] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[35] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[36] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[37] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[38] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[39] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[40] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[41] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[42] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[43] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[44] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[45] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[46] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[47] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[48] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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4vnqDp9IuYPqIeAA75WSM6ZDSE3U8umYvM9MSuHB0otvldIiFRAdYu4Qx5nQ8snovVfVN/HBuOiJd56lz7WEh0UHWLmGM6YidBeW8sD6XG6cPJS2pr9vldJiFRAdZu4Qxpr1UlR8v30VM73D++5LRbpdzWnwKCRGJE5HVIrLPeY9tZb7ZIpIlItkicm+L8f8QkS3O66CIbHHGDxORmhbTnvalTn862S7xcc5RlysxxnR1yzYdZv3BY9wzeyz9o8LdLue0+HokcS+wVlXTgLXO8GeISCjwBHA5kA4sFJF0AFW9TlUnq+pk4GVgWYtFc05OU9U7fazTb4bERZEaF8X7+ywkjDGtK69p4KGVu5mSGsO1GUPcLue0+RoS84AlzuclwHwv80wDslV1v6rWA0ud5T4lzS051wIv+FhPQFwwOpGPckqpa2xyuxRjTBf1mzezOFZVz0/nTSAkJLgaq1vyNSSSVLUQwHkf4GWeQUBei+F8Z1xLM4EiVd3XYtxwEdksIu+KyEwf6/SrC8ckUtPQxIYD1kWHMebztuQd5y/rDnHj9KFMGNTf7XJ80uZ94SKyBhjoZdL97dyGtwg99dKghXz2KKIQSFXVUhE5E3hFRMaraoWX+m4HbgdITU1tZ0m+OWdkPBGhIbyTVcx5aQkB2aYxJjg0NHm4b9l2kvr24juXjXG7HJ+1GRKqeklr00SkSESSVbVQRJKBYi+z5QMtT8gNBgparCMM+ApwZott1gF1zueNIpIDjAYyvdS3GFgMkJGREZDrUqMiwpg2PI5395bwg0Bs0BgTNJ794AC7Cyt4+oYz6dsrOBurW/L1dNNyYJHzeRHwqpd5NgBpIjJcRCKABc5yJ10C7FHV/JMjRCTRafBGREYAacB+H2v1qwvHJLKv+ASHj9e4XYoxpos4VFrFb9fsZVZ6ErMneDsBE3x8DYmHgVkisg+Y5QwjIikisgJAVRuBu4FVwG7gRVXd2WIdC/h8g/X5wDYR2Qq8BNypqsd8rNWvLhzTfGv9O1neDp6MMT2NqnLvy9sJDwnhJ/PGu12O3/jUV62qlgIXexlfAMxpMbwCWNHKOm72Mu5lmi+J7bJGJvZhUExv3s0q4fqzh7pdjjHGZS+sz+Pj/aU8/JWJJPfv7XY5fmN3XJ8mEeGCMYl8mH2U2ga7FNaYnqywvIafr9jNjFHxXHdW8N4T4Y2FhA9mpSdRVd/ER3b3tTE9lqryvZe20eRRHrrqjKDrwK8tFhI+OHdkPH0jw1i1o8jtUowxLvn7+lze33eU718xjtT4KLfL8TsLCR9EhoVy0dgBrN5dRGOTx+1yjDEBlltazc/e2M15oxK44ezA3KcVaBYSPpo9YSDHqurZcNDuvjamJ2nyKN95aSuhIvzi6u53mukkCwkfXTA6kciwEFbtPOJ2KcaYAFr83n7WHzjGD69MZ1BM97ma6VQWEj6Kjgzj/NGJrNp5BFV7EJExPcGOw+X8ZnUWcyYO5OozB7tdTqeykPCDy8YPpLC8lm355W6XYozpZLUNTfzXP7YQFx3Bz+ZP7LanmU6ykPCDS8YNIDREWLnDTjkZ09399PVdZBef4NfXTCI2OsLtcjqdhYQfxERFcN6oBF7bWmDPvjamG1u5vZC/fZLLHeePYGZaotvlBISFhJ/Mn5LC4eM1ZB6yq5yM6Y7yy6q55+VtTBrcn/+9NPi7AG8vCwk/uTR9IL3DQ3lly2G3SzHG+Fljk4f/WroFj8JjC6cQEdZzvjp7zp52sujIMC4dn8Qb2wqpb7Qb64zpTn795l4yD5Xxs6smMDQ+2u1yAspCwo/mTx5EeU2DdR9uTDfy1p4inn43h4XTUpk3+dQnL3d/FhJ+dF5aAvHREXbKyZhu4vDxGv7nxa2MS+7Hj65Md7scV1hI+FF4aAhzz0hmze5iKmob3C7HGOOD+kYPd/99E41NypPXT6VXeKjbJbnCQsLP5k8ZRH2jh5XbC90uxRjjgwff2MXm3OP88uozGJ7Qs9ohWrKQ8LPJQ2IYmRjN0g15bpdijDlNyzbl85ePD3H7+SOYMzHZ7XJcZSHhZyLCwmmpbM49zp4jFW6XY4zpoF0FFXz/X9uZPiKO713Wc+6HaI2FRCf4ytTBRISGsHS9HU0YE0zKquq546+Z9O8dzu8XTiUs1L4i7S/QCeKiI5g9YSDLNuVTU2/PvzYmGDQ2ebjr75soqqjjDzdmkNg30u2SugSfQkJE4kRktYjsc95jW5nvWREpFpEd7V1eRO4TkWwRyRKRy3yp0w0Lp6VSUdvICmvANiYo/HzFHj7KKeXnV01k8pAYt8vpMnw9krgXWKuqacBaZ9ib54DZ7V1eRNKBBcB4Z7knRSSorj+bPiKO4QnRvLA+1+1SjDFteGljPs9+eIBbZgzr9s+H6ChfQ2IesMT5vASY720mVX0PONaB5ecBS1W1TlUPANnANB9rDSgRYcFZQ8g8VMbeokq3yzHGtCLz4DG+v2w7546M5/tzxrldTpfja0gkqWohgPM+wE/LDwJatvrmO+M+R0RuF5FMEcksKSnp4OY711fPHEx4qPDXdYfcLsUY40XesWrueH4jg2J78+T1Uwm3hurPafMvIiJrRGSHl9e8TqzL26OevD6oQVUXq2qGqmYkJnat/t0T+kRy5aQUXtqYT3m13YFtTFdyoq6Rry/JpKHJwzOLMoiJ6v4PEDodbYaEql6iqhO8vF4FikQkGcB572jPdq0tnw8MaTHfYKCgg+vuEm47bzjV9U28sMHaJozpKhqbPPzH3zeRXXKCJ66fysjEPm6X1GX5emy1HFjkfF4EvOqn5ZcDC0QkUkSGA2nAeh9rdcX4lP5MHxHHko8O0tBkXYgb4zZV5cev7eLtrBJ+Mm98j3nC3OnyNSQeBmaJyD5gljOMiKSIyIqTM4nIC8DHwBgRyReR275oeVXdCbwI7AL+DdylqkF7w8Ft542gsLzWnoFtTBfwpw8O8Py6Q9xx/giuP3uo2+V0eaLafZ7JnJGRoZmZmW6X8Tkej/KlR96hf1QEr3zrXES8NbkYYzrbv3cU8s2/beLyCQN5fOFUQkLs/0UAEdmoqhnepllTfgCEhAi3zBjO1rzjbMq1Z2Ab44YNB4/x7aVbmDwkht9cO9kCop0sJALk6jMH069XGH9874DbpRjT4+wrquTrSzIZHNObPy06q8c+G+J0WEgESHRkGDeeM5RVu46wz26uMyZgjpTXsujZ9YSHhrDk1mnERdulrh1hIRFAt503gt7hoTz+drbbpRjTI5RXN3Dzn9dTXtPAc7ecxZC4KLdLCjoWEgEUFx3BjdOH8trWAg4crXK7HGO6tZr6Jm5dsoGckhP84cYMJgzq73ZJQclCIsC+PnMEEWEhPGFHE8Z0moYmD9/820Y25ZbxuwVTOC8twe2SgpaFRIAl9o1k4bRU/rX5MLml1W6XY0y34/Eo3/3nVt7JKuHB+RN6/ONHfWUh4YI7LxhJaIjw1Lt2NGGMP6kq//fqDl7ZUsB3Lh1tN8v5gYWEC5L69eK6jCG8tDGf/DI7mjDGH1SVn6/Yzd8+yeXOC0Zy10Wj3C6pW7CQcMm3LhpJiAi/eXOv26UY0y38bu0+/vj+AW46Zyj3zB5jPRv4iYWES5L79+bmGcP415bD7CqocLscY4LaH97N4dE1+7j6zME8cOV4Cwg/spBw0bcuGEW/XuH8ctUet0sxJmg98/5+Hlq5h7lnJPOLr55h3W34mYWEi/pHhXPXRSN5J6uEj3KOul2OMUHnuQ8P8OAbu7liYjKPXjeZUAsIv7OQcNlN5wwjpX8vHl65h+7UI68xne35dYd44LVdXDY+iUcXTCbMHj3aKeyv6rJe4aH8z6Vj2JZfzort9rwJY9pjyUcH+b9XdnDJuCR+v9CeTd2Z7C/bBVw1ZRBjB/bloZW7qW0I2mcrGRMQz7y/nx8t38ml6Uk8ef1UIsLsa6wz2V+3CwgNEX54ZTr5ZTU89U6O2+UY02X94d0cHnxjN3MmDuQJC4iAsL9wF3HuyATmnpHMU+/mWHcdxpxCVfn92n08tHIPV05K4bEFU+wUU4DYX7kLuf+KcYSFCD95fafbpRjTZagqD6/cwyOr9/KVKYP47bWTrJE6gOwv3YUk9+/Nty9OY83uYt7aU+R2Oca4zuNp7ovpD+/t54bpqfz6GguIQPPpry0icSKyWkT2Oe+xrcz3rIgUi8iOU8b/SkT2iMg2EfmXiMQ444eJSI2IbHFeT/tSZzC5dcZwRiZG88DyXdaIbXq0hiYP3/nnVv66Lpc7LhjBT+dNsBvlXOBrJN8LrFXVNGCtM+zNc8BsL+NXAxNU9QxgL3Bfi2k5qjrZed3pY51BIyIshB9/eQK5x6p50hqxTQ9VU9/Enc9vZNnmw3zn0tHcO3usdbXhEl9DYh6wxPm8BJjvbSZVfQ845mX8m6ra6AyuAwb7WE+3cF5aAvMnp/Dk29nWr5PpccprGrjp2U94K6uYn86fwN1fSrOAcJGvIZGkqoUAzvsAH9Z1K7CyxfBwEdksIu+KyMzWFhKR20UkU0QyS0pKfNh81/KjK8cTExXBd1/aSkOTx+1yjAmI4oparvvDx2zJO87jC6dy43R7HoTb2gwJEVkjIju8vOb5qwgRuR9oBP7mjCoEUlV1CvA/wN9FpJ+3ZVV1sapmqGpGYmKiv0pyXWx0BA/OH8/OggoWv7ff7XKM6XQ5JSf4ylMfkXusmj/fPI0rzrAnynUFYW3NoKqXtDZNRIpEJFlVC0UkGSjuaAEisgiYC1ysTudFqloH1DmfN4pIDjAayOzo+oPZ7AnJXDExmd+t2ces9CRGJ/V1uyRjOkXmwWN8/S+ZhIUIS2+fzhmDY9wuyTh8Pd20HFjkfF4EvNqRhUVkNnAP8GVVrW4xPlFEQp3PI4A0oEf+nP7xvPH06RXGd1/aRqOddjLd0MrthXztmU+Ii4pg2TdnWEB0Mb6GxMPALBHZB8xyhhGRFBFZcXImEXkB+BgYIyL5InKbM+lxoC+w+pRLXc8HtonIVuAl4E5V/VzDd0+Q0CeSB748nq15x3n6XbvayXQfqsqzHxzgW3/fxISUfrz0zXNJjY9yuyxzCulO3VNnZGRoZmb3OyOlqvzn0i28sb2QF++YzplD49wuyRifNDZ5+PFru3h+3SEuG5/E7xZMoVd4qNtl9VgislFVM7xNs1sXg4CI8OBVE0iJ6cW3X9hCeU2D2yUZc9oqahu4dUkmz687xB0XjOCp68+0gOjCLCSCRL9e4Ty2YApFFbXct2ybPaDIBKW8Y9Vc/dRHfJR9lF98dSL3XT7O7qLu4iwkgsiU1Fj+99IxrNh+hKUb8twux5gOWbe/lHlPfMiR8lr+cus0rjsr1e2STDtYSASZO84fwcy0BH782k6yjlS6XY4x7fLXdYe44ZlPiIkK55W7ZnDuqAS3SzLtZCERZEJChEeunUSfyHDueD6T8mprnzBdV0OThx+8sp0fvLKDmWkJvHLXDEYk9nG7LNMBFhJBaEDfXjx9w1QOH6/h20s30+Sx9gnT9RRX1nL9Hz/hr+tyufOCkTyz6Cz69Qp3uyzTQRYSQSpjWBw//vIE3t1bwq9WZbldjjGfkXnwGHMf+4Dth8v53YLJ3Hv5WEKtgTootdkth+m6vnZ2KjsKynn63RzSU/rx5UkpbpdkejhVZclHB3nwjd0Mju3NX26bxtiBXrtdM0HCQiLIPXDlePYeqeR7L21lREI0Ewb1d7sk00OdqGvk+8u2s3xrAZeMG8Aj106mf287vRTs7HRTkIsIC+GpG84kNiqC25Zs4PDxGrdLMj3Q7sIKvvz7D3h9WwHfuXQ0i2/MsIDoJiwkuoHEvpH8+ZazqK5vYtGz6zleXe92SaaHUFWWrs9l/hMfUlnXyN++Pp27v5RmN8h1IxYS3cTYgf1YfGMGuaXV3LYk056PbTpdZW0D//WPLdy7bDtnDYtjxbdncs7IeLfLMn5mIdGNnDMynt9eN5lNuWV8+wW7NNZ0nk25Zcx57H1e21rAf18ymiW3TiOxb6TbZZlOYCHRzVxxRjI/nJvOm7uK+MErO6yPJ+NXTR7l92v3cc3TH+PxwIt3nMN/XpJml7d2Y3Z1Uzd0y4zhFFfW8dQ7OUSECg98ebw9SN74LO9YNf/7z62sP3CMKyel8LOrJtjNcT2AhUQ39b3LxlDf6OFPHxxARPjRlekWFOa0qCovZubxk9d2ISL8+ppJfHXqIPvvqYewkOimRIQfXDEOVXj2wwOIwA/nWlCYjimurOXel7fz1p5ipo+I49fXTGJwrD09riexkOjGRIT/mzsORfnzhwcRmoctKExbVJXlWwt4YPlOquub+OHcdG4+d5hd2toDWUh0cyLCD+emf3pEUdPQxE/njScs1K5ZMN4dKa/l/n9tZ+2eYiYNieGRayYxaoD13NpTWUj0ACfbJHpHhPLUOzmUnqjjsYX2TGHzWarK0g15/PyN3TR4PPzginHcMmO4XbnUw/n0c1JE4kRktYjsc95jW5nvWREpFpEdp4x/QEQOi8gW5zWnxbT7RCRbRLJE5DJf6jTNQXHP7LE8cGU6q3cXceOfPrFnUZhPZRefYOEf13Hfsu1MGNSfVf91Pl+fOcICwvh8n8S9wFpVTQPWOsPePAfMbmXab1V1svNaASAi6cACYLyz3JMiYj97/eDmGcP5/cIpbM0r55o/fERhufX11JPVNjTx61VZXP6799hdWMlDX5nI379xNkPjo90uzXQRvobEPGCJ83kJMN/bTKr6HnCsg+tdqqp1qnoAyAam+VCnaWHuGSk8d8tZFByvZf4TH7Il77jbJRkXvJ1VzKW/fY/H387mykkprP3fC1g4LdUubDCf4WtIJKlqIYDzPuA01nG3iGxzTkmdPF01CMhrMU++M874ybmjEvjnnecQERbCtU9/zIuZeW0vZLqFg0er+PqSTG758wbCQ4UXvjGd31w7mYQ+1q2G+bw2G65FZA0w0Muk+/2w/aeAnwLqvD8C3Ap4+ynjtX8JEbkduB0gNTXVDyX1HOOS+7H8rvO4+4VNfO+lbew8XM4P5qYTblc+dUsn6hp5/K1snv3gAOGhzW1Ut503nIgw+/c2rWszJFT1ktamiUiRiCSraqGIJAPFHdm4qha1WNcfgdedwXxgSItZBwMFraxjMbAYICMjwzoq6qDY6AiW3DKNX/x7D398/wC7j1TyxNemWmdt3UiTR1m2KZ9frcqiuLKOr04dzD2zxzCgXy+3SzNBwNefEMuBRc7nRcCrHVnYCZaTrgJOXv20HFggIpEiMhxIA9b7WKtpRVhoCPdfkc6j101ma95xZj/6Hm/tKWp7QdOlqSpvZxVzxWPv892XtpES05t/fetcHrl2kgWEaTdf75N4GHhRRG4DcoFrAEQkBXhGVec4wy8AFwIJIpIP/EhV/wT8UkQm03wq6SBwB4Cq7hSRF4FdQCNwl6raAxI62fwpg0hP6ce3X9jMrc9lsuicodw3Z5zdTxGEtueX89DK3XyUU8rQ+Cge/9oUrpiYbI3SpsOkO3UlnZGRoZmZmW6XEfRqG5r45b+zePbDA4xO6sNjC6fYw+yDRNaRSh5ds5eVO44QFx3Bt780iq+dPdTaHcwXEpGNqprhdZqFhGnNO1nFfOef26ioaeCui0Zx54UjiAyzo4quKLu4kkfX7OON7YVER4Rx64xhfOP8EfS1rrxNO1hImNNWeqKOB17bxWtbCxiZGM3Pr5rI2SPsEZVdxZ4jFTz1Tg7LtxbQOzyUW2YM4xszRxATFeF2aSaIWEgYn72dVcz/vbKD/LIarssYwn1zxtoXkYsyDx7jqXdyWLunmKiIUG6cPpQ7LhhJXLT9m5iOs5AwflFT38Sja/fyzPsH6NcrjP/4Uho3TLfz3YHS5FHe2lPM4vdy2HCwjNiocG6ZMZybzhlqgW18YiFh/Gp3YQUPvrGLD7NLSY2L4ruXjeGKicn2rIFOUlHbwIsb8vjLx4fIPVZNSv9efOP8EVx31hCiIqwjZ+M7Cwnjd6rKe/uO8tCK3ew5UskZg/vzvcvGMmNUvF1m6Sf7iip5ft0hXtqYT3V9ExlDY7l5xjAuGz/Q7oo3fmUhYTpNk0d5ZfNhHnkzi4LyWiYN7s83LxzJpekD7cjiNFTVNfLGtkKWbshlU+5xIkJDmDspmVvOHc7Ewf3dLs90UxYSptPVNjSxbNNh/vBeDodKqxmRGM2dF4xk/uRB1mbRBo9H2ZhbxrJNh3ltawEn6hoZmRjNgrNSuWrqIOt4z3Q6CwkTME0eZcX2Qp56J4ddhRUk9Ink6jMHs+CsIQxLsGcUnKSq7C6s5NWth3l9ayGHj9fQKzyEuWeksOCsIZw5NNZO25mAsZAwAaeqvL/vKH9dd4i1e4pp8igzRsWzcFoqs9KTeuRNeR6Psu1wOWt2FfHvnUfILj5BWIgwMy2BeZMHcUl6En0irSHaBJ6FhHFVUUUtL27IY+mGPA4fr6FvrzBmjUtizsRkzktL6NZ9Q1XXN/LJ/mOs3l3Eml1FFFfWERoinDUslrlnpDBnYrLd22BcZyFhuoQmj/JB9lFe31rAm7uKKK9poE9kGBePG8DF45I4d2R80J9/b2jysC3/OB9ml/JB9lE255bR0KRER4RywZhEZqUncdGYAXZfg+lSLCRMl9PQ5OGjnFJWbi9k1c4jlFU3ADB2YF/OG5XAjFEJZAyL7fJ9D5WeqGNL3nE25x5nc14ZW3KPU1XfhAiMT+nHjFEJzBiZwNkj4nrkKTYTHCwkTJfW2ORhR0EFH2Yf5cPso2QeKqO+0QPAiIRoJg7uz8RBza+xA/vRPyrwwdHQ5OFQaRV7jlSy90glWUWV7DlSyaHSagBCQ4SxA/syJTWGc0cmcM6IeGLtNJIJEhYSJqjUNjSRebCMLXllbMsvZ/vhcgrLaz+dHhsVztD4aIbFRzE0PppBsb1J6BNBXHQk8dERxPeJaPedyKpKVX0TZVX1lFXXU1bdQOmJOg6X1ZBfVkP+8Wryy2ooOF5DQ1Pz/yshAsMSohmT1JdJQ2KYMiSGiYP7293PJmhZSJigV1JZx47D5WQXn+BgaVXz62g1BeU1ePtPODxUiAwLJTIshIiwECLDQggJERqaPDQ0Kg1NHuobPdQ2Nn365X+qxL6RDI7tzeDYKAbH9mZ0Uh9GJ/VlZGKfbt3YbnqeLwoJ++ljgkJi30guGjuAi8YO+Mz42oYmSirrOHqijmNV9ZSeqOdoVR0VNY3UN3qob2qirsFDfZOHRo8SERpCeKgQERZCeGgIkWGhxEaFExsVQWx0BLFR4cRFR5AS09uCwBgsJEyQ6xUeypC4KIbERbldijHdkvWXYIwxplUWEsYYY1plIWGMMaZVPoWEiMSJyGoR2ee8x7Yy37MiUiwiO04Z/w8R2eK8DorIFmf8MBGpaTHtaV/qNMYYc3p8PZK4F1irqmnAWmfYm+eA2aeOVNXrVHWyqk4GXgaWtZicc3Kaqt7pY53GGGNOg68hMQ9Y4nxeAsz3NpOqvgcca20l0twn8rXACz7WY4wxxo98DYkkVS0EcN4HtDF/a2YCRaq6r8W44SKyWUTeFZGZrS0oIreLSKaIZJaUlJzm5o0xxnjT5n0SIrIGGOhl0v1+rGMhnz2KKARSVbVURM4EXhGR8apaceqCqroYWAzNd1z7sSZjjOnx2gwJVb2ktWkiUiQiyapaKCLJQHFHCxCRMOArwJkttlkH1DmfN4pIDjAa+MI+NzZu3HhURA51tIZTJABHfVxHsOlp+9zT9hd63j73tP0F3/Z5aGsTfL3jejmwCHjYeX/1NNZxCbBHVfNPjhCRROCYqjaJyAggDdjf1opUNfE0tv8ZIpLZWh8m3VVP2+eetr/Q8/a5p+0vdN4++9om8TAwS0T2AbOcYUQkRURWnJxJRF4APgbGiEi+iNzWYh0L+HyD9fnANhHZCrwE3KmqrTZ8G2OM6Rw+HUmoailwsZfxBcCcFsMLv2AdN3sZ9zLNl8QaY4xxkd1x/XmL3S7ABT1tn3va/kLP2+eetr/QSfvcrZ4nYYwxxr/sSMIYY0yrLCSMMca0qseGhIjMFpEsEckWkc/1OSXNHnOmbxORqW7U6S/t2N/rnf3cJiIficgkN+r0p7b2ucV8Z4lIk4hcHcj6/K09+ysiFzqdZu4UkXcDXaO/teO/6/4i8pqIbHX2+RY36vSX1jpLbTHd/99bqtrjXkAokAOMACKArUD6KfPMAVYCAkwHPnG77k7e33OBWOfz5cG8v+3d5xbzvQWsAK52u+5O/jeOAXbR3JsBwAC36w7APn8f+IXzOZHmPuQi3K7dh30+H5gK7Ghlut+/t3rqkcQ0IFtV96tqPbCU5s4KW5oH/EWbrQNinLvKg1Gb+6uqH6lqmTO4Dhgc4Br9rT3/xgD/QfPl1h3uLaCLac/+fg1Ypqq5AKraE/ZZgb5OJ6J9aA6JxsCW6T/aRmepdML3Vk8NiUFAXovhfGdcR+cJFh3dl9to/jUSzNrcZxEZBFwFdIfnlbTn33g0ECsi74jIRhG5KWDVdY727PPjwDigANgO/KeqegJTniv8/r3la7ccwUq8jDv1WuD2zBMs2r0vInIRzSFxXqdW1Pnas8+PAvdoc/cvnV9R52rP/obR3EfaxUBv4GMRWaeqezu7uE7Snn2+DNgCfAkYCawWkffVS2eh3YTfv7d6akjkA0NaDA+m+ZdGR+cJFu3aFxE5A3gGuFyb76YPZu3Z5wxgqRMQCcAcEWlU1VcCUqF/tfe/6aOqWgVUich7wCQgWEOiPft8C/CwNp+wzxaRA8BYYH1gSgw4v39v9dTTTRuANBEZLiIRNPcftfyUeZYDNzlXC0wHytV5dkYQanN/RSSV5icD3hjEvyxbanOfVXW4qg5T1WE09xH2rSANCGjff9OvAjNFJExEooCzgd0BrtOf2rPPuThdB4lIEjCGdnQWGsT8/r3VI48kVLVRRO4GVtF8hcSzqrpTRO50pj9N89Uuc4BsoJrmXyRBqZ37+0MgHnjS+WXdqEHci2Y797nbaM/+qupuEfk3sA3wAM+oqtdLKYNBO/+Nfwo8JyLbaT4Vc4+qBm0X4k5nqRcCCSKSD/wICIfO+96ybjmMMca0qqeebjLGGNMOFhLGGGNaZSFhjDGmVRYSxhhjWmUhYYwxplUWEsYYY1plIWGMMaZV/w/ZYO0HSB2WgAAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[49] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    },
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "[50] loss: 0.000\n"
+     ]
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    }
+   ],
+   "metadata": {}
+  }
+ ],
+ "metadata": {
+  "interpreter": {
+   "hash": "283a19fe1c80cc8d674e9be3676f3725f85ae6255e6112c9eba9160b54893d27"
+  },
+  "kernelspec": {
+   "name": "python3",
+   "display_name": "Python 3.7.3 64-bit ('base': conda)"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
\ No newline at end of file
diff --git a/Project/script_project.py b/Project/script_project.py
new file mode 100644
index 0000000..e5a0349
--- /dev/null
+++ b/Project/script_project.py
@@ -0,0 +1,186 @@
+# overhead
+
+import logging
+import math
+import random
+import numpy as np
+import time
+import torch as t
+import torch.nn as nn
+from torch import optim
+from torch.nn import utils
+import matplotlib.pyplot as plt
+
+logger = logging.getLogger(__name__)
+
+# environment parameters
+
+FRAME_TIME = 0.1  # time interval
+GRAVITY_ACCEL = 0.12  # gravity constant
+BOOST_ACCEL = 0.18  # thrust constant
+DRAG_COEFF = 0.25 # Drag coefficient
+S = 1 # Surface Area
+RHO = 1.225 # Air Density at sea level
+
+
+# # the following parameters are not being used in the sample code
+# PLATFORM_WIDTH = 0.25  # landing platform width
+# PLATFORM_HEIGHT = 0.06  # landing platform height
+# ROTATION_ACCEL = 20  # rotation constant
+
+# define system dynamics
+# Notes: 
+# 0. You only need to modify the "forward" function
+# 1. All variables in "forward" need to be PyTorch tensors.
+# 2. All math operations in "forward" has to be differentiable, e.g., default PyTorch functions.
+# 3. Do not use inplace operations, e.g., x += 1. Please see the following section for an example that does not work.
+
+# define system dynamics
+# Notes: 
+# 0. You only need to modify the "forward" function
+# 1. All variables in "forward" need to be PyTorch tensors.
+# 2. All math operations in "forward" has to be differentiable, e.g., default PyTorch functions.
+# 3. Do not use inplace operations, e.g., x += 1. Please see the following section for an example that does not work.
+
+class Dynamics(nn.Module):
+    def __init__(self):
+        super(Dynamics, self).__init__()
+    @staticmethod
+    def forward(state, action):
+        """
+        action: thrust or no thrust
+        state[0] = y
+        state[1] = y_dot
+        """
+        # Apply gravity
+        # Note: Here gravity is used to change velocity which is the second element of the state vector
+        # Normally, we would do x[1] = x[1] + gravity * delta_time
+        # but this is not allowed in PyTorch since it overwrites one variable (x[1]) that is part of the computational graph to be differentiated.
+        # Therefore, I define a tensor dx = [0., gravity * delta_time], and do x = x + dx. This is allowed... 
+        delta_state_gravity = t.tensor([0., GRAVITY_ACCEL * FRAME_TIME]) 
+        delta_state_drag = t.tensor([0., -0.5*RHO*S*DRAG_COEFF*(state.detach().clone()[1]**2)])
+        # Thrust
+        # Note: Same reason as above. Need a 2-by-1 tensor.
+        delta_state = BOOST_ACCEL * FRAME_TIME * t.tensor([0., -1.]) * action
+        # Update velocity
+        # Update state
+        # Note: Same as above. Use operators on matrices/tensors as much as possible. Do not use element-wise operators as they are considered inplace.
+        
+        step_mat = t.tensor([[1., FRAME_TIME],
+                            [0., 1.]])
+        state = t.matmul(step_mat, state)
+        # state = state + delta_state + delta_state_gravity
+        state = state + delta_state + delta_state_gravity + delta_state_drag
+    
+        return state
+# a deterministic controller
+# Note:
+# 0. You only need to change the network architecture in "__init__"
+# 1. nn.Sigmoid outputs values from 0 to 1, nn.Tanh from -1 to 1
+# 2. You have all the freedom to make the network wider (by increasing "dim_hidden") or deeper (by adding more lines to nn.Sequential)
+# 3. Always start with something simple
+
+class Controller(nn.Module):
+
+    def __init__(self, dim_input, dim_hidden, dim_output):
+        """
+        dim_input: # of system states
+        dim_output: # of actions
+        dim_hidden: up to you
+        """
+        super(Controller, self).__init__()
+        self.network = nn.Sequential(
+            nn.Linear(dim_input, dim_hidden),
+            nn.Tanh(),
+            nn.Linear(dim_hidden, dim_output),
+            # You can add more layers here
+            nn.Sigmoid()
+        )
+
+    def forward(self, state):
+        action = self.network(state)
+        return action
+
+# the simulator that rolls out x(1), x(2), ..., x(T)
+# Note:
+# 0. Need to change "initialize_state" to optimize the controller over a distribution of initial states
+# 1. self.action_trajectory and self.state_trajectory stores the action and state trajectories along time
+
+class Simulation(nn.Module):
+
+    def __init__(self, controller, dynamics, T):
+        super(Simulation, self).__init__()
+        self.state = self.initialize_state()
+        self.controller = controller
+        self.dynamics = dynamics
+        self.T = T
+        self.action_trajectory = []
+        self.state_trajectory = []
+
+    def forward(self, state):
+        self.action_trajectory = []
+        self.state_trajectory = []
+        for _ in range(self.T):
+            action = self.controller.forward(state)
+            state = self.dynamics.forward(state, action)
+            self.action_trajectory.append(action)
+            self.state_trajectory.append(state)
+        return self.error(state)
+
+    @staticmethod
+    def initialize_state():
+        state = [1., 0.]  # TODO: need batch of initial states
+        return t.tensor(state, requires_grad=False).float()
+
+    def error(self, state):
+        return state[0]**2 + state[1]**2
+
+
+# set up the optimizer
+# Note:
+# 0. LBFGS is a good choice if you don't have a large batch size (i.e., a lot of initial states to consider simultaneously)
+# 1. You can also try SGD and other momentum-based methods implemented in PyTorch
+# 2. You will need to customize "visualize"
+# 3. loss.backward is where the gradient is calculated (d_loss/d_variables)
+# 4. self.optimizer.step(closure) is where gradient descent is done
+
+class Optimize:
+    def __init__(self, simulation):
+        self.simulation = simulation
+        self.parameters = simulation.controller.parameters()
+        self.optimizer = optim.LBFGS(self.parameters, lr=0.01)
+
+    def step(self):
+        def closure():
+            loss = self.simulation(self.simulation.state)
+            self.optimizer.zero_grad()
+            loss.backward()
+            print(loss)
+            return loss
+        self.optimizer.step(closure)
+        return closure()
+    
+    def train(self, epochs):
+        for epoch in range(epochs):
+            loss = self.step()
+            print('[%d] loss: %.3f' % (epoch + 1, loss))
+            self.visualize()
+
+    def visualize(self):
+        data = np.array([self.simulation.state_trajectory[i].detach().numpy() for i in range(self.simulation.T)])
+        x = data[:, 0]
+        y = data[:, 1]
+        plt.plot(x, y)
+        plt.show()
+
+# Now it's time to run the code!
+
+T = 100  # number of time steps
+dim_input = 2  # state space dimensions
+dim_hidden = 6  # latent dimensions
+dim_output = 1  # action space dimensions
+d = Dynamics()  # define dynamics
+c = Controller(dim_input, dim_hidden, dim_output)  # define controller
+s = Simulation(c, d, T)  # define simulation
+o = Optimize(s)  # define optimizer
+o.train(1)  # solve the optimization problem
\ No newline at end of file

From b27d6b7eeb1376d180e1e9c7ed309f1267453b49 Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Mon, 18 Oct 2021 21:08:44 -0700
Subject: [PATCH 19/33] 3 DOF w/ Drag dynamics

---
 Homework/Homework3.ipynb                      | 186 ++++----
 ...ithms and differentiable programming.ipynb |  92 ++--
 Project/Project_1_rocket.ipynb                | 410 ++++++++++--------
 Project/script_project.py                     |  55 ++-
 4 files changed, 386 insertions(+), 357 deletions(-)

diff --git a/Homework/Homework3.ipynb b/Homework/Homework3.ipynb
index cc8d45f..1572a0e 100644
--- a/Homework/Homework3.ipynb
+++ b/Homework/Homework3.ipynb
@@ -2,7 +2,6 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "metadata": {},
    "source": [
     "### Problem 1 (50 points) \n",
     "\n",
@@ -55,24 +54,86 @@
     "\n",
     "\n",
     "\n"
-   ]
+   ],
+   "metadata": {}
   },
   {
    "cell_type": "code",
    "execution_count": 9,
-   "metadata": {},
+   "source": [
+    "# Problem 1 : Least squares fitting for vapor-liquid equilibrium\n",
+    "import torch\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "\n",
+    "def model(X, A, p_sat):\n",
+    "    p1 = A[0]*X[0]\n",
+    "    p2 = A[1]*X[1]\n",
+    "    sum = p1 + p2\n",
+    "    k1 = A[0]*((p2/sum)**2)\n",
+    "    k2 = A[1]*((p1/sum)**2)\n",
+    "    t1 = X[0]*torch.exp(k1)*p_sat[0]\n",
+    "    t2 = X[1]*torch.exp(k2)*p_sat[1]\n",
+    "    return t1 + t2\n",
+    "\n",
+    "# Define the variables to be optimized over\n",
+    "A = torch.tensor([1.94,1.63], requires_grad = True, dtype = torch.float64)\n",
+    "# Data\n",
+    "X = np.asarray([np.arange(0,1.1,0.1), 1-np.arange(0,1.1,0.1)])\n",
+    "X = torch.from_numpy(X)\n",
+    "p = torch.tensor([28.1, 34.4, 36.7, 36.9, 36.8, 36.7, 36.5, 35.4, 32.9, 27.7, 17.5], requires_grad =  False, dtype = torch.float64)\n",
+    "# Constants\n",
+    "a = torch.tensor([[8.07131, 1730.63, 233.426],[7.43155, 1554.679, 240.337]], requires_grad= False)\n",
+    "T = 20\n",
+    "p_sat_water = torch.tensor(a[0][0] - (a[0][1]/(T + a[0][2])))\n",
+    "p_sat_dioxane = torch.tensor(a[1][0] - (a[1][1]/(T + a[1][2])))\n",
+    "p_sat = torch.tensor([p_sat_water**10, p_sat_dioxane**10])\n",
+    "\n",
+    "def phi(alpha,p, A):\n",
+    "    return np.sum((p - model(X, A, p_sat)).detach().numpy()**2) - alpha*0.8*np.dot(A.grad, A.grad)\n",
+    "\n",
+    "def line_search(X, p, A, p_sat):\n",
+    "    alpha = 0.1  # initialize step size\n",
+    "    while phi(alpha, p, A)<np.sum((p - model(X, A-alpha*A.grad, p_sat)).detach().numpy()**2):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction\n",
+    "        alpha = 0.5*alpha\n",
+    "    return alpha\n",
+    "n_iter = 500\n",
+    "for i in range(n_iter):\n",
+    "    # Define the loss function\n",
+    "    loss = torch.sum((p - model(X, A, p_sat))**2)\n",
+    "    loss.backward()\n",
+    "    # alpha = line_search(X = X, p = p, A = A, p_sat = p_sat)\n",
+    "    alpha = 0.001\n",
+    "    print(\"Alpha:\", alpha, \"Loss:\", loss.data.numpy(), \"Gradient:\", A.grad.numpy(), \"Parameter:\", A.data.numpy())\n",
+    "\n",
+    "    with torch.no_grad():\n",
+    "        A -= alpha * A.grad\n",
+    "        if np.linalg.norm(A.grad) == 0:\n",
+    "            break\n",
+    "        A.grad.zero_()\n",
+    "        alpha /= 1.1\n",
+    "p_final = model(X, A, p_sat)\n",
+    "print(\"Model: \", p_final)\n",
+    "print(\"Truth: \", p)\n",
+    "plt.plot(p_final.detach().numpy(), 'red')\n",
+    "plt.plot(p.detach().numpy(), 'blue')\n",
+    "plt.legend()\n",
+    "\n",
+    "\n"
+   ],
    "outputs": [
     {
-     "name": "stderr",
      "output_type": "stream",
+     "name": "stderr",
      "text": [
       "/home/rrathnak/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
       "/home/rrathnak/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:27: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n"
      ]
     },
     {
-     "name": "stdout",
      "output_type": "stream",
+     "name": "stdout",
      "text": [
       "Model:  [43.93416584 44.40846759 43.8388029  43.19336931 42.67218394 42.11159932\n",
       " 41.08143515 38.83853884 34.17850146 25.17473202  8.76035439]\n",
@@ -446,15 +507,15 @@
      ]
     },
     {
-     "name": "stderr",
      "output_type": "stream",
+     "name": "stderr",
      "text": [
       "No handles with labels found to put in legend.\n"
      ]
     },
     {
-     "name": "stdout",
      "output_type": "stream",
+     "name": "stdout",
      "text": [
       "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
       "Alpha: 0.001 Loss: 416.4419747374616 Gradient: [ 9.94759830e-14 -7.10542736e-14] Parameter: [1.17373945 2.23435471]\n",
@@ -598,16 +659,17 @@
      ]
     },
     {
+     "output_type": "execute_result",
      "data": {
       "text/plain": [
        "<matplotlib.legend.Legend at 0x7fc342d84240>"
       ]
      },
-     "execution_count": 9,
      "metadata": {},
-     "output_type": "execute_result"
+     "execution_count": 9
     },
     {
+     "output_type": "display_data",
      "data": {
       "image/png": 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",
       "text/plain": [
@@ -616,91 +678,14 @@
      },
      "metadata": {
       "needs_background": "light"
-     },
-     "output_type": "display_data"
+     }
     }
    ],
-   "source": [
-    "# Problem 1 : Least squares fitting for vapor-liquid equilibrium\n",
-    "import torch\n",
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "\n",
-    "def model(X, A, p_sat):\n",
-    "    p1 = A[0]*X[0]\n",
-    "    p2 = A[1]*X[1]\n",
-    "    sum = p1 + p2\n",
-    "    k1 = A[0]*((p2/sum)**2)\n",
-    "    k2 = A[1]*((p1/sum)**2)\n",
-    "    t1 = X[0]*torch.exp(k1)*p_sat[0]\n",
-    "    t2 = X[1]*torch.exp(k2)*p_sat[1]\n",
-    "    return t1 + t2\n",
-    "\n",
-    "# Define the variables to be optimized over\n",
-    "A = torch.tensor([1.94,1.63], requires_grad = True, dtype = torch.float64)\n",
-    "# Data\n",
-    "X = np.asarray([np.arange(0,1.1,0.1), 1-np.arange(0,1.1,0.1)])\n",
-    "X = torch.from_numpy(X)\n",
-    "p = torch.tensor([28.1, 34.4, 36.7, 36.9, 36.8, 36.7, 36.5, 35.4, 32.9, 27.7, 17.5], requires_grad =  False, dtype = torch.float64)\n",
-    "# Constants\n",
-    "a = torch.tensor([[8.07131, 1730.63, 233.426],[7.43155, 1554.679, 240.337]], requires_grad= False)\n",
-    "T = 20\n",
-    "p_sat_water = torch.tensor(a[0][0] - (a[0][1]/(T + a[0][2])))\n",
-    "p_sat_dioxane = torch.tensor(a[1][0] - (a[1][1]/(T + a[1][2])))\n",
-    "p_sat = torch.tensor([p_sat_water**10, p_sat_dioxane**10])\n",
-    "\n",
-    "def phi(alpha,p, A):\n",
-    "    return np.sum((p - model(X, A, p_sat)).detach().numpy()**2) - alpha*0.8*np.dot(A.grad, A.grad)\n",
-    "\n",
-    "def line_search(X, p, A, p_sat):\n",
-    "    alpha = 0.1  # initialize step size\n",
-    "    while phi(alpha, p, A)<np.sum((p - model(X, A-alpha*A.grad, p_sat)).detach().numpy()**2):  # if f(x+a*d)>phi(a) then backtrack. d is the search direction\n",
-    "        alpha = 0.5*alpha\n",
-    "    return alpha\n",
-    "n_iter = 500\n",
-    "for i in range(n_iter):\n",
-    "    # Define the loss function\n",
-    "    loss = torch.sum((p - model(X, A, p_sat))**2)\n",
-    "    loss.backward()\n",
-    "    # alpha = line_search(X = X, p = p, A = A, p_sat = p_sat)\n",
-    "    alpha = 0.001\n",
-    "    print(\"Alpha:\", alpha, \"Loss:\", loss.data.numpy(), \"Gradient:\", A.grad.numpy(), \"Parameter:\", A.data.numpy())\n",
-    "\n",
-    "    with torch.no_grad():\n",
-    "        A -= alpha * A.grad\n",
-    "        if np.linalg.norm(A.grad) == 0:\n",
-    "            break\n",
-    "        A.grad.zero_()\n",
-    "        alpha /= 1.1\n",
-    "p_final = model(X, A, p_sat)\n",
-    "print(\"Model: \", p_final)\n",
-    "print(\"Truth: \", p)\n",
-    "plt.plot(p_final.detach().numpy(), 'red')\n",
-    "plt.plot(p.detach().numpy(), 'blue')\n",
-    "plt.legend()\n",
-    "\n",
-    "\n"
-   ]
+   "metadata": {}
   },
   {
    "cell_type": "code",
    "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 720x504 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
    "source": [
     "# Problem 2: Bayesian Optimization\n",
     "import sklearn.gaussian_process as gp\n",
@@ -773,16 +758,31 @@
     "ax.scatter3D(X[:,0], X[:,1], Y, color = \"green\")\n",
     "ax.plot_surface(x_pts, y_pts, z__, color='blue', alpha = 0.5)\n",
     "plt.show()"
-   ]
+   ],
+   "outputs": [
+    {
+     "output_type": "display_data",
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    }
+   ],
+   "metadata": {}
   }
  ],
  "metadata": {
   "interpreter": {
-   "hash": "01ef4f39dfdb6b9ac45b62b4072444b380e64c61157c7fbd20fb951243ee6c76"
+   "hash": "283a19fe1c80cc8d674e9be3676f3725f85ae6255e6112c9eba9160b54893d27"
   },
   "kernelspec": {
-   "display_name": "Python 3.7.3 64-bit ('base': conda)",
-   "name": "python3"
+   "name": "python3",
+   "display_name": "Python 3.7.3 64-bit ('base': conda)"
   },
   "language_info": {
    "codemirror_mode": {
@@ -799,4 +799,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
+}
\ No newline at end of file
diff --git a/Project/Project 1 gradient based algorithms and differentiable programming.ipynb b/Project/Project 1 gradient based algorithms and differentiable programming.ipynb
index 042e0c0..9fd57d5 100644
--- a/Project/Project 1 gradient based algorithms and differentiable programming.ipynb	
+++ b/Project/Project 1 gradient based algorithms and differentiable programming.ipynb	
@@ -2,8 +2,6 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "attempted-merchandise",
-   "metadata": {},
    "source": [
     "# Project 1: Gradient-based Algorithms and Differentiable Programming\n",
     "\n",
@@ -48,14 +46,12 @@
     "## 2. Sample Code\n",
     "\n",
     "Before you start, please make sure you install the PyTorch package in Python. If you are using Pycharm, you can do so through *setting*->*Project: Your Project Name*->*Project Interpreter*->*Install (the little plus sign to the right of the window)*. "
-   ]
+   ],
+   "metadata": {}
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "id": "center-trustee",
-   "metadata": {},
-   "outputs": [],
+   "execution_count": null,
    "source": [
     "# overhead\n",
     "\n",
@@ -71,33 +67,30 @@
     "import matplotlib.pyplot as plt\n",
     "\n",
     "logger = logging.getLogger(__name__)"
-   ]
+   ],
+   "outputs": [],
+   "metadata": {}
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "id": "induced-midnight",
-   "metadata": {},
-   "outputs": [],
+   "execution_count": null,
    "source": [
     "# environment parameters\n",
     "\n",
     "FRAME_TIME = 0.1  # time interval\n",
     "GRAVITY_ACCEL = 0.12  # gravity constant\n",
     "BOOST_ACCEL = 0.18  # thrust constant\n",
-    "DRAG_COEFF =\n",
     "# # the following parameters are not being used in the sample code\n",
     "# PLATFORM_WIDTH = 0.25  # landing platform width\n",
     "# PLATFORM_HEIGHT = 0.06  # landing platform height\n",
     "# ROTATION_ACCEL = 20  # rotation constant"
-   ]
+   ],
+   "outputs": [],
+   "metadata": {}
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
-   "id": "injured-panic",
-   "metadata": {},
-   "outputs": [],
+   "execution_count": null,
    "source": [
     "# define system dynamics\n",
     "# Notes: \n",
@@ -134,14 +127,13 @@
     "        state = t.matmul(step_mat, state)\n",
     "        state = state + delta_state + delta_state_gravity\n",
     "        return state"
-   ]
+   ],
+   "outputs": [],
+   "metadata": {}
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "rotary-constitutional",
-   "metadata": {},
-   "outputs": [],
    "source": [
     "# # Demonstrate the inplace operation issue\n",
     "\n",
@@ -168,14 +160,13 @@
     "#         state = t.matmul(step_mat, state)\n",
     "\n",
     "#         return state"
-   ]
+   ],
+   "outputs": [],
+   "metadata": {}
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
-   "id": "controlling-basement",
-   "metadata": {},
-   "outputs": [],
+   "execution_count": null,
    "source": [
     "# a deterministic controller\n",
     "# Note:\n",
@@ -204,14 +195,13 @@
     "    def forward(self, state):\n",
     "        action = self.network(state)\n",
     "        return action"
-   ]
+   ],
+   "outputs": [],
+   "metadata": {}
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
-   "id": "bibliographic-rainbow",
-   "metadata": {},
-   "outputs": [],
+   "execution_count": null,
    "source": [
     "# the simulator that rolls out x(1), x(2), ..., x(T)\n",
     "# Note:\n",
@@ -246,14 +236,13 @@
     "\n",
     "    def error(self, state):\n",
     "        return state[0]**2 + state[1]**2"
-   ]
+   ],
+   "outputs": [],
+   "metadata": {}
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "id": "celtic-argument",
-   "metadata": {},
-   "outputs": [],
+   "execution_count": null,
    "source": [
     "# set up the optimizer\n",
     "# Note:\n",
@@ -290,14 +279,13 @@
     "        y = data[:, 1]\n",
     "        plt.plot(x, y)\n",
     "        plt.show()"
-   ]
+   ],
+   "outputs": [],
+   "metadata": {}
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "adequate-cosmetic",
-   "metadata": {},
-   "outputs": [],
    "source": [
     "# Now it's time to run the code!\n",
     "\n",
@@ -310,12 +298,12 @@
     "s = Simulation(c, d, T)  # define simulation\n",
     "o = Optimize(s)  # define optimizer\n",
     "o.train(50)  # solve the optimization problem"
-   ]
+   ],
+   "outputs": [],
+   "metadata": {}
   },
   {
    "cell_type": "markdown",
-   "id": "lightweight-donor",
-   "metadata": {},
    "source": [
     "## 3. A Better Problem Formulation\n",
     "\n",
@@ -354,12 +342,11 @@
     "$$\n",
     "\n",
     "The code up this new problem, you will fully utilize the tensor operations in PyTorch. For example, the state tensor \"x\" will now become a N-by-2 matrix, where the first dimension represents the number of trajectories to be optimized. "
-   ]
+   ],
+   "metadata": {}
   },
   {
    "cell_type": "markdown",
-   "id": "wicked-wealth",
-   "metadata": {},
    "source": [
     "## 4. Grading\n",
     "\n",
@@ -370,16 +357,17 @@
     "* (30%) Analysis of the results: Please document the convergence and the optimal solutions (e.g., the state trajectory if it is a control problem).\n",
     "\n",
     "* (Bonus 20%) Formulation of a problem different from rocket landing: The PyTorch framework can also be used for other engineering problems, e.g., for structure design with nonlinear mechanical properties. You get 20 bonus points for solving your own problems that are at least at the same level of difficulty as rocket landing. "
-   ]
+   ],
+   "metadata": {}
   }
  ],
  "metadata": {
   "interpreter": {
-   "hash": "01ef4f39dfdb6b9ac45b62b4072444b380e64c61157c7fbd20fb951243ee6c76"
+   "hash": "283a19fe1c80cc8d674e9be3676f3725f85ae6255e6112c9eba9160b54893d27"
   },
   "kernelspec": {
-   "display_name": "Python 3.7.3 64-bit ('base': conda)",
-   "name": "python3"
+   "name": "python3",
+   "display_name": "Python 3.7.3 64-bit ('base': conda)"
   },
   "language_info": {
    "codemirror_mode": {
@@ -396,4 +384,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
+}
\ No newline at end of file
diff --git a/Project/Project_1_rocket.ipynb b/Project/Project_1_rocket.ipynb
index c6f5c08..9f838ee 100644
--- a/Project/Project_1_rocket.ipynb
+++ b/Project/Project_1_rocket.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 245,
    "source": [
     "# overhead\n",
     "\n",
@@ -24,7 +24,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 246,
    "source": [
     "# environment parameters\n",
     "\n",
@@ -33,14 +33,15 @@
     "BOOST_ACCEL = 0.18  # thrust constant\n",
     "DRAG_COEFF = 0.25 # Drag coefficient\n",
     "S = 1 # Surface Area of rocket\n",
-    "RHO = 1.225 # Air Density at sea level"
+    "RHO = 1.225 # Air Density at sea level\n",
+    "RADIUS = 1 # Test w/ unit radius of rotation first..."
    ],
    "outputs": [],
    "metadata": {}
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 247,
    "source": [
     "# define system dynamics\n",
     "# Notes: \n",
@@ -56,29 +57,38 @@
     "    def forward(state, action):\n",
     "        \"\"\"\n",
     "        action: thrust or no thrust\n",
-    "        state[0] = y\n",
-    "        state[1] = y_dot\n",
+    "        state[0] = x_h\n",
+    "        state[1] = x_h_dot\n",
+    "        state[2] = x_v\n",
+    "        state[3] = x_v_dot\n",
+    "        state[4] = fpa\n",
+    "        state[5] = fpa_dot\n",
     "        \"\"\"\n",
-    "        # Apply gravity\n",
-    "        # Note: Here gravity is used to change velocity which is the second element of the state vector\n",
-    "        # Normally, we would do x[1] = x[1] + gravity * delta_time\n",
-    "        # but this is not allowed in PyTorch since it overwrites one variable (x[1]) that is part of the computational graph to be differentiated.\n",
-    "        # Therefore, I define a tensor dx = [0., gravity * delta_time], and do x = x + dx. This is allowed... \n",
-    "        delta_state_gravity = t.tensor([0., GRAVITY_ACCEL * FRAME_TIME]) \n",
-    "        delta_state_drag = t.tensor([0., -0.5*RHO*S*DRAG_COEFF*(state.detach().clone()[1]**2)])\n",
-    "        # Thrust\n",
-    "        # Note: Same reason as above. Need a 2-by-1 tensor.\n",
-    "        delta_state = BOOST_ACCEL * FRAME_TIME * t.tensor([0., -1.]) * action\n",
-    "        # Update velocity\n",
-    "        # Update state\n",
-    "        # Note: Same as above. Use operators on matrices/tensors as much as possible. Do not use element-wise operators as they are considered inplace.\n",
-    "        \n",
-    "        step_mat = t.tensor([[1., FRAME_TIME],\n",
-    "                            [0., 1.]])\n",
+    "        vertical_component_velocity = (-0.5*RHO*S*DRAG_COEFF*FRAME_TIME*(state.detach().clone()[3]**2))*t.sin(state.detach().clone()[4]) + (GRAVITY_ACCEL * FRAME_TIME)\n",
+    "        delta_state_vertical = t.tensor([0., 0., 0., vertical_component_velocity, 0., vertical_component_velocity/RADIUS])\n",
+    "        horizontal_component_velocity = ((-0.5*RHO*S*DRAG_COEFF*FRAME_TIME*(state.detach().clone()[1]**2))*t.cos(state.detach().clone()[4]))\n",
+    "        delta_state_horizontal =  t.tensor([0., horizontal_component_velocity, 0., 0., 0., horizontal_component_velocity/RADIUS])\n",
+    "        delta_state = BOOST_ACCEL * FRAME_TIME * t.tensor([0., -1., 0., -1, 0., -1/RADIUS]) * action\n",
+    "        step_mat = t.tensor([[1., FRAME_TIME, 0., 0., 0., 0.],\n",
+    "                             [0., 1., 0., 0., 0., 0.],\n",
+    "                             [0., 0., 1., FRAME_TIME, 0., 0.],\n",
+    "                             [0., 0., 0., 1., 0., 0.],\n",
+    "                             [0., 0., 0., 0., 1., FRAME_TIME],\n",
+    "                             [0., 0., 0., 0., 0., 1.]\n",
+    "                            ])\n",
+    "\n",
     "        state = t.matmul(step_mat, state)\n",
-    "        # state = state + delta_state + delta_state_gravity\n",
-    "        state = state + delta_state + delta_state_gravity + delta_state_drag\n",
-    "    \n",
+    "        state = state + delta_state_horizontal + delta_state_vertical + delta_state\n",
+    "\n",
+    "        # delta_state_gravity = t.tensor([0., GRAVITY_ACCEL * FRAME_TIME]) \n",
+    "        # delta_state_drag = t.tensor([0., -0.5*RHO*S*DRAG_COEFF*FRAME_TIME*(state.detach().clone()[1]**2)])\n",
+    "        # delta_state = BOOST_ACCEL * FRAME_TIME * t.tensor([0., -1.]) * action\n",
+    "\n",
+    "        # step_mat = t.tensor([[1., FRAME_TIME],\n",
+    "        #                     [0., 1.]])\n",
+    "        # state = t.matmul(step_mat, state)\n",
+    "        # state = state + delta_state + delta_state_gravity + delta_state_drag\n",
+    "        \n",
     "        return state"
    ],
    "outputs": [],
@@ -86,7 +96,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 248,
    "source": [
     "# a deterministic controller\n",
     "# Note:\n",
@@ -121,7 +131,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 249,
    "source": [
     "# the simulator that rolls out x(1), x(2), ..., x(T)\n",
     "# Note:\n",
@@ -151,18 +161,19 @@
     "\n",
     "    @staticmethod\n",
     "    def initialize_state():\n",
-    "        state = [1., 0.]  # TODO: need batch of initial states\n",
+    "        state = [1., 0., 1., 0., 1.57, 0.]  # TODO: need batch of initial states\n",
+    "        # state = [1., 0.]\n",
     "        return t.tensor(state, requires_grad=False).float()\n",
     "\n",
     "    def error(self, state):\n",
-    "        return state[0]**2 + state[1]**2"
+    "        return state[0]**2 + state[1]**2 + state[2]**2 + state[3]**2 + state[4]**2 + state[5]**2"
    ],
    "outputs": [],
    "metadata": {}
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 250,
    "source": [
     "# set up the optimizer\n",
     "# Note:\n",
@@ -191,14 +202,37 @@
     "    def train(self, epochs):\n",
     "        for epoch in range(epochs):\n",
     "            loss = self.step()\n",
-    "            print('[%d] loss: %.3f' % (epoch + 1, loss))\n",
-    "            self.visualize()\n",
+    "            if epoch%1 == 0: \n",
+    "                print('[%d] loss: %.3f' % (epoch + 1, loss))\n",
+    "                self.visualize()\n",
+    "            \n",
     "\n",
     "    def visualize(self):\n",
     "        data = np.array([self.simulation.state_trajectory[i].detach().numpy() for i in range(self.simulation.T)])\n",
-    "        x = data[:, 0]\n",
-    "        y = data[:, 1]\n",
-    "        plt.plot(x, y)\n",
+    "        action_data = np.array([self.simulation.action_trajectory[i].detach().numpy() for i in range(self.simulation.T)])\n",
+    "        x_h = data[:, 0]\n",
+    "        x_h_dot = data[:, 1]\n",
+    "        x_v = data[:, 2]\n",
+    "        x_v_dot = data[:, 3]\n",
+    "        fpa = data[:, 4]\n",
+    "        fpa_dot = data[:, 5]\n",
+    "        fig = plt.figure(figsize= (30,30))\n",
+    "        plt.subplot(1,4,1)\n",
+    "        plt.plot(x_h, x_h_dot)\n",
+    "        plt.xlabel('Horizontal displacement')\n",
+    "        plt.ylabel('Horizontal velocity')\n",
+    "        plt.subplot(1,4,2)\n",
+    "        plt.plot(x_v, x_v_dot)\n",
+    "        plt.xlabel('Vertical displacement')\n",
+    "        plt.ylabel('Vertical velocity')\n",
+    "        plt.subplot(1,4,3)\n",
+    "        plt.plot(fpa, fpa_dot)\n",
+    "        plt.xlabel('Flight path angle')\n",
+    "        plt.ylabel('Angular velocity')\n",
+    "        plt.subplot(1,4,4)\n",
+    "        plt.plot(action_data)\n",
+    "        plt.xlabel('Time_step')\n",
+    "        plt.ylabel('Action')\n",
     "        plt.show()"
    ],
    "outputs": [],
@@ -206,13 +240,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 251,
    "source": [
     "# Now it's time to run the code!\n",
     "\n",
     "T = 100  # number of time steps\n",
-    "dim_input = 2  # state space dimensions\n",
-    "dim_hidden = 6  # latent dimensions\n",
+    "dim_input = 6  # state space dimensions\n",
+    "dim_hidden = 24  # latent dimensions\n",
     "dim_output = 1  # action space dimensions\n",
     "d = Dynamics()  # define dynamics\n",
     "c = Controller(dim_input, dim_hidden, dim_output)  # define controller\n",
@@ -225,15 +259,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[1] loss: 1.616\n"
+      "[1] loss: 27.568\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -244,15 +278,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[2] loss: 0.872\n"
+      "[2] loss: 26.126\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -263,15 +297,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[3] loss: 0.454\n"
+      "[3] loss: 25.647\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -282,15 +316,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[4] loss: 0.264\n"
+      "[4] loss: 25.446\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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OA5+pqyrSlz66T9HxuD7yxf2KTSZcRwIA4KY0hyIKGGlvHaUYAMC7DrZH1Rmd0Dt2rXIdZV64ogkAmJdLJ8UYnwjgKp9+6qTiybT+609tcx0FPrWjplyf/flGnemN6Vf+vlXxZNp1JAAA5q0lNKQtK8pUkh90HQUAgGv6zuFu5eUEdP+2zLopllIMADAvqfT0BUZ2igG4XGs4oq+3duoX71mrNUuLXceBj71pU7X+50/v1AtnB/Qf/+WwrLWuIwEAMGfJVFoHwlFGJwIAPC2dtnrySLfeuGmpygszZ3SiRCkGAJgnTooBuJq1Vv/zyROqLs3Xr927wXUcQO9rqtVv379J3zjQqT/+3inXcQAAmLOTPTGNx1NqrKcUAwB414H2qLqGJ/WOXStdR5k3zmEDAOblJzvFKMUATPv+8V7tb4voD9+zU8WM+YFHfPItG9Q1PKnPPntOdZVFeuS2OteRAAC4oea2IUlS05pKx0kAALi2bx/uUl4woPsycJ84Vy0AAPOSTF08KcZhYwBSIpXWp586qfXVxfrZptWu4wCXGGP0Bw9vV2d0Qr/7r0dVs6RQ92ysdh0LAIDrag5FtKq8QDUVha6jAAAwq4ujE9+0qVqlBZk1OlFifCIAYJ4unRTL4aQYAOmr+9t1vn9Mn3pwq4I5vLWEtwRzAvrMB/dq47IS/erft+pUT8x1JAAArqslFFEjp8QAAB7WGo6od2RK79iZeaMTJUoxAMA8sVMMwEWjU0n92dOndduaSt23dZnrOMCsSgty9YWP7FNRfo4++sVX1Tcy6ToSAACz6oxOqHt4Uk3sEwMAeNh3j/YoLyegt2bodQBKMQDAvCTTaUnsFAMg/c1z5zUwGtfvPLRFxvD/CfCuVRWF+tsP71N0IqGPP96s8XjSdSQAAF7j4j6xRkoxAIBHWWv11NEe3b1xaUaOTpQoxQAA8/STnWJcAAf8rG9kUn/z/Hm9Y+dK7a3jwg28b0dNuf7yA3t1rGtYv/XVQ0rPnHz2K2PMA8aYU8aYs8aYT83y9YeNMYeNMQeNMc3GmLsv+1qbMebIxa8tbnIAyF7NbREV5+Voy4pS11EAAJjVkc5hdUYn9MCOFa6j3DRKMQDAvFzaKUYpBvjaX/zgjOLJtP7vt292HQWYs7duXa7/9NBWPXWsR//v90+5juOMMSZH0mckPShpm6QPGGO2XfW0ZyTtttbukfQxSZ+/6uv3Wmv3WGubFjovAPhFcyiivXVL2NMKAPCsJ4/0KBgwetu25a6j3DReZQEA8/KTnWK8hAB+1T40rq/ub9f799VqzdJi13GAefn43Wv1gdtq9ZkfntPXWztcx3HlNklnrbXnrbVxSV+R9PDlT7DWjlprLx6nK5bk76N1ALDAYpMJneoZYXQiAMCzpkcnduvO9VWqKMpzHeemcUUTADAvKXaKAb73mR+elZHRJ9+ywXUUYN6MMfr9h3foznVV+tS/HNH+mf0tPlMjqf2yzztmHruCMeY9xpiTkr6j6dNiF1lJ/2aMaTHGPLqgSQHAJw6Eo0pbqWkNpRgAwJtO9sTUNjie0aMTJUoxAMA8JWZ2iuXmUIoBfhQaHNPXWjr0wdvrtLK80HUc4Kbk5gT0Vz/foJolhfrlv2tR+9C460iLbbYX8decBLPWfsNau0XSuyX9wWVfeoO1tkHT4xd/zRjzxll/iDGPzuwja+7v778FsQEgezWHIgoYsasVAOBZ3z3aI2Okt22jFAMA+EgynVZOwMgYSjHAj/7yB2cVDBj9ypvXu44CvC4VRXn62w83yVqrVy747rRYh6Tayz5fLanrWk+21j4nab0xZunM510zv/ZJ+oamxzHO9n2fs9Y2WWubqqurb1V2AMhKLaEhbVlRppL8oOsoAADM6qmj3bptTaWqS/NdR3ldKMUAAPOSTFkFGZ0I+NKFgTF9vbVDP39HvZaXFbiOA7xu66pL9Oy/v1fvbVztOspi2y9pozFmrTEmT9Ijkp64/AnGmA1m5g4YY0yDpDxJg8aYYmNM6czjxZLeJunooqYHgCyTTKV1IBxldCIAwLPO9o3qdO+oHszw0YmSxO0nAIB5SaSscnO4pwLwo7945ozyggF94k2cEkP2KC/KdR1h0Vlrk8aYT0r6nqQcSV+w1h4zxnxi5uuPSfoZSb9gjElImpD0fmutNcYsl/SNmb4sKOkfrbVPOfmDAECWONkT03g8pcZ6SjEAgDd971iPJOntlGIAAL9JptMKsk8M8J2zfTF982CnfumedRk/KgGAZK19UtKTVz322GUf/5GkP5rl+85L2r3gAQHAR5rbpsf47ltT6TgJAACz+96xHu2urciK3eLc6g8AmJdEyioY4OUD8Js/f+asCnJz9Ogb17mOAgAAkFWaQxGtKi/QqorMv9AIAMg+XdEJHe4Y1tu3L3cd5ZbgqiYAYF6SqbRyOSkG+Mr5/lF9+3CXfuHONaoq4ZQYAADArWKtVXNbRI2cEgMAeNTTJ3olSW/blvmjEyVKMQDAPCXTlvGJgM889qNzyssJ6BfvWes6CgAAQFbpGp5Uz8ikmtgnBgDwqO8d69H66mJtWFbiOsotQSkGAJiXeCqtXMYnAr7RPTyhbxzo1Pv31Wopp8QAAABuqYv7xBopxQAAHjQ8ntDL54f0tu3ZcUpMohQDAMzT9PhEXj4Av/ib5y4obaVfuoddYgAAALdaSyiiorwcbVlR6joKAACv8czJXqXSVm+nFAMA+FUyxfhEwC+GxuL68qthPbx7lWori1zHAQAAyDotoYj21lUoyI2HAAAP+rdjvVpelq9dNeWuo9wyvOICAOYlkbb8hQ3wiS+92KaJREqfePN611EAAACyzuhUUie6R9RYX+k6CgAArzGZSOlHp/t1/7blCgSy5wZ5rmoCAOYlmUorN4teCAHMbnQqqcdfbNP925Zr03LG+QAAANxqB8NRpS37xAAA3vT8mQFNJFJZNTpRohQDAMwT4xMBf/jyK2ENTyT0q5wSAwAAWBAtoYiMkfbWVbiOAgDAa/zbsR6VFgR1+9oq11FuKUoxAMC8JNJp5TI+EchqU8mUPv/Ced25rkp767hzGQAAYCE0h4a0eXmpygpyXUcBAOAKqbTVMyf79JYty5QXzK7rgNn1pwEALLhkyirI+EQgq33zYJd6R6b0K5wSAwAAWBCptNXBcJTRiQAATzoQjmhoLK77ti53HeWWoxQDAMxLIpVWkJNiQNay1uoLL1zQ5uWlumfjUtdxAAAAstLp3phiU0k1raEUAwB4z/dP9CoYMHrT5mrXUW45rmoCAOYlmbbKoxQDstaL5wZ1siemj929RsZwKhQAAGAhNIcikqTGukrHSQAAeK2nj/fqjnVVWTnil6uaAIB5iSfTys3hQjmQrf72hQuqKs7Tw3tqXEcBAADIWq2hiKpL81VbWeg6CgAAV7gwMKZz/WO6b+sy11EWBKUYAGBeEqm0cjkpBmSlc/2j+sHJPv3cHfUqyM1xHQcAACBrNYeG1Fi3hJP5AADPeeZEryTprVm4T0yiFAMAzFMilVZukJcPIBt96cdtyssJ6EN31LuOAgAAkLX6RibVPjTBPjEAgCd9/3ivtqwoVW1lkesoC4KrmgCAeYkn0+wUA7JQdDyuf27p0Lv2rFJ1ab7rOAAAAFmr5eI+sXpKMQCAt0TG4moORXRflp4SkyjFAADzlEhZdooBWejLr7ZrIpHSx96w1nUUAACArNYciig/GND2VeWuowAAcIVnT/cplba6bxulGAAAkqbHJ+YxPhHIKolUWo+/2Ka71ldp26oy13EAAACyWnMoot2rK/h7FQDAc54+3qfq0nztqsneGzd49QUAzFk6bZVMW+UyPhHIKt892qOekUn94j2cEgMAAFhIk4mUjnUOq5F9YgAAj4kn0/rR6X7dt3WZAoHsnRLFVU0AwJwl0mlJohQDsszfvdSm+qoivXnTMtdRAAAAstqh9qiSaavGOkqx+TLGPGCMOWWMOWuM+dQ1nvNmY8xBY8wxY8yPZh7bPPPYxf+MGGN+Y+Zr/80Y03nZ1x5axD8SAHjKqxeGNDqV1Fu2ZO/oREkKug4AAMgciZSVJOVRigFZ40T3iPa3RfS7D23N6jvBAAAAvKAlHJEkNdRTis2HMSZH0mck3S+pQ9J+Y8wT1trjlz2nQtJnJT1grQ0bY5ZJkrX2lKQ9l/0+nZK+cdlv/7+ttX+yGH8OAPCyH5zsU14woDdsqHIdZUFxVRMAMGeJ5MWTYlw4B7LF378cUn4woPc2rnYdBQAAIOu1tEW0rrpYlcV5rqNkmtsknbXWnrfWxiV9RdLDVz3ng5K+bq0NS5K1tm+W3+etks5Za0MLmhYAMtAPTvbqrvVVKsrL7rNUlGIAgDlLpGZKMRZCA1khNpnQvx7o1Dt3r9ISLswAAAAsqHTaqiUcUROnxG5GjaT2yz7vmHnscpskLTHGPGuMaTHG/MIsv88jkr581WOfNMYcNsZ8wRjDfzkAfOl8/6jaBsf1li3Zv1aBq5oAgDmLp9gpBmSTfz3QqbF4Sj9/R73rKAAAAFnv/MCYouMJNdVXuo6SiWYbV2Kv+jwoqVHSOyS9XdJ/McZsuvQbGJMn6V2SvnbZ9/yVpPWaHq/YLen/nfWHG/OoMabZGNPc399/s38GAPCsH5ycPlx772ZKMQAALmGnGJA9rLX6u5dD2llTrt2ry13HAQAAyHotoSFJ7BO7SR2Sai/7fLWkrlme85S1dsxaOyDpOUm7L/v6g5JarbW9Fx+w1vZaa1PW2rSkv9H0mMbXsNZ+zlrbZK1tqq6uvgV/HADwlh+c7NOm5SWqrSxyHWXBcVUTADBnCU6KAVnj1QtDOt07qg/dUS9j2BMIAACw0JrbIqooytX66mLXUTLRfkkbjTFrZ058PSLpiaue801J9xhjgsaYIkm3Szpx2dc/oKtGJxpjVl726XskHb3lyQHA42KTCb16YUj3+mB0ojR9rBgAgDmJJy+WYlxABzLd370cUllBUO/cvcp1FAAAAF9oCUfUWLeEG5JugrU2aYz5pKTvScqR9AVr7TFjzCdmvv6YtfaEMeYpSYclpSV93lp7VJJmSrL7Jf3yVb/1/zLG7NH0KMa2Wb4OAFnv+TMDSqat3uKD0YkSpRgAYB4unRQLclIMyGR9sUl971iPPnTHGhXm5biOAwAAkPWGxuI63z+m9zaudh0lY1lrn5T05FWPPXbV538s6Y9n+d5xSVWzPP6hWxwTADLOD072qawgqEafjPflqiYAYM4unhRjpxiQ2f5pf7sSKaufu6POdRQAAABfaAlFJElN9ZWOkwAA8BPptNWzp/r0ps3LFPTJ9T5//CkBALfE1MVSjJNiQMZKp62+sr9dd62v0vrqEtdxAAAAfKElFFFujtGu1eWuowAAcMnhzmENjMb1li3VrqMsGq5qAgDmjJNiQOZ78dygOiITev++WtdRAAAAfKMlNKTtq8pVkMvoagCAd/zwZJ+Mkd60yR/7xCRKMQDAPMRndorl5/LyAWSqrza3q7wwV2/fvsJ1FAAAAF+IJ9M61DGsJp/sagEAZI5nT/VpT22FKovzXEdZNFzVBADMGSfFgMwWHY/re8d69O49q7hLGQAAYJEc7RpWPJlWI6UYAMBDBkendLhzWG/20SkxiVIMADAPcXaKARntXw90Kp5M62cZnQgAALBoWtoikkQpBgDwlOfO9Mta6c2b/bNPTKIUAwDMw1SKUgzIVNZafWV/u3bUlGn7Kha8AwAALJaWUES1lYVaVlbgOgoAAJc8e6pfVcV52lnjr2sEXNUEAMzZxZNi+TmMXQMyzZHOYZ3sien9TZwSAwAAWCzWWjWHImqqr3QdBQCAS1Jpq+dO9+uNm6oVCBjXcRYVpRgAYM4Ynwhkrq/ub1d+MKB37alxHQUAAMA3wkPjGhidYnQiAMBTDndEFRlP+G50okQpBgCYB0oxIDNNxFN64mCXHtq5UuWFua7jAAAA+EZLiH1iAADvefZUv4yR7tlIKQYAwDVNJVPKCRjl+OxYNZDpvnu0W7GppH6W0YkAAACLqjkUUWl+UJuWl7qOAgDAJc+e7tfu1RWqLM5zHWXRUYoBAOYsnkwrL4eXDiDTfHV/u+qrinTHOnZZAAAALKbWUER76iq4sRAA4BmDo1M63BH15ehEiVIMADAP8VRa+bm8dACZpH1oXK9cGNJ7G1bLGC7GAAAALJaRyYRO9cbUVM+NSQAA73j+zICsld68eZnrKE5wZRMAMGecFAMyzzcPdkqS3r23xnESAAAAfzkYjspa9okBALzl2VN9qizO066actdRnODKJgBgzuLJtPKCvHQAmcJaq6+3duq2tZWqrSxyHQcAAMBXmkMRBYy0u9afFx0BAN6TTls9f2ZAb9y4VAGfjvblyiYAYM6mUpRiQCY51DGs8wNj+mlOiQEAACy61lBEm1eUqbQg13UUAAAkSce6RjQ4FtcbN/lzn5hEKQYAmAfGJwKZ5RutHcoLBvTgzpWuowAAAPhKKm11IBxRE6MTAQAe8tyZfknSPRspxQAAuKF4Mq18TooBGSGRSutbh7t1/9blKi/k7mQAAIDFdKonprF4in1iAABPee50v7atLFN1ab7rKM5wZRMAMGdTyZTyc3NcxwAwBz861a+hsbh+uoHRiQAAAIutJTQkSZRiAADPGJ1KqiUU8fXoRIlSDAAwD1OcFAMyxtcPdKiqOM/3b3YBAABcaAlFVF2ar9VLCl1HAQBAkvTSuUEl01Zv3LjUdRSnuLIJAJizqURa+UFOigFeNzyR0NMn+vTO3auUyx5AAACARdcSjqixbomMMa6jAAAgaXp0YmFujhrX+PsUM1dJAABzNplMKT+Xlw7A65480q14Mq337GV0IgAAwGLrG5lU+9CEmnx+0REA4C3PnenXneurfH/DO1c2AQBzNn1SjJcOwOu+0dqp9dXF2rW63HUUAAAA32kJRSRJDewTAwB4RGhwTKHBcd+PTpQoxQAA8zC9U8zfd5MAXtcZndCrbUN6z94axvUAAAA40BKKKC8Y0PZVZa6jAAAgSXruzIAksXdclGIAgHmYSqY4KQZ43HcOd0mS3rl7leMkAAAA/tQSjmhXTTk3FAIAPOO50/1avaRQa5cWu47iHFc2AQBzNpVMs1MM8LhvHerW7tXlqq/ijS4AAMBim0ykdLRzWI3sEwMAeEQildZL5wZ1z8ZqJsqIUgwAMEfWWsWTaRVwtyPgWW0DYzrSOcwpMQAAAEeOdg4rkbJqrKMUAwB4w4FwVKNTSb1pE/vEJEoxAMAcTSXTksRJMcDDvj0zOvGhnSsdJwEAAPCn5lBEktRQTykGAPCGF870K2CkO9dTikmUYgCAObpUinFSDPCsbx3q1r41S7SqotB1FAAAAF9qCUW0pqpIS0vyXUcBAECS9PzZAe1aXaHywlzXUTyBUgwAMCdTyZQkKT/ISwfgRad7YzrVG2N0IgAAgCPWWrWGImqsr3QdBQAASdLwREKH2qO6ZyOnxC7iyiYAYE6mEhdPivHSAXjRtw91KWCkB3cwOhEAAMCF0OC4BsfiamR0IgDAI14+P6i0le7eQCl2EVc2AQBz8pOdYoxPBLzGWqtvHe7WneurVF3KqB4AAAAXLu4ToxQDAHjFC2cGVJSXo711vDZdRCkGAJiTyQTjEwGvOtY1ogsDY3rnLkYnAgAAuNISiqg0P6iNy0pcRwEAQJL0wtkB3b62Unlcz7uEfxIAgDm5dFKMF1HAc751uEvBgNEDO1a4jgIAAOBbraGI9tYvUSBgXEcBAEAdkXFdGBjT3RurXUfxFK5sAgDmZCp58aQY4xMBL7HW6tuHunXPxqWqKMpzHQcAAMCXhicSOt0XUxOjEwEAHvHjswOSpHs2sk/scpRiAIA5mUpMnxQryOWlA/CSg+1RdUYn9FOMTgQAAHDmQDgia9knBgDwjufPDGh5WT5jfa/ClU0AwJxc3ClWkMtJMcBLnjrao2DA6L5ty11HAQAA8K3WUEQBI+2urXAdBQAApdNWL54b1Bs2LJUxjPW9HKUYAGBOJijFAM+x1uqpYz26a8NSlRfmuo4DAADgWy3hiLasKFNJftB1FAAAdLx7RENjcUYnzoJSDAAwJ5OMTwQ850R3TKHBcT24Y4XrKAAAAL6VTKV1MBxV0xpGJwIAvOGFmX1ib1hPKXY1rmwCAObk0vjEICfFAK946mi3AkZ6G6MTAQAAnDnVG9NYPMU+MQCAZ/z47IA2LS/RsrIC11E8h1IMADAnk0nGJwJe892jPbptbaWqSvJdRwEAAPCtllBEktRQRykGAHBvKpnS/rYh3cUpsVlRigEA5uTi+MT8IC8dgBec7RvVmb5RPbCd0YkAAAAutYQiWlaar9VLCl1HAQBAB8JRTSbSesMGSrHZcGUTADAnU4mU8oIBBQLGdRQAkr53rEeS9MCOlY6TAAAA+FtLKKKmNUtkDH9XAgC49+LZAQWMdPu6StdRPIlSDAAwJ5OJlAoZnQh4xnePdmtvXYVWlDMfHAAAwJXekUl1RCYYnQgA8IwfnxvUztUVKivIdR3FkyjFAABzMplIqyCXlw3AC9qHxnW0c4TRiQAAAI5d3CfWWE8pBgBwb3QqqUPtUb1hfZXrKJ7F1U0AwJxMJlMq4KQY4AkXRyc+yOhEAAAAp1pCEeUFA9q+qtx1FAAA9OqFQSXTln1i10EpBgCYk8lESgVBSjHAC757tEfbVpaprqrIdRQAAABfawlFtHt1ufKCXGIDALj347ODygsGOMF8HbxiAwDmhPGJgDf0jkyqJRTRgzsYnQgAAODSZCKlY13DauDCIwDAI148N6im+iVMe7oOrm4CAOZkMpFSPi+ogHNPn+iVJL2NfWIAAABOHekcViJl1VRf6ToKAAAaHJ3Sie4R3cU+seuiFAMAzMlkMs1dJoAHPH28V3WVRdq0vMR1FAAAAF9rCUUkSQ11FW6DAAAg6aXzg5Kku9gndl2UYgCAOZlKpFTAnHzAqbGppH58blD3b1suY4zrOAAAAL7WEopoTVWRqkryXUcBAEA/Pjuo0vygdtWUu47iaVzdBADMyUQixUkxwLHnzwwonkzrvq3LXUcBAADwNWutWkMR9okBADzjpXMDun1dpYI51D7Xwz8dAMCcTCZSKsqjFANcevpEr8oLc9W0hosvAAAALoWHxjU4FlcjpRgAwAO6ohNqGxzXHevYJ3YjlGIAgDmZiHNSDHAplbb6wck+3bu5Wrnc9QUAAODUxX1ilGIAAC94eWaf2J3rKcVuhCsqAIA5mUykVchJMcCZ1nBEQ2Nx3beN0YkAAACutYQiKs0PauOyUtdRAADQS+cGVVGUq60rylxH8TxKMQDADSVTacVTaRVyUgxw5unjvcrNMXrTpmrXUQAAAHyvJRTRnroK5QSM6ygAAOil84O6fW2lArwu3RClGADghiYSKUmiFAMc+v6JXt2xrkqlBbmuowAAAPhabDKhU70xRicCADyhfWhcHZEJ3ck+sTmhFAMA3NDFUqyA8YmAE+f6R3W+f0z3MzoRAADAuYPtUVnLPjEAgDe8dGmf2FLHSTIDpRgA4IYm42lJnBQDXHnmRK8k6a1bKcUAAABcawlFZIy0p7bCdRQAAPTyuUFVFedp0/IS11EygpNSzBhTaYz5vjHmzMyvs95aY4z5gjGmzxhzdLEzAgB+gvGJgFtPH+/TtpVlqqkodB0FAADA91pCEW1eXspYawCAc9ZavXR+UHesq5Ix7BObC1cnxT4l6Rlr7UZJz8x8PpsvSXpgsUIBAGZ3qRTL44AxsNiGxuJqDg3pPkYnAgAAOJdOWx0MR9XA6EQAgAeEBsfVPTypO9azT2yuXF3dfFjS4zMfPy7p3bM9yVr7nKShRcoEALiGifjMTjFOigGL7tlTfUpb6b6ty1xHAQAA8L0zfaOKTSXVWEcpBgBw79I+sXWUYnPlqhRbbq3tlqSZX1/3VR5jzKPGmGZjTHN/f//rDggA+InJmZNiRXlBx0kA//nhqX4tLcnXjlXlrqMAAAD4XksoIklq5KQYAMADXjo3qOrSfK2vLnYdJWMs2NVNY8zTklbM8qXfXYifZ639nKTPSVJTU5NdiJ8BAH7FTjHAjVTa6rnT/bp/23IFAswGBwAAcK0lFFFVcZ7qq4pcRwEA+NzFfWJ3sk9sXhasFLPW3netrxljeo0xK6213caYlZL6FioHAOD1uzg+kVIMWFwH2yMankjo3s2MTgQAAPCC1nBEDfVLuPgIAHDu/MCY+mNTupN9YvPianziE5I+PPPxhyV901EOAMAcjM+cFCvIc/WyAfjTD0/2KydgdPfGpa6jAAAA+N7g6JQuDIwxOhEA4Akvz+wTu4N9YvPi6urmpyXdb4w5I+n+mc9ljFlljHny4pOMMV+W9JKkzcaYDmPMx52kBQCfm+SkGODED0/1qbFuicoLc11HAQAA8L3WcFQS+8QAAN7wyvkhLSvN1xpG+s7Lgo1PvB5r7aCkt87yeJekhy77/AOLmQsAMLuLO8UKKMWARdM7MqljXSP6Dw9sdh0FAAAAmt4nFgwY7awpdx0FAOBz1lq9cmFQt7NPbN6YgwUAuKGJRErBgFFuDi8bwGL50al+SWKfGAAAgEe0hiLaXlPOzYIAAOdCg+PqHZnS7WsrXUfJOFzdBADc0EQ8paI8/uIHLKYfnurTirICbVlR6joKAACA7yVSaR3qiKqxjtGJAAD32Cd28yjFAAA3NB5PqijPycRdwJcSqbReODOge7dUMwYBAADAA453jWgqmWafGADAE165MKSlJflaX13sOkrGoRQDANzQOCfFgEXVEoooNpXUmzYxOhEAAMALWkIRSVJDfYXbIAAA37PW6pXzg7p9bSU30t4ESjEAwA1NxFMqpBQDFs0PT/UpN8foDRsYgwAAAOAFLeGIaioKtbK80HUUAIDPdUQm1DU8qdvXsU/sZlCKAQBuiJNiwOJ69mS/9q2pVGlBrusoAAAAkNQaiqiB0YkAAA+4uE/s9rXcSHszKMUAADc0Hk+qkJ1iwKLojE7oVG9M925mdCIAAIAXdEUn1D08qca6CtdRAADQy+eHVFmcp43LSlxHyUiUYgCAGxqPp1SUy0kxYDE8f7pfkvSmzdWOkwAAAEC6fJ8YJ8UAAO69cmFQt62pVCDAPrGbQSkGALih8XhKRfmUYsBieP7MgFaUFXDHFwAAgEe0hCIqyA1o68oy11EAAD7XGZ1QR2SCfWKvA6UYAOCGJhLsFAMWQypt9cLZAd2zcamM4Y4vAAAAL2gNR7R7dYVyc7iMBgBw6xX2ib1uvJoDAG5oPJ5UETvFgAV3pHNYwxMJ3bOJ0YkAAABeMBFP6XjXiBoZnQgA8IBXzg+prCCoLStKXUfJWJRiAIDrSqetJhNpFbJTDFhwz5/ulzHS3RuWuo4CAAAASYc7okqmLaUYAMAT9rcN6ba17BN7PSjFAADXNZFISRLjE4FF8PyZAe1YVa7K4jzXUQAAACCpJRyRJO2toxQDALjVF5vU+YEx7VvDPrHXg1IMAHBd43FKMWAxxCYTag1HdM9GTokBAAB4RWsoonXVxdy0BABwrrlt+kaN29ZSir0elGIAgOuamCnFCtkpBiyol88PKZm2umcj+8QAAAC8wFqrllBEjZwSAwB4wKsXhlSYm6MdNeWuo2Q0SjEAwHWNJ5KSOCkGLLTnz/SrKC9HDfUVrqMAAABA0oWBMUXGE2pgnxgAwANeuTCkhvoK5eZQ67we/NMDAFwX4xOBxfH8mQHdsa5K+UH+XQMAAPCC1nBUktRIKQYAcGx4IqGTPSO6bU2V6ygZj1IMAHBdE5dKMcYnAgulfWhcFwbG2CcGAADgIS2hiEoLgtpQXeI6CgDA51pCQ7JW2reWGzVeL0oxAMB1jU0xPhFYaM+fGZAk9okBAAB4SGsoor11SxQIGNdRAAA+9+qFiHJzjPbWUoq9XpRiAIDrujg+sTifk2LAQnn+TL9WlRdofXWx6ygAAACQNDKZ0Om+mBrruPgIAHDv1QuD2llTrkJuWn/dKMUAANc1Fp8+KVbMiy6wIJKptH58dkD3bKyWMdyFDAAA4AUHw1FZyz4xAIB7E/GUjnQO67a17BO7FSjFAADXNT41s1OMk2LAgjjcOayRyaTuZp8YAACAZ7SEIjJG2l1b7joKAMDnDrRHlEhZ3cY+sVuCUgwAcF0XT4oV5nJSDFgIL50blCTdtZ47vgAAALyiNRzR5uWlKi3IdR0FAOBzr14YkjFSY32l6yhZgVIMAHBd4/GUCnNzlMNyaWBBvHhuQFtWlKqqJN91FAAAAEhKp60OhqOMTgQAeML+tiFtWVGm8kJu1LgVKMUAANc1NpVUcT6nxICFMJlIqbktojdsYHQiAACAV5zpG1VsKqmGOkoxAIBbiVRaraGoblvDa9KtQikGALiu8XhKRXnsEwMWQms4oqlkmtGJAAAAHtISikgSJ8UAAM4d7xrRRCKlfWsZnXirUIoBAK5rbCqpojxOigEL4aVzg8oJGN3Gm1sAAADPaAlFVFWcp/qqItdRAAA+t79tSJLUxD6xW4ZSDABwXWPxpIrzOSkGLIQXzw1q1+pyFrgDAAB4yIFwRHvrlsgY9ioDANxqbouotrJQK8oLXEfJGpRiAIDrGptKcVIMWACjU0kdao8yOhEAAMBDhsbiOj8wxuhEAIBz1lo1h4a0j1NitxSlGADgusbjSRWzUwy45fZfGFIybXXX+qWuowAAAGDGgfD0PrGGugq3QQAAvtc2OK6B0bga13Cjxq1EKQYAuK6xqZSK8jkpBtxqL54bUF4wwF3IAAAAHtISiigYMNq1usJ1FACAz13cJ7ZvDSfFbiVKMQDAdXFSDFgYPz47qMa6JSrIpXQGAADwipZQRNtXlamQEfIAAMda2iIqL8zVhuoS11GyCqUYAOC6xuKcFANutchYXMe7R9gnBgAA4CGJVFqHO4a1t46T/AAA9/aHhtRUv0SBgHEdJatQigEArimRSiueTHNSDLjFXj4/KEm6awP7xAAAALziZHdME4kU460BAM4Njk7pfP+YmhideMtRigEArmk8npIkFTE6BLilfnxuQMV5Odq1utx1FAAAAMxoCU3vbqEUAwC41hyKSJL2reE16VajFAMAXNPYVFKSVJzPSTHgVnrx3KBuW1up3BzeigEAAHhFaziqFWUFWlVR6DoKAMDnmtuGlBcMaCc3095yXIkBAFwTpRhw6/WOTOp8/5juWs/oRAAAAC9pCUU4JQYA8IT9bRHtXl2u/CDTm241SjEAwDWNzpRipZRiwC1zcZ/YHeuqHCcBAADARb0jk+qMTqiBUgwA4NhEPKWjncPsE1sglGIAgGsam5reKcZJMeDWeeXCkErzg9q2qsx1FAAAAMxondnd0lBX4TYIAMD3DrZHlUxbNXGjxoKgFAMAXNPopfGJHNUGbpVXzg+qac0S5QSM6ygAAACY0RKKKC8Y0PZV7G4BALjVGp6+UYORvguDUgwAcE0Xd4qVcFIMuCX6Y1M61z+m2xmdCAAA4Cmt4endLXlBLpUBANxqbhvShmUlqijKcx0lK/FKDwC4pp+cFKMUA26FVy8MSZJuX8tccAAAAK+YTKR0tHNEDXXckQ8AcCudtmoNR9XIa9KCoRQDAFzTKCfFgFvqlQuDKsrL0Y4axvIAAAB4xbGuYcVTaTUwpgoA4Ni5/lENTyTUuIbXpIVCKQYAuKaxqaRyAkb5jBABbolXzg+psX6JcnP4dwoAAMArWkNRSeKkGADAuZYQ+8QWGldkAADXNDaVVHFejowxrqMAGW9oLK5TvTFGJwIAAHhMSyiiusoiVZfmu44CAPC5llBES4pytW5psesoWYtSDABwTaNTKZUW5LqOAWSFS/vE1lU5TgIAAICLrLVqCUe4Ix8A4AktoenXJG5QXziUYgCAaxqbSqo4P8d1DCArvHJhUPnBgHatZp8YAACAV3REJtQfm2KfGADAuaGxuM4PjKmxngkzC4lSDABwTWPxpIrzg65jAFnhlfNDaqhbovwgRTMAAIBXtIand7c01FW4DQIA8D32iS0OSjEAwDWNTiVVQikGvG7DEwmd6BnR7eu42wsAAMBLWkMRFeflaPPyUtdRAAA+1xKKKDfHMGFmgVGKAQCuaWwqqeI8SjHg9WpuG5K10u1r2ScGAADgJS3hiHbXViiYwyUyAIBbraGItq8qV0EuE2YWEq/4AIBrGptKMT4RuAVeuTCkvJyA9jKWBwAAwDPG40md6I4xpgoA4Fw8mdahjqiaeE1acJRiAIBrmh6fyN0pwOv1yvlB7a7lbi8AAAAvOdQ+rFTaqqGOC5AAALeOdQ1rKpnmRo1FQCkGAJiVtXZ6fCInxa5gjHnAGHPKGHPWGPOpWb6+xRjzkjFmyhjz7+fzvchOY1NJHe0aYXQiAACAx7SGI5LEaX4AgHMtoenXJEqxhUcpBgCY1VQyrWTaqrQg13UUzzDG5Ej6jKQHJW2T9AFjzLarnjYk6dcl/clNfC+y0IFwVKm01b61la6jAAAA4DKtoYjWVxeroijPdRQAgM+1hiNavaRQy8oKXEfJepRiAIBZxSaTkqSSAk6KXeY2SWetteettXFJX5H08OVPsNb2WWv3S0rM93uRnZpDQzKGO5ABAAC8xFqr1nCEO/IBAJ7QGorymrRIKMUAALManZouxUoZn3i5Gkntl33eMfPYQn8vMlhzW0RbVpSpjFOXAAAAnnFhYEyR8QT7xAAAznVFJ9QzMslr0iKhFAMAzGr04kkxSrHLmVkes7fye40xjxpjmo0xzf39/fMKB+9JptJqDUe0bw1vbAEAALykNRyVxO4WAIB7F3dcUootDkoxAMCsYlPT0/8Yn3iFDkm1l32+WlLXrfxea+3nrLVN1tqm6urqmw4KbzjRHdN4PKWmNewTAwAA8JKWUERlBUGtry5xHQUA4HOtoagKcgPasrLUdRRfoBQDAMyKk2Kz2i9pozFmrTEmT9Ijkp5YhO9FhmoODUmSmrgDGQAAwFMOhCPaU7dEgcBsAx0AAFg8reGIdtVUKDeHumYx8E8ZADCr2EwpVspJsUustUlJn5T0PUknJP2TtfaYMeYTxphPSJIxZoUxpkPSb0n6z8aYDmNM2bW+182fBIuluS2imopCraoodB0FAAAAM0YmEzrVG1MjY6oAAI5NJlI61jWsvfUVrqP4Blc6AQCzGp3ipNhsrLVPSnryqsceu+zjHk2PRpzT9yJ7WWu1v21Id66vch0FAAAAlznUHpW1UgMXIAEAjh3rGlYiZdkntog4KQYAmNWlUoyTYsBN6YhMqC82xT4xAAAAj2kNRWWMtKe2wnUUAIDPtYaikkQptogoxQAAs4pNJpUXDCg/mOM6CpCR9rdN7xPbt4Y3tgAAAF7SEo5o8/JSlRbkuo4CAPC51nBEtZWFqi7Ndx3FNyjFAACzGp1KqJTRicBN298WUWlBUJuWlbqOAgAAgBnptNWBcEQN9dy4BABwy1qrllCEU2KLjFIMADCr0ckkoxOB16G5bUiN9UsUCBjXUQAAADDjbP+oYpNJLkACAJzrjE6vXeA1aXFRigEAZjU6lVQJJ8WAmxIdj+tM36j2sU8MAADAU1pDEUlSQ12F2yAAAN9rDUclsU9ssVGKAQBmFZukFANuVsvMxZYmxvIAAAB4SksooiVFuVq7tNh1FACAz7WGIirIDWjLStYuLCZKMQDArEankiplfCJwU/a3RZSbY7S7tsJ1FAAAAFymNTy9u8UYRlwDANw6EI5o1+oK5eZQ0ywm/mkDAGbF+ETg5jW3DWlHTbkKcnNcRwEAAMCM6Hhc5/rH1MBpfgCAY5OJlI53j2gv43wXHaUYAGBWscmkiinFgHmLJ9M63DmsRmaCAwAAeMoBdrcAADziWNeIEinLa5IDlGIAgNew1io2mVBpQa7rKEDGOd49ongyzR3IAAAAHtMSiignYLS7ttx1FACAzx0IT+8i38vahUVHKQYAeI2pZFqJlGWnGHATWkPTb2y52wsAAMBbWsMRbV1ZqqI8/p4DAHDrYHtUNRWFWlZW4DqK71CKAQBeY2QyIUkqoxQD5u1Ae1Srygu0opw3tgAAAF6RTKV1qD3KjUsAAE84EI5qD/vEnKAUAwC8RmwyKUkqK2R8IjBfraGI9jI6EQAAwFNO9cY0Fk+pkfdpAADH+mKT6oxOMDrREUoxAMBrXCzFGJ8IzE/fCG9sAQAAvKg1HJXEiGsAgHsHZ16T9nJSzAlKMQDAa8RmxieWFnBSDJiP1plFuQ3cgQwAAOApraGIqkvztXpJoesoAACfO9AeVTBgtH1VuesovkQpBgB4DU6KATenNRxVXk5A21eVuY4CAACAy7SGI2qoq5AxxnUUAIDPHQhHtG1VmQpyc1xH8SVKMQDAa3BSDLg5raGIdtSUKT/IG1sAAACvGBidUmhwnNGJAADnUmmrwx3DrF1wiFIMAPAanBQD5i+eTOtI5zAXWwAAADymNTQ94rqREdcAAMdO98Y0Hk9pD/vEnKEUAwC8xshkUsZIJXmUYsBcnege0VQyzT4xAAAAj2kJR5SbY7Sjht0tAAC3DoSjkqS9tVw7cIVSDADwGrHJhEryggoEmLcPzFVrePoO5L3c7QUAAOApB0JRbV9Vzu4WAIBzB9sjWlKUq/qqItdRfItSDADwGrHJJKMTgXlqDUe1srxAK8sLXUcBAADAjHgyrUMdUUZcAwA84UA4qj21FTKGG9FdoRQDALxGbDKh0oJc1zGAjNIainCxBQAAwGMujrhmnxgAwLWRyYTO9o9qL9cOnKIUAwC8BifFgPnpG5lUZ3SC0YkAAAAec3HEdUN9hdsgAADfO9w+LGulPbUVrqP4GqUYAOA1KMWA+fnJxRbu9gIAAPCSllCEEdcAAE841BGVJO1eXeE0h99RigEAXoPxicD8HAhHlZcT0PZVZa6jAAAA4DIHwlFuXAIAeMLB9qjWLS1WeRHX3FyiFAMAvAYnxYD5Odge1bZVZcoP5riOAgAAgBk9w9Mjrtn7CgBwzVqrg+1R7WZ0onOUYgCAK1hrZ0ox7loB5iKVtjrSOcxMcAAAAI+5NOKava8AAMe6hyfVH5vi2oEHUIoBAK4wlUwrnkqrvJBSDJiLs32jGo+ntLu23HUUAAAAXKY1FFFeMKDtq3ifBgBw61B7VJI4KeYBlGIAgCuMTCQkSWWFjE8E5uLSG1sW5QIAAHhKaziiXTXlygty+QsA4NbBjuld5FtXlrqO4nu8KwAAXGH4YinG+ERgTg52RFVWENSaqmLXUQAAADBjKpnS0c4RNdSzTwwA4N7BcFRb2UXuCZRiAIArjExePClGKQbMxaGZRbmBgHEdBQAAADOOdo4onkqzTwwA4NylXeSrGefrBZRiAIArjEwkJUllBYxPBG5kMpHSyZ4YoxMBAAA85kA4IklqqOOkGADArYu7yPdwo4YnUIoBAK7ASTFg7o51DSuVtizKBQAA8JiWUESrlxRqWVmB6ygAAJ9jF7m3UIoBAK4wwk4xYM4OhKOSpN2MQAAAAPAMa61awxFOiQEAPOFAO7vIvYRSDABwhZHJ6fGJpYxPBG7oUMewVpUXcAcyAACAh3QNT6p3ZEqN9ZRiAAD32EXuLZRiAIArjEwklB8MqCA3x3UUwPMuvrEFAACAd7SG2CcGAPCGiXhKp3pj2sO1A8+gFAMAXGFkMsE+MWAOhsbiCg+NU4oByEjGmAeMMaeMMWeNMZ+a5esPG2MOG2MOGmOajTF3z/V7AcC1llBEBbkBbVlZ6joKAMDnLu0iZ5+YZ1CKAQCuMDKRVBmjE4EbOtQRlcSiXACZxxiTI+kzkh6UtE3SB4wx26562jOSdltr90j6mKTPz+N7AcCpA+GIdq+uUG4Ol70AAG4dbI9KEjfUegjvDgAAVxiZTKick2LADR1qj8oYaefqctdRAGC+bpN01lp73lobl/QVSQ9f/gRr7ai11s58WizJzvV7AcClyURKx7pG1MA+MQCABxxsj6qmolDVpfmuo2AGpRgA4AojE4xPBObiUHtUG5eVqCSfk5UAMk6NpPbLPu+YeewKxpj3GGNOSvqOpk+Lzfl7AcCVwx3DSqYt+8QAAJ5wuGNYu2u5mdZLKMUAAFcYmUyqrIBSDLgea60OdQwzOhFApjKzPGZf84C137DWbpH0bkl/MJ/vlSRjzKMz+8ia+/v7bzYrAMxLazgiSWqoq3AbBADge5GZXeS7uHbgKZRiAIArTJ8U4+QLcD0dkQkNjcWZCQ4gU3VIqr3s89WSuq71ZGvtc5LWG2OWzud7rbWfs9Y2WWubqqurX39qAJiD1lBEa6qKVFXCmCoAgFuHO4clSbtYu+AplGIAgEustRqZTHBSDLiBQx1RSeKkGIBMtV/SRmPMWmNMnqRHJD1x+ROMMRuMMWbm4wZJeZIG5/K9AOCKtVat4QijEwEAnnD44i7yGkoxL+EoAADgkolESomUVSmlGHBdRzqGlZcT0OYVpa6jAMC8WWuTxphPSvqepBxJX7DWHjPGfGLm649J+hlJv2CMSUiakPR+a62VNOv3OvmDAMBV2ocmNDAa1956SjEAgHuHOoa1bmkx19k8hlIMAHDJ8ERCklReyIs1cD1HOoe1ZWWp8oIcugeQmay1T0p68qrHHrvs4z+S9Edz/V4A8IKL+8QaOSkGAPCAwx1R3b1hqesYuApXcgAAl1CKATdmrdWRzmHtYPwBAACAp7SEIirOy+E0PwDAuZ7hSfXFptgn5kGUYgCAS4bHKcWAGwkNjis2mdQuSjEAAABPaQ1HtLu2QjkB4zoKAMDnLu4i31Vb4TQHXotSDABwCSfFgBs70jksSZwUAwAA8JDxeFIne2JqZJ8YAMADDrVHFQwYbVtZ5joKrkIpBgC4hFIMuLEjncPKCwa0aTljeQAAALziUPuwUmmrBvaJAQA84HDHsDavKFVBbo7rKLgKpRgA4JJLpVgRpRhwLUc6hrV1RanygryNAgAA8IrWcESStLeuwm0QAIDvWWt1uCOqXasrXEfBLLiaAwC4ZGQiIWOk0vyg6yiAJ6XTVkc7hxmdCAAA4DGtoYjWVxeroijPdRQAgM+1DY5rZDKp3au5duBFlGIAgEuGJxIqK8hVgMXUwKxCQ+OKTSW1ize2AAAAnmGtVWs4wuhEAIAnHO6IShInxTyKUgwAcMnwRIJ9YsB1XHxjy0kxAAAA77gwMKbIeEIN9ZRiAAD3DrUPqyA3oE3LS1xHwSwoxQAAl1CKAdd3tHNYecGANi0vdR0FAAAAM1rDUUnipBgAwBMOd0S1fVW5gjnUL17EfysAgEsoxYDrO9wxrK0ry5TLG1sAAADPaA1HVJof1MZl3JEPAHArmUrrWNcIaxc8jCs6AIBLopRiwDWl03b6jS2jEwEAADylNRTRnroKdiMDAJw71z+miUSKUszDKMUAAJeMTCRURikGzKptcEyjU0ntpBQDAADwjNhkQqd6Y4xOBAB4wsVd5DtrKpzmwLVRigEAJEnWWsYnAtdxpHNYkrSDUgwAAMAzDrUPy1qpsZ5SDADg3pHOYRXn5Wjd0mLXUXANlGIAAEnSRCKlRMpSigHXcKRjWPnBgDYuZ1cFAACAV7SGIzJG2lNX4ToKAAA63DGsHTXljPT1MEoxAIAkaXgiIUmUYsA1HO4c1taVZcrN4e0TAACAV7SGI9q4rERlBfw9BgDgViKV1vHuEfaJeRxXdQAAkijFgOtJp62Od42wTwwAAMBD0mmr1lCEfWIAAE843RtTPJnWztUVrqPgOijFAACSpOFxSjHgWkJD4xqdSmpHTZnrKAAAAJhxfmBUI5NJSjEAgCcc6ZjeRb6LG2o9jVIMACBJis6cFKsoohQDrnasa/qN7fZVvLEFAADwitZQVJLUUE8pBgBw70jnsEoLgqqvKnIdBddBKQYAkPSTk2KUYsBrHesaUTBgtHF5iesoAAAAmNEajqi8MFfrlha7jgIAgI50DmtnTbmMMa6j4DooxQAAkqToRFySVFGU5zgJ4D3Huka0cXmp8oM5rqMAAABgRms4or11FQoEuPgIAHBrKpnSie4R7VzNhBmvoxQDAEiSouMJBQNGxXlc9AcuZ63V8a5hbV/FPjEAAACvGJ5I6HTvKPvEAACecLpnVImU1a6aCtdRcAOUYgAASdM7xSqKcjniDVylLzalgdE4pRgAAICHHGyPSpIa2ScGAPCAw51RSdIuTop5HqUYAEDS9E6x8kL2iQFXO9Y1LEnavoo3tgAAAF7RGoooYKTdtRWuowAAoCMdw6ooytXqJYWuo+AGKMUAAJKmd4qxTwx4rWOdI5KkrStLHScBAADARa3hiDYtL1VJftB1FAAAdLhjWDtrypnAlAEoxQAAkqZ3ilVwUgx4jWNdI1pTVaTSAv79AAAA8IJ02upgOKoGRicCADxgMpHS6d6YdtYwYSYTUIoBACRNl2LlRVz0B652rHuY0YkAAAAecqZvVLGppBrrKMUAAO6d7IkpmbaUYhmCUgwAIEkankioopDxicDlhicSah+a0LZVZa6jAAAAYEZrOCJJnBQDAHjCkY6oJGnnakqxTEApBgBQIpXW6FRSFZwUA65wvGt6n9h2SjEAAADPaA1FVFmcpzVVRa6jAACgo50jWlKUq5qKQtdRMAeUYgAADU8kJIlSDLjKsa5hSWJ8IgAAgIe0hiPaW1shY4zrKAAA6EjnsHbUlPO6lCEoxQAAio5Pl2LlhZRiwOWOd41oWWm+qkvzXUcBAACApOh4XOf6xxidCADwhMlESqd7Y9rBPrGMQSkGANDwRFySVFHETjHgcse7RxidCAAA4CEHwlFJUkMdpRgAwL3TvTEl01Y7KcUyBqUYAODSSbEKTooBl0wmUjrTN8roRAAAAA9pDUeUEzDaXct7NACAe0c6p9cuUIplDkoxAMBPSjF2igGXnO6NKZW2nBQDAADwkNZwRFtWlKooL+g6CgAAOto5rPLCXK1eUug6CuaIUgwAoMj4zPjEQsYnAhcd6xqRJE6KAQAAeEQqbXUwHGV0IgDAM452jmhHTZmMMa6jYI4oxQAAio4nFDBSaQF3WwIXHesaVml+ULWV3O0FAADgBad6YhqLp9RYTykGAHAvnkzrVE9MOxidmFEoxQAAiozHVVGUp0CAu1qAi052x7R1JXd7AQAAeEVrOCJJnBQDAHjC6d6Y4qm0djBhJqNQigEAFB1PsE8MuEw6bXWyJ6YtK0tdRwEAAMCM1nBES0vyOMkPAPCEI53DkqSdnBTLKJRiAABFxuNaUsQ+MeCijsiERqeS2rqyzHUUAAAAzDgQjmpv3RJO8gMAPOFo57BKC4KqrypyHQXzQCkGAFBkPKElnBQDLjnRMyJJlGIAAAAeMTQW14WBMfaJAQA842jnsHasKudmjQxDKQYAUHRmpxiAaSe6R2SMtGl5iesoAAAAkNQaYp8YAMA7Eqm0TvTEtKOGm2kzDaUYAGBmfCInxYCLTnSPaG1VsYrygq6jAAAAQNP7xIIBo12r2dsCAHDvTO+o4sm0drBPLONQigGAz00mUppMpDkpBlzmRHeM0YkAAAAe0hqOaNuqMhXk5riOAgCAjnYOS5J2UoplHEoxAPC5yHhckrSEUgyQJI1OJRUeGtfWlaWuowAAAEBSMpXWofZhRicCADzjaNewSvKDWlNV7DoK5olSDAB8LjKWkCTGJwIzTvWMSJK2rOCkGAAAgBec7IlpIpFSQz2lmJ8ZYx4wxpwyxpw1xnzqGs95szHmoDHmmDHmR5c93maMOTLztebLHq80xnzfGHNm5lf+RwZgTo52DmvbqjIFAsZ1FMwTpRgA+Fx05qQY4xOBace7Y5KkrasoxQAAALygNRyRJDXUVbgNAmeMMTmSPiPpQUnbJH3AGLPtqudUSPqspHdZa7dLet9Vv8291to91tqmyx77lKRnrLUbJT0z8zkAXFcqbXW8e0TbuW6QkSjFAMDnIuMzJ8WKOSkGSNLJ7hGVFQS1qrzAdRQAAABIag1FtKw0XzUVha6jwJ3bJJ211p631sYlfUXSw1c954OSvm6tDUuStbZvDr/vw5Ien/n4cUnvvjVxAWSz8/2jmkyktWMV+8QyEaUYAPgcO8WAK53oHtGWlWUyhhEIAAAAXtAajqqhbgnvz/ytRlL7ZZ93zDx2uU2SlhhjnjXGtBhjfuGyr1lJ/zbz+KOXPb7cWtstSTO/LluA7ACyzLGu6bULO2ooxTIRpRgA+NxPxidyUgxIp61O9sS0bSUjEAAAALxgYHRK4aFxNbJPzO9ma0TtVZ8HJTVKeoekt0v6L8aYTTNfe4O1tkHT4xd/zRjzxnn9cGMeNcY0G2Oa+/v75xkdQLY52jms/GBA66uLXUfBTaAUAwCfi4wnVJSXo/xgjusogHPhoXGNx1PaurLUdRQAAABoenSiJDXUV7gNAtc6JNVe9vlqSV2zPOcpa+2YtXZA0nOSdkuStbZr5tc+Sd/Q9DhGSeo1xqyUpJlfZx25aK39nLW2yVrbVF1dfYv+SAAy1bGu6QkzwRzqlUzEf2sA4HOR8TijE4EZJ3umRyBsWcFJMQAAAC9oCUeUm2O0nb0tfrdf0kZjzFpjTJ6kRyQ9cdVzvinpHmNM0BhTJOl2SSeMMcXGmFJJMsYUS3qbpKMz3/OEpA/PfPzhmd8DAK7JWqujXcPasYrrBpkq6DoAAMCt6HiC0YnAjOPdMQWMtHkFJ8UAAAC84EAoqu2rylWQy2QLP7PWJo0xn5T0PUk5kr5grT1mjPnEzNcfs9aeMMY8JemwpLSkz1trjxpj1kn6xsxOuqCkf7TWPjXzW39a0j8ZYz4uKSzpfYv7JwOQadqHJhSbTHKzRgajFAMAn4uMx1VZzEkxQJJOdI9o7dJiLroAAAB4QCKV1uHOqH7u9nrXUeAB1tonJT151WOPXfX5H0v646seO6+ZMYqz/J6Dkt56a5MCyGbHuoYlSTtqOCmWqRifCAA+FxljfCJw0cme6bngAAAAcO9E94gmE2k11C1xHQUAAEnS0a5hBQNGm5YzYSZTUYoBgM8NjcW1hPGJgGKTCbUPTWgbpRgAAIAntIQikqSG+gq3QQAAmHG0c0QblpUwYSaDUYoBgI8lUmmNTCa1hPGJgE73xiRJW9gnBgAA4Amt4ahWlhdoZXmh6ygAAMhaq2Ndw9pRwz6xTEYpBgA+Fh1PSBI7xQBJp3pGJYkRCAAAAB7RGoowOhEA4Bl9sSkNjMa1YxUTZjIZpRgA+FhkPC5J7BQDJJ3qGVFxXo5WL+FOZAAAANf6RibVGZ1QQz2lGADAG452DkuStnNSLKNRigGAjw2NTZdinBQDpFO9MW1aUSpjjOsoAAAAvtcantknVlfhNggAADOOdY3IGGkru8gzGqUYAPhYlJNigKTpueCnemLsEwMAAPCIllBEecGAtq/ibnwAgDcc7RzW2qXFKskPuo6C14FSDAB8bGiMnWKAJPWPTikynmCfGAAAgEe0hqPaWVOuvCCXrgAA3nCsa4SbNbIA7ywAwMcu7hSrKMp1nARw61RPTJK0mZNiAAAAzsWTaR3pHFYj+8QAAB4RGYurMzqh7asYnZjpKMUAwMeGxuIqzstRQW6O6yiAU5dKMU6KAQAAOHesa1jxZJp9YgAAzzjRPSJJlGJZgFIMAHwsMhbXEkYnAjrVE9PSknxVleS7jgIAAOB7LaGIJKmhjpNiAABvONY1XYptW0kplukoxQDAx4bG4+wTAySd7o1p84oS1zEAAAAg6UA4qpqKQi0rK3AdBQAASdOnmFeUFXAzbRagFAMAH4uMxbWkiFIM/pZOW53uHdXm5dztBQAA4AWt4Yga2CcGAPCQ490jjE7MEpRiAOBjnBQDpPbIuCYSKU6KAQAAeED38IS6hyfVyD4xAIBHTCZSOtc/pm2UYlmBUgwAfCwyluCkGHzvZE9MkrR5BW9uAQAAXGsNRSWJk2IAAM841RNTKm05KZYlnJRixphKY8z3jTFnZn59zTsdY0ytMeaHxpgTxphjxph/5yIrAGSrqWRKo1NJVRbnuo4COHV6phTbuIyTYgAAAK61hCIqyA1o60ouPAIAvOFY14gkadvKcsdJcCu4Oin2KUnPWGs3Snpm5vOrJSX9trV2q6Q7JP2aMWbbImYEgKwWHU9Ikio4KQafO9kbU11lkYrzg66jAAAA+F5rOKJdNRXKzWG4EQDAG451Dau0IKjaykLXUXALuHqH8bCkx2c+flzSu69+grW221rbOvNxTNIJSTWLFRAAst3gaFySVMVOMfjc6Z6YNi0vdR0DAADA9yYTKR3rGtbe+grXUQAAuOR494i2rSyTMcZ1FNwCrkqx5dbabmm6/JK07HpPNsaskbRX0isLHw0A/GFobLoUq6QUg49NJVM6PzCmLSsoxQAAAFw71jWsRMqqsY59YgAAb0ilrU52x7SNfWJZY8HmBBljnpa0YpYv/e48f58SSf8i6TestSPXed6jkh6VpLq6uvn8CADwpcGxKUlSVQmlGPzrfP+YUmmrzZRiAAAAzrWGopKkhnpKMQCAN1wYGNVEIqXtq9gnli0WrBSz1t53ra8ZY3qNMSuttd3GmJWS+q7xvFxNF2L/YK39+g1+3uckfU6Smpqa7M0nBwB/+MlJsXzHSQB3TvXEJIlSDAAAwANaQhHVVRZpaQl/RwEAeMOxrulzOttWclIsW7gan/iEpA/PfPxhSd+8+glmekDn30o6Ya3900XMBgC+MDQWV8BIFYW5rqMAzpzqjSk3x2jt0mLXUQAAAHzNWqvWcEQNdRWuowAAcMnxrhHl5QS0YVmJ6yi4RVyVYp+WdL8x5oyk+2c+lzFmlTHmyZnnvEHShyS9xRhzcOY/D7mJCwDZZ3AsriVFeQoEWBIK/zrTG9O6pSXKzXH1lggAAACS1BmdUF9sSo2MTgQAeMjx7hFtXF6ivCDXDbLFgo1PvB5r7aCkt87yeJekh2Y+fkESV2oBYIEMjcZVWcw+Mfjb6d5R7VzNXHAAAADXWsNRSdLeOkoxAIA3WGt1rGtE921d5joKbiHqTQDwqaExSjH420Q8pfbIuDYtY58YAACAa62hiIrycrSFXa8AAI/oGZnU0Fhc21dxM202oRQDAJ8aHJtSVQmlGPzrXP+orJU2LmcuOAAAgGut4Yh2rS5XkLHWAACPON41IknatqrMcRLcSrzTAACf4qQY/O5MX0yStIlSDAAAwKnJRErHu0bYJwYA8JSLpdjWlZRi2YRSDAB8KJW2ik4kVFmc7zoK4MyZ3lEFA0b1VcWuowAAAPja4Y5hJdNWDewTAwB4yImeEdVXFakkP+g6Cm4hSjEA8KHIeFzWSlWcFIOPne4d1dqlxcplRA8AAIBTLaGIJGkvpRgAwEOOd41o6wpOiWUbrgIBgA8NjcUlifGJ8LWzfTFtWs4idwAAANdawxGtXVrM308AAJ4xOpVUaGicfWJZiFIMAHxocHS6FOOkGPxqMpFSaGhcG5axTwwAAMAla60OhCOMTgQAeMqpnhFZK21jn1jWoRQDAB+6dFKshFIM/nSuf1TWipNiAAAAjoWHxjUwGldDfYXrKAAAXHK8a0SStJWTYlmHUgwAfGhobEoS4xPhX2d6RyVJG5dzUgwAAMCl1vD0PjFOigEAvOR4d0zlhblaVV7gOgpuMUoxAPChwZmTYkuKKMXgT2f6YgoGjNZUFbuOAgAA4GutoahK8oOc4AcAeMrx7hFtW1kmY4zrKLjFKMUAwIeGxuIqL8xVbg4vA/Cn072jWrO0WHlB/h0AAABwqTUc0Z7aCuUEuOgIAPCGVNrqVM+ItrJPLCtxJQgAfGhwNK4q9onBx872jWrjMkYnAgAAuDQ2ldSJ7hE11FW4jgIAwCUXBsY0mUhrG/vEshKlGAD40MDolJYW57uOATgxmUgpNDimjYzoAQAAcOpQR1RpK+2tZ58YAMA7jnePSJK2cVIsK1GKAYAPDY5xUgz+db5/TGkrTooBAAA4diAclSQ11FKKAQC840T3iHJzjDZw3SArUYoBgA8Njk5RisG3zvTFJEkbl/PmFgAAwKWWUEQblpWovCjXdRQAAC453jWiDctK2UOepfhvFQB8JplKKzKeUBXjE+FTZ3pHlRMwWru02HUUAAAA37LW6kA4wj4xAIDnnOgeYXRiFqMUAwCfGRqPS5KWclIMPnW6N6b6qiLlB3NcRwEAAPCtCwNjiown1FDH6EQAgHcMjE6pLzalrSvZQ56tKMUAwGcGR6dLsaoSTorBn872jWrTMt7cAgAAuNR6cZ9YPaUYAMA7TnSPSJK2reKkWLaiFAMAnxkamynFijkpBv+ZSqbUNjjGslwAAADHWkIRlRYEtaGa92UAAO843jVTijE+MWtRigGAzwyMTkmSqhifCB9qGxhX2kobl3PxBQAAwKUD4Yj21i1RIGBcRwEA4JLj3SNaVV6giiKum2UrSjEA8JlL4xOLGZ8I/znXPypJWs8dyQAAAM7EJhM61RtTQ12F6ygAAFzhZHdMWzklltUoxQDAZwbHppQTMCovzHUdBVh0Z/umS7F11cWOkwAAAPjXwfaorJUa6tgnBgDwjqlkSuf6RynFshylGAD4zOBoXJXFeYwpgS+d6x9VTUWhivKCrqMAAAD4VmsoKmOkPZwUAwB4yJneUSXTVltWlrqOggVEKQYAPjMwGldVMXOR4U9n+0a1fhmjEwEAAFxqDUe0aVmpygqYXgEA8I6TPTFJ4qRYlqMUAwCfGRyb0tIS9onBf9Jpq/P9Y1rP6EQAAABn0mmrA+GIGuorXEcBAOAKJ7pHVJAb0JoqrhtkM0oxAPCZwdG4qko4KQb/6Rqe0EQipQ2cFAMAAHDmXP+oRiaT2ss+MQCAx5zoHtHm5aXKYeVIVqMUAwCfGRydUlUxJ8XgP+f6xyRJ66spxQAAAFxpDUckSY31lGIAAO+w1upE9wijE32AUgwAfGQykdJYPMVJMfjS2b5RSeKkGAAAgEOtoagqinK1bimjqQAA3tEXm1JkPEEp5gOUYgDgI/2xKUnSUkox+NC5/lGVF+aqqpj//QMAALjSEo5ob22FjGE0FQDAO453j0iStqwodZwEC41SDAB8ZGD0YinG+ET4z9m+UW1YVsIFGAAAAEeGxxM62zeqBvaJAQA85sTFUoyTYlmPUgwAfGRwNC6JUgz+dL5/VOurGdMDAADgyoF29okBALzpZHdMNRWFKi/MdR0FC4xSDAB85NJJsVJKMfhLdDyugdE4+8QAAAAcag1FFDDS7toK11EAALjCie4RbV3J6EQ/oBQDAB+5WIqxUwl+c65/VJK0vppSDAAAwJXWcFRbVpSpOD/oOgoAAJdMJlI6PzCmrYxO9AVKMQDwkYHRuErzgyrIzXEdBVhUZ/umSzFOigEAALiRSlsdbI+qob7CdRQAAK5wpndUqbSlFPMJSjEA8JH+0SlGJ8KXzvWPKS8Y0OolRa6jAAAA+NLp3phGp5JqqGOfGADAW070jEiStqxgfKIfUIoBgI8MxKa0tITRifCfs32jWre0WDkB4zoKAACAL7WGI5KkxnpKMQCAt5zoHlFhbo7qq4pdR8EioBQDAB8ZHItraQknxeA/5/pH2ScGAADgUEsooqriPNVVcnIfAOAtJ7pHtHlFKTfS+gSlGAD4yMDoFKUYfGcykVL70LjWs08MAADAmQPhqPbWLZExXHAEAHiHtVYne2LaupLRiX5BKQYAPpFIpRUdT1CKwXfaBseUttL6asYgAAAAuDA0FteFgTFGJwIAPKd3ZErR8YS2rixzHQWLhFIMAHxicDQuSVpayk4x+MvZvlFJYnwiAACAI62h6X1iDXUVboMAAHCVEz0jkqQtKyjF/IJSDAB8YmB0SpI4KQbfOd8/Jklax0kxAAAAJ1rDEQUDRrtWV7iOAgDAFU52xyRJm5czPtEvKMUAwCf6L5VinBSDv1wYGNOq8gIV5QVdRwEAAPCl1nBE21aVqTAvx3UUAACucKpnRKvKC1RelOs6ChYJpRgA+MSl8YmcFIPPnO8f1VpOiQEAADiRTKV1qH1YDXXsEwMAeM/Jnpi2sE/MVyjFAMAnGJ8IP7LW6vzAmNYtZZ8YAACACyd7YppIpNRQTykGAPCWeDKts32j2rKC0Yl+QikGAD4xEJtSYW6OivMZIQf/GBiNKzaZZJ8YAACAIy2hiCSpoa7CbRAAAK5yrn9UybTVZkoxX6EUAwCfGBid0tJS9onBX873j0qS1i6lFAMAAHChNRzR8rJ81VQUuo4CAMAVTvaMSJK2Mj7RVyjFAMAn+kenVM3oRPjMhYExSdL6asYnAgAAuNAajqihbomMMa6jAABwhZM9MeXlBLiR1mcoxQDAJ/pjU6oupRSDv5wfGFNeMKBV3JkMAACw6Ppik2ofmlBDHfvEAOD/Z+/PwytLrPLe/12a59Jcs0pSDd0esN3d1d02tgEDTjABOwEChkCISWjIZQrc3MS5/MKQ5LkhTAkhBMch+OcQg0mIuZhcx4b4YoyHHqrKdmO7u6o016DhTJLOrOGs+8c5astlVZWqSufsc/b+fp7nPNKZSkuP5dbWfvdaC/XnxcW0zoz2qLWZmCRK+F8bACKCUAxRNBPLaHyoS81NXJkMAABQa5fmVyVJj54iFAMA1J8Xl9b18FH2iUUNoRgARMDmdkmp3KZGejqCLgWoqZl4VpPDjE4EAAAIwqWFlNqam/TK4+xqAQDUl1R2Q8vrRT18hFAsagjFACACEpkNSaJTDJGyuV3SQiKniRFmgwMAAATh0nxKrzzep/aW5qBLAQDgy7y4lJYkPXyECzeihlAMACIgli5KIhRDtFxP5bVVck2yMBcAAKDmNrZKev7GGvvEAAB16cWldUlifGIEEYoBQATEMgVJhGKIlplYRpI0OcL4RAAAgFr7ws01bWyV2CcGAKhLLy6mNdTdppEezpVFDaEYAETATqfYcE9bwJUAtTMTy0oSnWIAAAABuLSwKkl6jFAMAFCHXlxa18NHe2VmQZeCGiMUA4AI+FIoxtUviI6ZeFYDXa0a6CYMBgAAqLVL8ykd7+/U4b6OoEsBAODLbJdcl5fTeugw+8SiiFAMACIgli6qr6NFHa0suEZ0zMQyjE4EAAAIyKWFlB4Z6w+6DAAAvsJCMqfCZol9YhFFKAYAERDPbLBPDJEzG89qgtGJAAAANXdzNa/FtQKjEwEAdenFxXVJ0sNHCMWiiFAMACIgli4SiiFS0oVNraSLmhwhFAMAAKi1SwspSdKjY4RiAID68+JSWk0mnTtMKBZFhGIAEAGxTFEjvczyR3TMxrOSpMlhxicCAADU2qX5VXW0Nunlx9jVAgCoP5eX0hof6mbNSEQRigFABMTSRY300CmG6HgpFKNTDAAAoOYuLaT0quP9am3mtBMAoP5cXk7rIUYnRhZHJwAQcrmNLWWKWxrubQu6FKBmpmNZNZl0aqgr6FIAAAAipbC5rS/cXNOj7BMDANSh/Ma25hJZQrEIIxQDgJCLpzckiU4xRMpsPKvjA51qb2EUAgAAQC395Y01bW67Hh3rD7oUAAC+wtWVtNylhwnFIotQDABCLpYpSJKGewnFEB1z8azGhxidCAAAUGuX5lOSRKcYAKAuvbiUliQ9dIS9l1FFKAYAIbeyXpQkjRKKISLcXXPxrCaGCcUAAABq7eJ8SqeGujTMpAoAQB26vJRWR2uTxgZZtxBVhGIAEHKxzE4o1hFwJUBtJLIbShe36BQDAACoMXfXpYVVPTZGlxgAoD5dXkrr3OFeNTdZ0KUgIIRiABByK+tFNTeZhrrbgi4FqIm5eFaS6BQDAACosWvJvOKZoh5hdCIAoE69uJTWQ4fZJxZlhGIAEHIr6YKGe9rUxBUwiIjZSig2TigGAABQU5cWyvvE6BQDANSjRKaoeKaoh44QikUZoRgAhNxKuqgR9okhQuYSWTU3mU4MdAZdCgAAQKRcnE+pu62Zk40AgLp0eSktSXr4SF/AlSBIhGIAEHIr60X2iSFS5uI5nRzoVGszhzkAAAC1dGkhpdeM9bOnBQBQl16shGJcvBFtnC0CgJBbSRc1SqcYImQ2nmV0IgAAQI1li1t6YXFdjzI6EQBQpy4vpTXU3cZEpYgjFAOAENsuuZJZQjFEh7trPpHV+BChGAAAQC197vqqSi49eopQDABQn15cTtMlBkIxAAizRKaokksjfYxPRDTEMkVlN7Y1PtQVdCkAAACRcmk+JUl69CShGACg/pRKrquEYhChGACE2kq6KEl0iiEy5uI5SWJ8IgAAQI1dnE/pzGiPDnW1Bl0KAABf4Voqp9zGth4mFIs8QjEACLGVdEGSmJWMyJiLZyVJE4RiAAAANVMquT5zbVWPsU8MAFCnXlxKS5IeOtIXcCUIGqEYAITYyjqdYoiW2URWLU2m4/2dQZcCAAAQGTPxrFZzm3r0VH/QpQAAsKfLlVDs3OGegCtB0AjFACDEdsYn0imGqJiLZzU22KWWZg5xAAAAauXSQnmf2GOn6BQDANSny0tpjQ12qautJehSEDDOGAFAiMXSRfV3taq9pTnoUoCamI1n2ScGAABQY5fmU+rraNHkMFffAwDq0+XltB5inxhEKAYAobaSLjA6EZHh7ppP5DQ+RCgGAABQS5cWUnr01ICamizoUgAA+ArFrW3NxrN66DChGAjFACDUVtJFjfZ2BF0GUBMr6aLym9uaGO4KuhQAAIDIWMtv6spyRo+OMToRAFCfZmJZbZecTjFIIhQDgFBbWS+yTwyRMRvPShLjEwEAAGros9dWJbFPDABQv64spyWJUAySCMUAILTcXbFMkfGJiIy5nVCM8YkAAAA1c3E+pSaTXn2yP+hSAADY04tLabU2G+cLIIlQDABCay2/qY2tkkb7GJ+IaJhNZNXW3KRj/Z1BlwIAABAZn1lI6aEjfeppbwm6FAAA9nRlKa3J4R61tRCHgFAMAEJreb0oSTrcR6cYomEuntXJwU41s+AdAACgJrZLrs8srOrRsf6gSwEA4LYuL6d1jtGJqCAUA4CQWl4vSJIO0ymGiJiL5zTBPjEAAICaubqSVqa4xT4xAEDdyhS3dD2V10OHe4IuBXWCUAwAQmolXe4UY6cYosDdNZ/M6hTzwQEAAGrm4nxKkvToGKEYAKA+XV1OS5LOHaZTDGWEYgAQUjudYqO9dIoh/FbSRRU2Szo11BV0KQAAAJFxcT6loe42jsEAAHXr8lI5FHv4SF/AlaBeEIoBQEitrBfU19GizrbmoEsBqm4+kZMkOsUAAABq6DMLq3r01IDM2OkKAKhPl5fT6mxt1omBzqBLQZ0gFAOAkFpeL2qUfWKIiPlEVpJ0apCrlAEAAGohkSlqNp5ldCIAoK5dWU7r3OEeNTVxAQfKCMUAIKRW0gUd7mOfGKJhIZlTc5PpOFd+AQAA1MRnFlYlSY+O9QdaBwAAd3J5KcM+MXwZQjEACKnl9aIOs08METGfyOlYf4damzm0AQAAqIWLCym1NJlefbI/6FIAANhTIlNUPFPUQ0cIxfAlnDkCgBByd62kC4xPRGTMJ7I6Ncg+MQAAgFq5OJ/SK471qaOVHcYAgPp0eTktSXSK4csQigFACKVym9rcdo32Mj4R0TCfzGlsiH1iAAAAtbC5XdLz11f16Cn2iQEA6teVpXIo9jCdYtiFUAwAQmglXZAkHaZTDBGwlt/Uam5T44RiAAAANfHC4roKmyU9RigGAKhjl5cz6u9q1QgXjWMXQjEACKHl9aIk6XAfv/QRfguJnCRpjPGJAAAANXFxPiVJhGIAgLp2ZTmtc4d7ZWZBl4I6QigGACG0vE6nGKJjPpmVJJ2iUwwAAKAmLs6ndPRQh44e6gy6FAAA9uTuurKU1kPsE8MtCMUAIIRi6XKnGO3hiIL5lzrFCMUAAABq4TML7BMDANS3xbWC0sUtnTvcE3QpqDOEYgAQQsvrBR3qbFVHa3PQpQBVN5/IarinXd3tLUGXAgAAEHqLa3ndWM3rsTFCMQBA/bq8nJYknaNTDLcgFAOAEFpeL7BPDJExn8hpnNGJAAAANXFpflUS+8QAAPXtKqEYboNQDABCaHm9qNFe9okhGhaSOY0RigEAANTExfmUOlqb9PJjfUGXAgDAbV1Zzmikt10D3W1Bl4I6QygGACFU7hQjFEP4FTa3tbhW0KnB7qBLAQAAiIRLCym96ni/Wps5pQQAqF9XltPsE8OeOIIBgJDZLrlW0kUdOcT4RITftWROknSKTjEAAICqK2xu6ws31/QooxMBAHWsVHJdXc4wOhF7IhQDgJBJZIraLrmO0CmGCJhPlEMxxicCAABU31/eWNPmtrNPDABQ166n8spvbhOKYU+EYgAQMsvrRUnSKKEYImB+p1NskFAMAACg2i7OpyRJj471B1sIAAB3cGU5LUmMT8SeCMUAIGSW1guSRKcYImEhkVVve4sGWZwLAABQdZfmUxof6tJQD6PaAQD168pKORQ7S6cY9kAoBgAh81IodohQDOE3l8hpbKhLZhZ0KQAAAKHm7rq0kGKfGACg7l1ZSuvooQ71dbQGXQrqEKEYAITM8lpBTSYNc/UmImAhmdMp9okBAABU3UIyp3hmg31iAIC6d2U5wz4x3BahGACEzPJ6QSO97WpuonMG4bZdcl1P5TQ22B10KQAAAKG3s0+MUAwAUM+2S66pWIZ9YrgtQjEACJml9QL7xBAJi2t5bW47nWIAAAA1cGkhpd72Fp0d5cp7AED9mk9ktbFVolMMt0UoBgAhs7xe0GFCMUTAtWReknRygFAMAACg2i7Or+o1Y/1MpAAA1LUryxlJIhTDbRGKAUDILK0VdOQQoRjC71oyJ0kaGyQUAwAAqKZ0YVOXl9b16BijEwEA9e3KclqSdGaU8YnYG6EYAIRIfmNb64UtOsUQCQvJnJqbTEf7+XkHAACops9dW1PJ2ScGAKh/V5bTOjnYqe72lqBLQZ0iFAOAEFleL0gSoRgi4Voqp6OHOtTazOEMAABANV1aSMlMes1Yf9ClAABwR1eW0zrH/kvcAWeRACBEliqh2BFCMUTAQjLH6EQAAIAauDif0rnRXvV1tAZdCgAAt7W5XdJsPKtzRwjFcHuEYgAQIjudYkcOtQdcCVB915I5nRwgFAMAAKimUsl1aSGlRxmdCACoc3PxrDa3XecOs08Mt0coBgAhshOKjdIphpDLbWwpntnQ2BChGAAAQDVNxzJKF7bYJwYAqHuXl9OSpLOMT8QdEIoBQIgsrRXV1dasXpaJIuSuJfOSpJOMTwQAAKiqi/MpSSIUAwDUvSvLGTWZdGaUTjHcHqEYAITI8npBR/o6ZGZBlwJU1bVkTpJ0cqAz4EoAAADC7eJ8SoPdbRqnQx8AUOemVtIaG+xSR2tz0KWgjhGKAUCILK7ldeQQoxMRfguVUGyMTjEAAICquriQ0qNjA1x4BwCoe1eWMzp7mNGJuDNCMQAIkaW1AqEYImEhmVN3W7MGu9uCLgUAACC0ktkNzcSyjE4EANS9ja2S5uJZnTvM6ETcGaEYAITEdsm1ki7qKKEYIuB6KqeTg11csQwA98nMvsnMLpvZlJm9c4/n/5aZPV+5fcrMXr3ruTkz+0sz+6yZXaht5QBq6TML7BMDADSG2XhWWyXX2VE6xXBnLUEXAAA4GIlMUVsl15E+QjGE30Iyp1ND3UGXAQANycyaJf2GpDdLui7pOTP7oLt/cdfLZiV9rbunzOwtkt4t6cldz7/J3eM1KxpAIC7Op9TSZHrViUNBlwIAwB1dXUlLks7SKYa7oFMMAEJica0gSTpyqDPgSoDqcnddS+Z1coB9YgBwn56QNOXuM+6+Ien9kt62+wXu/il3T1XuPi3pRI1rBFAHLs6n9Irjh9TR2hx0KQAA3NGV5YyaTDo9QiiGOyMUA4CQWFovh2KMT0TYxTMbym9ua2yQABgA7tNxSdd23b9eeex2/q6k/7nrvkv6EzO7aGZPVaE+AHVgc7ukz11f1WNjjE4EANS/q8tpnRrq5kIO3BXjEwEgJJZe6hQjFEO4LSRzkqSxITrFAOA+7bWQ0fd8odmbVA7F3rDr4de7+00zG5X0p2b2ort/fI/3PiXpKUkaGxt78KoB1NQLi+sqbJbYJwYAaAhXltM6M0qXGO6OTjEACInFtYJam02DXW1BlwJU1fVUORRjfCIA3Lfrkk7uun9C0s1bX2Rmr5L0W5Le5u6Jncfd/Wbl44qkP1R5HONXcPd3u/t5dz8/MjJygOUDqIWL8+UJqo+e6g+2EAAA7mJjq6S5RE7n2CeGfSAUA4CQWF4v6HBfh5qa9rr4GwiPhUQ5FDtBKAYA9+s5SWfNbMLM2iS9XdIHd7/AzMYkfUDS97n7lV2Pd5tZ787nkv6KpM/XrHIANXNxPqXj/Z06ys5iAECdm41ntV1ynTvcG3QpaACMTwSAkFhcy7NPDJFwLZXTaG+7OtuYEw4A98Pdt8zsRyV9RFKzpN929y+Y2Q9Xnn+XpJ+RNCTp35uZJG25+3lJhyX9YeWxFkm/6+4fDuDbAFBlF+dTOj8+GHQZAADc1ZXltCTp7CihGO6OUAwAQmJpraBXHj8UdBlA1S0kczo5SJcYADwId/+QpA/d8ti7dn3+9yT9vT3eNyPp1VUvEECgbq7mtbhW0GNj/UGXAgDAXV1dTqvJpMmR7qBLQQNgfCIAhIC7a2m9QKdYDZjZN5nZZTObMrN37vG8mdm/rTz/vJk9uuu5nzSzL5jZ583s98yM/8Huw7VkXmOEYgAAAFWzs0/ssVN0igEA6t/VlYxODXWro5WJMrg7QjEACIG1/KYKmyUdYd5/VZlZs6TfkPQWSS+X9N1m9vJbXvYWSWcrt6ck/Wblvccl/bik8+7+SpXHVb29RqWHxsZWSYtreZ0c4GcdAACgWi7Op9TZ2qyHjzKGCgBQ/64sp3V2tCfoMtAgCMUAIASW1guSpCN9NB5V2ROSptx9xt03JL1f0ttuec3bJP1nL3taUr+ZHa081yKp08xaJHVJulmrwsNicS2vkksn6BQDAAComksLKb365CG1NnPaCABQ34pb25pL5HTuMBdyYH84ugGAEFhcq4RijE+stuOSru26f73y2F1f4+43JP2ypAVJi5LW3P1PqlhrKF1P5SVJJwcIxQAAAKoht7GlL9xc12OnBoIuBQCAu5qNZ7Vdcp09TKcY9odQDABCYKkSirFTrOpsj8d8P68xswGVu8gmJB2T1G1m3/sVX8DsKTO7YGYXYrHYAxccNteSOUnSCcYnAgAAVMXz19e0XXKdZ58YAKABXFnOSJLOjtIphv0hFAOAEFhaK8hMGultD7qUsLsu6eSu+yf0lSMQb/eab5Q06+4xd9+U9AFJX33rF3D3d7v7eXc/PzIycqDFh8H1VF7NTUYADAAAUCUX51OSpEfG+oMtBACAfZhaTqvJpMmR7qBLQYMgFAOAEFhcy2u0t52Z/9X3nKSzZjZhZm2S3i7pg7e85oOS/raVvVblMYmLKo9NfK2ZdZmZSfoGSS/UsvgwuJ7K6Uhfh1r4WQcAAKiKS/MpnRntUX9XW9ClAABwV1eWMzo11K2O1uagS0GDaAm6AADAg1tcK+jIIcbJVZu7b5nZj0r6iKRmSb/t7l8wsx+uPP8uSR+S9M2SpiTlJL2j8twzZvYHki5J2pL0GUnvrv130diup/I6OcjPOgAAQDW4uy4upPRXX34k6FIAANiXqytpnR1lnxj2j1AMAEJgca3AAUCNuPuHVA6+dj/2rl2fu6Qfuc17f1bSz1a1wJC7nsrrDWeHgy4DAAAglGbiWa3mNvXYqYGgSwEA4K42tkqaS+T0llceDboUNBBmDwFAg3N3La7mdZROMYRccWtby+mCTgzwsw4AAFANO/vEHiUUAwA0gLlEVtsl19nDXCiO/SMUA4AGt17YUnZjW0cPdQRdClBVi6sFuUsnBrqCLgUAACCULs2n1N/Vqsnh7qBLAQDgrq4uZyRJZ5iehHtAKAYADW5xLS9JOtpPKIZwu54q/6zTKQYAAFAdF+dTenRsQE1NFnQpAADc1dWVtMyk0yOEYtg/QjEAaHCLawVJolMMoXc9lZNEKAYAAFANa7lNXV3JsE8MANAwrq5kNDbYpY7W5qBLQQMhFAOABre4uhOKERQg3K6n8mpuMh3pIwAGAAA4aJeuVfaJjRGKAQAaw9RyRmcZnYh7RCgGAA1ucS2vJpNGe9uDLgWoquupnI4e6lBLM4cvAAAAB+3SfErNTaZXnzwUdCkAANzV1nZJM/GMzoz2Bl0KGgxnlQCgwS2uFTTaS1CA8LueyjM6EQAAoEouzKX0sqO96mprCboUAADuaj6Z0+a20ymGe8YZVABocItreR3tZ5wcwq8cinUFXQYAAEDobG2X9Nlrqzp/ajDoUgAA2JeryxlJ0tnDhGK4N4RiANDgFlcLOnqIUAzhVtza1nK6QKcYAABAFby4lFZ+c1uPnWKfGACgMUytpCVJp0cIxXBvCMUAoIG5uxbXCjp6iKAA4ba4WpC76BQDAACoggtzSUkiFAMANIwryxkd7+9Udztjf3FvCMUAoIGt5TeV39ymUwyhdz2VlyQ6xQAAAKrg4sKqjh7q0LF+jrUAAI3h6kqG0Ym4L4RiANDAbq4WJIlOMYTe9VROEqEYAABANVycS9IlBgBoGNsl13Qso7OjhGK4d4RiANDAltbL3TNH++kUQ7hdT+XV3GQ60sfPOgAAwEG6uZrXzbUCoRgAoGFcS+a0sVXS2dHeoEtBAyIUA4AGttMpdoxOMYTc9VRORw91qKWZQxcAAICDdGkhJUk6f2ow4EoAANifqysZSWJ8Iu4LZ5YAoIEtrpW7Z0Z624MuBaiqa6m8Tg50BV0GAABA6FyYS6mztVkPH+VqewBAY7i6kpYknWF8Iu4DoRgANLDF1YKO9HWoucmCLgWoquupHPvEAAAAquDSQkqvPnlIrXTkAwAaxNRyRkcPdai3ozXoUtCAOOIBgAZ2YzWvo4fYsYRwK25ta3m9qBN0igEAAByo3MaWvnBzndGJAICGcnUlQ5cY7huhGAA0sMW1go710z2DcNvZnXecTjEAAIAD9blra9ouuR47NRB0KQAA7Eup5JpayejsKGN/cX8IxQCgQZVKrsW1PKEYQu/mal6SdJyfdQAAgAN1aSElSXpkrD/YQgAA2Kcbq3nlN7fpFMN9IxQDgAYVzxS1ue061s/4RITbjVQ5FGOnGAAAwMG6MJfU2dEe9Xe1BV0KAAD7MhXLSJLOHiYUw/0hFAOABnVzrTxS7tghggKE2/XVvMykw30EwAAAAAelVHJdWlhldCIAoKFMLZdDsTMjhGK4P4RiANCgdkbKHaVTDCF3czWvw70damvhsAUAAOCgzMQzWstvEooBABrK1EpGwz1tGuimyxn3h7NLANCg2LOEqLiRyus4oxMBAAAO1IW58j4xQjEAQCO5upLWabrE8AAIxQCgQd1cLairrVmHOluDLgWoqptreR0j/AUAADhQF+dTGuxu08Rwd9ClAACwL+6uqZUM+8TwQAjFAKBB3VzN6+ihDplZ0KUAVVMquRZXC3REAgAAHLCLCyk9OjbA3xMAgIYRSxe1XthinxgeCKEYADSoRbpnEAHxTFEb2yUdZ3ceAADAgUlmNzQTyzI6EQDQUKZWMpKks4d7A64EjYxQDAAa1A26ZxAB13d257FTDAAA4MBcmmefGACg8VythGJnRukUw/0jFAOABlTc2lY8U9TRQwQFCLcbqXIoRlckAADAwbkwn1Jrs+lVJw4FXQoAAPs2tZJRb0eLRnvbgy4FDYxQDAAa0NJaQZJ0jJFyCLmbO51ihGIAAAAH5tJ8Sq84dkgdrc1BlwIAwL5dXUnrzGgP+zDxQAjFAKAB3SAoQETcWM2rr6NFvR2tQZcCAAAQChtbJX3u+qrOMzoRANBgplayOsvoRDwgQjEAaEA3V8udYkcJxRByN1fzjE4EAAA4QF+4uabiVol9YgCAhrKa21A8U9TZ0d6gS0GDIxQDgAa0WOkUO3qI8YkIt+upvE4MEIoBAAAclIvzKUkiFAMANJSplYwk6QydYnhAhGIA0IBuruU11N3GDgCEHp1iAAAAB+vifEonBjo12scFdgCAxnGVUAwHhFAMABrQ9VRex+meQcilC5taL2yxOw8AAOCAuLsuzKfYJwYAaDhTKxl1tjZzjgAPjFAMABrQzdW8jh3iIADhdqMyJpQAGAAA4GBcT+UVSxf12Phg0KUAAHBPrq5kdHq0W01NFnQpaHCEYgDQYNxdN1bpFEP43ayEYoxPBAAAOBgX5pOSRKcYAKDhTK9kdGaE0Yl4cIGEYmY2aGZ/amZXKx+/4mjMzDrM7Fkz+5yZfcHMfj6IWgGg3qRymypslmgXR+jdSJVDsRP8rAMAAByIC3Mp9ba36Nzh3qBLAQBg37LFLd1Yzessv79wAILqFHunpI+6+1lJH63cv1VR0te7+6slvUbSN5nZa2tXIgDUp52ggO4ZhN2N1YLamps03NMedCkAAAChcHE+pdeM9auZ0VMAgAYyHctIkk7TKYYDEFQo9jZJ7618/l5Jf/3WF3hZpnK3tXLzmlQHAHVsZ8/SCcYnIuRurOZ1tL+DeeEAAAAHYC2/qcvLaZ0/xT4xAEBjubpcjgnOjBKK4cEFFYoddvdFSap8HN3rRWbWbGaflbQi6U/d/ZnalQgA9ekGe5YQETdSOcaEAgAAHJDPXluVu3R+nH1iAIDGMhXLqKXJdGqoK+hSEAIt1fqHzex/STqyx1M/vd9/w923Jb3GzPol/aGZvdLdP3+br/eUpKckaWxs7N4LBoAGcXM1r87WZg10tQZdClBVN1cLesPZ4aDLAAAACIWLc0k1N5lec7I/6FIAALgnUysZjQ93q7U5qB4fhEnVQjF3/8bbPWdmy2Z21N0Xzeyoyp1gd/q3Vs3sY5K+SdKeoZi7v1vSuyXp/PnzjFkEEFo3Unkd6++QGSPlEF4bWyUtpwt0igEAAByQC/Mpvexor7rbq3YqCACAqpheyejc4d6gy0BIBBWtflDS91c+/35Jf3TrC8xspNIhJjPrlPSNkl6sVYEAUK9uruV1fIB2cYTb8npB7tKx/o6gSwEAAGh4W9slffbaqh4bY3QiAKCxbGyVNJ/MsU8MByaoUOwXJL3ZzK5KenPlvszsmJl9qPKao5L+zMyel/ScyjvF/kcg1QJAHbmRytM9g9C7ye48AACAA/PCYlq5jW09Nj4YdCkAANyTuURW2yUnFMOBCaRn3t0Tkr5hj8dvSvrmyufPS3qkxqUBQF3Lb2wrkd3QcbpnEHKLawVJ0tFDhGIAAAAP6sJ8UpJ0/hSdYgCAxjK1kpEkQjEcGDbTAUADublW7p45PkBQgHDb+VlnfCIAAMCDuzif0rFDHXThAwAaznQlFJsc6Q64EoQFoRgANJAbqUpQQPcMQm5xtaD+rlZ1tbEIHgAA4EFdnE8xOhEA0JCmYhkd7+/k/AAODKEYADSQnT1LdIoh7G6u5hmdCAAAcABurOa1uFZgdCIAoCFNrWQYnYgDRSgGAA3kxmpeTSYd6WOkHMLt5lpBxw7xcw4AAPCgLsyV94k9RigGAGgwpZJrOkYohoNFKAYADeTGal5H+jrU0sx/vhFui2t5HWWfGAAAwAO7OJ9SV1uzHj7SG3QpAADckxureRU2Szo9QiiGg8NZVQBoIDdSeUYnIvTyG9tazW0yPhEAAOAAXJxP6ZGxfi6sAwA0nKlYRpLoFMOB4ogIABrI9VRex/sJChBuN9fKu/OO0SkGAADwQDLFLb2wuK7HTg0GXQoAAPdseoVQDAePUAwAGsTWdklL6wWdGOgKuhSgqhZXC5KkY3SKAQAAPJDPLqyq5NJ59okBABrQ1EpGg91tGuxuC7oUhAihGAA0iKX1grZLzvhEhN7N1Z1OMX7WAQAAHsSF+aTMpNeM9QddCgAA92xqJaMz7BPDASMUA4AGcSNVDgpOEIoh5G6u5WUmHe5jfCIAAMCDuDif0kOHe9XX0Rp0KQAA3LPpWEanGZ2IA0YoBgAN4vpLoRjjExFui6sFDfe0q62FwxQAAID7tV1yfWZhVefHGZ0IAGg8iUxRqdwm+8Rw4DjbBAAN4kZlpNzRQ3TPINxuruV1jJ9zAACAB3J5Ka1McUvnTw0GXQpwIMzsm8zssplNmdk7b/OarzOzz5rZF8zszyuPnTSzPzOzFyqP/8Su1/+cmd2ovOezZvbNtfp+ANzZ1EpGkgjFcOBagi4AALA/11M5jfa2q6O1OehSgKpaXCvoLAe9AAAAD+TifFKS9NgpOsXQ+MysWdJvSHqzpOuSnjOzD7r7F3e9pl/Sv5f0Te6+YGajlae2JP3v7n7JzHolXTSzP9313n/t7r9cs28GwL5MxQjFUB10igFAg7ixmtdx9okh5NxdN1fzOnqIn3UAAIAHcWE+pdHednYSIyyekDTl7jPuviHp/ZLedstrvkfSB9x9QZLcfaXycdHdL1U+T0t6QdLxmlUO4L5MrWTU1daso+wbxwEjFAOABnE9lWefGEJvPb+l3Ma2jvVz0AsAAPAgLsyl9Pj4oMws6FKAg3Bc0rVd96/rK4Otc5IGzOxjZnbRzP72rf+ImY1LekTSM7se/lEze97MftvMaK0E6sTUSkaTI91qauL3GA4WoRgANIBSqdw9c7yfqzwRbjfXdnbn8bMOAABwvxbX8rqxmmd0IsJkr7Pifsv9FkmPSfprkv6qpH9qZude+gfMeiT9d0n/wN3XKw//pqTTkl4jaVHSr+z5xc2eMrMLZnYhFos9yPcBYJ9mYlmdGWF0Ig4eoRgANICVdFGb287oE4Te4k4oRqcYAADAfbswl5IknR8nFENoXJd0ctf9E5Ju7vGaD7t71t3jkj4u6dWSZGatKgdi73P3D+y8wd2X3X3b3UuS/qPKYxq/gru/293Pu/v5kZGRA/umAOwtW9zSjdU8+8RQFYRiANAArqdyksROMYTezdWCJOkYnWIAAAD37eJ8Sl1tzXr50b6gSwEOynOSzprZhJm1SXq7pA/e8po/kvRGM2sxsy5JT0p6wcozRP+TpBfc/Vd3v8HMju66+zckfb5q3wGAfZuNZyVJp+kUQxW0BF0AAODubqyWu2dOEooh5BbX8mppMo30tgddCgAAQMO6MJ/Ua072q6WZa6ERDu6+ZWY/Kukjkpol/ba7f8HMfrjy/Lvc/QUz+7Ck5yWVJP2Wu3/ezN4g6fsk/aWZfbbyT/6f7v4hSb9oZq9ReRTjnKQfquX3BWBv07GMJOk0nWKoAkIxAGgA11PlUOwYO8UQcjdXCzrc16FmFukCAADcl0xxS1+8ua4ffdOZoEsBDlQlxPrQLY+965b7vyTpl2557BPaeyeZ3P37DrhMAAdgaiWj5ibTqaGuoEtBCHHJEAA0gOupvIa629TVxrUMCLebq3kdY58YAADAffvswqpKLj02Phh0KQAA3JfpWEZjg11qb2kOuhSEEKEYADSA66kc+8QQCYtrBR1lnxgAAMB9uzCflJn0yFh/0KUAAHBfplYy7BND1RCKAUADuLGa1wlCMYScu2tpraCjdIoBAADct4vzKT18pE99Ha1BlwIAwD3b2i5pLp7T6dHuoEtBSBGKAUCdc3fdSOV1nH1iCLlkdkMb2yUd7SMUAwAAuB9b2yVdmk/p/KmBoEsBAOC+XEvltbFdolMMVUMoBgB1LpYuqrhV0slBlosi3BbXCpKkI4xPBAAAuC8vLqWV3djW+XFCMQBAY5peyUiSzowSiqE6CMUAoM5dS+UlSScHCMUQbkuVUOzoITrFAAAA7sfF+ZQk6TE6xQAADWo6Vg7FTg8TiqE6CMUAoM5dT+UkiZ1iCL3FdUIxAACAB3FhPqWjhzoYvQ4AaFhTKxkN97TrUBe7MVEdhGIAUOeuVzrFTtAphpBbWsurpck01NMedCkAAAAN6cJcUo+dGpCZBV0KAAD3ZTqW0ZnR7qDLQIgRigFAnbuWzGm4p02dbc1BlwJU1dJaUaO97Wpu4iQOAADAvbqxmtfiWkHnGZ0IAGhQ7q6plYxOjzA6EdVDKAYAde56Kk+XGCJhaT2vI4xOBAAAuC8X5pKSpPPjgwFXAgDA/YlnNrRe2NKZUUIxVA+hGADUuWupHPvEEAmLawUdPcTPOgAAwP24OJ9SV1uzHj7SG3QpAADcl6mVjCTRKYaqIhQDgDq2XXLdXM3r5CCdYgg3d9fSWoFOMQAAgPt0YS6lR8cG1NLMqR4AQGOajlVCMTrFUEUcKQFAHVteL2hz2+kUQ+itF7aU29jWUUIxAACAe5YubOrFpXU9xj4xAEADm1rJqKutWUf7ODeA6iEUA4A6dj2VlySdZKcYQm5prSBJdIoBAADch88srKrk0vlxQjEAQOOajmU0OdKtpiYLuhSEGKEYANSxa8mcJNEphtBbXCsHwEe4GgwAAOCeXZhPqcmkR8YIxQAAjWsmltUZ9omhygjFAKCO7XSKHScUQ8gtr9MpBgAAcL8uzif1sqN96mlvCboUAADuS25jSzdW85okFEOVEYoBQB27lsrpcF+72luagy4FqKrFtYLMpNFeQjEAAIB7sbVd0mcWVnWefWIAgAY2E8tKks6MEoqhugjFAKCOXU/l2CeGSFhaK2i4p11tLRyaAAAA3IsXFtPKbWzrsfHBoEsBAOC+TccykqTTdIqhyjjzBAB17Foyzz4xRMLiWkFHGZ0IAABwzy7MJyVJj4/TKQYAaFzTsayaTDo1xMXhqC5CMQCoU1vbJS2tF3RykIMBhN/SWkGH+wjFAAAA7tWFuZSO93fq6CEupgMANK7pWEYnB7vU0coKEVQXoRgA1KnFtYK2S06nGCJhcS1PpxgAAMA9cnc9N5fUebrEAAANbnolw+hE1AShGADUqWvJnCTpBDvFEHK5jS2tF7Z0hFAMAADgnlxL5rWSLuo8+8QAAA1su+SajWd1eqQ76FIQAYRiAFCnrqXKodgY4xMRcktrBUmiUwwAAOAesU8MABAGN1fzKm6V6BRDTRCKAUCdWkjm1NxkBAUIvZ1Q7Egfo0IBAADuxXNzKfV2tOjcaG/QpQAAcN+mYhlJ0ulRQjFUH6EYANSpa8m8jvV3qKWZ/1Qj3BbpFAMAALgvF+aSeuzUgJqaLOhSAAC4b9MrlVCMTjHUAGdaAaBOLSRzjE5EJCytVzrFCMUAAAD2LZXd0NWVjB5nnxgAoMFNx7Ia6GrVYHdb0KUgAgjFAKBOXU/ldHKAUAzht7iWV39Xqzpam4MuBQAAoGFcnE9Jks6fYp8YAKCxTccydImhZgjFAKAOZYtbimc2dJJOMUTA0lpBR/roEgMAALgXF+ZTam02vfpkf9ClAADwQGYIxVBDhGIAUIeup/KSRCiGSFhaLzA6EQAA4B5dmEvqlccP0W0PAGhoq7kNxTMbOj3aHXQpiAhCMQCoQ9eSOUlipxgiYXm9SKcYAADAPShsbuv562vsEwMANLzpWFaS6BRDzRCKAUAdWqiEYicHOgOuBKiuze2S4pmiRgnFAAAA9u0vb6xpY7vEPjEAQMObiWUkEYqhdgjFAKAOXUvl1N3WrMHutqBLAaoqninKXXSKAQAA3IMLcylJ0mOEYgCABjcdy6qtuUknuDAcNUIoBgB16Foyp5ODXTKzoEsBqmpprSBJOtzXHnAlAAAAjePCXFKnR7o11MMxFACgsU3HMhof7lJLM1EFaoOfNACoQ9eSeZ1knxgiYHm9KEk6TKcYAADAvpRKrgvzKZ0/xT4xAEDjm45lGJ2ImiIUA4A64+5aSOZ0coBQDOG3vL7TKUYoBgAAsB9TsYzW8ps6P87oRABAY9vcLmkhkSMUQ00RigFAnUlkN5Tf3NbYILOUEX7L6wW1NJmG2J8HAACwLzv7xB4fp1MMANDY5hM5bZVcp0e7gy4FEUIoBgB1ZiGZkyTGJyISltYLGu1tV1MT+/MAAAD248JcUsM97To1xN8LAIDGNh3LSBKdYqgpQjEAqDPXKqHYGKEYImBlvajDhxidCAAAsF/PzSd1/tSAzLioCADQ2HZCsYlhOsVQO4RiAFBndkKxE+wUQwQsrRd0uJdQDAAAYD+W1wu6lsyzTwwAEAozsawO97Wrt6M16FIQIYRiAFBnFpI5jfS2q7OtOehSgKpbXi/oCJ1iAAAA+8I+MQBAmEzHMpocZnQiaotQDADqzEIyp1OMTkQE5Da2lC5sabSvPehSAAAAGsJzc0l1tjbr5cf6gi4FAIAH4u6aXsno9CijE1FbhGIAUGeuJfPsE0MkLK8XJUlH+ugUAwAA2I8L80m95mS/Wps5nQMAaGyJ7IbWC1t0iqHmOIoCgDpS3NrWzbW8xoYIxRB+S2sFSdJhQjEAAIC7Shc29cWb63p8gtGJAIDGN72SkSSdHiUUQ20RigFAHbmRystddIohElbShGIAAAD79ZmFVZVcenx8IOhSAAB4YDPxrCRpcpjxiagtQjEAqCPzyZwkQjFEw5c6xdgpBgAAcDcX5pJqMumRMUIxAEDjm17JqL2lScf7O4MuBRFDKAYAdeTaTijG+EREwPJ6Ud1tzertaA26FAAAgLr37FxSrzh2SD3tLUGXAgDAA5uJZzUx3K2mJgu6FEQMoRgA1JH5RE6drc0a6aFzBuG3vF5gdCIAAMA+bGyV9NlrqzrP6EQAQEhMxzLsE0MgCMUAoI4sJHMaG+ySGVfJIPwIxQAAAPbnCzfXVNgs6fHxwaBLAQDggRW3tnUtmdNp9okhAIRiAFBHFhI5nWSfGCJiab3APjEAAIB9eG4uKUl0igEAQmE+kVPJRacYAkEoBgB1wt1f6hQDws7dtbJe1OFDdIoBAADczXNzKY0PdWm0l2MnAEDjm4llJEmTw4RiqD1CMQCoE7FMUfnNbZ0aIhRD+KVym9rYLukwJ3YAAADuyN11YS6p84xOBACExHQsK0maHGF8ImqPUAwA6sS1ZE6S6BRDJCytFSRJR+gUAwAAuKPpWEap3KaeIBQDAITEdCyjI30d6m5vCboURBChGADUiflEJRSjUwwRsJwuh2LsFAMAALiz5+ZSktgnBgAIj+lYVqdH6RJDMAjFAKBOLCRzMpOO93cGXQpQdctrO6EYnWIAAAB38txcUsM9bZoY5uQhAKDxubtmVjLsE0NgCMUAoE4sJHI60tehjtbmoEsBqm55vShJGumlUwwAAOBOnptL6vypQZlZ0KUAAPDAYpmi0sUtnWafGAJCKAYAdWIhmWOfGCJjJV3QQFer2lsIgQEAAG5naa2ga8k8oxMBAKExvZKVJE2O0CmGYBCKAUCdmCcUQ4SspIuMTgQAALiLC/NJSdLj44MBVwIAwMGYiWckSadHCcUQDEIxAKgDuY0txdJFnRoiFEM0rKSLjE4EAAC4i+dmk+pqa9YrjvUFXQoAAAdieiWrjtYmHeVCWQSEUAwA6sBCMidJGhtinjKiYWW9oNFeDoABAADu5Lm5lB4Z61dLM6dvAADhMBPPaGK4R01N7MpEMDiqAoA6MJ8oh2LjdIohAkolVyxd1GgfnWIAAAC3s17Y1AtL6zp/itGJAIDwmI5ldHqEi8IRHEIxAKgD84nyktFTgxwUIPxSuQ1tlVyHGZ8IAABwW5fmU3KXnpggFAMAhENhc1vXU3lNjrBPDMEhFAOAOjCfyKm/q1WHulqDLgWouuX1oiRplPnhAAAAt3VhLqXmJtNrTvYHXQoAAAdiPpGTu+gUQ6AIxQCgDswncjo1yOhERMNKuiBJGqVTDAAA4LaenUvqFcf61N3eEnQpAAAciJlYRpI0OUynGIJDKAYAdWA+mdWpIa6SQTSspMudYofpFAMAANhTcWtbn7u2qsfHGZ0IAAiPmXh5fcgknWIIEKEYAARsY6ukG6m8Tg3RKYZoiFVCsRE6xQAAAPb0+RtrKm6V9Pj4QNClAABwYKZjGR3p66ALGoEiFAOAgN1Yzavk0hjjExERy+sF9XW0qKO1OehSAAAA6tKzsylJ0nk6xQAAITITy9IlhsARigFAwOYT5dbx8WEOChANK+tFjTI6EQAA4Laem0tqcqRbwz101gMAwsHdNRPLEIohcIRiABCw+UROknSKTjFExEq6oMN9nOABAADYS6nkujCX1BN0iQEAQiSe2dB6YUuTwz1Bl4KIIxQDgIDNJ3LqbG1mvxIiYyVd1GgvnWIAAAB7ubyc1nphS48TigEAQmQmlpEkOsUQOEIxAAjYQjKrU0NdMrOgSwGqzt3L4xMJgQEAAPb03FxSkvTEBKEYACA8ZuLl9SGnR+gUQ7AIxQAgYHOJnE4NMToR0bCW39TGdomdYgAAALfx7GxSh/vadWKgM+hSAAA4MDOxjNpbmnS8n99vCBahGAAEqFRyLSRzOjVE6ziiYSVdlCQ6xQAAAPbg7npuLqnHxweZJAEACJWZWFYTw91qauL3G4JFKAYAAVpaL2hjq0SnGCJjZZ1QDAAA4HauJfNaXi8yOhEAEDoz8Sz7xFAXCMUAIEDziZwk6dQgBwWIhuX1giQxPhEAAGAPz1b2iT0+TigGAAiPja2SFpI5TQ6zTwzBIxQDgAAtJMtLRukUQ1QwPhEAAOD2Lswl1dfRoocO9wZdCgAAB2YhmdN2yekUQ10gFAOAAM0lcmptNh09RNcMomElXVBPe4u621uCLgUAAKDuPDuX1PnxQfatAABCZTqWkSSdHqFTDMEjFAOAAM3Fszo52KWWZv5zjGhYWS/SJQYAALCHeKaomViW0YkAgNCZiZUnJdEphnrAWVgACNBcIqfxIQ4IEB0r6YJG+wjFAAAAbnWhsk/siYmBgCsBAOBgzcQyGultV29Ha9ClAIRiABAUd9d8Iss+MUTKSrqo0V7GhQIAANzq2dmU2lua9FXH+4MuBQCAAzUTz2pymIvCUR8IxQAgILF0UbmNbU1wUICIcHfGJwIAANzGc3NJveZkv9paOFUDAAiXmVhGk+wTQ53gSAsAAjKXyEmSTjE+ERGRLm4pv7nN+EQAAIBbZIpb+sLNNT0xwT4xAEC4pLIbSuU2dZp9YqgThGIAEJC5eHnJ6AShGCIili5KEuMTAQAAbnFpPqWSS4+PE4oBAMJlJp6RJE0SiqFOEIoBQEDmElm1NJmO9RMQIBp2QrERxicCAAB8mefmkmoy6dFTA0GXAgDAgZqOlS8KnxxmfCLqA6EYAARkLpHVycEutTTzn2JEA6EYAADA3p6dTeoVxw6pp70l6FIAADhQM7GsWptNJwY6gy4FkEQoBgCBmYvnND7UFXQZQM28FIr1EIoBAADsKG5t67PXVhmdCAAIpdl4RqeGurkoHHWDn0QACIC7az6R1Sn2iSFCYpmiWptNhzpbgy4FAACgbnz+xpqKWyU9McHoRABA+MzEspoY5vwX6gehGAAEIJYpKruxzUEBIiWWLmq4p11NTRZ0KQAAAHXj2dmUJOk8nWIAgJDZLrnmEzlNjnD+C/WDUAwAAjCfyEmSTjE+ERESSxc1yj4xAACAL/PsbEKnR7o1zIhpAEDIXE/ltLFd0unhnqBLAV5CKAYAAZiNZyWJTjFESixd1AihGAAAwEu2S64L8yk9MTEUdCkAABy4mVj5/BedYqgnhGIAEID5RFYtTabj/Z1BlwLUTCxDKAYAALDbi0vrShe22CcGAAil6VhGkjQ5QqcY6gehGAAEYC6e04mBTrU0859hRMN2yZXIFDXCWCAAAICXPDublCQ6xQAAoTQbz+pQZ6sGulqDLgV4CWdjASAAc4msxhmdiAhJZIsquegUAwAA2OW5uaSO93cyQQIAEEozsawmR7plZkGXAryEUAwAaszdNZ/IaXyIUAzREUsXJRGKAQAA7HB3PTub1BMTg0GXAgBAVczEM5ocZnQi6guhGADUWDyzoUxxS6eGuoIuBagZQjEAAIAvNxPPKp7ZIBQDAIRSpril5fWiJke4KBz1hVAMAGpsNp6VJE0wPhER8lIo1tMRcCUAAAD14bmX9okRigEAwmc2Vj7/dZpQDHWGUAwAamyOUAwRFMuUQ7Hh3raAKwEAAKgPz84mNdzTpkn+LgAAhNBMPCNJmmB8IuoMoRgA1NhMPKvWZmOZNiIlli6qp71FXW0tQZcCAABQF56dS+rx8UGZWdClAABw4GZiWZmJ9SGoO4RiAFBjc/GsTg52qaWZ/wQjOmLpIvvEAAAAKm6s5nU9lWd0IgAgtGbiWZ0Y6FRHa3PQpQBfhjOyAFBjc4ksI1IQObF0USM9hGIAAADSl/aJPT5OKAYACKeZWEaTjE5EHSIUA4AaKpVcs/GsxocIxRAtsQydYgAAADuenUuqt71FLzvaF3QpAAAcOPfy+a8JLgpHHSIUA4AaWlovqLhV0jgHBYgYxicCAAB8ybOzSZ0fH1BzE/vEAADhs7ReUG5jW6dHOP+F+kMoBgA1NBfPShLjExEphc1tpQtbhGIAAACSEpmiplYyepx9YgCAkJqNVc5/jTA+EfWHUAwAamimEorRKYYoiaWLksROMQAAAEnPzaUkSU8SigEAQmp656JwOsVQhwjFAKCG5uJZdbQ26UhfR9ClADWzshOK0SkGAACgZ2eTam9p0lcd7w+6FAAAqmImllFnazPnv1CXCMUAoIZm41mND3Wrid0BiJAYoRgAAMBLnp1L6JGxfrW1cEoGABBOs/GsJoa7Zcb5L9QfjsAAoIZmE+VQDIiSWKYcio0SigEAgIhLFzb1xZvremJiKOhSAAComplYltGJqFuEYgBQI1vbJV1L5jTBQQEiJpYuykwa7G4LuhQAAIBAXZxPqeTsEwMAhFdxa1vXUzlNDnP+C/WJUAwAauTGal6b264JOsUQMbF0UYNdbWpp5rADAABE27OzSbU0mR4Z6w+6FAAAqmIhkVPJpcmRnqBLAfbE2SkAqJHZeFaS6BRD5MTSRfaJAQAAqByKfdWJQ+pqawm6FAAAqmJm5/wXnWKoU4RiAFAjO6EYO8UQNfFMUcM9hGIAACDaCpvb+tz1VT3B6EQAQIjNxLgoHPWNUAwAamQunlVPe4uGe9irhGiJZ4oa4uceAABE3KWFlDa3nX1iAIBQm41nNNzTrr6O1qBLAfZEKAYANTITz2p8uEtmFnQpQE0lMht0igEAgMh7djYpM+n8OKEYACC8ZmJZTdIlhjpGKAYANTIbz2pymCWjiJZscUv5zW1CMQAAEHnPzCT18qN9XDkPAAi18vkvQjHUL0IxAKiBwua2bqzmuVIGkRPPFCWJsaEAACDSNrZKurSQ0pMTQ0GXAgBA1azlNpXIbnD+C3WNUAwAamA+kZO7NMGVMoiYl0KxXjrFAABAdP3ljVUVt0p6gn1iAIAQm4lnJEkTTEpCHSMUA4AamImVDwpOj3BQgGiJpTckSSOMTwQAABH29ExSkgjFAAChNhPLShKdYqhrhGIAUAMz8fJBwTidYoiYL41PJBQDAADR9exsUucO92iwm5HSAIDwmo1n1dxkGhvsCroU4LYIxQCgBmbjWR3ua1dPe0vQpQA1tROKDbFTDAAARNTWdkkX5pJ0iQEAQm8mntHYYJdam4kdUL/46QSAGpiJZdgnhkiKZ4rq72rlgBgAAETWFxfXld3Y1hMTQ0GXAgBAVc3Esprk/BfqHGeoAKAGZuNZlowikuLpDUYnAgCASHt2trxP7Ek6xQAAIVYqueYSWS4KR90jFAOAKktlN5TKbeo0S0YRQYlsUUPszgCAumNm32Rml81syszeucfzf8vMnq/cPmVmr97vewF8uadnkhof6tLhvo6gSwEAoGoW1wsqbJY0OcJF4ahvhGIAUGUz8awkcaUMIime2dBwL51iAFBPzKxZ0m9Ieoukl0v6bjN7+S0vm5X0te7+Kkn/XNK77+G9ACpKJddzc0k9yehEAEDIzcY4/4XGQCgGAFU2E8tIElfKIJLi6aJGGJ8IAPXmCUlT7j7j7huS3i/pbbtf4O6fcvdU5e7Tkk7s970AvuTyclpr+U09wehEAEDIzcTL57+YlIR6RygGAFU2G8+qpcl0YqAz6FKAmipsbitd3NJwD+MTAaDOHJd0bdf965XHbufvSvqf9/leINJ29okRigEAwm4mllV3W7NGmBaDOtcSdAEAEHYzsazGhrrU2sx1CIiWeKYoSRqmUwwA6o3t8Zjv+UKzN6kcir3hPt77lKSnJGlsbOzeqwRC4NnZpI73d+rkYFfQpQAAUFUz8awmRrplttfhIlA/OEMLAFU2G89qknnKiKB4ZkMSoRgA1KHrkk7uun9C0s1bX2Rmr5L0W5Le5u6Je3mvJLn7u939vLufHxkZOZDCgUbi7npmNkGXGAAgEmbjGU0OszoE9Y9QDACqqFRyzSayLBlFJMXTlU4xRicAQL15TtJZM5swszZJb5f0wd0vMLMxSR+Q9H3ufuVe3gugbCaeVTyzQSgGAAi94ta2rqfymmSfGBoA4xMBoIpurOa1sVXS5AhXyiB6vjQ+kZ1iAFBP3H3LzH5U0kckNUv6bXf/gpn9cOX5d0n6GUlDkv59ZQTOVqXra8/3BvKNAHXumZnyPrEnCcUAACE3n8jJXVwUjoZAKAYAVTQbz0rioADRxE4xAKhf7v4hSR+65bF37fr870n6e/t9L4Cv9MxsQsM97fwtAAAIvZlY+fwX4xPRCBifCABVNBPLSBI7xRBJ8cyGettb1NHaHHQpAAAANeXuemYmqScnB1XptgQAILR2LgofH+4KuBLg7gjFAKCKpmNZ9ba3aISdSoigeKaoIUYnAgCACFpI5rS0XtBrJ4eCLgUAgKqbiWU02tuu3o7WoEsB7opQDACqaCae0eRoD1eHIpLimSKjEwEAQCTt7BN7LfvEAAARMBvPMi4YDYNQDACqaCaW1WkOChBR8cwGoRgAAIikp2cTGupu05lRdqsAAMJvNp7V5Ajnv9AYCMUAoEqyxS0trhU4KEBkxTNFDfcyPhEAAETPMzNJPTHBPjEAQPit5TaVyG7QKYaGQSgGAFWys2T09AhXhyJ6NrdLWs1t0ikGAAAi51oypxureT3J6EQAQATMxDOSpMlhzn+hMRCKAUCVTMcqBwWEYoigZHZDkjREKAYAACLmmdnKPrHTQwFXAgBA9e1cFD7BpCQ0CEIxAKiS6VhWTSadGuoKuhSg5uKZoiRppIfxiQAAIFqemUmov6tV50Z7gy4FAICqm41n1dxkOjnA+S80BkIxAKiSmVhGJwa61NHaHHQpQM0lMnSKAQCAaHp6NqEnxgfV1MQ+MQBA+M3Esjo50Km2FqIGNAZ+UgGgSqZjWZ2mdRwRlciWO8WGuukUAwAA0XFzNa9rybyenGR0IgAgGmbiWVaHoKEQigFAFZRKrtl4hoMCRNZLnWLddIoBAIDoeGY2IUl6cmIw4EoAAKi+Usk1F89qYpiLwtE4CMUAoAoW1wsqbJY0SacYIiqR3VBLk6mvsyXoUgAAAGrmmZmk+jpa9LKjfUGXAgBA1S2tF5Tf3CYUQ0O5ayhmZr9sZq+oRTEAEBbTKxlJ0mk6xRBRiUxRQz1tMmOXBgAAiI5nZpN6YmJQzewTAwBEwGw8K0maJBRDA9lPp9iLkt5tZs+Y2Q+b2aFqFwUAjW4mVg7F6BRDVCUyG4xOBAAAkbK8XtBsPKsnJ9gnBgCIhpmdUIyLwtFA7hqKuftvufvrJf1tSeOSnjez3zWzN1W7OABoVNOxrHo7WjTSQyiAaEpkNzTU0xZ0GQAAADXz9Exln9gk+8QAANEwG8uqs7VZh/s4/4XGsa+dYmbWLOnhyi0u6XOSfsrM3l/F2gCgYc3EM5oc6WF0HCIrkS1qqJtQDAAARMczs0n1tLfo5ewTAwBExEw8o4nhbs5/oaHsZ6fYr6o8QvGbJf1f7v6Yu/8rd/9WSY9Uu0AAaEQzsaxOMzoREZbIbGiITkkAABAhz8wk9Pj4gFqa93X9MQAADW82ntUE57/QYPZzpPZ5Sa929x9y92dvee6JKtQEAA0tW9zS4lpBp5mnjIjKb2wrt7HN+EQAABAZsXRR07GsnpxknxgAIBo2tkq6lszp9DChGBrLfkKxv+Xuud0PmNlHJcnd16pSFQA0sNmdJaMcFNQtM/sWM+MS3ipJZIuSpOFuOsUAoNrM7IKZ/YiZDQRdCxBlz8xW9olNsE8MABANC8mcSi6Nc/4LDea2JwTNrMPMBiUNm9mAmQ1WbuOSjtWsQgBoMFMrGUnSmVE6xerY2yVdNbNfNLOXBV1M2CQyG5KkQXaKAUAtvF3lv8+eM7P3m9lfNZY6ADX3zExS3W3NeuXxQ0GXAgBATbx0UTiTktBg7nSV/A9JuijpYUmXKp9flPRHkn6j+qUBQGOajmXU3GQ6NcSVMvXK3b9X5b2Y05LeY2afNrOnzKw34NJCYadTjPGJAFB97j7l7j8t6Zyk35X025IWzOznKxc5AqiBp2cSOj8+qFb2iQEAImI2Xr4ofILzX2gwtz1ac/dfc/cJSf/Q3Sd23V7t7v+uhjUCQEOZWsno1GCX2lr4g7ieufu6pP8u6f2Sjkr6G5IumdmPBVpYCOx0ig33MD4RAGrBzF4l6Vck/ZLKv9u+Q9K6pP83yLqAqIhnirq6ktFr2ScGAIiQ2XhWQ91tOtTVGnQpwD1pud0TZvb17v7/SrphZt926/Pu/oGqVgYADWo6lqF1vM6Z2VslvUPSaUm/I+kJd18xsy5JL0j69SDra3SJbDkUo1MMAKrPzC5KWpX0nyS9092LlaeeMbPXB1YYECHPzCQlSa+dpDkTABAd07GsJtgnhgZ021BM0teqfGXht+7xnEsiFAOAW2xtlzQbz+rrHz4cdCm4s++Q9K/d/eO7H3T3nJn9QEA1hUYiU1Rna7O62u50mAEAOCB/091ndj9gZhPuPuvuX3FxI4CD9/RMgn1iAIDImY1n9XXnRoIuA7hntz1b5e4/W/n4joP+opXZ9r8vaVzSnKTvdPfUbV7bLOmCpBvu/i0HXQsAHKRrqbw2t12nR7hSps4t3hqImdm/cvd/7O4fDaqosEhkNjTYTZcYANTIH0h6dI/HHgugFiCS2CcGAIiadGFTsXSRSUloSHc9YjOz/8vM+nfdHzCzf/GAX/edkj7q7mclfbRy/3Z+QuVRVgBQ96ZXyktGz4xyUFDn3rzHY2+peRUhlchuaJjRiQBQVWb2sJl9u6RDZvZtu25/R1JHwOUBkcE+MQBAFM3Fc5LE+EQ0pP1cxvQWd1/duVPp6PrmB/y6b5P03srn75X01/d6kZmdkPTXJP3WA349AKiJqVg5FONKmfpkZn/fzP5S0sNm9vyu26yk54OuLywS2aKGetqDLgMAwu4hSd8iqV/lkfc7t0cl/WBwZQHRwj4xAEAUzcR3zn8RiqHx7GfZR7OZte8sbDazTkkPeqbrsLsvSpK7L5rZ6G1e928k/SNJvQ/49QCgJqZXMhrpbdehztagS8HeflfS/5T0L/XlXcppd08GU1L4JDIbetmRvqDLAIBQc/c/kvRHZvY6d/900PUAUcU+MQBAFM3GszKTxga7gi4FuGf7CcX+i6SPmtl7JLmkH9CXurxuy8z+l6Qjezz10/spzMy+RdKKu180s6/bx+ufkvSUJI2Nje3nSwDAgZuKZXSGLrF65u4+Z2Y/cusTZjZIMPbg3L28U4zxiQBQVWb2j9z9FyV9j5l9963Pu/uPB1AWEDnsEwMARNFsPKvj/Z3qaG0OuhTgnt01FHP3XzSz5yV9Y+Whf+7uH9nH+77xds+Z2bKZHa10iR2VtLLHy14v6a1m9s0qz8TvM7P/4u7fe5uv925J75ak8+fP+93qA4CD5u6aXsnora85FnQpuL3fVXnU1EWVL/SwXc+5pMkgigqTTHFLG9slDXczPhEAqmxn7/KFQKsAImxnn9i3PXoi6FIAAKip2XiWfWJoWPvpFJOkz0hqVfmE4WcO4Ot+UNL3S/qFysc/uvUF7v5PJP0TSap0iv3D2wViAFAPYpmi1gtbdIrVMXf/lsrHiaBrCatEZkOSNESnGABUlbv/ceXjXad4AKgO9okBAKLI3TUby+rbHj0edCnAfblrf7+ZfaekZyV9h6TvlPSMmX3HA37dX5D0ZjO7KunNlfsys2Nm9qEH/LcBIBDTK1lJ0ulRQrF6Z2Z/w8wO7brfb2Z/PcCSQiORLUqShnroFAOAWjCzPzWz/l33B8zsrpM9ADw49okBAKIontlQurhFpxga1n46xX5a0uPuviJJZjYi6X9J+oP7/aLunpD0DXs8flPSN+/x+Mckfex+vx4A1MJ0LCNJOk2nWCP4WXf/w5077r5qZj8r6f8OrqRwiO90inXTKQYANTLi7qs7d9w9ZWajAdYDRMbTMwk9PsE+MQBAtMzGyxeFT3D+Cw1qP0duTTuBWEVin+8DgEiZWsmoq61ZRw91BF0K7m6v32P7HSmMO0hmGZ8IADW2bWZjO3fM7JTKY+8BVNHOPrHXTg4FXQoAADU1Gy9fFD5Jpxga1H5OAH64Mn7j9yr3v0sSIw4B4BbTsYxOj/TIzIIuBXd3wcx+VdJvqHzi8MckXQy2pHBIZMrjEwfpFAOAWvlpSZ8wsz+v3P8aSU8FWA8QCV/aJ0YoBgCIlpl4Vm0tTTrW3xl0KcB9uWso5u7/h5l9u6TXSzJJ7949cgoAUDa9ktGT/FHcKH5M0j+V9Psq/277E0k/EmhFIZHIbqi3vUXtLc1BlwIAkeDuHzazRyW9tvLQT7p7PMiagCh4aZ/Ysb6gSwEAoKZmY1mND3WpuYmLwtGY9jUqyt3/u6T/XuVaAKBhZYtburlW0OkRWscbgbtnJb3TzPokldw9E3RNYZHMbmiALjEAqLWvVrlDbMf/CKoQICp29om1sE8MABAxs/GsJjn/hQZ226M3M0ub2foet7SZrdeySACod9OxcqZyZrQ34EqwH2b2VWb2GUl/KekLZnbRzF4ZdF1hkMxuMDoRAGrIzH5B0k9I+mLl9hNm9i+DrQoIN/aJAQCiarvkmk/kNDHcE3QpwH27baeYu3NmFwD26eryTijGQUGD+A+Sfsrd/0ySzOzrJL1b5Svt8QCS2Q0d6esIugwAiJJvlvQady9Jkpm9V9JnJP2TQKsCQuzT0wlJ7BMDAETPzdW8NrZLmhymUwyNa199/mb2BjN7R+XzYTObqG5ZANBYpmIZtTabTg11BV0K9qd7JxCTJHf/mCSO6A4A4xMBIBD9uz4/FFQRQFQ8PZNQT3sL+8QAAJEzE89KkiYYn4gGdtedYmb2s5LOS3pI0nsktUn6L5JeX93SAKBxTK1kND7UrVZ2CjSKGTP7p5J+p3L/eyXNBlhPKLi7ktkNDRGKAUAt/UtJnzGzP5NkKu8Wo0sMqKJPzyT0BPvEAAARNFtZHzI+RCiGxrWfI7i/IemtkrKS5O43JTFaEQB2mVrJMDqxsfyApBFJH5D0h5XP3xFoRSGQ29hWcavETjEAqCF3/z1Jr1X5d9oHJL3O3d8fbFVAeC2vFzQTy+p1jE4EAETQbDyr3o4WDffwdz8a1107xSRtuLubmUuSmREDA8Auxa1tzSey+tZXHQ26FOyTu6ck/XjQdYRNMrshSYxPBIAaMLNHb3noeuXjMTM75u6Xal0TEAVPz7BPDAAQXTPxrCaHu2VmQZcC3Lf9hGL/1cz+g6R+M/tBla+u/4/VLQsAGsdsPKuSS6fpFKt7ZvbHkvx2z7v7W2tYTujshGKMTwSAmviVOzznkr6+VoUAUfLp6YT6Olr0cvaJAQAiaDae1flTA0GXATyQu4Zi7v7LZvZmSesq7xX7GXf/06pXBgANYmqlPE/57CiTZRvALwddQJjRKQYAtePubwq6BiCKyvvEhtTcxBXywP0ws3ZJ3y5pXLvOS7r7PwuqJgD7U9jc1o3VvP7mYyeDLgV4IHcNxczsJyX9N4IwANjb1eWMzKTJEabL1jt3//Odz82sU9KYu18OsKRQSdApBgA1Z2Zdkn5K5d9pT5nZWUkPufv/CLg0IHRuruY1n8jpb79uPOhSgEb2R5LWJF2UVAy4FgD3YCGZk7s0PtwVdCnAA9nP+MQ+SR8xs6Sk90v6A3dfrm5ZANA4pmIZjQ12qaO1OehSsE9m9q0qd421SZows9dI+meMT3wwqUooNkgoBgC19B6VTyx+deX+dUn/TRKhGHDAPj1d3if2OvaJAQ/ihLt/U9BFALh3M7GsJGlymPUhaGxNd3uBu/+8u79C0o9IOibpz83sf1W9MgBoEFPLGZ0Z4YCgwfycpCckrUqSu39W5fEdeACJ7IZam0097fu55gYAcEBOu/svStqUJHfPS2KuG1AFn55JaKCrVQ8fYWw68AA+ZWZfFXQRAO7dbLwcitEphkZ311BslxVJS5ISkkarUw4ANJat7ZJm41mdGSUUazBb7r4WdBFhk8wWNdjdJjPOxQJADW1URgK7JJnZaTGOCqiKT08n9OTEkJrYJwY8iDdIumhml83seTP7SzN7PuiiANzdbDyjkd529Xa0Bl0K8ED2s1Ps70v6Lkkjkv5A0g+6+xerXRgANIJrqbw2tkuEYo3n82b2PZKaK7tXflzSpwKuqeEls5sa7G4PugwAiJqfk/RhSSfN7H2SXi/p7wRZEBBG15I53VjN66mvmQy6FKDRvSXoAgDcn9l4VhPD3UGXATyw/cw3OiXpH1RGSwEAdrm6nJYkQrHG82OSflrlK+l/V9JHJP2LQCsKgXKnGFeMAUAtufufmNlFSa9VeWziT7h7POCygNB5aZ/YafaJAQ/C3efN7NWS3lh56C/c/XNB1gRgf2bjWX3jyw4HXQbwwO4airn7O2tRCAA0oqlYRhKhWAN6yN1/WuVgDAckmd3QVw30B10GAESKmX1Q0u9J+qC7Z4OuBwirT88kNNzTprMc9wMPxMx+QtIPSvpA5aH/YmbvdvdfD7AsAHexlt9UPLNBpxhC4V52igEAbjG1nNGRvg7mKTeeXzWzF83sn5vZK4IuJiyS2Q0NdbcFXQYARM2vqHy1/RfN7L+Z2XeYWUfQRQFh4u7lfWKTQ+xOBR7c35X0pLv/jLv/jMqdzj8YcE0A7mIuXr72ilAMYUAoBgAPYCqW0dnDXC3aaNz9TZK+TlJM0rsry53/f8FW1dg2t0taL2xpoItQDABqyd3/3N3/N0mTkt4t6TslrQRbFRAuc4mcltYLet0koxOBA2CStnfd3648BqCOzVZCsckRQjE0PkIxALhPpZJraiWj0yOEYo3I3Zfc/d9K+mFJn5X0M8FW1NhS2Q1J0mAPoRgA1JqZdUr6dpV/pz0u6b3BVgSEC/vEgAP1HknPmNnPmdnPSXpa0n8KtiQAdzMbz6rJpJODXUGXAjyw24ZiZpY2s/U9bmkzW69lkQBQj26s5pXb2Na5w71Bl4J7ZGYvq/wR9nlJ/07SpySd2Od7v8nMLpvZlJl9xd5NK/u3leefN7NHdz3Xb2Z/UBnd+IKZve7AvqmAJXOVUIxOMQCoKTP7fUkvSPp6Sb8h6bS7/1iwVQHh8umZhEZ72zXJyCjggbn7r0p6h6SkpJSkd7j7vwm0KAB3NRvP6vhAp9pbmoMuBXhgLbd7wt05ywsAdzC1kpEkxic2pvdI+j1Jf8Xdb+73TWbWrPIJxzdLui7pOTP7oLt/cdfL3iLpbOX2pKTfrHyUpF+T9GF3/w4za5MUmkuskplKKMZOMQCotfdI+h53377rKwHcs519Yq8/wz4x4EGYWZ+7r5vZoKS5ym3nuUF3TwZVG4C7m41nNTHM+S+Ew21DsVuZ2aiklxY2u/tCVSoCgAZxZTktSTo7ykFBo3H3197nW5+QNOXuM5JkZu+X9DZJu0Oxt0n6z+7ukp6udIcdlZSV9DWS/k6lhg1JG/dZR91JVMYnDjE+EQBqyt0/HHQNQJhNrWQUzxT11YxOBB7U70r6FkkXJfmux61yfzKIogDcnbtrNp7VY6cGgi4FOBB3DcXM7K2SfkXSMZUXNp9SeTzHK6pbGgDUt6srGY30tqufcXFRclzStV33r+tLXWB3es1xSVuSYpLeY2avVvmPwZ9w92z1yq2dVGV84gD/fwAAACHyqco+sa8+PRxwJUBjc/dvqXycCLoWAPcmlikqU9zSBGOEERK33Sm2yz+X9FpJVyq/uL5B0ierWhUANICry2mdY3Ri1Ow1M8f3+ZoWSY9K+k13f0TlzrG9dpI9ZWYXzOxCLBZ70HprJpHZCcVaA64EAKKjssfyZNB1AGH2qem4Tgx06uRgaKZeA4Eys4/u5zEA9WM2Vr6Wl1AMYbGfUGzT3ROSmsysyd3/TNJrqlsWANQ3d9fVlYzOjrJ+MWKuS9p98vGEpFt3kt3uNdclXXf3ZyqP/4HKIdmXcfd3u/t5dz8/MjJyYIVXWzK7of6uVrU07+fQAgBwECqjev/voOsAwqpUcj09k2R0InAAzKyjsk9s2MwGzGywchtXeToVgDo1GycUQ7jsZ6fYqpn1SPq4pPeZ2YrKI6AAILJurOaV29jWWTrFGoqZ/bG+srPrJe7+1rv8E89JOmtmE5JuSHq7pO+55TUflPSjlX1jT0pac/fFyte/ZmYPuftllTuvv6iQSOY2NMjoRAAIwtNm9ri7Pxd0IUDYfHFxXWv5TUYnAgfjhyT9A5UDsIv60oSNdUm/EVBNAPZhNp5VW0uTjvV3Bl0KcCD2E4q9TVJe0k9K+luSDkn6+WoWBQD17upKRpLoFGs8v/wgb3b3LTP7UUkfkdQs6bfd/Qtm9sOV598l6UOSvlnSlKScpHfs+id+TOULTNokzdzyXENLZjY02E0oBgABeJOkHzKzeZVH85rKTWSvCrYsoPF9urJP7HV0igEPzN1/TdKvmdmPufuvB10PgP2biWc1PtSl5qa9tkUAjWc/odjPuPs/llSS9F5JMrN/JekfV7MwAKhnV5fTkqSzo3SKNRJ3//MD+Dc+pHLwtfuxd+363CX9yG3e+1lJ5x+0hnqUym2wawMAgvGWoAsAwupT03GdHunW4b6OoEsBwqRkZv3uvipJZjYg6bvd/d8HWxaA25mNZzXJ6ESEyH4Wf7x5j8f4wwtApF1dzmi4p10DdMY0JDM7a2Z/YGZfNLOZnVvQdTWyZJbxiQAQBHefd/d5lad7+K4bgAewuV3Ss7NJusSAg/eDO4GYJLl7StIPBlcOgDvZLrkWEjlNjBCKITxuG4qZ2d83s7+U9JCZPb/rNivp+dqVCAD158pKRufYJ9bI3iPpN1XekfkmSf9Z0u8EWlEDc3et5jYJiQEgAGb2VjO7KmlW0p9LmpP0PwMtCgiB56+vKbuxzT4x4OA1mdlLM9jMrFkSf0gAdermal4b2yU6xRAqd+oU+11J3yrpg5WPO7fH3P17a1AbANQld9fUcprRiY2t090/KskqV9j/nKSvD7imhpXd2NbGdkkDXa1BlwIAUfTPJb1W0hV3n5D0DZI+GWxJQOP79HRckvTaSTrFgAP2EUn/1cy+wcy+XtLviYs5gLo1E89KkiaGOQeG8LjtTjF3X5O0Jum7K1dtHK68vsfMetx9oUY1AkBdublWUHZjW2cP9wZdCu5fwcyaJF01sx+VdEPSaMA1NaxUdkOS6BQDgGBsunvCzJrMrMnd/6yyAxrAA/j0TEIvO9qnQY5vgIP2jyU9JenvSzJJn5F0NNCKANzWbCwjSZqgUwwhcttQbEflZOHPSVqWVKo87JJeVb2yAKB+XVlOSxKdYo3tH0jqkvTjKl9h/yZJ3x9kQY0slauEYuwUA4AgrJpZj6SPS3qfma2oPB4YwH0qbG7rwlxK3/vaU0GXAoSOu5fM7GlJk5K+S9KgpP8ebFUAbmc2nlVPe4uGe/h7H+Fx11BM5ROHD7l7osq1AEBDmFouXyVzjk6xhuXuz1U+zUh6R5C1hEGy0ik22M34RAAIwNskFST9pKS/JemQpH8WaEVAg/vMwqqKWyV99WlGJwIHxczOSXq7pO+WlJD0+5Lk7m8Ksi4AdzYTz2piuFu7VgECDe9OO8V2XFN5jCIAQOVOseGedkbFNTAz+1Mz6991f8DMPhJgSQ1tNbcpiU4xAAiCu2fdfdvdt9z9ve7+b7mgEXgwn56Oq7nJ9MTEYNClAGHyosp7L7/V3d/g7r8uaTvgmgDcxVwiy+hEhM5+OsVmJH3MzP4fScWdB939V6tWFQDUsasrGUYnNr5hd1/duePuKTNjp9h92ukUIxQDgNoxs7TKY+2/4ilJ7u59NS4JCI1PTSf0VccPqbeDLnjgAH27yp1if2ZmH5b0fpV/ZwGoU8WtbV1P5fVtj5wIuhTgQO2nU2xB0p9KapPUu+sGAJHj7ppayejsYUKxBlcys7GdO2Z2SnufWMQ+pHIbajKpr5MTRwBQK+7e6+59e9x6CcSA+5ctbumz11YZnQgcMHf/Q3f/LkkPS/qYymN/D5vZb5rZXwm0OAB7Wkjk5C5NjtAphnC5a6eYu/+8JJlZb/muZ6peFQDUqRureWWKW+wTa3w/LekTZvbnlftfI+mpAOtpaKnchvq72tTcxIWeAFBruy/y2M3dF2pdCxAGz80ltVVyvY5QDKgKd89Kep+k95nZoKS/Kemdkv4k0MIAfIWZeFaSGJ+I0LlrKGZmr5T0O5IGK/fjkv62u3+hyrUBQN25uly+LuChI4RijczdP2xmj0p6rcojO37S3eMBl9WwUtlN9XfRJQYAAfl/dn3eIWlC0mVJrwimHKCxfWo6obbmJp0/xT4xoNrcPSnpP1RuAOrMXCUUGycUQ8jsZ6fYuyX9lLv/mSSZ2ddJ+o+Svrp6ZQFAfbq8nJYknRslFGtEZvawu79YCcQk6Wbl45iZjbn7paBqa2Sp3IYG2ScGAIFw96/afb/yO+6HAioHaHifnIrrkbF+dbY1B10KAACBmo1nNdzTpj52bCJk9hOKde8EYpLk7h8zM+JhAJF0ZTmtw33tOkRXTKP6KZXHJP7KHs+5pK+vbTnhkMxu6MRAV9BlAAAkufslM3s86DqARpTKbuiLi+v6yW88F3QpAAAEbiaeZXQiQmk/odiMmf1TlUcoStL3SpqtXkkAUL+uLKfZJ9bA3H1nb9hb3L2w+zkz6wigpFBI5Tb0qhOHgi4DACLJzH5q190mSY9KigVUDtDQnp5JyF16/Rn2iQEAMBvP6k0PjQRdBnDgmvbxmh+QNCLpA5XbsKR3VLMoAKhH2yXX1eUMoVg4fGqfj+Eu3F2p3KYGuhmfCAAB6d11a1d5x9jbAq0IaFCfnI6ru61ZrzrRH3QpAAAEKlPcUixd1MRwT9ClAAduP51ir5T0k+6+vfNAZU59qmpVAUAdupbMqbhV0kOEYg3LzI5IOi6p08wekWSVp/okMf/vPuQ2trWxVdIAO8UAIBDu/vNB1wCExaemEnpyckitzfu5fhgAgPCai2clifGJCKX9hGIfkfScmX2nuy9XHvstlcdyAEBkXF5OS5LOHuYqmQb2VyX9HUknVN4rthOKrUv6PwOqqaGlchuSpEFCMQAIhJl9cI+H1yRdkPQfbh0XDGBvi2t5zcSz+p4nx4IuBQCAwM0QiiHE9hOKXZb0S5I+ZmZ/190/pS+dRASAyLj6UihGp1ijcvf3mtnvSPpud39f0PWEQSq7KUnq72oNuBIAiKxZlcfd/17l/ndJWpZ0TtJ/lPR9AdUFNJRPTiUkSa8/MxxwJQAABG82lpWZdGqIoToIn/2EYu7u/8PMLkv6fTP7bUle5boAoO5cXs7oeH+netr3859O1Ct3L5nZD0kiFDsAyZ1OMXaKAUBQHnH3r9l1/4/N7OPu/jVm9oXAqgIazKem4hrsbmNUOgAAkmbjGR071KmO1uagSwEO3H4GZZskuftVSW+U9DWSXlXNogCgHl1dTuuhI/yRHBJ/amb/0MxOmtngzi3oohrRaiUUGyAUA4CgjJjZS/PeKp/vtLpsBFMS0FjcXZ+cjut1p4fU1MRgHAAAZhM5TY4wOhHhdNd2B3d/ZNfnWUnfufuPLgCIgs3tkqZjGX3dQ6NBl4KD8QOVjz+y6zGXNBlALQ0tma2EYuwUA4Cg/O+SPmFm0ypf0Dgh6X8zs25J7w20MqBBTMeyWl4v6vWnGZ0IAIC7azaW0V9/5HjQpQBVcdtQzMz+kbv/opn9uvYel/jj1SsLAOrLXDyrzW3XucM9QZeCA+DuE0HXEBap3KbMpEOd7BQDgCC4+4fM7Kykh1UOxV5090Ll6X8TWGFAA/n0dFyS9PozQwFXAgBA8JLZDa0XtjQ+RKcYwulOnWIvVD5eqEUhAFDPrixnJEnn2DEQCmbWJemnJI25+1OVk4kPufv/CLi0hpPKbqi/s1XNjBoCgCA9Jmlc5b/vXmVmcvf/HGxJQOP45FRCx/s7NTbYFXQpAAAEbjaelSRNMD4RIXXbUMzd/9jMmiW90t3/jxrWBAB15/JyWk0mnRmlUywk3iPpoqSvrty/Lum/SSIUu0fJ3AajEwEgQGb2O5JOS/qspO3Kwy6JUAzYh+2S69MzCf3VVxyWGRf5AACwE4pNDhOKIZzuuFPM3bfN7LFaFQMA9erqclqnhrrV0docdCk4GKfd/bvM7Lslyd3zxlmQ+7Ka29BAN6EYAATovKSXu/teI+8B3MUXb65rLb+p159hnxhQ78zsmyT9mqRmSb/l7r+wx2u+TuXxwa2S4u7+tXd6r5kNSvp9lTuu5yR9p7unqvudAPVtNp5Va7PpeH9n0KUAVdG0j9d8xsw+aGbfZ2bftnOremUAUEcuL6d1li6xMNkws05Vdmaa2WlJxWBLakzJ7KYGutgnBgAB+rykI0EXATSqT1b2ib1ukn1iQD2rTLP6DUlvkfRySd9tZi+/5TX9kv69pLe6+ysk/c19vPedkj7q7mclfbRyH4i02XhWJwe71NK8n+gAaDx37BSrGJSUkPT1ux5zSR+oSkUAUGcKm9uai2f1177qaNCl4OD8nKQPSzppZu+T9HpJfyfIghpVKruhVx7rC7oMAIiyYUlfNLNntesCD3d/a3AlAY3jk1NxnR3t0WhfR9ClALizJyRNufuMJJnZ+yW9TdIXd73meyR9wN0XJMndV/bx3rdJ+rrK694r6WOS/nE1vxGg3s3Gs4xORKjdNRRz93fUohAAqFdTKxmVXHroSG/QpeABmdm/k/S77v4nZnZR0mslmaSfcPd4sNU1HndXKrehQcYnAkCQfi7oAoBGVdza1nNzSb398bGgSwFwd8clXdt1/7qkJ295zTlJrWb2MUm9kn7N3f/zXd572N0XJcndF81stAq1Aw2jVHLNJbJ641nGCiO87hqKmdkJSb+u8lX0LukTKp88vF7l2gCgLlxZTkuSHjpMKBYCVyX9ipkdVXlu/O+5+2eDLalxFTZLKm6VdIjxiQAQGHf/8933zez1Kl8p/+d7vwPAjkvzqypslvQG9okBjWCvHdC37tNskfSYpG+Q1Cnp02b29D7fe+cvbvaUpKckaWyMIB3htbReUGGzpHE6xRBi+xkM+h5JH5R0TOUrK/648hgARMLlpbTamps4IAgBd/81d3+dpK+VlJT0HjN7wcx+xszOBVxew0nlNiRJA110igFAkMzsNWb2i2Y2J+lfSHoh4JKAhvDJqbiam0xPTg4GXQqAu7su6eSu+yck3dzjNR9292xlEsjHJb36Lu9drlw0qcrHFe3B3d/t7ufd/fzIyMgDfzNAvZqNZyVJE5wDQ4jtJxQbcff3uPtW5fb/l8R//QFExotLaZ0e7VErC0ZDw93n3f1fufsjKl9N/zfECcR7tprblCQN0CkGADVnZucqF3W8IOnfqTwWytz9Te7+7wIuD2gIn5iK6zUn+9XbwbEM0ACek3TWzCbMrE3S21W+iH+3P5L0RjNrMbMulUckvnCX935Q0vdXPv/+yr8BRNZMJRSbHO4JuBKgevZzhjduZt9rZs2V2/dKSlS7MACoF1eW03roMAcDYWJmrWb2rWb2Pkn/U9IVSd8ecFkNZ7XSKXaok04xAAjAiyqPh/pWd3+Du/+6pO2AawIaxlp+U89fX9XrGZ0INAR335L0o5I+onLQ9V/d/Qtm9sNm9sOV17wg6cOSnpf0rKTfcvfP3+69lX/6FyS92cyuSnpz5T4QWbOxrDpbm3W4rz3oUoCquetOMUk/oPKVh/9a5Xm7n6o8BgCht5bb1OJaQQ8d6Qu6FBwAM3uzpO+W9NdU/iPp/ZKecvdsoIU1qNV8pVOsm6urASAA367yle5/ZmYfVvl32l47UwDs4emZhEou9okBDcTdPyTpQ7c89q5b7v+SpF/az3srjydUvsgEgKS5RFbjw90y47AS4XXXUMzdFyS9tQa1AEDdubKSliQ9dIROsZD4PyX9rqR/6O7JoItpdDs7xfrpFAOAmnP3P5T0h2bWLemvS/pJSYfN7Dcl/aG7/0mQ9QH17pNTcXW1Nes1J/uDLgUAgLoxG8/q5Ue5MBzhdttQzMx+XeXOsD25+49XpSIAqCMvLu2EYhwQhIG7vynoGsJkZ6dYPzvFACAwlW7n90l6n5kNSvqbkt4piVAMuINPTMX15MSg2lrYGwwAgCRtbpe0kMzpr33V0aBLAarqTp1iF3Z9/vOSfrbKtQBA3bm8tK7e9hYdO9QRdClA3VnNbaiztVkdrc1BlwIAkFTpgv4PlRuA27i5mtdMLKvveWIs6FIAAKgb15I5bZdc48PdQZcCVNVtQzF3f+/O52b2D3bfB4CouLKU0bkjvcxSBvaQym3SJQYAABrOJ6fikqQ3nGWfGAAAO+YS5XXrE4RiCLn9zgm47RhFAAgrd9eLS+t66Ehv0KUAdWk1t6n+LvaJAQCAxvLJqbiGe9r00GGO8wEA2DETK4dik4RiCDmGZwPAbSytF7Re2NLDhGLAnlZzG+rvpFMMAAA0DnfXJ6cTev2ZYaZBAACwy2w8q/6uVg10c/Erwu224xPNLK0vdYh1mdn6zlOS3N37ql0cAATp8lJaknSOK0iBPa3mN3XucE/QZQAAAOzb1ZWMYumiXn+G0YkAAOw2G89qfIguMYTfnXaKcRYYQKTthGKMVQH2tprb0KFOriADAACN4xNXy/vECMUAAPhyc/GsXjs5FHQZQNUxPhEAbuPyUlqjve20jQN7cHet5jY10MX4RAAA0Dg+ORXX5HC3jvd3Bl0KAAB1I7+xrZtrBU2wTwwRQCgGALdxeTmth9gnBuwpU9zSVsnVTygGAAAaxOZ2SU/PJOgSAwDgFnOJrCRpnFAMEUAoBgB72Nou6epKRg8TigF7Ws1tSpL6u+ikBAAAjeGz11aV3djW688wGgoAgN1m4+VQjE4xRAGhGADsYS6R08ZWSefYJwbsaScUGyAUAwAADeIvrsbVZNLrTtMpBgDAbjuhGJ1iiAJCMQDYw4tL65Kklx3tC7gSoD6lchuSxPhEAADQMD5xNaZXnejXoU6OXwAA2G02ntVob7t62luCLgWoOkIxANjD5aW0mkw6M9oTdClAXVrN73SKcVIJAADUv7X8pj53fU1vPEuXGAAAt5qNZxmdiMggFAOAPbywmNbkSI86WpuDLgWoS6uVTrFDnYxPBAAA9e/T0wltl1xvOEMoBgDArebiWU2OEIohGgjFAGAPLy6t6+Ej7BMDbmdnpxjjEwEAQCP4xFRMXW3NemRsIOhSAACoK2u5TSWyG3SKITIIxQDgFunCpq6n8oRiwB2kchvqaW9RazOHEgAAoP594mpcr50cUlsLxy4AAOw2m8hKksaHCMUQDRwNAsAtriynJUkPH+kLuBKgfq3lNukSAwAADeFaMqe5RI7RiQAA7GEuXg7FGJ+IqCAUA4BbvLBYCcWO0ikG3E4qt0EoBgAAGsInpuKSpDeeJRQDAOBWM/Gsmkw6OdgVdClATRCKAcAtXlxaV297i473dwZdClC3UrlNDXS1BV0GAADAXX3ialyH+9p1ZrQn6FIAAKg7s/Gsjg90qr2lOehSgJogFAOAW1xeSuvho70ys6BLAerWWn5T/YRiAACgzm2XXJ+cjusNZ0Y4vgcAYA9z8awmhrlwBNFBKAYAu7i7XlxM66EjjE4E7iSV21B/J+MTAQBAffvCzTWt5jYZnQgAwB7cXbPxrCaH2SeG6CAUA4BdbqzmlS5u6eEjfUGXAtStUsm1lt/UADvFAABAnfuLq+V9Yq8/QygGAMCtYpmiMsUtjQ+xTwzRQSgGALtcXkpLkl52lE4x4HbWC5tylw4xPhEAANS5T1yN6+EjvRrpbQ+6FAAA6s5sLCtJmhhhfCKig1AMAHZ5sRKKnTtMKAbczmpuU5IYnwgAAOpafmNbF+dTjE4EAOA25hLlUIzxiYgSQjEA2OWFxXWdGOhUbwcn+4HbWc1XQjHGJwIAgDr2zGxCG9slveHsSNClAABQl2biWbU1N+lYf2fQpQA1QygGALu8uJRmnxhwF2uEYgAAoAH8xdW42lqa9MT4YNClAABQl2ZjWY0Ndam5yYIuBagZQjEAqChsbms2nmWfGHAXq7kNSdIhxicCAIA69hdXY3pifFCdbc1BlwIAQF2aS2Q1wehERAyhGABUTK1ktF1yOsWAu1ivdIod6mwLuBIAAIC9La0VdGU5wz4xAABuY7vkmkvkCMUQOYRiAFDxwuK6JOmhI3SKAXeymtsJxegUAwAA9ekvrsYkSW9knxgAAHu6uZrXxlaJUAyRQygGABUvLqXV0drEwQBwF2v5TXW1NauthcMIAABQn/7ialzDPe16mAveAADY01wiK0mcB0PkcDYLACpeWFzXQ4d7WS4K3MVqflP9dIkBAIA6VSq5PjEV19ecHVYTx/YAAOxpNk4ohmgiFAMASe6uFxbX9bKj7BMD7mYtv6k+QjEAAFCnvri4rmR2Q288xz4xAABuZyaWVVdbs0Z724MuBagpQjEAkLS8XlQqt0koBuzDWm5T/V2EYgAAoD59vLJP7PVnCMUAALiduURWE8PdMqOrGtFCKAYAKo9OlEQoBuzDWn5Th+gUAwAAderjV2J62dE+jfZ2BF0KAAB1azae1TijExFBhGIAoPKIFUl6iEXcwF2t5jfU39kWdBkAAABfIVvc0sX5lL7mLF1iAADczsZWSdeSOU0SiiGCCMUAQNKLS2kd7++k+wXYh9Xcpg4xPhEAANShZ2YT2tx2vfHsSNClAABQtxaSOZVcmiAUQwQRigGAyuMTGZ0I3F1hc1vFrRIBMgAAqEsfvxJXR2uTzo8PBF0KAAB1ay6elUQohmgiFAMQeYXNbc3EMnr5UUYnAnezlt+UJEIxAABQl/7iakxPTgypo7U56FIAAKhbs4RiiDBCMQCRd2U5rZKLTjFgH3ZCsX7GJwIAgDpzYzWv6VhWb2SfGAAAdzQTz2qgq1X9XewLR/QQigGIvBcW1yURigH7sZqjUwwAANSnT1yNSZK+5hz7xAAAuJPZeIYuMUQWoRiAyHthMa3utmaNDXYFXQpQ917qFOvkajIAAFBfPn4lrsN97To72hN0KQAA1LW5eE4Tw/y+RDQRigGIvBcW1/XQkV41NVnQpQB1bzW3IYnxiQAAoL5sbZf0F1dj+pqzIzLjuB4AgNvJFre0tF7Q5AidYogmQjEAkebuemFxXQ8zOhHYl51OsT7GJwIAgDryuetrWi9s6WsfYnQiAAB3MpfISpLGhwjFEE2EYgAi7eZaQeuFLfaJAfu0lt9Uk0m9/x97fx4beZ7eeX6fLyN4n8nkkcw7mfdZV1ZVd1V33VXd1a1RaQbSoKWdGXlso6215F3BXhharLEwDNgYGOu1PR5BjV6v1tLuaDQ70rS6pa6u++quO6sqT+bFIzN5RwSPuMi4v/6DZHZ2dh48IuIb8fu9X0CCjIPMJ4FiRfD7+T3PUx90XQoAAMBNH1wJq8ZI39jX5boUAAAq2khkKRRjpxj8ilAMgK9dnIhJko70tTquBKgO0cWs2hprGTcKAAAqyvtXwjqxvUMdTew9BQDgXq4th2K7u5ocVwK4QSgGwNcuTi6FYge30CkGrMb8QlYdjE4EAAAVZH4ho7Nj83rqAKMTAQC4n+FIUn3tDWqqYwIM/IlQDICvXZyKadfmJrUwCg5YlehiVu2EYgAAoIL8YjCigpWeJhQDAOC+RiJJ9onB1wjFAPjawERMR7fSJQas1vxiVu2MJQIAABXk/cthtTUE9cD2dtelAABQ8UYiSe3pJhSDfxGKAfCtRDqnazMLOszoRGDVYnSKAQCACmKt1QdXw/rG/i4FAxxxAABwL3PJjOYXsurvIhSDf/GOEYBvXVreJ3aETjFg1eYXMuwUAwAAFePKdELTsTSjEwEAWIWRmaQkaQ+hGHyMUAyAbw0QigFrUihYdooBAICK8v6VkCTpKUIxAADuayS8FIrtJhSDjxGKAfCtgYmYNjXVaktbg+tSgKqQyORUsFJHE6EYAACoDB9ciWh/T4v62htdlwIAQMUbiSQVqDHasanJdSmAM4RiAHxrYDKmI1vbZIxxXQpQFaILWUlSG51iAACgAixkcvpsZJbRiQAArNLITFI7NjWqLkgsAP/iv34AvpTLF3RpKq4jfYxOBFYrurgUijE+EQAAVIJPh2eVyRcYnQgAwCqNhJPsE4PvEYoB8KXhSFKZXIF9YsAaxAjFAABABXn/Slj1wRo9tqfTdSkAAFQ8a61GIkn2icH3CMUA+NLAREySdKSv3XElQPWgUwwAAFSSD66E9bX+zWqoDbguBQCAijcdS2sxm6dTDL5HKAbAlwYmY6oL1qi/mzcCwGqthGLsFAMAAK7dmFnQcCSpZw4yOhEAgNUYiSQlSf1dLY4rAdwiFAPgSwMTMR3sbVVtgP8NAqsVS9EpBgAAKsP7V0KSpKfZJwYAwKqshGJ7uEAcPsdpMADfsdZqYDKmI33sEwPWIrqYVaDGqLmOEUUAAMCt9y6HtbOziRFQAACs0kgkofpgjfraGlyXAjhFKAbAd6Zjac0mMzqylVAMWIvYYk5tDUEZY1yXAgAAfCydy+ujoRk9faCb9yUAAKzSSCSp3ZubVVPDayf8jVAMgO8MTEYliVAMWKPoYpbRiQAAwLlT1+a0mM0zOhEAgDUYiSTpsAZEKAbAhwYmYpKkQ1taHVcCVJdYKqs2QjEAAODYe5dDqgvU6Ot7N7suBQCAqpDLF3RjdoF9YoAIxQD40MBkTDs7m9TawOE+sBZ0igEAgErw/pWwHt2zSc31QdelAABQFcbnF5XNWzrFABGKAfChgYmYjvQxOhFYq+hiVm2EyQAAwKGJ+UVdmU4wOhEAgDUYjiQliVAMEKEYAJ+Jp7K6NrPAPjFgHWKLOcYnAgAAp96/EpYkPXOwx3ElAABUj5EwoRiwglAMgK9cnIxLko5tIxQD1sJaqxjjEwEAgGPvXw6rr71B+3taXJcCAEDVuDaTVGtDUJub61yXAjhHKAbAVy5MRCVJR7e2O64EqC7pXEGZfEFtjezuAAAAbmTzBX04GNEzB7tljHFdDgAAVWMkklR/VzOvn4AIxQD4zIWJmLpa6tTTWu+6FKCqRBezkkSnGAAAcObL63OKp3PsEwMAYI2Gw0ntZnQiIIlQDIDPnB+P6sjWdq6MAdZoJRRrayAUAwAAbrx3JaxAjdET+7pclwIAQNVIZfOaiC6yTwxYRigGwDfSubwGQwkd3co+MWCtYnSKAQAAx969FNLJXZu4SAcAgDW4Mbsga0UoBiwjFAPgG1emEsoVLKEYsA6MTwQAAC5NRVO6NBXXMwd7XJcCAEBVGQ4nJUn9XS2OKwEqA6EYAN+4MBGVJB3b2u64EqD6xFLL4xMJxQAAgAPvXQ5Jkp49xD4xAADWYiSyFIrt7mpyXAlQGQjFAPjGhYmYWuqD2tnJmwBgraILdIoBAAB33rscVl97gw72trouBQCAqjISSairpV6tjB8GJBGKAfCRCxNRHelrU02NcV0KUHWiizlJUmtD0HElAADAbzK5gn4xGNEzB7tlDO/lAQBYi5FIUv3sEwNuIhQD4Av5gtXFybiOsE8MWJdYKqvmuoBqA7x1AAAA5XXq+qwS6Rz7xAAAWIeRyIL2EIoBN3GyBcAXRiJJLWbzOkooBqxLdDHL6EQAAODE+5fDqg0YPbmvy3UpAABUlVgqq0girT3dhGLACkIxAL5wYSIqSTq6td1xJUB1ii1m1UYoBgAAHHj3ckiP7elUSz1jnAEAWItrkaQkafdmQjFgBaEYAF+4MBFTXaBG+3tbXJcCVKUooRgAAHBgfH5RV6YTeuYAoxMBAFirkeVQrJ9OMeAmQjEAvnBhIqqDW1rZhwSsU3Qxq7YGQjEAAFBe710OSZKePdTtuBIAAKrPSCQpY6SdnU2uSwEqBqfDADzPWqsLEzH2iQEbEE/l2CkGAADK7t1LYW3f1Ki93Ux8AABgrUYiSW3raFRDbcB1KUDFIBQD4HkT0ZTmF7KEYsAGRBezhGIAAKCs0rm8PhqK6JmD3TLGuC4HAICqMxJJak8XoxOBWxGKAfC8C+NRSdKRre2OKwGqUy5fUCKdU1sjy+0BAED5fD4yp4VMXs8eZJ8YAABrZa3VSDipfkIx4FcQigHwvPMTMdUY6UgfnWLAesRTOUmiUwwAAJTVu5dDqgvW6Ot7N7suBQCAqhNJZBRP5+gUA25DKAbA8y6MR7Wvp0WNdcxPBtYjlspKklobCMUAAED5vHsppK/1b1ZTHd3qAACs1UgkKUnaw15O4FcQigHwvHPjUR1jdCKwbrFFOsUAAEB5XYskNRxJ6rmD3a5LAQCgKo1EEpLE+ETgNoRiADwtFEspFE/r6DZCMWC94jc7xbhKGwAAlMc7l0KSpOcO9TquBACA6jQcSaouUKOtHY2uSwEqCqEYAE+7MBGTJB3byj4xYL1Wxie2MT4RAACUybuXQ9rb3aydm5tclwIAQFUaCSe1a3OTAjXGdSlARSEUA+Bp58ajkkSnGLABsdTS+MS2RjrFAABA6SXTOX06PKvnDvW4LgUAgKo1EklqN6MTgV9DKAbA086PR9Xf1ayWeg7zgfWKLa6MT6RTDAAAlN6HgxFl8gU9e5BQDACA9cgXrK7PLLBPDLgDQjEAnnZhIkaXGLBBsVROxkithMsAAKAM3r0cUkt9UCd3d7ouBQCAqjQxv6hMvqA9hGLAryEUA+BZs8mMxucXdXwb+8SAjYinsmqpC6qGOeQAAKDErLV691JY39zfpbogRxYAAKzHcCQpSYRiwB3wDhOAZ51f3id2bCudYsBGxBZzamtkdCIAACi9i5NxTcVSepZ9YgAArNtIOCFJ2tNNKAbcjlAMgGedn1gKxY4SigEbEk9l1drA6EQAAFB6714OSZKeOdjtuBIAAKrXtZkFtdQH1d1S77oUoOIQigHwrPPjUe3sbFJ7Ex0uwEbEUlm1NfBzBAAASu+dSyGd2N6untYG16UAAFC1hiNJ7elqljGsQQBuRygGwLPOj8d0jH1iwIYtjU+kUwwAAJTWXDKjr27M6ZmDjE4EAGAjRiIJ9okBd0EoBsCTogtZ3ZhdYHQiUATxdFatdIoBAIASe/9KWAUrPcc+MQAA1i2dy2tsbpFQDLgLQjEAnnRheZ/Y8W2EYsBGxRZzamOnGAAAKLG3L4XU1VKvE7yHBwBg3W7MLMhaqb+bUAy4E0IxAJ50fjkUO7qV8YnARlhrFU9l1dZIpxgAeIkx5tvGmMvGmEFjzJ/c4fFDxpiPjTFpY8x/cdtj14wx54wxp40xp8pXNbwsmy/o/cshPXeoWzU17D8BAGC9hiNJSaJTDLgLLvsG4Ennx2Pa2t6gzS31rksBqloyk1fBSq10igGAZxhjApL+VNKLksYkfW6M+Ym1duCWp81K+s8k/dZdvs2z1tpISQuFr3xxfU6xVE7PHep1XQoAAFVtZDkU200oBtwRnWIAPOn8eFRHGbsCbFhsMStJamOnGAB4yWOSBq21w9bajKS/lvTKrU+w1oastZ9LyrooEP7zzqWQ6gI1+sb+LtelAABQ1UbCSXW11PN7PHAXhGIAPCeWymo4kmQXAVAE8VROkhifCADesk3S6C23x5bvWy0r6Q1jzBfGmO8XtTL41tsXp/V4f6da6ulOBwBgI0YiSfXTJQbcFaEYAM+5MB6TJB3fTigGbFQstdQgwPhEAPCUOy1ssmv4+iettQ9LelnSHxpjnrrjX2LM940xp4wxp8Lh8HrqhE9ciyQ1FE7q+UM9rksBAKDqDUeS2t3V5LoMoGIRigHwnHPj85Kk43SKARvG+EQA8KQxSTtuub1d0sRqv9haO7H8MSTpR1oax3in5/3QWnvSWnuyu7t7A+XC6965FJIk9okBALBBsVRWkURa/d0trksBKhahGADPOTce07aORm1uqXddClD1VsYn0ikGAJ7yuaT9xpg9xpg6Sd+T9JPVfKExptkY07ryuaSXJJ0vWaXwhXcuhbS/p0U7N3NVOwAAG3EtkpQk7WF8InBXnHAB8JxzY/M6tq3NdRmAJ6yMT2SnGAB4h7U2Z4z5I0mvSwpI+nNr7QVjzB8sP/4DY8wWSacktUkqGGP+WNIRSV2SfmSMkZZ+n/wra+1rDv4Z8IhEOqdPR2b0v/zGHtelAABQ9UaWQzF2igF3RygGwFOii1ldm1nQ75zccf8nA7gvOsUAwJusta9KevW2+35wy+dTWhqreLuYpAdKWx385BdXw8rmrZ5ndCIAABs2HE7KGNF9DdwD4xMBeMqF8agk6Rj7xICiiC1mVR+sUX0w4LoUAADgQW9fDKm9sVYP7+xwXQoAAFVvJJLU9k2N/A4P3AOhGABPObccih0nFAOKIpbKMjoRAACURKFg9e7lkJ4+0K1ggOMJAAA2aiSS1J6uFtdlABWNd50APOXseFTbOhrV2VznuhTAE2KpHKMTAQBASZwem1ckkdHzh3tclwIAQNWz1mokkmSfGHAfTk65jDGdkv69pN2Srkn6p9bauTs875qkuKS8pJy19mT5qgRQjc6PR3ViO11iQLHEFrNqa6BTDAAAFN/bF6cVqDF65gChGAAAGxVOpJVI57SHUAy4J1edYn8i6W1r7X5Jby/fvptnrbUPEogBuJ/oQlbXZxbYJwYUUTyVY3wiAAAoibcvhvTo7k1qb+K9BgAAGzUSTkoSoRhwH65CsVck/cXy538h6bcc1QHAQ85PLO0To1MMKJ5YKsv4RAAAUHSjswu6NBXXC4d7XZcCAIAnDEcIxYDVcBWK9VprJyVp+ePdZiVYSW8YY74wxny/bNUBqEpnx5ZCsWNbCcWAYokt5hifCAAAiu7ti9OSpOcJxQAAKIqRSFJ1wRpt7Wh0XQpQ0Up26bcx5i1JW+7w0H+1hm/zpLV2whjTI+lNY8wla+0Hd/n7vi/p+5K0c+fONdcLoPqdH49qR2ejNjXXuS4F8Ix4Kqs2OsUAAECRvX0ppP7uZq5mBwCgSIbDSe3e3KRAjXFdClDRSnbKZa194W6PGWOmjTF91tpJY0yfpNBdvsfE8seQMeZHkh6TdMdQzFr7Q0k/lKSTJ0/ajdYPoPqcHZ/XiW0drssAPCOTKyidKzA+EQAAFFU8ldUnwzP6l0/ucV0KAACeMRJJaF9Pi+sygIrnanziTyT9/vLnvy/px7c/wRjTbIxpXflc0kuSzpetQgBVZX4ho9HZRR3bxuhEoFjiqawkqZXxiQAAoIh+fjWibN7q+UN326QAAADWIpcv6MbsgvZ0EYoB9+MqFPtXkl40xlyV9OLybRljthpjXl1+Tq+kXxhjzkj6TNJPrbWvOakWQMU7N760T+zEdkIxoFgS6ZwkqaWeTjEAAFA8bw1Mq6OpVo/s2uS6FAAAPGF8flHZvFU/Y4mB+3JyymWtnZH0/B3un5D0neXPhyU9UObSAFSps2NLodixrYRiQLHEU0uhGOMTAQBAseQLVu9eDunZgz0KBlxdpwsAgLcMR5KSpD3dhGLA/fAOFIAnnB2b1+7NTWpvYswbUCwxxicCAIAi+/LGnOYWsnr+MKMTAQAolpHwcihGpxhwX4RiADzh3FhUJ7Z3uC4D8BQ6xQAAQLG9dXFawRqjpw50uy4FAADPGIkk1dYQ1ObmOtelABWPUAxA1QvH05qIptgnBhRZglAMAAAU2VsD0/pa/2a10YkOAEDRjESS2tPdImOM61KAikcoBqDqnR2blyQ6xYAiizM+EQAAFNFwOKGhcFIvMDoRAICiGokk1c/oRGBVCMUAVL0zY1HVGOnYtjbXpQCesjI+saWeTjEAALBxb12cliS9cKTXcSUAAHhHKpvX+Pwi+8SAVSIUA1D1zo7Na39Pq5rqOLgHiimRzqk+WKO6IG8XAADAxr01ENLhvjZt39TkuhQAADzj2kxSkrSbUAxYFU65AFQ1a63OjkXZJwaUQCyVY3QiAAAoitlkRqeuz+pFRicCAFBUw+GlUIzxicDqEIoBqGrj84uaTWYIxYASiKeyam2gAxMAAGzcO5dCKljpxSNbXJcCAICnjESWQjHGJwKrQygGoKqdHYtKkk5s73BbCOBBiXSOUAwAABTFWwPT6m2rZw8wAABFNhxOqretXs3sAwdWhVAMQFU7Mzav2oDRob5W16UAnhNPEYoBAICNS2Xz+uBqWC8c7pUxxnU5AAB4ynAkof6uFtdlAFWDUAxAVTs7GtXhvjbVBwOuSwE8J57KqoUrzQAAwAZ9PDyjhUxeLxzpdV0KAACeMxJJak83oxOB1SIUA1C1CgWr8+NR9okBJZJI5dTaUOu6DAAAUOXeHJhWc11AT+zd7LoUAAA8ZS6Z0fxCVv3sEwNWjVAMQNUamUkqns7pxLYO16UAnsT4RAAAsFGFgtXbF6f11IFupjsAAFBkw5GEJKmfTjFg1QjFAFSts2PzkqQTO+gUA4qtULBKZHJqZXwiAADYgHPjUU3H0nrhMKMTAQAotuFwUpK0h51iwKoRigGoWmdGo2qsDWhfNy/8QLElMjlZK8YnAgCADXlzYFqBGqPnDvW4LgUAAM8ZiSQVrDHavqnRdSlA1SAUA1C1zo7N69i2NgUD/K8MKLZEKidJjE8EAAAb8sbAlB7dvUmbmutclwIAgOcMh5PaublJtZyNAavGTwuAqpTNF3RhIqbj7BMDSiK+HIq1EIoBAIB1uj6T1JXphF48ssV1KQAAeNJIJKn+LvaJAWtBKAagKl2ZjiudK+gB9okBJRFPZSUxPhEAAKzfmwPTkqSXjrBPDACAYisUrEZmktpDKAasCaEYgKp0ZjQqSXpwR4fbQgCPiqcZnwgAADbmjQvTOrSlVTs6m1yXAgCA50xEF5XJFdTf3eK6FKCqEIoBqEpnRue1qalWO/kFGyiJlfGJrfWEYgAAYO1mkxmduj5LlxgAACUyHE5KEp1iwBoRigGoSmfG5vXAjg4ZY1yXAngS4xMBAMBGvH1xWgUrvXSUfWIAAJTCSGQpFGOnGLA2hGIAqk4yndOV6bge2N7huhTAsxIpxicCAID1e2NgWlvbG3R0a5vrUgAA8KSRSFIt9UF1t9a7LgWoKoRiAKrO+fGoCpZ9YkApxVM51RipqS7guhQAAFBlFjN5/fxqWC8c6WWyAwAAJTIUTmhPVzOvtcAaEYoBqDpnxuYlSSe2t7stBPCweCqrlvogb64BAMCa/fxqWKlsQS8dYXQiAAClMhJJsk8MWAdCMQBV58xoVDs6G7W5hfZwoFTi6Rz7xAAAwLq8OTCt1oagHu/vdF0KAACelMrmNT6/SCgGrAOhGICqc3p0nn1iQInFUzn2iQEAgDXL5Qt66+K0njvUo9oARw4AAJTC9ZkFWSv1dxOKAWvFO1QAVSUcT2t8fpF9YkCJJVI5tdQTigEAgLU5dX1OcwtZRicCAFBCI5GEJKm/q8VxJUD1IRQDUFXOLu8Te4BQDCipRJpOMQAAsHZvXJhWXbBGTx/sdl0KAACeNRxJSpJ2dzU5rgSoPoRiAKrKmdF5BWqMjm5tc10K4GmJdE4t7BQDAABrYK3VGwNT+sa+LjrOAQAooeFwUj2t9ewCB9aBUAxAVTk9FtWB3lY11fFLNlBK8VROLfUB12UAAIAqMjAZ09jcor51tNd1KQAAeNpIJKk9XewTA9aDUAxA1bDW6szovB7c0e66FMDzkml2igEAgLV548K0aoz0/GFCMQAASmk4nFB/N/vEgPUgFANQNa7NLCi6mNUD2ztclwJ4Wi5f0GI2r5Z6xjAAAIDVe2NgWid3daqrpd51KQAAeNZcMqO5haz66RQD1oVQDEDVODM6L0l6cGeH0zoAr0um85KklgY6xQAAwOqMzi7o4mRMLzE6EQCAkhqOJCVJ/d2EYsB6EIoBqBqnR+fVVBfQ/p5W16UAnhZPZyWJnWIAAGDVXr8wJUl66cgWx5UAAOBtI8uhGDvFgPUhFANQNc6MzevY1nYFaozrUgBPS6RzksT4RAAAsGpvXJjWoS2t2rm5yXUpAAB42nA4oWCN0Y5OXnOB9SAUA1AV0rm8LozH9BCjE4GSS66EYoxPBAAAqzCTSOvU9Vm9dJQuMQAASm04nNTOzibVBjjaB9aDnxwAVeHiZFyZfEEP7uhwXQrgefHUSqcYoRgAALi/ty5Oq2Clb7FPDACAkhuJJNknBmwAoRiAqvDVjTlJ0oN0igEltzI+sZVOMQAAsAqvnZ/Sjs5GHelrc10KAACeli9Yjcwk2ScGbAChGICqcHp0XlvaGtTX3ui6FMDzEsudYs10igEAgPuIp7L6cHBG3zqyRcaw+xcAgFKamF9UJldQf3eL61KAqkUoBqAqnB6dZ3QiUCYrnWKMTwQAAPfz7uWwMvmCvn2MfWIAAJTacCQpSXSKARtAKAag4s0k0ro+s8DoRKBMCMUAAMBqvX5hSl0t9Xp45ybXpQAA4Hkj4YQksVMM2ABCMQAV78zYvCTpITrFgLJIpHJqqgsoUMMIJAAAcHepbF7vXQrppaO9quF9AwAAJTccSaqlPqjulnrXpQBVi1AMQMU7fWNegRqj49vbXZcC+EIinWOfGAAAuK8PByNKZvL61lFGJwIAUA4jkaT6u5vZ4wlsAKEYgIr31ei8DvS2qqmOQ3qgHBLpnFoJxQAAwH28dn5KrQ1Bfb1/s+tSAADwheFwUv3sEwM2hFAMQEUrFKxOj87rIfaJAWWTSOfU0kAoBgAA7i6XL+iti9N6/lCP6oIcLQAAUGqpbF7j84va09XiuhSgqvHOFUBFG44kFU/l9CD7xICySaRyaqFTDAAA3MPn1+Y0t5DVt48xOhEAgHIYiSQlSf3ddIoBG0EoBqCifXVjTpL0EKEYUDbsFAMAAPfz+oUp1Qdr9NSBbtelAADgCyuh2B7GJwIbQigGoKKdHp1Xa31Qe7tpDQfKJZ5ipxgAALi7QsHqtfNTevpAN3t/AQAok+FwQhKhGLBRhGIAKtrp0Xk9sKNDNTXGdSmAbyQz7BQDAAB3d2ZsXlOxlF4+zuhEAADKZTiS1Ja2Bia7ABtEKAagYi1m8ro0FWefGFBG1lp2igEAgHt67cKUgjVGzx3qdV0KAAC+MRxOsk8MKAJCMQAV69x4VPmC1UM7O1yXAvhGOldQrmDpFAMAAHdkrdXr56f0xL4utTfWui4HAABfsNZqOJxgdCJQBIRiACrWVzfmJEkP0CkGlE08lZMkOsUAAMAdXZqK69rMgl4+xuhEAADKZSaZUSyVSRMCegAAnlNJREFUU393i+tSgKpHKAagYn11Y147O5vU1VLvuhTAN5JpQjEAAHB3r52fkjHSi0cYnQgAQLkMh5OSxPhEoAgIxQBUJGutvrwxp4cZnQiUVYJQDAAA3MPrF6b06O5OLlwDAKCMRiIJSdLeLjrFgI0iFANQkcbnFxWKp/Xwrk2uSwF85eb4RHaKAQCA24xEkro0FWd0IgAAZTYcTqouWKNtmxpdlwJUPUIxABXpqxvzkqSHdhCKAeVEpxgAALib185PSZK+dZRQDACAchoKJ7V7c5MCNcZ1KUDVIxQDUJG+vDGnhtoaHeprdV0K4CvsFAMAAHfz2vlJndjerq0dXKUOAEA5DUcS2tPFPjGgGAjFAFSkL2/M68T2DtUG+N8UUE5xQjEAAHAH4/OLOjMW1cvH+lyXAgCAr2TzBd2YWVB/N/vEgGLgtBlAxUll8xqYiOrhnYxOBMptpVOsmVAMAADcYmV0IvvEAAAor9HZBeUKVv10igFFQSgGoOJcmIgqm7d6aGeH61IA30mmczJGaqoLuC4FAABUkNfOT+rQllbt5kAOAICyGg4nJYlOMaBICMUAVJwvr89LEp1igAOJdE7NdUEZw/JeAACwJBRP6dT1OUYnAgDgwHAkIUna282FKUAxEIoBqDhf3pjTjs5GdbfWuy4F8J1kOqfmerrEAADAL71+YVrWSi8fZ3QiAADlNhxOqrO5Th1Nda5LATyBUAxARbHW6ssbc3poB11igAvJdJ59YgAA4Ff87Nyk+rubtb+HsU0AAJTbcCTJPjGgiAjFAFSUyWhK07G0HmafGOBEMpNTC6EYAABYNpvM6NORWb18bAvjlQEAcGA4nFQ/oxOBoiEUA1BRvrwxJ0l6eBedYoALyeWdYgAAAJL05sCU8gXLPjEAAByIpbKKJNLq76ZbGygWQjEAFeXL6/OqD9bocF+b61IAX0owPhEAANziZ+entH1To45u5f05AADlNhxOSpL2MD4RKBpCMQAV5csbczqxvV21Af73BLiQTOfUXB9wXQYAAKgA0cWsPhyMMDoRAABHhsMJSdJexicCRcOpM4CKkc7lNTAR08M7GZ0IuLIUitEpBgAApLcvTiubt3r5OKMTAQBwYTicVKDGaGcnoRhQLIRiACrG+fGYMvmCHiIUA5xJpHNqIRQDAACSXj03pb72Bj24vcN1KQAA+NJwJKEdmxpVF+QYHygWfpoAVIyvbsxJkh7e2eG2EMCncvmC0rmCmusIxQAA8LtEOqcProb17WNbVFPD6EQAAFwYDifV393iugzAUwjFAFSML67PaUdno3raGlyXAvhSMpOXJHaKAQAAvXMppEyuoO8wOhEAACcKBauRSFL9XYxOBIqJUAxARbDW6tT1OT3C6ETAmWQ6J0mMTwQAAPrZuUn1tNbz/hwAAEcmootK5wp0igFFRigGoCKMzS0qHE/rkd2drksBfGslFGsmFAMAwNcWMjm9eznE6EQAABwaDiclSf3ddIoBxUQoBqAifHF9aZ8YV6IC7iToFAMAAJLeuxxWKlvQy8cYnQgAgCtD4YQkQjGg2AjFAFSEL67PqbkuoINbWl2XAvhWMr20U6ypjp1iAAD42avnJrW5uU6P7WGKAwAArgyHk2qtD6q7pd51KYCnEIoBqAhfXJ/TQzs3KcB4FsCZBOMTAQDwvVQ2r3cuhfTS0S28NwcAwKHhSEL93c0yhtdjoJgIxQA4l0jndGkqpod3MToRcGkhw/hEAAD87v0rYS1k8nr52BbXpQAA4GvD4aT2dre4LgPwHEIxAM6dGZ1XwUqPEIoBTiXpFAMAwPd+dm5SHU21+vreza5LAQDAt5LpnCajKfaJASVAKAbAuS+uz8kY6cEdHa5LAXwtsbxTjE4xAAD8KZXN662LIX3ryBbVBjguAADAlZFIUpLUT6cYUHS8ywXg3BfX53Sgp1XtjbWuSwF8LZnOqcZIDbW8PQAAwI9+cTWiRDqnl48zOhEAAJeGwglJolMMKAFOvQA4VShYfXljjn1iQAVIpHNqrg+yxBcAAJ969fyk2htr9eS+LtelAADga8PhpIyRdm8mFAOKjVAMgFOD4YTiqZxOEooBziXTOUYnAgDgU+lcXm8OTOvFI72MTgQAwLHhSFLbNzWqoTbguhTAc3inC8CpL67PSZIeIRQDnFvI5NVUxxtuAAD86KPBGcVTOX33eJ/rUgAA8L2hUEL9XewTA0qBUAyAU6euzWlzc512bW5yXQrgewk6xQAA8K1Xz02qtSGoJ/Ztdl0KAAC+VihYjUSS7BMDSoRQDIBTK/vE2GEEuJdc3ikGAAD8JZsv6I2Bab14uFf1QbrGAQBwaSqW0mI2r/5uOsWAUiAUA+DMTCKtkUiS0YlAhUgQigEA4EsfDc0oupjVdxidCACAc8PhpCRpbxedYkApEIoBcIZ9YkBlSWYYnwgAgB+9enZSLfVBfWN/l+tSAADwveFIQpK0t4dOMaAUCMUAOPPF9TnVBWp0fFu761IASEqm82quZ2QSAAB+ks0X9PrAlF443KOGWt4HAADg2lAooea6gHpa612XAngSoRgAZz6/Nqvj29v55RuoEMl0Ts11dIoBAOAnHw/NaH6B0YkAAFSK4UhS/d0tMsa4LgXwJEIxAE6ksnmdG4/q5G5GJwKVIJcvKJ0rsFMMAACf+dn5pdGJTx3odl0KAADQ0k6x/m72iQGlQigGwImzY1Fl81Ynd3W6LgWApIVsXpLUVEfnJgAAfpHLF/T6hWk9z+hEAAAqwmImr/H5RfV3sU8MKBVCMQBOfH5tVpL0yC46xYBKsJBeCsXoFAMAwD8+GZ7VbDKjl48xOhEAgEowHElIkvb20CkGlAqhGAAnvrg+p73dzepsrnNdCgBJyUxOEp1iAAD4yU/PTaq5LqBnDjI6EQCASjAcTkoSnWJACRGKASi7QsHq1LVZPbqb0YlApbjZKVZHpxgAAH6wNDpxSs8d7mV0IgAAFWIlFNvTRacYUCqEYgDKbjCcUCyV00lCMaBi3OwUq+dQDAAAP/h0ZGl04nePb3FdCgAAWDYcSWhbR6MameIClAyhGICyW9kndpJ9YkDFWFgOxegUAwDAH356blJNdQE9faDHdSkAAGDZUDih/m66xIBSIhQDUHZfXJtTV0u9dm1ucl0KgGXJlfGJdIoBAOB5uXxBr5+f0nOHergSHQCACmGt1XA4qb3d7BMDSolQDEDZfX59Vid3bZIxxnUpwJoZY75tjLlsjBk0xvzJHR43xph/vfz4WWPMw7c9HjDGfGWM+YfyVX1/K51iTXSKAQDgeZ+NzGommdF3j/e5LgUAACybiqW0kMlrbw+hGFBKhGIAymo6ltLo7KJO7mZ0IqqPMSYg6U8lvSzpiKTfNcYcue1pL0vav/zn+5L+7LbH/3NJF0tc6prd7BQjFAMAwPN+em5SjbUBPXOQ0YkAqscqLlB8xhgTNcacXv7zXy/ff/CW+04bY2LGmD9efuz/bIwZv+Wx75T5nwXcNBRKSpL2Mj4RKClOvgCU1alrc5Kkk7s7HVcCrMtjkgattcOSZIz5a0mvSBq45TmvSPpLa62V9IkxpsMY02etnTTGbJf0XUn/V0n/+zLXfk8rnWKMUAIAwNty+YJeOz+l5w4zOhFA9bjlAsUXJY1J+twY8xNr7cBtT/25tfY3br3DWntZ0oO3fJ9xST+65Sn/T2vtf1Oq2oHVGo4kJInxiUCJ0SkGoKw+vzarhtoaHd3a5roUYD22SRq95fbY8n2rfc7/S9L/UVKhRPWtWzKTV12gRnVB3hoAAOBlK6MTf4PRiQCqy80LFK21GUkrFyiu1fOShqy114taHVAEQ6GEWuqD6mmtd10K4GmcfAEoqy+uz+nBHR2qDfC/H1SlOy3Cs6t5jjHmNySFrLVf3PMvMOb7xphTxphT4XB4vXWu2UI6p6Z6rhYHAMDrGJ0IoEqt5gJFSfq6MeaMMeZnxpijd3j8e5L+3W33/dHyPug/N8aw6wHODIWT2tvdLGPudKwAoFg4lQZQNsl0TgOTMT3K6ERUrzFJO265vV3SxCqf86Sk3zTGXNPSVY3PGWP+p9v/AmvtD621J621J7u7u4tZ+z0lM3n2iQEA4HG5fEGvX2B0IoCqtJoLFL+UtMta+4Ck/4+kv/uVb2BMnaTflPQfbrn7zyTt1dJ4xUlJ/487/uWOLl6EvwyHE+pndCJQcoRiAMrmqxvzyhesHtnFhVeoWp9L2m+M2bP8C9X3JP3ktuf8RNK/MEu+JilqrZ201v6X1trt1trdy1/3jrX2n5W1+ntYyOTUxOEYAACe9tnIrCKJjL7L6EQA1ee+Fyhaa2PW2sTy569KqjXGdN3ylJclfWmtnb7la6attXlrbUHSf6elMY2/xtXFi/CPZDqniWhKe7ubXZcCeB6XhAMom8+uzarGiFAMVctamzPG/JGk1yUFJP25tfaCMeYPlh//gaRXJX1H0qCkBUn/0lW9a5FM59VUz9sCAAC8bGV04rOMTgRQfW5eoChpXEsXGv7erU8wxmyRNG2ttcaYx7TUDDBzy1N+V7eNTjTG9FlrJ5dv/mNJ50tUP3BPI5GkJGkvnWJAyXH6BaBsPh+Z1ZGtbWptqHVdCrBuy1ccvnrbfT+45XMr6Q/v8z3ek/ReCcpbt4VMTs10igEA4Fn5gmV0IoCqtcoLFH9b0n9qjMlJWpT0veXfz2SMaZL0oqT/zW3f+v9ujHlQS6MYr93hcaAshsIJSWJ8IlAGhGIAyiKTK+ir0Tn97mM7XZcC4A6S6by2dtS5LgMAAJTIpyMzjE4EUNVWcYHiv5H0b+7ytQuSNt/h/n9e5DKBdRkKJ1VjpF2bm1yXAngeO8UAlMX5iahS2YIe293puhQAd7CQyam5nqvGAQDwqp+eZXQiAACVajic0I7OJjXU8ns5UGqEYgDK4vORWUnSSUIxoCIlM3k11dFADgCAF90cnXiI0YkAAFSioXBS/V3NrssAfIFQDEBZfDYyq/6uZnW31rsuBcAdLKTZKQYAgFfdHJ14gtGJAABUmkLBaiSS0F72iQFlQSgGoOQKBatT1+f0KF1iQEUqFKwWsnk11dMpBgCAFzE6EQCAyjURXVQqW9DeHkIxoBwIxQCU3JVQXNHFrB7dQygGVKJULi9rRacYAAAexOhEAAAq21A4KUmMTwTKhFAMQMmt7BN7jE4xoCIl03lJolMMAAAPYnQiAACVbSiUkCQ6xYAyIRQDUHKfXZtTb1u9dnQ2ui4FwB0sZHKS6BQDAMCLVkYnPnOw23UpAADgDoYjCbU31mpzc53rUgBfIBQDUFLWWn0+MqtHd3fKGOO6HAB3cLNTrI5OMQAAvOTW0Ym8zgMAUJmGQkn1dzdzbgaUCaEYgJIam1vUVCylx9gnBlSsm51i9XSKAQDgJSujE79znNGJAABUquFIQv1djE4EyoVQDEBJfba8T+xR9okBFSuZWekUIxQDAMBLXj23NDrx2UOMTgQAoBLFUllNx9Laxz4xoGwIxQCU1OfXZtXWENTB3lbXpQC4i4X0UqcYY5UAAPCOfMHqtfOMTgQAoJINh5OSpL3dzY4rAfyDUAxASX12bVYnd3eqpoa5yEClWukUa+bADAAAz2B0IgAAlW8olJAkOsWAMiIUA1AykURaw+EkoxOBCreyU6yJnWIAAHgGoxMBAKh8Q+GEagNGOzqbXJcC+AahGICSOXVtaZ/YY3s2Oa4EwL0k0+wUAwDAS5ZGJ04zOhEAgAo3FE5o1+Zm1QY4pgfKhZ82ACXzyfCsGmprdHxbh+tSANzDQiYnY6TGWkIxAAC84LORWUUSaUYnAgBQ4YbCSfaJAWVGKAagZD4bmdUjuzapLsj/aoBKtpDJq7E2IGPY/QcAgBe8em5SDbU1jE4EAKCCZfMFXYsktbebfWJAOXFSDaAkogtZXZyK6bHdm12XAuA+FjJ5RicCAOAR+YLVz85PMToRAIAKd2N2QbmCJRQDyoxQDEBJfH5tVtZKj/d3ui4FwH0sZnIcmgEA4BGMTgQAoDoMhRKSpL09hGJAORGKASiJz67Nqi5Qowd3dLguBcB90CkGAIB3rIxOfO5Qj+tSAADAPQyFk5LETjGgzAjFAJTEp8MzenBHhxpqOWgHKt1iNq9GQjEAAKoeoxMBAKgeQ+GEetvq1dpQ67oUwFcIxQAUXSKd0/mJGKMTgSpBpxgAAN7A6EQAAKrHUDjBPjHAAUIxAEX3xfU55QtWj+0hFAOqwUImr8ZariYHAKDaMToRAIDqYK3VYIhQDHCBUAxA0X02MqNgjdEjuza5LgXAKixkcnSKAQBQ5VZGJz57kNGJAABUunAirXgqxz4xwAFCMQBF9+nwrI5ta+eXcaBKMD4RAIDq9/k1RicCAFAthkJJSdLeHjrFgHIjFANQVKlsXmfG5tknBlSRxUyeEBsAgCr36rlJ1QcZnQgAQDUYCickifGJgAOEYgCK6ssbc8rmrR5nnxhQFay1jE8EAKDK3To6sbmeC10AAKh0Q+GEmuoC6mtvcF0K4DuEYgCK6tPhWRkjndxNKAZUg3SuoIKVGgnFAACoWl9cn1M4ntZ3TjA6EQCAajAUTmpvd4uMMa5LAXyHUAxAUX02MqsjfW1qa6h1XQqAVVjM5CWJTjEAAKrYq+cmVcfoRAAAqsZQKKG93c2uywB8iVAMQNGkc3l9eWNOj+/Z7LoUAKu0kCUUAwCgmhUKVj87P6lnDnSrhdGJAABUvIVMTuPzi+wTAxwhFANQNOfGokrnCnqMfWJA1VjM5CRJjXUcogEAUI2+uDGn6Vha32V0IgAAVWE4nJQk9ROKAU4QigEomk+GZySJUAyoIsn0cqdYLZ1iAABUo5+eZXQiAADVZCickCTt6yEUA1wgFANQNJ8Mz+rQllZ1Nte5LgXAKi2s7BSrJxQDAKDaFApWr52f0lP7u9XKTl8AAKrCUCihGiPt7mpyXQrgS4RiAIoikyvo1PVZfa2ffWJANVnMLo1PbGJ8IgAAVeer0XlNxVL67oktrksBAACrNBhOaNfmZtUHuTgVcIFQDEBRnB2bVypbIBQDqszNTrE63owDAFBtXj03qbpAjZ4/3Ou6FAAAsEqDoYT2dje7LgPwLUIxAEWxsk/scfaJAVVlJRRrZKcYAABVxVqrn52b1Df3d6mN0YkAAFSFXL6ga5EF7WWfGOAMoRiAovh4eEaHtrRqE/vEgKqySKcYAABV6cxYVBPRlF4+3ue6FAAAsEqjc4vK5Ava100oBrhCKAZgw9K5vL64Pqev72V0IlBtfjk+kZ1iAABUk5+dm1RtwOhFRicCAFA1BkMJSaJTDHCIUAzAhp0di7JPDKhSi5mcjJEaanlLAABAtbDW6qfnJvXkvi61NzE6EQCAajEUXgrF9hGKAc5wAgZgwz4ZmpEx7BMDqlEyk1dTbUDGGNelAACAVTo/HtPY3KK+c4zRiQAAVJPBUEI9rfXsAwUcIhQDsGGfjMzo0JY2dTSxTwyoNguZvBoZnQgAQFV59fykAjVGLx5hdCIAANVkMJTQXvaJAU4RigHYkJV9Yl/rp0sMqEaLmZya6gKuywAAAKtkrdXPzk3qib2btamZi9IAAKgW1loNhROMTgQcIxQDsCFnRpf2iX2dfWJAVVrI5AnFAACoIhcn47o2s6CXGZ0IAEBVCcfTiqdyhGKAY4RiADbkk+GlfWKPsU8MqEqL2bwaCcUAAKgar52fVI2RXjrK6EQAAKrJYCghSYxPBBwjFAOwIZ8Mz+gw+8SAqkWnGAAA1eXV81N6bE+nulrqXZcCAADWYCi8FIrRKQa4RSgGYN1+uU+M0YlAtVoKxYKuywAAAKtwdTquwVBC3znO6EQAAKrNYCihlvqgetu4sAVwiVAMwLqdGY0qnSvoa/2MTgSq1WImp8ZaOsUAAKgGPzs/JUn61tEtjisBAABrNRhOaG93s4wxrksBfI1QDMC6fTy0tE/s8T10igHVajHL+EQAAKrFz85P6eSuTepta3BdCgAAWKOhUFJ7GZ0IOEcoBmDdPh6O6OjWNrU31bouBcA6LWbyaqBTDACAinctktTFyZi+fYwuMQAAqk08ldVULMU+MaACEIoBWJdUNq8vr8/rib1drksBsAF0igEAUB1WRicSigEAUH2GwklJ0t5uQjHANUIxAOvyxfU5ZfIFfX0voxOBapXNF5TNW3aKAQBQBV47P6kHtrdr+6Ym16UAAIA1GgolJIlOMaACEIoBWJePhiIK1Bg9urvTdSkA1imVzUuSGukUAwCgoo3PL+rMWFTfoksMAICqNBhOKFhjtLOTi1sA1wjFAKzLR0MzemB7u1rqg65LAbBOi5mlUIydYgAAVLbXl0cnvnysz3ElAABgPQZDCe3palZtgON4wDV+CgGsWSKd09mxKPvEgCq3uNwpxk4xAAAq22vnp3RoS6v2dDW7LgUAAKzDUCjB6ESgQhCKAVizz0dmlS9YPcE+MaCqrYRi7BQDAKByheIpfX59Vt9mdCIAAFUpncvr2kySUAyoEIRiANbso6GI6oI1enjXJtelANiAm+MT6RQDAKBivTkwLWtFKAYAQJW6FllQwYpQDKgQhGIA1uyjoRk9snMTe4iAKrcSijXxswwAQMV67fyU9nQ162Bvq+tSAADAOgyGEpIIxYBKQSgGYE3mkhkNTMYYnQh4wM3xiXSKAQBQkeYXMvp4aEbfPrZFxhjX5QAAgHW4GorLGGlvN6EYUAkIxQCsyacjM7JWemIfoRhQ7dgpBgBAZXv7Yki5gtW3jzI6EQCAajUYSmj7pkYmLgEVglAMwJp8PDSjprqATmzvcF0KgA1aWNkpxhtzAAAq0msXptTX3qAT29tdlwIAANZpMJTQ/h7GIAOVglAMwJp8NDSjR3d3qjbA/z6Aapda7hRrYnwiAAAVZyGT0wdXwvrWUUYnAgBQrfIFq+FIkn1iQAXhVBvAqoXiKV0NJdgnBnjEYoadYgAAVKr3L4eVzhX0LUYnAgBQtUZnF5TJFbSPfWJAxSAUA7BqHw/NSJKe2NvluBIAxbCyU6whSCgGAEClee3ClDqb6/To7k2uSwEAAOs0GEpIkvb1EooBlYJQDMCqfTw0o7aGoI5sbXNdCoAiWMzkVR+sUU0NI5kAAKgkmVxB71wM6YXDPQoythwAgKo1GF4OxRifCFQM3l0DWLUPhyJ6vH+zAhygA56wmM2zTwwAgAr00VBE8XRO3z7G6EQAAKrZ1emEelrr1dZQ67oUAMsIxQCsyo2ZBY3OLuob+xidCHjFYiavxlpCMQAAKs3rF6bUUh9kbDkAAFVuMJygSwyoMIRiAFblw6GIJOlJQjHAMxayeTXQKQYAQEXJF6zeHJjW0we71cDFKwAAVC1rrYZCCe0nFAMqipNQzBjTaYx50xhzdfnjHTcHG2M6jDF/Y4y5ZIy5aIz5erlrBbDkw8GIetvqtbe72XUpAIokRacYAAAV56sbc4okMvrWUUYnAgBQzaZiKSXSOTrFgArjqlPsTyS9ba3dL+nt5dt38v+W9Jq19pCkByRdLFN9AG5RKFh9NDSjJ/d1yRj2iQFewU4xAAAqz+sXplQbMHr2YLfrUgAAwAYMhhKSpL2EYkBFcRWKvSLpL5Y//wtJv3X7E4wxbZKekvTfS5K1NmOtnS9TfQBucXEqptlkhn1igMcsZvOMZQIAoIJYa/XGwLSe2Nul1oZa1+UAAIANWAnF9ve0Oq4EwK1chWK91tpJSVr+2HOH5/RLCkv6H4wxXxlj/r/GGOa2AQ58NDgjiX1igNcsMj4RAICKcnk6ruszC4xOBADAA66GEmpvrFVXS53rUgDcomShmDHmLWPM+Tv8eWWV3yIo6WFJf2atfUhSUncfsyhjzPeNMaeMMafC4XAR/gUAVvxiMKJ9PS3qbWtwXQqAIlrM5tXI+EQAACrGGxemZYz0wpE7XTcKAACqyWAooX09LawiASpMsFTf2Fr7wt0eM8ZMG2P6rLWTxpg+SaE7PG1M0pi19tPl23+je4Ri1tofSvqhJJ08edKuv3IAt8rkCvpsZFb/9OR216UAKLLFDDvFAACoJK9fmNLDOzepp5WL0QAAqHZDoYReONzrugwAt3E1PvEnkn5/+fPfl/Tj259grZ2SNGqMObh81/OSBspTHoAVX92Y02I2z+hEwIMWM+wUAwCgUozNLejCREzfOsrhGQAA1W4mkdZMMqP9vS2uSwFwG1eh2L+S9KIx5qqkF5dvyxiz1Rjz6i3P+99J+rfGmLOSHpT0fyt3oYDffTg0oxojPd6/2XUpAIpsMctOMQAAKsWbA9OSpBePsE8MAIBqNxhKSJL297Y6rgTA7Uo2PvFerLUzWur8uv3+CUnfueX2aUkny1cZgNt9OBjRie0dam+sdV0KgCLK5gvKFSyhGAAAFeLNgWnt72nRnq5m16UAAIANurociu3roVMMqDSuOsUAVIF4KqvTo/N6ch9dYoDXLGbzkqRGdooBgC8ZY75tjLlsjBk0xvza7mZjzCFjzMfGmLQx5r9Yy9di7aILWX06MqsXjzA6EQAALxgMJdRcF9DWdvaEApWGUAzAXX02Mqt8wbJPDPCgxQyhGAD4lTEmIOlPJb0s6Yik3zXGHLntabOS/jNJ/806vhZr9M7laeULllAMAACPuBqKa19Pi4wxrksBcBtCMQB39YvBiOqDNXp45ybXpQAospVQrCFIKAYAPvSYpEFr7bC1NiPpryW9cusTrLUha+3nkrJr/Vqs3ZsD0+pprdcD2ztclwIAAIpgMJTQvh72iQGViFAMwF19NDijx/Z0qoGdQ4DnMD4RAHxtm6TRW26PLd9X6q/FHaSyeb1/OawXjvSqpoaryQEAqHbRxaymY2nt72WfGFCJCMUA3FEontLl6bie2MvoRMCLUiuhGKE3APjRnZIXW+yvNcZ83xhzyhhzKhwOr7o4v/l4aEbJTJ7RiQAAeMRgKCFJ2t9DKAZUIkIxAHf0i6sRSdI39xOKAV6UyhYkSfW1vBUAAB8ak7TjltvbJU0U+2uttT+01p601p7s7u5eV6F+8MbAtJrrAnpi72bXpQAAgCIYDMUlSfsZnwhUJE7CANzRL65G1NlcpyN9ba5LAVACdIoBgK99Lmm/MWaPMaZO0vck/aQMX4vbFApWb1+c1tMHu1XPnk8AADzh6nRCDbU12rap0XUpAO4g6LoAAJXHWqufD0b05L4u9hoAHrUSirEzEAD8x1qbM8b8kaTXJQUk/bm19oIx5g+WH/+BMWaLpFOS2iQVjDF/LOmItTZ2p6918g/xgHPjUYXiab1wmNGJAAB4xdVQQnu7WxTgTA2oSIRiAH7N5em4wvE0oxMBD1ukUwwAfM1a+6qkV2+77we3fD6lpdGIq/parM/bF6dVY6RnD/a4LgUAABTJYCihR3dvcl0GgLtgfCKAX8M+McD7VnaK0SkGAIA7b14M6eTuTm1qrnNdCgAAKIJEOqfx+UXt72WfGFCpCMUA/JoPrka0t7tZfe3MPga8ip1iAAC4NTa3oIuTMb1wmC4xAAC8YiiUkCTt62lxXAmAuyEUA/ArUtm8PhuZ0Tf3d7suBUAJrYxPrK/lrQAAAC68fTEkSewTAwDAQ64uh2L7CcWAisVJGIBf8eX1OaWyBUYnAh6XzuZljFQf5K0AAAAuvHVxWv3dzerv5tAMAACvuBqKqy5Qo52dTa5LAXAXnIQB+BUfXI0oWGP0eP9m16UAKKHFbF4NwYCMMa5LAQDAd+KprD4ZntGLdIkBAOApg9MJ7elqVjDAsTtQqfjpBPArfjEY1sO7NqmlPui6FAAllMoW1MDoRAAAnPj51YiyeavnDrFPDAAAL7kaSmhfL13gQCXjNAzATTOJtM6Px/TNfYxOBLxuMZtXY23AdRkAAPjS2xdDam+s1SO7NrkuBQAAFEkqm9fo3AL7xIAKRygG4KYPh2YkSd880O24EgCllsrm1UAoBgBA2eULVu9eDunZg92MVgIAwEMGQwlZK+3vaXVdCoB74B04gJt+cTWs9sZaHd/W7roUACW2ND6RUAwAgHI7PTqv2WRGz7FPDAAATxkMJSRJ+xmfCFQ0QjEAkiRrrX5+NaIn9m5WoMa4LgdAiS11ivE2AACAcnvn0rQCNUZP72c6AwAAXnJlOq5gjdHuzc2uSwFwD5yGAZAkDYWTmoym9E1+OQd8IZXNq7GOTjEAAMrt7Yshndy1Se1Nta5LAQAARXRlOqE9Xc2qC3LkDlQyfkIBSJJ+fjUsSfrm/i7HlQAoh8VsXg1BQjEAAMppfH5Rl6biev5wj+tSAABAkQ2G4oxOBKoAoRgASdIHV8La09WsHZ1NrksBUAapbF4NdIoBAFBW71wKSZKeO8Q+MQAAvCSVzev67IL297S6LgXAfRCKAVA6l9cnw7N6ii4xwDdS2QKdYgAAlNk7F6e1a3OT9nazawQAAC8ZDCVkrXSgl1AMqHSEYgB06tqcFrN5PXWAfWKAX6SyeTXU8jYAAIBySWXz+mhoRs8e7JExxnU5AACgiAZDCUlifCJQBTgNA6D3r4RVGzD6Wv9m16UAKJNUNq/GWjrFAAAol4+HZpTOFfTsIfaJAQDgNVem4wrWGO3eTDc4UOkIxQDogythPbq7U831QdelACgDa60Ws3k1EIoBAFA2714OqbE2oMf3dLouBQAAFNmV6YT2dDWrLshxO1Dp+CkFfG46ltKlqTijEwEfyeatClZqrCMUAwCgHKy1eudSSE/u28xFKQAAeNBgKM4+MaBKEIoBPvf+lbAk6an9hGKAX6RyeUlSPVewAQBQFkPhhMbmFhmdCACAB6WyeV2fXdC+HvaJAdWA0zDA5z64ElZ3a70O93E1C+AXqcxSKEanGAAA5fHOpZAk6ZmDhGIAAHjNYCgha0WnGFAlCMUAH8sXrH4xGNFT+7tljHFdDoAySWULkqSGIKEYAADl8O6lsA5tadW2jkbXpQAAgCIbDCUkSQd66RQDqgGhGOBj58ajml/I6qkDXa5LAVBGi1k6xQAAKJd4KqvPr83SJQYAgEddmY4rWGO0a3Oz61IArAKhGOBj718Oyxjpm+wTA3wltRyKNdTyNgAAgFL7cHBGuYLVMwd5zw0AgBddmU5oT1ez6tjbDVQFflIBH/vgaljHt7Wrs7nOdSkAymilU4zxiQAAlN77V0JqrQ/qkV2bXJcCAABKYDAUZ58YUEUIxQCfii5mdXp0Xk8f4IpVwG9udooxPhEAgJKy1uq9y2E9ua9LtQF+/QYAwGtS2byuzy5oXw/7xIBqwbtywKc+GowoX7B6ilAM8J1UtiCJTjEAAErtaiihyWhKTzM6EQAATxoMJWSt6BQDqgihGOBT718Jq7U+qAd3dLguBUCZpXPsFAMAoBzeuxySJPaJAQDgUYOhhCTpQC+dYkC14DQM8CFrrT64EtYT+zYzxgXwoZvjE2vpFAMAoJTeuxzWwd5W9bU3ui4FAACUwJXpuII1Rru7ml2XAmCVOA0HfOjKdEIT0ZSeOdjjuhQADqyMT6wP8jYAAIBSSaRz+vzaLF1iAAB42JXphPZ0NXPROVBF+GkFfIgxLoC//XJ8Ip1iAACUysdDM8rmrZ5mhy8AAJ51ZTquA1vYJwZUE0IxwIfeuxzWoS2McQH8ik4xAABK74MrYTXWBvTI7k2uSwEAACWwkMlpdG5BB3sJxYBqwmkY4DPxVFanrs/qabrEAN9K5/IK1hgFGe8AAEDJfHA1rK/v3az6IJ3ZAAB40WAoIWulA70trksBsAachgE+8+Hg0hiXZw6wTwzwq1S2wOhEAABK6PpMUtdnFvTU/i7XpQAAgBK5Mp2QJB2gUwyoKoRigM+8fyWklvqgTjLGBfCtVDbP6EQAAErog6sRSdJT7BMDAMCzrkzHVRes0a7Nza5LAbAGnIgBPmKt1XuXw/rGvi7VMjYN8K10jk4xAABK6YMrYW3f1Kg9XRySAQDgVVem49rX3aJAjXFdCoA14FQc8JEr0wlNRlN6hn1igK+lsnnV1/IWAACAUsjmC/p4aEZPHeiWMRySAQDgVVem4uwTA6oQJ2KAj7x7OSRJeppQDPC1dK6g+iCdYgAAlMJXN+aVSOfYJwYAgIfFUllNRFM6sIV9YkC1IRQDfOS9yyEd2tKqvvZG16UAcCiVzauBTjEAAErigythBWqMnthHKAYAgFddnU5Ikg70EIoB1YYTMcAn4qmsTl2b0zMHe1yXAsCxdLag+iBvAQAAKIWfD0b04I4OtTXUui4FAACUyJXpuCTpIJ1iQNXhRAzwiQ8HZ5QrWPaJAVA6l1dDLeMTAQAotuhCVufG5vUNusQAAPC0K9NxNdYGtK2DaUxAtSEUA3zi/SshtdYH9ciuTa5LAeBYik4xAABK4qOhiApW+ib7xAAA8LQr03Ed6G1RTY1xXQqANeJEDPABa63evRTWk/u6VBvgxx7wuxSdYgAAlMTPByNqqQ/qgR0drksBAAAldGU6of29jE4EqhGn44APXJ6OayqW0rOHGJ0IYGmnWEOQUAwAgGL7xdWIvtbfyYVoAAB42Fwyo3A8rYOEYkBV4p064APvXgpLkp4+0OO4EgCVIJXLq76WtwAAABTTjZkF3ZhdYJ8YAAAed2U6Lkna39viuBIA68GJGOAD714K6Uhfm7a0N7guBUAFSGcLjE8EAKDIfj64dCHaN/YznQEAAC9bCcUObqFTDKhGhGKAx80vZHTq+qyeO0SXGIClHYOpXF71Qd4CAABQTB8ORtTX3qC93c2uSwEAACV0ZTqh1vqgtrRx8TlQjTgRAzzu/SthFaz03GFCMQBSJl+QtaJTDACAIioUrD4amtGT+7pkjHFdDgAAKKHL03Ed2NLKaz5QpQjFAI9791JInc11emB7h+tSAFSAdK4gSXSKAQBQRAOTMc0vZPXkvs2uSwEAACVkrdWV6bgOsE8MqFqciAEeli9YvXclrGcOdCtQw9UrAKRUNi9JqqdTDACAovlwMCJJemJvl+NKAABAKYXjac0vZHWgl31iQLUiFAM87Ksbc5pfyOpZ9okBWJbOLnWKNdApBgBA0Xw4NKN9PS3qZbcIAACednk6Lkk6uIVQDKhWnIgBHvbOpZACNUZPHeh2XQqACpHO0SkGAEAxZXIFfT4yqyf3MjoRAACvuzy1HIrRKQZULUIxwMPeuRTSyV2b1N5Y67oUABUiRacYAABF9dWNOS1m83piH6MTAQDwustTcXW11GtzS73rUgCsEydigEdNzC/q0lRczzE6EcAtVjrFGugUAwCgKD4amlGNkb7WT6cYAABed3k6roNbWlyXAWADCMUAj3rnUkiSCMUA/IqVTrF6OsUAACiKj4YiOratnekMAAB4XKFgdWU6rgOMTgSqGidigEe9eymkHZ2N2tfD1SsAfimVpVMMAIBiWcjkdHp0Xl9nnxgAAJ43OregVLagQ1sIxYBqRigGeFAqm9eHQxE9d7BHxhjX5QCoIOnccqdYLW8BAADYqFPX5pTNWz2xl31iAAB43aWpuCTRKQZUOU7EAA/6eHhGqWxBzzI6EcBtbnaKBekUAwBgoz4ZnlGwxujkrk2uSwEAACV2hVAM8ARCMcCD3rkYUmNtgGXfAH4NnWIAABTPx8MzOrG9Xc31QdelAACAErs8HdeOzkZe94Eqx4kY4DHWWr1zKaQn921mZxCAX7PSKVZPpxgAABuSSOd0dizKPjEAAHzi8lRcB3vbXJcBYIMIxQCPuTwd1/j8op4/3Ou6FAAVaKVTrIFOMQAANuTza7PKF6y+3s8+MQAAvC6dy2skktTBLS2uSwGwQZyIAR7z1sC0JOl59okBuIPMcihWF+AtAAAAG/HJ8IxqA0aPsE8MAADPGw4nlStY9okBHsCJGOAxb10M6YHt7eppa3BdCoAKlM7lFawxChKKAQCwIZ8MzeihHZvUWMdIYgAAvO7KdFySdGgL4xOBaseJGOAhoXhKp0fn9QKjEwHcRTpbUF2Ql38AADYinsrq3HhUX+vvdF0KAAAog8tTcQVrjPZ0NbsuBcAGcSoGeMi7l0KSxD4xAHeVzhVUTygGAMCGnLo+p4KVHu/f7LoUAABQBpen4trb3cJFpoAH8FMMeMhbF0Pa1tGow33MNwZwZ+lcXvVBxjwBALARnw7PqjZg9PBO9okBAOAHl6fjOrCF8zbACwjFAI9IZfP6+dWwnj/cI2OM63IAVKhMrqD6Wl7+AQDYiE9HZnRiewf7xAAA8IFEOqexuUUd7G1xXQqAIuBUDPCIj4YiSmUL7BMDcE+MTwQAYGMWMjmdG4vq8T3sEwMAwA+uTMclSQe3tDmuBEAxcCoGeMSbAyE11wX0OMu+AdzDUijGVe0AAKzXF9fnlCtY9okBAOATl6eWQ7FexicCXkAoBnhAoWD1zqVpPX2wm8NuAPeUzuVZDAwAwAZ8OjyrQI3RI7vYJwYAgB9cmoypuS6g7ZsaXZcCoAg4FQM84PxEVNOxtJ4/xOhEAPeWzjI+EQCAjfhsZFbHtrappT7ouhQAAFAGl6biOrilVTU1xnUpAIqAUzHAA966GFKNkZ491OO6FAAVLpMnFAMAYL1S2bxOj84zOhEAAJ+w1urydJx9YoCHcCoGeMBbA9N6ZNcmdTbXuS4FQIVb6hRjzCoAAOtxZnRemXxBj+1mjy8AAH4wHUtrfiGrQ1vYJwZ4BaEYUOUm5hc1MBnTC4cZnQjg/tK5vOprefkHAGA9Tl2fkyT2iQEA4BOXpmKSRCgGeAinYkCVe/vitCTpeUIxAKuQzhVUF+DlHwCA9fhsZFYHelu0iQkNAAD4wqWpuCTpEOMTAc/gVAyocm8MTGtPV7P2dje7LgVAFUjnCnSKAQCwDvmC1ZfX5/QooxMBAPCNy1Nx9bU3qL2p1nUpAIqEUzGgisVSWX0yPKOXjvTKGOO6HABVIJNjpxgAAOtxaSqmeDpHKAYAgI9cnIzpIKMTAU8hFAOq2HuXw8rmrV46yuhEAKuTzuVVH+TlHwCAtfp8ZFaS9OgeQjEAAPwgmy9oKJwgFAM8hlMxoIq9cWFKXS11enAHi74B3F++YJXNWzrFAABYh8+vzWlbR6O2dTS6LgUAAJTBSCSpbN7qMPvEAE8hFAOqVDqX13uXw3rhcK8CNYxOBHB/mVxBklRHpxgAAGtirdXn12Z1cjcXowEA4BcXJ2OSRKcY4DGcigFV6pPhWSXSOUYnAli1dC4vSYxPBABgjUZnFxWKp3WSfWIAAPjG5am4gjVGe7tbXJcCoIg4FQOq1BsXptRUF9ATe7tclwKgSqSXO8Xqa3n5BwBgLb64sbRP7OQuOsUAAPCLS1Nx7e1uYdoK4DH8RANVqFCweuvitJ4+0K2GWnYDAVidlfGJ7BQDAGBtTl2bU2t9UAd6GZ8EAIBfXJ6K61Afr/2A1xCKAVXo7HhU07E0oxMBrAnjEwEAWJ8vrs/pwZ0d7PIFAMAnootZjc8vsk8M8CBOxYAq9MaFKQVqjJ492OO6FABVJJVd6hRj9AMAAKsXS2V1eTquRxidCACAb1yZjkuSDhGKAZ7DqRhQhd4cmNbjezrV0VTnuhQAVeTmTjFCMQAAVu2rG/OyVjq5q9N1KQAAoEwuTa2EYm2OKwFQbJyKAVVmOJzQ1VBCLx1hdCKAtfnl+ER2igEAsFpfXJ9TjZEe3NnhuhQAAFAmlyZjam0Iqq+9wXUpAIqMUAyoMm8OTEuSXiAUA7BGmZVOsVpe/gEAWK0vrs/q0JY2tdQHXZcCAADK5NJUXIe3tMkY9okCXsOpGFBl3hyY1tGtbdq+qcl1KQCqDOMTAQBYm3zB6vSNefaJAQDgI4WC1aXJmA73sU8M8CJOxYAqEo6n9cWNOb10ZIvrUgBUIUIxAADW5sp0XMlMXg/v6nBdCgAAKJOxuUUlM3kd6mOfGOBFnIoBVeSti9OyVnqR0YkA1iGdZacYAABr8eWNOUnSwzvpFAMAwC8GJmOSpMOEYoAnEYoBVeS181PatbmJ9m0A60KnGAAAa/PVjXl1NtdpZyejywEA8ItLUzEZIx3obXFdCoAS4FQMqBLRxaw+Goro20e3sOQTwLpklkOxOkIxAABW5csbc3p4ZwfvvwEA8JGLkzHt2dysprqg61IAlACnYkCVePdSSNm81beOsU8MwPqkCcUAAFi1+YWMhsNJPcToRAAAfOXSVFyHmNIEeBanYkCVeO38lHrb6vXg9g7XpQCoUjc7xQK8/AMAcD+nR+clSQ/t7HBaBwAAKJ9kOqfrMws6tIV9YoBXcSoGVIGFTE7vXQnpW0e3qKaG0S0A1iebL6jGSEFCMQAA7uvLG/OqMdIDXJQGAIBvXJqKS5IO9xGKAV7FqRhQBT64ElYqW9C3GZ0IYAMy+QKjEwEAWKWvbszp4JY2NdezTwQAAL+4NBWTJB3awvhEwKs4GQOqwGvnp7SpqVaP7e50XQqAKpbJFRidCADAKhQKVmdG5/Xgjg7XpQAAgDK6OBlTa31Q2zc1ui4FQIlwMgZUuEyuoLcvhvTikV5GngHYkHSuoLpgwHUZAABUvJGZpGKpnB4iFAMAwFcuTcZ1qK9VxrC+BPAqTtiBCvfRUETxdI7RiQA2LJMrqJ7xiQAA3NeZ0XlJ0gOEYgAA+EahYHVpKs4+McDjOBkDKtzrF6bUUh/UE3u7XJcCoMqxUwwAgNU5PTqv5rqA9vW0uC4FAACUyfj8ohLpnA5tIRQDvIyTMaCC5QtWb1yY1rOHetRQy8gzABuTyeXZKQYAwCqcGZ3X8e3tCtQwOgkAAL8YmIxJkg73tTquBEApcTIGVLBT12Y1k8zo20cZnQhg4zI5OsUAALifdC6vgckYoxMBAPCZS5NxGSMd6CUUA7yMkzGggr12YUp1wRo9c7DbdSkAPIDxiQAA3N/AREzZvNVDhGIAAPjKxcmYdnU2qbk+6LoUACXEyRhQoay1ev38lJ7a382LMYCiyOQKjE8EAOA+zozOSxKdYgAA+MylqZgO97FPDPA6TsaACnV6dF4T0ZRePsboRADFwfhEAADu78xYVD2t9drS1uC6FAAAUCaJdE7XZxd0aAuhGOB1nIwBFerVc5OqDRi9cKTXdSkAPCJNKAYAwH2dGZvXie0dMsa4LgUAAJTJ5amYrJWObCUUA7yOkzGgAllr9eq5KX1jX5faG2tdlwPAI9gpBgDAvcVTWQ2Hk3pge7vrUgAAQBkNTMYlEYoBfsDJGFCBzo5FNT6/qO8c73NdCgAPyeQKqmenGAAAd3V+PCZJOk4oBgCArwxMxNTeWKut7YxPBryOkzGgAr16blLBGqOXjrBPDEDxsFMMAIB7Ozc+L0k6vo1QDAAAPxmYjOlwXyvjkwEf4GQMqDDWWr16flJP7utSexOjEwEUD+MTAQC4t7NjUW3raNTmlnrXpQAAgDLJF6wuT8V0pI+LYgA/4GQMqDDnx2ManV3UdxmdCKDIMrmC6hifCADAXZ0bj+oEoxMBAPCVkUhSqWyBfWKAT3AyBlSYn66MTjza67oUAB7D+EQAAO4uupDV9ZkFndje4boUAABQRhcnl3aKHu5rdVwJgHLgZAyoINZa/ez8pL6+d7M6mupclwPAQwoFq1zBEooBAHAX58ajkkSnGAAAPjMwGVNtwGh/D6EY4AecjAEV5MJETNdnFhidCKDoMvmCJBGKAQBwF2fH5yVJx7YSigEA4CcDEzHt62nl92XAJ/hJByrIz85PKlBj9NLRLa5LAeAx6dxyKMZOMQAA7ujCeEw7O5vU3lTruhQAAFBGFydjjE4EfISTMaBCWGv16rkpfb1/szqbGZ0IoLgyy6FYPVe+AQBwR+cnojq2rc11GQAAoIzC8bRC8bSO9PEeAPALTsaACnFxMq6RSFLfYXQigBJgfCIAAHcXXczq+syCjjI6EQAAX7k4GZMkHdlKKAb4BSdjQIX42flJ1RjppaO9rksB4EErnWKEYgAA/LqBiaUDsWPbCMUAAPCTm6EYnWKAb3AyBlQAa61+enZSX+vfrK6WetflAPCgm6FYIOC4EgAAKs+Fiagk6ShXiQMA4CsDkzFtbW9QRxOrTAC/IBQDKsDAZEzDkaR+48RW16UA8Cg6xQAAuLvz41H1tTdwgRoAAD4zMBFjdCLgM5yMARXg789MKlBj9O1jW1yXAsCjMvm8JKmeUAwAgF9zbjzK6EQAAHwmlc1rOJJkdCLgM5yMAY5Za/UPZyf0jX1d6mymVRtAaaTpFAMA4I6S6ZyGI0kd20ooBgCAn1yZjitfsDpMKAb4CidjgGNnxqIam1vUb5zoc10KAA9jfCIAAHd2aSoma9knBgCA3wxMxCSJ8YmAz3AyBjj2D2cmVBeo0UtHGZ0IoHRuhmIBXvoBALgVB2IAAPjThYmYWuuD2rGpyXUpAMqIkzHAoULB6h/OTuqpA11qb6x1XQ4AD8vmrSQ6xQAAuN3AZEwdTbXqa29wXQoAACijCxNRHd7appoa47oUAGXEyRjg0Bc35jQVS+kfPbDVdSkAPC6bp1MMAIA7GZiI6Uhfm4zhQAwAAL/IF6wuTsYZnwz4ECdjgEP/cGZC9cEaPX+413UpADxuZXxiLZ1iAADclMsXdGkqriN9HIgBAOAnI5GkFrN5Hd3a7roUAGXGyRjgSL5g9dNzU3ruUI9a6oOuywHgcZnlTrHaAFfBAwCwYiSSVDpXYJ8YAAA+c2EiKkl0igE+RCgGOPLp8IwiiTSjEwGUxcr4xPpAwHElAABUjoHJmCQRigEA4DMDEzHVBWu0r6fFdSkAyoxQDHDk789OqqkuoGcP9rguBYAPrIRitUE6xQAAWDEwEVNdoEZ7uzkQAwDATy5MxHSwt1W17N0GfIefesCBbL6gn52f1AuHe9VYR9cGgNK7uVOMN/wAANw0MBnTgS0tvD4CAOAj1lpdmIgyOhHwKd75Aw58OBjR/EKW0YkAyiaTt5KkYA2dYgAArLg4GdPhLRyIAQDgJ5PRlOYWsoRigE8RigEO/P2ZSbXWB/XUgS7XpQDwiWy+oLpAjYwhFAMAQJLC8bQiiYwO93EgBgCAn1yYWNkp2u64EgAuEIoBZZbK5vX6hSl9+9gW1QcZnQigPLK5gmoDBGIAAKy4NLV0IHaor9VxJQCA1TDGfNsYc9kYM2iM+ZM7PP6MMSZqjDm9/Oe/vuWxa8aYc8v3n7rl/k5jzJvGmKvLHzeV698Ddy5MRGWMdJj3AIAvEYoBZfbupZAS6ZxeeXCb61IA+Eg2X1BdkJd9AABWXJqMS5IOMT4RACqeMSYg6U8lvSzpiKTfNcYcucNTf26tfXD5z//ltseeXb7/5C33/Ymkt621+yW9vXwbHndhIqb+rmY11QVdlwLAAU7HgDL7u9Pj6mqp19f3bnZdCgAfyeQLqg3wsg8AwIqLUzH1tNars7nOdSkAgPt7TNKgtXbYWpuR9NeSXinC931F0l8sf/4Xkn6rCN8TFW5gIqajjE4EfIvTMaCMootZvXsprH/0QJ8CNYwxA1A+mZwlFAMA4BaXp+I6xD4xAKgW2ySN3nJ7bPm+233dGHPGGPMzY8zRW+63kt4wxnxhjPn+Lff3WmsnJWn5Y0+xC0dlmUtmND6/qKNbeQ8A+BU9okAZvX5+Spl8Qb/F6EQAZcb4RAAAfimXL+jqdELf2NfluhQAwOrc6cpie9vtLyXtstYmjDHfkfR3kvYvP/aktXbCGNMj6U1jzCVr7Qer/suXgrTvS9LOnTvXXDwqx8XJpZ2idIoB/sXpGFBGPz4zrt2bm3RiOy+8AMormy+oNkCHKgAAkjQSSSqTL+hQX6vrUgAAqzMmacctt7dLmrj1CdbamLU2sfz5q5JqjTFdy7cnlj+GJP1IS+MYJWnaGNMnScsfQ3f6y621P7TWnrTWnuzu7i7evwpld2FiKRQ7QqcY4FuEYkCZhGIpfTQ0o998cJuM4WAaQHllcnSKAQCw4uJUXJJ0aAsHYgBQJT6XtN8Ys8cYUyfpe5J+cusTjDFbzPKBizHmMS2de84YY5qNMa3L9zdLeknS+eUv+4mk31/+/Pcl/bjk/xI4dWEiqr72BnaKAj7G+ESgTP7+7KSslX7zga2uSwHgQ5l8gZ1iAAAsuzwVU7DGaG93i+tSAACrYK3NGWP+SNLrkgKS/txae8EY8wfLj/9A0m9L+k+NMTlJi5K+Z621xpheST9azsuCkv7KWvva8rf+V5L+Z2PM/0rSDUm/U9Z/GMru3HhUx7YxwQnwM0IxoEx+cnpcx7a1aV8Pv3gDKL8soRgAADddnkpoT1czXdQAUEWWRyK+ett9P7jl838j6d/c4euGJT1wl+85I+n54laKSpVM5zQcSeo3H9jmuhQADvEbAFAGI5GkzoxF9QovugAcyeat6gjFAACQJF2ZjuvAFvaJAQDgJxcnY7JWOraN8cmAn3E6BpTBT05PyBjpNx7oc10KAJ9a6hRjnyEAAAuZnG7MLuhgL6EYAAB+cm48Kkk6zvhEwNcIxYASs9bqx2fG9fieTvW1N7ouB4BPZXIFRkQBACBpMJSQJB0gFAMAwFfOj8fU3VqvnrYG16UAcIjTMaDELkzENBxO6pUHGZ0IwJ0MO8UAAJAkXZ6KS5IO9LLrFwAAPzk/HtWxrYxOBPyO0zGgxH701bhqA0YvH9viuhQAPpbNF9gpBgCAlvaJ1QVrtGtzs+tSAABAmSxm8roaijM6EQChGFBKuXxBPz49oWcP9qijqc51OQB8LJuzdIoBACDp8nRC+3taFKhh1yYAAH5xcSqmgpWOEooBvsfpGFBCvxiMKJJI6588zOhEAG5l8gXVBjn8AwDgylRcB9knBgCAr1wYj0qSjhGKAb5HKAaU0I++Gld7Y62ePdTjuhQAPpfNFVQXCLguAwAAp6KLWU3FUtpPKAYAgK+cH4+ps7lOW9sbXJcCwDFCMaBEEumcXr8wpe+e6FN9kINoAG7RKQYAgDQYSkiS9ve0OK4EAACU07nxqI5ubZMx/F4M+B2hGFAir52fUipb0D95iNGJANzL5guqY6cYAMDnBkNxSdL+XkIxAAD8Ip3L68p0nNGJACQRigEl86OvxrSzs0mP7NrkuhQAPpcvWBWsVEsoBgDwucFQQvXBGm3f1OS6FAAAUCaXp+LKFayOE4oBEKEYUBKT0UV9NDSj33poG23ZAJzL5AqSCMUAALgaSmhvd4sCNbxHBwDAL86PxyRJx7YSigEgFANK4senJ2St9I8ZnQigAmTyK6EYB4AAAH+7Op3QPvaJAQDgK+cnomprCGpHZ6PrUgBUAEIxoMistfrRl+N6aGeH9nQ1uy4HAJRdDsXqg7zsAwD8ayGT0/j8ovYTigEA4Cvnx6M6tq2daU4AJBGKAUU3MBnT5em4/snD212XAgCSfhmKMT4RAOBnQ6GkJGl/L6EYAAB+kckVdGkyrmPsEwOwjNMxoMh+9OW4agNGv3G8z3UpACBJyuasJClIKAYA8LGrobgkaV9Pq+NKAABAuVyZjiuTL+g4oRiAZZyOAUWUyxf04zMTevZgjzY117kuBwAksVMMAABJGgwlFKwx2rW5yXUpAACgTM6NRyVJJ7YTigFYQigGFNGHQzMKx9P6Jw9vc10KANyUKyyFYnV0igEAfGwonNDurmbGCQMA4CNnx6JqawhqZycXxQBYwm8DQBH97Rdjam+s1bOHelyXAgA3MT4RAABpKJxUf1ez6zIAAEAZnRuf14ntHTKGySkAlnA6BhRJdDGr1y9M6Tcf2Kr6YMB1OQBwU3a5UyzI+EQAgE9l8wVdn0lqb0+L61IAAECZpLJ5XZ6K6zijEwHcglAMKJKfnp1UOlfQ75zc7roUAPgVufxSpxjjEwEAfjU6u6Bs3mpvN6EYAAB+cXkqrmze6vg2QjEAv8TpGFAkf/PFqA70tvBCC6DiZPPLnWI1dIoBAPxpKJyUJO3tZnwiAAB+cXY8Kkmc1QH4FU5CMWNMpzHmTWPM1eWPm+7wnIPGmNO3/IkZY/7YQbnAfQ2GEvryxrx++5HtzCgGPM4Y821jzGVjzKAx5k/u8Lgxxvzr5cfPGmMeXr5/hzHmXWPMRWPMBWPMf16umm+GYnSKAQB8ajickCT10ykGAIBvnB+LalNTrbZvanRdCoAK4up07E8kvW2t3S/p7eXbv8Jae9la+6C19kFJj0hakPSjslYJrNLffjmmQI3Rbz20zXUpAErIGBOQ9KeSXpZ0RNLvGmOO3Pa0lyXtX/7zfUl/tnx/TtL/wVp7WNLXJP3hHb62JLKMTwQA+NxQOKGulnq1N9a6LgUAAJTJ2fGojm/v4AJ2AL/C1enYK5L+Yvnzv5D0W/d5/vOShqy110tZFLAe+YLVf/xyTM8c6FZPa4PrcgCU1mOSBq21w9bajKS/1tJr2q1ekfSXdsknkjqMMX3W2klr7ZeSZK2NS7ooqSxJeu5mpxi/CAAA/GkonGR0IgAAPpLK5nVlOq4TjE4EcBtXoVivtXZSkpY/9tzn+d+T9O9KXhWwDr8YjGg6ltZvP7LddSkASm+bpNFbbo/p14Ot+z7HGLNb0kOSPr39LzDGfN8Yc8oYcyocDhejZmULS51itXSKAQB8aiic0N4eRicCAOAXA5Mx5QtWx7cTigH4VcFSfWNjzFuSttzhof9qjd+nTtJvSvov7/O872tpTJV27ty5lr8C2JD/cGpUHU21eu7w/bJdAB5wp1Yru5bnGGNaJP2tpD+21sZ+7YnW/lDSDyXp5MmTt3/vdcnmljrFaukUAwD40Fwyo/mFrPq76BQDAMAvzo1FJUknCMUA3KZkoZi19oW7PWaMmV4ZJWWM6ZMUuse3elnSl9ba6fv8fUU/RATuJ7qQ1RsD0/rdR3eoPhhwXQ6A0huTtOOW29slTaz2OcaYWi0FYv/WWvsfS1jnr8gVVsYn0ikGAPCf4UhSkrSHUAwAAN84OxZVV0u9trSx6gTAr3J1OvYTSb+//PnvS/rxPZ77u2J0IirU35+dUCZX0G8/suP+TwbgBZ9L2m+M2bPcyfw9Lb2m3eonkv6FWfI1SdHli0CMpP9e0kVr7X9bzqIz+ZXxiXSKAQD8Z4RQDAAA3zk3Pq8T29u19Ks4APySq1DsX0l60RhzVdKLy7dljNlqjHl15UnGmKblx8t2NT2wFn/zxZgObWnVsW1trksBUAbW2pykP5L0uqSLkv5na+0FY8wfGGP+YPlpr0oaljQo6b+T9L9dvv9JSf9c0nPGmNPLf75Tjrpz+eXxiTV0igEA/GckklCgxmhHZ5PrUgAAQBkk0zkNhhI6vo3RiQB+XcnGJ96LtXZG0vN3uH9C0nduub0gaXMZSwNWbTAU1+nRef2fvnuYq04AH7HWvqql4OvW+35wy+dW0h/e4et+oTvvGyu53EqnWJBQDADgP9ciC9qxqVG1jBEGAMAXBiZjKlj2iQG4M34rANbpP5waU6DG6JUHt7kuBQDuKbPcKRasIcAHAPjPcCTJ6EQAAHzkzOi8JOk4oRiAOyAUA9Yhmy/ob78c03OHetTdWu+6HAC4p5udYlwhDwDwmULB6lokqT1dLa5LAQAAZXJ2LKqt7Q3qaW1wXQqACsTpGLAO71wKKZLI6HuP7nBdCgDcV65QUI2RAnSKAQB8Zjqe0mI2rz3ddIoBAOAXZ8bmdWJ7h+syAFQoQjFgHf7956Pqaa3X0we6XZcCAPeVyRcUpEsMAOBDI+GkJGnPZkIxAAD8YC6Z0fWZBT2wo8N1KQAqFCdkwBpNRVN673JIv3NyO4fMAKpCLm9VS5cYAMCHRmaWQrHdXU2OKwEAAOVwdjwqSXpgB/vEANwZJ/rAGv3NF6MqWOmfnmR0IoDqkM0XVBvkJR8A4D/XZxZUF6zR1vZG16UAAIAyODM6L2Ok49sIxQDcGSdkwBoUClb//tSovt6/WbsYwQKgSmTzVsEaXvIBAP5zfSapnZ1NqqFjGgAAXzg7Nq+93S1qbah1XQqACsUJGbAGnwzPaHR2Ud97jC4xANUjly+oLsBhIADAf67PLGj3ZkYnAgDgB9ZanR6N6oHtHa5LAVDBCMWANfjrz0fV1hDUt45ucV0KAKxaNl9gByIAwHestbo2k2TCAwAAPjERTSmSSLNPDMA9cUIGrNL8QkavXZjSP35omxpqA67LAYBVyxasgnSKAQB8JhRPK5Ut0CkGAIBPnB2dlyQ6xQDcE6EYsEp/99W4MrmC/umjjE4EUF2yuYLq6BQDAPjM9ZkFSdJOOsUAAPCF02Pzqg0YHeprdV0KgArGCRmwCtZa/fXnozq+rV1Ht9KCDaC65OgUAwD40LWZpCTRKQYAgE+cHY3qSF+b6oNMeAJwd4RiwCqcG4/q0lScLjEAVSmbL6iWTjEAgM9cn0kqWGO0raPRdSkAAKDE8gWrc+NRPbCjw3UpACocJ2TAKvz156OqD9boNx/Y6roUAFizbL6g2hpe8gEA/nJtZkHbNjUqyIUhAAB43nA4oUQ6pxPsEwNwH/x2ANxHIp3Tj78a12+c2Kr2xlrX5QDAmuXyjE8EAPjP6OyCdrFPDAAAXzgzFpUkPbiDtScA7o1QDLiPH58eVzKT1+89vtN1KQCwLtmCZXwiAMB3bswuaGcnoxMBAPCDM6PzaqkPqr+rxXUpACocJ2TAPVhr9Vef3tChLa16eGeH63IAYF2yuYJq6RQDAPhIdDGr+YWsdnY2uS4FAACUwenReR3f1q6aGn73BXBvhGLAPZwdi+rCREz/yeM7ZQwvqgCqU65QUJCdYgAAHxmdXZAk7dhEKAYAgNelsnldnIzpIS5oB7AKnJAB9/BXn95QY21Arzy0zXUpALBu7BQDAPjNzVCMTjEAADzv/HhUuYLVQzs3uS4FQBUgFAPuIpbK6idnJvSbD2xVW0Ot63IAYN2yhQI7xQAAvjI6txSK7dxMKAYAgNedHp2XJD24o8NpHQCqAydkwF38+KtxLWbz+r3Hd7ouBQA2JJ+3CjBXHQDgIzdmF9TRVMvFbQAA+MBXN+a1raNR3a31rksBUAUIxYA7sNbq3356Q0e3tunE9nbX5QDAhmQLVrWMTwQA+MiN2UXtZHQiAAC+cHp0nn1iAFaNUAy4gy9vzOvSVFy/9/hOGcNBMoDqli9YBWt4yQcA/JIx5tvGmMvGmEFjzJ/c4XFjjPnXy4+fNcY8fMtj14wx54wxp40xp8pb+eqMzi6wTwwAAB8IxVIan19kdCKAVeOEDLiDv/r0hprrAnrlwW2uSwGADcvmC4xPBADcZIwJSPpTSS9LOiLpd40xR2572suS9i//+b6kP7vt8WettQ9aa0+Wut61yhesxuYWtGMToRgAAF731fI+sYd2bnJbCICqQSgG3Ca6kNU/nJ3QKw9tU0t90HU5ALBhuTzjEwEAv+IxSYPW2mFrbUbSX0t65bbnvCLpL+2STyR1GGP6yl3oeoTiKWXzVjs6G12XAgAASuz06LxqA0ZHt7a5LgVAlSAUA27zH78aUzpX0O89ttN1KQBQFPmCVYDxiQCAX9omafSW22PL9632OVbSG8aYL4wx3y9Zles0NrcoSdpOpxgAAJ731Y05He5rU0NtwHUpAKoEJ2TALay1+ref3tAD29t1bFu763IAoCiyhQKdYgCAW93pRcGu4TlPWmsf1tKIxT80xjx1x7/EmO8bY04ZY06Fw+H1V7tGY3MLkqTtm+gUAwDAy/IFq7NjUT3EPjEAa0AoBtzi46EZDYYS+mdf2+W6FAAoikLBylopSKcYAOCXxiTtuOX2dkkTq32OtXblY0jSj7Q0jvHXWGt/aK09aa092d3dXaTS729sdqlTbFsHoRgAAF52ZTquhUxeD+7scF0KgCrCCRlwi7/8+Lo6mmr1jx7Y6roUACiKbKEgSQrSKQYA+KXPJe03xuwxxtRJ+p6kn9z2nJ9I+hdmydckRa21k8aYZmNMqyQZY5olvSTpfDmLv5+xuUV1t9YzRgkAAI87PTovSXpoxya3hQCoKkHXBQCVYjK6qDcvTut//Y09/AINwDNy+aVJV8EaQjEAwBJrbc4Y80eSXpcUkPTn1toLxpg/WH78B5JelfQdSYOSFiT9y+Uv75X0I2OMtPT75F9Za18r8z/hnsbmFxidCACAD3x1Y06bmmq1azN7RAGsHqEYsOyvPr2hgrWMTgTgKbnCcigWoDkcAPBL1tpXtRR83XrfD2753Er6wzt83bCkB0pe4AaMzS3qxPYO12UAAIASOz06rwd3dGj5Yh0AWBVOyABJmVxB/+6zUT17sEc7Orm6BIB35PLL4xPpFAMA+EC+YDUxv0inGAAAHhdLZXU1lNCDjE4EsEaEYoCk1y5MKZJI659/nS4xAN7yy04xQjEAgPeF4ill85ZQDAAAjzt9Y17WSg/v6nBdCoAqQygGSPofP76mXZub9PT+btelAEBR3QzF6BQDAPjA+NyiJGlrB6EYAABe9uWNORkjPbijw3UpAKoMoRh87+JkTJ9fm9M/e3yXajg0BuAxvxyfyEs+AMD7xueXQrHthGIAAHjaF9fndLC3Va0Nta5LAVBlOCGD7/3lx9dVH6zR75zc7roUACg6xicCAPxkYj4liU4xAAC8rFCwOn1jXg/vYp8YgLUjFIOvRRez+ruvxvXKg1vV0VTnuhwAKLpcfmV8Ii/5AADvm5hfVEdTrZrrg65LAQAAJXI1lFA8ndPDOwnFAKwdJ2Twtb/9YkyL2bz+xdd3uy4FAEoiuzI+kU4xAIAPTMwvams7XWIAAHjZlzfmJEmP0CkGYB0IxeBbhYLV//TJdT20s0PHtrW7LgcASiK/Mj6RnYkAAB8Yn19kdCIAAB73xfU5dTbXaffmJtelAKhChGLwrfevhjUcSep/8cRu16UAQMnkCiudYrzkAwC8b3x+Uds6GlyXAQAASujLG3N6eGeHjOHiTwBrxwkZfOt/+PCaelrr9fKxPtelAEDJrOwUq6VTDADgcbFUVvFUjk4xAAA8bDaZ0XA4qYcZnQhgnQjF4EuDoYQ+uBLWP//aLtUF+TEA4F255fGJAUIxAIDHTc6nJIlQDAAAD/tqeZ/YwzsJxQCsD2kAfOn/99GI6oI1+r3Hd7ouBQBKKptnfCIAwB8m5hclSVsZnwgAgGd9eWNOgRqjB7Z3uC4F///27js+jvLa//j3qFmW3HuvGIzpxja9BUIPhEBuSOhw4ZKEkOSXRm5uEu5NuaQ3Erj0ECAklCQkkNB7cQPcMbh3W26SrL675/fHjsxiJHllS5qd2c/79fLL2tmZ1ZnR7jw7c57nPEBEcYcMeaeytkmPzF6rcw8Zpv49uoUdDgB0qmQwUqy4kJFiAIB4W1fZnBRjpBgAAHE1e+U2TRraS91LCsMOBUBEkRRD3nlw5irVNSV1xTFjww4FADpdU5LyiQCA/LChsl4FJg2k4xsAALGUSKY0Z3WlDmc+MQB7gaQY8koimdK9r6/UEWP7adKwXmGHAwCdLpFKl08spnwiACDm1m2v1+BepZQMBgAgpt7ZUK26pqQOG9Un7FAARBhXC8grTy/cqLXb6xglBiBvNJdPZKQYACDuNlTVaUhv5hMDACCuZq/cJkmaPIqRYgD2HEkx5JW7X12hEX2766OTBocdCgB0iebyicUFNPkAgHhbX1mvoSTFAACIrZkrtmpo71KN6Mv8oQD2HHfIkDfmr63UjBVbddlRYxgxASBvJIPyiUWFnPcAAPHl7tpQWa+hvblJBgBAHLm7Zq3YpsNH95UZ17cA9hxJMeSNu19dobKSQv3b1JFhhwIAXaZ5pFgRnQEAADFWVZdQbWOSkWIAAMTU2u112lBVr6lj+oUdCoCIIymGvFBR3aC/z1mn8yePUO/uxWGHAwBdJpFsHilGkw8AiK/1VXWSxJxiAADE1KwV6fnEpoxhPjEAe4c7ZMgLf3h9hZpSKV1+zJiwQwGALpVIpUeKUTYWABBn6yvrJYmRYgAAxNTMFVvVo1uRJg7pFXYoACKOpBhir64xqT+8sVInTxys8QN7hB0OAHSplFM+EQAQfxuCpNgQ5hQDACCWZq3YpsNG9aHDJ4C9RlIMsffwm2u0rbZJVx83NuxQAKDLMVIMAJAPNlTWy0wa1LNb2KEAAIAOVlnbpHc3VTOfGIAOQVIMsZZMue56ZbkOGdFb08bScALIP8kkI8UAAPG3sape/cu7qZg5NAEAiJ03V22TO/OJAegYXDEg1p5ZtFHLN9fo348bJzNuCAPIP4wUAwDkg41V9RrSm1FiAADE0cwVW1VUYDp0ZJ+wQwEQAyTFEGt3vLxMw/t01xkHDgk7FAAIRTLlKiwwOgYAAGJtQ1WDBvcsDTsMAADQCWat2KYDhvVSWUlR2KEAiAGSYoitt1Zt08wV23TlsWNVRBkVAHkqESTFAACIs01V9Rrcm6QYAABx05BIas6a7ZrCfGIAOgiZAsTWHS8vV8/SIn1q6siwQwGA0CRTKRUySgwAEGONiZS21DQyUgwAgBiav7ZKDYmUpjKfGIAOQlIMsbR6a63+OX+9PnPEKPXoxtBqAPkrmZKKGCkGAIixTdX1kqTBvZhTDACAuJm1Yqsk6fDRjBQD0DFIiiGW7nxluQrMdPnRY8IOBQBClUylVFhIUgwAEF8bqxokifKJAADE0MwV2zSmf5kG9qTzC4COQVIMsVNZ26Q/z1qtcw4ZpqG9u4cdDgCEKpFyRooBAGJtY1UwUozyiQAAxEoq5Zq5YqumjWWUGICOQ1IMsXPf9JWqbUzqquPGhh0KAIQumXIVkhQDAMTYzqQY5RMBAIiVdzdVq7KuSdPG9g87FAAxQlIMsVLflNTdr67Q8fsO1AHDeocdDgCELj1SjOYeABBfm6obVFxo6ldeEnYoAACgA81Ynp5P7AhGigHoQNwlQ6w8PHuNNu9o0GdPGB92KACQExgpBgCIu01VDRrYo5vMaO8AAIiT6cu2aljvUo3oy/QoADoOSTHERiKZ0m0vLdOhI/voyHH0IAEAKT1SjKQYACDONlXXa2BPSicCABAn7q7py9PzidHxBUBHIimG2Hhi/gat2lqrz544nsYSAAIpkmIAgJirqG7QwJ6lYYcBAAA60PLNNdq8o4H5xAB0OJJiiAV31y0vLNX4geX66P6Dww4HAHJGIpVSEUkxAECMVVQ3aFAvRooBABAnO+cToxoUgA5GUgyx8OK7FVq0vkrXnjBeBdz8BYCdmFMMABBnTcmUttQ0ahDlEwEAiJXpy7dqQI8SjRtQHnYoAGKGpBhi4ZYXlmpo71Kde+jwsEMBgJySSDkjxQAAsbV5R4MkMacYAAAxM4P5xAB0EpJiiLzZK7dp+vKt+vfjxqmkiLc0AGRipBgAIM4qqtNJsUHMKQYAQGys2VartdvrNG0MpRMBdDwyCIi8W19cqj5lxbpw6siwQwGAnJNIuooKaO4BAPG0qao5KcZIMQAA4uL9+cT6hxwJgDjiLhki7b2N1Xp64UZddtQYlXcrCjscAMg5yZSLnBgAIK4qKJ8IAEDsTF+2Vb1Ki7Tf4J5hhwIghrhNhki75cWl6l5cqMuOHhN2KACQk5LOSDEAQHw1l08c0IOkGAAAcTFjRXo+sQKmAgDQCbhLhshataVWf3t7nT5zxCj1Ky8JOxwAyEkJ5hQDAMTY5h0N6t29mLmFAQCIiU1V9Vq+uUbTxjKfGIDOwZUDIut3LyxRYYHpP44fF3YoAJCzkqmUikiKAQBiavOOBg3oQQc5AADi4vVlWyRJR40bEHIkAOKKpBgiae32Oj3y5hpdOHWkBvUqDTscAMhZiSQjxQAA8bV5RyOlEwEAiJHXl25Rr9IiTRrWK+xQAMQUSTFE0q0vLJUkXXvC+JAjAYDclky5igpJigEA4ik9UoykGAAAcfH6si2aNrY/nTsBdBqSYoicjVX1+tOs1brg8BEa1qd72OEAQE5LplwFxsUEACCeNldTPhEAgLhYt71OK7fU6qjx/cMOBUCMkRRD5Pzfi8uUTLk+e8I+YYcCADkvkXLmFAMAxFJDIqmq+gQjxQAAiInXlzbPJ0ZSDEDnISmGSNm8o0EPzFipjx86XKP6l4UdDgDkvGTKVVhAcw8AiJ8tOxolSQN6khQDACAOXl+2RX3LijVxSM+wQwEQY9wlQ6Tc/vIyNSZS+vxJzCUGANlIMlIMABBTm3c0SBIjxQAAiInXl27REWP7q4BrWACdiKQYImNbTaP+8PpKnX3wMI0b2CPscAAgEhIpV2EhFxQAgPjZOVKMOcUAAIi81VtrtXZ7HfOJAeh0JMUQGXe9uly1jUld9xHmEgOAbCVTKUaKAQBiiZFiAADEx875xEiKAehkJMUQCZW1TbrntRU648Ah2ncwdYUBIFuJlKvASIoBAOJna016pFi/ckaKAQAQda8v26IBPUo0YRDVoQB0LpJiiIQ7X1mm6vqErj95QtihAECkpFKuQkaKAQBiaEtNo7oVFaispDDsUAAAwF5w9/R8YuP6y+jUCaCTkRRDzttW06i7Xl2hsw4aqv2H9go7HACIlKSTFAMAxNOWHY3qX17CzTMAACJuxZZabaiq11HjKJ0IoPORFEPOu+3lZappTOhLpzBKDADaK5US5RMBALG0taZB/XpQOhEAgKh7belmScwnBqBrkBRDTtu8o0H3vLpC5xwyTBOYSwwA2i09UizsKAAA6HhbaxrVr7xb2GEAAIC99NqSLRrau1TjBpSHHQqAPMBtMuS0/3txqRoSSeYSA4A94O5KplyFBTT3AID42byjUQPKGSkGAECUpVKuV5du1jH7DKAkMoAuwV0y5KxNVfW69/WVOu+wERo/sEfY4QBA5KQ8/X8hFxYAgBhKjxQjKQYAQJQtXF+l7bVNOnafAWGHAiBPkBRDzvrdC0uVSLmuP3mfsEMBgEhKBlkxyicCAOKmrjGpuqYkc4oBABBxryxJzyd29D7MJwaga3CbDDlpfWWdHpixSp88fIRG96eeMADsiZSnk2IFBYwUAwDEy5aaBklSf0aKAQAQaa8u2az9BvfUoJ6lYYcCIE+QFENO+u3zS+Tuuu4jjBIDgD21c6QY5RMBADGzraZJktS3jKQYAABRVd+U1IzlW3UMpRMBdCGSYsg5a7bV6k8zV+tTU0dqRN+ysMMBgMhKenP5RJJiAIB42VrbKEnMKQYAQITNXrlNDYmUjp1A6UQAXYekGHLOr599T2amz5/EKDEA2BupYKRYASPFAAAxsz1IivVhpBgAAJH1ypLNKiowTRtLUgxA1yEphpyyZFO1Hp69RpceOVpDe3cPOxwAiLSd5RMZKQYAiJmtNYwUAwAg6l5dslmHjeqjHt2Kwg4FQB4hKYac8pMnF6uspEifY5QYAOy15vKJBSTFAAAxs622SWZS7+7FYYcCAAD2wPbaRs1bW8l8YgC6HEkx5Iy3Vm3Tkws26prjx9HjEwA6QCqV/r+Q8okAgJjZVtOo3t2LGQ0NAEBEvb50i9ylY0mKAehiJMWQE9xdP/rXOxrQo0RXHTs27HAAIBaaR4oV0toDAGJmW22j+jKfGAAAkfXKks0qLynUISP7hB0KgDzDbTLkhJfe26w3lm3VFz4yQeXUEQaADpEK5hQrYKQYACBmttc2qW8ZpRMBAIgid9dL71XoyHH9VUwvTgBdjLMOQpdKuX78r3c0om93fXraqLDDAYDYSKaaR4qRFAMAxMvWGkaKAQAQVSu21Gr11jqdsN/AsEMBkIdIiiF0j89brwXrqvSVU/dVSRFvSQDoKO+XTyQpBgCIl+21jepDUgwAgEh66d0KSdLxE0iKAeh6ZCAQqqZkSj97arEmDumpcw4ZHnY4ABArjBQDAMTVNsonAgAQWS+9W6HR/cs0ZkB52KEAyEMkxRCqP81crRVbavX10/fjpi0AdLCdSTHmFAMAxEhDIqm6pqT6ljNSDACAqGlIJPXa0i2MEgMQGpJiCE1NQ0K/evY9TR3TVyftNyjscAAgdpqTYgV0OgAAxEhlXZMkqVd3RooBABA1s1dsU11TUifsS1IMQDhIiiE0t720TBXVDbrhjIkyRjEAQIdLOSPFAADxU1mbTor1ISkGAEDkvPhehYoLTUeN7x92KADyFEkxhGJjVb1ue2mZzjpoqA4f3S/scAAglphTDAAQR9uDkWJ9mFMMAIDIeXFxhaaM7qfybkVhhwIgT5EUQyh+9tRiJVOub5w+MexQACC2mkeKUT4RABAn23eOFGNOMQAAomRjVb3e2VCt4ymdCCBEJMXQ5Rauq9JDs9fosqNHa1T/srDDAYDYSqbS/1M+EQAQJ9trGyVJvSmfCABApLz0boUk6fh9B4QcCYB8RlIMXcrd9cMnFql392Jdd9KEsMMBgFhrLp9YQGsPAIiRyqB8Ym/KJwIAECkvvbdZA3t206ShvcIOBUAe4zYZutQL71bolSWbdf1HJnARCwCdrLl8IiPFAABxUlnXpAKTejIXCQAAkZFMuV55r0LHTRgg4xoVQIhIiqHLJJIp/fDxRRrTv0wXHzk67HAAIPaaR4oVMqcYACBGttc2qXf3YubMBAAgQuas2a5ttU06gfnEAISMpBi6zJ9nrdF7m3bohjMmqqSItx4AdLakN5dP5KYhACA+KuuamE8MAICIeW7RJhUWmE7cd1DYoQDIc2Qm0CV2NCT086cXa+qYvjrtgCFhhwMAeSGVonwiACB+SIoBABA9z72zSYeP6st0KgBCR1IMXeJ3zy/R5h2N+s8z96duMAB0EconAgDiqKq+Sb1IigEAEBkbKuu1cH2VTprIKDEA4SMphk63ckuN7nh5uc47bLgOG9U37HAAIG+knKQYACB+quqa1KuUpBgAAFHx/OJNkqST9ycpBiB8JMXQ6b7/+CIVFZpuOGNi2KEAQF5JMFIMABBDVfUJ9epeFHYYAAAgS88u2qThfbprwqAeYYcCACTF0LleerdCTy/cqOs+so8G9yoNOxwAyCtBTkwFlK0FAMQII8UAAIiO+qakXl2yWR+ZOIgpVQDkBJJi6DRNyZT+5x8LNbp/ma46dmzY4QBA3vGgfCIDxQAAcVHflFRDIsWcYgAARMT05VtV15TUR5hPDECOICmGTnPv6yu1ZNMOffusSepWVBh2OACQd1I7k2JkxQAA8VBdn5AkkmIAAETEc4s2qrS4QEeN7x92KAAgiaQYOsnmHQ365dPv6vh9BzKJJgCEJJlK/09SDAAQF1X1TZKkXqXMKQYAQK5zdz23eJOOGT9ApcV0mAeQG0iKoVP89MnFqmtK6jtnT6JeMACEZOdIMVp7AEBMVNYFSTFGigEAkPOWVuzQ6q11OonSiQByCLfJ0OHmranUn2at1uVHj9E+g3qEHQ4A5C2nfCIAIGaq6hgpBgBAVDyzaJMkkRQDkFNIiqFDpVKuG/++QP3LS3T9KRPCDgcA8hrlEwEAcbNzTrFSRooBAJDrnl64UQcM66XhfbqHHQoA7ERSDB3q4dlrNHvlNn399IlcqAJAyCifCACImx0N6aRYT641AADIaRXVDXpz1TadOmlI2KEAwAdwmwwdZltNo/73n4s0ZXRfXTB5RNjhAEDeo3wiACBuquvT5RN7UD4RAICc9uyijXKXTj1gcNihAMAHkBRDh/nRv95RVX1C3z/vQBUUcAMWAMKWTJEUAwDEy476hMyksuLCsEMBAABteGrhRo3o210Th/QMOxQA+ACSYugQs1du1YMzV+uqY8dq4pBeYYcDAJAU5MRUSFIMABAT1Q0J9ehWRCc8AAByWE1DQq8s2axTJw2RcT0KIMeQFMNeSyRT+tZf5mto71J98eQJYYcDAAg0zylmtPYAgJiork+oZzdKJwIAkMteerdCjYmUPjqJ0okAcg+3ybDX7nlthd7ZUK3vfmySyrlABYCcEeTEKJ8IAIiNHfUJ9SwtDjsMAADQhqcWblSfsmJNHdM37FAA4ENIimGvrK+s0y+eflcn7TdQpx0wJOxwAAAZkt48p1jIgQAA0EGqG5rUo5SOeAAA5KqmZErPvbNJJ08crKJCbj0DyD2cmbBXvv+PRUqkXP99zoHUCAaAHJPamRTj/AwAiIcd9ek5xQAAQG6auXyrKuuaKJ0IIGeRFMMee/HdCj0+b72+8JF9NKp/WdjhAAB2QflEAEDcVDck1JORYgAA5KynFm5Ut6ICHb/vgLBDAYAWkRTDHqlpSOhbf5mncQPLdfXx48IOBwDQgmSK8okAgHipZqQYAAA5K5VyPblgg46bMFBlJbTXAHITSTHskZ899a7WbKvTj84/WN2KCsMOBwDQgubyiYVkxQAAMVHbQFIMAIBc9faa7VpfWa8zDxoSdigA0CqSYmi3t1Zt092vLdfFR47S1DH9wg4HANCKYKAYcz4CAGIhlXLVNCZVRlIMAICc9MTc9SouNJ3CfGIAchhJMbRLYyKlGx6ZpyG9SvWN0yeGHQ4AoA3uTulEAEBs1DYlJUk9ulGpAgCAXOPu+uf8dOnEXqXFYYcDAK0iKYZ2ufXFpVq8sVrf//iB6kkDBwA5LZlyFTBKDAAQEzUNCUlSOSPFAADIOXPXVGrt9jqdcSClEwHkNpJiyNqSTdW6+bklOvvgoTp5f4ZBA0CuS7lUwFAxAEBM7AiSYswpBgBA7nli3noVFZhOnURSDEBuIymGrKRSrhsemaeyboW68ZwDwg4HAJAFyicCAOKkeaRYWQlJMQAAcom764n563XMPgPUu4zKUgByG0kxZOX+6Ss1a+U2/ddZkzSgR7ewwwEAZIHyiQCAOKlpSM8pVs6cYgAA5JT5a6u0emudzjpoaNihAMBukRTDbq3dXqcf/WuxjpswQOdPHh52OACALKVcKiQpBgCIiRrKJwIAkJOemL9ehQWmj05iuhUAuY+kGNqUSrm+9tAcubt+eN5BMm6uAkBkpNzFaRsAEBc1jZRPBAAg17i7npi3XkeP76++5SVhhwMAu0VSDG26b/pKvbZ0i7511iSN7FcWdjgAgHZIuauAScUAADGxg5FiAADknAXrqrRyS63OpHQigIggKYZWrdhco/994h0dv+9AfXrayLDDAQC0U8qZUwwAEB91jek5xcqYUwwAgJzxt7fXqrjQdMaBQ8IOBQCyQlIMLUqmXF97eI6KCk0/Op+yiQAQRSkXSTEAQGzUNARJsWKSYgAA5IJkyvXYnHU6Yd9B6lNG6UQA0UBSDC2665Xlmrlim2782AEa2rt72OEAAPaAu4vqiQCAuKhtSqiksEBFhVzGAgCQC2Ys36qNVQ0699BhYYcCAFnjagIfsmRTtX7y1GKdsv9gfWLy8LDDAQDsoWSK8okAgPioa0yqewmjxAAAyBWPzVmrspJCnbL/4LBDAYCskRTDBySSKX3lz3NUXlKoH37iQMomAkCEpVwqZKgYACAmahuTKiMpBgBATmhIJPXEvA067YAhdFoBEClFYQeA3HLri0s1Z02lbv7MYRrUszTscAAAeyHlLvo2AADigpFiAADkjpfe3azKuiadQ+lEABHDSDHsNGf1dv3ymfd09sFDdfbBNGgAEHXuIikGAIiN2saEykvo1wkAQC7429tr1a+8RMfuMyDsUACgXUiKQZJU05DQFx98S4N6dtMPPn5Q2OEAADpAyl2FZMUAADFRy0gxAABywo6GhJ5ZtFFnHTRUxYXcXgYQLZy1IEm68bEFWrm1Vj//1KHqXVYcdjgAgA6QcjE3JAAgNuqamFMMAIBc8NSCDapvSulcSicCiCCSYtDjc9frodlr9LkTx+vIcf3DDgcA0EGcOcUAADFS05AgKQYAQA545M01GtmvuyaP6ht2KADQbiTF8ty67XX65qNzdcjIPvrSKfuGHQ4AoAO5S+TEAABxUd+UUmkxSTEAAMK0ZlutXlu6RRdMHqmCAq44AUQPSbE8lky5vvynt5VMuX71qUOpAQwAMeNyFTBUDAAQE5RPBAAgfI++uVbu0icmDw87FADYI0VhB4Dw3PriUk1fvlU/ueBgjRlQHnY4AIAOlkqJ8okAgNiob0qqtIikGAAAYUmlXA/PXqOjx/fXyH5lYYcDAHuEoUF56u3V2/WLp9/VWQcP1QWHjwg7HABAJ2CkGAAgLtxddU1JdWekGAAAoZm5YqtWba3lXiKASCMplocqa5t03QNvanCvUv3w4wfJuGEKALGU8rAjAACgYzQmU3IXc4oBABCih2evUY9uRTr9wCFhhwIAe4ykWJ5xd3314TnaUFmv33zmMPUuKw47JABAJ3EXI8UAALFQ35iSRFIMAICw1DQk9Pi89TrroKEqK2FGHgDRRVIsz9z5ynI9vXCjbjhjoiaP6ht2OACATuTuzCkGAIiFuqakJKk7STEAAELxz/kbVNuY1AVTKJ0IINpIiuWRN1dt003/fEenThqsq44dG3Y4AIBO5mKkGAAgHuqDpFhpMZewAACE4c+zVmtM/zJNGU0newDRxhVFnthe26gvPPCWhvQu1U8uOIR5xAAgD6QYKQYAiAlGigEAEJ4lm6o1Y/lWfWrqKO4pAog8CsDmgVTK9ZU/z1FFdYMe/uxRzCMGAHnCXVywAABiYedIsRKSYgAAdLX7p69ScaHpk5ROBBADjBTLA7e/vEzPvrNJ3zprfx08ok/Y4QAAukjKXaTEAABx0DxSrLSIpBgAAF2prjGpR2av0ekHDtWAHt3CDgcA9hpJsZibvmyLfvzkYp110FBdetTosMMBAHSxArJiAIAYaEikJDGnGAAAXe0fc9epqj6hi44YFXYoANAhuKKIsXXb6/S5+9/U6P5l+t/zD6KEFgDkmfScYpz7AQDR19CUTop1Y6QYAABd6v7pqzR+YLmOGNsv7FAAoEOQFIup+qakPnvfbDUkUrrtkinqVco8YgCQb9wZKQYAiIeGRLp8YkkRl7AAAHSV+Wsr9fbq7broiNF0uAQQG0VhB4CO5+76r7/O15w1lbrtksO1z6AeYYcEAAgBI8UAAHHRXD6xG0kxAAC6zAMzVqlbUYHOnzwi7FAAoMNwRRFD972xUg/PXqPrT56gUw8YEnY4AICQpFwiJQYAiIOdSTHmFAMAoEtU1zfpb2+t1ccOGabeZVSgAhAfXFHEzIzlW/Xff1+okycO0pdOnhB2OACAMLlUwEgxAEAMNDSlyycypxgAAF3joVlrVNOY1CVHjg47FADoUCTFYmR9ZZ0+d/9sjepXpl9ceKgKmEgGAPJaunxi2FEAALD3GpOUTwQAoKskU667X1uuKaP76pCRfcIOBwA6FFcUMVHflNS1f5itusak/u+Sw9WrlGHNAJDvXIwUAwDEQ0MTSTEAALrK0ws3avXWOl157NiwQwGADhfKFYWZ9TOzp83sveD/vq2s92UzW2Bm883sj2ZW2tWxRkEq5frKQ3M0d22lfvGpQzVhcM+wQwIA5ABGigEA4qIhkVJJUYGMhg0AgE5316vLNbxPd506aXDYoQBAhwurm90Nkp519wmSng0ef4CZDZd0vaQp7n6gpEJJF3ZplBHxy2fe1eNz1+uG0yfq1AOGhB0OACBHuIubhwCAWGhIJNWtkFFiAAB0tvlrKzVj+VZdccwYFdH2AoihsM5s50r6ffDz7yV9vJX1iiR1N7MiSWWS1nV+aNHyl7fW6NfPLdGnpozUNcePCzscAEAOcXeREgMAxEHzSDEAANC57nxlucpLCvVvU0eGHQoAdIqwrioGu/t6SQr+H7TrCu6+VtJPJa2StF5Spbs/1aVR5riZK7bqGw/P05Hj+ul7Hz+Q0QAAgA9IzykWdhQAAOy9JpJiAAB0uo1V9frH3HX65JSR6lVaHHY4ANApOu2qwsyeCeYC2/XfuVlu31fpEWVjJQ2TVG5mF7ex/jVmNsvMZlVUVHTMTuSwVVtq9R9/mK3hfbvr1osP5wIRAPAh6TnFyIoBAKKvKUlSDACAznb3qyuUSLmuOGZM2KEAQKcp6qwXdvdTWnvOzDaa2VB3X29mQyVtamG1UyQtd/eKYJtHJR0t6b5Wft9tkm6TpClTpvjexp/LKuuadOXvZyqZct152RT1KSsJOyQAQA5yZ6QYACAeGpMpFTOvCQAAnaaytkn3vbFSZx40VKP7l4cdDgB0mrCuKh6TdFnw82WS/tbCOqskHWlmZZbu5n6ypEVdFF/Oakyk9Ln7Z2vF5hrdcvFkjRvYI+yQAAA5KuWSmFUMABADjQknKQYAQCe657UV2tGQ0OdP3CfsUACgU4V1VXGTpI+a2XuSPho8lpkNM7MnJMndp0t6WNKbkuYFsd4WTri5IZVyffWhOXp1yRbddP7BOnr8gLBDAgDkMHdnpBgAIBYonwgAQOepaUjo7teW65T9B2nSsF5hhwMAnarTyie2xd23KD3ya9fl6ySdmfH4u5K+24Wh5bQfPrFIj81Zp6+fvp8uOHxE2OEAAHKcu8SUYgCAOGhMpFRSSKMGAEBnuH/6Sm2vbdLnT2KUGID4o6tdRNz+0jLd8cpyXX70GH32hPFhhwMAiACXq4CsGAAgBpqYUwwAgE5R35TU7S8v1zH79Ndho/qGHQ4AdDquKiLgr2+t1Q+eWKSzDhqqb589ScYNTgBAFlKMFAMAxATlEwEA6BwPzVqtiuoGRokByBtcVeS4l9+r0NcenqMjx/XTz/7tEBUyOQwAIEvuLhPtBgAg+hoSjBQDAKCj1TcldcsLSzV5VB8dNa5/2OEAQJfgqiKHzVtTqWv/MFvjB/bQbZdOUWlxYdghAQAixCWREwMAxEFTMqUSkmIAkNfM7HQzW2xmS8zshhaeP9HMKs3s7eDfd4LlI83seTNbZGYLzOyLGdvcaGZrM7Y5syv3KWz3vbFS6yrr9dXT9qMyFYC8URR2AGjZ4g3VuuSu6epTVqJ7rpimXqXFYYcEAIgaJycGAIiHpqSruJBWDQDylZkVSvqtpI9KWiNpppk95u4Ld1n1ZXc/e5dlCUlfcfc3zaynpNlm9nTGtr9w95926g7koOr6Jv32+SU6bsIAHT1+QNjhAECXoatdDlq+uUYX3zldJYUFeuDqIzSkd2nYIQEAIsglevsBAGIhmXIVFnD5CgB5bJqkJe6+zN0bJT0o6dxsNnT39e7+ZvBztaRFkoZ3WqQRcfvLy7WttklfO22/sEMBgC7FVUWOWbOtVhfd/oaSKdf9/36ERvcvDzskAECEkRIDAMRBUzLFSDEAyG/DJa3OeLxGLSe2jjKzOWb2TzM7YNcnzWyMpMMkTc9YfJ2ZzTWzu8ysb0cGnas272jQHS8v01kHDdXBI/qEHQ4AdCmSYjlkU1W9Lr5junY0JHTvldM0YXDPsEMCAESYu4cdAgAAHSKRchWRFAOAfNZSI7DrBc+bkka7+yGSfiPprx94AbMekh6R9CV3rwoW3yJpvKRDJa2X9LMWf7nZNWY2y8xmVVRU7Ok+5Iybn1uihkRK/+/UfcMOBQC6HEmxHLG1plEX3zldm6obdM+V03Tg8N5hhwQAiLh0+cSwowAAYO81JVMqonwiAOSzNZJGZjweIWld5gruXuXuO4Kfn5BUbGYDJMnMipVOiN3v7o9mbLPR3ZPunpJ0u9JlGj/E3W9z9ynuPmXgwIEduV9dbuWWGt0/faX+bcoIjR/YI+xwAKDLcVWRAyrrmnTpXdO1ckut7rxsqiaPyouR2gCATuZO+UQAQDwkkk75RADIbzMlTTCzsWZWIulCSY9lrmBmQyyYVNnMpil933NLsOxOSYvc/ee7bDM04+F5kuZ34j7khO/9Y6FKCgv0pVMYJQYgPxWFHUC+217bqEvunKHFG6p12yVTdNT4/mGHBACIEWOoGAAgBpIpV1EhfToBIF+5e8LMrpP0pKRCSXe5+wIzuzZ4/lZJF0j6rJklJNVJutDd3cyOlXSJpHlm9nbwkv8ZjCb7sZkdqnShjRWS/qMLd6vLPf/OJj2zaJO+ecZEDe5VGnY4ABAKkmIh2lbTqIvumK4lFTt02yVTdNLEQWGHBACIEf9QiX0AAKKpKZVSUQEdPQAgnwVJrCd2WXZrxs83S7q5he1eUStFNNz9kg4OM2c1JJL6778v0LiB5brimLFhhwMAoSEpFpItOxp00R3TtWxzjW6/dIpO2Dfa9YgBALmH8okAgDhIplzuYk4xAAD2wh0vL9eKLbW698ppKimiTQWQv0iKhaCiukEX3fGGVm6p1V2XTdWxEwaEHRIAIIbcRVYMABB5TcmUJKmIOcUAANgj6yvrdPNzS3TqpME6no75APIcSbEutqm6Xp+5fbrWbqvT3ZdP1dH7kBADAHQeIysGAIi4ZCpdDpjyiQAAtJ+769t/na+Uu7599qSwwwGA0DFWtgut216nC297Q+u21+nuK0iIAQA6n3H/EAAQcYkgKVZIUgwAgHb7y1tr9cyiTfraaftpZL+ysMMBgNAxUqyLLK3YoUvumK7q+oR+f+U0TR3TL+yQAAAx5+5hhwAAwF5LkRQDAGCPbKyq142PLdCU0X11xTFjww4HAHICSbEuMG9NpS67e4YKTPrjNUfqwOG9ww4JAJAHmFIMABAHSScpBgBAe7m7vvnoPDUmU/rJJw+hHQWAAOUTO9lrSzf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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -301,15 +335,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[5] loss: 0.176\n"
+      "[5] loss: 25.360\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -320,15 +354,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[6] loss: 0.132\n"
+      "[6] loss: 25.329\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -339,15 +373,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[7] loss: 0.109\n"
+      "[7] loss: 25.328\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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1vzFmJjATIDIy8kLzijRKVVWWNXuP8ML6FFJyT9Gva1sW3j6ciXFdVADisvMWgTFmPdC1lqeeavg4dbPWLgQWAsTHx1tPLlvEW6y1bNiXx4J1KSQePknvTq159WdDmTIwXJeElgZz3iKw1k6o6zljTK4xJtzx13w4kFfP5bs6v4hfstayeX8+C9alsDP7BD07tuKFnw7m2sERBKkApIG5umloOXAHMM/xfZmH5xfxO1vTCpi/NpmEzONEtGvJszcM4sfDNCaAuI+rRTAPeN8YczeQBfwEwBjTDXjLWjvFcf9dqncKhxljcoA51tq365pfJBBtzzzG/LUpfJVWQJeQ5sydNoCbLu5B86YaE0Dcy6UisNYWAONrefwQMKXG/VvqM79IINmdU8j8dclsSj5KWBsNCiOepzOLRbwk6chJFqxNYW1iLu1aNePxq/txx5ietArWf0vxLP3GiXhYat4pXlyfwme7D9MmuCm/mhDLXWOjaNtCg8KId6gIRDwks6CYlzbs55PvDtKiWRC/GNebmZf2JrSVCkC8S0Ug4mYHT5zm1Y37+SAhh6AmhrvHRnPf5b3pqFHBxEeoCETcJO9kKa9tSmPptiwslp+NjGTWFX3oHKJRwcS3qAhEGtix4jL+8kUaS7ZmUF5p+cnw7sy6sg/d22tUMPFNKgKRBlJ4upy3t6Tz9pcHKCmv5LohETw0PoaosNbejiZyTioCERcVn6lg8VcZ/OWLNE6WVnDNoHAenhBDTJe23o4m4hQVgcgFKi2v5G//zuS1TWkcKy5jfL/O/GpiLAMjQr0dTaReVAQi9VRWUT0ozCsb95N78gxj+4TxyKRYhkW293Y0kQuiIhBxUmWV5ePvDvLShhSyj50mvmd7XvzpUEb37ujtaCIuURGInEdVlWXVniMsWJdM2tFiBkaEMHeGRgUT/6EiEKmDtZbPk/P405rqQWFiOrfhjduGcdWArioA8SsqApFabE0r4Pk1SXybdYLIDq1YcNNgpg3RoDDin1QEIjXsyD7Bn9Yk82VqPl1DWvDH6wdyU3wPDQojfk1FIAIkHyli/tpk1ibm0qF1ME9f05/bRvXUmAASEFQEEtAyC4p5cf1+PtlxkDbBTXlkYix3jY2mTXP915DAod92CUi5J0t5ecN+3vsmm6AmhpmX9eK+y3rTvnWwt6OJeJyKQALK8eIy3vgijcVfZVBZZbllRCSzruxDF10RVAKYikACQvGZChZ9eYCFm9M5VVbBdUMi+NWEWCI76oqgIioC8WtnKipZui2LP3+eSv6pMibGdeHXk/rSt6suCCfyPRWB+KXvLwfxwroUDp44zeheHVk4va+uByRSCxWB+BVrLWsTc/nTmmT2551iUEQo824YxNg+YTobWKQOKgLxG1vTCnh2dRI7sk/QK6w1r906jMkDdTkIkfNREUijt/dQIc+tTuaLlKN0DWnBszcM4oZh3Wmqs4FFnKIikEYrs6CY+WtTWL7zEKEtm/HklH5MHx2ls4FF6klFII3O0aIzvLpxP3/flkXTIMMvxvXm3st7E9qymbejiTRKKgJpNE6dqeDNzem8uSWdMxVV3HxxDx4aH0NnnQwm4hIVgfi8sooqlm7L5JWNqRQUl3HNoHAenRRLr05tvB1NxC+oCMRnVVVZPt11iPlrU8g6VsKoXh14e3J/hvRo5+1oIn5FRSA+6V+p+cxblcTug4X069qWxTMu1tCQIm6iIhCfknjoJPNWJ7E55SgR7Vqy4KbBXDckgiYaGUzEbVQE4hNyjpewYG0KH+84SEiLZhoYRsSDVATiVYUl5by2KZX/+1UGBrj3st7cP06Hgop4kopAvOJMRSV/3Vp9JNDJ0nJ+PLQ7j06KpVu7lt6OJhJwVATiUd8fCfT8mmRyjp/msthOzL66H3HdQrwdTSRgqQjEY7amFfC/K/ex+2AhceEh/PXuQVwa08nbsUQCnopA3C417xTzViWxfl8u4aEtmP+TwVw/VEcCifgKFYG4Tf6pM7y4PoV3v86mZbMgHruqL3ePjdaRQCI+xqUiMMZ0AN4DooAM4CZr7fFaplsE/AjIs9YOrPH474F7gKOOh5601q50JZN4X2l5JW9/eYDXN6VRWl7JbSMjeXB8DB3bNPd2NBGphaufCGYDG6y184wxsx33H69lusXAq8A7tTz3grX2Ty7mEB9QVWVZtvMgz69O5lBhKRPjujB7cj9665pAIj7N1SKYBoxz3F4CbKKWIrDWbjbGRLm4LPFh29IL+OPKfezKKWRgRAgLfjqEUb06ejuWiDjB1SLoYq09DGCtPWyM6XwBrzHLGDMdSAAerW3TEoAxZiYwEyAyMvJC80oDy8gv5v+s2seavdU7gnVJCJHG57xFYIxZD3St5amnGmD5rwNzAev4Ph+4q7YJrbULgYUA8fHxtgGWLS4oLCnn5Y37eWdrBsFBTfj1pFjuHtuLlsHaESzS2Jy3CKy1E+p6zhiTa4wJd3waCAfy6rNwa21ujdd6E1hRn/nF88orq1i6LYsX16dw4nQ5Nw3vwaNXxdK5rQaHEWmsXN00tBy4A5jn+L6sPjN/XyKOu9cDe1zMI25ireXz5Dz++Nk+0o4WM6Z3R56+Jk5nBIv4AVeLYB7wvjHmbiAL+AmAMaYb8Ja1dorj/rtU71QOM8bkAHOstW8DzxljhlC9aSgDuNfFPOIGKblFzF2RyJb9+USHtebN6fFM6N9ZYwOI+AmXisBaWwCMr+XxQ8CUGvdvqWP+211ZvrjXseIyXliXwtKvs2gdHMTT1/Rn+ugogps28XY0EWlAOrNY/kt5ZRV/3ZrJi+tTKC6r5NaRkTw8IZYOrYO9HU1E3EBFID/weVIecz9LJP1oMZfGhPHbH8UR26Wtt2OJiBupCASAtKOnmLsikU3JR4kOa83bd8RzZT/tBxAJBCqCAHeytJyX1+9n8VcZtGym/QAigUhFEKAqqywfJGTz/JpkjpWU8dP4Hjw6qS+d2urCcCKBRkUQgBIyjvH7T/ey5+BJLo5qz5KpIxgYEertWCLiJSqCAJJ7spR5q5L4+LuDhIe24OVbhjL1onDtBxAJcCqCAHCmopJFX2bwysb9VFRaZl3Rh19c0ZtWwfrxi4iKwO99npTHMysSOZBfzMS4Ljx9TX96dmzt7Vgi4kNUBH4qs6CYZz5NZENSHr3CWrN4xsWM63shVwkXEX+nIvAzp8sqeX1TKm9sTqdZE8MTk/sx45JoHQ4qInVSEfgJay1r9uYyd0UiB0+cZtqQbjw5pT9dQnR5aBE5NxWBH0g/eoo5y/eyZX8+/bq25b2ZoxipYSJFxEkqgkaspKyCVzem8uaWdFo0DWLO1DhuH9WTpkHaDCQizlMRNEJnbwb68bAInpjcX2cFi8gFURE0MpkFxcxZvpdNyUfp17UtH9w3moujOng7log0YiqCRqK0vJLXN6Xx+hdpBAc14elr+nPnmChtBhIRl6kIGoHPk/OYs2wvWcdKuHZwN566RkcDiUjDURH4sCOFpTyzYi8rdx+hd6fWLP35SMb0CfN2LBHxMyoCH1RRWcWSrZksWJtMRZXlsav6cs+lvXRSmIi4hYrAx3yXdZynPt5D4uGTjOvbiWeuHUhkx1bejiUifkxF4CMKS8p5bk0SS7/OokvbFrx+6zCuHthVl4gWEbdTEXiZtZblOw8xd0Uix0vKueuSaH41MZY2zfWjERHP0LuNF2UWFPP0J3vYsj+fwd1DWTxDI4WJiOepCLygvLKKN7ek89L6/TQLasIfrh3AbaN6EtREm4FExPNUBB62PfMYT360h+TcIiYP7MqcqQPoGqpzAkTEe1QEHlJ4upznVifx921ZdAttwVvT45kQ18XbsUREVASesHrPYX63bC/5p85w99hoHpkYS2vtDBYRH6F3IzfKPVnK75btYc3eXOLCQ3j7josZ1F07g0XEt6gI3KCqyrL06yyeXZVEWWUVsyf34+6x0TTTBeJExAepCBpYal4RT3y0m28yjnNJn4787/WD6NmxtbdjiYjUSUXQQMoqqnjjizRe3ZhKy+Agnr/xIm4c3l1nBouIz1MRNIBdOSf4zYe7SDpSxNTB3ZgzNY6wNhotTEQaBxWBC0rLK3lhXQpvbkmnU9vmOiRURBolFcEF+nd6AbP/uYuMghJuGdGDJ6b0J6RFM2/HEhGpNxVBPRWVljNvVfWJYZEdWmmwGBFp9FQE9fB5ch5PfrSb3JOl/HxsNI9MiqVVsFahiDRuehdzQuHpcv5nRSIfbM8hpnMbXrt/DEMj23s7lohIg1ARnMfGpFye+Gg3+afK+OUVvXlwfAzNmwZ5O5aISINxqQiMMR2A94AoIAO4yVp7/KxpegDvAF2BKmChtfYlZ+f3lsKScp5Zkcg/v82hb5e2vDk9nou6t/N2LBGRBufqNQ9mAxustTHABsf9s1UAj1pr+wOjgF8aY+LqMb/HrU/MZeILX/DJjoM8cGUflj9wiUpARPyWq5uGpgHjHLeXAJuAx2tOYK09DBx23C4yxuwDIoBEZ+b3pBMlZfzh00Q+/u4g/bq2ZdGdF2vEMBHxe64WQRfHGz3W2sPGmM7nmtgYEwUMBbbVd35jzExgJkBkZKSLsf/b50l5PP7PXRwrLuPB8THMuqIPwU11kTgR8X/nLQJjzHqqt++f7an6LMgY0wb4J/CwtfZkfeYFsNYuBBYCxMfH2/rOX5ei0nLmrkjk/YTqfQH6FCAigea8RWCtnVDXc8aYXGNMuOOv+XAgr47pmlFdAn+31n5U4ymn5neXf6Xm85sPd3G48DT3j+vNwxN0RJCIBB5Xt30sB+5w3L4DWHb2BKb68ptvA/ustQvqO787lJRV8Ltle7j1rW00b9qED+8fw+NX91MJiEhAcnUfwTzgfWPM3UAW8BMAY0w34C1r7RTgEuB2YLcxZodjviettSvrmt+dEjKO8egHO8ksKOGuS6J57Kq+tAxWAYhI4HKpCKy1BcD4Wh4/BExx3P4SqPWi/HXN7y6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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -358,15 +392,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[8] loss: 0.097\n"
+      "[8] loss: 25.346\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -377,15 +411,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[9] loss: 0.091\n"
+      "[9] loss: 25.380\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -396,15 +430,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[10] loss: 0.088\n"
+      "[10] loss: 25.439\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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QuJ44Maj3fe5ZraivpBBDIWuWFLng466Zzz2PMeZXjTFHJH1P09Nis/65AIC5C0U8SVJbK+eJAQBmL5Oxuu9nJ3Xdslq9ZN1i13FyHqUYAGBOUmnWJwIoTE+dHDpfiH35t26mEEMhu9hF3L7oE9Z+01q7SdIbJf3VXH6uJBljPjBzHtnugYGBq80KAL6xt9NTRUlAG5tqXEcBAOSRnx4bUEd/TB942WoZw/26K6EUAwDMSTJjVRIwXGQBFJS9nSP6zc89q9ZFFGLwhS5JrRd83CKp51IvttY+LmmtMaZhLj/XWnuftXantXZnY2PjtacGgAIXinja2lyn4gC36wAAs3ff4ye1tLZcr9u23HWUvMBVFgAwJ6l0RsVFXD4AFI7DvaN6z2efVUNNmb70flYmwheelbTeGLPaGFMq6V5JD174AmPMOjPzBIwxZoekUklDs/m5AIC5i6fSOtQzqvYVQddRAAB5ZH9XVE+eHNL7blulEh6qmJVi1wEAAPklmbYqDjAlBqAwnBoc1zs//YwqSgL64m/u0pLacteRgKyz1qaMMR+W9IikgKTPWGsPGmM+OPP1T0p6s6R3GWOSkiYl/Ya11kq66M918g8CAAXkcO+YEumM2luDrqMAAPLI//nZSVWXFevem1a4jpI3KMUAAHOSymR48gRAQej2JvWOTz2tjLX64vtvVmt9petIwIKx1j4k6aEXfO6TF/z4byX97Wx/LgDg2oQ6RySJUgwAMGvd3qS+t79X7711lWrLS1zHyRvc1QQAzEkqbVVcxKQYgPw2FIvrnZ96WqNTSX3hfTdp3ZJq15EAAICPhbuiWlJTpmV1TK0DAGbnP548I2ut3vOSVa6j5BVKMQDAnCTTlkkxAHltIpHS+z6/W93epD77nht1fXOd60gAAMDnQhFP7a1BzRznCADAZU0l07r/2U7dtXmpWhax9WQuuKsJAJiTVCbDmWIA8lYqndGHv7xX+7s8/dtbt2vnqnrXkQAAgM95EwmdGhxX+4qg6ygAgDzx7VC3vImk3n3rKtdR8g5nigEA5oT1iQDylbVWf/6tA/rJkX79P796ve7astR1JAAAAIUiniTOEwMAzI61Vp974ow2La3RzWt40HOumBQDAMxJMp1hfSKAvPTPPzqu+5+N6HfvWKe371rpOg4AAICk6VLMGGlbS9B1FABAHnjm1LAO947q3beuYu3uVeCuJgBgTlIZy/pEAHnnq8926l9+fFy/dkOL/vDODa7jAAAAnBeKeNqwpEbVZSx0AgBc2eeeOK26ihK9sb3ZdZS8RCkGAJiTZDqj4iIuHwDyxxMdg/qzbx7QS9c36G/etJUn6QAAQM6w1ioc8dTWWuc6CgAgD3R7k/rBoT7de2OrKkoDruPkJe5qAgDmJJW2KmFSDECeODkQ0we/+JxWN1TpY2/fwfpXAACQU84MTWhkIqn21kWuowAA8sCXnjoja63ecTNHAlwt7goAAOYklWFSDEB+8CYS+s3P71ZxoEifec+Nqi0vcR0JAADgeUIRT5LU3hp0mgMAkPsSqYy+tjuiOzYtUWt9pes4eYu7mgCAOUmmOVMMQO5LpjP6nS/uUffIpO575w18wwAAAHJSKOKpoiSgDU3VrqMAAHLcDw/1aTCW0Nt3MSV2LTjBEwAwJ8l0hvVjAHKatVYf/fYBPXlySP/4623auaredSQAAICLCkU8bW2pUzHfYwEAruBLT59Rc7BCL9vQ6DpKXuOKCwCYk1TaqriISTEAueuLT53RV56J6EO3r9WbdrS4jgMAAHBR8VRah3pGtZ3ViQCAKzgxENMTJ4b0tl0rFOC+3DWhFAMAzEkyw6QYgNz17Olh/c/vHNIrNy3RH9250XUcAACASzrcO6ZEOsN5YgCAK/rK050qLjJ6y04e/LxW3NUEAMxJMp1RaTGXDwC552x0Sr/zxT1qra/UP93briKengMAADks1DkiSWpfEXQbBACQ06aSaX1jT5fu2tKkJTXlruPkPc4UAwDMSTJlVRLgRjOA3BJPpfXBLz6nyURKX/mtXaotL3EdCQAA4LJCEU9NtWVaVlfhOgoAIId9/0CvvImk3r5rpesoBYFSDAAwJ0yKAchF//eDBxWKePrkO3ZofVON6zgAAABXFIp4rE4EAFzRl57q1KrFlbplzWLXUQoCdzUBAHOSSHOmGIDccv8znfrKMxF96Pa1uvv6Za7jAAAAXNHIeEKnhybU3rrIdRQAQA7r6I9p95kR3XvTCo4ImCfc1QQAzEkynVEppRiAHHGoZ1QfffCgXrq+QX9450bXcQAAAGYl3OVJktpa69wGAQDktK8/F1GgyOhNO5pdRykY3NUEAMxJMm2ZFAOQE8amkvrQl/doUWWJ/vk32hXgqTkAAJAnQhFPxkjbWoKuowAAclQyndF/Ptet2zcu0ZKactdxCgZnigEAZi2dsUpnKMUAuGet1Z8+sF+dwxP6ym/drMXVZa4jAQAAzFoo4mnDkhpVl3FrDgBwcT89OqDBWFy/cWOr6ygFhbuaAIBZS6YzkqSSYqYxALj1pac79d19vfqjuzboptX1ruMAAADMmrVW4Yin9tag6ygAgBz2td0RNVSX6RUbG11HKSiUYgCAWTtXinGmGACXDnRH9ZffPaRXbGzUB1+21nUcAACAOekcntDIRFJtlGIAgEsYGIvrJ0f69eYdzWxsmmf8rwkAmLVk2koSF2MAzsTiKX34y3u0uKpU//jr7SriHDEAAJBnQhFPkpgUAwBc0jf3dimVsXrLTlYnzjcWFwMAZu38+kRKMQCO/M8HD6pzeEL3f+AW1VeVuo4DAAAwZ6GIp4qSgDY0VbuOAgDIQdZafW13l25YuUjrlnCtmG/c1QQAzFoida4UYzIDwML73r5eff25Ln349nWcIwYAAPJWKOJpa3OdinnYEABwEaGIp47+mH59Z4vrKAWJqy8AYNbOnylWzOUDwMLq8Sb1pw/sU3trUL/7yvWu4wAAAFyVRCqjgz2jal8RdB0FAJCjHtjTrbLiIr1m6zLXUQoSdzUBALN27kyxUp5oBLCA0hmr//rVkNIZq3+5t50VrgAAIG8dOTuqRCqjtpag6ygAgByUSGX0nX09umvLUtWUl7iOU5A4UwwAMGucKQbAhfseP6mnTw3rH97SppWLq1zHAQAAuGqhiCdJTIoBAC7qsaP98iaSetP2ZtdRChZ3NQEAs5Y4V4qxPhHAAtnfFdX/+4Ojeu22ZXrzDr4pAAAA+S0U8dRYU6bldeWuowAActADe7rVUF2ql65vcB2lYHFXEwAwa4nUTClWZBwnAeAH8VRaf/i1kBqqy/S/3rhVxvD/PQAAIL+FIp7aWoK8rwEAvEh0IqmfHOnXr7Q1q5gtTVnD/7IAgFk7V4qVMikGYAH80w+P63h/TP/7zVtVV8kudQAAkN+iE0mdHBjXdlYnAgAu4rv7e5RIZ/QmtqRkFXc1AQCzRikGYKHs6RzRfY+f0FtvatUrNi5xHQcAAOCa7ev2JEntrUGnOQAAuembe7q1fkm1tiyvdR2loHFXEwAwa+fOFKMUA5BNU8m0/tvXw1pWV6H/8ZrrXMcBAACYF6FOT8ZIW1vqXEcBAOSYM0Pj2n1mRL+6o5kVu1lW7DoAACB/nJsUKysOOE4CoJD9wyNHdXJgXF/8zV2qKWdtIgAAKAyhiKe1jdWq5f0NAOAFvrW3R8ZIb2xndWK28ag/AGDWWJ8IINueOTWsT//ilN5x8wrdtr7BdRwAAIB5Ya1VuMtTW0vQdRQAQI6x1urBcLduWlWv5cEK13EKHnc1AQCzFj+3PjHA5QPA/JtKpvUn3wirZVGF/vQe1iYCAIDC0TUyqcFYQu0rgq6jAAByzKHeUZ0YGNevtC93HcUXWJ8IAJg1JsUAZNO//vi4Tg9N6Evv36WqMt6mAgCAwhHu8iRJ21uDTnMAAHLPd8K9Ki4yuuf6Za6j+AJ3NQEAs/bLM8W4fACYX4d7R3Xf4yf1aze06CXrWJsIAAAKS6jTU1lxkTYurXEdBQCQQ6y1+k64R7etb1B9VanrOL7AXU0AwKydnxRjfSKAeZTOWH3kP/eprqJEf/Ya1iYCAIDCE4p4ur65TiV8LwUAuMCeTk/d3qR+pY3ViQuFKzEAYNYS6bSKi4yKiozrKAAKyOefOK1wV1Qfff1mLeLJOAAAUGCS6YwO9ETVzupEAMALfCfco7LiIt25ucl1FN+gFAMAzFoileE8MQDzqmtkQv/wg6N6+YZGnowDAAAF6ejZMU0lM2qjFAMAXCCdsfre/l7dsWmJaspLXMfxDe5sAgBmjVIMwHyy1uovvnVA1kp//cbrZQxTqAAAoPCEIp4kaTulGADgAk+fHNLAWFyv5wHRBcWdTQDArCXSGc4TAzBvvn/grB49OqA/umuDWusrXccBAADIinDE0+KqUrUsqnAdBQCQQ76zr0dVpQHdsWmJ6yi+wp1NAMCsxZkUAzBPxuMp/eV3Dum6ZbV6z62rXMcBAADImlDEU1trkKl4AMB5yXRG3z9wVndublJ5ScB1HF/hziYAYNZYnwhgvvzrT47r7OiU/uoNW1TMBCoAAChQY1NJdQzE1M7qRADABZ48MSRvIqnXbmN14kLjDgQAYNbiKdYnArh2Hf1j+vTPTunXbmjRzlX1ruMAAABkzf6uqKyV2ijFAAAX+P6BXlWVBvTS9Q2uo/gOdzYBALOWSGVUxqQYgGtgrdVHv31QlaUBfeSeTa7jAAAAZNXeiCdJam8JOs0BAMgdqXRGjxzs0yuvY3WiC9zZBADMGusTAVyr7+zr1RMnhvTHr96ohuoy13EAAACyKhzxtKahSnWVJa6jAAByxDOnhjU8ntBrti51HcWXuLMJAJi1eCrNEywArlosntJff/eQrm+u1dt2rXQdBwAAIKustQpFPFYnAgCe56EDvaooCejlG5a4juJLlGIAgFmLsz4RwDX4tx8fV/9YXH/1husVKDKu4wAAAGRVb3RK/WNxtVOKAQBmpDNWDx/o0x2blqiilAfPXeDOJgBg1qZLMS7YAObu9OC4PvOLU3rzjhZtX7HIdRwAAICsC587T4xSDAAwY/fpYQ3G4rqH1YnOUIoBAGYtnkozKQbgqvzN9w+rJFCkP7l7o+soAAAACyIU8VQaKNKmZTWuowAAcsRD+3tVVlyk2zeyOtEV7mwCAGYtnsyojDPFAMzREycG9cjBPn3o9nVqqi13HQcAAGBB7I142ry8lm0bAABJUiZj9f0DZ/WKjY2qKit2Hce3KMUAALPGmWIA5iqdsfqr7x5Wc7BCv3nbatdxAAAAFkQqndH+riirEwEA5+2NjKh/LK57rl/mOoqvcWcTADBr8VRaZSVcOgDM3td3R3S4d1R/+ppNKmfSFAAA+MTx/pgmk2lKMQDAeT842KeSgNEd17E60SXubAIAZsVaq6lkhtUfAGZtbCqpf/jBUe1cuUiv3cqTcAAAwD9CEU+SKMUAAJKm76s9cvCsblnboNryEtdxfI1SDAAwK4l0RpJYnwhg1j726AkNxhL66Os3yxjjOg4AAMCCCUc8BStLtHJxpesoAIAc0NEf0+mhCd21ucl1FN/jziYAYFbiKUoxALPX7U3qM784pTftaNa2lqDrOAAAAAsqFPHU1hLkwSAAgCTpB4f6JEl3Uoo5x51NAMCsxJMzpRhnAgGYhX/8wTFJ0h/dtdFxEgAAgIU1Hk/pWN8YqxMBAOf94OBZtbcG1VRb7jqK71GKAQBmJZ5KS2JSzBhztzHmqDGmwxjzkYt83Rhj/nXm6/uMMTsu+Np/NcYcNMYcMMZ8xRjDOyEUpCNnR/XA3i6999ZVag5WuI4DAACwoPZ3R5WxnCcGAJjWG51UuCuqu7YwJZYL/H1nEwAwa6xPlIwxAUkfk3SPpM2S3mqM2fyCl90jaf3MXx+Q9ImZn9ss6fck7bTWXi8pIOneBYoOLKi/e/ioasqK9TuvWOs6CgAAwIILRTxJUhulGABA0o9mVifetXmp4ySQKMUAALN0fn1isa/XJ94kqcNae9Jam5B0v6Q3vOA1b5D0BTvtKUlBY8yyma8VS6owxhRLqpTUs1DBgYXy1Mkh/eRIv/7L7esUrCx1HQcAAGDBhSOeVtRXqr6K90IAgOnzxNY0VmndkmrXUSBKMQDALJ1fn1ji60tHs6TIBR93zXzuiq+x1nZL+gdJnZJ6JUWttT/IYlZgwVlr9TffP6KlteV6z62rXMcBAABwIhTxWJ0IAJAkRSeTevLEEFNiOcTXdzYBALPH+kRJkrnI5+xsXmOMWaTpKbLVkpZLqjLGvONFv4ExHzDG7DbG7B4YGLjmwMBCevjAWYUjnv7wzg0qL/H1VCkAAPCpvtEp9UanKMUAAJKkx472K5WxnCeWQ3x9ZxMAMHtTyZlJMX+XYl2SWi/4uEUvXoF4qde8StIpa+2AtTYp6QFJt77wN7DW3met3Wmt3dnY2Div4YFsSqYz+vtHjmpDU7XefEOL6zgAAABOhDlPDABwgR8e6lNDdZnaW4Kuo2CGr+9sAgBmb2rmTDGfT388K2m9MWa1MaZU0r2SHnzBax6U9C4z7WZNr0ns1fTaxJuNMZXGGCPplZIOL2R4IJse2NOlk4Pj+uNXb1Kg6GIDkwAAAIUvFPFUXGS0ZXmt6ygAAMeS6Yx+emxAr9y0REV8n5wzil0HAADkh3Nnivm5FLPWpowxH5b0iKSApM9Yaw8aYz448/VPSnpI0mskdUiakPTema89bYz5hqQ9klKS9kq6b+H/KYD5F0+l9a8/7lBba1Cvum6J6zgAAADOhLs8Xbes1tffNwEApu0+PaKxqZTu4PvknEIpBgCYlXPrE/3+zZ219iFNF18Xfu6TF/zYSvrQJX7u/yXp/8pqQMCBrz0bUbc3qf/1pq2aHoQEAADwn0zGal8kqjdsX+46CgAgB/zkSJ9KA0W6bV2D6yi4AOsTAQCzcn59or/PFAPwAlPJtP6/Rzu0c+UivWw9b/QBAIB/nRyMaSyeUnvrItdRAAA54MdH+nXz2sWqKmM2KZdwZxMAMCtMigG4mC893am+0bj+8K4NTIkBAABf29vpSZLaW+vcBgEAOHdqcFwnB8b1yk2sTsw1lGIAgFk5PylGKQZgxkQipU881qFb1izWrWuZEgMAAP4W7vJUU1asNQ3VrqMAABz78eE+SdIdlGI5h1IMADArU6m0SgJGgSImQQBM+8KTZzQYS+iP7trgOgoAAIBz4UhU21rrVMT3TADgez850q+NTTVqra90HQUvQCkGAJiVqWRa5cVMiQGYFoun9O8/PaGXb2jUzlX1ruMAAAA4NZVM63DvqNpagq6jAAAcG51K6plTw7rjOqbEchGlGABgVqaSaZWxOhHAjM8/cVojE0n94Z1MiQEAABzsGVUqY9XeGnQdBQDg2M+ODSqVsZwnlqMoxQAAszKVzKi8hMsGgOmzxD71s5O6fWOj2rjxAwAAoFDEkyRKMQCAfnykT8HKEm1fsch1FFwEdzcBALMylUyrnEkxAJK+/HSnRiaS+vAd611HAQAAyAnhiKdldeVaUlvuOgoAwKFMxuqxowN6xYZGBThjMidRigEAZmW6FOOyAfjdVDKtf3/8pG5du1g3rOSpNwAAAEkKd3lMiQEAtL87quHxhG5ndWLO4u4mAGBWppIZlRczKQb43dd2RzQwFtfvMiUGAAAgSRoeT+jM0ARrpQEAeuzogIyRXrq+0XUUXAKlGABgVqZSrE8E/C6RyuiTj53QzpWLdPOaetdxAAAAckK4y5PEeWIAAOmnx/q1rSWo+qpS11FwCZRiAIBZmUpmWJ8I+Nw393apJzqlD9+xTsawGx0AAECSQp2eioy0tbnOdRQAgEPeREKhiKdXbGBKLJdxdxMAMCvxJJNigJ+l0hl9/LET2tpcp5fzBh8AAOC8cJen9UtqVFVW7DoKAMChnx0fVMZKL9/I98y5jFIMADArU5RigK99Z1+PzgxNMCUGAABwAWutwhGP1YkAAD12dEDByhK1tQRdR8FlUIoBAGZlKpVRBaUY4EvWWn3isRPa0FStO69rch0HAAAgZ3QOT2hkIqk2SjEA8LVMxuqnxwb00vWNChTxIGkuoxQDAMzKZCKtilJKMcCPHjs6oGN9MX3w5WtVxJt7AACA80IRT5KYFAMAnzvUO6rBWJzzxPIApRgA4IoyGatJ1icCvvXJn57Q8rpyvb5tuesoAAAAOSUU8VReUqQNTdWuowAAHPrpsQFJ0ssoxXIepRgA4IriqYwksT4R8KFQxNPTp4b1vttWqyTAW0cAAIALhSOetjbXqZj3SQDgaz89OqDrm2vVWFPmOgqugCs2AOCKJpNpSVJFCZcNwG/ue/yEasqLde9NK1xHAQAAyCmJVEYHekZZnQgAPjc6ldRznSN6OVNieYG7mwCAKzpfinGmGOArpwfH9f0DZ/XOm1equqzYdRwAAICccvTsmBKpjNooxQDA157oGFQ6Y/XyDUtcR8EsUIoBAK5oMjFdinGmGOAvn/r5SZUUFek9L1nlOgoAAEDOCUVGJIlJMQDwuZ8dH1R1WbG2rwi6joJZoBQDAFzR1Pn1iZRigF8MxuL6+u4uvWlHs5bUlLuOAwAAkHNCkagaqkvVHKxwHQUA4NDPjg/q5jX1nMOdJ/i3BAC4ItYnAv7zhSdOK5HO6LdetsZ1FAAAgJwU7vLU1hKUMcZ1FACAI51DE+ocntBt6xpcR8EsUYoBAK7o3PpEJsUAf5hMpPUfT53Rq65r0trGatdxAAAAcs7oVFInBmKsTgQAn/tZx4Ak6bb1jY6TYLYoxQAAV8SkGOAv3wp1a2Qiqfffttp1FAAAgJy0vysqa6U2SjEA8LWfHx/UsrpyrW2sch0Fs0QpBgC4Is4UA/zDWqvP/PyUtiyv1U2r613HAQAAyEmhiCdJamsJOs0BAHAnnbH6RcegXrq+gVW6eYRSDABwRefXJzIpBhS8n3cM6nh/TO97yWre1AMAAFxCKOJpTUOV6ipLXEcBADiyr8vT6FSK1Yl5hlIMAHBFE5wpBvjGZ39xWg3VZXpd2zLXUQAAAHKStVahiMfqRADwuZ8fH5QkvWTtYsdJMBeUYgCAKzp3plg5pRhQ0E4OxPSTI/16x80rVFbMf+8AAAAX0xud0sBYXO2UYgDgaz/rGNSW5bVaXF3mOgrmgFIMAHBFU8m0jJHKirlsAIXsc0+cVmmgSG/ftdJ1FAAAgJwVPneeGKUYAPhWLJ7S3s4R3ba+wXUUzBF3NwEAVzSZSKuiJMD5QkABi04m9Y3nuvT6tuVqrOEpNwAAgEsJRTyVBop03bIa11EAAI48fXJIybTVS9dxnli+oRQDAFzRRDLNeWJAgfvasxFNJNJ670tWuY4CAACQ00IRT9ctr2XdNAD42M+OD6qsuEg7Vy1yHQVzRCkGALiiyURaFaV8wwcUqlQ6o889cVo3ra7X9c11ruMAAADkrHTGan93VO0tvGcCAD978sSQblxVr3IeIs87lGIAgCuaSKRUSSkGFKyfHOlXtzep9966ynUUAACAnHa8f0wTibTaVwRdRwEAODIwFtfRvjHdsnax6yi4CpRiAIArmkikVVFa7DoGgCz5j6fOaGltue7c3OQ6CgAAQE4LRzxJUltL0GkOAIA7T50ckiTdSimWlyjFAABXNJlIq5JxcKAgnR4c18+OD+ptu1aoOMBbQwAAgMsJRTzVlhdr1eIq11EAAI48cWJINWXF2srxA3mJOx8AgCuaSKRVVUYpBhSiLz19RsVFRvfe2Oo6CgAAQM4LRaJqaw2qqMi4jgIAcOTJE4PataaeB0vzFP/WAABXNJlkfSJQiKaSaX1td5devWWpltSWu44DAACQ0yYSKR3rG1N7a9B1FACAI93epE4PTeiWtQ2uo+AqUYoBAK5oIpFifSJQgL4T7lF0Mql33LzSdRQAAICcd6B7VOmM5TwxAPCxJ09wnli+oxQDAFzRRCKtilJKMaDQfPGpM1q3pFo3r6l3HQUAACDnhSOeJKmNSTEA8K0nTgyqvqpUG5tqXEfBVaIUAwBc0WQirUpKMaCghCOewl1RvfPmlTKGMzEAAACuJNTlqTlYocaaMtdRAAAOWGv15Ikh3bJmMWdL5jFKMQDAZSVSGaUyllIMKDBffOqMKksD+tUdza6jAAAA5IVwxOM8MQDwsdNDE+qNTukWVifmNUoxAMBlTSbSkqSK0mLHSQDMF28ioQfDPXrj9mbVlpe4jgMAAJDzBmNxdY1Mqq21znUUAIAjT5wYlMR5YvmOUgwAcFkTyZQkMSkGFJAH9nQrnsroHbtWuo4CAACQF86dJ9beushtEACAM0+cGNLS2nKtbqhyHQXXgFIMAHBZEzOTYpRiQGGw1uqrz0bU1hrU5uW1ruMAAADkhXDEU5GRrm/m/RMA+JG1Vk+dGNItaxdzLneeoxQDAFzW5PlSjPWJQCHYG/F0tG9M997Y6joKAABA3gh1RbWhqYbviwDAp473xzQ0ntAta1idmO8oxQAAl8WkGFBY7n+mU5WlAb2+bbnrKAAAAHnBWqtwxFN7a9B1FACAI0+fHJIk7VpT7zgJrhWlGADgsiYS02eKVVCKAXlvbCqp74R79fpty1VdxlPOAAAAs3F6aELRySSlGAD42FOnhrW0tlwr6itdR8E1ohQDAFwWk2JA4fhOuFeTybTuvYnViQAAALMVjniSpDZKMQDwJWutnj45rF1r6jlPrABQigEALutcKVbF7nwg73312U5tWlrDU84AAABzEIp4qigJaP2SatdRAAAOnBwc12Asrl2rOU+sEFCKAQAu69z6RCbFgPx2qGdU4a6ofuPGVp5sAwAAmINwl6etzXUqDnAbDQD86CnOEysoXM0BAJc1Hp+ZFOP8ISCv3f9sp0qLi/Sr25tdRwEAAMgbiVRGB3tG1b4i6DoKAMCRp08Oq7GmTGsaqlxHwTygFAMAXNZEIqUiI5UVc8kA8tVUMq1v7u3WPdcvVbCy1HUcAACAvHHk7KgSqYzaWoKuowAAHLDW6ulTQ9q1mvPECgV3OAEAlzUeT6uqtJgLP5DHvn+gV2NTKd174wrXUQAAAPJKOOJJktpa69wGAQA4cWZoQn2jce1aw3lihYJSDABwWROJlCrLOE8MyGffeK5LK+ortWs1+88BAADmIhSJqqG6VM3BCtdRAAAOPH1q+jyxm/l+umBQigEALms8MT0pBiA/dXuTeuLEkN60o1lFRUx8AgAAzEUoMqK2liCbMwDAp54+OazFVaVat6TadRTME0oxAMBlTcRTqiqjFAPy1Tf3dMla6c07WlxHAQAAyCujU0mdGBhXe2vQdRQAgCNPnxrWTZwnVlAoxQAAlxWLp1RZyvpEIB9Za/Wfe7q1a3W9WusrXccBAADIK/u7opKkNkoxAPClyPCEur1JjiIoMJRiAIDLmkikmRQD8tSezhGdGhzXr93AlBgAAMBchSKeJGlbS53bIAAAJ545NSxJ2rVmseMkmE+UYgCAyxpPMCkG5KtvPNetipKA7tm6zHUUAACAvBOKeFrdUKVgZanrKAAAB3afGVZNebE2NtW4joJ5RCkGALisiXhaVaVMigH5ZiqZ1nfDPbpn61JVM+0JAAAwJ9ZahSIe54kBgI89c2pYO1cuUlER54kVEkoxAMBljSdSqixjUgzINz841KexeEq/toPViQAAAHN1dnRKA2NxtbE6EQB8aSgW14mBcd3IeWIFh1IMAHBJ1trpM8WYFAPyzjee61JzsEI3s/scAABgzsIz54m1MSkGAL703JkRSdKNqyjFCg2lGADgkuKpjNIZy6QYkGfORqf08+MDetOOZtY8AAAAXIVQJKqSgNF1y2pdRwEAOPDs6WGVBoq0tZmJ4UJDKQYAuKSJRFqSmBQD8sy3Qt3KWOlNrE4EAAC4KqHIiDYvq1V5CQ8IAoAfPXt6RG2tdVwHChClGADgksbjKUlSZSlvAIB88q293dq+IqjVDVWuowAAAOSddMZqf1eU1YkA4FOTibQOdEe1k9WJBYlSDABwSeOJ6VKsqoxJMSBfHDk7qiNnx/TG9mbXUQAAAPLSiYGYxhNptbUEXUcBADiwNzKiVMbqJkqxgkQpBgC4pHOTYpRiQP74dqhHgSKj125b5joKAABAXgpFPEliUgwAfGr36REZI+1Ysch1FGQBpRgA4JJi8ekzxarLWJ8I5INMxurBUI9eur5BDdVlruMAAADkpVDEU015sdawihoAfOnZ08Pa2FSjusoS11GQBZRiAIBLYlIMyC+7z4yo25tkdSIAAMA1CEc8tbUEVVRkXEcBACywVDqjPWdGdCOrEwsWpRgA4JJi50qxUkoxIB98K9StipKA7tzc5DoKAABAXppKpnXk7JjaWutcRwEAOHDk7JjGE2ntXMXqxEJFKQYAuKRzk2LVTIoBOS+Ryuih/b26c3MT050AAABX6WBPVOmMVVtL0HUUAIADz54eliTdtJpJsUJFKQYAuKTYFOsTgXzx+LEBeRNJvXH7ctdRAAAA8tbeTk+S1N4adJoDAODG7tMjag5WaFldhesoyBJKMQDAJcUSKZUGilRazOUCyHXfCnWrvqpUL13f6DoKAABA3gp3RbW8rlxLastdRwEALDBrrXafGdYNK1mdWMi4ywkAuKTxeEpVZQHXMQBcQSye0o8O9+m1W5epJMDbOwAAgKsVjnhqY0oMAHypJzqlvtE4pViB464JAOCSxuNpVicCeeAHB89qKpnRG9pZnQgAAHC1hscT6hyeoBQDAJ/ac2ZEkijFChylGADgkmLxlKopxYCc951wj5qDFbxxBwAAuAbhiCeJ88QAwK+eOzOiipKANi2tcR0FWUQpBgC4pOn1iZRiQC7zJhL62fFBvW7bMhljXMcBAADIW6GIpyIjbW2ucx0FAODAns4RtbXWqZhjCQoa/3YBAJdEKQbkvh8c7FMqY/XabctcRwEAAMhr4S5P65ZU8z0QAPjQRCKlgz2jbGDxAUoxAMAlTa9PDLiOAeAyvru/VyvqK3miGQAA4BpYaxWOeKxOBACf2tcVVTpjKcV8gFIMAHBJ4/E0Z4oBOWxkPKFfdAzqtaxOBAAAuCaR4UmNTCTVRikGAL703JkRSdL2VkqxQkcpBgC4JNYnArnt4YNnlc5YvXYrqxMBAACuRajLkyS1tQSd5gAAuLHnzIjWNlZpUVWp6yjIMkoxAMBFWWsVS6SYFANy2Pf29WrV4kptWV7rOgoAAEBeC0c8lZcUaePSGtdRAAALzFqrPZ0jrE70CUoxAMBFTSTSslZMigE5aigW1xMnBvW6bctZnQgAAHCNwhFP1y+vU0mAW2UA4DenBsc1MpGkFPMJrvQAgIsaj6ckiUkxIEd9/8BZZaz02m2sTgQAALgWyXRGB3qinCcGAD517jyxHSsoxfyAUgwAcFFjM6VYTTmlGJCLvrevV2saq7SJFT8AAADX5OjZMU0lM5RiAOBTezpHVFterLWN1a6jYAFQigEALio2xaQYkKv6x6b09KkhvW7rMlYnAgAAXKNwlydJam8JOs0BAHDjuTMj2rFykYqK+P7aDyjFAAAXFWN9IpCzHplZnfi6tuWuowAAAOS9cMTTosoStdZXuI4CAFhgo1NJHe+PsTrRRyjFAAAXNXZuUoz1iUDOeWj/Wa1trNKGJlYnAgAAXKtwZPo8MSbwAcB/9kWislbaviLoOgoWCKUYAOCizk2K1ZSVOE4C4ELD4wk9fWpI91y/zHUUAACAvBeLp3Ssf0xtrE4EAF/a2zkiSdrGdcA3KMUAABcVm0pKkmqYFANyyo8O9SljpbuvX+o6CgAAQN470D09IdDOhAAA+FIo4mndkmrVVfBQuF9QigEALurcpFgVZ4oBOeXhg2fVHKzQluW1rqMAAADkvXDEkyQmxQDAh6y12hvx1N4adB0FC4hSDABwUWPxlMqKi1RazKUCyBVjU0n9/Pig7r5+KWdeAAAAzINwl6cV9ZWqryp1HQUAsMAiw5MaHk9wnpjPcKcTAHBRY1MpVicCOebRowNKpDOsTgQAAJgn4UhUbUwIAIAv7Y1MnyfGpJi/UIoBAC4qNpVSNasTgZzyyIGzaqgu044Vi1xHAQAAyHv9Y1Pq9ibV1lLnOgoAwIG9nZ4qSgLa2FTjOgoWEKUYAOCiYvGUqpkUA3LGVDKtR4/2664tTQoUsToRAADgWoUjUUlMCACAX+2NeNraUqfiADWJn/BvGwBwUUyKAbnlZ8cHNZFI6x5WJwIAAMyLcMRToMhoy3ImxQDAb+KptA73jHKemA9RigEALmosnlJ1WYnrGABmPHzgrGrLi3XzmsWuowAAABSEcJenjU01qigNuI4CAFhgB3tGlUhntJ1pYd+hFAMAXFQsnlQN6xOBnJBMZ/Sjw3161eYmlbDWAQAA4JplMlbhiKd2JgQAwJdCnZ4kaTtndvsOd1UAABfF+kQgdzx1ckjRyaTu3sLqRAAAgPlwemhco1MptbcEXUcBADiwN+JpWV25mmrLXUfBAqMUAwC8iLVWsXiKSTEgRzxy8KwqSgJ62YZG11EAAAAKQrjLkyS1sTYLAHwpFBnhPDGfohQDALxIPJVRMm1VxaQY4Jy1Vj861K+XbWhQeQnnXQAAAMyHcCSqytKA1i2pdh0FALDABmNxRYYn1c6DEb5EKQYAeJHRqaQkqbaixHESAAd7RnV2dEqvuq7JdRQAAICCEYp42tpcp0CRcR0FALDAzp0n1t7KeWJ+RCkGAHiRsamUJKmW9YmAcz881CdjpDs2LXEdBQAAoCAkUhkd6hllQgAAfCrc5anISNc317qOAgcoxQAAL3KuFONMMcC9Hx3u0w0rFmlxdZnrKAAAAAXhyNlRJdIZzhMDAJ8Kd0W1oalGlaXc9/IjSjEAwIuMzaxPrClnfSLgUo83qYM9o3rVZlYnAgAAzJdQxJMkSjEA8CFrrfZ1eWprCbqOAkcoxQAAL8KkGJAbfny4T5I4TwwAAGAehSKeGmvKtLyu3HUUAMAC6xyekDeR1LbWOtdR4AilGADgRZgUA3LDDw/3a01DldYtqXYdBQAAoGCEI9MTAsYY11EAAAss3BWVJCbFfIxSDADwIkyKAe6NTSX15IlBVicCAADMo9GppE4MjKudCQEA8KV9EU9lxUXauLTGdRQ4QikGAHiR0amUjJGqOXAUcObxY4NKpi2rEwEAAObR/nMTApwnBgC+FO7ytHl5rUoCVCN+xb95AMCLjE0lVV1arKIi1okArvzocJ8WVZZox4qg6ygAAAAFIxTxJEnbmoNOcwAAFl4qndGB7lFWJ/ocpRgA4EXGplKsTgQcSqUz+smRft2+aYmKeXoNAABg3oQjntY0VKmukvOTAcBvOgZimkym1cYKXV/jLgsA4EXGppKqKeebRMCV3WdGFJ1M6i7OEwMAAJhX4S6P1YkA4FP7ItMrdLcxKeZrlGIAgBdhUgxw68eH+1QaKNJt6xtdRwEAACgYZ6NT6huNq62FCQEA8KNQl6ea8mKtXlzlOgocohQDALzI6FSSUgxw6NGjA9q1pl7VZfx3CAAAMF/OnSfWvmKR2yAAACf2dXna1lKnoiLjOgocohQDALzI9KQY6xMBFyLDE+roj+n2jUtcRwEAACgooYinkoDRdctqXEcBACywqWRaR3rHWJ0ISjEAwIuxPhFw59Gj/ZKk2zdRigEAAMyncMTT5mW1KisOuI4CAFhgh3pHlcpYtVGK+R6lGADgeay1GptKMikGOPLokX6tWlyp1Q3sOAcAAJgv6YzV/u6o2lqDrqMAABzYN7NCt62VcyX9jlIMAPA88VRGybRlUgxwYCqZ1hMnhvQKVicCAADMq5MDMcXiKdZmAYBP7euKqrGmTEtry11HgWOUYgCA5xmdSkqS6iqYFAMW2pMnhhRPZXQHqxMBAADmVWhmQqCdSTEA8KV93VFta66TMcZ1FDhGKQYAeJ7RyZQkqZZSDFhwjx7tV0VJQDetrncdBQAAoKCEuzzVlBVrDSuqAcB3xuMpnRiIaWsLqxNBKQYAeIFzk2K1rE8EFpS1Vj850q+XrFus8hIOfwcAAJhP4UhU21rrVFTEhAAA+M2h3lFZK21tphQDpRgA4AVGJ2dKMSbFgAV1YiCmrpFJ3c7qRAAAgHk1lUzrcO+o2jhPDAB8aX9XVBKlGKZRigEAnid6rhQrpxQDFtKjRwYkSa/YSCkGAAAwnw71jiqVsWrjPDEA8KX93VEtqSnTktpy11GQAyjFAADPMzp17kwx1icCC+nRo/3a2FSj5mCF6ygAAAAFJRzxJEntlGIA4Ev7u6NMieE8SjEAwPOMMikGLLixqaSePT3M6kQAAIAsCEc8La0tVxMTAgDgO+PxlE4MxLS1hVIM0yjFAADPMzqVVGlxkcpLAq6jAL7xi44hJdNWt29sdB0FAACg4IS7ompr5WYoAPjRod5RWct5YvglSjEAwPOMTqaYEgMW2E+PDai6rFg7Vi5yHQUAAKCgeBMJnRocV3sr77MAwI/2dUUlUYrhlyjFAADPMzqV5DwxYAFZa/X4sQHdunaxSgK8NQMAAJhP526GMikGAP50oDuqJTVlWsIKXczgzgsA4HlGJ5NMigEL6OTguLq9Sb1sA6sTAQAA5ls44skYJgQAwK/2d0e1jfPEcAFKMQDA84xOpVRbQSkGLJTHjw1Ikl5OKQYAADDvwl2e1jVWq4YH/wDAd8bjKZ0YiOl6HozABSjFAADPMzaZVG056xOBhfKz44NatbhSrfWVrqMAAAAUFGutQhFPba1B11EAAA4c6h2VtUwL4/koxQAAzzN9phhPUQILIZ5K68kTQ6xOBAAAyIJub1KDsQSlGAD41LlzJSnFcCFKMQDAedZajU6mOFMMWCDPnR7RZDKtl62nFAMAAJhv4cj0zdD2lqDbIAAAJw50R7WkpkxLastdR0EOoRQDAJwXT2WUSGdUW8H6RGAh/PT4gEoCRresXew6CgAAQMEJd3kqLS7SxqU1rqMAABzY3x3VthamxPB8lGIAgPNGJ5OSxKQYsEAePzaoHSsWqaqMIhoAAGC+hSKetiyvVWkxt78AwG/G4ymdGIhpy3JKMTwf7woAAOdFz5VinCkGZF3/2JQO945ynhgAAEAWpNIZ7e+Kqo3ViQXPGHO3MeaoMabDGPORS7zmFcaYkDHmoDHmpy/4WsAYs9cY892FSQxgIRw5Oyprpes5TwwvwGPJAIDzzpVidZRiQNb9/PigJOnllGIAAADzrmMgpslkWu2tQddRkEXGmICkj0m6U1KXpGeNMQ9aaw9d8JqgpI9Lutta22mMWfKCX+b3JR2WVLswqQEshAPdo5Kk65v5TxvPx6QYAOA8SjFg4Tx+bECLq0q1eRlv0AEAAOZbOOJJktooxQrdTZI6rLUnrbUJSfdLesMLXvM2SQ9YazslyVrbf+4LxpgWSa+V9KkFygtggRzsiaq+qlRLa8tdR0GOoRQDAJxHKQYsjEzG6mfHB/XS9Q0qKjKu4wAAABScUCSq2vJirVpc6ToKsqtZUuSCj7tmPnehDZIWGWMeM8Y8Z4x51wVf+2dJfyIpk9WUABbcwZ5RbVleK2P4nhvPRykGADiPUgxYGId6RzU0ntBL17M6EQAAIBvCEU9trUFuhha+i/0Lti/4uFjSDZqeCHu1pL8wxmwwxrxOUr+19rkr/ibGfMAYs9sYs3tgYOCaQwPIrkQqo2N9Y9qynPPE8GKUYgCA886VYrXlHDkJZNMvOqbPE7ttfYPjJAAAAIVnMpHW0b4xzhPzhy5JrRd83CKp5yKvedhaO26tHZT0uKQ2SS+R9CvGmNOaXrt4hzHmixf7Tay191lrd1prdzY28mAbkOuO9Y0pmbbaspzjCvBilGIAgPOik0lVlxWrOMDlAcimn3cMav2SajWx2xwAAGDeHeyJKp2xamsJuo6C7HtW0npjzGpjTKmkeyU9+ILXfFvSS40xxcaYSkm7JB221v6ptbbFWrtq5uf9xFr7joUMDyA7DvWMShKlGC6KUQAAwHnRySSrE4Esi6fSevb0sO69cYXrKAAAAAUpFPEkSdtaWZtV6Ky1KWPMhyU9Iikg6TPW2oPGmA/OfP2T1trDxpiHJe3T9Nlhn7LWHnCXGkC2HeyJqqo0oFWLq1xHQQ6iFAMAnDc6mVQtpRiQVXvOeJpKZvSSdaxOBAAAyIZwV1TNwQotqWEq3w+stQ9JeugFn/vkCz7+e0l/f5lf4zFJj2UhHgAHDvSMavPyWhUVca4kXoz9WACA86YnxXheAsimJ04MqshIu9bUu44CAABQkMIRT21MiQGAL6UzVod7R7VlOdcBXBylGADgPNYnAtn3845BtbUGVVvOf2sAAADzbXg8oc7hCc4TAwCfOj00rolEmvPEcEmUYgCA8yjFgOwanUpqX1dUL1nL6kQAAIBsCHd5kqS21qDTHAAANw50RyWJSTFcEqUYAOA8SjEgu54+Oax0xnKeGAAAQJaEI56KjLS1mZuhAOBHh3pGVRoo0vqmatdRkKMoxQAAkqR4Kq2pZIZSDMiiX3QMqrykSDtWBl1HAQAAKEjhiKcNTTWqKuOsZADwo4M9o9qwtFolAaoPXBx/MgAAkqanxCSprrLUcRKgcD1xYlA3rqpXWXHAdRQAAICCY61VKOJxnhgA+JS1Vgd7orqe1Ym4DEoxAIAkafRcKcakGJAV/aNTOtYXY3UiAABAlkSGJzUykeQ8MQDwqZ7olEYmktqyvNZ1FOQwSjEAgCTJm6AUA7LpiRNDkqTbKMUAAACyItTlSZLaWpkQAAA/OtgdlSRtZlIMl0EpBgCQdMH6REoxICt+3jGoYGWJNi/jiTUAAIBsCEc8lZcUaUNTjesoAAAHDvWOyhjpumVcB3BplGIAAEm/LMWClGLAvLPW6omOQd26drGKiozrOAAAAAUpHPF0/fI6lQS43QUAfnS4d1SrF1epsrTYdRTkMN4lAAAk/XJ9YrCSUgyYb2eGJtQTndIta1mdCAAAkA3JdEYHeqKcJwYAPnaod1TXcZ4YroBSDAAgSfImkzJGqimnFAPm21Mnp88Tu2XNYsdJAAAACtOxvjFNJTOUYgDgU6NTSUWGJzmyAFdEKQYAkCRFJxKqLS9RgNVuwLx76uSQGmvKtLaxynUUAACAghSORCVJbS11jpMAAFw40jsmSZRiuCJKMQCApOlJMVYnAvPPWqsnTw7p5jWLZQylMwAAQDaEI54WVZZoRX2l6ygAAAcO945Kkq6jFMMVUIoBACRNnykWrKAUA+bb6aEJ9Y3GdfOaetdRAAAACla4y1Nba5CHkADApw71jKq+qlRNtWWuoyDHUYoBACRNT4rVVZa6jgEUnHPnid3MeWIAcogx5m5jzFFjTIcx5iMX+frbjTH7Zv56whjTdsHXThtj9htjQsaY3QubHABebDye0rG+MbW1BF1HAQA4cqh3VJuX1fJwBK6IUgwAIGn6TDEmxYD5d+48sTUNnCcGIDcYYwKSPibpHkmbJb3VGLP5BS87Jenl1tptkv5K0n0v+Prt1tp2a+3OrAcGgCs40B1VxkrtrUHXUQAADqTSGR3tG9N1y2pcR0EeoBQDAEjiTDEgG6y1evLEkG7hPDEAueUmSR3W2pPW2oSk+yW94cIXWGufsNaOzHz4lKSWBc4IALMW7vIkSdta6twGAQA4cXJwXIlURpuXc54YroxSDACgTMYqOsmZYsB8OzU4rv6xOKsTAeSaZkmRCz7umvncpfympO9f8LGV9ANjzHPGmA9kIR8AzEk4ElVrfYUWV3OODAD40eHeUUnSdcsoxXBlxa4DAADcG5tKyVpxphgwz546OSxJunlNveMkAPA8FxtdtRd9oTG3a7oUu+2CT7/EWttjjFki6YfGmCPW2scv8nM/IOkDkrRixYprTw0AlxCKeNq+Iug6BgDAkUM9oyoNFGltY7XrKMgDTIoBAORNJiSJSTFgnj11ckhLasq0mvPEAOSWLkmtF3zcIqnnhS8yxmyT9ClJb7DWDp37vLW2Z+bv/ZK+qel1jC9irb3PWrvTWruzsbFxHuMDwC8NjMXV7U1ynhgA+Nih3lGtb6pWSYC6A1fGnxIAgLyJpCRxphgwj6y1evLkkG7mPDEAuedZSeuNMauNMaWS7pX04IUvMMaskPSApHdaa49d8PkqY0zNuR9LukvSgQVLDgAvsG/mPLE2SjEA8CVrrQ71jGozqxMxS6xPBADIm6QUA+bbycFxDYzFdctazhMDkFustSljzIclPSIpIOkz1tqDxpgPznz9k5I+KmmxpI/PFPspa+1OSU2SvjnzuWJJX7bWPuzgHwMAJEnhiKdAkdGW5dwMBQA/GhiLa2g8wXlimDVKMQCAvInp9Yl1FZwpBsyXp05Obxq7eQ2lGIDcY619SNJDL/jcJy/48fslvf8iP++kpLasBwSAWdob8bShqUaVpdziAgA/OtQ7KknazMMRmCXWJwIAFGVSDJh3T50cVlNtmVYtrnQdBQAAoCBZaxWOeGpvrXMdBQDgyLlSjEkxzBalGADg/JlidRWUYsB8sNbq6ZND2rWa88QAAACy5fTQhEanUmprCbqOAgBw5HDvmJqDFdzTwqxRigEANDKRUHVZsUoCXBaA+XBmaEL9Y3HdtLredRQAAICCFY54kqS21qDTHAAAd470jjIlhjnh7icAQN5EktWJwDx65vSwJFGKAQAAZFEo4qmiJKD1S6pdRwEAODCVTOvk4LiuW1bjOgryCKUYAEAjEwktqix1HQMoGM+eGtaiyhKta+QGDQAAQLaEuzxtbalTMRsvAMCXOvpjSmesNi1lUgyzx7sGAIBGmBQD5tUzp4e1c1W9ioo4TwwAACAbEqmMDvaMqp3ViQDgW0fOjkmSNjEphjmgFAMAyGNSDJg3/aNTOjM0oZtWsToRAAAgW46eHVMilVFbS9B1FACAI0d6R1VWXKRVi6tcR0EeoRQDAGhkPKFFTIoB84LzxAAAALIv1OVJktpa69wGAQA4c+TsmDYurVGALS2YAyelmDGm3hjzQ2PM8Zm/L7rIa1qNMY8aYw4bYw4aY37fRVYAKHSpdEajUykFmRQD5sUzp4ZVWRrQluXsNAcAAMiWcMRTQ3WpmoMVrqMAABw5cnZUm5ayOhFz42pS7COSfmytXS/pxzMfv1BK0h9Za6+TdLOkDxljNi9gRgDwhehkUpKYFAPmyTOnhrVjxSIOfAcAAMiicMRTW0tQxjAdAAB+NDAW12AsoU1LeSAVc+Pqbs0bJH1+5sefl/TGF77AWttrrd0z8+MxSYclNS9UQADwi5GJmVKsikkx4FpFJ5I62jfG6kQAAIAsGptKqmMgprbWoOsoAABHjpwdlSRtWsakGObGVSnWZK3tlabLL0lLLvdiY8wqSdslPZ39aADgL95EQpJYnwjMg91nhmWtdOMqSjEAAIBs2d8dlbWiFAMAHzvSOyZJTIphzoqz9QsbY34kaelFvvRnc/x1qiX9p6Q/sNaOXuZ1H5D0AUlasWLFXH4LAPC185NirE8Ertkzp4dVEjDaviLoOgoAAEDBCkeikqS2ljrHSQAArhw+O6qm2jLVs/kIc5S1Usxa+6pLfc0Y02eMWWat7TXGLJPUf4nXlWi6EPuStfaBK/x+90m6T5J27txprz45APjLyMyk2CImxYBr9uypYW1rCaq8JOA6CgAAQMEKRzytWlzJtgsA8LEjvWNMieGquFqf+KCkd8/8+N2Svv3CF5jpk1I/LemwtfYfFzAbAPjKL9cnMikGXIvJRFr7uqKsTgQAAMiycJfH6kQA8LFkOqOO/hjnieGquCrF/rekO40xxyXdOfOxjDHLjTEPzbzmJZLeKekOY0xo5q/XuIkLAIVrZCKp4iKj6rKsDQ8DvrA3MqJUxuqm1YtcRwEAAChYfaNT6o1Oqa0l6DoKAMCRU4PjSqQzuo5JMVwFJ3dArbVDkl55kc/3SHrNzI9/LskscDQA8B1vIqFgZammB3QBXK1nT43IGOmGlUyKAQAAZEs44kkSk2IA4GOHe0cliUkxXBVXk2IAgBwxMp7UIlYnAtds95lhbWyqUV0F/z0BAABkS7jLU3GR0ZblTAcAgF8dOTumkoDRmoZq11GQhyjFAMDnRiYSWsQB1cA1SWesQp2ebljJ6kQAAIBsCkU8bVpWo/KSgOsoAABHjvSOam1jtUqLqTcwd/ypAQCf8yaSCjIpBlyTY31jGounKMUAAACyKJOx2heJcp4YAPjckbNj2rSU1Ym4OpRiAOBzTIoB1+65MyOSpJ2cJwYAAJA1JwfHNRZPcZ4YAPhYdCKp3uiUNi5ljS6uDqUYAPiYtVYjEwnVV1OKAddiz5kRNVSXqbW+wnUUAACAghWOeJKkdkoxAPCto31jkqRNy5gUw9WhFAMAH4vFU0qmreqZFAOuye4zI7phZVDGGNdRAAAACla4y1NVaUBrG6tdRwEAOHKuFNvYRCmGq0MpBgA+NjKelCQtqqIUA65W/9iUOocnWJ0IAACQZeGIp60tdQoU8SASAPjVsbNjqikv1rK6ctdRkKcoxQDAx4YnEpKk+qoSx0mA/LVn5jyxHSsXOU4CAABQuOKptA71jnKeGAD43NGzY9rYVMOmFlw1SjEA8LGR8elSbBHrE4Gr9tyZEZUWF+n6Zg75BQAAyJbDvWNKpq3aW4KuowAAHLHW6mjfmDYsZXUirh6lGAD42PD4uUkxSjHgau0+M6JtzXUqKw64jgIAAFCwwhFPkrSNSTEA8K2+0biik0ltohTDNaAUAwAfG5lZn8iZYsDVmUqmdaA7qhtYnQgAAJBV4YinxpoyLecMGQDwraN9Y5KkDU2UYrh6lGIA4GPD4wkVFxnVlBW7jgLkpQPdUSXTllIMAAAgy0JdntpagpwhAwA+duzsdCm2kVIM14BSDAB8bGQioUVVpXxjCVyl3WdGJEk7KMUAAACyJjqZ1MmBcbW31rmOAgBw6MjZMS2pKWPjEa4JpRgA+NjweEL1lbyRAK7Wc2dGtLqhSg3VZa6jAAAAFKz9XVFJUhvniQGArx3rG9NGzhPDNaIUAwAfGxlPalFViesYQF6y1mrPmRHtWMGUGAAAQDaFuzxJ0raWoNMcAAB30hmr4/1jrE7ENaMUAwAfG55IqJ6Rc+CqnB6a0NB4gvPEAAAAsiwU8bSmsUp1FTzQBwB+1Tk8oalkRhuYFMM1ohQDAB8bGU9oEesTgauyt/PceWJBt0EAAAAKmLVWoYindqbEAMDXjp4dkyQmxXDNKMUAwKcyGasRJsWAq7a301NVaUDrl/CGHAAAIFvOjk5pYCzOeWIA4HNHz47JGGl9U7XrKMhzlGIA4FOjU0llrJgUA67S3siI2lqDChQZ11EAAAAKVjjiSRKlGAD43LG+Ma2or1RlabHrKMhzlGIA4FPD4wlJYlIMuAqTibSO9I5p+4qg6ygAAAAFLRSJqiRgdN0ypvMBwM+O9o2xOhHzglIMAHzqXCkWrOSwamCuDvRElcpYbW9d5DoKAABAQQtHPG1eVquy4oDrKAAAR+KptE4NjmvjUkoxXDtKMQDwqaGZUmxxVZnjJED+2ds5IklqZ1IMAAAga9IZq/3dUVYnAoDPnegfVzpjKcUwLyjFAMCnzq9PrGZ9IjBXezs9tdZXqKGaUhkAACBbTgzEFIun1NYSdB0FAODQsb4xSdIG1idiHlCKAYBPDZ+fFKMUA+YqFPFYnQgAAJBloYgnSUyKAYDPHe0bU0nAaHVDlesoKACUYgDgU0OxhCpLAyovYTc/MBe90Un1Rqe0ndWJAAAAWRWOeKopK9YaboICgK8d7xvT6oYqlQSoM3Dt+FMEAD41PB5XPVNiwJyFOj1JUjtPLAMAAGRVuMvTttY6FRUZ11EAAA4d64tpPasTMU8oxQDAp4bGE6xOBK7C3oin0kCRNi+vdR0FAACgYE0l0zrSO8Z5YgDgc5OJtCIjE9qwhFIM84NSDAB8ang8waQYcBVCnZ62NNeqrJjVowAAANlysGdUqYzlPDEA8LmO/pislTY0VbuOggJBKQYAPjUynlB9VZnrGEBeSaYz2tftaXvrItdRAAAAClo44kmStlOKAYCvHesbkyTWJ2LeUIoBgA9Za6fXJ1YzKQbMxdGzY5pKZtS+Iug6CgAAQEELd3laVleuJbXlrqMAABw61j+m0kCRVi2udB0FBYJSDAB8aCKRVjyVYX0iMEd7O0ck8cQyAABAtoUjHueJAQB0vC+mNY1VKg5QZWB+8CcJAHxoeDwhSZRiwBzt7fTUUF2mlkUVrqMAAAAULG8iodNDE5wnBgDQsb4xVidiXlGKAYAPDc2UYospxYA5CUU8tbcGZYxxHQUAAKBghbuikqS21jrHSQAALo3HU+oamdSGJdWuo6CAUIoBgA8Nj8clMSkGzEV0MqmTg+Nq5+YMAABAVoUjnoyRtjbzvgsA/KyjPyZJTIphXlGKAYAPDcXOTYqVOU4C5I8D3dNPLG/jbAsAAICsCkc8rWusVk15iesoAACHjvWNSZI2NDEphvlDKQYAPnT+TLFqJsWA2Qp3eZKkbS08sQwAAJAt1lqFuzzOEwMA6FjfmEqLi7RycZXrKCgglGIA4EPD4wmVFhepqjTgOgqQN8IRTysXVypYSZkMAACQLd3epAZjCUoxAICO9cW0trFagSLO9cb8oRQDAB8aGk9ocVWpjOFNBTBb+7qiamN1IgAAQFaFI9Mrq9t53wUAvne8b4zViZh3lGIA4EPD4wnVVzHtAsxW/9iUeqNTrE4EAADIsnCXp9LiIm1cWuM6CgDAobGppHqiU9rQxPUA84tSDAB8aCgWV0N1mesYQN7YN/PEMmt8AAAAsisU8bRlea1Ki7llBQB+drw/Jklav4RJMcwv3mEAgA8NxhJaXM2kGDBb+7o8FRlpy/Ja11EAAAAKViqd0X5WVgMANL06URKTYph3lGIA4DPWWg2NMykGzEWoK6oNTTWqLC12HQUAAKBgdQzENJlMq53pfADwvWN9MZUVF6m1vtJ1FBQYSjEA8JmJRFpTyYwWc6YYMCvWWu3r8nhiGQAAIMvCEU+SKMUAADreH9O6JdUKFBnXUVBgKMUAwGeGYglJ0mImxYBZiQxPyptIaltrnesoAAAABS0UiaquokQrFzMVAAB+19E3xupEZAWlGAD4zOB4XJI4UwyYpXCXJ0lMigEAAGRZOOKprTUoY5gKAAA/G5tKqic6pXVLql1HQQGiFAMAnzk3KdZQxaQYMBv7ujyVFhdp41KeUAMAAMiWyURaR/vG1N7CdD4A+N2JgXFJohRDVlCKAYDPDMWmJ8XqmRQDZiUciWrL8lqVBHjbBAAAkC0HeqJKZ6y2MZ0PAL7X0R+TJK2nFEMWcHcHAHxmaHzmTLEqSjHgStIZqwM9UVYnAgAAZFk44kmS2lqDTnMAANw73j+m0kCRVtRzxiTmH6UYAPjMYCyu6rJilZcEXEcBcl5Hf0wTibS2scYHAAAgq0IRT83BCjXWsOYdAPyuoy+m1Q1VKmZjC7KAP1UA4DNDsYQWszoRmJV9XZ4kscYHAAAgy8JdntqZEgMASDreH9O6JlYnIjsoxQDAZ4bG46xOBGbpQHdUVaUBrWmoch0FAACgYA3F4ooMT6qtlel8APC7qWRakZEJzhND1lCKAYDPTE+KsZIEmI393VFtWV6noiLjOgoAAEDBCs9M53OOKwDgxEBM1krrl9S4joICRSkGAD4zGEuogfWJwBWl0hkd6h3V9c08sQwAAJBNoUhURUbayjmuAOB7Hf0xSdJ61iciSyjFAMBHMhmr4fG4FlcxKQZcyYmBcU0lM9raUus6CgAAQEELRzxtaKpRZWmx6ygAAMeO98UUKDJatZhjDJAdlGIA4CPeZFIZKy1mUgy4ov3dUUnS9ct5YhkAACBbrLUKd3lqbw26jgIAyAEd/TGtXFyp0mKqC2QHf7IAwEeGYnFJ4kwxYBYOdEdVWRrQmkZWNgAAAGRL5/CEvImk2ijFAACSjvePaf0Svg9H9lCKAYCPDMyUYg1VTIoBV3KgO6rNy2oVKDKuowAAABSsUMSTJLW1BJ3mAAC4l0hldHpoQuuX1LiOggJGKQYAPjIYS0iSGmqYFAMuJ52xOtgzquubWZ0IAACQTaGIp/KSIm1oYioAAPzu9NC40hmrdUyKIYsoxQDARwbHZibFWJ8IXNbJgZgmk2ltpRQDAADIqnDE09bmOhUHuEUFAH53vC8mSZRiyCrecQCAjwzG4goUGQUrSlxHAXLa/u6oJDEpBgAAkEXJdEYHekbVznliAABJHf0xGSOt5WxvZBGlGAD4yGAsrsVVpSrijCTgsg50j6q8pEhrG6tcRwEAAChYR8+OKZHKqI1SDAAg6Xj/mFoXVaqiNOA6CgoYpRgA+MhQLKHFrE4EruhAd1Sbl9WyxgcAACCLQhFPktTWEnSaAwCQGzr6Y1rP6kRkGXd6AMBHBmNxNVSXuo4B5LRMxupgT5TzxAAAALIsHPG0uKpULYsqXEcBADiWSmd0cmCc88SQdZRiAOAjg7GEGpkUAy7r5OC4xhNpbaEUAwAAyKpQxFNba1DGsN4dAPwuMjKpRDqjtZRiyDJKMQDwCWutBmJxNdRQigGXc7AnKklMigEAAGTR2FRSHQMxVicCACRJJ/pjksSkGLKOUgwAfGIsnlIilWF9InAF+7uiKisuYo85AABAFu3vjspaqa2VB5EAAFLHwHQptraR78WRXZRiAOATg2NxSVID6xOBy9rfHdV1y2pVHOBtEgAAQLaEI9PT+e2tQbdBAAA54UR/TI01ZaqrKHEdBQWOuz0A4BODsYQkSjHgcqy1OtQzquuba11HAQAAKGjhiKdViysVrGSTBQBgelJsHVNiWACUYgDgE4MxJsWAK4kMT2osntKW5azxAQAAyKZwl6c2psQAAJp+QPVEf0xrl1S5jgIfoBQDAJ84X4rV8CQmcCkHe6bX+GxexqQYAABAtvSNTqk3OqW2lqDrKACAHDAQi2t0KsWkGBYEpRgA+MTgWFzGSPWsJwEu6VDvqAJFRhuX1riOAgAAULBCEU+SmBQDAEiSOvpjkqS1SyjFkH2UYgDgEwOxhOorS1Uc4P/6gUs52DOqtY1VKi8JuI4CAABQsMIRT8VFRluWM50PAJBODIxLktZRimEBcGcUAHxiMBbnPDHgCg71jHKeGAAAQJaFuzxtWlbDg0gAAEnSif6YqkoDWlpb7joKfIBSDAB8YjAW5zwx4DKGYnGdHZ3iPDEAAIAsymSs9kWiamd1IgBgxomBmNYuqZYxxnUU+AClGAD4xGAsrkYmxYBLOtQ7Kkms8QEAAMiik4PjGoun1NYSdB0FAJAjOvpjWtfI6kQsDEoxAPABa60GxuJqrKEUAy7lYM90KbaZUgwAACBrQhFPkpgUAwBIkmLxlHqjU1rLeWJYIJRiAOADsXhKU8kMZ4oBl3GoZ1TNwQoFK1kzCgAAkC3hiKfqsmKtYSIAACDp5EBMkrSW6wIWCKUYAPjAwFhckpgUAy7jYE9U13GeGAAAQFaFuzxtba5ToIhzYwAA0+eJSdK6JVWOk8AvKMUAwAcoxYDLm0ikdHJwnPPEAAAAsmgqmdbh3lG1sToRADCjoz+m4iKjlYspxbAwKMUAwAcGYpRiwOUcOTsmazlPDAAAIJsO944qmbZqb61zHQUAkCNO9I9rxeJKlQSoKrAw+JMGAD4weG5SjDPFgIs61DMqSUyKAQAAZFEo4kkSk2IAgPM6BmJax3liWECUYgDgAwOxuAJFRosqS11HAXLSwZ5R1VWUqDlY4ToKAABAwQpHPDXVlmlZHe+5AABSMp3R6cFxrV1CKYaFQykGAD4wMBZXQ3WpijjMGrioQ72j2rysVsbw3wgAAEC2hLui2tYSdB0DAJAjOocnlMpYJsWwoCjFAMAHBsbinCcGXEIqndGR3lHOEwMAAMgibyKhU4Pjamd1IgBgRkd/TJK0jkkxLCBKMQDwgYFYnPPEgEs4NTiueCrDeWIAAABZFO6KShKlGADgvBMD06XYmsYqx0ngJ5RiAOADTIoBl/b/s/fnYZKneV3v/b5zXyr3ylozs5aeXmfpqp6eRUFkQBQ8MKMHZFFEwMOIsqNHR1HE5ToeUXhUDoIjMg/iwKgsMnDGAUSWR3FmuruWWXqtrsrMyKrcIyIzMiJyjfv5IyJ7aqqrurKqMvIXy/t1XXlVRmZU96dhsiri9/l9v/fzs6sAPH7cUkySJKlaLqeyhABvHRtIOookqUZcXcxzpK+Tvq72pKOoiViKSVKDK5UiS2ublmLSHbwwm6O9NfCQO8wlSZKq5nIqy0Ojh+j3wqckqeLVxTXfi+vAWYpJUoPLFDbZKUUOuz5Ruq0XZld505E+Otp8WSRJklQNMUYuz2R5cmww6SiSpBoRY+TqYt7ViTpwXv2RpAa3uLYB4KSYdAcvzq3y+LG+pGNIkiQ1rJlMkaW1Tc5NDCYdRZJUI5bzm6wUt5wU04GzFJOkBreYq5RiTopJr5PObzK/usFjxy3FJEmSquXyTBaAc06KSZIqri7mAZwU04GzFJOkBvdaKeakmPQ6L86uAvD48f6Ek0iSJDWuy6ksHW0tPOp0viSp4tXFNQAnxXTgLMUkqcFZikl39sJcDoDHjlmKSZIkVcvl1ApvPtHvGa6SpNdcXVyjs62Fk4PdSUdRk/HViCQ1uIXcBt3trRzqbEs6ilRzXpxd5fChDktjSZKkKtneKfGZ6yucGx9MOookqYa8upjnzOFeWlpC0lHUZCzFJKnBLeQ2ONLfSQi+yJBu9eJcztWJkiRJVfTy/BrFrR1LMUnSF7i6uObqRCXCUkySGtzC6jpHnIKRXmd7p8RL8zke82wLSZKkqrk8kwXgybHBRHNIkmrHxvYO0+kCD432Jh1FTchSTJIa3GJuw9Vw0m1MLufZ3C55npgkSVIVXZrOMtjTzqmRnqSjSJJqxPRygVKEs06KKQGWYpLU4BZyGxzp60o6hlRzXpjNAbg+UZIkqYouz2R5cmzQde6SpNe8urgGwFknxZQASzFJamCFzW3WNradFJNu44XZVdpaAg8d8UW4JElSNeQ3tnl5PseTnicmSbrJq4t5wEkxJcNSTJIa2GJuA8AzxaTbeHEux0Ojh+hsa006iiRJUkP67PUVShHOW4pJkm7y6uIaR/s7OdTZlnQUNSFLMUlqYAu7pVi/6xOlW704u8rjx/uSjiFJktSwLqWyALxtbCDZIJKkmnJ1Mc9DTokpIZZiktTAFladFJNuZ6WwxY2VdR7zPDFJkqSquTyTZXy4m5FDvh+RJJXFGHl1cc3zxJQYSzFJamALuXXAUky61QtzqwA8dsxJMUmSpGq5nFrh3PhQ0jEkSTVkaW2T3Pq2k2JKjKWYJDWwhdwGbS2BoZ6OpKNINeXF2XIp9oSTYpIkSVWxkFvnerbIk65OlCTd5NXFNQDOWoopIZZiktTAFlY3GO3rpKUlJB1FqikvzuUY7u1g1ClKSZKkqricWgHg3PhgskEkSTXl6mIegIdcn6iEWIpJUgNbyK27OlG6jRfncjx6tI8QLIwlSZKq4XIqS2tL4M0nnBSTJH3eq4trdLW3cGKgO+koalKWYpLUwBZzG4z2dSUdQ6oppVLklfkcj3qemCRJUtVcnsny2LE+ujtak44iSaohVxfXOD3S61YjJcZSTJIa2EJugyP9TopJN7ueLZLf3LEUkyRJqpJSKXIpleVJVydKkm5xdSnPQ0c8T0zJsRSTpAa1uV0ind90faJ0i5fmcgA8ctRSTJIkqRquLefJrW9zbmww6SiSpBqyuV0ilS5w9rDniSk5lmKS1KCW1jYAOOL6ROkLvDS/W4p5Z5okSVI1XE5lATg3MZhoDklSbZlO5ylFODtqKabkWIpJUoNazO2WYk6KSTd7eT7HycFu+rrak44iSZLUkC6nsvR2tPLQqDchSZI+7+piHoAzh/37QcmxFJOkBjW/ug7A0X4nxaSbvTSX8zwxSZKkKrqUyvLWsQFaW0LSUSRJNeTq0m4p5qSYkmMpJkkNar4yKXa030kxadfWTolXF9c8T0ySJKlKNrZ3eH52lXPjQ0lHkSTVmGuLeQ4f6mCg280tSo6lmCQ1qIXVdVoCjByyFJN2TS7l2dqJPHrMVQ2SJEnV8MJsjq2dyLnxgaSjSJJqzNWlNc66OlEJsxSTpAY1v7rOaF+nK0ukm7w0nwNwUkySJKlKLk1nAHhyfDDZIJKkmnNtKe/qRCXOUkySGtT86obniUm3eHkuR2tL8NB3SZKkKrk8s8KRvk6O+V5EknSTleIWS2ubnB21FFOyLMUkqUHNr65zpM83otLNXpzLcXqkh6721qSjSJIkNaTLqSznxgcJwY0VkqTPu7aUB3BSTImzFJOkBrWQ2+Bov+eJSTd7eT7Ho8dcnShJklQNK4Utri7lXZ0oSXqda0trAJx1c4sSZikmSQ1oc7tEOr/ppJh0k+LmDlPpgueJSZIkVcnlmSwA5yzFJEm3uLqYp7UlMDHck3QUNTlLMUlqQItrGwBOikk3ubKwRozwqKWYJElSVVxOZQkB3jo2kHQUSVKNubqUZ3yom442Kwkly/8FSlIDml9dB+Coh1tLr3lxbhWAR1yfKEmSVBWXUlkeGj1Ef1d70lEkSTXm6mLe1YmqCZZiktSAFiql2BEnxaTXvDyfo6OthdMjHuorSZK032KMXJ7JujpRkvQ6pVJkcinPmcO+H1fyLMUkqQHNr+6uT3RSTNr10vwaDx85RGtLSDqKJElSw5nJFFla2+RJSzFJ0i3mVtcpbu1wdtRSTMmzFJOkBjS/uk5bS2C4pyPpKFLNeHku53likiRJVXJ5JgvAeUsxSdItri3lAZwUU02wFJOkBjS/usGRvk5anIiRAFgpbjG3us7DlmKSJElVcWk6S2dbC496fqsk6RZXF9cAeMgzxVQDLMUkqQEt5NY54upE6TVXFnIAPHLUF+CSJEnVcHkmy1tODtDe6qUmSdIXurqUp7ejlSN9nUlHkSzFJKkRLVQmxSSVvTJfvivtESfFJEmS9t3WTonPXF/hybHBpKNIkmrQ1cU8Z0Z7CcGNRkqepZgkNaD53DpHnRSTXvPy/Bpd7S2cHOxOOookSVLDeXk+x/pWiXMTg0lHkSTVoGtLec4cdnOLaoOlmCQ1mPWtHbKFLY72Oykm7XplIcebjhzynD1JkqQquJTKAnDOSTFJ0i02tneYyRQ4e7g36SgSYCkmSQ1nfnUdwEkx6SZXFtZ4+IirEyVJkqrhcirLcG8H48NO5UuSvtD0coFShDOWYqoRlmKS1GDmVsql2LEBSzEJILe+xezKOg8fdVWDJElSNVxOrfDk2IBnxUiSXufaUh6wFFPtsBSTpAYzV5kUO+akmASUp8QAJ8UkSZKqYG1jm5cXcjw5Pph0FElSDdotxU5biqlGWIpJUoNZWN0A4KiTYhIAr8zvlmJOikmSJO23z8ysECOcsxSTJN3G5HKew4c6GOhuTzqKBFiKSVLDmVtdp7u9lb7OtqSjSDXhlYUcnW0tjA/3JB1FkiSp4VxKZQF4cmww0RySpNp0dTHP6RGnxFQ7LMUkqcHMra5zbKDLff5SxSsLazw0eojWFn8mJEmS9tvlVJbTIz0M9XYkHUWSVIOuLeU9T0w1xVJMkhrM/Mo6R/s7k44h1YxX5td4+KirEyVJkqrhUirreWKSpNvKb2yzkNvwPDHVFEsxSWowc6vrHOv3PDEJyi/Ar2eLnicmSZJUBXMr68ytrnuemCTptq4t5QE4aymmGmIpJkkNJMbIwuoGRwcsxSSAKwtrALzpSF/CSSRJkhrPa+eJWYpJkm5jtxQ7M2opptphKSZJDSRT2GJzp+SkmFTxSqUUe8T1iZIkSfvu8kyW9tbAE8f7k44iSapBk5VS7NSwpZhqh6WYJDWQuZV1AEsxqeKVhRwdrS1MDPckHUWSJKnhXJrO8vjxfrraW5OOIkmqQdeW8pwY6KK7w78nVDssxSSpgcyvlkuxI5ZiEgCvzK9xdrSXtlZf8kiSJO2nnVLkM9dXPE9MknRH15bznPY8MdUYrxBJUgOZq5RixzxTTALKk2JvOuLqREmSpP326uIaaxvbPDk2mHQUSVKNuraU54ylmGqMpZgkNZD51XVCgCN9nUlHkRJX2NxmJlPkkaN9SUeRJElqOJdSWQDOTQwmmkOSVJsy+U2yhS1LMdUcSzFJaiDzq+uM9HbS7qo4iauLeWKEh50UkyRJ2neXU1n6uto4M+LFTknS611bzgNYiqnmeNVUkhrI3Mo6xwacEpOgvDoRcH2iJElSFVxKZXlybJCWlpB0FElSDbq2aCmm2mQpJkkNZG51g2P9nicmAby6kKe1JXDKu5clSZL21frWDi/O5Tg3Pph0FElSjZpcLr8nHx/uSTqK9AUsxSSpgcyvrnPUUkwCyoe/nxruoaPNlzuSJEn76bPXV9gpRZ60FJMk3cHVpTzjQ90e8aGa4/8iJalBrG/tkM5vcnzAUkwCuLKwxkOuTpQkSdp3l1JZAJ4cH0g2iCSpZl1bzHPa1YmqQZZiktQg5lfXATg20J1wEil52zslJpfzPDRqKSZJkrTfLqWynBzs5kifN+RJkl4vxsjkct7zxFSTLMUkqUHMrpRLMSfFJEhlimztRB4a9QW4JEnSfrs8k/U8MUnSHS3kNihs7nDWUkw1yFJMkhrE5yfFLMWqKYTwlSGEl0IIV0IIH7jN90MI4V9Vvv/pEMJTN31vMITwSyGEF0MIL4QQ/sjBpm8eVxbWAHiT6xMlSZL21fLaBql00dWJkqQ7urqYB3B9omqSpZgkNYjdSbFj/ZZi1RJCaAV+Evgq4Angm0IIT9zytK8CHq58vB/4qZu+9y+Bj8cYHwOeBF6oeugm9epiuRQ76/pESZKkfbV7nti58aFkg0iSatbkcqUUG7EUU+2xFJOkBjG3sk5fVxu9nW1JR2lk7wSuxBivxhg3gY8A77vlOe8D/n0s+wQwGEI4HkLoB74E+HcAMcbNGGP2ALM3lVcX1hjt62Sguz3pKJIkSQ3lcipLa0vgLSf7k44iSapRk0t5OtpaODnoufeqPZZiktQgZleKnidWfSeB1E2PZypf28tzzgKLwIdCCBdDCD8TQvCWqSq5srjGm5wSkyRJ2ncXU1keOdpHT4c340mSbu/aUp6J4R5aWkLSUaTXsRSTpAYxt7LOsQHvwKmy272ai3t8ThvwFPBTMcbzQB643Zlk7w8hPBtCeHZxcfFB8zalGCOvLqzx0BE7R0mSpP1UKkUup7KcGx9MOookqYZNLuddnaiaZSkmSQ1idmWdY/2dScdodDPA+E2Px4Abe3zODDATY/xk5eu/RLkk+wIxxg/GGJ+OMT49Ojq6b8GbydLaJqvr2zzkpJgkSdK+mlzOs7q+zbnxgaSjSJJqVKkUmVoucOZwT9JRpNuyFJOkBrC1U2JxbcNJsep7Bng4hHAmhNABfCPw0Vue81HgW0LZu4GVGONsjHEOSIUQHq0878uB5w8seRO5srAGwJuOWIpJkiTtp0upLADnxoeSDSJJqllzq+tsbJc4fdhJMdUmF0BLUgNYzG0QI54pVmUxxu0QwncDvwm0Aj8bY/xcCOE7K9//aeBjwJ8GrgAF4Ntu+kd8D/DhSqF29ZbvaZ+8ulguxZwUkyRJ2l+XUll6O1q9+UiSdEeTS3kA1yeqZlmKSVIDmF1ZB+CYpVjVxRg/Rrn4uvlrP33T5xH4rjv83kvA09XMp3Ip1tPRyrF+fx4kSZL206VUlreNDdLacrtjdCVJgmvLlVLMSTHVKNcnSlIDmKuUYk6KSeX1iWdHe2nxYo0kSdK+Wd/a4YXZVZ4cH0w6iiSphk0u5elsa+G4N6qqRlmKSVIDmF0pAjgZIwFXF/O8ydWJkiRJ++r52VW2diLnLMUkSW/g2lKBUyM93qiqmmUpJkkNYG5lna72Fga625OOIiUqv7HN9WzR88QkSZL22aXpLADnJwYTzSFJqm2Ty3lOeZ6YapilmCQ1gNnVdY4PdBOCd+GouV2rHOj7kIe/S5Ik7avLM1mO9Xdx1O0UkqQ72ClFppcLnPE8MdUwSzFJagBzK+sc7e9MOoaUuFcX1wB4k6WYJEnSvrqUyro6UZL0hmZXimzulDjtpJhqmKWYJDWA2WyREwPdSceQEvfqwhotAU6N9CQdRZIkqWGk85tMLRc45+pESdIbmFwqAHD6sO/JVbssxSSpzu2UIvO5DY4PusZEenUpz/hwD51trUlHkSRJahiXU1kAnhwbTDSHJKm2XVsuH2ng+kTVMksxSapzi7kNdkqR406KSVxbzPviW5IkaZ9dSmVpCfC2sYGko0iSatjkUp7OthaO9nnjtmqXpZgk1bkbK0UAjg/4gkPNrVSKXFvKc/aw54lJkiTtp0upLI8c7aO3sy3pKJKkGja1nOf0SC8tLSHpKNIdWYpJUp2bza4DOCmmpjefW6e4tcOZUSfFJEmS9kuMkcszWVcnSpLu6tpS3vPEVPMsxSSpzs1WJsVOeKaYmtzVxfLu8odcnyhJkrRvppYLZAtbnJsYTDqKJKmG7ZQiqXSR074nV42zFJOkOncju053eysD3e1JR5ESdXWpcqCvk2KSJEn75lIqC8C58cFEc0iSatuNbJHNnRKnR3xPrtpmKSZJdW5utcjxwS5CcF+zmtvVxTW621s51u/UpCRJ0n65lMrS3d7Kw0c8t1WSdGfXKjeqWoqp1lmKSVKdu5Fd54TniUlcXcxz5nCvBbEkSdI+upjK8taxAdpavYQkSbqzqeXK9hbXJ6rG+YpGkurc7EqRYwNOxkjXlvKcdXWiJEnSvtnY3uGFG6ucd3WiJOkuri0V6Gpv4Wh/Z9JRpDdkKSZJdWxrp8RCboMTlmJqchvbO8xkCpz1jjRJkqR988Jsjs2dkueJSZLuanI5z+kRt7eo9lmKSVIdm19dJ0Y4Puj6RDW36eUCpQhnRz3rQpIkab9cms4A8KSlmCTpLiaX85wa6Uk6hnRXlmKSVMdmV9YBOO6kmJrcq4vl3eWuT5QkSdo/l1JZjvR1+n5DkvSGdkqRVLrAabe3qA5YiklSHdstxU44KaYmd23JA30lSZL22+WZFc6ND7oKS5L0hm5ki2ztRE6P+J5ctc9STJLq2Gy2CMAx79xUk7u6uMZoXyd9Xe1JR5EkSWoI2cIm15byrk6UJN3V1HIBwPWJqguWYpJUx2ZX1jnU2Ua/RYCa3LWlvFNikiRJ++hSKgvAeUsxSdJdTC67vUX1w1JMkurYjWzR/f4ScHUpz0OeJyZJkrRvLqdWCAHeOjaQdBRJUo2bWs7T2dbC0T6vUan2WYpJUh2bXVnnuOeJqcllC5uk85vekSZJkrSPLqUyvGn0kOupJUl3Nblc4NRIDy0tnkGp2mcpJkl1bHalyMlB78JRc7u6VF7TcPbwoYSTSJIkNYYYI5dnVjjn6kRJ0h5MLec5NeKNqqoPlmKSVKfWt3ZYWtvkxICTYmpu1xYru8tdnyhJkrQvptMF0vlNzk0MJh1FklTjSqXI1HKB0yM9SUeR9sRSTJLq1OzKOoDrE9X0ri6t0doSmBj2BbgkSdJ+uJTKAjgpJkm6q/ncOhvbJSfFVDcsxSSpTt3IFgE44fpENblrS3kmhntob/VljSRJ0n64OJ2lu72VR4/2JR1FklTjJpcKAJy2FFOd8OqRJNWp3VLspJNianLXllzTIEmStJ8upbK89eQAbd50JEm6i6nl8pEGp3xfrjrhqxtJqlM3suX1iccGnBRT84oxMrWc5/Rh70iTJEnaDxvbOzx/Y9XzxCRJezK5XKC9NXDCm7ZVJyzFJKlO3cgWGe3rpLOtNekoUmIWcxsUNndc0yBJkrRPXpjNsblT8jwxSdKeTC3nGR/uobUlJB1F2hNLMUmqUzdWipxwSkxN7tpSeU2Dk2KSJEn749J0BsBSTJK0J5PLBW9UVV2xFJOkOnU9W3Q0XU1vsrK7/IwvwCVJkvbFpVSWI32dHPcGPEnSXeweaeB5YqonlmKSVIdijMxm1y3F1PQ+v7vcizaSJEn74VIqy7nxQUJwDZYk6Y0trnmkgeqPpZgk1aFsYYvi1o6lmJre5FKe8aEe2lp9SSNJkvSgMvlNJpcLnJsYTDqKJKkOTC0XAJwUU13xCpIk1aHr2SIAJ52OUZO7tpT3PDFJkqR9cmkmC3iemCRpbyYr53yf8X256oilmCTVoRuVUuz4gJNial7l3eUe6CtJkrRfLk1nCQHeNjaYdBRJUh2YWi7Q1hI46SYj1RFLMUmqQ7ulmOsT1cwWchsUt3Y4c9g1DZIkSfvhUirLI0f6ONTZlnQUSVIdmFzOMzbU7ZEGqiv+r1WS6tDsyjodbS2M9HYkHUVKzLXKmgbXJ0qSJD24GCOXZ7KuTpQk7dnUcoFTbm9RnbEUk6Q6dD1b5MRAFy0tIekoUmJ2d5e7PlGSJOnBTS4XyBa2ODcxmHQUSVIdiDEyuZzn9IjbW1RfLMUkqQ7dyBZdnaimd205T0driz8LkiRJ++ByKgvgpJgkaU8yhS1y69tMeKOq6oylmCTVoRvZdY4PWASouU0tFRgf7qbViUlJkqQHdimVpaejlUeO9iUdRZJUByaXd7e3OCmm+mIpJkl1ZnO7xHxunZNDlmJqbpPLec54npgkSdK+uJjK8taTA95wJEnak6lKKeaZYqo3lmKSVGfmVtaJEcZcGacmViqVd5f74luSJOnBbWzv8MKNVc8TkyTt2dRygRBgfNjrU6ovlmKSVGdmsgUAz1FSU5vPrbO+VeK0k2KSJEkP7Pkbq2zulDjveWKSpD2aXi5wvL+LzrbWpKNI98RSTJLqzI3sOoDrE9XUJpfK5fAZJ8UkSZIe2KVUFoBz40PJBpEk1Q23t6heWYpJUp25nikCcHygK+EkUnJeO9D3sAf6SpIkPahLqSzH+rs45nsMSdIeTacLnBrxPbnqj6WYJNWZ69kCo32ddLU7nq7mNbmUp6OthRMDTkxKkiQ9qEupLOdcnShJ2qO1jW2W1jaZsBRTHbIUk6Q6cz1b5KTnianJTS7nmRjuoaUlJB1FkiSprqXzm0wtFzg3MZh0FElSnZja3d7i+kTVIUsxSaoz1zOWYtLUcoHT3pEmSZL0wC6/dp7YYKI5JEn1Y3q5fM73xLDvy1V/LMUkqY6USpEbK+ucHLIUU/OKMTKdLjAx7B1pkiRJD+piKktLgLeeHEg6iiSpTkxWSjHPFFM9shSTpDqylN9gc7vkpJia2uLaBoXNHV98S5Ik7YNLqSyPHO2jt7Mt6SiSpDoxnc4z0ttBX1d70lGke2YpJkl15HqmCGAppqb22poGSzFJkqQHEmPkcirLec8TkyTdg8mlgu/JVbcsxSSpjlzPlkuxE5ZiamKvrWlwd7kkSdIDubaUZ6W45XlikqR7Mp0ucHrEIw1UnyzFJKmO3KiUYp4ppmY2vZynJcDYkKWYJN2vEMJXhhBeCiFcCSF84Dbf/wshhE9XPv4whPDkXn+vpPpxKZUF4Nz4ULJBJEl1Y2N7hxsrRSa8UVV1ylJMkurI9UyRvs42Brrd2azmNZUucGKwm442X8ZI0v0IIbQCPwl8FfAE8E0hhCduedo14I/HGN8G/CPgg/fweyXViUupLL0drbzpyKGko0iS6kQqXSRGPOdbdcurSZJUR65ni06JqelNLRd88S1JD+adwJUY49UY4ybwEeB9Nz8hxviHMcZM5eEngLG9/l5J9eNSKsvbxgZpbQlJR5Ek1YnpdB6AU65PVJ2yFJOkOjKTKXqemJredLrAxLAvviXpAZwEUjc9nql87U7+MvBf7/P3SqpR61s7PH9jlXMTg0lHkSTVkcmlyjnf3qyqOmUpJkl15Hq2yElLMTWx1fUt0vlNX3xL0oO53UhIvO0TQ3gP5VLsb93H731/COHZEMKzi4uL9xVUUvV87sYK26XI+fHBpKNIkurIdLpAb0crI70dSUeR7oulmCTVidX1LXLr265PVFObXq7ckeaBvpL0IGaA8ZsejwE3bn1SCOFtwM8A74sxLt/L7wWIMX4wxvh0jPHp0dHRfQkuaf9cnM4COCkmSbonU8t5To30EoKrd1WfLMUkqU5czxQBGLMUUxObqpRiE06KSdKDeAZ4OIRwJoTQAXwj8NGbnxBCmAB+BfiLMcaX7+X3SqoPF1NZTg52c6SvK+kokqQ64jnfqndtSQeQJO3NzGulmC881LymPNBXkh5YjHE7hPDdwG8CrcDPxhg/F0L4zsr3fxr4YWAE+NeVu4C3K1Nft/29ifyHSHogl6azTolJku7JTimSyhT4k28+lnQU6b5ZiklSnZjJlCdknBRTM5teLnD4UAeHOn0JI0kPIsb4MeBjt3ztp2/6/P8A/o+9/l5J9WUht871bJFv+6LTSUeRJNWRG9kiWzvRSTHVNdcnSlKduJ4p0tXe4kGmampTywUmPE9MkiTpgVzaPU9sfDDRHJKk+jKd9pxv1T9LMUmqEzOZIicHuz3IVE1tOl1wdaIkSdIDupTK0tYSeMvJgaSjSJLqiOd8qxFYiklSnZjJFjxPTE1tY3uHGytFJ8UkSZIe0KVUlseP99PV3pp0FElSHZlaztPR2sLxAY/2UP2yFJOkOnE9U/Q8MTW1VLpIjLi7XJIk6QHslCKXU1lXJ0qS7tl0usDYUDetLW4xUv2yFJOkOrC2sU2msMVJSzE1sel0HrAUkyRJehBXFtbIb+5wfmIw6SiSpDoztVxwdaLqnqWYJNWB65kigOsT1dRe210+7JlikiRJ9+tSKgPgpJgk6Z7EGMvnfHukgeqcpZgk1YGZTLkMcH2imtnUcoHejlYOH+pIOookSVLdujidZaC7nTOHvdFIkrR36fwmaxvbTIz494fqm6WYJNWB69ndSTFLMTWv6XSB8eEeQnB3uSRJ0v26VDlPzNdUkqR7MZ0u37DtpJjqnaWYJNWBmUyRjrYWDvd2Jh1FSsx0usCEL74lSZLu29rGNi/P51ydKEm6Z6+VYp4ppjpnKSZJdWAmU2BssJuWFu/mVHOKMZKyFJMkSXogn57JUopwbmIw6SiSpDqze873uO/LVecsxSSpDlzPFDnp6kQ1scXcBhvbJSa8I02SJOm+XUplATg3NphoDklS/ZlaLnC0v5Ou9tako0gPxFJMkurATKbI2JBlgJpXKlO5I82fA0mSpPt2aTrLmcO9DPV2JB1FklRnUukCp4Z7k44hPTBLMUmqcYXNbZbzm4w5KaYmtru73DUNkiRJ9yfGyMVU1vPEJEn3ZSqdd3uLGoKlmCTVuBvZIoClmJpaKu3PgSRJ0oO4sbLOYm6D854nJkm6R+tbO8yvbnDKG1XVACzFJKnGWQZI5Ukxd5dLkiTdv0vTWQAnxSRJ92x3e4uTYmoElmKSVOM8S0kq7y73Z0CSJOn+XZzO0NHWwmPH+pOOIkmqM1PLlVLMSTE1AEsxSapxM5kinW0tjPZ1Jh1FSkwqXfDFtyRJ0gO4lMry1pMDdLR5KUiSdG92J8VOjfQmnER6cL4SkqQal0oXODnUTQgh6ShSIja3S8yurjNmKSZJknRftnZKfOb6iqsTJUn3ZXo5T19nG0M97UlHkR6YpZgk1bhUxrVxam7Xs0VidE2DJEnS/XpxNsfGdslSTJJ0X6bSBSZGerxhWw3BUkySalwqXWR8uDvpGFJiUundc/X8OZAkSbofl1IZAM5PDCYbRJJUl6aXC5wa8UZVNQZLMUmqYavrW6wUt5wUU1Pb3V0+4QtwSZKk+3IxleXwoU5ODnqTkSTp3uyUIjOZIuNub1GDsBSTpBo2ky4C+MJDTS2VKdDR2sLRvq6ko0iSJNWlS9NZzo0PuvZKknTP5lbX2dwpcWq4N+ko0r6wFJOkGpbKlCdkxlwbpyaWShcYG+qmpcWLOJIkSfcqW9jk6lLe1YmSpPsytZwHcH2iGoalmCTVsM+fpeQLDzWv6XTBaUlJkqT7dCmVBTxPTJJ0f6aXK0ca+L5cDcJSTJJq2EymyKHONgZ72pOOIiUmlS4yPuy0pCRJ0v24lMoSArxtbDDpKJKkOjSVLtDeGjjhuZRqEJZiklTDZjLltXHu/lezWilusVLc8o40SZKk+3RxOsujR/s41NmWdBRJUh2aThcYG+qh1SMN1CAsxSSphqXSRcZcnagm5gpRSZKk+1cqRS6lsq5OlCTdt+lljzRQY7EUk6QaFWMklSm4Nk5N7bVSzBfgkiRJ9+zacp6V4hbnx4eSjiJJqlPT6QKnfE+uBmIpJkk1KlPYorC544SMmloqYykmSZJ0vy5NZwE456SYJOk+rBQ80kCNx1JMkmqUEzJS+Y60/q42Brrbk44iSZJUdy6mMvR1tvGm0UNJR5Ek1aFpr02pAVmKSVKN+vyEjOsT1bxmMkUmRnzxLUmSdD8uTmd5cnyQlpaQdBRJUh3aLcVO+b5cDcRSTJJqVCpdBGDM9YlqYjOZImOD/gxIkiTdq+LmDi/O5Tg3Pph0FElSnXJSTI3IUkySalQqU2Cop51DnW1JR5ESEWNkJlNgbMhpSUmSpHv1mesr7JQi5z1PTJJ0n6bTeUZ6O7w2pYZiKSZJNSqVLjAx0pt0DCkxy/lN1rdKlmKSJEn34eJ0BsBJMUnSfZtOFzzSQA3HUkySalQqXWDcMkBNbCbjClFJkqT7dXE6y6mRHkYOdSYdRZJUp6bTBSZcnagGYykmSTVopxSZyRR94aGmNpMp7y4fG7YcliRJuleXUlmnxCRJ921rp8SN7LrXptRwLMUkqQbNrhTZLkVfeKip7U6KnRy0FJMkSboXsytF5lbXOW8pJkm6TzeyRXZKkXGvTanBWIpJUg1KpctlgC881MxmMgUGe9rp62pPOookSVJduTidBeD8xFCyQSRJdWs6Xd7ecsprU2owlmKSVINSlRceToqpmc1kiox5rp4kSdI9u5TK0tHWwuPH+5OOIkmqU7ul2MSI16bUWCzFJKkGTacLtLYEjg90JR1FSsxMpsjYoC++JUmS7tXF6QxvOdFPR5uXfSRJ92d6uUBHawtH+7w2pcbiqyNJqkHT6QInB7tpa/WPaTWnGCMzmYKTYpIkSfdoa6fEp2dWXJ0oSXog0+kCY8PdtLSEpKNI+8qrrZJUg1KZAuPDlgFqXsv5Tda3SpZikiRJ9+jF2Rwb2yXOTwwmHUWSVMem0wXPE1NDshSTpBqUShc8T0xNbSZTBGBsyJ8DSZKke3EplQHg3PhgskEkSXUrxsj0stem1JgsxSSpxuQ3tlla22TcFx5qYjOZ8oG+Y05MSpIk3ZOL01lG+zo5OejrKEnS/ckWtshtbHttSg3JUkySaszuhMy4EzJqYrs/B17MkSRJujcXU1nOjw8SgmfASJLuz3S6fKOqk2JqRJZiklRjfOEhlSfFBnva6etqTzqKJElS3cjkN7m2lOec54lJkh7A7rWpUyO9CSeR9p+lmCTVGEsxqTwpNjbklJgkSdK9uDSTBeD8+FCyQSRJdW332tS4RxqoAVmKSVKNSaUL9HW2MdjjhIya10ymyNigxbAkSdK9uDidpSXA28YGko4iSapj08sFDh/qpKejLeko0r6zFJOkGpNKFxgb7vEMADWtGCMzmYKTYpIkSffo4nSGR4720dvpRUxJ0v2bTheYcEpMDcpSTJJqzHS6wLhlgJrYcn6T9a2SpZgkSdI9KJUil1NZzk+4OlGS9GCm0wXPE1PDshSTpBpSKsXKCw/Xxql5zWSKAIwN+XMgSZK0V1eX8qyub3N+fDDpKJKkOra5XeLGSpFxz7pXg7IUk6Qasri2wcZ2iQnvxlETm8mUD/Qdc1WDJEnSnl2czgDw1KnBZINIkura9WyRGHGLkRqWpZgk1ZCp5XIZMOHdOGpiu5NiJwd9AS5JkrRXF1NZ+rraOHv4UNJRJEl1bDpdvjbl+kQ1KksxSaohU8t5AE5ZiqmJXc8UGehup6+rPekokiRJdePCVIZz44O0tISko0iS6thuKeYN22pUlmKSVEOm0wVaWwInHVFXE7ueLTolJkmSdA/WNrZ5eT7H+YmhpKNIkupcKl2go62FI32dSUeRqsJSTJJqyHS6wInBLtpb/eNZzetGtsgJSzFJkqQ9+/RMllKEpyYGk44iHbgQwleGEF4KIVwJIXzgDs/50hDCpRDC50IIv1/52ngI4XdDCC9Uvv59B5tcqk2pdIHxoW4nj9Ww2pIOIEn6vKnlguPpanrXM0XefXYk6RiSJEl14+J0FoBz44OJ5pAOWgihFfhJ4CuAGeCZEMJHY4zP3/ScQeBfA18ZY5wOIRypfGsb+OsxxgshhD7guRDCb9/8e6VmNJ0uMO61KTUwRxEkqYZMpwtMDHuQqZrX6voWuY1tTgx2JR1FkiSpblycznJ2tJfBno6ko0gH7Z3AlRjj1RjjJvAR4H23POfPA78SY5wGiDEuVH6djTFeqHyeA14ATh5YcqkGxRiZ9oZtNThLMUmqEbn1LdL5TU6N+MJDzet6pgjAyUF/DiRJkvYixsilVIbz454npqZ0Ekjd9HiG1xdbjwBDIYTfCyE8F0L4llv/ISGE08B54JPVCirVg5Vi+UZVSzE1MtcnSlKNmE4XAHzhoaZ2I1suxZwUkyRJ2puZTJGltU3Oe56YmtPtDj2KtzxuA94OfDnQDfyvEMInYowvA4QQDgG/DHx/jHH1tv+SEN4PvB9gYmJin6JLtWf32pTrE9XInBSTpBoxvWwpJl2vlGInh7oTTiJJklQfLkxnACzF1KxmgPGbHo8BN27znI/HGPMxxiXgD4AnAUII7ZQLsQ/HGH/lTv+SGOMHY4xPxxifHh0d3df/AKmWpNLl9+Rem1IjsxSTpBoxVbkbx/WJambXs0U6Wls43NuZdBRJkqS6cHE6S09HK48e7Us6ipSEZ4CHQwhnQggdwDcCH73lOb8G/LEQQlsIoQd4F/BCCCEA/w54Icb44weaWqpRToqpGbg+UZJqxHS6wHBvB31d7UlHkRJzPVPkxGAXLS2324IiSZKkW12czvC2sQHaWr3vWc0nxrgdQvhu4DeBVuBnY4yfCyF8Z+X7Px1jfCGE8HHg00AJ+JkY42dDCF8M/EXgMyGES5V/5N+JMX7s4P9LpNownS4w0tvBoU5rAzUu/9ctSTVierngnThqetezRVcnSpIk7dH61g6fu7HKd3zJ2aSjSImplFgfu+VrP33L438G/LNbvvY/uP2ZZFLTSqULjHltSg3O24gkqUZMpfOc8oWHmtyNbJETA5ZikiRJe/G5GytslyLnxweTjiJJagDT6YLnianhWYpJUg3Y2ilxI7vueWJqapvbJRZyG06KSZIk7dHF6SwA5yYGE80hSap/2zslbmSLTAz7nlyNzVJMkmrAjWyRnVJ0faKa2tzKOjHCiUFfgEuSJO3FxeksY0PdHOnrSjqKJKnOza6ss12KToqp4VmKSVINmFouALg+UU1tJlv+ORizFJMkSdqTC9MZzk8MJR1DktQAUunye3Jv2FajsxSTpBowVXnhcfpwb8JJpOTcyK4DTopJkiTtxexKkdmVdc8TkyTti+nKtSknxdToLMUkqQZMLeXpam/hSF9n0lGkxFzPFAE4Puj6H0mSpLu5VDlP7KlTTopJkh7cdLpAW0vg+IA3qqqxWYpJUg2YXC5wariXEELSUaTE3MgWGe3rpLOtNekokiRJNe9iKktHWwtPHO9POookqQGkMkVODnXT2uK1KTU2SzFJqgHT6TynRhxPV3O7ni1y0tWJkiRJe3JxOsNbTvTT0ealHUnSg5tOF1ydqKbgKydJSlipFJlaLliKqendsBSTJEnak62dEp+eWeH8hKsTJUn7I5UuMG4ppiZgKSZJCZvPrbOxXeLUSG/SUaTExBjLk2JDlmKSJEl38+Jsjo3tEucnBpOOIklqALn1LdL5TSfF1BQsxSQpYZNLBQBOW4qpiS2tbbKxXXJSTJIkaQ8uTGcAnBSTJO2LVLoIYCmmpmApJkkJm07nAVyfqKZ2I1t+AX7CUkySJOmuLk5nONLXyYmBrqSjSJIaQCpTvmHbUkzNwFJMkhI2uVygvTVw3De0amKfL8X8OZAkSbqbi6ks5ycGCSEkHUWS1ABS6XIpNj5kKabGZykmSQmbWs4zPtRDW6t/JKt53VhZB+DEgJNikiRJb2R5bYOp5QJPuTpRkrRPptMF+rvaGOhpTzqKVHVegZWkhE0uFZhwdaKa3Gy2SFd7C4O+AJckSXpDF6ezAJwbH0w0hySpcaTSBcZdnagmYSkmSQmKMTKdLnB6pDfpKFKiZlfWOTHQ7QogSZKku7iYytDWEnjb2GDSUSRJDWI6XfA8MTUNSzFJStByfpO1jW1OOSmmJndjpciJQVcnSpIk3c2FqSyPH++nu6M16SiSpAZQKkVmMkUnxdQ0LMUkKUFTy3kAJ8XU9G5kixwf6Eo6hiRJUk3b3ilxeSbLUxODSUeRJDWIxbUNNrZLjA95o6qag6WYJCVocqkA4JliampbOyUWchscd1JMkiTpDb08v0Zhc4fzE0NJR5EkNYhUunxtykkxNQtLMUlK0FS6QEuAMe/GURObX10nRjjhpJgkSdIbujCdAeApSzFJ0j6ZthRTk7EUk6QETS3nOTHYTWeb5wGoec2urAM4KSZJknQXF6YzHD7Uwfiwr5skSfsjlS4SApz0PbmahKWYJCVocrnAKVcnqsndyBYBJ8UkSZLu5tJ0lnPjQ4QQko4iSWoQqUyBo31ddLV7w7aag6WYJCVocinP6ZHepGNIiXJSTJIk6e4y+U2uLuV56tRg0lEkSQ1kOl1wAllNxVJMkhKSyW+yUtyyFFPTm80W6e9q41BnW9JRJEmSatalVBaA8+OeJyZJ2j8z6YLniampWIpJUkIml/MAnD5sKabmdj27zgmnxCRJkt7QhekMrS2BJ8cHko4iSWoQG9s7zK6uMz5kKabmYSkmSQnZLcXOHPaFh5rb7EqR454nJkmS9IYuTGd47FgfPR1O10uS9seN7DoxwoSTYmoilmKSlJBrSwVCwBF1Nb3ZlXXPE5MkSXoDO6XI5dQK5ycGk44iSWog0+kC4LUpNRdLMUlKyNRynhMD3XS2tSYdRUrM+tYO6fwmJ5wUkyRJuqNXFnKsbWzz1ITniUmS9k+qUoo5KaZmYikmSQmZXMpzxvPE1ORmV9YBOD7gpJgkSdKdXJjKAliKSZL2VSpdoKOthSN9nUlHkQ6MpZgkJSDGyLWlPKc9T0xNbjZbBOD4oJNikiRJd3JxOsNwbwenRnz/IEnaP6lMgbHBblpaQtJRpANjKSZJCcgWtlhd3+b0iJNiam43KpNiJz1TTJIk6Y4uTGc4Pz5ICF60lCTtn+l0wfPE1HQsxSQpAdeW8wCWYmp6u5NixzxTTJIk6bZWClu8upjn/MRg0lEkSQ0mlS4yPuxNqmoulmKSlIDJpUop5plianI3VoocPtRBZ1tr0lEkSZJq0sVUBvA8MUnS/lopbrFS3GLCSTE1GUsxSUrA5FKeloB346jp3ciuc3zAnwNJkqQ7uTCdpSXA28YHk44iSWogqXQBgPEhSzE1F0sxSUrA5HKBE4PdTseo6c2uFDnu6kRJkqQ7ujid4ZGjfRzqbEs6iiSpgcxkKqWYk2JqMpZikpSAyeU8Z1ydKDGbXefEoJNikiRJt1MqRS6lsjx1ytWJkqT9NZ22FFNzshSTpAMWY+TaUp7TI5Ziam659S1yG9tOikmSJN3BlcU1cuvbnicmSdp3qXSR/q42Brrbk44iHShLMUk6YJnCFrn1bU47KaYmN7+6DsAxSzFJkqTbujidAeD8xGCyQSRJDWc6XWBixCkxNR9LMUk6YNeW8gCc9oWHmtzcygYAx/otxSRJkm7nwlSWwZ52znpDnSRpn6UyBcaHvDal5mMpJkkHbHK3FPONrZrc7EoRgOMDnikmSZJ0OxemM5wfHySEkHQUSVIDKZUiM5mi54mpKVmKSdIBm1zO09oSvBtHTW9upbw+8Uh/Z8JJJEmSas9KcYsri2uc9zwxSdI+W1zbYHO7xPiQN6mq+ViKSdIBu7qUZ3yom442/whWc5tdXWekt4Ou9tako0iSJNWcS6ksMcJTlmKSpH2WShcAGHNSTE3IK7KSdMCuLeZdnShRnhQ76nlikiRJt3VhKkMI8OT4QNJRJEkNZrpSirnFSM3IUkySDlCMkcnlPGcsxSTmVtY5PmApJkmSdDsXpjM8erSPvq72pKNIkhpMKl0+43vM9YlqQpZiknSAFnIbFDZ3OGspJjG3us4xSzFJkqTXKZUil1JZnjrl6kRJ0v5LZQoc6ev0OAM1JUsxSTpAVxfzAJw5fCjhJFKy1rd2SOc3nRSTJEm6jSuLa+TWtz1PTJJUFal0gXHPE1OTshSTpAN0balcip0+7AsPNbf51XUAjg24qkGSJOlWz01lAHhqYjDZIJKkhjSTKTJhKaYmZSkmSQdocjlPR1sLJywC1OTmViqlWL+TYpIkSbe6MJVhqKfds4glSftua6fE7EqRcc8TU5NKpBQLIQyHEH47hPBK5dc77gMIIbSGEC6GEH7jIDNKUjVcXcxzZqSXlpaQdBQpUXOvTYpZikmSJN3qwnSGpyaGCMH3DZKk/XUjW6QUYcxJMTWppCbFPgD8TozxYeB3Ko/v5PuAFw4klSRV2bWlNe/2lIDZFUsxSZKk28kWNnl1Mc9TpzxPTJK0/1LpIgDjQ5Ziak5JlWLvA36u8vnPAX/mdk8KIYwB/xvwMwcTS5KqZ6cUmU4XOG0pJjG3sk5fVxuHOtuSjiJJklRTLqayAJz3PDFJUhWkMgUAxoddn6jmlFQpdjTGOAtQ+fXIHZ73L4C/CZQOKJckVc31TJGtnchZSzGJ2ZWi54lJkiTdxoWpDC0BnhwbTDqKJKkBpdIF2loCxz3vXk2qardnhxD+G3DsNt/6oT3+/q8GFmKMz4UQvnQPz38/8H6AiYmJvQeVpANydWkNgDOjlmLS3OqGqxMlSZJu48J0hseO9dPrRL0kqQpSmSInBrtp9bx7NamqvcKKMf6JO30vhDAfQjgeY5wNIRwHFm7ztC8C3htC+NNAF9AfQvgPMcZvvsO/74PABwGefvrp+OD/BZK0v64t5QE8U0wC5laKPHp0NOkYkiRJNWWnFLk0neXPPnUy6SiSpAaVShdcnaimltT6xI8Cf6ny+V8Cfu3WJ8QY/3aMcSzGeBr4RuC/36kQk6R6MLmUp6+zjZHejqSjSIna2imxkNvgmKsaJEmSvsDL8znymzu8/dRQ0lEkSQ0qlS4wPtSTdAwpMUmVYv838BUhhFeAr6g8JoRwIoTwsYQySVJVXV3Kc2a0lxAcT1dzW8xtECOeKSZJknSLC9MZAJ6asBSTJO2//MY2y/lNxoctxdS8EllQHWNcBr78Nl+/Afzp23z994Dfq3owSaqia0t57/iUgNmVdQCOe6aYJEnSF7gwlWWkt4MJL1ZKkqpgJlMEYGzIzS1qXklNiklSU1nf2uF6tsjpEc8Tk+ZXy6XYMUsxSZKkL3BhOsP5iSG3S0iSqiKVLgB484WamqWYJB2A6XSBGOHsqKWY5KSYJEnS66Xzm1xbyvPUqcGko0iSGlQqUy7FXJ+oZmYpJkkH4OriGgAPjR5KOImUvLmVIp1tLQx0tycdRZIkqWZcrJwn9nbPE5MkVUkqXaS7vZWR3o6ko0iJsRSTpAPw6mIegNOHnRST5lY3ODbQ5VogSZKkm1yYztDWEnjb2GDSUSRJDSqVKTA+3O37cTU1SzFJOgBXF/Mc7e/kUGdb0lGkxM2vrHO039WJkiRJN7swleXx4/10d7QmHUWS1KBS6QLjQ65OVHOzFJOkA3B1aY2zh12dKAHM59Y5ZikmSZL0mu2dEpdSWZ6aGEw6iiSpQcUYmckUPU9MTc9STJIOwLWlPGdHXZ0oxRiZW1nnaH9n0lEkSZJqxotzOYpbOzx1yvPEJEnVkS1ssbaxzdhQd9JRpERZiklSlaXzm2QLW5zxPDGJ1eI2G9sl1ydKkiTd5OJ0BoCnJizFJEnVkcoUAJwUU9OzFJOkKru6uAbAQ6OuT5TmVtcBLMUkSZJucmE6y+FDnd69L0mqmlS6COCZYmp6lmKSVGVXF/MArk+UgPlKKXZswFJMkiRp13NTGZ4+NUQIIekokqQG9flJMW/AUHOzFJOkKru6lKe9NXBy0Bcd0muTYn2WYpIkSQCLuQ2m0wWeOjWYdBRJUgNLpQsM9rTT19WedBQpUZZiklRlVxfXODXSS1urf+RKC5VS7Eh/Z8JJJEmSasOFynlibz/leWKSpOpJZYqu6ZWwFJOkqru6lOfsYVcnSlCeFBvsaaervTXpKJIkSTXhwlSGjtYW3nxiIOkokqQGNpMpeJ6YhKWYJFXV9k6JqeU8ZzxPTAJgfnXD1YmSJEk3eW4qw1tO9nvTkCSpakqlyEymyPiwpZhkKSZJVTSTKbK1E3no8KGko0g1YX51naMDlmKSJEkAm9slPn19hacmXJ0oSaqexbUNNrdLjLs+UbIUk6RquraUB+Csk2ISUCnF+jxPTJIkCeBzN1bY3C55npgkqapS6QIAY06KSZZiklRNry6uAXB21EkxaacUWcxtcMxJMUmSJKC8OhHgKUsxSVIVpTLlUswzxSRLMUmqqqtLeQa62xnqaU86ipS4pbUNShGO9FuKSZIkAVyYzjA21M1RXx9JkqoolS4CMOb6RMlSTJKq6eriGmdHewkhJB1FStz86joAx7zoI0mSRIyR56Yyrk6UJFVdKl1gtK+TrvbWpKNIibMUk6QqurqY5yFXJ0oAzK2US7Gj/Z4pJkmSdGNlnfnVDZ6asBSTJFXXTKbIuFNiEmApJklVs7q+xUJuw1JMqpjPbQBOikmSJMHnzxNzUkySVG2pTIHxYc8Tk8BSTJKq5upiHoCzo70JJ5Fqw/zKOq0tgZFDTopJkiRdmMrQ3d7KY8f6ko4iSWpg2zslZlfWGR+yFJPAUkySqubq4hqAk2JSxfzqOqOHOmlt8Yw9SZKk56YynBsfpK3VSzOSpOqZXVlnpxQZH3Z9ogSWYpJUNa8urtHWEjg14p04EsDc6rrniUmSJAGFzW2en111daIkqepS6QKAk2JShaWYJFXJqwt5JkZ6aPfOTwmAhdUNjnqemCRJEp+eWWGnFHnq1GDSUSRJDS6VqZRinikmAZZiklQ1ry6uuTpRukl5UsxSTJIk6bmpDADnx50UkyRVVypdpCXAsQHfj0uwh1IshPDPQwhvPogwktQotndKTC0XODvam3QUqSasb+2wUtzyRbgkSRJwYSrDQ6O9DPV2JB1FktTgZjIFjg90u8lIqtjLT8KLwAdDCJ8MIXxnCGGg2qEkqd7NZIps7pScFJMq5lfXATjS55likiSpucUYuTCd8TwxSdKBSGWKjA93Jx1Dqhl3LcVijD8TY/wi4FuA08CnQwi/EEJ4T7XDSVK9enVxDcBSTKpYyG0AuD5RkiQ1vWtLeTKFLUsxSdKBSKULjA95npi0a08zkyGEVuCxyscScBn4wRDCR6qYTZLq1udLMdcnSnDTpFi/k2KSJKm57Z4n9tSEpZgkqbrWt3ZYyG0wPmwpJu1qu9sTQgg/DnwN8N+B/yvG+KnKt/5pCOGlaoaTpHp1dTHP4UMdDPZ4RoAEsLBanhQ70uekmCRJam4XpjP0d7W5VUKSVHUzmSKA6xOlm9y1FAM+C/zdGGPhNt975z7nkaSG8OriGmcP+yZX2rWQ26C9NTDU0550FEmSpERdmMry1KkhWlpC0lEkSQ0ulSlf0nd9ovR5e1mf+BduLcRCCL8DEGNcqUoqSapzry7meeiIqxNrVQjhq0MIe1ohrP2xkFtn9FAnIXjxR5L2Uwjh2RDCd4UQ3MMm1YHV9S1eXsjxdlcnSpIOwO6k2JilmPSaO14QDCF0hRCGgcMhhKEQwnDl4zRw4sASSlKdyeQ3Sec3XYdS274ReCWE8KMhhMeTDtMMFnMbHOl3daIkVcE3Un5/9kwI4SMhhD8VvANBqlkXpjLECE+dshSTJFXfTLpAR2sLR/o831va9UZ3yf8V4DngMeBC5fPngF8DfrL60SSpPl1dWgOwFKthMcZvBs4DrwIfCiH8rxDC+0MIfQlHa1gLqxu+CJekKogxXokx/hDwCPALwM8C0yGEf1C5yVFSDbkwlaG1JXBufDDpKJKkJpDKFBgb6nZlr3STO5ZiMcZ/GWM8A/yNGOOZmz6ejDH+PweYUZLqyqsLecBSrNbFGFeBXwY+AhwH/ixwIYTwPYkGa1DzuXWO9FuKSVI1hBDeBvwY8M8o/932dcAq8N+TzCXp9Z6bzvD48T56O/dyxLskSQ9mJlNkbNjVidLN7vgqLITwZTHG/w5cDyH877d+P8b4K1VNJkl16tXFNTraWjg51J10FN1BCOG9wLcBDwE/D7wzxrgQQugBXgB+Isl8jWZje4dsYYsjfa5PlKT9FkJ4DsgC/w74QIxxo/KtT4YQviixYJJeZ3unxMXpLH/u7WNJR5EkNYlUusBbTg4kHUOqKW90a9Ifp3xn4dfc5nsRsBSTpNu4srDG2cO9tDqaXsu+Dvj/xBj/4OYvxhgLIYRvTyhTw1rMla/Puj5Rkqriz8UYr978hRDCmRjjtRjj625ulJScF+dyFDZ3PE9MknQg1ja2yRS2GB9yUky62R1LsRjj36/8+m0HF0eS6t+VxTXvwql9s7cWYiGEfxpj/Fsxxt9JKlSjWqiUYkf7nRSTpCr4JeCp23zt7QlkkfQGnpvKAPD0aY/7kyRV30ymAMCYm4ykL3DHM8V2hRD+rxDC4E2Ph0II/7iqqSSpTq1v7ZBKFzxPrPZ9xW2+9lUHnqJJLKyWS7FRJ8Ukad+EEB4LIXwtMBBC+N9v+vhWwLsQpBr03FSGY/1dnBjwR1SSVH2pdBGAcc8Uk77AXk52/aoY49/ZfRBjzIQQ/jTwd6sXS5Lq07WlPKUIbzpiKVaLQgh/FfhrwEMhhE/f9K0+4H8mk6rxLeTWATjSbykmSfvoUeCrgUG+cOV9DviOJAJJemPPTWV4++khQnDNuiSp+nYnxcadFJO+wF5KsdYQQufugc0hhG7Aq1qSdBuvLq4B8CYnxWrVLwD/FfgnwAdu+nouxphOJlLjW1jdoCXASK8vHyRpv8QYfw34tRDCH4kx/q+k80h6Y3Mr61zPFvnLX3wm6SiSpCaRShfpbm9luLcj6ShSTdlLKfYfgN8JIXwIiMC3Az9X1VSSVKeuLKwRApwd7U06im4vxhgnQwjfdes3QgjDFmPVsZBb5/ChTlpbvCtakvZLCOFvxhh/FPjzIYRvuvX7McbvTSCWpDvYPU/s7aeGEk4iSWoWM5kC48PdTihLt7hrKRZj/NHKiqk/UfnSP4ox/mZ1Y0lSfbqysMb4UA9d7a1JR9Ht/QLlVVPPUb7R4+ZXhhE4m0SoRreQ2+Bov2dnSNI+e6Hy67OJppC0J89Opelqb+GJE/1JR5EkNYlUpsjYkOeJSbfay6QYwEWgnfIFw4vViyNJ9e3KwprnidWwGONXV351b80BWljd4LgHykvSvoox/nrlV7d4SHXgwlSGJ8cGaW9tSTqKJKkJxBiZSRd452knlKVb3fXVWAjh64FPAV8HfD3wyRDC11U7mCTVm51S5OpSnodcnVjzQgh/NoQwcNPjwRDCn0kwUkNbyG1wpN/zxCSpGkIIvx1CGLzp8VAIwc0eUg0pbu7wuRurPO2FSUnSAVktbpPb2GZ82Ekx6VZ7mRT7IeAdMcYFgBDCKPDfgF+qZjBJqjczmQKb2yUnxerD348x/urugxhjNoTw94H/klykxrS9U2I5v8Fon5NiklQlozHG7O6DGGMmhHAkwTySbnF5Jst2KXqemCTpwKQyBQDGhroTTiLVnr3M7bfsFmIVy3v8fZLUVF5dXAOwFKsPt/t7bK8rhXUPltY2iRGO9DkpJklVshNCmNh9EEI4RXntvaQa8dxUBoCnJizFJEkHY+a1UsxJMelWe7kA+PHK+o1frDz+BuBj1YskSfXpykKlFBvtSziJ9uDZEMKPAz9J+cLh9wDPJRupMS3k1gFLMUmqoh8C/kcI4fcrj78EeH+CeSTd4rmpDG86cojBno6ko0iSmkQqXQRg3FJMep27lmIxxv8zhPC1wBcBAfjgzSunJEllVxbWOHyok4Ge9qSj6O6+B/h7wH+k/HfbbwHflWiiBrWwugHA0X7XJ0pSNcQYPx5CeAp4d+VLPxBjXEoyk6TPK5UiF6Yz/KknjiUdRZLURFKZAn1dbV6jkm5jT6uiYoy/DPxylbNIUl27srDGQ6O9ScfQHsQY88AHQgj9QCnGuJZ0pka1kCuXYkf6nRSTpCr6o5QnxHb9RlJBJH2hq0trZAtbvP20qxMlSQdnJlN0Sky6gzueDRZCyIUQVm/zkQshrB5kSEmqdTFGriyseZ5YnQghvDWEcBH4DPC5EMJzIYS3JJ2rEc2vrhMCHD5kKSZJ1RBC+L+B7wOer3x8XwjhnySbStKu3fPE3n7KUkySdHBS6QJjQ91Jx5Bq0h0nxWKMHoojSXu0uLbB6vq2pVj9+DfAD8YYfxcghPClwAcp32mvfbSQ22C4p4P21jvehyNJejB/GjgXYywBhBB+DrgI/O1EU0kC4NnJDEM97Zw97EYJSdLBiDEykynyJY+MJh1Fqkl7ukIVQvjiEMK3VT4/HEI4U91YklRfXl3IA1iK1Y/e3UIMIMb4e4BXKqpgMbfBaJ9TYpJUZYM3fT6QVAhJr/fcdIa3nxoihJB0FElSk1jOb1Lc2nFSTLqDu54pFkL4+8DTwKPAh4AO4D8AX1TdaJJUP64slo+kshSrG1dDCH8P+PnK428GriWYp2EtrlmKSVKV/RPgYgjhd4FA+Wwxp8SkGpDOb3J1Mc/XvX0s6SiSpCaSShcAPFNMuoO9TIr9WeC9QB4gxngDcLWiJN3kynyOQ51tHOvvSjqK9ubbgVHgV4BfrXz+bYkmalBLTopJUlXFGH8ReDflv9N+BfgjMcaPJJtKEsCFynliT58aTjiJJKmZzGSKAIwPW4pJt3PXSTFgM8YYQwgRIITgeilJusUrC2u86cgh16LUiRhjBvjepHM0uhij6xMlqUpCCE/d8qWZyq8nQggnYowXDjqTpC/07FSG9tbA28bcaipJOjipTHlSzPWJ0u3tpRT7TyGEfwMMhhC+g/Ld9f+2urEkqb68srDGl3qAac0LIfw6EO/0/Rjjew8wTsNbLW6zuVNi9JClmCRVwY+9wfci8GUHFUTS7T03lebNJwboam9NOookqYnMZIoM93bQ27mXS/9S87nrT0aM8Z+HEL4CWKV8rtgPxxh/u+rJJKlOZAubLOY2PE+sPvzzpAM0k8W1dQAnxSSpCmKM70k6g6Q729je4fLMCt/y7lNJR5HqQgihE/ha4DQ3Xa+MMf7DpDJJ9SqVLjglJr2Bu5ZiIYQfAP6zRZgk3d6VhTUAHj5qKVbrYoy/v/t5CKEbmIgxvpRgpIa2kNsALMUkqZpCCD3AD1L+O+39IYSHgUdjjL+RcDSpqX32+iqb2yWePj2UdBSpXvwasAI8B2wknEWqazOZIk8c7086hlSz9jJD2Q/8ZgghDXwE+KUY43x1Y0lS/XitFDvSl3AS7VUI4WsoT411AGdCCOeAf+j6xP21WCnFjliKSVI1fYjyBcQ/Wnk8A/xnwFJMStBzU2kA3n5qOOEkUt0YizF+ZdIhpHpXKkWuZ4r8yTcfTTqKVLNa7vaEGOM/iDG+Gfgu4ATw+yGE/1b1ZJJUJ15ZWKOrvYWTg46m15EfAd4JZAFijJcor+nQPtotxUYPdSWcRJIa2kMxxh8FtgBijEUgJBtJ0jOTGU6P9DgxL+3dH4YQ3pp0CKneLeQ22NwpMTbUk3QUqWbdy2l7C8AcsAwcqU4cSao/ryys8aYjh2hp8fpTHdmOMa6E4P/PqmlpbZOO1hb6uz3cV5KqaLOyEjgChBAewrVTUqJijFyYyvClj3rpRLoHXwx8awjhGuW/xwIQY4xvSzaWVF9mMgUAzxST3sBezhT7q8A3AKPALwHfEWN8vtrBJKleXJnP8a6zI0nH0L35bAjhzwOtlbNXvhf4w4QzNZzF3AajfZ1YPkpSVf0I8HFgPITwYeCLgG9NMpDU7K4t5VnOb3qemHRvvirpAFIjSFVKsXEnxaQ72sut26eA76+slpIk3SS3vsWNlXXedORQ0lF0b74H+CHKdyD+AvCbwD9ONFEDWlzb4LArgySpqmKMvxVCeA54N+W76r8vxriUcCypqT07lQHg6VOWYtJexRinQghPAn+s8qX/X4zxcpKZpHo0ky4CTopJb+SupViM8QMHEUSS6tGri3kAS7H682iM8YcoF2OqksXchmftSVKVhRA+Cvwi8NEYYz7pPJLguckMA93tPDTqewRpr0II3wd8B/ArlS/9hxDCB2OMP5FgLKnuzGSKjPZ10tXemnQUqWa1JB1AkurZK/M5AB62FKs3Px5CeDGE8I9CCG9OOkyj2l2fKEmqqh+jfFf98yGE/xxC+LoQQlfSoaRm9uxUmrefGvLMYene/GXgXTHGH44x/jDlCejvSDiTVHdSmYJTYtJdWIpJ0gO4srhGR2sLE8Puaq4nMcb3AF8KLAIfDCF8JoTwd5NN1Vh2SpF03lJMkqotxvj7Mca/BpwFPgh8PbCQbCqpeWXym7y6mOftrk6U7lUAdm56vFP5mqR7MJMpep6YdBeWYpL0AK7Mr3F2tJe2Vv84rTcxxrkY478CvhO4BPxwsokay3J+g1LEUkySDkAIoRv4Wsp/p70D+LlkE0nN67nKeWLvOD2ccBKp7nwI+GQI4UdCCD8CfAL4d8lGkurLTilyI1t0Uky6izueKRZCyAHxdt8CYoyxv2qpJKlOvLKwxtvGBpKOoXsUQngc+Abg64Bl4CPAX080VINZzG0AMHrIUkySqimE8B+BdwEfB34S+L0YYynZVFLzemYqTXtr8D2CdI9ijD8eQvg94IspX3v8thjjxWRTSfVlbnWd7VJk3G1G0hu6YykWY+w7yCCSVG+KmzukMgW+9qmxpKPo3n0I+EXgT8YYbyQdphG9Voo5KSZJ1fYh4M/HGHfu+kxJVffcZIa3nBygq7016ShSXQgh9McYV0MIw8Bk5WP3e8MxxnRS2aR6k0oXAJwUk+7ijqXYrUIIR4DXDmyOMU5XJZEk1YlXF9eIER4+eijpKLpHMcZ3J52h0e2WYkcsxSSpqmKMH086g6Syje0dPn19hb/0R04lHUWqJ78AfDXwHF+4sSpUHp9NIpRUj2YyRQDPFJPu4q6lWAjhvcCPAScoH9h8CngBeHN1o0lSbXtlIQfAm45Yikm3Wlwrl2KHXZ8oSZKaxGevr7C5XeLtpzxPTNqrGONXV349k3QWqd6l0gVCgOODXXd/stTEWvbwnH8EvBt4ufIX1JcD/7OqqSSpDrwyv0ZbS+D0SG/SUaSas5jboK+zje4OVwdJUrWEsvGkc0gqe3YyA8DbTw0lnESqPyGE39nL1yTd2UymyLH+LjrbfB8uvZG9lGJbMcZloCWE0BJj/F3gXHVjSVLte3l+jTOHe+lo28sfpVJzWcxteJ6YJFVZjDEC/yXpHJLKnp3KcHqkx9dA0j0IIXRVzhM7HEIYCiEMVz5OU95aJWmPUpmC54lJe7CXM8WyIYRDwB8AHw4hLADb1Y0lSbXvlYUcbzkxkHQM3YMQwq/zhXvqv0CM8b0HGKehLeY2OOwFIUk6CJ8IIbwjxvhM0kGkZhZj5MJUhi999EjSUaR681eA76dcgD1H+SwxgFXgJxPKJNWl65ki7zrjCl/pbvZSir0PKAI/APwFYAD4B9UMJUm1rri5w3S6wJ89fzLpKLo3/zzpAM1icW2Dx4/3Jx1DkprBe4C/EkKYAvKULybGGOPbko0lNZdrS3mW85u847SrE6V7EWP8l8C/DCF8T4zxJ5LOI9WrrZ0SsytFJ8WkPdhLKfbDMca/BZSAnwMIIfxT4G9VM5gk1bJXF9eIER452pd0FN2DGOPvJ52hWSzmNviSh50Uk6QD8FVJB5D0+fPEnrYUk+5XKYQwGGPMAoQQhoBvijH+62RjSfVhNrtOKcLYcE/SUaSat5eDcL7iNl/zjZekpvbyfA6AR44eSjiJ7kcI4eEQwi+FEJ4PIVzd/Ug6V6NY39oht77teRqSdABijFMxxinK2z3iTR+SDtCzU2kGe9o5e9j3B9J9+o7dQgwgxpgBviO5OFJ9SWUKAE6KSXtwx1IshPBXQwifAR4NIXz6po9rwKcPLqIk1Z6X59dobw2cGulNOoruz4eAn6J8RuZ7gH8P/HyiiRrI0toGAIcPdSScRJIaXwjhvSGEV4BrwO8Dk8B/TTSU1ISencrw9KkhWlrC3Z8s6XZaQgiv/QCFEFoB31BIezRTKcXGh5wUk+7mjSbFfgH4GuCjlV93P94eY/zmA8gmSTXrlfkcZw8for11LwO3qkHdMcbfAULlDvsfAb4s4UwNY2ltE4DDh5wUk6QD8I+AdwMvxxjPAF8O/M9kI0nNZXltg6uLeZ4+PZx0FKme/Sbwn0IIXx5C+DLgF/EmD2nPUukirS2B4wNdSUeRat4dzxSLMa4AK8A3Ve7OOFp5/qEQwqEY4/QBZZSkmvPyQo63jQ0mHUP3bz2E0AK8EkL4buA6cCThTA1jKbc7KWYpJkkHYCvGuBxCaAkhtMQYf7dyBrSkA/LsVPk8sXd4npj0IP4W8H7grwIBuAgcTzSRVEdmMgWOD3TR5s3b0l3dsRTbVblY+CPAPFCqfDkCb6teLEmqXYXNbVLpIl/31HjSUXT/vh/oAb6X8h327wH+UpKBGslr6xM9U0ySDkI2hHAI+APgwyGEBcrrgSUdkGcn03S0tfCWkwNJR5HqVoyxFEL4BHAW+AZgGPjlZFNJ9SOVKXqemLRHdy3FKF84fDTGuFzlLJJUF64srAHwyFEP0a5XMcZnKp+uAd+WZJZGtJwvr08c6fUIAEk6AO8D1oEfAP4CMAD8w0QTSU3mmckM58YG6WxrTTqKVHdCCI8A3wh8E7AM/EeAGON7kswl1ZuZTIEveXg06RhSXdjLPGWK8hpFSRLw8ny5FHv4aF/CSXS/Qgi/HUIYvOnxUAjhNxOM1FAWcxv0dbbR1e6FIUmqthhjPsa4E2PcjjH+XIzxX3lDo3Rwips7fPb6Ck+7OlG6Xy9SPg/za2KMXxxj/AlgJ+FMUl1Z39phfnWDsaGepKNIdWEvk2JXgd8LIfy/wMbuF2OMP161VJJUw16Zz9HR2sLpEV9s1LHDMcbs7oMYYyaE4Jli+2RpbcPViZJUZSGEHOW19q/7FhBjjP0HHElqSpdSWbZLkXecHk46ilSvvpbypNjvhhA+DnyE8t9lkvboRrYI4PpEaY/2UopNVz46Kh+S1NRens9xdrTXw0vrWymEMBFjnAYIIZzi9hcWdR+W1jY4fMiXDJJUTTFGR9alGvDsZJoQ4KkJJ8Wk+xFj/FXgV0MIvcCfobwO+GgI4aeAX40x/laS+aR6MJMpl2Ljw968Le3FXUuxGOM/AAgh9JUfxrWqp5KkGvbKwhrnfdNb734I+B8hhN+vPP4S4P0J5mkoS2ubPHzEM/ck6SCEECZu9/XdGz8kVdczUxkeOdLHQE970lGkuhZjzAMfBj4cQhgG/hzwAcBSTLqLVKYAOCkm7dVdS7EQwluAnweGK4+XgG+JMX6uytkkqebkN7aZyRT5hqfHk46iBxBj/HgI4Sng3ZRXc/xAjHEp4VgNY3ltg3efdYWQJB2Q//emz7uAM8BLwJuTiSM1j51S5OJUhveeO5F0FKmhxBjTwL+pfEi6i5lMkfbWwNH+rqSjSHVhL+sTPwj8YIzxdwFCCF8K/Fvgj1YvliTVpisL5WHZh4+6sagehRAeizG+WCnEAG5Ufp2orFO8kFS2RrG1UyJT2OLwIc8Uk6SDEGN8682PK3/H/ZWE4khN5aW5HLmNbc8TkyQlKpUucGKwm9YWj+OT9mIvpVjvbiEGEGP8vcqeX0lqOi/P5wB45Kir4erUD1Jek/hjt/leBL7sYOM0nnR+E8BSTJISEmO8EEJ4R9I5pGbw7FQagKdPu1pdkpScmUzR1YnSPdhLKXY1hPD3KK9QBPhm4Fr1IklS7Xp5PkdHWwunRrw3oB7FGHfPDfuqGOP6zd8LIbhnYB8s5jYASzFJOighhB+86WEL8BSwmFAcqak8M5nh+EAXJwe9EClJSs5MpsifePxI0jGkutGyh+d8OzAK/Erl4zDwbdUMJUm16qX5NR4+csiR9Pr3h3v8mu7RcmVSbLSvI+EkktQ0+m766KR8xtj7Ek0kNYEYI89cS/P06WFC8L2BJCkZxc0dltY2nBST7sFeJsXeAvxAjHFn9wuVPfWZqqWSpBr18lyOP/rQSNIxdJ9CCMeAk0B3COE8sHsFox/oSSxYA1mqTIqN9DopJkkHIcb4D5LOIDWj69kic6vrvMPViZKkBF3PFgAYG/KShrRXeynFfhN4JoTw9THG+crXfobyWg5JahorhS3mVtd55Fhf0lF0//4U8K3AGOVzxXZLsVXg7ySUqaEsrVXWJ/ZZiknSQQghfPQ2X14BngX+za3rgiXtj2cny/cJP31qOOEkkqRmlsoUARgfdlJM2qu9lGIvAf8M+L0Qwl+OMf4hn7+IKElN4+WFHACPHrUUq1cxxp8LIfw88E0xxg8nnacRLa1t0NXeQm9Ha9JRJKlZXKO87v4XK4+/AZgHHgH+LfAXE8olNbRnJtP0dbbxqDfMSZISNJN2Uky6V3spxWKM8TdCCC8B/zGE8LNArHIuSao5L82VSzEnxepbjLEUQvgrgKVYFSytbXL4UKdna0jSwTkfY/ySmx7/egjhD2KMXxJC+FxiqaQG9+xkhqdODXnWsCQpUTOZIh1tLYwecluLtFcte3hOAIgxvgL8MeBLgLdVM5Qk1aKX53Mc6mzjxEBX0lH04H47hPA3QgjjIYTh3Y+kQzWCpbUNDvtiXJIO0mgIYWL3QeXzw5WHm8lEkhrbSmGLl+ZznicmSUrcTKbI2GA3Ld6kIe3ZXSfFYoznb/o8D3z9zW+6JKlZvDSX45Gjh5yAaQzfXvn1u276WgTOJpCloSytbXJy0OJYkg7QXwf+RwjhVco3NJ4B/loIoRf4uUSTSQ3quek0AE+f9p4qSVKyUpkCJ4c8T0y6F3csxUIIfzPG+KMhhJ/g9usSv7d6sSSptsQYeXk+x1e+5VjSUbQPYoxnks7QqJbWNnhybCDpGJLUNGKMHwshPAw8RrkUezHGuF759r9ILJjUwJ6ZzNDeGnhybDDpKJKkJjeTKfKWk74Hl+7FG02KvVD59dmDCCJJtWxxbYNMYYtHjnqeWCMIIfQAPwhMxBjfX7mY+GiM8TcSjlbXSqVIOr/p+kRJOnhvB05Tfn/3thACMcZ/n2wkqXE9O5nmzScG6O5oTTqKJKmJ5Te2Sec3GXNSTLondyzFYoy/HkJoBd4SY/w/DzCTJNWcl+fWAHjUUqxRfAh4DvijlcczwH8GLMUeQLa4xU4pcvhQR9JRJKlphBB+HngIuATsVL4cAUsxqQrWt3a4nFrhW7/odNJRJElNbiZTBGBsqCfhJFJ9ecMzxWKMOyGEtx9UGEmqVS/N5wB45JilWIN4KMb4DSGEbwKIMRaDh8U9sKW1DQAO9zkpJkkH6GngiRjj7VbeS9pnn55ZYXOnxDs8T0ySlLCZTAGAcSfFpHvyhqVYxcUQwkcp30Gf3/1ijPFXqpZKkmrMy3M5Rno7XAvXODZDCN1UzswMITwEbCQbqf4t5cr/Jxzp9edEkg7QZ4FjwGzSQaRm8MxkGoCnTw0lnESS1OycFJPuz15KsWFgGfiym74WAUsxSU3jpfmc54k1lh8BPg6MhxA+DHwR8K1JBmoES/lNAEb7XJ8oSQfoMPB8COFT3HSDR4zxvclFkhrXM5NpHj5yiKFeX+9IkpKVShfoam/xCAPpHt21FIsxfttBBJGkWlUqRV6Zz/Hnnh5POooeUAjh/wF+Icb4WyGE54B3AwH4vhjjUrLp6t/ympNikpSAH0k6gNQsdkqR5yYzfM25E0lHkSSJmUyRsaEePA1Cujctd3tCCGEshPCrIYSFEMJ8COGXQwhjBxFOkmrB9WyR/OaOk2KN4RXgx0IIk8DfBK7HGH/DQmx/LK9t0toSGOhuTzqKJDWNGOPv3/wBbANfn3QuqRG9OLdKbmObd3qemCSpBsxkC4x5nph0z+5aigEfAj4KnABOAr9e+ZokNYWX53MAPHrsUMJJ9KBijP8yxvhHgD8OpIEPhRBeCCH8cAjhkYTj1b3l/AZDPR20tHiXmiQdpBDCuRDCj1Zu+vjHwAt7+D1fGUJ4KYRwJYTwgdt8/7EQwv8KIWyEEP7GLd+bDCF8JoRwKYTw7L79h0g17plr5fPE3nHGUkySlLxUumgpJt2HvZwpNhpjvLkE+/+GEL6/Snkkqea8OFcuxR52UqxhxBingH8K/NMQwnngZ4G/D7QmGqzOLa9tustckg5I5WaObwS+ifIZ0P8RCDHG9+zh97YCPwl8BTADPBNC+GiM8fmbnpYGvhf4M3f4x7zHSWs1m2emMpwY6OLkoBcgJUnJWl3fYqW4xfhQT9JRpLqzl0mxpRDCN4cQWisf30z5TZckNYUX53KcHOymv8uVcI0ihNAeQviaEMKHgf8KvAx8bcKx6t5yfpMRSzFJOigvAl8OfE2M8YtjjD8B7Ozx974TuBJjvBpj3AQ+Arzv5ifEGBdijM8AW/sZWqpXMUaeuZZ2SkySVBOuZ4oAjFmKSfdsL6XYt1PeST8HzAJfV/maJDWFl+ZWefSYU2KNIITwFSGEn6V8V/z7gY8BD8UYvyHG+F8SDdcAltc2GO7tTDqGJDWLr6X8Hu13Qwj/NoTw5cBe99eeBFI3PZ6pfG2vIvBbIYTnQgjvv4ffJ9Wt6XSBhdwG7/A8MUlSDUilCwCuT5Tuw13XJ8YYp4H3HkAWSao5m9slri7m+fLHjyYdRfvj7wC/APyNGGM66TCNZjm/yUivk2KSdBBijL8K/GoIoZfyisMfAI6GEH4K+NUY42+9wW+/XXkW7+Ff/0UxxhshhCPAb4cQXowx/sHr/iXlwuz9ABMTE/fwj5dqz6d2zxOzFJMk1YCZyqTY+LCTYtK9umMpFkL4Cd7gjVGM8XurkkiSasiri2tslyKPOSnWEPZyzoruz8b2Drn1bUsxSTpgMcY88GHgwyGEYeDPAR8A3qgUmwHGb3o8Bty4h3/njcqvCyGEX6W8jvF1pViM8YPABwGefvrpeyndpJrz7GSGge52Hj5yKOkokiQxkynS09HKUI9HfUj36o3WJz4LPFf5eO9Nn+9+SFLDe2kuB8Bjx/oTTiLVtky+fOTMyCHXJ0pSUmKM6Rjjv4kxftldnvoM8HAI4UwIoQP4RuCje/l3hBB6Qwh9u58DfxL47IPklurBM5Np3nF6iJaWvW4plSSpelKZAmND3YTg30vSvbrjpFiM8ed2Pw8hfP/NjyWpWbw4l6O9NXB2tDfpKFJNW1rbAGDkkJNiklTrYozbIYTvBn4TaAV+Nsb4uRDCd1a+/9MhhGOUb5TsB0ohhO8HngAOU17bCOX3k78QY/x4Av8Z0oFZzG1wdSnPN7xj/O5PliTpAMxkiowPuTpRuh93PVOswlUXkprSS3OrPDR6iPbWNxqslbSc3wRwfaIk1YkY48eAj93ytZ++6fM5ymsVb7UKPFnddFJteXayfJ7Y054nJkmqETOZAu88PZR0DKkueZVXkt7AS3M5HvU8Memu0vndSTHXJ0qSpMbyqck0Xe0tvPXkQNJRJElipbBFbn2bMSfFpPtyx0mxEEKOz0+I9YQQVne/BcQYowfsSGpoK8UtbqysW4pJe7C8Vp4UG3ZSTJIkNZhnJzOcGx+ko837iiVJyUtlCgCMD3cnnESqT290pphXgSU1tZfncwA8Zikm3dXS2ibtrYH+rr1uZpYkSap9axvbfO7GCt/1njclHUWSJKB8nhjgpJh0n7zNSZLu4MW5cin26DEHY6W7Sec3GOntJISQdBRJkqR9c2EqQynCOzxPTJJUI2Yqk2JjQ06KSffDUkyS7uCluVX6uto4MdCVdBSp5i2vbbo6UZIkNZxnJtO0BHjq1FDSUSRJAsqTYn2dbQx0tycdRapLlmKSdAcvzeV47Fifky/SHizlNxk5ZCkmSZIay6eupXnziQEOdboiWpJUG2YyBU4OdXu9SrpPlmKSdBsxRl6cy/Go54lJe1Jen2gpJkmSGsfG9g4XU1neecbViZKk2pFKFz1PTHoAlmKSdBs3VtbJrW97npi0R8trm4wc6kw6hiRJ0r75zMwKm9slSzFJUs2IMTKTKTA+7Hli0v2yFJOk23hpbhWAx5wUk+6quLlDYXPH9YmSJKmhfPJaGoB3nLYUkyTVhkxhi/zmjpNi0gOwFJOk23hxLgfAI0ctxaS7Wc5vALg+UZIkNZRnJtM8fOQQw77GkSTViJlMAYCxISfFpPtlKSZJt/HSXI6Tg90MdLcnHUWqectrmwCM9Lo+UZIkNYadUuTZyQzvcHWiJKmGzGSKAIw7KSbdN0sxSbqNF2ZXXZ0o7VE6Xy7Fhl2fKEmSGsQLs6usbWzzLksxSVINSaXLk2InnRST7pulmCTdYmN7h1cX8zx+vD/pKFJdWForr0887KSYJElqEJ/yPDFJUg2ayRTp72pzs5H0ACzFJOkWVxbW2ClFHjvupJi0F8uVSbERJ8UkSVKD+NS1NGND3ZwY9E58SVLtmMkUGB92daL0ICzFJOkWL87mAHjsmJNi0l6k85t0trXQ09GadBRJkqQHFmPkmck073R1oiSpxqQyRcZcnSg9EEsxSbrFi3OrdLa1cHrEO2+kvVha22Ckt4MQQtJRJEmSHtiri3mW85ueJyZJqikxRmYyBcaGvF4lPQhLMUm6xYtzOR452kdbq39ESnuRyW8y7OpESZLUIDxPTJJUi5bzm6xvlRh3Ukx6IF7xlaRbvDCb47Fjnicm7VU6v8lwb2fSMSRJkvbFM5NpDh/q5Mzh3qSjSJL0mlS6AOCkmPSALMUk6SaLuQ2W1jZ47LjniUl7lS5sMtzTnnQMSZKkffGpa2neeWbI1dCSpJoykykCMD5sKSY9CEsxSbrJi3OrADx+3Ekxaa/Sa06KSZKkxjCTKXA9W+Sdrk6UJNWY3VLspOsTpQdiKSZJN3lxNgfAY8ecFJP2Yn1rh/zmDsO9TopJkqT698xk+Tyxd54ZSTiJJElfKJUpMNTTzqHOtqSjSHXNUkySbvLC3CpH+zsZ7u1IOopUFzKFTQAnxSRJUkP41LUMfV1tPOoZw5KkGjOTKbo6UdoHlmKSdJMXZ3NOiUn3IJ3fLcWcFJMkSfXvU9eWecfpYVpbPE9MklRbZjIFTg66OlF6UJZiklSxtVPiysIaj3memLRnny/FnBSTJEn1bWltg1cX87zzjOeJSZJqS6kUnRST9omlmCRVXFvKs7lT4nEnxaQ9c1JMkiQ1imeulc8Te8dpSzFJUm1ZWttgc7vE+JCTYtKDshSTpIoXZlcBePy4pZi0V06KSZKkRvHJa2m621t568mBpKNIkvQFUpkiAGNDTopJD8pSTJIqXpzL0d4aODvam3QUqW6k85uEAAPdTopJkqT69slraZ46NUhHm5dKJEm1ZSZTAGDMSTHpgflKT5IqXphd5aHRQ7S3+kejtFfp/CZDPR0eRi9JkuraSmGLF+dWedeZkaSjSJL0OjOVSbGTlmLSA/PKryRVvDC7yhMnXJ0o3Yt0fpPh3o6kY0iSJD2QZybTxAjvPON5YpKk2jOTKXD4UAc9HW1JR5HqnqWYJAHLaxvMr27whOeJSfcknd9kuMdSTJIk1bdPTabpaG3h3Phg0lEkSXqdmUyRk54nJu0LSzFJAl6YzQHwuKWYdE+cFJMkSY3gk1eXOTc+SFd7a9JRJEl6nVS64Hli0j6xFJMkyqsTwVJMuleZwiZDlmKSJKmOrW1s89kbq7zrrKsTJUm1p1SKXM8WGXdSTNoXlmKSRLkUO9bf5cSLdA9KpUimsMWIPzeSJKmOPTeVYacUPU9MklSTFnIbbO1EJ8WkfWIpJknA87OrPH68L+kYUl1ZXd9ipxSdFJMkSXXtU9eWaW0JPDUxlHQUSZJeJ5UpAFiKSfvEUkxS09vY3uHKwpqrE6V7tJzfBHBSTJIk1bVPXk3z1pMD9Ha2JR1FkqTXmamUYuPDrk+U9oOlmKSmd2Vhje1S5IkTlmLSvchUSjEnxSRJUr1a39rh8kyWd7k6UZJUo2bSRQBODjopJu0HSzFJTe/5G6sAToppT0IIXxlCeCmEcCWE8IHbfD+EEP5V5fufDiE8dcv3W0MIF0MIv3FwqavDSTFJklTvLkxn2NqJvOuspZgkqTalMgVG+zrpam9NOorUECzFJDW9F2ZzdLW3cHqkN+koqnEhhFbgJ4GvAp4AvimE8MQtT/sq4OHKx/uBn7rl+98HvFDlqAdid1Js2FJMkiTVqU9dSxMCvP2UpZgkqTbNZIqMe56YtG8sxSQ1vRdmV3nsWD+tLSHpKKp97wSuxBivxhg3gY8A77vlOe8D/n0s+wQwGEI4DhBCGAP+N+BnDjJ0tSxbikmSpDr3yatpnjjez0B3e9JRJEm6rZlMkbEhzxOT9oulmKSmFmPk+dlVVydqr04CqZsez1S+ttfn/AvgbwKlKuU7UOn8Jj0dra5wkCRJdWlzu8SF6Qzv9DwxSVKN2ilFbmSLjDkpJu0bSzFJTW12ZZ2V4hZPHO9LOorqw+3GCeNenhNC+GpgIcb43Bv+C0J4fwjh2RDCs4uLi/eb80Bk8psM9TglJkmS6tOnZ7JsbJd415mRpKNIknRbc6vrbJeik2LSPrIUk9TUXphdBeCJE06KaU9mgPGbHo8BN/b4nC8C3htCmKS8dvHLQgj/4dZ/QYzxgzHGp2OMT4+Oju5n9n23nN90daIkSapbn7yWBnBSTJJUs2bSBQDGh50Uk/aLpZikprZbij16zFJMe/IM8HAI4UwIoQP4RuCjtzzno8C3hLJ3AysxxtkY49+OMY7FGE9Xft9/jzF+84Gm32fZgqWYJEmqX5+8luaRo4d8PSNJqlkzmSKAk2LSPrIUk9TUnp9d5dRID4c625KOojoQY9wGvhv4TeAF4D/FGD8XQvjOEMJ3Vp72MeAqcAX4t8BfSyTsAUgXNhnq8VB6SZJUf7Z3Sjw3mXZKTJJU01KZAiHAicGupKNIDcOrwJKa2guzOR53Skz3IMb4McrF181f++mbPo/Ad93ln/F7wO9VId6Byua3GPRMMUmSVIc+e2OV/OYO7z7reWKSpNo1kylytK+LzrbWpKNIDcNJMUlNK7+xzeRynsePW4pJ92pzu0RuY9t1Q5IkqS594uoy4HlikqTaNpMpMDbkeWLSfrIUk9S0XpxbJUZ48wlLMeleZYubAK5PlCRJdemTV5d5aLSXI32uo5Ik1a5UumgpJu0zSzFJTev5G6sAvPmkpZh0rzL5LQCGnBSTJEl1ZnunxDOTGVcnSpJq2vZOibnVdcaHe5KOIjUUSzFJTetzN1YZ6mnnWL93h0r3KlPYnRSzFJMkSfXl+dlV1ja2eZelmCSphs2urLNTik6KSfvMUkxS03p+dpU3nxgghJB0FKnuZC3FJElSndo9T+zdnicmSaphqUwBgLEhJ8Wk/WQpJqkpbe2UeHEuxxOeJybdl/Rr6xM9U0ySJNWXT1xNc/ZwL0fcGCFJqmEzmSIA45Zi0r6yFJPUlK4u5tncLvHEcUsx6X64PlGSJNWjnVLkmWtpVydKkmreTKZIS4BjA97EIe0nSzFJTelzN1YAeLOTYtJ9yeQ36W5vpau9NekokiRJe/b8jVVyG9u8+6yrEyVJtW0mXeBYfxcdbV7Cl/aTP1GSmtLzN1bpbGvhzOHepKNIdSlT2GKox9WJkiSpvnzyWvk8sXedcVJMklTbZjJFxoZdnSjtN0sxSU3pczdWeex4P22t/jEo3Y9sYZOhXlcnSpKk+vKJq8ucHulxFZUkqealMgXGhrqTjiE1HK8GS2o6MUaen131PDHpAaQLm54nJkmS6spOKfKpa2ne7XlikqQat7ldYm51nfEhJ8Wk/WYpJqnpXM8WWSlueZ6Y9ACyhS0GXZ8oSZLqyAuzq6yub/MuzxOTJNW4G9kiMeKkmFQFlmKSms7zN1YBeMJSTLpv6fwmw65PlCRJdeST19KA54lJkmrfTKYIwJiTYtK+sxST1HSen10lBHjsWF/SUaS6tFOKrK5vMej6REmSVEc+cXWZieEeTgx6170kqbbNZAoAjA/7d5a03yzFJDWdz91Y5ezhXno62pKOItWlleIWMcKw6xMlSVKdKL12npirEyVJtS+VKdDaEjjW35V0FKnhWIpJajrP31jliRMDSceQ6lY6vwnAkOsTJUlSnXhxLsdKccvViZKkujCTKXJisIu2Vi/fS/vNnypJTSVb2OR6tsibPU9Mum/ZQqUUc32iJEmqE5+4ugzAux+yFJMk1b5UusDYoOeJSdVgKSapqTw/uwrAE8ctxaT79dqkmKWYJEmqE/+rcp7YSc8TkyTVgZlMkbEh/86SqsFSTFJTef5GpRRzUky6b9nCFgCDnikmSZLqgOeJSZLqyfrWDgu5DcaHnRSTqsFSTFJT+ez1FY4PdHH4UGfSUaS6la6sTxz2TDFJklQHnp9dZaW4xf+fvf8KkvNK0zzP57h7aC2hIhDQAEEICiRlkimYiiIzq3pqZrKqWtXMbk7tdk3vzO5c1NWO2Zrt2prN2JrtbFd3WvV07VZP9VRNd6lmMplJZjKptYRWAYTW4e7hEeFanL2IAIkkASICcPfzff79f2Y0IoAI4uEF4B7n+d73PMzqRACAD0wtpSWJSTGgQijFAATKmell7hMD7lA8lVN9OKTm+rDrKAAAALf06X1ieyjFAADeNxlfK8WYFAMqg1IMQGCkcgVdXVjV3ds7XEcBfG0pmVdXS52MMa6jAAAA3NI7V6Pa1dOsbR08cQ8A8L6JWEoSk2JApVCKAQiM8zMrKlnpyA5KMeBOxFI5dTWzOhEAAHhfsWT17kiMKTEAgG9MxtOqCxv1tzW6jgLUJEoxAIFxdjohSaxPBO7QUiqnzuY61zEAAABu6dz0slYyBe4TAwD4xmQ8pR2dTQqH2M4CVAKlGIDAODu1rO6Wem3r4Ekb4E7EU3kmxQAAgC9wnxgAwG8m4mkNdHGfGFAplGIAAuPMdEJ3b2/nHiTgDi2l8uqkFAMAAD7w9tWo9vS2aEs7D8YBAPxhKp7SYDf3iQGVQikGIBByhZIuza3o7u3cJwbcCWst6xMBAIAvFIolvT8S00OsTgQA+EQqV9Diao5JMaCCKMUABMKluRXli1ZHdnCfGHAnkrmiCiWrLkoxAADgcWenl7WSLbA6EQDgG1PxtCRpoItJMaBSKMUABMLZ6YQkMSkG3KF4MidJ6mxifSIAAPC2z+4T63acBACAjZn8tBRjUgyoFEoxAIFwdnpZrQ0RDXXzpgK4E4l0XpLUwaQYAADwuLevRrW3r0X9bdwnBgDwh4l4SpI0yKQYUDGUYgAC4cxUQoe3tSsUMq6jAL62lForxbqamRQDAADelV+/T+xh7hMDAPjIZDyt+khIva0NrqMANYtSDEDNK5aszs+s6G7uEwPuWDy1vj6RSTEAAOBhZ6YSSuaK3CcGAPCViVhKA11NPNQNVBClGICaN7K4qnS+qCPcJwbcsaX19YmdTZRiAADAu97+9D4xSjEAgH9MxtMa5D4xoKIoxQDUvDNTy5LEpBhQBkvJtUkx7hQDAABe9s7VmPb3t7J+CgDgKxPxtUkxAJVDKQag5p2dTqghEtK+vlbXUQDfW0rn1VwfVkMk7DoKAADADeUKa/eJPcJ9YgAAH1nJ5LWUymuwm0kxoJIoxQDUvDNTyzq0tU2RMH/lAXdqKZVXV3O96xgAAAA3dXJySel8UQ/v7XUdBQCADZuMpyWJSTGgwjghBlDTrLU6M53QkR3cJwaUw1Iqpw7uEwMAAB729pWojJEe2tPtOgoAABt2rRTjTjGgsijFANS0sWhKK5kCpRhQJkvpvDq5TwwAAHjYW1cWdXhbuzqZbgcA+MhELCWJSTGg0ijFANS0M9MJSdJRSjGgLOKpHOsTAQCAZ2XyRX00vsR9YgAA35mMp9VcH1Z3C99zA5VEKQagpp2eSqg+HNKBLW2uowA1IZHKq4NJMQAA4FEfjcWVK5T0MKUYAMBnJuIpDXQ1yRjjOgpQ0yjFANS0M1MJHdzapvoIf90Bd8pau7Y+kTvFAACAR711JapwyOgru7hPDADgL5PxNPeJAVXAKTGAmmWt1ZmpZe4TA8pkJVtQsWRZnwgAADzr7atRHd3RobZGHuIBAPiHtVaTsRT3iQFVQCkGoGZNxtNKpPM6sqPddRSgJiRSeUlifSIAAPCk1WxBJye4TwwA4D/L6YJWsgUNdjMpBlQapRiAmnV6KiFJOsqkGFAW8VROkpgUAwAAnvT+aEyFktUje3tdRwEAYFMm4ilJYlIMqAJKMQA16/RUQnVho4Nb21xHAWrC0vqkWCeTYgAAwIPeuRJVXdjo/qEu11EAANiUyU9LMSbFgEqjFANQs85MJXRgS5saImHXUYCasJReL8WaKMUAAID3vHUlqnt3dqmpnvf/AAB/mYilJUmDlGJAxVGKAahJ1lqdmUqwOhEoo6X19YmdrE8EAAAek0jldWY6oYf3cJ8YAMB/JuMptTVGuMMbqAJKMQA1aWoprXgqr7spxYCyubY+sYNJMQAA4DHvjkRlrfTIXkoxAID/TMTTrE4EqoRSDEBNOjOVkCQmxYAyiqdyaqkPqz7C2wcAAOAtb12JqrEupHt2drqOAgDApk3GUxrsanIdAwgETrUA1KTTUwlFQkaHtra5jgLUjEQqz+pEAADgSW9fierEUDf3CQMAfMdaq4kYk2JAtVCKAahJZ6aWtX9Lmxrr+KYYKJeldF6d7DcHAAAes7ia1cW5FT3M6kQAgA/Fkjml80UNMCkGVAWlGICaY63VmamEjmxvdx0FqCnxVI5SDAAAeM5bV6KSpEf39TpOAgDA5k3E05KkwW4mxYBqoBQDUHNmEhlFkzkdHeA+MaCcEum8OptYnwgAALzlreFFtTVGeCgOAOBLk/GUJDEpBlQJpRiAmnN6KiFJOrKDUgwop0Qqr/YmJsUAAIC3vHUlqgd39ygS5ogDAOA/E7G1STFKMaA6eMcIoOacnkwoEjI6vI0nRYFysdauTYqxPhEAAHjIRCyl8VhKj+7jPjEAgD9NxlPqbK5TWyPfbwPVQCkGoOacmkrowJY2NdaFXUcBakYqV1ShZNXBpBgAAPCQt64sSuI+MQCAf03E0xrs4j4xoFooxQDUFGutTk8u6SirE4GyWkrnJYlSDAAAeMqbw1H1tjZof3+r6ygAANyWyXiK1YlAFVGKAagpk/G04qm8jg5QigHllEitlWKdlGIAAMAjrLV660pUj+ztkTHGdRwAADatVLKajKc12M2kGFAtlGIAasrpqYQk6RilGFBWCSbFAACAx1yeX9Xiapb7xAAAvrWwmlWuUNIgk2JA1VCKAagppyYTqgsbHdza5joKUFMS6ZwkqZ1SDAAAeMSbw2v3iT2yl/vEAAD+NBlPSZIGuFMMqBpKMQA15fTUkg5tbVdDJOw6ClBTrk2KdTZTigEAAG94cziqnd3NrJwCAPjWRCwtSRrsZlIMqBZKMQA1w1qrU5MJ7hMDKoD1iQAAwEsKxZLevRpldSIAwNcmYkyKAdVGKQagZoxFU1rJFHRsB6UYUG5LqbzCIaPWhojrKAAAADo9ldBKtqCHWZ0IAPCxyXhava0Naqxj4xFQLZRiAGrGqamEJDEpBlRAIp1XR1OdjDGuowAAAOitK1FJ0iN7mRQDAPjXRDzF6kSgyijFANSM05NLqo+EdGBLm+soQM25VooBAAB4wVtXFnVoa5t6WxtcRwEA4LZNxFMaZHUiUFWUYgBqxqnJhA5va1ddmL/agHJLpPNqpxQDAAAekMkX9cFoXI+wOhEA4GOFYknTSxkmxYAq4+QYQE0olazOTCV0jNWJQEUk0nl1UooBAAAP+GgsrmyhxOpEAICvzS5nVCxZDTApBlQVpRiAmnB1MalkrqijOyjFgEpgfSIAAPCKN4YXFQ4ZPUQpBgDwsYlYWpJYnwhUGaUYgJpwempJknRsoNNpDqBWLaUoxQAAgDe8Obyoewc71doQcR0FAIDbNhFPSRLrE4EqoxQDUBNOTy6rqS6svX0trqMANadUslrO5NXZTCkGAADcSqTyOjWV0KP7uE8MAOBvk/G0jJG2dVCKAdVEKQagJpyaXNLh7e2KhPlrDSi3lUxB1opJMQAA4NzbVxdlrfTV/ZRiAAB/m4yltK29UfURzrKAauJPHADfKxRLOjOd0LEB7hMDKiGRzkuS2inFAACAY28ML6qlPqx7BjtdRwEA4I5MxFMa6OY+MaDaKMUA+N7l+VVl8iUd5z4xoCKulWKdlGIAAMCxN4ejenBPj+rYEAEA8LnJeFoDXaxOBKqNd5EAfO/U5JIk6ThPiwIVsZTOSWJ9IgAAcGsyntLIYpL7xAAAvpctFDW7nNFgF5NiQLVRigHwvU8mEmpvjGhXD28kgEr4dFKsud5xEgAAEGRvDUclSY9xnxgAwOemlzKyVhpkfSJQdZRiAHzv1OSSjg10yhjjOgpQk66VYkyKAQAAl94YXlRfW4P297e6jgIAwB2ZiKUkSYOsTwSqjlIMgK9l8kVdnF3RsYEO11GAmrWUohQDAABulUpWbw4v6qv7enkYDgDge5PxtCRpgEkxoOooxQD42rmZZRVKVscGOl1HAWrWcjqv+khIjXW8bQAAAG5cnFtRNJnjPjEAQE2YiKdUFzba2t7oOgoQOJxuAfC1kxNLkqR7Bjud5gBqWSKdV0dTHU9lAwAAZ94cXpQkPbqvx3ESAADu3EQspe2dTQqH+D4bqDZKMQC+dmoyof62Bm3t4MkaoFKulWIAAACuvDm8qL19LdrWwd0rAAD/m4ynNcB9YoATlGIAfO3k5BKrE4EKoxQDAAAu5QolvTsS01dZnQgAqBGT8ZQGu7hPDHCBUgyAby1n8rq6kNTxgQ7XUYCatpzJq70x4joGAAAIqI/H40rlinqEUgwAUANSuYIWV3Ma7KYUA1ygFAPgW6cnE5KkY9wnBlTUcrrApBgAAHDm9cuLCoeMHt7LfWIAAP+biqclifWJgCOUYgB86+TkkiQxKQZUWCKdVzulGAAAcOT14UXdM9ip9kbejwAA/G8inpIkDbA+EXCCUgyAb52aSGiop1mdzfWuowA1q1SyWsnkOYQCAABOJFJ5nZ5c4j4xAEDNmIitTYoNdjMpBrhAKQbAt05NLunYQKfrGEBNS+YKKlmxPhEAADjx1pVFlaz02H5KMQBAbZiIpdRYF1Jfa4PrKEAgUYoB8KX5lYymExlWJwIVlkjnJUntTRHHSQAAQBC9dnlRbQ0RHeceYQBAjZiIpzTQ1SxjjOsoQCBRigHwpVMTCUliUgyosOV0QZJYnwgAAJx4Y3hBD+3tUV2Y4wsAQG2YiKU12MXqRMAV3lUC8KVTk0sKGenIjnbXUYCatpxZmxRjfSIAAKi2sWhSE7E0qxMBADVlIp7SYHez6xhAYFGKAfCljyeWdHBru5rrWekGVNJn6xMpxQAAQHW9fnlRkvTVfZRiAIDakEjltZIpaIBJMcAZSjEAvmOt1cmJJd0zyH1iQKUtp5kUAwAAbrxxeVE7Opu0u7fFdRQAAMpiIp6SJA12MSkGuEIpBsB3RhaTWs4UdA+XbQMVt5zhTjEAAFB9hWJJb15Z1GP7e2WMcR0HAICymLxWirE+EXCGUgyA73wysSRJOk4pBlTctfWJrY2sKgUAANVzaiqhlUxBX+U+MQBADZmIpSUxKQa4RCkGwHdOTiypuT6s/f1trqMANW85nVdbY0ThEE9oAwCA6nnj8qKMkR7dSykGAKgdE/GU2hoj6mhmGwvgCqUYAN/5ZGJJR3d0cEgPVMFyJs/qRAAAUHVvXF7Uke0d6mqpdx0FAICymYilmBIDHKMUA+Ar2UJR52aWdc/OTtdRgEBYTufV3kQpBgAAqmc1W9BH43FWJwIAas5EPK3B7ibXMYBAoxQD4CvnppeVL1rdM9DpOgoQCMvpgjqauE8MAABUz9tXoiqUrB7f3+c6CgAAZWOt1WScSTHANUoxAL5ycmJJkpgUA6qE9YkAAKDaXr+8oOb6sO4b6nQdBQCAsllYzSqTL2mwm1IMcIlSDICvfDKxpP62Bm1tb3QdBQiERDqvDtYnAgCAKnrt0oIe2tOjhkjYdRQAAMpmIpaWJNYnAo5RigHwlZOTCd0z2CljjOsoQCBwpxgAAKim8WhKo9GUHuc+MQAbZIz5njHmojFm2Bjzxzf5nK8bYz4xxpw1xry6ma8FymUynpIkDbA+EXCKUgyAbyylchpZTOr4YKfrKEAgFIolJXNF1icCAICqee3ygiTpsQPcJwbg1owxYUl/IulJSYcl/a4x5vDnPqdT0r+U9ANr7d2S/tONfi1QTpPxtUmxgS4mxQCXKMUA+MbJyYQk6V5KMaAqljMFSVJHU8RxEgAAEBSvX17Qjs4m7eltcR0FgD88IGnYWnvVWpuT9FeSfvi5z/k9SX9rrR2XJGvt/Ca+FiibiVhKva31aq7ne2zAJUoxAL7xyfiSjJGODnS4jgIEwnI6L0msTwQAAFWRL5b01nBUjx/oZV06gI3aIWniuo8n13/uegckdRljXjHGfGiM+ceb+FqgbCbiKVYnAh5ALQ3AN05OLmlfX6vaWOUGVMVyZr0U488cAACogpMTS1rJFvT4flYnAtiwGzXo9nMfRyTdL+kJSU2S3jbGvLPBr137TYz5saQfS9LOnTtvOyyCbSKW5koQwAOYFAPgC9ZafTKxxJsHoIoS65NiHc2UYgAAoPJeu7SgkJEe2dvrOgoA/5iUNHjdxwOSpm/wOb+w1iattYuSXpN0fINfK0my1v6ptfaEtfZEXx/FPTavWLKaXkprkPvEAOcoxQD4wkQsrVgyRykGVNFyeu1OMSbFAABANbx2eVH3DHbyQA6AzXhf0n5jzG5jTL2kH0l69nOf8x8lPWaMiRhjmiU9KOn8Br8WKIuZRFqFktVgN+sTAddYnwjAFz6eiEuS7qUUA6rm0/WJTbxdAAAAlbWUyunU5JL+62/udx0FgI9YawvGmD+S9IKksKQ/s9aeNcb84fqv/8Rae94Y8wtJpySVJP3P1tozknSjr3XyP4KaNxFLS5IGuVMMcI5TLgC+8PH4khrrQjq0tc11FCAwrq1PZFIMAABU2pvDUZWs9PgBVicC2Bxr7fOSnv/cz/3kcx//D5L+h418LVAJE/GUJGmwm/WJgGusTwTgCx9PLOnYQKciYf7aAqplJZNXOGTUXB92HQUAANS41y4tqK0xouMDna6jAABQdpOxlIyRtnVQigGucboMwPOyhaLOTy/r3p2drqMAgbKcLqi9MSJjjOsoAACghllr9frlBT26t5eH4AAANWkinta29kbVR3idA1zjTyEAzzs7vaxcsaR7B7tcRwECZSWTVxurEwEAQIUNz69qOpHR1w72uY4CAEBFTMRSGuzmPjHACyjFAHjex+NLksSkGFBlK5mC2hq5fhQAAFTWq5cWJEmPH6AUAwDUpok4pRjgFZRiADzv4/G4tnc0akt7o+soQKAsZ/JqZ1IMAABU2KuXFrSvv1U7OrlnBQBQezL5ouaWsxrsohQDvIBSDIDnfTy+pHt3sjoRqDYmxQAAQKWlc0W9OxLT15gSAwDUqMl4WpI02M3DH4AXUIoB8LT5lYymltKsTgQcWCvFmBQDAACV885IVLlCiVIMAFCzJuIpSdJO1icCnkApBsDTPuE+McCZ5XRe7U1MigEAgMp59eKCGutCemB3t+soAABUxGRsrRTjTjHAGyjFAHjaxxNLqgsb3b29w3UUIFBKJavVHJNiAACgsl67vKCH9vSosS7sOgoAABUxEU+rPhJSX2uD6ygARCkGwOM+Ho/rrm3tfJMMVNlKtiBrpXbuFAMAABUyEUvp6kJSj+9ndSIAoHZNxFIa6GpSKGRcRwEgSjEAHlYsWZ2aTOjewU7XUYDAWcnkJUntTIoBAIAKefXSgiTpawcpxQAAtWs8ltJgF6sTAa+gFAPgWZfmVpTKFXXvzi7XUYDAWckUJEltTIoBAIAKefXSgga6mrSnt8V1FAAAKmYiltJO7hMDPINSDIBnfTy+JEm6d2en0xxAEC2n1yfFmpgUAwAA5ZcrlPTW8KK+dqBPxrBOCgBQmxLpvJYzBQ12N7mOAmAdpRgAz/p4PK7ulnqepgEcYFIMAABU0kfjcSVzRX3tAKsTAQC1ayKWkiTWJwIeQikGwLM+nljSPYOdPDkKOLCSXZsUa+NOMQAAUAGvXlpQJGT08N4e11EAAKiYT0sxHvgGPINSDIAnJVJ5Dc+v6j5WJwJOLKfXJsXamRQDAAAV8MrFBd0/1MUDOACAmjYRpxQDvIZSDIAnfTwRlyTdt7PLcRIgmFYyTIoBAIDKmE1kdH5mWV8/2O86CgAAFTURS6u9MaIO7usGPINSDIAnfTS+pJCRjg92uo4CBNJKpqCGSEj1Ed4qAACA8nr10rwk6RuHuE8MAFDbJuIppsQAj+GkC4AnfTwe18Gt7WppYHUb4MJyJq92nmQDAAAV8MrFBW1tb9TBLW2uowAAUFETsZQGuyjFAC+hFAPgOcWS1SfjS9wnBji0nCmojfvEAABAmeWLJb1xeVFfP9gnY4zrOAAAVEypZDURT2uwu8l1FADXoRQD4DmX51e0ki1wnxjg0EqmwH1iAACg7D4ai2slW9DXD7I6EQBQ2xZWs8oVStrJ+kTAUyjFAHjOR2NLkqT7hijFAFeW03m1MykGAADK7JVLC4qEjB7d1+s6CgAAFTURS0mSBijFAE+hFAPgOR+Nx9XdUq9dPbxpAFxZyeTVzqQYAAAos1cuLuj+oS4m0gEANW8ivlaKcacY4C2UYgA856PxuO4d7OSOAcChFe4UAwAAZTabyOj8zLK+frDfdRQAACpuPJqWJA10cacY4CWUYgA8ZSmV09WFJKsTAceWM3m1N/EENwAAKJ9XL81LEveJAQACYSKeUn9bgxrrwq6jALgOpRgAT/l4fEmSdO/OTqc5gCDLF0vK5Etqa2BSDAAAlM8rFxe0tb1Rh7a2uY4CAEDFTcRS2sl9YoDnUIoB8JSPxuMKGen4QKfrKEBgrWQKksT6RAAAUDb5YklvXF7U1w/2sSYdABAIk/G0BinFAM+hFAPgKR+Nx3Voa7tamFABnFlO5yWJ9YkAAKBsPhqLayVbYHUiACAQcoWSphNpDXKfGOA5lGIAPKNYsvpkfEn3DXW6jgIE2rVJsVbKaQAAUCYvX1xQJGT06L5e11EAAKi46aW0rBWTYoAHUYoB8IxLcytK5oq6f6jLdRQg0Faya5NibY1MigEAgPJ4+cK8vrKrm/cXAIBAGI+lJIk7xQAPohQD4BkfjcclSfftpBQDXOJOMQAAUE5TS2ldnFvRNw/1u44CAEBVTMTXSjEmxQDvoRQD4BkfjsXV01LPUzSAY6uUYgAAoIxeuTgvSfrGIe4TAwAEw3gspfpwSFvaG11HAfA5lGIAPOPj8SXdu7NLxhjXUYBAW81eK8VYbwQAAO7cyxfmNdjdpL19ra6jAABQFZOxtHZ0NSkc4owL8BpKMQCesLia1chiUid2sToRcG0ls3anWEtD2HESAADgd5l8UW8OR/WNg/08/AYACIzxWIrViYBHUYoB8ISPxtbuEzsxRCkGuLaSLag+ElJDhFIMAADcmXdHYkrni/oG94kBAAJkIp7SYFeT6xgAboBSDIAnfDgWV304pCM7OlxHAQJvJVNQO/eJAQCAMnj5wrwaIiE9vKfHdRQAAKpiOZPXUiqvnUyKAZ5EKQbAEz4ci+vIjnY11jGZAri2mimotYFSDAAA3LlXLs7rkb09vM8HAATGRCwlSaxPBDyKUgyAc9lCUaemErqf1YmAJ6xk8mprrHMdAwAA+NzVhVWNRlP6JqsTAQABcq0UY1IM8CZKMQDOnZlaVq5Q0v1D3a6jAJC0mmVSDAAA3LmXLy5Ikr5+kFIMABAcE7G0JGmwi1IM8CJKMQDOfTgWkyQmxQCPWMkU1MqdYgAA4A69fGFe+/tbWR8FAAiU8VhK7Y0RdTSzgQXwIkoxAM59OBbXUE+z+toaXEcBoLVSrI1SDAAA3IHVbEHvjkT1DVYnAgACZiKe4oEQwMMoxQA4Za3Vh2Nx3b+TKTHAK1azBbWxPhEAANyBNy4vKF+0eoJSDAAQMOOxFPeJAR5GKQbAqfFYSourOd2/i1IM8AJr7Vop1siaBwAAcPteOj+v9sYIK9IBAIFSKllNxtNMigEeRikGwKkPRuOSuE8M8Ip0vqhiyXKnGAAAuG2lktXLF+f1tYP9ioQ5dgAABMf8Sla5QolSDPAw3p0CcOrD8bjaGiM60N/mOgoArd0nJkmtrE8EAAC36fRUQourOVYnAgACZzyWkiQNdjU5TgLgZijFADj14Whc9+3sUihkXEcBoM9KsTYmxQAAwG166cK8Qkb62oE+11EAAKiqifVSjDvFAO+iFAPgTCKd16X5FVYnAh6ymqUUAwAAd+bXF+Z0/1CXulrqXUcBAKCqxmMpGSPtYFIM8CxKMQDOfDwel7XSCUoxwDNWMnlJUltjneMkAADAj2YTGZ2ZWtY3WJ0IAAigiXhKW9sb1RAJu44C4CYoxQA489FYXOGQ0fHBTtdRAKxb5U4xAABwB16+OC9JeuLQFsdJAACovolYSoOsTgQ8jVIMgDPvj8Z117Y2tXD4DnjGCqUYAAC4Ay+dn9eOziYd2NLqOgoAAFU3EUtrsItSDPAySjEATuSLJX0ysaQTQ92uowC4zsr6nWLtrE8EAACblMkX9ebwop64q1/GGNdxAACoqky+qNnljHYyKQZ4GqUYACfOTS8rnS/qK7soxQAvuXanWEsD+88BAMDmvH01qnS+yH1iAIBAmlpKS5IGu5scJwHwZSjFADjx/mhMknRiV5fjJACut5opqLk+rEiYtwgAAGBzXjo/p+b6sB7e0+M6CgAAVTceS0kSd4oBHseJFwAnPhiNa2d3s7a0N7qOAuA6q9kC94kBAIBNs9bq1+fn9dV9vWqsY+IcABA8E+ul2BClGOBplGIAqs5aqw/GYkyJAR60kimotZFSDAAAbM65mWVNJzL61l1bXEcBAMCJ8WhKDZGQ+toaXEcB8CUoxQBU3Wg0pcXVHPeJAR60ki2orbHOdQwAAOAzL52flzHiPjEAQGBNxFPa2d0sY4zrKAC+BKUYgKr79D6xISbFAK9ZyeTVxvpEAACwSS+dn9PxgU6ejgcABNZ4LK2drE4EPI9SauIR+wAAkX1JREFUDEDVfTAaU2dznfb2tbqOAuBzVjPcKQYAADZnfjmjk5MJffswqxMBAMFkrdVELKVBSjHA8yjFAFTdB6NxnRjqUijEODngNcksd4oBAIDNeenCvCTpibtYnQgACKZ4Kq/VbIFJMcAHKMUAVNXialZXF5M6wX1igCetZJkUAwAAm/PS+Tnt6GzSwS1trqMAAODEeCwlSZRigA9QigGoqg/H4pKkr+ziPjHAa6y1a5NilGIAAGCDMvmi3hhe1Lfu6pcxbIIAAATTp6VYD6UY4HWUYgCq6oPRmOojIR3Z0eE6CoDPSeeLKlmphVIMAABs0JvDi8rkS3riLu4TAwAE18R6KTbYRSkGeB2lGICqen80rnsGOtUQCbuOAuBzVrMFSVJrA38+AQDAxvzq/Lxa6sN6cA/r0QEAwTUeTamvrUFN9Xw/DXgdpRiAqknnijozldAJVicCnpTMFiVJrY1MigEAgFsrlaxeOj+nrx3s46E3AECgjcdS3CcG+ISTUswY022M+aUx5vL6v294Qm6M6TTG/LUx5oIx5rwx5uFqZwVQPp9MLKlQspRigEetZtYmxVrqKcUAAMCtnZ5KaH4lq28fZnUiACDYKMUA/3A1KfbHkl6y1u6X9NL6xzfy/5b0C2vtIUnHJZ2vUj4AFfDBaEySdP9OVqsAXvTp+kQmxQAAwAb88tycwiGjbxzsdx0FAABncoWSZhJpDVKKAb7gqhT7oaQ/X//xn0v6rc9/gjGmXdLjkv6NJFlrc9bapSrlA1AB743GdHBLmzqa61xHAXADn90pRikGAABu7Vfn53RiqEudzfWuowAA4Mz0UlolKybFAJ9wVYptsdbOSNL6v2/0WNkeSQuS/r/GmI+NMf+zMablZv9BY8yPjTEfGGM+WFhYqExqALetUCzpo7G4HtjNlBjgVUlKMQAAsEETsZQuzK6wOhEAEHjjsZQkSjHALypWihljfmWMOXODf364wf9ERNJ9kv6VtfZeSUndfM2irLV/aq09Ya090dfXV4b/AwDldG5mWclcUV+hFAM8a4VSDAAAbNAvz81JEqUYACDwKMUAf6nYqZe19ls3+zVjzJwxZpu1dsYYs03S/A0+bVLSpLX23fWP/1pfUooB8Lb3RtbuE3tgF6UY4FVJ7hQDAAAb9MtzczqwpVVDPTdd6AIAQCBMxFKqj4TU39bgOgqADXC1PvFZSf9k/cf/RNJ//PwnWGtnJU0YYw6u/9QTks5VJx6AcntvJKad3c3a2tHoOgqAm1jNFBQyUlNd2HUUAADgYYlUXu+NxvStu5gSAwBgPJbSYFeTQiHjOgqADXBViv0/JX3bGHNZ0rfXP5YxZrsx5vnrPu+/lvTvjDGnJN0j6f9R7aAA7py1Vh+MxfUVpsQAT1vNFtTSEJExvJEHAAA39/LFeRVLltWJAABorRRjdSLgH072I1lro1qb/Pr8z09Leuq6jz+RdKJ6yQBUwpWFVcWSOT3IfWKAp61mC9wnBgAAbumX5+fU19ag4wOdrqMAAODcRCyl+4e6XMcAsEGuJsUABMi76/eJfYVSDPC0JKUYAAC4hVyhpFcvLuhbd/WzJgoAEHiJVF7LmQKTYoCPUIoBqLj3R2LqbW3Qrh7eIABedm19IgAAwM28fTWq1WyB+8QAANDa6kRJGqQUA3yDUgxAxb0/GteDu7u5pwjwuNVsQW2NlGIAEATGmO8ZYy4aY4aNMX98g18/ZIx52xiTNcb8d5v5WtS2F8/Oqrk+rEf39bqOAgCAc9dKMSbFAP+gFANQUZPxlKaW0vrKLnYrA163mimopZ5SDABqnTEmLOlPJD0p6bCk3zXGHP7cp8Uk/XNJ/+NtfC1qVKlk9ctzc/r6wT411oVdxwEAwDkmxQD/oRQDUFHvj67dJ/bA7h7HSQDcSpL1iQAQFA9IGrbWXrXW5iT9laQfXv8J1tp5a+37kvKb/VrUrpOTS5pfyeo7h7e6jgIAgCeMx1Lqaannfm7ARyjFAFTUeyNxtTVGdHBrm+soAG6B9YkAEBg7JE1c9/Hk+s9V+mvhcy+em1MkZPSNg/2uowAA4AnjsaR29jAlBvgJpRiAinpvJKoTQ10Kh7hPDPAya61WswW1NLAKCQAC4EZvzGy5v9YY82NjzAfGmA8WFhY2HA7e9eLZWT24p1sdzXWuowAA4AnjsRT3iQE+QykGoGKiq1ldWUiyOhHwgUy+pJKVWhs45AKAAJiUNHjdxwOSpsv9tdbaP7XWnrDWnujr67utoPCOKwururKQZHUiAADr8sWSppcylGKAz1CKAaiY90fjkqQHdnc5TgLgVlaya1fGtDIpBgBB8L6k/caY3caYekk/kvRsFb4WPvbLc3OSpG8f3uI4CQAA3jC9lFaxZCnFAJ/h4hAAFfPeSEwNkZCO7uh0HQXALSSzRUlSK3eKAUDNs9YWjDF/JOkFSWFJf2atPWuM+cP1X/+JMWarpA8ktUsqGWP+G0mHrbXLN/paJ/8jqKoXz87q6I4Obe9sch0FAABPGIumJIlSDPAZTr4AVMy7I1Hdu7NT9RGGUgGvW80UJEkt9bw1AIAgsNY+L+n5z/3cT6778azWViNu6GtR2+aXM/p4Ykn/528dcB0FAADPGI+tlWJDPS2OkwDYDE6qAVTEciavczPLepD7xABfWM2ulWJMigEAgM/75fk5WSt9527uEwMA4JrxWEr1kZD62xpcRwGwCZRiACrig9GYrJUe3NPtOgqADfi0FGugFAMAAL/phbNz2tXTrANbWl1HAQDAM8ajKQ12NSkUMq6jANgESjEAFfHu1ZjqwyHdt7PLdRQAG5BcL8VaKMUAAMB1ljN5vX1lUd+9e6uM4dAPAIBrxmIpVicCPkQpBqAi3hmJ6fhghxrrwq6jANiAZI5JMQAA8EUvX5hXvmhZnQgAwHWstZqIpbSzu9l1FACbRCkGoOxWswWdmUpwnxjgI0yKAQCAG3nh7Kz62xp072Cn6ygAAHhGPJXXarZAKQb4EKUYgLL7cCyuYsnqgd3cJwb4RTJblCQ1M90JAADWZfJFvXJxQd8+vIX7UgAAuM5YNClJlGKAD1GKASi7d69GFQ4Z3T/EfWKAXySzBTXXhznwAgAAn3rj8qJSuaK+y+pEAAB+w3gsJUka6qEUA/yGUgxA2b03EtPRHR2sYQN8JJkrqLmeP7MAAOAzL5ydVVtjRA/tYS06AADXG4+ulWIDXZRigN9QigEoq3SuqJOTS3pwD6sTAT9JZotqbWB1IgAAWFMolvSr83P61l1bVB/h6AAAgOuNx1Lqb2tQUz3fRwN+wztbAGX18Xhc+aLVQ7t5mhTwk7X1iUyKAQCANe+PxhVP5fXdu7e4jgIAgOeMxVKsTgR8ilIMQFm9MxJTyEj37+I+McBPkrmCWll5CgAA1r1wdlYNkZAeP9DnOgoAAJ4zEUtpsJtSDPAjSjEAZfXu1agOb29Xe2Od6ygANiGZLaqZ9YkAAEBSqWT1izOz+tqBPibJAQD4nEy+qNnljIa6W1xHAXAbKMUAlE0mX9THE0t6kNWJgO8kcwW1MCkGAAAknZxc0uxyRk8e3eo6CgAAnjMZT8taaWdPk+soAG4DpRiAsjk1mVCuUNKDu7tdRwGwSclsQa08CQ4AACT94uysIiGjbx7iPjEAAD5vPJaUJO1kfSLgS5RiAMrm3atRGSM9QCkG+E6K9YkAAECStVYvnJnVI/t61dHESnQAAD5vPJqSJO1kfSLgS5RiAMrm3ZGYDm5pU2dzvesoADbBWqtkrqBW1icCABB4F2ZXNBpN6Xt3szoRAIAbGY+l1VwfVm8r51+AH1GKASiLbKGoD8ZiemgP94kBfpPJl1SyUjPrEwEACLxfnJmVMdK3D7M6EQCAGxmPJbWzu1nGGNdRANwGSjEAZXFqMqFMvkQpBvjQarYgSWplfSIAAIH3izOz+squbvW1NbiOAgCAJ43HUhrkPjHAtyjFAJTF21fW7hN7aA/3iQF+k8qtlWJMigEAEGxXF1Z1cW6F1YkAANyEtVbjsZR2UooBvkUpBqAs3rka1aGt7dwnBvjQtUmxFu4UAwAg0H5xdlaS9N0jlGIAANzI/EpWmXxJQz2UYoBfUYoBuGPZQlEfjsWZEgN8KpUrSpJaKcUAAAi0X5yZ1bGBDu3obHIdBQAATxqLpiSJSTHAxyjFANyxT8aXlC2U9DD3iQG+dG1SrJk7xQAACKzJeEqnJhN68sg211EAAPCssWhSkjTU0+I4CYDbRSkG4I69czUmY6QHd1OKAX6UyjIpBgBA0P3izNrqxCdZnQgAwE2Nx1IKGTFVDfgYpRiAO/b21UUd3taujuY611EA3IbktUmxeibFAAAIqp+fmdXhbe3a1cuT7wAA3MxYNKXtnU2qj3CsDvgVf3oB3JFMvqiPxpf0EKsTAd9K5tZKMSbFAAAIptlERh+OxZkSAwDgFsZiKQ31cJ8Y4GeUYgDuyCcTS8oVSpRigI99NilGKQYAQBC9cHZ9deJR7hMDAODLjEeT2tnNVDXgZ5RiAO7I21eiMkZ6YHe36ygAbtNqtqj6cIj1DwAABNTzp2e0v79V+/pbXUcBAMCzljN5xVN5JsUAn+P0C8AdeedqVHdvb1dHE/eJAX6VyhXU3MB9YgAABNHialbvj8aYEgMA4BbGoylJ0lA3pRjgZ5RiAG5bJl/Ux+NLemg3qxMBP1vNFtTC6kQAAALpxbNzKlnpqaPcJwYAwJcZWy/FdjIpBvgapRiA2/bReFy5YkkP76UUA/wslS2qtYFSDACAIPr5mRnt7m3RwS1trqMAAOBpY7GkJGmohzvFAD+jFANw2965GlPISF/hPjHA15KsTwQAIJBiyZzeuhLVU0e3yhjjOg4AAJ42Hk2pp6Weh0oBn6MUA3Db3rkS1ZEdHWpv5D4xwM+SrE8EACCQXjw7q2LJ6skj3CcGAMCtjEVTrE4EagClGIDbks4V9fFEXA/tYXUi4HepXFEtTIoBABA4z5+Z1VBPs+7e3u46CgAAnjceS2mom1IM8DtKMQC35YOxmPJFq0e4TwzwvVSuqGYmxQAACJSlVE5vDS/qySPbWJ0IAMAtZAtFTSfS2sl9YoDvUYoBuC1vXYkqEjL6yi7uEwP8LpUrqLmeSTEAAILkxXNzKpSsnj7K6kQAAG5lMp6WtWJSDKgBlGIAbstbV6K6Z7BTLVwuCvheMlukFAMAIGCePz2jwe4mHdnB6kQAAG5lPJqSJA1xpxjge5RiADZtOZPX6cklVicCNaBUskrnWZ8IAECQJFJ5vTm8qKdYnQgAwIaMx9ZKsZ2UYoDvUYoB2LT3rsZUstLDe3tdRwFwh9L5oiSppYFJMQAAguKX5+eUL1o9xepEAAA2ZCyaUnN9WH2tDa6jALhDlGIANu2tK1E1REK6d2en6ygA7lAyV5AkNTEpBgBAYDx/ekY7Opt0bKDDdRQAAHxhPJbUzu5mJqyBGkApBmDT3rqyqBO7utRYx2QJ4Hfp3PqkGHeKAQAQCIl0Xq9fXtDTx1idCADARo1FU9rZzepEoBZQigHYlOhqVhdmV/QIqxOBmpDMrpVizZRiAAAEwi/PsToRAIDNKJWsxmMpDXGfGFATKMUAbMo7V2OSpIf39jhOAqAcUuvrE5tZnwgAQCD87NS0dnQ26TirEwEA2JD5layyhZJ29rS4jgKgDCjFAGzKW1cW1doQ0bEdfBMN1ILUtfWJDUyKAQBQ6xKpvN4YXmR1IgAAmzAWTUqShlifCNQESjEAm/L2lage2N2tSJi/PoBacG1SrKmOSTEAAGrdi+dmlS9aPc3qRAAANmwslpIk7WJSDKgJnGoD2LCZRFpXF5N6hNWJQM24dqcYk2IAANS+n52e0UBXk46xOhEAgA0biyYVCRlt72x0HQVAGVCKAdiwt69EJXGfGFBLUvm1Uow7xQAAqG2JVF5vXF7U00dZnQgAwGaMRlMa6GpiaxJQI/iTDGDD3roSVWdzne7a2u46CoAySWXX1ic21zMpBgBALXvh3KwKJaunj7E6EQCAzRiPprST1YlAzaAUA7Ah1lq9fSWqh/f0KBTiyVKgViRza5NiTXWUYgAA1LKfnZrRYHeTju5gdSIAABtlrdVoNKldPc2uowAoE0oxABsyHktpainNfWJAjUnnCmqqC1N2AwBQw+LJnN4cXtTTR7ezOhEAgE2Ip/JayRQ0xKQYUDMoxQBsyBvDi5KkR/f1Ok4CoJySuaJaGpgSAwCglr1wdm114jOsTgQAYFPGoklJ0lA3k2JAraAUA7Ahbw1Hta2jUbt7eTIGqCXpXFHN9RHXMQAAQAX97PSMdvU06+7t3A0MAMBmjEVTkqRdvZRiQK2gFANwS6WS1ZtXFvXovl7WrQA1JpktqLmeSTEAAGpVdDWrt65E9fSxbbyXBwBgk8aiKRkjDXRRigG1glIMwC2dm1nWUiqvr7I6Eag5qVyRUgwAgBr2i7OzKpasnj663XUUAAB8Zyya1Lb2RjXW8X0zUCsoxQDc0rX7xB7Z2+M4CYByS+UKamlgfSIAALXquZMz2tPXoru2tbmOAgCA74xGk9rZw5QYUEsoxQDc0pvDizqwpVX97Y2uowAos1SuqCaeeAMAoCbNr2T07khUzxxldSIAALdjPJbSrp4W1zEAlBGlGIAvlckX9f5oTI+yOhGoSUkmxQAAqFm/ODOrkpWePsbqRAAANmslk9fiak5DlGJATaEUA/ClPhqPK5Mv6dG9lGJALUrnimriTjEAAGrScydntL+/VQe3sjoRAIDNGoumJElDrE8EagqlGIAv9dZwVOGQ0YN7ul1HAVAByWxRLZRiAADUnNlERu+PxfQMU2IAANyW8RilGFCLKMUAfKk3hhd1fKBDbY11rqMAKLNSySqdL6q5nvWJAADUmp+dnpG10jPHt7mOAgCAL41Gk5LE+kSgxlCKAbipRDqvU5NL+ir3iQE1KZ0vSpKamRQDAKDm/PTktA5va9fevlbXUQAA8KXxaEq9rfVq5R5uoKZQigG4qXevRlWy0qOUYkBNSuYKkqRm3uADAFBTJmIpfTKxxJQYAAB3YDSa1M5uVicCtYZSDMBNvTm8qKa6sO7d2eU6CoAKSOfWJ8XqmBQDAKCW/Oz0jCTpmaPcJwYAwO0ai6a0i9WJQM2hFANwU28ML+qB3d2qj/BXBVCLUjnWJwIAUIueOzWt4wMd2tnD0+0AANyOTL6omUSG+8SAGsRJN4Abmk1kdGUhyX1iQA27Voo1UYoBAFAzRhaTOjO1rGeOMSUGAMDtmoilJElDPGAC1BxKMQA39ObwoiTpkX09jpMAqJRr6xObWJ8IAEDNeO7ktCTp6WPcJwYAwO0ai1KKAbWKUgzADb1+eUE9LfW6a2u76ygAKiSVK0iSmusjjpMAAIBy+empaX1lV5e2dza5jgIAgG+NRpOSxPpEoAZRigH4Amut3hiO6tF9vQqFjOs4ACoknWd9IgAAteTi7Iouza3q+8dZnQgAwJ0Yi6bU1hBRV3Od6ygAyoxSDMAXXJhd0eJqVo/t5z4xoJZdW5/YTCkGAEBNeO7UtEJGevIIqxMBALgTo9GkdvW2yBgeFgdqDaUYgC94/fKCJOmx/X2OkwCopBR3igEAUDOstfrpyWk9srdXfW0NruMAAOBrY9EU94kBNYpSDMAXvH55Ufv7W7W1o9F1FAAVxPpEAABqx5mpZY1GU/r+cabEAAC4E7lCSZPxlHb3cp8YUIsoxQD8hky+qPdGYvoqqxOBmpfOFRUyUkOEtwMAAPjdT09Nqy5s9N27t7qOAgCAr03GUypZaaiHUgyoRZyCAfgNH4zGlS2U9DirE4Gal8oV1VwfYUc6AAA+VypZ/ezUjB7b36fO5nrXcQAA8LWxaEqStIv1iUBNohQD8Btev7ygurDRg3u6XUcBUGHpfEGN3CcGAIDvfTQe19RSmtWJAACUwWg0KYlJMaBWUYoB+A2vX17U/UNdaq6PuI4CoMLWJsUoxQAA8LufnpxWQySkbx9mdSIAAHdqLJpSa0NEva1MXwO1iFIMwKcWV7M6N7Osx1idCARCmlIMAADfKxRL+tnpGT1xV79aG3iwDQCAOzWymNRQTzNXDQA1ilIMwKfeHF6UJD22v9dxEgDVkM4X1UQpBgCAr707EtPiak7fP7bddRQAAGrCWDSpXaxOBGoWpRiAT71+eVGdzXW6e3uH6ygAqiCVK6qJO8UAAPC1Zz+ZVmtDRN841O86CgAAvpcvljQZT2tXb7PrKAAqhFIMgCTJWqvXLy/o0X29CocYDweCgDvFAADwt1yhpJ+fmdF3Dm9RIw+6AABwx6biaRVKVkNMigE1i1IMgCRpeH5Vc8tZPbaP1YlAUGTyRTXVc/cIAAB+9frlBS1nCvr+cVYnAgBQDqPRpCSxPhGoYZRiACRJr11eu0/sq9wnBgRGKldQM0+VAwDgW8+enFZnc50e5cE2AADKYiyakiTWJwI1jFIMgCTpjcsL2tPbooEuXvSBoEjlimpifSIAAL6UzhX1y3NzevLIVtVH+NYeAIByGI0m1VwfVl9rg+soACqEd84AlC0U9c7VmB5jSgwIlDSlGAAAvvXShTmlckVWJwIAUEaji0kN9bTIGOM6CoAKoRQDoA9G40rni3r8QJ/rKACqJF8sqVCyrE8EAMCnfnpyWv1tDXpwd4/rKAAA1IyxaEq7WZ0I1DRKMQB69dKC6sMhPbSHb6iBoEjlipLEpBgAAD60nMnr5YsLevrYNoVDPMkOAEA5FIolTcRTGuppcR0FQAVRigHQa5cWdGJXl1oaIq6jAKiSNKUYAAC+9eLZOeUKJVYnAgBQRjOJjPJFq109TIoBtYxSDAi4ueWMLsyusDoRCJhUriBJaqYUAwDAd356cloDXU26d7DTdRQAAGrGyGJSkpgUA2ocpRgQcK9eWpAkPb6fUgwIknR+fVKsjglRAAD8JLqa1RvDi/r+8e0yhtWJAACUy1h0rRTb3UspBtQySjEg4F67tKC+tgbdta3NdRQAVXRtfSKTYgAA+MvPz8yqWLL6/jFWJwIAUE6j0ZQa60Lqb2twHQVABVGKAQFWLFm9Mbyox/f38ZQpEDApSjEAAHzp2ZPT2tffykNtAACU2Vg0qV09LZyRATWOUgwIsNNTCS2l8nr8QK/rKACq7Fop1lhHKQYAgF/MJNJ6fzSmH7A6EQCAshtZXCvFANQ2SjEgwF69uCBjpMe4TwwInEyeSTEAAPzmZ6dmZK30/eOsTgQAoJyKJauJWFpDvc2uowCoMEoxIMBeu7ygozs61N1S7zoKgCpLr5diTZRiAAD4xrMnp3V0R4d29/IUOwAA5TS9lFauWNJuJsWAmkcpBgRUIp3XJxNLepwpMSCQ0tfuFKuLOE4CAAA2YmQxqVOTCf2AKTEAAMpuZDEpSdrFgydAzaMUAwLqreFFFUtWXztIKQYE0bVJsYY63goAAOAHz52cliQ9fWyb4yQAANSe0ehaKcY0NlD7OAkDAurVSwtqa4jonsFO11EAOJDJF2WM1BDhrQAAAF5nrdWzJ6f1wK5ube9sch0HAICaM7KYVHN9WP1tDa6jAKgwTsKAALLW6rVLC3pkX4/qwvw1AARROldUU11YxhjXUQAAwC1cnFvR5flVff84U2IAAFTC6GJSQz0tfI8MBACn4UAAXVlY1XQio8cPsDoRCKp0fq0UAwAA3vfsJ9MKh4yeOkopBgBAJYxGU9rd2+w6BoAqoBQDAuiViwuSpK9RigGBlc4X1UgpBgCA51lr9dNT03p0X696WlnpBABAuRWKJU3EUtrVw31iQBBQigEB9MrFBe3vb9VAF0/AAEGVzZfUVE8pBgCA130ysaSJWFrfP8aUGAAAlTAZT6tQstrVSykGBAGlGBAwyWxB743E9PWDTIkBQcb6RAAA/OGnJ2dUHw7pu0e2uo4CAEBNGokmJUl7KMWAQKAUAwLm7StR5Yolff1gv+soABxK5yjFAADwumLJ6rlT0/r6wT61N9a5jgMAQE0aXVwrxZgUA4KBUgwImFcuzau5PqwTu7pcRwHgUDpfVCPrEwEA8LR3R6KaX8nqB/dsdx0FAICaNbqYVFtDRD0t9a6jAKgCSjEgQKy1evnCgh7Z26uGCIfhQJBl8kU1RngbAACAl/305Iya68N64tAW11EAAKhZI9GUdvW2yBjjOgqAKuA0DAiQKwurmlpKc58YgLU7xZgUAwDAs/LFkn5+ZkbfPryF12wAACpodDHJ6kQgQCjFgAB55eKCJFGKAVAmz51iAAB42RvDi1pK5fX9Y6xOBACgUnKFkibjKe3uaXYdBUCVUIoBAfLKxQXt72/VQBcv9EDQpXNFNVKKAQDgWT/9ZFrtjRE9dqDXdRQAAGrWRDylkhWTYkCAUIoBAZHMFvTeSIwpMQCSpEy+xComAAA8KpMv6sVzc3ryyDbuAgYAoIJGF5OSKMWAIKEUAwLi7StR5Yolff1gv+soABwrFEvKFUusTwQAwKNeuTiv1WxB3z/O6kQAACppZL0U291DKQYEBaUYEBCvXJpXc31YJ3Z1uY4CwLFMoSRJlGIAAHjUsyen1dtar4f2dLuOAgBATRuNJtXRVKeulnrXUQBUCaUYEADWWr1ycUGP7O1l/QoApXNFSVIj6xMBAPCc1WxBL52f11NHtykS5lt2AAAqaWQxyepEIGB4hw0EwJWFpCbjae4TAyBp7Z4SiUkxAAC86Ffn5pQtlFidCABAFYwuprS7p9l1DABVRCkGBMArF+cliVIMgKTPSrHGOt4GAADgNc+dmta2jkbdv5O15wAAVFImX9R0Iq3dva2uowCoIk7DgAB45eKC9vW3aqCLJ18ASGkmxQAA8KREKq9XLy3omWPbFAoZ13EAAKhp47GUrJV29XJeBgQJpRhQ41azBb07EtU3D/W7jgLAI67dKUYpBgCAt7xwdlb5omV1IgAAVTCymJQk7eZOMSBQKMWAGvfG5UXli1bfOEgpBmDNtUmxxnpKMQAAvOSnp6Y11NOsozs6XEcBAKDmja6XYrsoxYBAoRQDatzLF+bV1hjRiV3cSQBgTYb1iQAAeM7ialZvXYnqmWPbZAyrEwEAqLSRxaR6WxvU3ljnOgqAKqIUA2qYtVYvX5zX4wf6VBfmjzuANdwpBgCA9/z8zKyKJVYnAgBQLVcXk9rDlBgQOJySAzXs7PSy5ley+iarEwFcJ50rSZKaWJ8IAIBnPHdyWvv6W3VwS5vrKAAABMLIYpL7xIAAohQDativL8zLGOnrB/tcRwHgIdfWJzYyKQYAgCfMLWf03miM1YkAAFTJSiavhZWsdvdRigFBQykG1LBfX5jX8YFO9bQ2uI4CwEPSn5ZivA0AAMALfnZqRtZKzxxjdSIAANUwupiSJCbFgADiNAyoUYurWZ2cXNI3D7E6EcBvyuSLChmpnrsGAQDwhOdOTevQ1jbt6291HQUAgEC4urgqiVIMCCJOw4Aa9crFBVkrSjEAX5DOFdVYF2Y9EwAAHjC1lNZH40v6/nGmxAAAqJaRxaSMkXZ2N7uOAqDKKMWAGvXyhXn1tzXo7u3trqMA8JhMoch9YgAAeMTPTk1Lkr7P6kQAAKpmZDGpHZ1NfG8MBBClGFCD8sWSXru0oG8c7GcSBMAXZPIlNUZ4CwAAgBc8d2pGxwY6tLOHJ9UBAKiWkcUkqxOBgOJEDKhBH4zGtZIt6BusTgRwA5k8k2IAAHjBWDSpU5MJPX10m+soAAAEhrVWIwtJ7aEUAwKJUgyoQS9fnFdd2Oir+3tdRwHgQZl8SQ2UYgAAOPez0zOSpKePUYoBAFAti6s5rWQLTIoBAUUpBtSgX1+Y14O7e9TaEHEdBYAHZQtFNdbxFgAAANd+dmpG9wx2aqCL1YkAAFTLyGJSkrS7r9VxEgAucCIG1JiJWErD86usTgRwU5l8UY0RJsUAAHBpZDGps9PLeoYpMQAAqmpkcVWSWJ8IBBSlGFBjfnV+TpL0BKUYgJvI5EtMigEA4NjPTk1Lkp7iPjEAAKrq6mJS9eGQtnc2uY4CwAFOxIAa89L5ee3ta9EunnYBcBOZfFGN3CkGAIBTz52a0f1DXRzIAQBQZSMLSQ31NCscMq6jAHCAUgyoISuZvN4diepbd21xHQWAh2UKlGIAALg0PL+qC7MrepopMQAAqm5kMandPEwOBBalGFBDXru0qHzR6luHKcUA3BzrEwEAcOv50zOSWJ0IAEC1FUtWY9GUdvdRigFBxYkYUENeOj+nruY63bezy3UUAB6WyRfVEGFSDAAAV54/PaMTQ13a2tHoOgoAAIEyvZRWrljS7h5KMSCoKMWAGlEolvTyxXl942A/O5EBfKlsvsT6RAAAHLm2OpEpMQAAqu/qYlKSWJ8IBBilGFAjPhpfUjyV1xPcJwbgSxRLVrki6xMBAHCF1YkAALgzsrAqSaxPBAKMEzGgRrx0fk51YaPHD/S6jgLAw7KFoiQxKQYAgCOsTgQAwJ2RxaRaGyLqa21wHQWAI5RiQI341fk5Pbi7R22Nda6jAPCwTL4kSWqM8BYAAIBqY3UiAABuXV1Mandvi4zh6hEgqDgRA2rA6GJSVxaSeuKuftdRAHhcJs+kGAAArvx8fXXik0e3Ok4CAEAwXV1Iag+rE4FAoxQDasCvzs9Jkr7FfWIAboFSDAAAd54/M6sTQ13a1tHkOgoAAIGTyRc1tZTWnt5W11EAOEQpBtSAl87P6+CWNg12N7uOAsDj0p+WYrwFAACgmkYWkzo/s6wnWZ0IAIATI4tJSWJSDAg4TsQAn0uk83p/NMbqRAAbcu1OsQYmxQAAqKqfn1lbnfi9I6xOBADAhasLlGIAKMUA33v10oIKJasnWJ0IYAOy1ybFIpRiAABU089Pz+qewU7t6GR1IgAALlxdWJUk7e6lFAOCjFIM8LlfnZtTT0u97hnsdB0FgA9kCqxPBACg2sajKZ2eSuipo0yJAQDgytXFpLZ3NKq5PuI6CgCHOBEDfCxfLOmVi/P6xqF+hUPGdRwgEIwx3zPGXDTGDBtj/vgGv26MMf/T+q+fMsbct/7zg8aYl40x540xZ40x/6fqp/9sfWIj6xMBAKiaa6sTnzzCfWIAALhydWFVe/paXccA4BilGOBj743EtJwp6DuHWZ0IVIMxJizpTyQ9KemwpN81xhz+3Kc9KWn/+j8/lvSv1n++IOn/Yq29S9JDkv7ZDb624jLX1idSigEAUDXPn5nV0R0dGuxudh0FAIBAstbq6kKS1YkAKMUAP/vluTk11oX02P4+11GAoHhA0rC19qq1NifpryT98HOf80NJ/9aueUdSpzFmm7V2xlr7kSRZa1cknZe0o5rhpesnxXgLAABANUwvpXVyYknfO8LqRAAAXFlYzWolW9CePkoxIOg4EQN8ylqrF8/O6qv7+tRUz8QHUCU7JE1c9/Gkvlhs3fJzjDG7JN0r6d3yR/xyn06KRfh7AwCAanjh7Kwk6UlKMQAAnBlZSEoS6xMBUIoBfnV2elnTiYy+czerE4EqutHlfXYzn2OMaZX0N5L+G2vt8hd+A2N+bIz5wBjzwcLCwh2FvZFMgfWJAABU08/PzOrgljYO4QAAcOjq4nopxvpEIPAoxQCf+uW5OYWM9MShftdRgCCZlDR43ccDkqY3+jnGmDqtFWL/zlr7tzf6Day1f2qtPWGtPdHXV/7VqNfWJzZEeAsAAEClLaxk9f5oTN9lSgwAAKeuLqyqIRLSjs4m11EAOMaJGOBTL56b0/1DXeppbXAdBQiS9yXtN8bsNsbUS/qRpGc/9znPSvrHZs1DkhLW2hljjJH0bySdt9b+v6ob+zPZfFH1kZBCoRsNtAEAgHJ68dysrGV1IgAArl1dSGp3bwvfCwOgFAP8aCKW0vmZZX3nMN9cA9VkrS1I+iNJL0g6L+nfW2vPGmP+0Bjzh+uf9rykq5KGJf1rSf/H9Z9/VNI/kvRNY8wn6/88Vd3/g7U7xRqZEgMAoCp+cWZWu3qadWhrm+soAAAE2tXFpPb0sToRgBRxHQDA5v3q/Jwk6duHuU8MqDZr7fNaK76u/7mfXPdjK+mf3eDr3tCN7xurqmyhxH1iAABUQSKV19tXovovH9uttYFxAADgQq5Q0ngspaePbnMdBYAH8Kg44EMvnp3T/v5W7eJyUACbRCkGAEB1vHRhToWS1ffuZrsDAAAujcdSKpYsk2IAJFGKAb6zlMrpvdGYvnM3U2IANi+TL6qB9YkAAFTcC2dntaW9QccHOl1HAQAg0K4urEqS9vS1Ok4CwAs4FQN85uWL8yqWrL7NfWIAbkO2UFJDHS//AABUUjpX1KuXFvSdw1sVCrE6EQAAl64uJiVJu9m4BECUYoDvvHh2Tv1tDTq2o8N1FAA+lC0U1RBhfSIAAJX02uUFZfIlfZfViQAAODeykFRva706mupcRwHgAZRigI9k8mtPnH778BaeOAVwW7L5EusTAQCosBfOzqqjqU4P7ul2HQUAgMC7uriqPb2sTgSwhlMxwEfevhJVKlfUtw9znxiA25MtlNRYx6QYAACVUiiW9NL5eT1xqF91Yb7lBgDAtasLSe3pY3UigDW8Qwd85MVzs2ptiOjhvT2uowDwqbX1ibz8AwBQKe+NxJRI5/UdVicCAODcUiqnaDJHKQbgU5yKAT5RLFm9eHZO3zjUz31AAG5bhvWJAABU1Ivn5tQQCenxA72uowAAEHhXFpKSpH39rE8EsIZTMcAnPhiNKZrM6bt3szoRwO1bmxSjWAcAoBKstfrluTk9tr9PzfUR13EAAAi8KwurkqS9fZRiANZQigE+8cLZOdVHQvr6wX7XUQD4WLZQUkMdL/8AAFTC2ellTS2l9R3uAAYAwBOuLKyqPhzSQFez6ygAPIJTMcAHrLV64eysHtvXq9YGnjgFcPuyrE8EAKBifnluTiEjPXEXD7IBAOAFV+aT2t3bonDIuI4CwCM4FQN84NoTp989wmXdAG6ftVbZQlGNdaxPBACgEl48N6f7h7rU09rgOgoAAJB0dWFVe/tbXMcA4CGUYoAP/OLMrEJG+tZdrGEBcPsKJauSFZNiAABUwEQspfMzy/rOYR5kAwDAC3KFksZiKe4TA/AbOBUDfOAXZ2f14O4edbfUu44CwMeyhZIkqSHCpBgAAOX2q/NzkqRvcZ8YAACeMB5LqliylGIAfgOlGOBxw/OrGp5f1fdYnQjgDmXyRUlSQx0v/wAAlNtL5+e1r79Vu3tZ0QQAgBcMzycliVIMwG/gVAzwuBfOzkqSvnM3T5wCuDOfTYrx8g8AQDktZ/J652pUT9zV7zoKAABYd2VhVZK0p48HVgB8hlMxwONePDur44Od2tbR5DoKAJ/LXpsUY30iAABl9erFBRVKVt/mDmAAADzjysKqtnU0qqUh4joKAA+hFAM8bHoprZOTCX2XKTEAZXBtUqyR9YkAAJTVr87PqbulXvfu7HIdBQAArLuykGR1IoAv4FQM8LAX11cnfu9u7hMDcOc+W5/IpBgAAOWSL5b08oV5ffNQv8Ih4zoOAACQZK3V1flVVicC+AJKMcDDfnF2Vvv7W7WHp1oAlMFn6xN5+QcAoFw+GI1rOVPQt1idCACAZyysZLWSLTApBuALOBUDPCqWzOm9kZi+d4QpMQDlkbk2Kcb6RAAAyubXF+ZUHw7psf29rqMAAIB1wwurkkQpBuALOBUDPOrFs7MqWem7rE4EUCafTYqxPhEAgHJ56cK8HtzTrZaGiOsoAABg3ZWFpCRpbz/rEwH8JkoxwKOePzOrnd3Nunt7u+soAGrEZ3eK8fIPAEA5jCwmdXUhqScO9buOAgAArnNlflXN9WFtbW90HQWAx3AqBnhQIpXXW8OLevLoVhnDZd0AyuOzUoxJMQAAyuHXF+YlSd88xH1iAAB4yZWFVe3ta+VcDcAXUIoBHvTL83MqlKyeOrLNdRQANSRbWFuf2MidYgAAlMXLF+a1v79VO3uaXUcBAADXubqQ1N4+VicC+CJOxQAP+vnpGe3obNKxgQ7XUQDUkGyeSTEAAMplJZPXuyNRffMuVicCAOAlqVxBU0tp7e1rdR0FgAdRigEes5zJ6/XLi3ryCKsTAZTXp+sTmRQDAOCOvXF5Ufmi1TcPUooBAOAlVxeSkqS9/ZRiAL6IUzHAY359fl65YklPHmV1IoDyyuTX1ifWh3n5BwDgTr18cV7tjRHdP9TlOgoAALjOlYVVSWJSDMANcSoGeMzzp2e0tb1R9w52uo4CoMZkCyXVh0MKhZhCBQDgTlhr9crFBT12oE8RHjYBAMBThudXFTLSrl7u/ATwRbx7BzxkNVvQK5cW9L0jWzm0BlB22UJRDRFe+gEAuFPnZpY1v5LVN1idCACA5wzPr2qop4X7tAHcECdjgIe8fGFeuUJJT7E6EUAFZAsl7hMDAKAMXrm4IEn62oE+x0kAAMDnXZ5fZXUigJviZAzwkJ+fmVFfWwP3EgCoiNz6+kQAAHBnXr4wr6M7OtTX1uA6CgAAuE6+WNLoYlL7+inFANwYJ2OAR6RyBb18YUHfvXuLwqxOBFABuUJJ9axPBADgjiylcvpoPK5vHGRKDAAArxmLplQoWe2nFANwE5yMAR7x6sUFpfNFPXWE1YkAKmPtTjF2qgMAcCdeu7yokpW+xn1iAAB4zvD8qiQxKQbgpijFAI94/sysulvq9cDubtdRANQoJsUAALhzr15cUEdTne4Z7HQdBQAAfM6VhbVSbC+lGICb4GQM8IBMvqhfn5/Tdw5vUYT7fgBUSK5IKQYAwJ2w1uq1ywt6bH8vK88BAPCg4flVbetoVGtDxHUUAB7FyRjgAa9cnFcyV9Qzx7a7jgKghuUKJdVTvAMAcNvOz6xoYSWrrx3gPjEAALzo8vwKqxMBfClOxgAPeO7UjHpa6vXQHlYnAqicbKGkhjpe+gEAuF2vXlqQJEoxAAA8qFSyujKfpBQD8KU4GQMcS+UKeun8vL53ZCurEwFUFJNiAADcmVcvzeuube3qb290HQUAAHzOdCKtdL5IKQbgS3EyBjj28oUFpfNFPX1sm+soAGpcrsCdYgAA3K7VbEEfjsWZEgMAwKOG51clSfv6KMUA3BwnY4Bjz52aVm9rgx7c3eM6CoAaly2U1BAJu44BAIAvvXMlqnzR6vH9va6jAACAG/i0FGNSDMCXoBQDHEpmC/r1hXk9dXSrwiHjOg6AGpdlUgwAgNv2+uUFNdWFdf+uLtdRAADADVxZWFVXc516WhtcRwHgYZyMAQ69dGFe2UJJzxzb7joKgADIFYpqoBQDAOC2vH55UQ/u6WbqGgAAjxqeX2VKDMAtcTIGOPTcyWltaW/QiSGeNgVQeWvrE3npBwBgsybjKV1dTOqx/dwnBgCAF1lrdXl+Vfv621xHAeBxnIwBjqxk8nrl0oKeOrpNIVYnAqgwa61yRdYnAgBwO964vChJ3CcGAIBHRZM5LaXyTIoBuCVOxgBHfnV+TrlCSc8c2+Y6CoAAKJSsrJXqw7z0AwCwWa9fXtSW9gYO2gAA8Kjh+VVJ4rUawC1xMgY48rNTM9re0ah7B1mdCKDycoWSJDEpBgDAJhVLVm8ML+qx/X0yhg0PAAB4EaUYgI3iZAxwIJHO61VWJwKooux6KcadYgAAbM7Z6YQS6bweY3UiAACeNTy/qub6sLZ3NLqOAsDjOBkDHPjluTnli1bPHN/uOgqAgPhsUizsOAkAAP7y5nBUkvTIXkoxAAC8anh+Vfv6W5nqBnBLlGKAA8+dmtZAV5OOD3S4jgIgIFifCADA7XlzeFEHt7Spr63BdRQAAHATl+dXtL+/zXUMAD7AyRhQZfFkTm9cXtTTx7bx9AqAqskWipJYnwgAwGZk8kW9PxrTo/uYEgMAwKsS6bzmlrPav4X7xADcGidjQJU9f2ZGhZLVD1idCKCKskyKAQCwaR+NxZUtlPTovh7XUQAAwE0Mz69Ikg5QigHYAE7GgCp79pNp7e1r0eFt7a6jAAiQXJFSDACAzXrzyqLCIaMH91CKAQDgVZfmViWJ9YkANoSTMaCKZhJpvTca0w+O72B1IoCqyubXSjHWJwIAsHFvDkd1z2CnWhsirqMAAICbuDy3qqa6sHZ0NrmOAsAHOBkDqui5kzOyVvrBPaxOBFBd1ybFKMUAANiY5UxepyaX9OhepsQAAPCyy/Mr2tffqlCIB9AB3BonY0AVPXtyWkd3dGh3b4vrKAACJnftTrFw2HESAAD84f2RmEpWeohSDAAAT7s8t6r93CcGYIMoxYAqGVlM6vRUQj9kSgyAA5+WYkyKAQCwIW9fiao+EtJ9O7tcRwEAADeRSOc1u5zhPjEAG8bJGFAlz34yLWOkZ45RigGovmyhKIn1iQAAbNTbV6O6f2eXGuuYsgYAwKuG51clSQeYFAOwQZyMAVVgrdWzJ6f0wK5ube1odB0HQAAxKQYAwMYtpXI6N7Osh1mdCACAp12eW5EkJsUAbBgnY0AVnJtZ1pWFpH7A6kQAjuSKlGIAAGzUO1djslaUYgAAeNzl+VU11oU00NXkOgoAn+BkDKiCZ09OKxIyeurINtdRAAQUk2IAAGzc21cW1VQX1vGBTtdRAADAl7g0t6J9/a0KhYzrKAB8gpMxoMJKJavnTs7osf296mqpdx0HQEBlr5ViYV76AQC4lXdHYjqxq4uHSQAA8Ljh+VUdYHUigE3gHT5QYR+OxzW1lGZ1IgCn8kVKMQAANiKezOnC7Ioe3N3tOgoAAPgSy5m8ZhIZ7dvS6joKAB/hZAyosGc/mVZDJKRvH97qOgqAAMsVSoqEDCslAAC4hfdGY5KkB/dwnxgAAF42PL8qSUyKAdgUSjGggvLFkn52ekbfOrxFrQ0R13EABFi+WGIFFAAAG/Du1ZgaIiEdG+hwHQUAAHyJy3MrkqT9TIoB2AROx4AKev3ygmLJnH77nh2uowAIuFyhpDpWJwIAcEvvjkR1384uNUTCrqMAAIAvcXluVY11IQ10NbuOAsBHOB0DKujvPp5WV3OdHj/Q5zoKgIDLFS2lGAAAt5BI53VuZlkP7uE+MQAAvO7S/Kr29rUqzDUBADaB0zGgQlYyeb14dlbPHNvOyjIAzuUKJTXwdxEAAF/qg9GYrJUe3M19YgAAeN3w3IoObOE+MQCbw+kYUCEvnJ1TtlDSb93L6kQA7uWLJdWFeXoOAIAv895oTHVho3t3drqOAgAAvsRKJq/pREb7+rlPDMDmUIoBFfL3H09pZ3ez7uMbagAekCuUmFoFAOAW3h+J6dhApxrruE8MAAAvuzS3Kkk6tJVJMQCbw+kYUAFzyxm9eWVRv3XvDhnDZAYA99YmxXjZBwDgZjL5ok5PJXRiV5frKAAA4BYuza1IEusTAWwap2NABTz7ybSslX7rnu2uowCAJClXZFIMAIAv88nEkvJFqwd2dbuOAgAAbuHi7Ipa6sPa0dnkOgoAn+F0DKiAv/t4SscHO7Wnj73GALwhV2BSDACAL/P+SEySdGKIUgwAAK+7NLei/VvaFAqxoQnA5nA6BpTZxdkVnZtZ1m8zJQbAQ3LFkhqYFAMA4KbeH4vr4JY2dTTXuY4CAABu4dLcig5s4WF0AJvH6RhQZn//yZTCIaNnjlOKAfAO7hQDAODmiiWrj8bi+spu7hMDAMDrFlezWlzNcZ8YgNvC6RhQRqWS1X/8eEqP7e9Vb2uD6zgA8KlcoaR6SjEAAG7owuyyVrMFfYX7xAAA8LxLcyuSpINbKcUAbB6nY0AZvTca03Qio9++d4frKADwG/JFqzrWJwIA1hljvmeMuWiMGTbG/PENft0YY/6n9V8/ZYy577pfGzXGnDbGfGKM+aC6ySvjw7G4JOn+ISbFAADwukuz66UYk2IAbkPEdQCglvz9x1Nqrg/r24e3uI4CAL+BSTEAwDXGmLCkP5H0bUmTkt43xjxrrT133ac9KWn/+j8PSvpX6/++5hvW2sUqRa64D8fi2tLeoB2dTa6jAACAW7g4t6rO5jr1tbGlCcDmcToGlEkmX9TPTs3oe0e2qrmevhmAt+SKJdVHjOsYAABveEDSsLX2qrU2J+mvJP3wc5/zQ0n/1q55R1KnMWZbtYNWy4djcd0/1CVjeK0EAMDrLs2t6MCWNl63AdwWSjGgTF44O6uVbEG/c9+A6ygA8AVMigEArrND0sR1H0+u/9xGP8dKetEY86Ex5sc3+02MMT82xnxgjPlgYWGhDLErY245o8l4WvcPcZ8YAABeZ63VpdkVVicCuG2cjgFl8jcfTWlHZ5Me2tPjOgoAfEG+WFIdpRgAYM2NHqu2m/icR62192ltxeI/M8Y8fqPfxFr7p9baE9baE319fbeftsK4TwwAAP+YSWS0ki3owFZKMQC3h9MxoAzmljN64/KCfvveHQqFGN0G4D25Qkn1EV72AQCS1qa+Bq/7eEDS9EY/x1p77d/zkv5Oa+sYfevDsbga60K6e3u76ygAgNtgjPmeMeaiMWbYGPPHN/j1rxtjEsaYT9b/+b9e92v/rTHmrDHmjDHmL40xjdVNj826OLciSUyKAbhtnI4BZfB3H0+pZKV/cN/nt84AgHulklWhZJkUAwBc876k/caY3caYekk/kvTs5z7nWUn/2Kx5SFLCWjtjjGkxxrRJkjGmRdJ3JJ2pZvhy+3AsrmM7OnmdBAAfMsaEJf2J1qaXD0v6XWPM4Rt86uvW2nvW//m/rX/tDkn/XNIJa+0RSWGtvSbCwy7NrpViB7a0Ok4CwK8irgMAfmet1d98OKn7dnZqTx8vyAC8J18qSRKTYgAASZK1tmCM+SNJL2jtAPDPrLVnjTF/uP7rP5H0vKSnJA1LSkn6g/Uv3yLp79Yvto9I+l+ttb+o8v9C2WQLRZ2bXtYffHWX6ygAgNvzgKRha+1VSTLG/JWkH0o6t8Gvj0hqMsbkJTXri5PT8JiLcyva0t6gzuZ611EA+BSlGHCHzkwt6/L8qv7vv33EdRQAuKFcYb0U4wl4AMA6a+3zWiu+rv+5n1z3Yyvpn93g665KOl7xgFVydnpZuWJJ9w5ynxgA+NQOSRPXfTwp6cEbfN7DxpiTWiu9/jtr7Vlr7ZQx5n+UNC4pLelFa+2LFU+MO3JpbkUHWJ0I4A5wOgbcob/5aFL1kZCeObbddRQAuKF80UpiUgwAgM/7eHxJknTvzk6nOQAAt+1GF7vbz338kaQha+1xSf8fSX8vScaYLq1Nle2WtF1SizHmH97wNzHmx8aYD4wxHywsLJQrOzapWLK6PLfKfWIA7ginY8AdyBVK+o+fTOnbh7eoo6nOdRwAuKFrk2LclQIAwG/6eDyuHZ1N2tLe6DoKAOD2TEoavO7jAX1uBaK1dtlau7r+4+cl1RljeiV9S9KItXbBWpuX9LeSHrnRb2Kt/VNr7Qlr7Ym+vr5K/H9gA8ZjKWULJR3YSikG4PZxOgbcgZcvziueyut37htwHQUAbipf5E4xAABu5OPxJd3DlBgA+Nn7kvYbY3YbY+ol/UjSs9d/gjFmq1m/DNMY84DWzkOjWlub+JAxpnn915+QdL6q6bEpF2dXJIn1iQDuCHeKAXfgbz6cVF9bgx7b3+s6CgDcVPbTSbEbbRYBACCY5pczmlpK6w8e3eU6CgDgNllrC8aYP5L0gqSwpD+z1p41xvzh+q//RNLvSPo/GGMKWrs77Efrd2e+a4z5a62tVyxI+ljSn7r4/8DGXJhdljHSgS2trqMA8DFKMeA2xZI5vXxxXv/0kV2KsJIMgIddmxRrYFIMAIBPfTyxJIn7xADA79ZXIj7/uZ/7yXU//heS/sVNvva/l/TfVzQgyubi7IqGupvVXM+RNoDbx+kYcJue/WRK+aLVf3I/qxMBeBt3igEA8EUnJ5YUCRndvb3DdRQAALABF2ZXdGhru+sYAHyO0zHgNv31R5O6e3s7L8YAPO/apBilGAAAnzk5uaRD29rUWBd2HQUAANxCOlfUaDSpg1u5TwzAneF0DLgNZ6cTOjO1rP/sxKDrKABwS/milUQpBgDANaWS1anJhI4NdLqOAgAANuDS3Iqsle7aRikG4M5wOgbchv/wwaTqwyH98J7trqMAwC1dmxSrjxjHSQAA8IaRaFIrmYLuoRQDAMAXLswuSxIbmwDcMUoxYJOyhaL+/pMpfefuLepsrncdBwBu6VopFgnxsg8AgLR2n5gkHR/sdJoDAABszIXZFTXVhbWzu9l1FAA+x+kYsEm/OjevpVSe1YkAfIP1iQAA/KZTkwk114e1r7/VdRQAALABF2ZWdGBrm0IhNqAAuDOcjgGb9O8/mND2jkY9uq/XdRQA2BDWJwIA8Js+mVjSkR0dCnOwBgCA51lrdWF2WYe2cJ8YgDtHKQZswvRSWq9dXtDv3D/AN9AAfIP1iQAAfCZfLOnczLKOD3S4jgIAADZgYSWreCqvQ9soxQDcOU7HgE34mw8nZa30O/ezOhGAfxSurU+M8LIPAMCluRXlCiUd2UEpBgCAH5yfXZEkHdra7jgJgFrA6RiwQaWS1X/4cFIP7+nRzh4u9QTgH7n1SbE6JlwBANCZqYQk6dhAp9sgAABgQy7OLkuSDm1lUgzAnaMUAzbo3ZGYxmMp/edfYUoMgL9cW59YF+ZlHwCAU5MJtTVENNTNg24AAPjBhZkVbWlvUFdLvesoAGoAp2PABv2HDybU1hjR945sdR0FADaF9YkAAHzmzFRCR3Z0KMQENQAAvnBhdoXViQDKhtMxYAOWM3k9f2ZGPzi+XY11YddxAGBTrq1PjHD4BwAIuFyhpPMzKzo6wH1iAAD4Qb5Y0vD8KqsTAZQNpRiwAc+dnFEmX9J/doLViQD8h/WJAACsuTS3olyxpKM7KMUAAPCDkcWkcsWSDm2jFANQHpyOARvwv30woYNb2nSMJ0oB+FChaBUOGYWZFAMABNyZqYQk6QilGAAAvnBhdkWSdHAL6xMBlAelGHAL56aXdXJiSf/5VwZlDAfKAPwnXyyxOhEAAElnp5fV2hDRUHez6ygAAGADLswsKxIy2tvf4joKgBpBKQbcwl+9P676SEj/4L4drqMAwG3JFUuqZ3UiAAA6O53Q4W3tCvGwCAAAvnBhdkV7+lrUEAm7jgKgRnBCBnyJdK6ov/t4Sk8d2arO5nrXcQDgthSKVnURXvIBAMFWLFmdn1nR4e2sXwIAwC/Ozyzr8DZeuwGUDydkwJf42ekZrWQK+tEDO11HAYDbxvpEAACkkcWk0vmi7qYUAwDAF+LJnGYSGd1FKQagjCjFgC/xl++Na09vix7c3e06CgDctlyxpDrWJwIAAu7sdEKSdPf2DsdJAADARpyfWZYkprwBlBUnZMBNXJpb0Ydjcf3ogUEZw4QFAP8qFK3qWZ8IAAi4s9PLqg+HtH9Lq+soAABgA86tl2JMigEoJ07IgJv4y/fGVRc2+k/uG3AdBQDuCOsTAQCQzk0v68DWVqanAQDwiXMzy+pva1Bva4PrKABqCN8NADeQyRf1tx9N6Tt3b1UPL7wAfC5ftBwAAgACzVqrczPLOsyT5gAA+Mb5mRWmxACUHSdkwA384sysEum8fu+Bna6jAMAdyxdLqmN9IgAgwBZWsoolcxysAQDgE7lCScPzK9wnBqDsOCEDbuAv3xvXzu5mPbynx3UUALhj+WJJdaxPBAAE2LU7SQ5t5WANAAA/GJ5fVb5oeaAFQNlRigGfc2VhVe+OxPSjBwYV4hAZQA0osD4RABBw52dWJIn1iQAA+MS1B1p47QZQbpyQAZ/zv70/oUjI6HfuH3AdBQDKIsf6RABAwJ2fWdb2jkZ1NNe5jgIAADbg/MyyGutC2t3b4joKgBrDCRlwnWyhqL/+cFJP3NWv/rZG13EAoCxYnwgACLoLs8usXwIAwEfOzyzr4JY2hfleFkCZUYoB1/n56VnFkjn9w4eGXEcBgLJhfSIAIMgy+aKuLCQpxQAA8Alrrc7NLOvwdl67AZQfJ2TAdf7inTHt6mnWo3t7XUcBgLLJsz4RABBgw/OrKpasDm1rcx0FAABswOxyRkupPA+0AKgITsiAdRdml/XBWFy//+CQQoxmA6ghOdYnAgAC7OLsiiTp0FZKMQAA/ODc9LIk6TClGIAKoBQD1v3FO2Oqj4T0O/cPuI4CAGVVKFpFwpRiAIBgujS3ovpwSLt6WlxHAQAAG3B+Zq0UO0QpBqACKMUASavZgv7uoyk9c2ybulrqXccBgLLKF0vcKQYACKwLsyva29+qCK+FAAD4wrmZZQ31NKu1IeI6CoAaxHcFgKS/+3hKyVxR//ChIddRAKDsCiWrCOsTAQABdXF2hdWJAAD4yPmZFd21lSkxAJVBKYbAs9bq370zpsPb2nXvYKfrOABQdoViiafjAQCBlEjlNbuc0UFKMQAAfCGZLWg0mtRdrE4EUCGckCHwPhyL68Lsiv7Rw0MyhkkKALUnX+JOMQBAMF2cW5EkHdxCKQYAgB+cn1mWtdKRHZRiACqDUgyB9xfvjKmtIaIf3rPddRQAqIhCsaS6EC/5AIDguTi7LElMigEA4BNnphKSpLu3dzhOAqBWcUKGQIuuZvX86Vn9g/t2qLmeyzsB1J5SyapkxaQYACCQLs+vqq0hom0dja6jAACADTg7vaze1nptaW9wHQVAjaIUQ6D9hw8nlSuW9PsPDbmOAgAVkS+VJEl13CkGAAigS3Mr2rellTXpAAD4xJnpZR3e3sFrN4CK4YQMgVUqWf2v747rgd3dOsAdAwBqVKFoJUmREN9QAACCZ3h+Vfv7W13HAAAAG5AtFHV5bkVHtnOfGIDKoRRDYL1yaV7jsZT+EVNiAGpYobRWioUpxQAAARNL5rS4muMBOAAAfOLS7KoKJct9YgAqilIMgfX/e2tMW9ob9L0jW11HAYCKKRRZnwgACKbLcyuSpH1MigEA4AtnpxOSpLuZFANQQZyQIZCuLKzqtUsL+v0HhzgoBlDTrk2KRcJMigEAguXy/KokMSkGAIBPnJ1eVltDRDu7m11HAVDDaAMQSP/L22OqD4f0uw/sdB0FACoqf21SLMRLPgAgWC7PrailPqxtHY2uowAAgA04M53QXdvbFWL9P4AK4oQMgbOaLeivP5zU08e2qa+twXUcAKioQpFJMQBAMA0vrGpff6uM4TUQAACvK5aszs8s6wj3iQGoMEoxBM7ffDip1WxB/+SRXa6jAEDFFUprk2IRVsUCAALmynxSe7lPDAAAX7i6sKpMvsR9YgAqjhMyBEqpZPXnb4/q+GCn7hnsdB0HACouvz4pVsf6CQBAgKxk8ppdzmgfpRgAAL5wdnpZknRkB5NiACqLUgyB8sbwoq4uJPVPHxlyHQUAqqJYWivFwpRiAIAAubqQlCTt7aMUAwDAD85MJdQQCWlvX4vrKABqHKUYAuXP3xpVb2u9njq6zXUUAKiKfHFtfWId6xMBAAFyZWFVEqUYAAB+cXZ6WYe2tbP6H0DF8bcMAmMsmtSvL87r9x7YqYZI2HUcAKiKwvqkWCTMpBgAIDiG51cVCRkN9TS7jgIAAG7BWquz0wnuEwNQFZRiCIx/+/aYwsbo9x9idSKA4Lg2KRYJ8ZIPAAiOKwurGuppZlIaAAAfmIyntZwpUIoBqAq+Q0AgJLMF/fsPJvS9I1u1pb3RdRwAqJpCcW1SrI5JMQBAgFxZSLI6EQAAnzgzlZAk3b29w3ESAEFAKYZA+NuPJrWSKeifPrLLdRQAqKpCaX1SjCflAQABUSiWNBZNandfi+soAABgA05PJRQJGR3a2uY6CoAA4IQMNa9UsvqzN0d1bKBD9w91uY4DAFWVX58Ui4SYFAMABMPUUlr5otXeXibFAADwg9NTCR3c2qbGurDrKAACgFIMNe/li/MaWUzqv/zqbhnDoTCAYCmW1ksx1icCAALi6mJSkrSHSTEAADzPWqtTkwkd3cHqRADVQSmGmvdv3hjRto5GPXV0m+soAFB1+eL6+sQQL/kAgGAYWVgrxXb3UooBAOB1k/G0Eum8jg5QigGoDk7IUNPOTS/rrStR/eOHd6mO+3QABFBhfX1iHZNiAICAGFlMqr0xou6WetdRAADALZyaTEiSju3odBsEQGDQEqCm/dmbI2qqC+v3HtjpOgoAOFEorU+K8WAAACAgri6uandfK6vTAQDwgVNTS6oPh3RgK3eBAqgOTshQs+ZXMnr2k2n9zv0D6miucx0HAJzIX5sUC3EwCAAIhpGFpPawOhEAAF84PZnQoW1taoiEXUcBEBCUYqhZf/HOuPKlkv7g0V2uowCAM4Uik2IAgOBI54qaTmS4TwwAAB+w1ur0VEJHdnCfGIDq4YQMNSmTL+ov3hnTE4f6taeP8WsAwVUorU2KRbhTDAAQAOOxlCRpF6UYAACeNxZNaSVT0DFKMQBVRCmGmvT3H08plszpv/jqbtdRAMCpT0sx1icCAAJgNJqUJO3qaXacBAAA3MqpqYQk6egApRiA6qEUQ82x1urP3hzRXdva9fCeHtdxAMCpT9cnhnjJBwDUvrH1Umyom0kxAAC87vTkkuojIR3Y0uY6CoAA4YQMNef1y4u6NLeq/91Xd8sYJiMABBuTYgCAIBmNptTVXKeO5jrXUQAAwC2cmkzo8LZ21XEHNoAq4m8c1Jx//fpV9bU16Jnj21xHAQDniiWrkJFClGIAgAAYiyY11MOUGAAAXlcqWZ2dXtZR7hMDUGWUYqgpZ6cTev3yov7g0V1qiIRdxwEA5woly+pEAEBgjC6muE8MAAAfGIkmtZotcJ8YgKrjlAw15U9fu6qW+rB+/8Eh11EAwBOKJaswU2IAgADIFoqaTqSZFAMAwAdOTyYkSccoxQBUGaUYasZkPKXnTs3o9x7cqY4m7hAAAEkqFC33iQEAAmEilpa10hCTYgAAeN6pyYQa60La19fqOgqAgKEUQ834N2+MyEj6g0d3u44CAJ5RLJUUDlOKAQBq30QsJYlSDAAAPzg9taTD29oVCXM8DaC6+FsHNSGezOmv3pvQD+7Zru2dTa7jAIBnrN0pRikGAKh94+ul2GA3pRgAAF6WL5Z0eiqhewa7XEcBEECUYqgJf/HOmNL5on78+B7XUQDAU7hTDAAQFOOxlBrrQuprbXAdBQAAfIlLcyvK5Es6Psh9YgCqj1IMvpfJF/Xnb4/q6wf7dGhru+s4AOApa5NivNwDAGrfeCylnd3NMoaHQQAA8LJPJpYkSfcyKQbAAU7J4Ht/89GkFldz+q8e3+s6CgB4DpNiAICgmFgvxQAAgLednFhSV3OdBru5AgVA9VGKwdeKJat//dpVHR/o0EN7ul3HAQDP4U4xAEAQWGs1EUtxnxgAAD5wciKh44OdTHcDcIJSDL724tlZjUZT+q++tpcXUgC4gWKpxKQYAKDmxZI5JXNFJsUAAPC41WxBl+ZXdM9gp+soAAKKUgy+Za3VT167qqGeZn337q2u4wCAJxWKrE8EANS+8VhKkjTYRSkGAICXnZ5MyFrpOKUYAEcoxeBbb12J6uTEkv73j+3hwBcAbqJYsoqE+TsSAFDbJuNpSWJ9IgAAHndyckmSdM9Ap9McAIKLUgy+9S9+Paz+tgb9zv0DrqMAgGcVSlbhEC/3AIDadq0U29HV5DgJAAD4Mp+ML2mop1ldLfWuowAIKE7J4EsfjsX19tWofvz4HjXWhV3HAQDPKpasIkzTAgBq3NRSSp3NdWptiLiOAgAAvsTJySUdZ0oMgENOSjFjTLcx5pfGmMvr/+66yef9t8aYs8aYM8aYvzTGNFY7K7zpX748rM7mOv3uAztdRwEATyuUSqyYBQDUvMl4WgNMiQEA4GlzyxnNJDK6h/vEADjkalLsjyW9ZK3dL+ml9Y9/gzFmh6R/LumEtfaIpLCkH1U1JTzp3PSyXrowr//i0d1q4UlQAPhSTIoBAIJgMp7WQCf3iQEA4GWfTCxJko5TigFwyFUp9kNJf77+4z+X9Fs3+byIpCZjTERSs6TpykeD1/3LV4bV2hDRP3l4l+soAOB5a3eKUYoBAGqXtVaT8RSTYgAAeNzJiSVF/v/t3XecXGXZ//HvtbvpPaSRHpIQCCUhhNARBKQTEHwoSlGEBxvqoyLKI/CI+ANBRbEgKEYURemRIkVKQBJICEkI6b0nm57N9pnr98c5SybLltns7pyZM5/365VXdmfOmb3OPbvnnnOu+77uAtMh/btGHQqAPBZVUqyvu6+XpPD/PrU3cPe1ku6RtErSekk73P2ljEaJrLOsuETPfbBenztmiLp1bBN1OACQ9ZgpBgCIu627K1VeldQAkmIAAGS1Wau36+D9u6p9m8KoQwGQx1otKWZmr4RrgdX+NzHN/XsomFE2TFJ/SZ3M7HMNbH+dmc0wsxnFxcUtcxDIOve/sVRtCwt0zQnDog4FAHJCdcJVWBDVGBgAAFrfmm1lkqQB3UmKAQCQrZJJ15w1OzRmULeoQwGQ51ptQSZ3P62+58xso5nt7+7rzWx/SZvq2Ow0ScvdvTjc50lJx0n6Sz0/7wFJD0jS+PHjvbnxI/us3V6mJ2eu1WePHqzeXdpFHQ4A5ARmigEA4m7d9jApxkwxAACy1pLiEpVUVGvsoB5RhwIgz0U1dHyypKvCr6+S9Ewd26ySdIyZdTQzk3SqpPkZig9Z6MEpyyRJ131ieMSRAEDuqE4mVVhIUgwAEF9rtzNTDACAbPfeym2SpHGDu0cbCIC8F1VS7E5Jp5vZYkmnh9/LzPqb2fOS5O7vSHpc0kxJH4SxPhBNuIha8a4K/e3dVfr0uAFc7AJAEzBTDAAQd+t3lKtj20J168CawwAAZKuZK7epR8c2GtarU9ShAMhzrVY+sSHuvkXBzK/aj6+TdHbK97dKujWDoSFLPfjmMlUlkrqeWWIA0CTVSVchSTEAQIyt216m/t07KCgwAgAAstHMVds0bnAP+msAkYtqphiQts0lFXp46gpdMHaADujdOepwACCnMFMMABB367aXaf9u7aMOAwAA1GN7aaWWFu/WuCGsJwYgeiTFkPUemLJMldVJffWTI6IOBQByTjBTjO4eABBfa7eXU2IdAIAs9v6q7ZKkcYNJigGIHnfJkNWYJQYAzcNMMQBAnFVUJ7S5pEL9SYoBAJC1Zq7apsIC05hB3aIOBQBIiiG7MUsMAJqnOpFkTTEAQGxt2FEuSZRPBAAgi81ctU0H9euijm2Log4FAEiKIXsxSwwAmo+ZYgCAOFsfJsWYKQYAQHZKJF2zVm3XkawnBiBLkBRD1mKWGAA0X7CmGEkxAEA81cwU68dMMQAAstLCDbu0uzLBemIAsgZJMWSlmlliE5klBgDNkiApBgCIsQ07w6RYV5JiAABko5mrtkkSSTEAWYOkGLISs8QAoGUknKQYACC+NuwoV5f2RerUjjVKAADIRjNXblOvzu00qCeljgFkB5JiyDqps8SGM0sMAPaZu8tdKjCSYgCAeFq/o0z7UzoRAICsNXPVNo0b3F3GdSmALEFSDFnnd28sZZYYALSARNIlSUXMFAMAxNSGHeXqS+lEAACy0paSCq3YUqpxQyidCCB7kBRDVtm4s1wPT12pC5glBgDNVh0mxQpIigEAYmr9jnJmigEAkKVmrtouSTqSpBiALEJSDFnlvlcXK5F0feO0A6MOBQByXtKDpBhrigEA4qg6kdTmkgr1Y6YYAABZacbKrWpTaDpsQLeoQwGAj5AUQ9ZYtaVUj767WpdOGKTB+3WMOhwAyHk15RMLqd0OAIih4pIKJV3qy0wxAACy0vTlW3X4wO5q36Yw6lAA4CMkxZA17v33IhUWmL72yZFRhwIAsZBMBv8zUwwAEEebdlZIkvp2ISkGAEC2Ka9K6IO1OzR+KKUTAWQXkmLICos37tJT76/VVccNZaFsAGgh1WFWjKQYACCONu4slySuHwAAyEKzVm9XVcI1YWjPqEMBgL2QFENW+NnLi9SpbZGu/8TwqEMBgNhIhGuKFZAUAwDE0MZd4Uyxru0ijgQAANQ2fflWSdL4ISTFAGQXkmKI3AdrduiFuRt0zQnD1LNT26jDAYDY+Kh8ImuKAQBiaNPOchWYtF9nkmIAAGSb6Su3aVTfLurWsU3UoQDAXkiKIXL3vLRQ3Tu20RdPHBZ1KAAQKzUzxQrp7QEAMbRpZ4V6dW5HmWAAALJMIumauXKbjhrGemIAsg+3yRCpd5Zt0RuLivWlTwxXl/aMHAGAlpRI1CTF6O4BAPGzcVc564kBAJCF5q/fqZKKah3FemIAshB3yRAZd9c9Ly1Uny7tdOWxQ6MOBwBih5liAIA427izQn26UDoRAIBsM31FsJ4YSTEA2YjbZIjMqws2afqKbfraJ0eoQ9vCqMMBgNhJJIOkWAFrigEAYqh4V4X6MFMMAICsM33FVg3o3kH9u3eIOhQA+BiSYohEdSKpO19YoGG9OunSCYOjDgcAYin50UwxkmIAgHhJJF1bd1eoNzPFAADIKu6ud5dv01FDWU8MQHYiKYZIPP7eGi3eVKLvnjlKbajrBQCtomamWBFJMQBAzGzZXaGkS707t406FAAAkGLlllJtLqnQUcMonQggO5GNQMaVVlbr568s0rjB3XXGIf2iDgcAYovyiQCAuCreVSFJzBQDACDLvBuuJzaB9cQAZCmSYsi4h95aro07K/S9sw+WcaMWAFpNTVKM8okAgLghKQYAQHaavnyrundso+G9O0cdCgDUiaQYMmpzSYXuf2OZPjW6r45ixAgAtKpEuKZYAUkxAEDMfJQU69w+4kgAAECqd1ds1fghPbkOBZC1SIoho+7792KVVSV045kHRR0KAMResmamGLNyAQAxU1wSJMV6dWFNMQAAssW67WVauaVUxw7fL+pQAKBeJMWQMcs379Yj76zSpUcN0og+TKEGgNZWHSbFihihBwCImeJdFerUtlAd2xZFHQoAAAhNW7ZFknTsASTFAGQvkmLImHteXKi2RQX6+mkjow4FAPJCzUwxylYAAOJmc0mlerGeGAAAWWXq0i3q3rGNDurXJepQAKBeJMWQEe+v2qbnPliva088QH26UPcfADKhZk2xQpJiAICY2VJSoV6dSYoBAJBNpi3foqOHsZ4YgOxGUgytzt11+7Pz1KtzO1170gFRhwMAeSNRM1OMNcUAADGzdXel9uvEemIAAGSLNdtKtXprmY6hdCKALEdSDK1u8ux1mrlqu248Y5Q6t6PmPwBkStJZUwwAEE+bSyq1HzPFAADIGtOWbZUkHTucpBiA7EZSDK2qrDKhO19YoEP6d9VFRw6MOhwAyCvVCconAgDiJ5l0bd1doV6dmSkGAEC2mLp0i3p0bKMD+7CeGIDsRlIMreqBKcu0fke5bj3vEG7KAkCG1cwUo3wiACBOtpdVKemifCIAAFlk2rItOnrYfqwnBiDrkRRDq1m/o0z3v7FU5xy2vyYM6xl1OACQdxLJ4H8GJQAA4mRLSYUkUT4RAIAssXprqdZuL6N0IoCcQFIMreauFxYo4a6bzjoo6lAAIC8lvKZ8YsSBAADQgjaXVEqS9qN8IgAAWWHqsi2SpGMOICkGIPtxmwytYuaqbXp61jpde+IwDerZMepwACAvJZOUTwQAxM/W3WFSrBMzxQAAyAbTlm5Rz05tdWDfzlGHAgCNIimGFpdMun74z3nq3aWdvnTyiKjDAYC8lUjWzBQjKQYAiI+tpUFSrEenNhFHAgAA3F3Tlm3RMQf0lDEgE0AOICmGFjd59jrNWr1dN54xSp3bFUUdDgDkraQzUwwAED/bwpliPTpSPhEAgKit3FKqdTvKdSylEwHkCJJiaFG7K6p15wsLdNiAbrpo3MCowwGAvPZRUoyZYgCAGNm6u1Jd2hepDYtmAgAQuTeXbJYkHT+iV8SRAEB6uIpAi7rv1SXasLNct543mpuwABCxsHqiCpkpBgCIkW2llerZiVliAABkg7cWF2tA9w4a1qtT1KEAQFpIiqHFLNm0S79/c5kuPnKgxg/tGXU4AJD39pRPjDgQAABa0NbdlZROBAAgC1Qnknp76RadMKIX64kByBkkxdAi3F23Tv5QHdsW6qazDoo6HACApGQ4VYyLEwBAnDBTDACA7DBn7Q7tKq/WCSMpnQggd5AUQ4t4ds56/WfJFn3njFHq1bld1OEAAJRSPpGpYgCAGNm2u4qZYgAAZIG3Fm+WGeuJAcgtJMXQbCUV1frRc/N06ICuuvzoIVGHAwAIJZKUTwQAxE9QPrFN1GEAAJD33lq8WYf078oMbgA5haQYmu2X/16sjTsrdPvEQ5mNAABZpGZNMconAgDiorwqobKqhHpw8w0AgEiVVFRr5qptOmFE76hDAYAmISmGZlm0cZceemu5Lj1qkI4Y3CPqcAAAKZzyiQCAmNlRViVJ6s5MMQAAIvXOsi2qTrpOZD0xADmGpBj2mbvrB0/PVef2RbrxzIOiDgcAUEvCKZ8IAIiX7aVhUqwDM8UAAIjSW0s2q11RgY4cwiB5ALmFpBj22eTZ6/TO8q268YyDqB0MAFko+VFSjKwYACAetpdWSmKmGAAAUXtr8WZNGNZT7dsURh0KADQJSTHsk+2llbr92XkaM7CbLjlqUNThAADqUFM+kaQYACAutoflE7t1ICkGAEBUNuwo1+JNJZROBJCTiqIOALnpx8/P17bSKj38haNZqwYAslQiSflEAEC87ChlTTEAAKL21pLNkqQTRvSOOBIAaDpmiqHJ3l66Wf+YsUbXnXSARvfvGnU4AIB61JRPZPACACAutpfVlE+kfDsAAFF5feEm9e7STgf16xJ1KADQZCTF0CTlVQl9/8kPNGS/jvr6qSOjDgcA0IBkOFPMKJ8IAIiJbaVValNo6tSW9UsAAIhCdSKpKYuKdcqo3ipgACaAHET5RDTJfa8u1ootpXrki0ezkCYAZLmkM0sMABAvO8qq1LV9GwZ8AAAQkfdXb9fO8mqdMqpP1KEAwD5hphjSNn/9Tv3ujWW6+MiBOn4EC2kCQLZLurOeGAAgVnaWValbB9YTAwAgKq8t2KSiAtPxI7k3CCA3kRRDWhJJ101PfqBuHdro5rMPjjocAEAaEu6MpAcAxMqOsip1ISkGAEBkXltYrPFDe6hre/pjALmJpBjS8uepKzR79Xbdct5o9ejEotYAkAvcpUKSYgCAGNlZXs1MMQAAIrJhR7nmr99J6UQAOY2kGBq1dnuZ7n5xoT5xYG+dP6Z/1OEAANKUTFI+EQAQL7vKqtS1PUtjAwAQhdcWbpIknXIQSTEAuYukGBrk7vru43MkST+64FDKcAFADkm4q4DzNgAgRnaWV6krM8UAAIjEaws2aUD3DhrZp3PUoQDAPiMphgb99d1VemvJZn3/nIM1qGfHqMMBADSBu1TAVDEAQEy4u3aUVbGGCQAAEaioTug/Szbr5FG9GTQPIKeRFEO9Vm8t1R3PzdcJI3rp8gmDow4HANBECconAgBipLwqqaqEq2sHyicCAJBpM1Zs0+7KBOuJAch5JMVQp2TSdePjc1RgprsuPpwRIACQg5LuKiQrBgCIiZ3lVZLETDEAACLw2oJNaltYoONG7Bd1KADQLCTFUKdH3lmpqcu26H/POVgDuneIOhwAwD5IuhjUAACIjV1hUqxLe2aKAQCQSe6uVxds0tEH9FTHtvTDAHIbSTF8zKotpfrx8wt00oG9dclRg6IOBwCwj5KUTwQAxMiu8mpJJMUAAMi0pcUlWrZ5tz41um/UoQBAs5EUw16SSde3H5+tokLTXRcdxgwDAMhhSXcVch4HAMRESUVNUozyiQAAZNKLH26UJJ0+ul/EkQBA85EUw17+NHWF3l2+VbecO1r7d6NsIgDksoQ7gxsAALFREs4U69yOmWIAAGTSS/M2asyg7urXrX3UoQBAs5EUw0cWb9ylO19YoFNG9dbFRw6MOhwAQDO5S4XUTwQAxATlEwEAyLwNO8o1e/V2SicCiA2SYpAkVVQndMOjs9S5XZHuuvhwZhYAQAwk3cXpHAAQF7tqyie2o3wiAACZ8vK8DZKkMw4hKQYgHhhiB0nSPS8u1Pz1O/WHq8arTxemQgNAHCRdrCkGAIiNj8onMlMMAICMeWneRh3Qq5OG9+4cdSgA0CKYKQa9ubhYD765XFccM0SnHsyoDwCIi6S7RE4MABATu8qr1LFtIaWBAQDIkB1lVZq6dItOP6QvVaUAxAZJsTy3dXelvvWP2RrRp7O+f/bBUYcDAGhJLhVw4QIAiIndldXq1I5ZYgAAZMrrCzepOun61Oh+UYcCAC2GpFgec3d994k52l5apV9cOlYd2hZGHRIAoAUl3ZkoBgCIjZKKhDqTFAMAIGNe+nCjendppyMGdY86FABoMSTF8tij01fr5XkbdeOZo3RI/25RhwMAaGHOTDEAQIyUVlSrUzsG8gEAkAnlVQm9vnCTTh/dVwWULgYQIyTF8tTS4hL98J/zdMKIXvrC8cOiDgcA0AqS7iInBgCIi5KKanVsy0wxAAAy4Y1FxdpdmdAZh1A6EUC8kBTLQ+VVCX3lkZlq36ZAP/2vMYz2AICYSrpYDBkAEBu7K6spnwgAQIY8O2e9enZqq+OG7xd1KADQokiK5aHbJn+oBRt26WeXjFXfru2jDgcA0GpcjHsAAMRFaUVCHVkHGQCAVldaWa1X5m3UmYf2U5tCbh8DiBfOannmyZlr9Oj01fryycN1yqg+UYcDAGhFSdYUAwDESEkFM8UAAMiEVxdsUllVQucd3j/qUACgxZEUyyOLN+7SzU/N1YRhPfU/px8YdTgAgFbGmmIAgDgprUywphgAABnwz9nr1LtLO00Y1jPqUACgxZEUyxOlldX60iMz1aldoe677AgVMfUZAGLPWVMMABAT7q7dldXq1I7yiQAAtKZd5VV6bWGxzjlsfxVSjx9ADDHMLg+4u/73qblaWlyiv1xzNOuIAUCeSLqLSxgAQByUVyXlLnVgTTEAAFrVy/M2qrI6qfPG7B91KADQKpgulAf+Pn21nnx/rb5+6kgdP6JX1OEAADKIgX0AgDgoq0pIkjq2ISkGAEBrenbOevXv1l5HDOoRdSgA0CpIisXc3LU7dMvkD3XCiF762idHRh0OACCDku4qoHwiACAGSiurJYk1xQAAaEXbSys1ZVGxzh3TXwWMsAQQUyTFYmxzSYX++8/vab9ObXXvpWOpAwwAeSaZlMiJAQDioKwymClG+UQAAFrPv+ZuUHXSde7hlE4EEF8Ms4upqkRSX35kpjaXVOjx649Tr87tog4JAJBhLpeRFQMAxMBH5RNJigEA0GqemLlGB/TupMMGdIs6FABoNcwUi6nbn52nd5dv1V0XHa7DBtKRAUA+SrpESgwAEAelNTPFWFMMAIBWsWLzbk1fsU0XHzmQwZUAYo2kWAz9ffoqPTx1pa49cZguOGJA1OEAAKLiYk0xAEAsUD4RAIDW9cTMNSow6dNHDIw6FABoVSTFYmbmqm36wdMf6sSRvfTdMw+KOhwAQISS7iqgpwcAxMCe8omsAAAAQEtLJF1PvLdGJ4zsrX7d2kcdDgC0Km6VxcjGneW6/s/vqV+39rrvsiNUVMjbCwD5LOkuo4AiACAGyiifCABAq5m6dIvW7SjXZ45klhiA+CNrEhPlVQn995/fU0lFtR68cry6d2wbdUgAgIi5JKonAgDioGamWPs2XMICANDSHn9vtbq0L9Lpo/tGHQoAtDquKGIgmXR98++zNHvNdv38krEa1a9L1CEBALJA0sUCyQCAWCgPk2LtmCkGAECL2llepX99uEHnj+mv9vSzAPIASbEYuPNfC/TC3A26+eyDdcYh/aIOBwCQLdxVQE4MABADFdVJScwUAwCgpT03Z73Kq5L6zPhBUYcCABnBFUWO+/O0lXpgyjJddewQXXPCsKjDAQBkkaRLBcwUAwDEQHlVQmZSW9ZNBgCgRf1jxmqN6NNZYwZ2izoUAMgIrihy2GsLNunWZ+bq1IP66JbzDqFEFgBgL0l30TMAAOKgvCqh9kWFXPMAANCC5q7dofdXbddlEwbTxwLIGyTFctTctTv0lb/O1Oj+XfXLy45QIfWxAAC1OGuKAQBiorwqqXaUTgQAoEU9PHWFOrQp1MVHDow6FADIGK4qctC67WX6wqTp6t6hjR666ih1alcUdUgAgCyUZE0xAEBM1MwUAwAALWN7aaWembVOFxwxQN06tIk6HADIGLIpOWbb7kpd/cd3VVaZ0ONfOk59uraPOiQAQJYKZopFHQUAAM1XUZ1Ue2aKAQDQYh6bsUYV1UldeeyQqEMBgIwiKZZDSiqqdfWk6VqxpVSTPn+URvXrEnVIAIAs5nIVkBUDAMRARXVC7ZgpBgBAi0gmXX+etlIThvbUwft3jTocAMgohtrliPKqhK57eIbmrt2hX18+TscN7xV1SACALJdkphgAICYqq5NqW8TlKwAALeGNRcVatbVUVzBLDEAe4qoiB1Qnkrrhb+/r7aVbdPfFh+v00X2jDgkAkAPcXSayYgCA3FeZICkGAEBL+dPUFerdpZ3OOKRf1KEAQMZxVZHlkknXd5/4QC/N26jbzhutT48bGHVIAIAcwZpiAIC4qKxOqm0hl68AADTXsuISvbGoWJdNGMyAEwB5iTNfFnN33f7cPD0xc42+edqBuvr4YVGHBADIMUZWDAAQA5RPBACgZfzujWVqW1igK46hdCKA/MRVRZZyd/3s5UX6439W6PPHD9UNp46IOiQAQI7xqAMAAKCFVJAUAwCg2dbvKNOT76/RJUcNUu8u7aIOBwAiURR1APg4d9dPX1qkX722RJeMH6QfnDOakf4AgCYL1hQDACD3MVMMAIDme3DKciVduvbEA6IOBQAiQ1Isy7i77n5xoX7z+lJdNmGQ7rjgMBUUcEsTANB0LtYUAwDEQ0V1Uu1IigEAsM+27q7U395dpYlj+mtQz45RhwMAkSEplkXcXXf9a6Huf2OpLj96sH408VASYgCAfeYuZooBAGKhKpFU20KSYgAA7KtJb69QWVVC1588POpQACBSJMWyhLvrzhcW6HdTlulzxwzWD88nIQYAaD7K7wIA4qA66SoqpE8DAGBflFRU609vr9Dpo/vqwL5dog4HACJFUiwLuLt+/Px8Pfjmcl157BD93/mHcBMTANBsLo86BAAAWkRVdVJtmCkGAMA++fPUldpRVqUvM0sMAEiKRS2RdP3gmbn66zurdPVxQ3XreaNJiAEAWgTlEwEAcVGVJCkGAMC+2La7Ur95fYlOHtVbRwzuEXU4ABA5kmIRKq9K6Jt/n6UX5m7Ql04erhvPGEVCDADQYtxFVgwAEAvVCVcR5eUBAGiyX7+2RLsrqvW9sw6OOhQAyAokxSKyq7xK1z48Q9OWbdUPzh2ta04YFnVIAIAYMrJiAIAc5+7hmmLMFAMAoClWby3Vw1NX6uIjB2pUP9YSAwCJpFgkindV6Oo/vquFG3bp3kvG6oIjBkQdEgAghtxdTEAGAOS6qkSwRmb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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -415,15 +449,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[11] loss: 0.088\n"
+      "[11] loss: 25.528\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -434,15 +468,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[12] loss: 0.089\n"
+      "[12] loss: 25.636\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -453,15 +487,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[13] loss: 0.090\n"
+      "[13] loss: 25.831\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -472,15 +506,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[14] loss: 0.091\n"
+      "[14] loss: 26.779\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -491,15 +525,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[15] loss: 0.094\n"
+      "[15] loss: 27.747\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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7BvX+l626f2mFUrxu23EAa+5fWqGjfUP6eF+77SgAcE6UYgCAiJiRSTEOOAEA5+ALhPQvHx7UkqpcXTuz0HYcAADG1a/W18pI+vqKSttRAKuunVmogoxkvbip3nYUADgnSjEAQERGtiBwpxgA4Fx+tb5OLT0+/flXZjAlBgCIa0PBkJ7bUK8bZhWpIi/NdhzAKo/bpdULS/WbfW3qGvDbjgMAZ0UpBgCIyMidYi6eIACAsxjwB/VvHx/U5VPzdfnUAttxAAAYV2/vbFFHv1+Praq2HQWICqsXlSkQMnp7V4vtKABwVhxpAgAiEg4Pl2J88h8AcBZPrq3V0T6//vwrM21HAQBg3P3yixpNLkjXldP4IAggSXNLszSlMF1rtjbajgIAZ0UpBgCIyHAnJreLUgwAcKr+oaCe+OSQrp1ZqCVVubbjAAAwrnY1dmtLXZceWVklF++PAEmS4zhavbBM6490qqlr0HYcADgDpRgAICKhkfWJvOcDAJzmyS9qdGwgoD+9cYbtKAAAjLun19UqxevSvUvKbUcBosqdC0slSW9sb7KcBADORCkGAIgI6xMBAGfTNxTUf3xyWNfNLNTCihzbcQAAGFfdgwG9tq1Jdy4oU3aq13YcIKpU5adrYUWO1myjFAMQfSjFAAARCQ2XYqxPBACc7Mm1x6fEvs+UGAAgAbyypUGDgZAeXVVlOwoQlVYvLNWe5h7tb+21HQUATkEpBgCICKUYAOB0fUNB/cenh3X9rCKmxAAAcc8Yo6fX1WpBRY7mlWXbjgNEpa/OL5Xb5ei1bY22owDAKSjFAAARGblTjFIMADDiybU16hoI6Ps3TLcdBQCAcffF4Q4dau/XoyuZEgPOpTAzWVdMK9Br25pkhs8RACAaUIoBACJyYlKMO8UAAJJ6fQH9x6eHdcOsIi1gSgwAkACeWVen7FSvbp9fYjsKENXuXFCqhmOD2lrfZTsKAJxAKQYAiEiYSTEAwElOTIndyJQYACD+tfb49O7uFt2/tFwpXrftOEBUu3FOsbxuR2/vbLYdBQBOoBQDAEQkGKIUAwAcd3xK7IhunF2k+eU5tuMAADDunttQr2DY6OEVrE4ELiQ71aurphfqrZ0trFAEEDUoxQAAERmZFHNRigFAwvvF5zXqHgzo+zfMsB0FAIBxFwyF9eyGOl01vUCTC9JtxwFiwq3zJqmxa1A7G7ttRwEASZRiAIAIjdwp5qEUA4CE1uML6CefHZ8Su6w823YcAADG3Qd72tTS49OjK5kSA0brpjnF8rgcvckKRQBRglIMABCR4HAp5nIoxQAgkY1Mif3pjUyJAQASwzPra1WSnaLrZxXZjgLEjJy0JF0+rUBvs0IRQJSgFAMARCQc5k4xAEh0Pb6AfvLpYd04u1jzypgSAwDEvyNH+/XpgaN6eHmlPG6O04BIfPWySarrHNDuph7bUQCAUgwAEJnQ8Ce73EyKAUDC+vlnNerxBfWnN063HQUAgAnxzLpaeVyOHlheYTsKEHNumjNJbpejt1ihCCAKUIoBACISChs5juRiUgwAElL3YEA//eywbprDlBgAIDH4AiG9uLlBN8+bpKLMFNtxgJiTl56kVVPy9dbOZlYoArCOUgwAEJFQ2DAlBgAJ7OefH1GPL6jv38CUGAAgMbyxvUndgwE9sqLKdhQgZt12WYlqOga0t6XXdhQACY5SDAAQkZAxTIkBQII6PiV2RF9hSgwAkECeXleraUUZWjklz3YUIGZ9ZW6xXI709q4W21EAJDhKMQBAREIhIw+lGAAkpJ99dkS9vqC+z11iAIAEsaOhS9sbuvXIiko5bMwALlpBRrKWVOXq/S9bbUcBkOAoxQAAEQkZ1icCQCLqHgzoZ58f0c1zizW3lCkxAEBieHpdrVK9bt29pNx2FCDm3TSnWHuae9RwbMB2FAAJjFIMABCRcJj1iQCQiH46MiV2wwzbUQAAmBDdAwG9vr1JqxeVKivFazsOEPNunF0sSfqAaTEAFlGKAQAiEjKsTwSARNM9ENDPPzuiW+ZO0pzSLNtxAACYEC9taZAvENYjK6tsRwHiwpTCDE0tTNf7eyjFANhDKQYAiEiISTEASDg//eyweoe4SwwAkDiMMXpmXa0WVeawNhgYQzfNmaT1hzvVPRiwHQVAgqIUAwBEJBTmTjEASCRdA379/PMa3TpvkmaXMCUGAEgMaw916PDRfj3KlBgwpm6aU6Rg2OjjfW22owBIUJRiAICIhMKSm0kxAEgYP/3sCFNiAICE89QXtcpN8+q2y0psRwHiysKKXBVkJOl97hUDYAmlGAAgIqFwmFIMABLEyJTYbZdN0qxJTIkBABJDS7dP7+9p1f1LK5TidduOA8QVt8vRDbOK9dt97fIHw7bjAEhAlGIAgIiEDJNiAJAofvLpEfUNBfX9G2bYjgIAwIR5dkOdwsbo4RWVtqMAcenGOcXqHQpq/ZEO21EAJCBKMQBARMJhQykGAAmga8CvX6yt0VcvK9HMSZm24wAAMCECobCe21inq6cXqio/3XYcIC5dOa1AKV6XPmCFIgALKMUAABEJhsNyO5RiABDvfvZ5jfqGgvqTG7hLDACQOD74slWtPUN6dGWV7ShA3EpNcuvKaYX6YE+bjDG24wBIMJRiAICIhMKSi0kxAIhrPb6Afv75Ed0ydxJTYgCAhPL0+lqV5aTqullFtqMAce26WYVq7BrUofY+21EAJBhKMQBARMLGyM3TAwDi2lNf1KrXF9T3rp9mOwoAABPmYFufPj/YoYdXVLIyHhhn1848Xjx/vK/dchIAiYZjTQBARIJhI4+LxwcAxKv+oaB+8ulhXT+rSPPKsm3HAQBgwjyzvlZet6P7l1bYjgLEvbKcVM0oztBv9rXZjgIgwXCqCQCISCgclodPTQJA3Hpmfa2ODQSYEgMAJJQBf1AvbW7QLfNKVJiZbDsOkBCunVmkjUeOqX8oaDsKgARCKQYAiEgwZFglAgBxyhcI6YlPjujKaQVaXJlrOw4AABPmje1N6vUF9ciKSttRgIRx7YxC+UNhrT3UYTsKgARCKQYAiEgobORxU4oBQDx6bkOdjvYNMSUGAEgoxhg9ta5WM4oztHxynu04QMJYWp2n9CQ3KxQBTChKMQBARIJhIzd3igFA3BkKhvTjTw5reXWeVk7Jtx0HAIAJs72hW7sae/Toyio5Dh8ABCZKkselK6YV6Lf72mWMsR0HQILgVBMAEJFQ2HCnGADEoZc3N6q528eUGAAg4Ty9rlZpSW6tXlRmOwqQcK6dWaTGrkEdbOuzHQVAgqAUAwBEJBAKc6cYAMSZQCisf/v4oBZU5Oiq6QW24wAAMGG6Bvx6Y3uT7lpUpswUr+04QMK5dmahJLFCEcCEoRQDAESESTEAiD+vbWtSw7FB/fF101gbBQBIKC9tbtBQMKxHVlbZjgIkpNKcVM0sztTH+9ptRwGQICjFAAARCYWNPG4eHwAQL0Jho3/7zUHNLsnSDbOLbMcBAGDChMNGT6+r1dKqXM0uybIdB0hY184s1MaaTvUNBW1HAZAAONUEAEQkyKQYAMSVN3c26/DRfv3x9UyJAQASy+eHjqqmY4ApMcCya2YUKhAyWn+4w3YUAAmAUgwAEJFQ2HCnGADEiXDY6F8/OqBpRRm6Ze4k23EAAJhQT31Rq7z0JN16Gc9AwKbFVblK8br06YGjtqMASACUYgCAiATDYSbFACBOvPdlq/a39ul7102Ti7/bAQAJpLl7UB/ubdN9S8uV7HHbjgMktBSvW8uq8/T5QUoxAOOPUgwAEBEmxQAgPhhj9C8fHVB1fppun19iOw4AABPq+Y31CoWNvr6c1YlANLhqeoEOtPWppdtnOwqAOEcpBgCICHeKAUB8+Hhfu3Y39eiPrp0mj5u3BQCAxBEMhfXchnpdPaNQlflptuMAkHTFtAJJYloMwLjj3S8AICKhkJHbxeMDAGKZMUb//NEBleWk6q7FZbbjAAAwoT7a26aWHp++vqLSdhQAw2ZPylJ+epI+oxQDMM441QQARCQYNvK4mRQDgFi29lCHttZ16TvXTpWXKTEAQIL51YY6FWcl64ZZRbajABjmcjm6fFqBPjt4VMYY23EAxDHeAQMAIhIMh7lTDABi3D9/eEDFWcm6b0m57SgAAEyo+s4B/XZ/ux5YVsn6YCDKXDWtQO29Q9rf2mc7CoA4xtMfABAR7hQDgNi24Uin1h/p1B9cPVUpXrftOAAATKhnN9TJkfTgsgrbUQCc5orpx+8V+/RAu+UkAOIZpRgAYNTCYSNjJA93igFAzPqXjw6oICNJDy3nHhUAQGLxB8N6YVO9rp9VrNKcVNtxAJymLCdVUwrS9Tn3igEYR5xqAgBGLRg+vtebO8UAIDZtq+/SpweO6j9dNUWpSUyJAQASy3tftuhon19fX8kHQ4BodeX0Aq0/0il/MGw7CoA4RSkGABi10HApxp1iABCb/vWjA8pJ8+qRlVW2owAAMOGeWVen8txUXT290HYUAOdwxbQCDfhD2lJ3zHYUAHGKUgwAMGrB8PFPanGnGADEnt1N3fpgT5t+74rJykj22I4DAMCEOtTepy8Od+ih5ZV8yA+IYqum5svlSGtZoQhgnFCKAQBGjUkxAIhdP/zNQWUme/T45dW2owAAMOGeXV8nj8vR/UsrbEcBcB5ZKV5dVpatdYc7bUcBEKcoxQAAo3biTjFKMQCIKQdae/X2rhY9fnm1slO9tuMAADChfIGQXtrSoJvnTlJhZrLtOAAuYOWUfG2r79KgP2Q7CoA4RCkGABi1302K8fgAgFjyw98cVIrHrd+7crLtKAAATLi3djarayCgr6+otB0FwCisnJIvfyisrdwrBmAccKoJABi1QIg7xQAg1tR3DuiNHc36+opK5aUn2Y4DAMCEe2Z9naYUpGvV1HzbUQCMwtLqXLkcad3hDttRAMQhSjEAwKhxpxgAxJ4nPjkslyN96yqmxAAAiWdPc4821x7Twysq5Ti8jwFiQebwvWJfUIoBGAeUYgCAUTtxp5ibN5MAEAvae4f0wqZ63b2oXCXZqbbjAAAw4X61vk5JHpfuWVxuOwqACKycyr1iAMYHpRgAYNSCoeFSjDvFACAm/PzzI/KHwvr2NVNsRwEAYML1DwX16tZG3X5ZiXJZIQzElJVT8hUIGW3hXjEAY4xTTQDAqJ24U4xJMQCIej2+gJ76ola3zpukqYUZtuMAADDh3tjepL6hoL6+stJ2FAARWlqVK7fL4V4xAGOOUgwAMGoj6xO9lGIAEPWeXler3qGg/vCaabajAABgxTPr6zRrUqYWV+bajgIgQpkpXs0ry6YUAzDmKMUAAKMWHJkUY30iAEQ1XyCkn31Wo6umF+iy8mzbcQAAmHA7Grq0s7FbD6+olOPwoT4gFq2ckse9YgDGHKeaAIBRC4zcKcakGABEtRc3N+ho35D+8NqptqMAAGDFM+vqlOp1a/WiMttRAFwk7hUDMB4oxQAAoxYMH58U87p5fABAtAqGwnrik0NaWJGjVVPybccBAGDC9fgCen17k+5cWKqsFK/tOAAu0rLqPO4VAzDmONUEAIxacGRSzMWkGABEqzd3Nqu+c1B/eO1U1kUBABLSmq2NGgyE9PUVVbajALgEGckeXVaWrS8OUYoBGDuUYgCAUQuEmBQDgGhmjNG/f3xI04sydNPsYttxAACYcMYYPbOuTvPLs7lXE4gDKybnaUdDt3wB7hUDMDY41QQAjFowzJ1iABDNPtrbpr0tvfrONVPlYqoXAJCANtce077WXn19RaXtKADGwNLqPPlDYe1s7LYdBUCcoBQDAIzayKSYx8XjAwCi0b9/fEhlOam6Y2Gp7SgAAFjxzPo6ZSZ79LUFPAuBeLCkKleStLGm03ISAPGCU00AwKiN3CnmZVIMAKLOhiOd2lR7TL9/1WTW3AIAElJnv19v7mzWXYvLlJbksR0HwBjIS0/StKIMbao5ZjsKgDjBu2UAwKgFw8OTYhy2AkDU+bePDyovPUkPLGNdFAAgMb28uUH+YFgPszoRiCvLqnO1qaZT4eErHQDgUnCqCQAYtcDIpBj31ABAVPmyqUcf72vXNy+vVmqS23YcAAAmnDFGv9pQp6VVuZo1Kct2HABjaGlVnnp8QR1o67MdBUAcoBQDAIxaMMSkGABEo3//7SGlJ7n12Kpq21EAALDii0MdOnK0X19fyZQYEG+WVedJ4l4xAGODU00AwKgFh1cVeLhTDACiRs3Rfr25o0mPrKxSdprXdhwAAKx4Zn2dctK8unVeie0oAMZYRV6qijKTKcUAjAlKMQDAqP1ufSKPDwCIFk98elgel0u/d+Vk21EAALCirdend3e36L4l5UrxskYYiDeO42hZdZ421RyzHQVAHLByquk4Tp7jOO87jnNg+N+553jdzxzHaXMcZ9dEZwQAnOl36xOZFAOAaNDW49NLmxp0z5JyFWel2I4DAIAVL25qUDBs9NByVicC8Wppda4auwbV2DVoOwqAGGfro/5/JelDY8x0SR8Of302v5B0y0SFAgCcX2BkfaKLUgwAosFPPzuiYDisP7h6iu0oAABYEQob/Wp9na6Ylq8phRm24wAYJyP3im1ihSKAS2SrFLtT0pPDv35S0uqzvcgY84kk/qYDgCgRDIXlcTlyHEoxALCteyCgp9fV6rbLSlRdkG47DgAAVnyyv12NXYN6eHmV7SgAxtGsSZlKT3KzQhHAJbNVihUbY5olafjfRZZyAAAiEAwbVicCQJR4al2N+v0h/eG1U21HAQDAmmfW16ogI1k3zSm2HQXAOPK4XVpclauNTIoBuETjVoo5jvOB4zi7zvLPneP03/u24zibHMfZ1N7ePh7/CQBIeIFQWF6Xrc9TAABGDPpD+tnnNbp2ZqHmlmbbjgMAgBVNXYP6aG+bHlhWriQP71OAeLe0Kk/7WnvVPRiwHQVADPOM1x9sjLnxXN9zHKfVcZwSY0yz4zglktrG4L/3hKQnJGnp0qXmUv88AMCZgiEmxQAgGrywqV6d/X794TVMiQEAEtdzG+tlJD24rNJ2FAATYGl1royRttV36ZoZhbbjAIhRtj5G87qkx4d//bik1yzlAABEIBgOy+PmE5gAYFMgFNYTnxzWkqpcLZ+cZzsOAABWBENhPb+xTtfMKFRFXprtOAAmwPzybDmOtLWOe8UAXDxbJ5t/Lekmx3EOSLpp+Gs5jlPqOM5bIy9yHOdZSV9Imuk4ToPjON+ykhYAIEkKhIy8LibFAMCm17c1qbFrUH907VQ5Dn8nAwAS02/2tau1Z0gPL2dKDEgUmSlezSjK1Na6LttRAMSwcVufeD7GmA5JN5zl95sk3XbS1w9NZC4AwPkFQ0yKAYBNxhj9+JNDmlmcqetmFtmOAwCANb9aX6uizGRdP4vnIZBIFlfl6M0dzQqHjVx8aBfAReBkEwAwaoEwd4oBgE0f72vX/tY+ffvqKRwCAAASVmPXoD7e364HllXwoT0gwSyqyFWPL6jDR/ttRwEQo/jJAQAwasFQWF4Xjw4AsOWJTw5rUlaKvrag1HYUAACseX5jvSTpgWUVlpMAmGiLKnMkSVu4VwzAReJkEwAwasEQk2IAYMvOhm59cbhDv3dltZI8/BgPAEhMwVBYL2ys1zUzClWem2Y7DoAJNrUwQ5kpHu4VA3DReDcNABi1QNjIy3oSALDix58cUkayRw8ur7QdBQAAaz7e166WHp8e4nkIJCSXy9HCihxtZVIMwEXiZBMAMGqBYFhJlGIAMOHqOwf01s5mPbyiUlkpXttxAACw5tkNdSrKTNb1s4psRwFgyeLKXO1v7VXfUNB2FAAxiJNNAMCoBUJheT2sTwSAifbTz47I5Tj65hXVtqMAAGBNU9egfrOvTfcvrWCDBZDAFlXmKGykHfVdtqMAiEH8BAEAGLVAKCyPi0cHAEykrgG/nt9YrzsWlqokO9V2HAAArHlhU72MpAeWVdiOAsCiRRW5kqStlGIALgInmwCAUfOHuFMMACba0+tqNRgI6dtXT7EdBQAAa4KhsJ7fWK+rpheqIi/NdhwAFmWneTW1MF1barlXDEDkONkEAIxaMBRWEusTAWDC+AIh/WJtra6eUahZk7JsxwEAwJrf7m9Xc7dPDy9nSgyAtKgyV1vru2SMsR0FQIyhFAMAjFogFGZSDAAm0KtbG3W0b0h/wJQYACDBPbuhToWZybphdrHtKACiwKLKHHX2+1XXOWA7CoAYw8kmAGDUAqxPBIAJEw4b/cenhzW3NEuXT823HQcAAGuauwf10d423b+0nPcjACRJiyuP3yu2pY4VigAiw08SAIBR8zMpBgAT5sO9bTrc3q9vXz1FjsPqWgBA4nphY4PCRnpwWaXtKACixIziTKUlubWtrst2FAAxhpNNAMCoHV+fyMEsAEyEJz45pLKcVH31shLbUQAAsCYUNnp+Y52uml6girw023EARAm3y9G80mxtb+i2HQVAjKEUAwCMWiDIpBgATIQtdce0seaYvnXlZHn4excAkMA+2d+upm6fHl7OlBiAU80vz9aXzT3yB8O2owCIIbzDBgCMWiDMnWIAMBH+45PDykrx6IFlFbajAABg1TPr61SQkawb5xTbjgIgysyvyJE/GNb+1l7bUQDEEE42AQCjYoxRIBRWEusTAWBc1Rzt1zu7W/TIyiqlJ3tsxwEAwJqWbp8+2tuq+5aW8+E8AGdYUJ4tSdre0GU3CICYwk8UAIBRCYWNjBFvRgFgnP3ks8Pyulz6xuXVtqMAAGDVC5vqFTbSQ8tYnQjgTJV5acpJ82on94oBiAAnmwCAUQmEjCRxtw0AjKOOviG9uKlBdy0qU1FWiu04AABYEwobPb+xXldNL1BlfprtOACikOM4uqwsW9spxQBEgJNNAMCo+EPHL671sj4RAMbNU+tqNRQM6/evnmw7CgAAVn1yoF2NXYN6aDlTYgDObUF5jva39mrQH7IdBUCMoBQDAIxKYLgUS/Lw6ACA8TDoD+mXX9TqhllFmlaUaTsOAABWPbu+TgUZSbpxdrHtKACi2PzybIXCRl82My0GYHQ42QQAjEpweH0id4oBwPh4aUuDOvv9+vbVU2xHAQDAqtYenz7c26Z7l1TwoTwA57WgIkeStL2eUgzA6PCTBQBgVAIn1ify6ACAsRYKG/3k08NaUJGj5ZPzbMcBAMCqFzbWKxQ2enBZhe0oAKJccVaKirOStaOhy3YUADGCk00AwKhwpxgAjJ/3v2xRbceA/uDqKXIc/p4FACSuUNjouY31umJavqoL0m3HARAD5pfnaEcDk2IARodSDAAwKkyKAcD4MMbox58cVmVemm6eO8l2HAAArPr0QLsauwb10PJK21EAxIj5Zdk6fLRf3YMB21EAxABONgEAoxIIcqcYAIyHTbXHtLWuS//pqslyu5gSAwAktmc31Ck/PUlfmcMHRQCMzvzhe8V2NTItBuDCONkEAIxKIMz6RAAYDz/+7WHlpnl13xLuTQEAJLa2Hp8+2NOme5eWK8nDkRWA0Zlfli1J2s69YgBGgZ8wAACjEggeL8WSmBQDgDFzqL1PH+xp1aOrqpWa5LYdBwAAq17c3KBQ2OjBZaxOBDB6uelJqsxL0456JsUAXBgnmwCAUQmEhtcn8olNABgzP/n0iJI9Lj22qsp2FAAArAqHjZ7dUKfLp+ZrckG67TgAYsz88mztZH0igFHgZBMAMCqB0Mj6RB4dADAWOvv9emVLg+5eXKaCjGTbcQAAsOqzg0fVcGxQDy1nSgxA5OaVZauxa1DH+v22owCIcpxsAgBGxT9cinlc3CkGAGPhV+trNRQM6/eumGw7CgAA1v1qfZ3y0pP0lbnFtqMAiEHzSo/fK7a7qcdyEgDRjlIMADAqI5NiXHgNAJfOHwzrl1/U6uoZhZpenGk7DgAAVrX1+PTBnlbdu6RcyR7u2AQQubmlWZKkXU2sUARwfpxsAgBGxR8cLsVYnwgAl+zXO5rU1jukb13JlBgAAC9ublAwbPTgsgrbUQDEqNz0JJXlpGoX94oBuABONgEAo3KiFGNSDAAuiTFGP/3siKYXZejq6QW24wAAYFU4bPTcxjqtmpKvKYUZtuMAiGHzyrJYnwjggjjZBACMysj6RC+TYgBwSdYf6dTuph793pWT5Tjc0wgASGyfHzqq+s5BPbSi0nYUADFubmm2jhztV68vYDsKgCjGySYAYFSGmBQDgDHx08+OKC89SXctKrMdBQAA657dUKfcNK9unltsOwqAGDev7Pi9Ynuaey0nARDNONkEAIyKf3hSLJlSDAAuWs3Rfn2wp1VfX1GpFK/bdhwAAKxq7x3Se7tbde+SciV7eC4CuDTzSrMliXvFAJwXJ5sAgFEJBI0k1icCwKX4xdoaeVyOHl1ZZTsKAADWvbylQcGw0QPLWJ0I4NIVZaWoMDNZu5ooxQCcGyebAIBR8YdCcrscuV3cfwMAF6N7MKAXNtXrawtKVZSVYjsOAABWGWP0/MZ6La/O07SiDNtxAMSJuaVZ+rKpx3YMAFGMUgwAMCqBkFESU2IAcNGe31inAX9I37pysu0oAABYt/5Ip44c7dcDyypsRwEQR+aVZutAW598gZDtKACiFKebAIBR8QfD8rqZEgOAixEMhfXk2lqtnJKnucN3HQAAkMie31ivzBSPbrusxHYUAHFkXlmWQmGjvS29tqMAiFKUYgCAURkKhpXE5dcAcFHe2d2ixq5BfevKKbajAABgXfdAQG/tbNbqhWVKTeI9BoCxM/IBtF2N3CsG4OwoxQAAoxIIhZXEpBgAXJSffnZE1flpumFWke0oAABYt2Zbo4aCYVYnAhhz5bmpyk71ancTpRiAs6MUAwCMij8YVpKHxwYARGpL3TFtrevSN6+YLJeLDxcAABKbMUbPbqjTZWXZmlfGSmEAY8txHM0tzdLuph7bUQBEKU43AQCjQikGABfnp58dUWaKR/cuKbcdBQAA63Y0dGtvSy9TYgDGzbyybO1t7lUgFLYdBUAU4nQTADAqgVBYXjePDQCIRGPXoN7Z1aKHllcqPdljOw4AANY9t7FeqV637lhYajsKgDg1tzRL/lBYB1r7bEcBEIU43QQAjIo/xKQYAETqybU1kqTHL6+2mgMAgGjQPxTU69sa9dX5JcpK8dqOAyBOzSnJkiTtaWaFIoAzcboJABiVoWBYSUyKAcCo9Q8F9eyGOt0yb5LKclJtxwEAwLo3dzSr3x/Sg6xOBDCOJhekK8njohQDcFacbgIARiXApBgAROTFTfXq9QX1rSsn244CAEBUeG5jnaYVZWhJVa7tKADimMft0sziTO1poRQDcCZONwEAo+JnUgwARi0UNvr52hotqszR4koO/gAA2N/aqy11XXpwWYUcx7EdB0Ccm12SqT3NvTLG2I4CIMpwugkAGBUmxQBg9D7c06rajgGmxAAAGPbchnp53Y7uWlRmOwqABDBrUpY6+/1q7x2yHQVAlOF0EwAwKv5gWF4mxQBgVH762RGV5aTqlrmTbEcBAMC6oWBIr2xt0FfmTFJ+RrLtOAASwOySLEnSl9wrBuA0nG4CAEbFH2RSDABGY1djt9Yf6dTjl1fJw4cJAADQe7tb1TUQ0IPLK2xHAZAg5gyXYnuaey0nARBteJcOABgVf8gwKQYAo/Czz44oLcmtB5ZV2o4CAEBUeG5jncpyUnXF1ALbUQAkiOw0r0qzU7SHSTEAp+F0EwAwKv5gSMlMigHAebX1+PTGjibdv7RC2ale23EAALCurmNAnx/s0APLKuRyObbjAEggs0uyKMUAnIHTTQDAqPhDrE8EgAv55Re1CoaNvnlFte0oAABEhec31cnlSPctLbcdBUCCmV2SpcNH++ULhGxHARBFON0EAIxKIGTkdfPJTgA4F18gpGfW1+rG2cWqyk+3HQcAAOuCobBe3NSga2cWqSQ71XYcAAlmdkmWQmGjA619tqMAiCKUYgCACwqFjUJhoyS323YUAIhar29r0rGBAFNiAAAM+3hfu9p6h/TAsgrbUQAkoNklmZLECkUAp6AUAwBckD8YliR5PUyKAcDZGGP0i7U1mlmcqVVT8m3HAQAgKjy3sU6Fmcm6flaR7SgAElBVfrpSvC59SSkG4CSUYgCACxopxZI9TIoBwNlsqj2mL5t79Pjl1XIcPkAAAEBLt08f7W3TvUvK5XVz/ARg4rldjmZOytLeFkoxAL/DTyUAgAsaCh2/lDbZw2MDAM7mF2trlJXi0epFpbajAAAQFV7e0qCwkR5YyupEAPbMKcnUnuZeGWNsRwEQJTjdBABc0FDg+KRYEqUYAJyhuXtQ7+xq0QPLKpSW5LEdBwAA68Jho+c21mnVlHxVF6TbjgMggc0uyVL3YEDN3T7bUQBECU43AQAX5A+NrE/ksQEAp3tmXZ3CxuixVdW2owAAEBW+ONyh+s5BPbicKTEAds0uyZIk7eFeMQDDON0EAFzQyKQYpRgAnMoXCOnZDXW6YVaxKvLSbMcBACAqPLexXtmpXt08d5LtKAAS3KxJmZIoxQD8DqebAIAL+t2kmNtyEgCILm/uaFZHv1/fuLzadhQAAKJCZ79f7+5q0V2LypTi5f0DALsyU7wqy0nVvtY+21EARAlKMQDABQ0FQpK4UwwATmaM0ZNf1GhaUYaumJZvOw4AAFHh1a2N8ofCrE4EEDVmTcrUvhYmxQAcx+kmAOCCuFMMAM60tb5LOxq69fiqKjmOYzsOAADWGWP0/MY6LazI0axJWbbjAIAkacakTB1u75c/GLYdBUAU4HQTAHBBI3eKMSkGAL/zi89rlJns0d2Ly21HAQAgKmyp69L+1j49uIwpMQDRY2ZxpoJhoyNH+21HARAFON0EAFwQd4oBwKnaenx6a2ez7ltaofRkj+04AABEhec31iktya3bF5TajgIAJ8wozpQk7WvttZwEQDSgFAMAXNBQkDvFAOBkz6yvU8gYPbaqynYUYMw5jnOL4zj7HMc56DjOX53l+3c6jrPDcZxtjuNschznShs5AUSXXl9Ab2xv1h0LSpXBB0YARJGpRelyuxztb6EUAyDxUwoA4IJG9m5zpxgAHP878Vcb6nTtjEJVF6TbjgOMKcdx3JJ+KOkmSQ2SNjqO87ox5suTXvahpNeNMcZxnPmSXpA0a+LTAogmb2xv1mAgpAdYnQggyiR73JpckM6kGABJTIoBAEZhKMidYgAw4u1dzWrvHdLjl1fbjgKMh+WSDhpjDhtj/JKek3TnyS8wxvQZY8zwl+mSjAAkvOc31mlmcaYWVuTYjgIAZ5hZnKl9TIoBEKUYAGAUmBQDgN/5+ec1mlKQrqunF9qOAoyHMkn1J33dMPx7p3Ac5y7HcfZKelPS701QNgBR6sumHm1v6NaDyyvkOI7tOABwhpmTMlXXOaABf9B2FACWcboJALggJsUA4Ljt9V3aVt+lx1ZVyeXi0A9x6Wz/h33GJJgx5lVjzCxJqyX9r7P+QY7z7eE7xza1t7ePbUoAUeX5jXVK8rh016IzOnTAmlHckfkXw/djbnMcZ5fjOCHHcfJsZMX4m1GcKUk60NpnOQkA2zjdBABc0IlSzM1jA0Bie3JtjdKT3LpnSbntKMB4aZB08oVA5ZKazvViY8wnkqY6jlNwlu89YYxZaoxZWljIZCUQr3yBkF7d2qhb5k5STlqS7TiApFPuyLxV0hxJDzmOM+fk1xhj/tYYs9AYs1DSf5P0W2NM54SHxYSYOel4Kca9YgA43QQAXNBQMKQkj4tVKAASWnvvkH69o1n3LilXZorXdhxgvGyUNN1xnMmO4yRJelDS6ye/wHGcac7wDwWO4yyWlCSpY8KTAogK7+5uUY8vqAeWVVz4xcDEueAdmad5SNKzE5IMVlTmpSnF69J+7hUDEp7HdgAAQPTzB8NKZkoMQIJ7dkOd/KGwHru82nYUYNwYY4KO43xP0ruS3JJ+ZozZ7TjOd4a//yNJ90h6zHGcgKRBSQ8YY85YsQggMbywqV4VealaNSXfdhTgZGe7I3PF2V7oOE6apFskfW8CcsESt8vR9KJMJsUAUIoBAC5sKBhWspdSDEDiCoTCemZ9ra6eUaiphRm24wDjyhjzlqS3Tvu9H5306x9I+sFE5wIQfeo7B/T5wQ792U0zuGsT0WZUd2QO+5qkz8+3OtFxnG9L+rYkVVZWXno6WDGjOFOfHuCeUyDRccIJALggfzDMfWIAEto7u1rU2jOkb1xeZTsKAABR48XNDXIccdcmolEkd2Q+qAusTuSezPgwc1KG2nqHdKzfbzsKAIs44QQAXNDxSTG37RgAYM2Ta2tUlZ+ma2cU2Y4CAEBUCIWNXtpUr6umF6osJ9V2HOB0F7wjU5Icx8mWdI2k1yY4HyyYUZwpSdrPCkUgoVGKAQAuyB8MMSkGIGHtauzWptpjenRlFauhAAAY9vnBo2rq9un+pUyJIfoYY4I6fkfYu5L2SHph5I7MkXsyh90l6T1jTL+NnJhYsyZlSaIUAxIdd4oBAC6IO8UAJLJfrK1RWpJb9y2tuPCLAQBIEM9vqldumlc3zSm2HQU4qwvdkTn89S8k/WLiUsGm4qxkZaV4tI9SDEhonHACAC6IO8UAJKqOviG9vr1Jdy8uU3aq13YcAACiwrF+v97f3arVi8qU7GHNOoDY4DiOZk7K1P6WPttRAFjECScA4IKYFAOQqJ7bWC9/MKzHV1XbjgIAQNRYs61R/lBY9zNFDSDGzCjO1L7WXhljbEcBYAknnACAC2JSDEAiCobCemZdra6Ylq/pw5dyAwCQ6Iwxen5jveaXZ2t2SZbtOAAQkelFGeoeDOhon992FACWcMIJALigoWBISR4eGQASywd72tTU7WNKDACAk+xq7NHell7u2gQQk6YVHf+w24E27hUDEhUnnACACxoKhpXi5a4AAInl6XW1Ks1O0Q2zi21HAQAgarywqV7JHpfuWFBqOwoARGx6cYYk6WAb94oBiYpSDABwQUOBsJKZFAOQQI4c7ddnB4/qoeWVcrsc23EAAIgKvkBIa7Y16tZ5k5Sd6rUdBwAiVpSZrMwUjw60UooBiYoTTgDABQ0FQ0yKAUgoz6yrlcfl6IHlrIYCAGDEu7tb1OsL6v5lPB8BxCbHcTS9KINJMSCBUYoBAC7Ix6QYgATiC4T04uYG3TxvkooyU2zHAQAgajy/sV4VealaOTnfdhQAuGjTijJ0gFIMSFiccAIAzssYo6FgSMkeJsUAJIY3tjepezCgR1dW2Y4CAEDUqO8c0NpDHbp/SYVcrBYGEMOmF2XqaN+QjvX7bUcBYAGlGADgvIJho7CRUrw8MgAkhqfX1Wp6UYZWTM6zHQUAgKjx4qZ6OY50z5Jy21EA4JJMK86QJB1sZ1oMSESccAIAzssXCEkSk2IAEsKOhi5tb+jWIyur5Dh8Ch4AAEkKhY1e2tygq6cXqjQn1XYcALgk04uOl2IHWinFgEREKQYAOK+hYFiSlMykGIAE8PS6WqV63bprcZntKAAARI3PDh5VU7dP9y+tsB0FAC5ZaXaqUr1uHeReMSAhccIJADivkVIshUkxAHGueyCg17c3afWiUmWleG3HAQAgarywqV65aV7dOKfIdhQAuGQul6NpRRk60NZrOwoACyjFAADnNTSyPpFJMQBx7uUtDfIFwnpkZZXtKAAARI1j/X69v7tVqxeVsVIdQNyYXpTBpBiQoDjhBACcly8wvD7RwyMDQPwyxujp9bVaVJmjuaXZtuMAABA11mxrlD8U1gPLWJ0IIH5MK85Qc7dPvb6A7SgAJhgnnACA8xoKjkyK8alQAPHri0MdOtzer0eZEgMA4ARjjJ7fWK/55dmaNSnLdhwAGDPTizIliWkxIAFRigEAzmvkTjEmxQDEs6fW1So3zavbLiuxHQUAgKixq7FHe1t6df9SpsQAxJdpRRmSKMWARMQJJwDgvHwjd4pxfwCAONXa49N7X7bq/qUVSmEqFgCAE57fVKdkj0tfW1BqOwoAjKmK3FQleVyUYkACohQDAJzXyKRYipdHBoD49OyGOoXCRg+vqLQdBQCAqOELhPTatibddlmJslO9tuMAwJjyuF2aUpCuA5RiQMLhhBMAcF6/W5/I9ASA+BMIhfXshjpdPaNQVfnptuMAABA13tnVol5fUPctLbcdBQDGxfTiTB1o67UdA8AEoxQDAJzXyPpEJsUAxKMP97SqtWdIj66ssh0FAICo8sKmelXmpWnl5HzbUQBgXEwrzFDDsUEN+kO2owCYQJxwAgDOi0kxAPHs6XV1Ks1O0fWzimxHAQAgatR1DGjtoQ7dt6RcLpdjOw4AjIvpxRkyRjrUzgpFIJFQigEAzmtoeFIsmUkxAHHmcHufPjt4VA+vqJSbAz8AAE54aXO9HEe6l9WJAOLY1MIMSZRiQKLhhBMAcF4jk2IpTIoBiDPPrK+Tx+Xo/mUVtqMAABA1QmGjFzc36OrphSrJTrUdBwDGTVV+mlyOdKi933YUABOIUgwAcF5DgZAcR/K6maIAED8G/SG9tLlBN8+bpKLMFNtxAACIGp8dPKrmbp8e4EMjAOJcitet8tw0HWZSDEgolGIAgPMaCoaV7HHJcSjFAMSPN3Y0qXswoEdXVtmOAgBAVHlhY73y0pN04+xi21EAYNxNLUxnUgxIMJRiAIDz8gVCSvGyOhFAfHlmXa2mF2VoxeQ821EAAIganf1+vfdli1YvLFOShyMjAPFvSmGGjhztUzhsbEcBMEH4CQcAcF4jk2IAEC92NHRpe0O3HllZxRQsAAAnWbO1UYGQYXUigIQxtTBDvkBYTd2DtqMAmCCccgIAzut4KcakGID48fS6WqV63bprcZntKAAARA1jjF7YVK8F5dmaOSnTdhwAmBBTCtMlSYdZoQgkDEoxAMB5DQVDSvHyuAAQH7oHAnp9e5NWLypTVorXdhwAAKLGzsZu7W3p1f1MiQFIIFMLMyRJh9r7LCcBMFE45QQAnJcvwKQYgPjx0pYG+QJhPbKy0nYUAACiyoubGpTscen2+aW2owDAhCnISFJmiodJMSCBUIoBAM7LFwhxpxiAuGCM0TPra7WoMkdzS7NtxwEAIGr4AiG9tq1Rt8ybpOxUJqkBJA7HcTS1MINJMSCBcMoJADgvXyCkFC+TYgBi3/ojnTrc3q+vr6iyHQUAgKjywZ5W9fiCum8JqxMBJJ4phelMigEJhFIMAHBevkCYUgxAXHh2Q52yUjy6fX6J7SgAAESVFzc1qDQ7Raum5tuOAgATbmphhlp6fOobCtqOAmACUIoBAM7LFwwpxcvjAkBsO9bv19s7W3TXojKKfgAATtLS7dOnB9p1z5JyuV2O7TgAMOGmFqZLkg6zQhFICJxyAgDOa4hJMQBx4OUtDfKHwnpoRaXtKAAARJVXtjYobKR7l5TbjgIAVkwtzJAkVigCCYJSDABwXoMBJsUAxDZjjJ7bWK9FlTmaNSnLdhwAAKKGMUYvbWrQ8uo8VeWn244DAFZU5qfJ5UiHmBQDEgKnnACA8/IFQkrxMCkGIHZtqj2mg219emg5U2IAAJxsS12XDh/t171LmRIDkLiSPW5V5qUxKQYkCEoxAMA5GWPkC4SUmkQpBiB2Pbu+TpnJHt0+v8R2FAAAospLm+uVluTWVy/jGQkgsU0tzGBSDEgQlGIAgHMKhIzCRtwpBiBmdQ349eudzbpzUanSkjy24wAAEDUG/SG9sb1Zt84rUXoyz0gAiW1KYbqOHO1XKGxsRwEwzijFAADnNBgISZKSPTwuAMSmV7c2yh8MszoRAIDTvLu7RX1DQd3H6kQA0NTCDA0Fw2rqGrQdBcA445QTAHBOQ8OlGJNiAGKRMUbPbajXgvJszS3Nth0HAICo8uLmelXkpWp5dZ7tKABg3ZTCDElihSKQACjFAADn5AuEJVGKAYhNW+q6tK+1Vw8yJQYAwCkajg1o7aEO3bu4Qi6XYzsOAFg3tTBdknSovd9yEgDjjVIMAHBOvuDIpBiPCwCx59kNdUpPcutrC0ptRwEAIKq8sqVRxkj3LCmzHQUAokJeepKyU706zKQYEPc45QQAnJNveH1iKpNiAGJM92BAv97RpDsWlikj2WM7DgAAUSMcNnppc4Mun5qv8tw023EAICo4jqPqgnTVdDApBsQ7SjEAwDkN+rlTDEBsen1bo3yBsB5mdSIAAKfYUNOpus4B3be03HYUAIgqUwrSdYT1iUDcoxQDAJyTLzhypxiPCwCxwxijZ9bXaV5Zli4rz7YdBwCAqPLS5gZlJHt0y9wS21EAIKpU56erqdt3YmsOgPjEKScA4JxGfhBM9jApBiB2bG/o1t6WXj24jCkxAABO1j8U1Fs7m3X7/BKlJvEzPgCcbHJhuiSxQhGIc5RiAIBzGinFWJ8IIJY8u75OqV637lxYajsKAABR5c2dzRrwh1idCABnMTl/uBQ7SikGxDNKMQDAOQ0Fjq9P5FOkAGJFry+g17c36Y4FpcpM8dqOAwBAVHlpc4OmFKRrcWWu7SgAEHWqC9IkSYcpxYC4RikGADinwZFJMQ+PCwCx4fXtTRoMhPTQClYnAgBwstqOfm040ql7lpTLcRzbcQAg6mSmeFWQkcykGBDnOOUEAJwT6xMBxJpnN9Rp1qRMLSjPth0FAICo8tLmBrkc6Z7FrE4EgHOZUpCuI5RiQFyjFAMAnJNveH0ipRiAWLCzoVu7Gnv08IpKPgEPAMBJwmGjlzc36MrphZqUnWI7DgBEreqCNB05OmA7BoBxRCkGADgnXzAkr9uR28XhMoDo96sNdUrxunTnwjLbUQAAiCprD3Woqdun+5YwJQYA5zO5IENH+4bU6wvYjgJgnFCKAQDOadAfUoqHKTEA0a9/KKjXtzXq9vmlyk712o4DAEBUeXFzvbJSPLppTrHtKAAQ1SYXpEmSapgWA+IWpRgA4JyGgiGlJFGKAYh+b2xvUr8/pIeWV9iOAgBAVOnxBfTOrhbdsbCUtegAcAGTCzIkSYeP9llOAmC8UIoBAM7JFwgrxcujAkD0e3ZDnWYUZ2hxZa7tKAAARJVfb2/WUDCs+5bwwREAuJCqfCbFgHjHSScA4Jx8AdYnAoh+uxq7tb2hWw8tr5TjcAciAAAne3FzvWYUZ2h+ebbtKAAQ9VK8bpXlpOoIk2JA3KIUAwCcky8QYsUKgKj33MY6JXtcumtRme0oAABElYNtfdpa16V7l5TzwREAGKXqgjQd6WBSDIhXlGIAgHMaDISUSikGIIoN+IN6bWuTvnpZiXLSkmzHAQAgqry0uUFul6PVfHAEAEatOj9dR9r7ZIyxHQXAOKAUAwCc02AgrJQkSjEA0evXO5rVOxTUg8srbUcBACCqBENhvbKlQdfOKFRRZortOAAQMyYXpKvHF9SxgYDtKADGAaUYAOCcfP6Q0pgUAxDFXtxUrykF6VpWnWs7CgAAUeXTg0fV1juk+5aW244CADFlckG6JHGvGBCnKMUAAOc0GAgplUkxAFHqcHufNtYc031LK7gnBQCA07y0qUG5aV5dP6vYdhQAiCm/K8W4VwyIR5RiAIBzGgyElMKkGIAo9eLwPSn3LOaeFAAATtY14Nf7X7bqzoVlSvJw9AMAkajIS5Pb5TApBsQpfjICAJyTzx9SKqUYgCgUDIX18uYGXTezUEVZ3JMCAMDJXt/eJH8ozOpEALgIXrdLFbmpqmFSDIhLlGIAgHM6vj6RRwWA6PPb/e3D96RU2I4CAEDUeXFTg+aUZGluabbtKAAQk6oL0nX4aL/tGADGASedAICzCoTCCoYNk2IAotILm+pVkJGk62cV2Y4CAEBU2dfSq52N3bp3CVNiAHCxqvPTVdvRL2OM7SgAxhilGADgrAYDIUniTjEAUedo35A+3NOmuxaVyevmx1kAAE72ypYGeVyO7lxYajsKAMSs6vw0DfhDau8bsh0FwBjjFAEAcFY+//FSLDWJUgxAdFmztVHBsGF1IgAApwmGwnp1a6OunVmk/Ixk23EAIGZVFaRLkuo6uFcMiDeUYgCAsxqZFGN9IoBoYozR8xvrtbAiRzOKM23HAQAgqnx28Kjaeod075Iy21EAIKZV5aVJkmooxYC4QykGADgrSjEA0Wh7Q7cOtPXpgWVMiQEAcLqXtzQqO9Wr67hzEwAuSXlumlyOVNvRbzsKgDFGKQYAOKvB4fWJKaxPBBBFnt9YrxSvS7fPL7EdBQCAqNLjC+i93S26Y0Gpkj38DA8AlyLJ41JZbqpqmRQD4g6lGADgrJgUAxBtBv0hvbG9SbddVqLMFK/tOAAARJW3djRrKBjWPUvKbUcBgLhQlZfOpBgQhyjFAABn5aMUAxBl3t7VrL6hoO5fyupEAABO9/KWBk0pTNeC8mzbUQAgLlTlp6m2k0kxIN5QigEAzmrQH5YkpbI+EUCUeGFTvary07Ricp7tKAAARJXajn5trDmmexaXy3Ec23EAIC5U56erayCgrgG/7SgAxhClGADgrFifCCCa1Hb0a93hTt23hMM+AABO98qWRjmOdNeiMttRACBuVOanSRL3igFxhlIMAHBWI6VYCqUYgCjw0uYGuRxxTwoAAKcJh41e2dqgy6fmqzQn1XYcAIgb1fnpksQKRSDOUIoBAM7K5z9eiqWxPhGAZaGw0UubG3T1jEKVZHPYBwDAyTbVHlN956DuWcwHRwBgLFXmDU+KHe23nATAWKIUAwCcFZNiAKLFpwfa1dzt0/1LK2xHAQAg6ry8uUFpSW7dMm+S7SgAEFdSk9wqzkpmUgyIM5RiAICzGvCHlORxye3i7h4Adr24qUG5aV7dMLvIdhQAAKLKoD+kN3c269Z5JUpL8tiOAwBxpyo/XbUdTIoB8YRSDABwVr5ASKlMiQGwrLPfr/e+bNHqRWVK9vB3EgAAJ3vvyxb1DQV1z5Iy21EAIC5V5aWppoNJMSCeUIoBAM5q0E8pBsC+17Y1KhAyum8JqxMBADjdy1saVZaTqpWT821HAYC4VF2QrvbeIQ34g7ajABgjlGIAgLMaDISUmkQpBsAeY4ye31ivy8qyNac0y3YcAACiSmuPT58daNddi8rkYuU5AIyLqvw0SVIt02JA3KAUAwCc1WAgpBQmxQBYtLupR3tbenX/MqbEAAA43ZqtjQob6e7FrE4EgPFSlZcuiVIMiCeUYgCAszp+pxiPCQD2PL+xXskel+5YUGo7CgAAUcUYo5e3NGhxZY6mFGbYjgMAcavyxKRYv+UkAMYKp50AgLMa9DMpBsAeXyCk17Y16pZ5k5Sd6rUdBwCAqLKrsUf7W/t09+Jy21EAIK5lp3qVl56kGibFgLhBKQYAOKsBf0hp3CkGwJJ3d7eoxxfU/UtZnQgAwOle3tKgJI9LX5vPNDUAjLfKvDTVdTIpBsQLSjEAwFkNBkJKTfLYjgEgQb24qUFlOalaNSXfdhQAAKKKPxjW69ubdNPsYmWnMU0NAOOtOj9NNUeZFAPiBaUYAOCsBvxBpbE+EYAF9Z0D+vzQUd23tFwul2M7DgAAUeXjfW3q7Pfr7sVltqMAQEKoyk9Xc/eghoIh21EAjAFKMQDAWQ34Q0plfSIAC17e0iBJuncJ96QAAHC6l7c0qCAjSVfPKLQdBQASQlV+msJGajg2aDsKgDFAKQYAOKtB7hQDYIExRq9sadSqKfkqz02zHQcAgKhyrN+vj/a26c6FZfK6OdIBgIlQlX/8fUldBysUgXjAT1AAgDMEQmEFw4ZSDMCE21R7THWdA7pnMVNiAACc7o0dTQqEDM9JAJhAFXnHS7H6Y5RiQDygFAMAnGHAf3xPdmqSx3ISAInm5c0NSkty65Z5k2xHAQAg6ry8uUGzJmVqTmmW7SgAkDAKM5KV4nUxKQbECUoxAMAZBkdKMS+TYgAmji8Q0ps7mnXLvElKT6aUBwDgZAfberW9oZs7NwFggjmOo8q8NNV1UooB8YBSDABwhgF/UJJYnwhgQr33Zat6h4K6l5VQAACc4eUtjXK7HN2xsNR2FABIOJRiQPygFAMAnOF36xMpxQBMnJc3N6g0O0Urp+TbjgIAQFQJhY1e3dKoq6cXqCgzxXYcAEg4FXlpqu8ckDHGdhQAl4hSDABwhsHA8VKMSTEAE6Wtx6dPD7TrrsVlcrkc23EAAIgqXxzqUEuPT/ewOhEArKjMS1O/P6TOfr/tKAAuEaUYAOAMI5NilGIAJsqabY0KG+luVicCAHCGl7c0KDPFoxtnF9uOAgAJqTIvTZJYoQjEASulmOM4eY7jvO84zoHhf+ee5TUVjuP8xnGcPY7j7HYc5/s2sgJAIhocvlMs1euxnARAIjDG6OXNjVpYkaOphRm24wAAEFX6hoJ6Z1eLbp9fqhQvH1oDABsoxYD4YWtS7K8kfWiMmS7pw+GvTxeU9OfGmNmSVkr6ruM4cyYwIwAkLCbFAEyk3U092tfay0ooAADO4u2dzRoMhHTvkjLbUQAgYZXnHi/F6inFgJhnqxS7U9KTw79+UtLq019gjGk2xmwZ/nWvpD2S+AkQACYApRiAifTylgYluV362vwS21EAAIg6L29pUHV+mhZXnrFkBwAwQVKT3CrKTGZSDIgDtkqxYmNMs3S8/JJUdL4XO45TLWmRpPXjHw0AMDhciqVSigEYZ4FQWK9va9INs4uUk5ZkOw4AAFGlvnNA6w536u7F5XIcx3YcAEholXlplGJAHBi3y2Icx/lA0qSzfOv/E+GfkyHpZUl/aozpOc/rvi3p25JUWVkZyX8CAHCa302KcacYgPH1233t6uj3657FrE4EAOB0r21rlCTdtYjFOQBgW0VemjYc6bQdA8AlGrfTTmPMjef6nuM4rY7jlBhjmh3HKZHUdo7XeXW8EHvGGPPKBf57T0h6QpKWLl1qLj45AGAgEFSSxyW3i0+jAhhfr2xtUH56kq6ZWWg7CgAAUcUYo1e2Nmr55DxV5KXZjgMACa8iL01rtjXKHwwryWNrARuAS2Xr/3tfl/T48K8fl/Ta6S9wju8F+KmkPcaY/zOB2QAg4Q36Q0r1sjoRwPjqGvDrgy/bdMfCUnndvKkEAOBkOxq6dbi9nykxAIgSlXlpMkZq7Bq0HQXAJbB1+vDXkm5yHOeApJuGv5bjOKWO47w1/JorJD0q6XrHcbYN/3ObnbgAkFgG/CGlcZ8YgHH2xo5m+UNhVicCAHAWr25tVJLHpdsuK7EdBQCg46WYJO4VA2KclctijDEdkm44y+83Sbpt+NefSWJvFwBYMOgPKZVSDMA4e2VLg2YWZ2puaZbtKAAARJVAKKw3tjfpxtlFyk712o4DABClGBAv2FMDADjDgD/IpBiAcXWovU9b67p09+IyHd+aDQAARnx6oF0d/X6tXsjqRACIFkWZyUryuNRAKQbENEoxAMAZBvwhpXmtDBMDSBCvbmmUyxH3pAAAcBavbm1SbppX184ssh0FADDM5XJUkZvKpBgQ4yjFAABnGAywPhHA+AmHjV7d2qirpheqKCvFdhwAAKJKry+g93a36Pb5pUrycGwDANGkMi+NUgyIcfx0BQA4w4A/xPrECDmOc4vjOPscxznoOM5fneX7dzqOs8NxnG2O42xyHOdKGzmBaLDuSIcauwZ192KmxAAAON3bu1o0FAxrNdPUABB1KvPSVNcxIGOM7SgALhKlGADgDIN+JsUi4TiOW9IPJd0qaY6khxzHmXPayz6UtMAYs1DS70n6yYSGBKLIy5sblZns0c1zJ9mOAgBA1FmztVHV+WlaXJljOwoA4DQVeWnqHQqqezBgOwqAi0QpBgA4w2CASbEILZd00Bhz2Bjjl/ScpDtPfoExps/87qNk6ZL4WBkSUv9QUG/vatZtl5UoxcvfMwAAnKy5e1BfHO7Q6kVlchzHdhwAwGkq89IkiRWKQAyjFAMAnGHAH1Raksd2jFhSJqn+pK8bhn/vFI7j3OU4zl5Jb+r4tBiQcN7d3aIBf0j3LCm3HQUAgKizZmuTjJHuYnUiAESlynxKMSDWUYoBAE4RChv5AmEmxSJzto/xnjEJZox51RgzS9JqSf/rrH+Q43x7+M6xTe3t7WObEogCL29pUEVeqpZV59qOAgBAVDHG6NWtDVpcmaOq/HTbcQAAZ1GRSykGxDpKMQDAKQb8QUlSOpNikWiQVHHS1+WSms71YmPMJ5KmOo5TcJbvPWGMWWqMWVpYWDj2SQGLmroGtfZQh+5eVM5KKAAATvNlc4/2t/bprsVMUwNAtEpP9ig/PUn1lGJAzKIUAwCcYsAfkiSlJTMpFoGNkqY7jjPZcZwkSQ9Kev3kFziOM80ZbgEcx1ksKUlSx4QnBSx6dWujjJHu4bAPAIAzvLqlUV63o9svK7EdBQBwHuW5qWo4Nmg7BoCLxBgAAOAUI6UYk2KjZ4wJOo7zPUnvSnJL+pkxZrfjON8Z/v6PJN0j6THHcQKSBiU9YIw5Y8UiEK+MMXplS4OWVeee2MMPAACOC4WNXtvepGtnFik3Pcl2HADAeZTnpenLph7bMQBcJE48AQCn6B86vj4xlTvFImKMeUvSW6f93o9O+vUPJP1gonMB0WJ7Q7cOtffr96+aYjsKAABR5/ODR9XeO6S7F5XZjgIAuIDy3FS9v7tV4bCRy8VaeCDWsD4RAHAKJsUAjIc1WxuV5HHptvmshAIA4HSvbm1UVopH180qsh0FAHABFblp8ofCausdsh0FwEWgFAMAnKLff3xSjDvFAIyVYCisX+9o0g2zipSV4rUdBwCAqNI/FNQ7u1r01fklSvHyMzgARLvy3FRJUsOxActJAFwMSjEAwCkGhpgUAzC2Pjt4VEf7/LpzISuhAAA43XtftmgwENJdi8ptRwEAjEJ57vE7kuspxYCYRCkGADjFwMikGHeKARgjr21rGl4JVWg7CgAAUeeVLY0qz03V0qpc21EAAKNwYlKsc9ByEgAXg1IMAHCKE3eKJTMpBuDSDfiDend3i267rETJHsp2AABO1tbj0+cHj2r1wjK5XI7tOACAUUjxulWYmcykGBCjKMUAAKfoZ1IMwBh6/8tWDfhDrE4EAOAsXt/epLCR7lrMcxIAYkl5bqoajjEpBsQiSjEAwCkGhkJyOVKyh0cEgEv32rYmlWSnaMXkPNtRAACIOq9sadSC8mxNLcywHQUAEIGK3DRKMSBGceIJADjFgD+k9CSPHIf1LQAuTWe/X5/sb9cdC0tZCQUAwGn2tfTqy+Ye3bWIKTEAiDXlualq6hpUKGxsRwEQIUoxAMApBvxBpSWzOhHApXtzR5OCYaPVrE4EAOAMr25tlNvl6PYFpbajAAAiVJGXpmDYqKXHZzsKgAhRigEATtE/PCkGAJdqzbYmzSzO1OySLNtRAACIKuGw0WvbGnXNjEIVZCTbjgMAiFB5bqokqaFzwHISAJGiFAMAnGJgKKjUJCbFAFyauo4Bba49pjsX8el3AABOt+5Ih5q7faxOBIAYVZ6bJkmq514xIOZQigEATtHvDzIpBuCSvbatUZJ0ByuhAAA4w6tbGpWR7NFNc4ptRwEAXITSnBQ5jtRwjEkxINZQigEATjHoD3GnGIBLYozRmm2NWl6dd+ITlAAA4LhBf0hv72rRrfMmKcXLz90AEIuSPW4VZ6aogUkxIOZQigEATsGdYgAu1e6mHh1q72d1IgAAZ/HBnlb1DQV112JWJwJALCvPTVU9d4oBMYdSDABwioGhoNK4UwzAJViztVFet6OvXlZiOwoAAFHn1a2NKslO0crJ+bajAAAuQUVeGpNiQAyiFAMAnKLfH6IUA3DRQmGj17c36ZoZRcpJS7IdBwCAqHK0b0i/3d+uOxeWyeVybMcBAFyC8txUNXcPKhAK244CIAKUYgCAUxy/U4z1iQAuzrrDHWrrHdJqVicCAHCGX29vUihsdDerEwEg5lXkpilspJZun+0oACJAKQYAOMEfDMsfCiudSTEAF2nN1kZlJHt04+xi21EAAIg6r25t1JySLM0ozrQdBQBwicpzUyVJ9ce4VwyIJZRiAIATBv0hSVJaEpNiACLnC4T0zq4W3Tx3klK8lOsAAJzscHuftjd0MyUGAHGiPDdNktTQyb1iQCyhFAMAnNDvD0qS0pM5zAYQuY/2tql3KMjqRAAAzuK1bU1yHOlrC3hOAkA8KMlJkcuRGpgUA2IKpRgA4ISB4UmxVCbFAFyENVsbVZiZrMunFtiOAgBAVDHG6LVtjbp8ar6Ks1JsxwEAjAGv26WS7FQ1HGNSDIgllGIAgBP6h4YnxbhTDECEugcC+nhfu742v1Rul2M7DgAAUWV7Q7dqOgZ05wJWJwJAPCnLTeVOMSDGUIoBAE44UYolMykGIDJv7WqWPxTWXYs47AMA4HSvbWtUkselWy6bZDsKAGAMVeSmqZ47xYCYQikGADihf3h9YgalGIAIvbq1UVMK0zWvLMt2FAAAokowFNYb25t1/cwiZaV4bccBAIyhstxUtfb65A+GbUcBMEqUYgCAE0YmxdJYnwggAo1dg9pwpFOrF5bJcVidCADAydYe6tDRviGtXlRqOwoAYIyV56TKGKml22c7CoBRohQDAJzQN1yKMSkGIBKvb2uSJN25kMM+AABO99q2JmWmeHTtzCLbUQAAY6wsN1WS1NDFvWJArKAUAwCcMODnTjEAkXttW6MWVeaoKj/ddhQAAKKKLxDSu7tbdOu8SUrxso0BAOJNWc7xUqzxGPeKAbGCUgwAcELf0PE7xVJ5ww5glPa29GhvS69WLyyzHQUAgKjz4Z429Q0FeU4CQJwqyUmRdHylPIDYQCkGADihfyio9CS3XC7uBAIwOmu2NsntcvTV+SW2owAAEHXWbGtUUWayVkzJtx0FADAOkj1uFWUmMykGxBBKMQDACQP+IKsTAYyaMUZvbG/SldMKVJCRbDsOAABRpWvAr4/3temOBaVy86EzAIhbZbmpTIoBMYRSDABwQt9QiFIMwKhtqetSY9eg7lhQajsKAABR5+1dLQqEjFYvYnUiAMSzshxKMSCWUIoBAE7oHwoqPZn7xACMzq93NCnJ7dJNc4ttRwEAIOqs2dqoKYXpmluaZTsKAGAcleWmqrnLp3DY2I4CYBQoxQAAJ/QPBZWWxKQYgAsLhY3e3NGsa2cWKivFazsOAABRpalrUOuPdGr1wjI5DqsTASCeleekyh8Kq71vyHYUAKNAKQYAOKHfH1QG6xMBjMLGmk619Q7pa6xOBADgDG9sb5IkVgwDQAIoy02VJDUcY4UiEAsoxQAAJ/RzpxiAUXpje5NSvW7dMLvIdhQAAKLOmm1NWliRo+qCdNtRAADjrCwnTZK4VwyIEZRiAIAT+oaCSk/iTjEA5xcMhfX2rhbdMLuIlasAAJxmf2uv9jT3aPVCpsQAIBGMTIo1MikGxARKMQDACQNDQSbFAFzQ2kMd6uz36/b5HPYBAHC617Y1yu1y9FWekwCQEDKSPcpO9aqxa8B2FACjQCkGAJAkhcNG/X7WJwK4sDe2Nykj2aNrZxbajgIAQFQxxui1bU26YlqBCjOTbccBAEyQspxUJsWAGEEpBgCQJA0EQpLE+kQA5zUUDOnd3S36ytxipXj5+wIAgJNtqTumhmODunMBU2IAkEjKclO5UwyIEZRiAABJx1cnSmJSDMB5fbr/qHp8QX2NlVAAAJxhzdYmpXhdunneJNtRAAATaGRSzBhjOwqAC6AUAwBIkvqGS7EMSjEA5/HGjiblpHl1xbQC21EAAIgqgVBYb+5s1o2zi/mZGgASTHluqvr9IXUPBmxHAXABlGIAAElS/9Dx9YlprE8EcA6D/pA++LJVt86bpCQPP0YCAHCyzw4cVWe/X3cuLLMdBQAwwcpzUyVJDdwrBkQ9TjMAAJKkfj+TYgDO7zf72tTvD+l2VicCAHCGNdsalZ3q1TUzCm1HAQBMsLKcNEniXjEgBlCKAQAkSf3cKQbgAn69o0kFGclaOSXfdhQAAKJK/1BQ7+1u1W2XlTBNDQAJqGx4UqyRSTEg6vGTGgBA0u/uFEtPZn0igDP1DQX14Z42ffWySXK7HNtxAACIKh/sadVgIKTVC5mmBoBElJvmVarXzaQYEAMoxQAAkqQB//E7xZgUA3A2H3zZqqFgWLcv4LAPAIDTrdnaqNLsFC2rzrMdBQBggeM4KstNZVIMiAGUYgAASb9bn5iWRCkG4Ey/3tGkkuwULanMtR0FAICo0tE3pE8OHNXXFpbKxTQ1ACSsspxUJsWAGEApBgCQdNL6xCTWJwI4VfdAQL/d366vXlbCYR8AAKd5a2ezQmGj1QvLbEcBAFhUlkspBsQCSjEAgKTjk2IpXpc8bh4NAE717pctCoSMvsbqRAAAzrBmW5NmFGdo1qRM21EAABaV5aSqs9+vAX/QdhQA58HJJwBAktQ3FFJGstd2DABR6I3tTarMS9P88mzbUQAAiCr1nQPaXHtMdy4sk+MwTQ0Aiaw8N1WS1MS0GBDVKMUAAJKOr0/MSGZ1IoBTdfQNae2hDt0+v4TDPgAATvP69iZJ0h1MUwNAwivLOV6KNRyjFAOiGaUYAECS1OcLKCPFYzsGgCjz9q4WhcKsTgQA4HTGGK3Z2qilVbmqyEuzHQcAYFnpcCnW3O2znATA+VCKAQAkSf1DIWUkU4oBONUb25s0rYh7UgAAON2e5l4daOvTnYvKbEcBAESBosxkuV0O6xOBKEcpBgCQJPUOBSnFAJyitcenDTWd/3/2/jzM7fs87/3vZzZgFmBmyAFmhjtFkaJE7aIWW7JkSZYtKV6SEzdLmzZb46bN0iZd4tO0SdP0Om3Tpr/2JGkTNyf++aRO3CVJ40W2LMtaLGtfue87Z8FsGGAWAAPgc/4AhhnRXIbkAB8A3/fruuYiZzF5X2ntGeL+Ps/D6kQAAC7gy+8NqbnJ9OTNA76jAABqQEtzk/ojIZ2lFANqGqUYAECSNEspBuA8X9s1LOekj9/K6kQAAJZyzukr7w3pgev7tLor5DsOAKBGrOlpZ1IMqHGUYgAASdJMNq9OSjEAS3xl15BuHIzq+niX7ygAANSUt08ldTY5r09ycxMAsMSannZuigE1jlIMACCpVIp1hSnFAJScnpzTO6eS+sRtg76jAABQc77y3pDaWpr02I5+31EAADVkTU+7hpMZFYvOdxQAF0EpBgBQNl9QLl9UVxulGICSr+0eliR9gtWJAAC8T6Ho9LXdw3r4hpii4VbfcQAANWRNT1i5QlHjs1nfUQBcBKUYAECz2YIkMSkG4Jyv7hrSbet7tH5Vh+8oAADUlNeOTWgsndUnb1vrOwoAoMas6W6XJA0lWaEI1CpKMQCAZrN5SVIXN8UASDo1Mac9Z1P6+C2sTgQA4Hxffm9InW3NemR73HcUAECNWdOzWIrNe04C4GIoxQAASmcoxQD8laf2lFYnPn7zgOckAADUlly+qK/vGdFjN/Wrva3ZdxwAQI1ZSykG1DxKMQCAZnPlUoz1iQAkfX33sG5b183qRAAAzvPSkTFNzy/oE7dxcxMA8L2i7S3qaGtmfSJQwyjFAACaKU+KdTIpBgTemak5vXdmWk+wOhEAgO/x5XeH1N3eqg9tjfmOAgCoQWamNT3tTIoBNYxSDACgmfJNsQilGBB4X989Ikl6gtWJAAC8z3yuoGf2jeqJmwfU1sLLKUCtM7PHzeygmR0xs89e5Gs+bGbvmtleM3uh2hnRmNb0tGtomlIMqFW8+gkAOFeKMSkG4Kk9w9qxJqqNqzt9RwEAoKZ8+0BCs7mCPsnqRKDmmVmzpN+T9JikM5LeMLMvO+f2LfmaHkn/WdLjzrlTZhb3EhYNZ21PWPuGpn3HAHARPNoEANBslptiAErHoN85ldSTrE4EAOB7fOW9IfV1hXTvdat9RwFwefdIOuKcO+acy0n6kqRPnfc1f13SnzvnTkmScy5R5YxoUIPd7RqfySmzUPAdBcAFUIoBAJRevCnWRikGBNk39rA6EQCAC0llFvTtgwl9/NZBNTeZ7zgALm+tpNNL3j9T/thS2yT1mtnzZvaWmf2tqqVDQ1vT0y5JGpnOeE4C4EIoxQAAmsnm1dHWzD/wgYB7avewtg9EdF2sy3cUAABqyjN7R5XLF/UJVicC9eJC/7h1573fIukuSd8n6WOS/rmZbbvgH2b2GTN708zeHBsbW9mkaDhresKSSps4ANQeSjEAgGazeXVxTwwItJHpjN48OcXqRAAALuDL7w1pbU+77tzQ4zsKgOU5I2n9kvfXSRq6wNd8wzk365wbl/SipNsu9Ic55z7nnNvpnNsZi8UqEhiNY215UuwspRhQkyjFAABKU4oBgff03tLqxCdvYXUiAABLTc7m9NKRcX3itjUyY7MCUCfekLTVzDabWZukH5H05fO+5i8lfcjMWsysQ9K9kvZXOSca0EB3aVJsmPWJQE3iFVAAQGlSLMy3BCDInto9rG39Xbo+HvEdBQCAmvLU7mEVik6fuI1paqBeOOfyZvbzkp6W1Czpj5xze83sZ8uf/33n3H4z+4akXZKKkv7QObfHX2o0ilBLs/q6QqxPBGoUr4ACADSTyauzjW8JQFAl0hm9fmJSv/jIVt9RAACoOV95b0hbYp26aTDqOwqAK+Cce0rSU+d97PfPe//fSfp31cyFYFjbE2Z9IlCjWJ8IANAMk2JAoD29d1TOiXtiAACcZ2S69OAIqxMBAFdiTU87k2JAjaIUAwCUSjFuigGB9fXdw7ou1qlt/V2+owAAUFO+umtIzkmfuG2N7ygAgDoy2N2uoWRGzjnfUQCch1IMAKCZbF6doWbfMQB4MDGT1avHJvR9twzyBDwAAOf5yq5h7VgT1ZYYD44AAJZvTU9Y8wsFTc8v+I4C4DyUYgAQcM45zWTyioRbfUcB4MHTe0dVdNITN7M6EQCApU5OzOq900mmxAAAV2xtT7skcVcMqEGUYgAQcNl8UfmiU4SbYkAgfX3PsDat7tCNgxHfUQAAqClf3TUsSfr4rTw4AgC4MmvKpdhQMuM5CYDzUYoBQMClMqVR/gg3xYDAmZrN6eWjE3qC1YkAAHyPL787pLs29mpdb4fvKACAOjPYE5YkDTEpBtQcSjEACLiZTF6SWJ8IBNA3942oUHT6vlt4Ah4AgKUOjqR1cDStT7I6EQBwFfo6Q2prbqIUA2oQpRgABFy6XIp1MSkGBM5Tu0e0flW7dqyJ+o4CAEBN+cp7Q2oy6UkeHAEAXIWmJtNAd1hD06xPBGoNpRgABNxMdnFSjFIMCJLpuQV998i4nryZ1YkAACzlnNNXdg3pg1v6FIuEfMcBANSpwe6whpkUA2oOpRgABFy6fFOsi1IMCJRn9o8qX3R6gifgAQB4n91np3VyYk6fuI3vkQCAq7emp13DTIoBNYdSDAACbnF9YpSbYkCgPLV7WGt72nXbum7fUQAAqClffndIrc2mx3dQigEArt5Ad1ijqYwKRec7CoAlKMUAIOC4KQYETyqzoO8cHtMTNw+wOhEAgCWKRaev7hrWQ9ti6u7goTEAwNVb0x1Wvug0PpP1HQXAEpRiABBwizfFWJ8IBMez+0e1UGB1IgAA53vjxKRGUhl94rY1vqMAAOrcYHe7JLFCEagxlGIAEHDpzILCrU1qbeZbAhAUT+0e0UA0rDvW9/iOAgBATfnKriGFW5v0kRv7fUcBANS5ge6wJGk4Oe85CYCleAUUAAJuJptXV4jVMEBQpDMLeuHQmJ64ZUBNTaxOBABgUb5Q1FO7R/Tojf3qZLU4AOAarelhUgyoRZRiABBwqUxeUVYnAoHx7QMJ5fJFPcnqRAAA3ueVYxOanM3pE7fyPRIAcO16O1oVamnS8DSTYkAtoRQDgICbyeS5JwYEyDf2jCgWCemuDb2+owAAUFO+tmtYnW3N+vANcd9RAAANwMw02B3WEJNiQE2hFAOAgJvJ5hWhFAMCIbNQ0PMHx/TRm/pZnQgAwBILhaK+sXdEj93Ur3Brs+84AIAGMdjdrhFKMaCmUIoBQMClMwvq4mYCEAjfOTyu+YWCPrZjwHcUAABqynePjCs5t6Dvu3WN7ygAgAYy2BPWcJL1iUAtoRQDgICbyeQVCbf6jgGgCp7eO6JIuEX3XbfadxQAAGrK13YNKxJq0Ye29vmOAgBoIIPdYY2msyoUne8oAMooxQAg4NKZPJNiQADkC0U9u39Uj2yPq62FHwEBAFiUyxf1NKsTAQAVMNjdrkLRaSyd9R0FQBmviABAgBWLTjO5vKLcFAMa3hsnpjQ1t8DqRAAAzvPdI+NKZfL6+G2DvqMAABrMmp6wJGlomhWKQK2gFAOAAJvN5eWc1EUpBjS8p/eOqK2lSQ9ti/mOAgBATfnKriFFwi164Hq+RwIAVtZAtF2SNJzMeE4CYBGlGAAE2Ew2L0ncFAManHNOz+wb1YNb+9TJulQAAM7J5gt6Zu+oPrZjgPXCAIAVtzgpNsykGFAz+IkPAAIsnSmVYtwUAxrbnrMpnU3O66OsTgQA4H2+c2hc6Wxe33crqxMBACuvu71V7a3NGp5mUgyoFZRiABBgi6VYhPWJQEN7eu+Imkz6yI39vqMAAFBTvrZ7WN3trXrg+j7fUQAADcjMNNgdZlIMqCGUYgAQYOnMgiRKMaDRPb13RPdsXqVVnW2+owAAUDMyCwU9s29Uj+8YUGszL48AACpjsCfMpBhQQ/ipDwACbPGmWFeIm2JAozo2NqPDiRl9jNWJAAC8zwuHxjTD6kQAQIUNRNs1nKQUA2oFpRgABBjrE4HG9/TeUUninhgAAOf52q5h9Xa06gNbVvuOAgBoYGt6wkqkM8oXir6jABClGAAE2ky5FOuiFAMa1tN7R3TL2m6t7Wn3HQUAgJqRWSjoW/tH9fjNg6xOBABU1GB3u4pOSqSzvqMAEKUYAARaKrMgM6mrjVIMaEQj0xm9ezqpj+3o9x0FAICa8tyBhOZyBX2c1YkAgAob7A5Lkoan5z0nASBRigFAoKUzeXWFWtTUZL6jAKiAZ/aNSBL3xAAAOM9Xdw9rdWeb7t28yncUAECDG+wplWJD3BUDagKlGAAEWCqzoGi41XcMABXyzX2juq6vU9fHu3xHAQCgZszl8vr2/oSeuGVALaxOBABU2GB3aZX9yDSlGFAL+OkPAAIsNZ9XhHtiQEOanlvQK0cn9NiOfpkxDQoAwKLnDoxpfqGg77tlje8oAIAAiIZb1NHWrCHWJwI1gVIMAAIszaQY0LC+fXBU+aJjdSIAAOf52u4h9XWFdA+rEwEAVWBmGuwOMykG1AhKMQAIsHQmr2g7k2JAI3p6z6jikZBuX9fjOwoAADVjNpvXtw8k9OQtA2rmri4AoErW9LRriFIMqAmUYgAQYKnMgiJMigENJ7NQ0AuHxvTRHf1q4gU/AADOefZAQpmFoj5+K6sTAQDVMxANazjJ+kSgFlCKAUCApTPcFAMa0YuHSrdSWJ0IAMD7fW3XkOKRkHZu7PUdBQAQIIM97RqbyWqhUPQdBQg8SjEACCjnHDfFgAb19N5RRcMtuu+61b6jAABQM2ayeT13cExP3jLIJDUAoKoGomE5J42ls76jAIFHKQYAATWbK6joxKQY0GDyhaKePTCqR2/sV2szP+oBALDoW/tGlcsX9fFbB31HAQAEzGB3WJI0zF0xwDteKQGAgEpnFiRJ0XYmxYBG8vrxSSXnFvSxHf2+owAAUFO+umtYg91h3bmB1YkAgOoaKJdiI5RigHeUYgAQUOlMXhKTYkCjeXrviEItTXpwW8x3FAAAakYqs6AXD7E6EQDgx+Kk2EiKUgzwjVIMAAIqNV+aFItwUwxoGM45fXPfqB7cFlNHG4U3AACLvrVvVLlCUd/H6kQAgAfd7a0KtTRpZHredxQg8CjFACCgFifFokyKAQ1j99lpDU9n9LEdA76jAABQU766a1hre9p1x/oe31EAAAFkZhrsDnNTDKgBlGIAEFCpDJNiQKN5eu+ImptMH7kx7jsKAAA1Y3puQd85PKbvu3VQZqxOBAD4MdAd5qYYUAMoxQAgoFJMigEN5+m9o7p38yr1dLT5jgIAQM345r4RLRScvu8WVicCAPwZ7G7nphhQAyjFACCg0uVJsWg7k2JAIzg+PqsjiRk9dlO/7ygAANSUr+0e1rredt26rtt3FABAgPVHwxpNZVQsOt9RgECjFAOAgErN59XabAq18K0AaATP7h+VJH3kRkoxAAAWJedyeunwOKsTAQDeDXaHtVBwmpjN+Y4CBBqvhAJAQKUzC4qGW3lxAGgQz+wb1faBiNav6vAdBQCAmvHNvaPKF50+fssa31EAAAE30B2WJO6KAZ5RigFAQKUzeUW4JwY0hORcTm+enGJKDACA83x9z7DWr2rXzWujvqMAAAJucLEU464Y4BWlGAAEVCqzoEiYe2JAI3j+4JgKRaePcE8MAIBzpucX9NKRcT15M6sTAQD+DUQXJ8XmPScBgo1SDAACKp3JK9rOpBjQCJ7ZP6pYJKRb13b7jgIAQM14dv+oFgpOT9wy6DsKAABa3RVSS5NpmPWJgFeUYgAQUOnMgiIhJsWAepfLF/XiwTE9uj2upiaeggcAYNFTu0e0pjus29bx0AgAwL/mJlN/NMz6RMAzSjEACKjUPDfFgEbw+vFJpbN57okBALBEOrOgFw+P6XFWJwIAakh/NKQRJsUAryjFACCg0pkFRduZFAPq3bf2jyrU0qT7r+/zHQUAgJrx7QMJ5fJFPXnLgO8oAACcM9jdTikGeEYpBgABVCg6zeYKTIoBdc45p2/tH9WHtvapva3ZdxwAAGrG13ePKB4J6c4Nvb6jAABwzkB3WMPTGTnnfEcBAotSDAACKJ1ZkCRFw0yKAfXs4GhaZ6bmWZ0IAMASs9m8njuY0BM3D3BvEwBQUwa7w5pfKCiVyfuOAgQWpRgABND0fKkU62Z9IlDXvrVvVJL0yPa45yQAANSO5w+OKZsv6olbBn1HAQDgffqjYUlihSLgEaUYAARQar70RBI3xYD69q39Cd22vkfx8j+sAACA9NSeYfV1tenuTat8RwEA4H0Gu0v/dhuenvecBAguSjEACKDUufWJ3BQD6lUindG7p5N67EamxAAAWDSfK+i5Awl9bMeAmlmdCACoMQPlUmw0xaQY4AulGAAEUGpxfWIHk2JAvfr2/oQk6VHuiQEAcM4Lh8Y0lyvoSVYnAgBqUDwSlpk0zPpEwBtKMQAIoMWbYtEwpRhQr761P6G1Pe3aPhDxHQUAgJrx9T3D6u1o1b2bWZ0IAKg9bS1NWt0Z4qYY4BGlGAAE0Ln1idwUA+rSfK6gl46M6bGb+mXGaigAACQpmy/o2f2l1YktzbzcAQCoTYPdYSbFAI/4KREAAig1n1dzk6mzrdl3FABX4btHxpVZKOpR7okBAHDOS4fHNZPN6wlWJwIAathAd5ibYoBHlGIAEEDT8wuKhluYMAHq1LMHRtUVatG9m1f7jgIAQM14aveIuttb9cEtfH8EANSugSiTYoBPlGIAEECpzAKrE4E6VSw6fWt/Qg/dEFNbCz/KAQAgSbl8Uc/sG9FjN/WrldWJAIAaNtAd1vT8guZyed9RgEDiJ0UACKDU/IKiYUoxoB7tOjutsXRWH2F1IgAA57x8dFypTF5P3jLgOwoAAJc02B2WJI0wLQZ4QSkGAAE0Pb+gbibFgLr07P5RNTeZHr6BUgwAgEVf3z2iSKhF91/f5zsKAACXNEApBnhFKQYAAZTK5BVtb/EdA8BVeGbfqHZu7FVPR5vvKAAA1ISFQlFP7xvRozfGFWpp9h0HAIBL6o+WS7EUpRjgA6UYAAQQ6xOB+nRmak4HRtL6yI39vqMAAFAzXjs2qeTcgp64ZdB3FAAALmugXIqNprKekwDBRCkGAAHE+kSgPj27PyFJ+shNlGIAACx6as+wOtqa9dC2mO8oAABcVmeoRZFQi0aZFAO8oBQDgIDJLBSUzRcVpRQD6s639o9qS6xTm/s6fUcBAKAmFIpOT+8Z0SPb4wq3sjoRAFAf+rvD3BQDPKEUA4CASWfykqRomJtiQD1JZxb06rEJVicCALDE68cnNTGb05OsTgQA1JGBaJibYoAnlGIAEDCpzIIkMSkG1JkXD41roeBYnQgAwBJf3zOscGuTPnwDqxMBAPWjPxpmfSLgCaUYAATM9DylGFCPvrV/VL0drbpzQ6/vKAAA1IRi0enre0b08A1xdbSxBQEAUD8GukNKpLMqFJ3vKEDgUIoBQMCkFkuxMKUYUC/yhaKeO5jQw9vjam4y33EAAKgJb52a0lg6qydYnQgAqDP90bAKRaeJmazvKEDgUIoBQMCkyjfFutt5mhaoF++cTio5t6BHt7M6EQCARU/tHlZbS5Me2R73HQUAgCvSHw1LkkZTlGJAtVGKAUDAsD4RqD/PHUioucn0oW19vqMAAFATikWnb+wZ0UPbYuoK8bAXAKC+DJRLsRHuigFVRykGAAHD+kSg/nz7QEI7N/by31sAAMreO5PU8HRGT94y4DsKAABXbKCbUgzwhVIMAAImlVlQW0uTwq3NvqMAWIbh6XkdGEmzGgoAgCW+vmdErc2mR29ktTAAoP70dYXU3GQanaYUA6qNUgwAAiY1v6BuVicCdeP5g2OSpIcpxQAAkCQ55/TU7mF9aGuMKWoAQF1qbjLFukJMigEeUIoBQMCk5vOKhrm7ANSLbx9IaG1Pu7bGu3xHAQCgJuwdSunM1Lwe38HqRABA/ervDmuUUgyoOkoxAAiY6fkFRZkUA+pCNl/Qd4+M6+HtMZmZ7zgAANSEp/eOqMmkj9zE6kQAQP3qj4QoxQAPKMUAIGCm5xfUQykG1IXXj09qLlfgnhgAAEt8Y8+I7t28Wqs623xHAQDgqg10hzXCTTGg6ijFACBgprkpBtSN5w6MKdTSpA9c1+c7CgAANeHo2IwOJ2b0+M2sTgQA1Lf+aFipTF7zuYLvKECgUIoBQMAk53KUYkCdeO5gQh/Yslrtbc2+owAAUBOe3jsiSfroDlYnAgDq20A0LEkaYYUiUFWUYgAQIMWiUzqbpxQD6sDx8VkdH5/VwzewOhEAgEVP7xnRbet7NNjd7jsKAADXZKC7XIqxQhGoKkoxAAiQdCYv56TuDu4vALXuuQMJSaIUAwCgbCg5r/fOTOtjTIkBABpAf3lSbJRJMaCqKMUAIECm5xckiUkxoA48dzChLbFObVjd4TsKAAA14Zvl1YmP7+CeGACg/p2bFKMUA6qKUgwAAoRSDKgPc7m8Xjs2yZQYAABLfGPviLbGu3RdrMt3FAAArllXqEWdbc1MigFVRikGAAGSnM9JohQDat13j0woVyjqke2UYgAASNLkbE6vH5/U4zczJQYAaBz93WFKMaDKKMUAIECYFAPqw3MHE+oKtWjnplW+owAAUBO+tW9URSd9jNWJAIAGMhANa2SaUgyoJkoxAAiQxVKsp4NSDKhVzjk9dyChB67vU1sLP6oBACCVVieu7WnXjjVR31EAAFgxA9GwRlNZ3zGAQOGVFgAIECbFgNp3cDSt4emMHt4e8x0FAICaMJPN66XD43r85gGZme84AACsmMX1icWi8x0FCAxKMQAIkOm5BbW1NCnc2uw7CoCL+PaBhCTpwzdwTwwAAEl67kBCuUKR1YkAgIYzEA0rX3SamM35jgIEhpdSzMxWmdkzZna4/GvvBb4mbGavm9l7ZrbXzH7DR1YAaCTT8wtMiQE17vkDY9qxJqr+aNh3FAAAasLTe0fU19WmuzZ+z0sHAADUtcV/942muCsGVIuvSbHPSnrWObdV0rPl98+XlfSIc+42SbdLetzM7qteRABoPJRiQG2bnlvQW6em9Mh2psQAAJCkzEJBzx1I6LGb+tXcxOpEAEBj6Y+GJFGKAdXkqxT7lKQvlH//BUnff/4XuJKZ8rut5TeWqwLANZieX1APpRhQs148PKZC0bE6EQCAsu8eGddsrsDqRABAQxroLk2KjVCKAVXjqxTrd84NS1L51wu+8mNmzWb2rqSEpGecc69VLyIANB4mxYDa9tyBhHo7WnX7+h7fUQAAqAlP7x1RJNSiD27p8x0FAIAVF+sKqcmk0WlKMaBaWir1B5vZtyRd6FGuX13un+GcK0i63cx6JP2Fmd3snNtzkb/vM5I+I0kbNmy48sAAEADJuQXd0B/xHQPABRSLTs8fGtND22KshwIAQFK+UNQz+0b1yI1xtbX4eqYXAIDKaWluUl9XiEkxoIoqVoo55z5ysc+Z2aiZDTrnhs1sUKVJsEv9WUkze17S45IuWIo55z4n6XOStHPnTtYsAsAFpOYXFGVSDKhJu85Oa3I2p4e5JwYAgCTpjRNTmppb0OOsTgQANLCB7rBGU1nfMYDA8PWo1Zcl/Xj59z8u6S/P/wIzi5UnxGRm7ZI+IulAtQICQKMpFJ3S2bx6OijFgFr07QMJNZn04NaY7ygAANSEp/eOKNTSpIdu4HsjAKBxxSNhjTIpBlSNr1Ls30h6zMwOS3qs/L7MbI2ZPVX+mkFJz5nZLklvqHRT7Kte0gJAA0jNL0gSN8WAGvX8wYTu2NCr3s4231EAAPDOOaen947owW0xdbRVbMkNAADe9UdDSqSZFAOqxctPls65CUmPXuDjQ5KeLP9+l6Q7qhwNABpWklIMqFmJdEa7zkzrH3/sBt9RAACoCbvOTGt4OqN/+FG+NwIAGlt/NKzJ2Zyy+YJCLc2+4wANj0u1ABAQ05RiQM164eCYJOnDrIcCAECS9I29I2puMn3kRm5tAgAaW380JElKcFcMqApKMQAICEoxoHY9f3BM/dGQbhqM+o4CAIB3zjk9vWdEH7hutXo6WCsMAGhs/dGwpNIGEQCVRykGAAGxWIr1dFCKAbUkXyjqO4fH9NC2mMzMdxwAALw7kpjRsfFZfWxHv+8oAABU3GIpNsqkGFAVlGIAEBCLpViUSTGgprx3ZlqpTF4PbmN1IgAAkvSNPSOSpI/uGPCcBACAyvurUoxJMaAaKMUAICCm53KSWJ8I1JoXDo2pyaQHru/zHQUAgJrw9L4R3bGh59yLhAAANLLejla1NhuTYkCVUIoBQEAk5xbU0dasUEuz7ygAlnjx0JhuW9/DzRQAACSdnpzTnrMpPc6UGAAgIMxM8UhYCSbFgKqgFAOAgEjOL6iHKTGgpkzN5rTrTFIPbmV1IgAAkvTNfaOSpI9RigEAAqQ/GtIIpRhQFZRiABAQybkFdTOJAtSUl46Mq+jEPTEAAMqe3jOi7QMRberr9B0FAICqGegOc1MMqBJKMQAIiOn5HJNiQI158dCYuttbddu6bt9RAADwbiyd1RsnJ5kSAwAETml9IjfFgGqgFAOAgJiaW1BvJ6UYUCucc3rx8JgeuL5PLc38SAYAwLP7R+UcqxMBAMHTHw0rnc1rNpv3HQVoeLwCAwABkZxbUHc76xOBWnFodEajqawe3NbnOwoAADXhm/tGtbanXTcORnxHAQCgqvqjIUlSIs20GFBplGIAEADOudL6xA4mxYBa8cKhhCTuiQEAIEmz2bxeOjKuj+7ol5n5jgMAQFX1R8OSxF0xoAooxQAgAOZyBS0UHDfFgBry4qFxbevv0mB3u+8oAAB4953DY8rli3rspn7fUQAAqLrFSTFKMaDyKMUAIACS8wuSxKQYUCPmcnm9fnxSD25lSgwAAKm0OrG7vVX3bFrlOwoAAFXHpBhQPZRiABAAU7M5SeKmGFAjXjs2qVyhyOpEAAAk5QtFfftAQo9sj6ulmZcpAADB0xVqUUdbs0ZT3BQDKo2fNgEgAKbLk2K9TIoBNeGFQ2MKtzbpns08DQ8AwBsnppScW2B1IgAgsMxM/dEwk2JAFVCKAUAAJOcW1ycyKQbUghcPj+nezasVbm32HQUAAO+e2TeqtuYmJqgBAIEWj4SUYFIMqDhKMQAIgOR8aX0iN8UA/05PzunY2Cwv/AEAIMk5p2f2j+j+61erK9TiOw4AAN70R8MaYVIMqDhKMQAIgMVJse52SjHAtxcPj0mSHtrW5zkJAAD+HRxN6/TkvB67acB3FAAAvBroLq1PdM75jgI0NEoxAAiA5FxO4dYmVrUBNeDFQ2Na29OuLbEu31EAAPDumb2jkqSP3Bj3nAQAAL/ikZCy+aJS83nfUYCGRikGAAGQnFtQL/fEAO8WCkW9fGRCD27rk5n5jgMAgHfP7B/V7et7FI+GfUcBAMCr/vL3wtE0KxSBSqIUA4AASM4vsDoRqAHvnEoqnc3rwa3cEwMAYHh6XrvOTOuxm/p9RwEAwLtzpRh3xYCKohQDgACYnltQTwelGODbi4fG1Nxk+uD13BMDAOBb+0qrEz+2g1IMAID+aEiSNJrKek4CNDZKMQAIgOR8Tj3trE8EfHvx8JjuWN/D5CYAAJK+uW9Um/s6ubMJAICYFAOqhVIMAAIgyaQY4N3ETFa7z07rwW2sTgQAIJVZ0KvHJvTYTf3c2QQAQFK4tVnd7a2UYkCFUYoBQINzzik5t6BuSjHAq5eOjMs5UYoBACDphYNjWig47okBALBEfzREKQZUGKUYADS4+YWCcoWiejtYnwj49MKhMfV0tOqWtd2+owAA4N0z+0a1urNNd27o9R0FAICa0R8Nc1MMqDBKMQBocMm5BUlSDzeMAG+KRacXD43rQ1tjam5iRRQAINhy+aKeO5jQozfG+b4IAMAS8UhYCSbFgIqiFAOABneuFGN9IuDN/pGUxmeyenBrn+8oAAB499rxCaUzeT1204DvKAAA1JT+aEiJdFbFovMdBWhYlGIA0OCS8zlJUnc76xMBX148NC6Je2IAAEil1Ynh1iY9cD0PiwAAsFR/NKx80WlyLuc7CtCwKMUAoMExKQb49+KhMW0fiKg/GvYdBQAAr5xz+ta+UX1oa0ztbc2+4wAAUFPikZAkaZQVikDFUIoBQIObKj9d1NvBpBjgw2w2rzdPTuohpsQA1Akze9zMDprZETP77AU+/zfMbFf57WUzu81HTtSnvUMpDU1n9NhN/b6jAABQc+LlBykT6aznJEDjohQDgAY3NVsqxZgUA/x4/cSkFgpOD3BPDEAdMLNmSb8n6QlJN0n6UTO76bwvOy7pIefcrZJ+U9LnqpsS9eyb+0bVZNKj2+O+owAAUHMWJ8USTIoBFUMpBgANbmpuQR1tzQq3sp4G8OGlw+Nqa2nS3ZtW+Y4CAMtxj6QjzrljzrmcpC9J+tTSL3DOveycmyq/+6qkdVXOiDr2zL5R7dy4Squ7Qr6jAABQc+LRxVKMSTGgUijFAKDBTc3lWJ0IePTdI+O6e1MvxTSAerFW0ukl758pf+xiflrS1yuaCA3j9OSc9g+nWJ0IAMBFhFqa1dPRqtE0k2JApVCKAUCDS84tsDoR8CSRzujASFr3X8/qRAB1wy7wMXfBLzR7WKVS7Fcu8vnPmNmbZvbm2NjYCkZEvXpm36gkUYoBAHAJ/ZEwk2JABVGKAUCDY1IM8OeVoxOSpAcoxQDUjzOS1i95f52kofO/yMxulfSHkj7lnJu40B/knPucc26nc25nLBarSFjUl2f2jWprvEub+jp9RwEAoGbFoyGNpinFgEqhFAOABsekGODPdw6Pq7u9VTvWdPuOAgDL9YakrWa22czaJP2IpC8v/QIz2yDpzyX9TefcIQ8ZUYeSczm9fmKSKTEAAC4jHglrLMX6RKBSWnwHAABUFpNigB/OOX33yLjuv361mpsutI0MAGqPcy5vZj8v6WlJzZL+yDm318x+tvz535f0a5JWS/rPZiZJeefcTl+ZUR+eO5hQoej00R0DvqMAAFDT+qMhJdJZFYtOTfxbElhxlGIA0MAKRafp+QX1dlKKAdV2bHxWw9MZ/TyrEwHUGefcU5KeOu9jv7/k939b0t+udi7Ut2f2jSoeCenWtUxPAwBwKfFISPmi09RcTqu7Qr7jAA2H9YkA0MCm5xfknNTL+kSg6r57ZFwS98QAAMjmC3rh4Jg+clM/T7wDAHAZ/dGwJGk0xV0xoBIoxQCggU3N5SSJ9YmABy8dHte63nZtWNXhOwoAAF69cnRCs7mCHruRe2IAAFxOPFqaDhtNc1cMqARKMQBoYMlyKdbDpBhQVflCUa8cndAD1/epfG8HAIDAenZ/Qu2tzfrAltW+owAAUPPikdKk2BiTYkBFUIoBQAObml2QxKQYUG27zk4rnc3rga2sTgQABJtzTt8+kNADW/sUbm32HQcAgJoXi5QnxVJMigGVQCkGAA2M9YmAH989XLon9sEtlGIAgGA7MJLW2eS8PnJj3HcUAADqQri1WT0drUqkmRQDKoFSDAAaWHKuNCnW08n6RKCaXjoyrh1rolrVSSENAAi2Z/ePSpIevoFSDACA5eqPhJkUAyqEUgwAGtjUXE4tTaZIqMV3FCAw5nJ5vX1qSg9cz5QYAADPHkjotnXdikfDvqMAAFA34tEQk2JAhVCKAUADm5rLqaejTWbmOwoQGK8dn9RCwXFPDAAQeOMzWb17OqlHb+z3HQUAgLoSj4SVYFIMqAhKMQBoYFOzC+rtYHUiUE3fPTyutpYm3b1ple8oAAB49dyBhJyTHtnO6kQAAK5EPBrS2ExWxaLzHQVoOJRiANDApuZy6u3gphFQTS8dGdfOjb0Ktzb7jgIAgFfP7k9osDusHWuivqMAAFBX+iMhLRScpuZyvqMADYdSDAAaWHJuQT1MigFVM5bO6sBIWvdzTwwAEHDZfEHfOTymR7bHWeUNAMAVWrzFOZrirhiw0ijFAKCBMSkGVNfLR8clSQ9QigEAAu61Y5OazRX06I2sTgQA4Er1R0OSpESau2LASqMUA4AG5ZwrTYp1MikGVMtLh8fV3d6qm9d2+44CAIBXz+4fVbi1SR/cwoMiAABcqXikNCmWYFIMWHGUYgDQoOZyBeUKRSbFgCpxzum7R8b1wS2r1dzEmigAQHA55/St/Qk9cH2MG5sAAFyFWIRJMaBSKMUAoEFNzpaOsa6iFAOq4vj4rIamM9wTAwAE3qHRGZ1NzrM6EQCAqxRubVZPRys3xYAKoBQDgAaVnFuQJPV0sD4RqIbvHuGeGAAAkvSt/aOSpEe3U4oBAHC14pEQk2JABVCKAUCDmporT4p1MikGVMNLR8a1tqddG1d3+I4CAIBXz+4f1a3ruhWPhn1HAQCgbvVHw0yKARVAKQYADWqxFOulFAMqLl8o6uWjE/rQ1j6ZcU8MABBcEzNZvXM6qUeYEgMA4JrEIiGNpSnFgJVGKQYADYqbYkD17D47rXQmzz0xAEDgPXdwTM5JH7mx33cUAADqWn80rEQ6o2LR+Y4CNBRKMQBoUJOzOTWZFG3nphhQaYv3xD64ZbXnJAAA+PXs/lH1R0PasSbqOwoAAHUtHglpoeDObQICsDIoxQCgQU3O5tTT0abmJla5AZX20pFx3TQY1equkO8oAAB4k8sX9eKhMT2yvZ91wgAAXKP+8m3OBCsUgRVFKQYADWpqLqfeDqbEgEqbzxX09smkHtjK6kQAQLC9dnxCs7mCPnIj98QAALhW8UjpocvRVMZzEqCxUIoBQIOanM1pdSdTK0ClvXlyUrlCUR9gdSIAIOCe3Z9QuLWJG5sAAKyAeIRJMaASKMUAoEFNzS6ot5NJMaDSXjk6oZYm092bVvmOAgCAN845PXtgVPdv6VO4tdl3HAAA6l48WnrQeYxSDFhRlGIA0KAm53Ja1dnmOwbQ8F45NqFb13WrK9TiOwoAAN4cTszo9OS8Hr2x33cUAAAaQri1WdFwixKsTwRWFKUYADQg55ymZnPq7aAUAyppJpvXrjPTrE4EAATet/aPSpIe2c49MQAAVko8GmZ9IrDCKMUAoAGlMnnli45JMaDC3jg+qULR6QPXcTsFABBs396f0M1roxroDvuOAgBAw4hHQpRiwAqjFAOABjQ1m5MkJsWACnvl2IRam013bez1HQUAAG8mZ3N6+9SUHt3O6kQAAFZSPBLSKOsTgRVFKQYADWhyrlSKMSkGVNYrRyd0x/petbc1+44CAIA3zx9MqOikR29kdSIAACtpcX2ic853FKBhUIoBQANanBSjFAMqZ3p+QXuHuCcGAMCz+xOKR0K6eU237ygAADSUeCSkXL6o1HzedxSgYVCKAUADmqQUAyru9eOTKjpRigEAAi2XL+qFQ2N69Ma4mprMdxwAABpKLBKSJCXSrFAEVgqlGAA0oKny+sReSjGgYl45OqFQS5Pu2NDjOwoAAN68cWJSM9m8HuGeGAAAKy4eCUuSEums5yRA46AUA4AGNDm7oLbmJnVy5wiomJePjuuujb0KtfDfMwBAcD27P6FQS5MeuL7PdxQAABpOf5RJMWClUYoBQAOanM2qt7NVZqywASphcjanAyNpfeA6VicCAILt+YMJfWDLarXzMBYAACsuHi1PiqWYFANWCqUYADSgydkF9XawOhGolNeOTUjinhgAINhOjM/q2PisHr4h7jsKAAANqSvUoo62ZtYnAiuIUgwAGtDUXE6ruCcGVMwrxybU0dasW9f1+I4CAIA3zx9MSBKlGAAAFRSPhCjFgBVEKQYADWhqllIMqKRXjk5o56ZVamvhRykAQHA9d3BM18U6tWF1h+8oAAA0rHgkrNEUN8WAlcIrOQDQgCaZFAMqZiyd1eHEDPfEAACBNpfL65VjE0yJAQBQYbFoSGNMigErhlIMABpMvlDU9Dw3xYBKeYV7YgAA6JWjE8rli5RiAGqWmT1uZgfN7IiZffYCn/+wmU2b2bvlt1/zkRO4nHgkpASTYsCKafEdAACwspLzC3JOTIoBFfLK0Ql1hVp085qo7ygAAHjz3MGEOtqadffmXt9RAOB7mFmzpN+T9JikM5LeMLMvO+f2nfel33HOfbzqAYErEI+ENZsraDabV2eIl/OBa8WkGAA0mKnZnCSpl1IMqIhXj03ons2r1NLMj1EAgGByzum5A2O6//o+hVqafccBgAu5R9IR59wx51xO0pckfcpzJuCqxCMhSVKCFYrAiuDVHABoMJPlUmwV6xOBFTcyndHx8Vl9kNWJAIAAO5KY0dnkvB7ZzupEADVrraTTS94/U/7Y+T5gZu+Z2dfNbEd1ogFXpj8aliRWKAIrhHlLAGgw50oxJsWAFffKsXFJ0n3XUYoBAILruYMJSdKHb4h5TgIAF2UX+Jg77/23JW10zs2Y2ZOS/rekrRf8w8w+I+kzkrRhw4YVjAlcXjzKpBiwkpgUA4AGM1EuxVZ3UYoBK+2VoxPqbm/VTYPcEwMABNdzB8a0fSCiwe5231EA4GLOSFq/5P11koaWfoFzLuWcmyn//ilJrWbWd6E/zDn3OefcTufczliMBwJQXaxPBFYWpRgANJiJmfJNMdYnAivu5aMTunfzKjU1XejBUwAAGl86s6A3TkzqYVYnAqhtb0jaamabzaxN0o9I+vLSLzCzATOz8u/vUel10omqJwUuo7u9VW0tTUqkWZ8IrATWJwJAg5mczSoSblFbC889ACvp9OSczkzN66cf2Ow7CgAA3nz3yLjyRaeHb6AUA1C7nHN5M/t5SU9Lapb0R865vWb2s+XP/76kT0v6u2aWlzQv6Uecc+evWAS8MzPFukJKpJgUA1YCpRgANJiJ2Zz6ukK+YwAN55VjpYdGP7CFe2IAgOB67sCYIuEW3bmhx3cUALik8krEp8772O8v+f3vSvrdaucCrkY8GmJSDFghjBEAQIOZnM1pVSerE4GV9urRCa3ubNO2eMR3FAAAvHDO6bmDCT24LaaWZl5OAACgWuIRJsWAlcJPsQDQYCjFgJXnnNMrxyZ033WruScGAAisvUMpJdJZVicCAFBl8UhYiTSlGLASKMUAoMFMzOa0mlIMWFEnJ+Y0PJ3RfaxOBAAE2PMHE5Kkh7bFPCcBACBY4pGQpucXlFko+I4C1D1KMQBoIM45TTEpBqy4l4+W74ldRykGAAiu5w6O6dZ13YpFuF8LAEA19UfDkqQxpsWAa0YpBgANJDWfV77oKMWAFfbqsQnFIiFtiXX6jgIAgBdTszm9c2qK1YkAAHgQi5YeSGGFInDtKMUAoIFMzJZ+OFrdRSkGrBTnnF4/Pqn7rlstM+6JAQCC6cXDYyo66eHtlGIAAFRbvDylPZbOeE4C1D9KMQBoIBOzOUnS6k5W2gAr5dTknEZSGd2zeZXvKAAAePP8wTGt7mzTrWu7fUcBACBw4pHS+kQmxYBrRykGAA1kYqZUirE+EVg5rx2flCTdSykGAAioQtHphUNjemhbTE1NTE0DAFBtqzvb1NxkSqQoxYBrRSkGAA1kcnFSjPWJwIp5/fikejtadX2sy3cUAAC82HUmqcnZnD7M6kQAALxoajL1dbVpNMX6ROBaUYoBQAOZLN8UY1IMWDmvH5/U3ZtW8WQ8ACCwnjs4piaTHtza5zsKAACBFY+ENTbDpBhwrSjFAKCBTMzm1BVqUail2XcUoCEMT8/r1OSc7r1ute8oAAB489yBhO7c0KueDh68AgDAl3gkxPpEYAVQigFAA5mczTElBqyg17knBgAIuEQ6o91np/UwqxMBAPAqFgkpkaYUA64VpRgANBBKMWBlvX58Ul2hFt04GPUdBQAAL144OCZJ+vANMc9JAAAItngkpInZrPKFou8oQF2jFAOABjIxk1NfF6UYsFJeOz6pnZt61cw9MQBAQD1/cEzxSEg38YAIAABexaJhOVd6IBrA1aMUA4AGwqQYsHLGZ7I6kpjRPaxOBAAE1EKhqBcPj+nhG+Iy4wERAAB8ikdCksQKReAaUYoBQINwzmliNqtVnSHfUYCG8OaJxXtiqz0nAQDAj7dPTimdyXNPDACAGhA7V4plPCcB6hulGAA0iHQ2r4WC02omxYAV8drxSYVbm3TL2m7fUQAA8OL5Q2NqaTLdfz0PiAAA4NvipNgYk2LANaEUA4AGMTlT2inN+kRgZbx+fFJ3buhVWws/LgEAgumFg2O6a2OvIuFW31EAAAi8c5NiKUox4FrwKg8ANIiJ8qHVVV2UYsC1SmUWtG84xT0xAEBgJdIZ7RtO6cFtMd9RAACApFBLs3o6WrkpBlwjSjEAaBCT5VKM9YnAtXvzxKScE6UYACCwvnNoXJL0EKUYAAA1I9YV4qYYcI0oxQCgQUzMlJ4U6usKeU4C1L/Xjk+qtdl0x/pe31EAAPDixcNj6utq002DUd9RAABAWTwa4qYYcI0oxQCgQZxbn8ikGHDNXj8+qdvW9ai9rdl3FAAAqq5YdPrO4XE9uDWmpibzHQcAAJTFI2HWJwLXiFIMABrE+ExWkVCLwq28iA9ci7lcXrvPTLM6EQAQWHuGpjU5m+OeGAAANSYWCSmRzso55zsKULcoxQCgQUzM5LS6iykx4Fq9cyqpfNFRigEAAuuFg2OSpAe29nlOAgAAlopHQsrli0pl8r6jAHWLUgwAGsTEbFaruScGXLPXjk+qyaS7NnJPDAAQTC8eHtMta7u5VQsAQI2JRUrfm8fSGc9JgPpFKQYADWJiJqfV3BMDrtnrxye0Y023IuFW31EAAKi6VGZBb59K6sFtTIkBAFBr4pGwJCmR4q4YcLUoxQCgQYzPMCkGXKtsvqB3TiV1L6sTAQAB9fKRcRWKTg9ti/uOAgAAzrM4KZZIU4oBV4tSDAAaQKHoNDmbU4ybYsA12XVmWtl8kXtiAIDAeuHQmLpCLbpjQ4/vKAAA4Dzx6OL6REox4GpRigFAA0jO5VR0YlIMuEavH5+UJN29iVIMABA8zjm9eGhc91+/Wq3NvFwAAECtiYRaFG5tUoKbYsBV46dcAGgAE7M5SdJqJsWAa/La8Und0B9RL/f5AAABdHRsRmeT83pwW8x3FAAAcAFmpngkzPpE4BpQigFAAxifKf0wtLqTSTHgauULRb11YpLViQCAwHrh0Lgk6cGtlGIAANSqWCSkRIpSDLhalGIA0ADGZ0qTYn1MigFXbd9wSrO5AqUYACCwXjg0putinVq/qsN3FAAAcBHxSEhjM5RiwNWiFAOABjCxOCnGTTHgqi3eE7uXUgwAEECZhYJeOzahh1idCABATYtHQkqkuCkGXC1KMQBoABMzOTWZ1NPe6jsKULdePTapzX2dikfDvqMAAFB1rx2fVDZf5J4YAAA1LhYJKZXJK7NQ8B0FqEuUYgDQACZms1rVGVJTk/mOAtSlYtHpzZOTuntTr+8oAAB48eKhMbW1NOm+zat9RwEAAJcQj5Qe5BxLs0IRuBqUYgDQAMZnctwTA67B0bEZJecWdPcmVicCAILphUNjunfzKrW3NfuOAgAALiEWLZ3OSFCKAVeFUgwAGsDETFZ93BPzysweN7ODZnbEzD57gc//DTPbVX572cxu85ETF/bGiSlJ0k5KMQBAAJ1NzutIYoZ7YgAA1IF4pPT6z1iau2LA1aAUA4AGMD6T02omxbwxs2ZJvyfpCUk3SfpRM7vpvC87Lukh59ytkn5T0ueqmxKX8ubJSa3ubNOm1R2+owAAUHUvHhqTJO6JAQBQB2IRJsWAa0EpBgANYGImq9WdTIp5dI+kI865Y865nKQvSfrU0i9wzr3snJsqv/uqpHVVzohLeOvklHZu6pUZd/kAAMHz4qExDUTD2hrv8h0FAABcxurOkJqMm2LA1aIUA4A6N58raDZXYFLMr7WSTi95/0z5Yxfz05K+XtFEWLZEOqOTE3PauZHViQCA4MkXinrpyLge2hbj4RAAAOpAc5OpryukRIpSDLgaLb4DAACuzcRs6YegPkoxny70CpK74BeaPaxSKfbART7/GUmfkaQNGzasVD5cwlvle2J3ber1nAQAgOp793RS6Uye1YkAANSReDSkBDfFgKvCpBgA1LmJmZwksT7RrzOS1i95f52kofO/yMxulfSHkj7lnJu40B/knPucc26nc25nLMaLU9Xw5skphVqadPOabt9RAACouhcOjanJpAeu7/MdBQAALFOsK8RNMeAqUYoBQJ1bnBRjfaJXb0jaamabzaxN0o9I+vLSLzCzDZL+XNLfdM4d8pARF/HmySndtr5HbS38WAQACJ4XD43p9vU96u5o9R0FAAAsUzwS5qYYcJV49QcA6tx4ujQp1tfFpJgvzrm8pJ+X9LSk/ZL+h3Nur5n9rJn9bPnLfk3Sakn/2czeNbM3PcXFEvO5gvaendbOjaxOBAAEz+RsTrvOTuuhbXHfUQAAwBWIR0Man8mqULzg5QYAl8BNMQCoc+NMitUE59xTkp4672O/v+T3f1vS3652Llzae2eSyheddnJPDAAQQN85PCbnpAe3sToRAIB6EouEVHSlB1xiER6SBq4Ek2IAUOfG0zl1tDWro43nHIAr9eaJSUnSnRsoxQAAwfPCoTH1dLTq1nU9vqMAAIArEC8XYYl0xnMSoP5QigFAnRufybI6EbhKb56c0rb+LvV0MGkJAAgW55y+c3hcD1zfp+Ym8x0HAABcgcXpMO6KAVeOUgwA6lypFOMFfeBKFYtOb5+c0l0bV/mOAgBA1R0cTWssndWDW2O+owAAgCsUj4QlSQlKMeCKUYoBQJ0bS2fZHw1chcOJGaUyee3cyOpEAEDwvHR4XJJ0/1buiQEAUG+YFAOuHqUYANQ51icCV+eN8j2xnZsoxQAAwfPSkXFd19eptT3tvqMAAIArFG5tViTcQikGXAVKMQCoYwuFoqbmFijFgKvw1skpxSIhbVjV4TsKAABVlc0X9NqxST3AlBgAAHUrFglRigFXgVIMAOrY5GxOktTH+kTgir15clI7N/bKzHxHAQCgqt4+mdT8QkEPXE8pBgBAvYpHQkqkM75jAHWHUgwA6tjiE0GxrjbPSYD6MprK6PTkvO7inhgAIIBeOjKm5ibTfVtW+44CAACuUiwSZlIMuAqUYgBQx8ZnyqUYk2LAFXnzxJQkaeemVZ6TAABQfS8dmdBt67oVDbf6jgIAAK5SaVKMUgy4UpRiAFDHFp8I4qYYcGXePDmpcGuTdqyJ+o4CAEBVTc8taPeZpB7YGvMdBQAAXINYJKS5XEGz2bzvKEBdoRQDgDo2PlO+KUYpBlyRt05O6fb1PWpt5kchAECwvHx0XEUnfWgr98QAAKhn8fLWIKbFgCvDK0EAUMfGZ7Jqb21WZ6jFdxSgbszl8to7lNLOjaxOBAAEz3eOjKsr1KLb1/f4jgIAAK5BPBKWJO6KAVeIUgwA6tj4TFZ9kTbfMYC68u6ppApFp7s29fqOAgBA1X33yLjuu24V09IAANS52LlJsYznJEB94adgAKhj4zNZxVidCFyRN09OyUy6cwOlGAAgWE5PzunkxJweuJ7ViQAA1LvF9YlMigFXhlIMAOrYWDrLPTHgCr15cko39EfU3d7qOwoAAFX1ncPjkqQHuCcGAEDd6+loVWuzcVMMuEKUYgBQx8ZncuqLUIoBy1UoOr1zckp3bWRKDAAQPC8dGdNANKwtsS7fUQAAwDUyM8W6QkqkKMWAK0EpBgB1Kl8oamoux6QYcAUOjqSVzua1k3tiAICAKRSdXj46oQe29snMfMcBAAArIBYJaWyGUgy4EpRiAFCnJmdzck6KdbX5jgLUjbdOTkqSdm5c5TkJAADVtXdoWsm5BX2I1YkAADSMWCSsRCrjOwZQVyjFAKBOLT4JxKQYsHxvnpxSfzSkdb3tvqMAAFBVi/fEPriFUgwAgEYRi4Q0zqQYcEUoxQCgTo2VD6nGuCkGLNubJ6a0c+Mq1kYBAALnpcPj2j4Q4WdHAAAaSDwS0sRsTvlC0XcUoG5QigFAnRqfyUliUgxYrkQqo7PJed2xocd3FAAAqmo+V9BbJ6dYnQgAQIOJRUJyTpqYzfmOAtQNSjEAqFOL4/F9PO0LLMvbp5KSpDs39voNAgBAlb1+YlK5QlEPbI35jgIAAFZQvPyaUCLFCkVguSjFAKBOjaezCrc2qbOt2XcUoC68c3pKbc1N2rEm6jsKAABV9dLhMbU1N+meTat8RwEAACtocS3y2EzGcxKgfly2FDOzf29mO6oRBgCwfOMzWfV1hbiNBCzTO6eSumlNVKEWimQAQLB85/C4dm7qVTsPUwEA0FDi0bAkJsWAK7GcSbEDkj5nZq+Z2c+aWXelQwEALm+sXIoBuLyFQlG7ziR15wZWJwIAgmUsndWBkbTuv557YgAANJq+rjZJpe/3AJbnsqWYc+4PnXP3S/pbkjZJ2mVmf2JmD1c6HADg4sbTuXO7owFc2sGRtDILRd2xocd3FAAAqurlo+OSpA9tpRQDAKDRhFqa1dPRqgSlGLBsy7opZmbNkraX38YlvSfpl83sSxXMBgC4hLGZ7Lnd0QAu7e1TU5JEKQYACJzvHB5XT0erdqxh6QsAAI0o1hViUgy4Ai2X+wIz+w+SPiHp25L+L+fc6+VP/VszO1jJcACAC8vli5qczVGKAcv0zqmk4pGQ1va0+44CAEDVOOf00uFx3b+lT81N3KEFAKARxaMhJdIZ3zGAunHZUkzSHkn/zDk3d4HP3bPCeQAAyzAxW3oCKB4Je04C1Id3Tk3pjg09MuMFQQBAcBwdm9FIKqMHWJ0IAEDDinWF9FZ5OwqAy1vO+sS/cX4hZmbPSpJzbroiqQAAl7Q4Fs+k2Moys4+b2bJWC6N+TMxkdWJiTndu6PUdBQCqxszeNLOfMzP+xy/AvnO4dE/sgespxQAAaFTxaFiJVFbOOd9RgLpw0Rf+zCxsZqsk9ZlZr5mtKr9tkrSmagkBAN+DUqxifkTSYTP7LTO70XcYrIx3TyclSXdQigEIlh9R6d9tb5jZl8zsY8a4bOB898i4Nq7u0PpVHb6jAACACol1hZTNF5XO5n1HAerCpZ6G/zuS3pK0XdLb5d+/JekvJf1e5aMBAC4mQSlWEc65H5N0h6Sjkj5vZq+Y2WfMLOI5Gq7BO6eSamky3bK223cUAKga59wR59yvStom6U8k/ZGkU2b2G+WHH9Hg8oWiXj02yZQYAAANLh4tvTaUSGU9JwHqw0VLMefcf3LObZb0j5xzm5e83eac+90qZgQAnGdxUqyvq81zksbjnEtJ+jNJX5I0KOkHJL1tZr/gNRiu2tunpnTjYFTtbc2+owBAVZnZrZJ+W9K/U+l726clpSR922cuVMeus9OayeZ1P6UYAAANLdZVKsUWXysCcGktF/uEmT3inPu2pLNm9n+c/3nn3J9XNBkA4KLG0ln1dLQq1MKL/CvJzD4p6SclbZH0x5Lucc4lzKxD0n5Jv+MzH65coej03umkfvCudb6jAEBVmdlbkpKS/h9Jn3XOLb5K8pqZ3e8tGKrmlaMTkqT7rlvtOQkAAKikc5Ni6YznJEB9uGgpJukhlZ4g/MQFPuckUYoBgCdj6ey5J4Gwoj4t6f/nnHtx6Qedc3Nm9lOeMuEaHE6kNZsr6I4NPb6jAEC1/TXn3LGlHzCzzc65486573noEY3n5aPjunEwqlWdbBYAAKCRxbrCkpgUA5broqWYc+7Xy7/+ZPXiAACWI5HOcE+sMobPL8TM7N86537FOfesr1C4em+fTEqS7tzQ6zcIAFTf/5J05wU+dpeHLKiyzEJBb56Y0o/dt9F3FAAAUGHR9ha1tTRpbIZSDFiOi94UW2Rm/5eZ9Sx5v9fM/lVFUwEALmlsJqs4pVglPHaBjz1R9RRYMe+cmtKqzjZtWNXhOwoAVIWZbTezH5TUbWb/x5K3n5AU9hwPVfLOqaSy+aI+uIXViQAANDozU6wrpLEUpRiwHJdan7joCefcP118xzk3ZWZPSvpnlYsFALgY51xpfSKl2Ioxs78r6e9J2mJmu5Z8KiLpu35SYSW8czqpO9b3yMx8RwGAarlB0scl9ej9q/DTkn7GRyBU3ytHx9XcZLpn8yrfUQAAQBXEIiEmxYBlWk4p1mxmocXDzGbWLolXYgHAk5lsXpmFIqXYyvoTSV+X9K8lfXbJx9POuUk/kXCtpucWdCQxox+4Y63vKABQNc65v5T0l2b2AefcK77zwI+Xj07olrXdioRbfUcBAABVEI+EdGpyzncMoC4spxT7b5KeNbPPS3KSfkrSFyqaCgBwUYny4dR4hA1IK8g5506Y2c+d/wkzW0UxVp/ePZOUJN2xvsdrDgCoJjP7J86535L0183sR8//vHPuFz3EQhXNZvN693RSn3nwOt9RAABAlcQiIb15csp3DKAuXLYUc879VnmV1EfKH/pN59zTlY0FALiYsXIpxqTYivoTlVZNvaXSAyBLd+05SbyqVIfeOTWlJpNupRQDECz7y7++6TUFvHn9xKTyRacPbunzHQUAAFRJLBLS5GxOC4WiWpubfMcBatpyJsUk6R1JrSq9MPhO5eIAAC6HUmzlOec+Xv51s+8sWDlvn0pqW39EXaHl/rgDAPXPOfeV8q9s9wioV45OqK25SXdt7PUdBQAAVMniNqGJmZwGutksBFzKZWtjM/shSa9L+rSkH5L0mpl9utLBAAAXdq4U66IUW2lm9gNm1r3k/R4z+36PkXCVikWnd09N6Y4NvCAIIJjM7Bkz61nyfq+ZsfEjAF4+Oq47NvSova3ZdxQAAFAliw9OJ9IZz0mA2recWcpflXS3c+7HnXN/S9I9kv55ZWMBAC4mkc6qtdnU08Hh9Ar4defc9OI7zrmkpF/3FwdX69j4rFKZvO7Y0OM7CgD4Eit/H5MkOeemJMX9xUE1JOdy2juU0v3XszoRAIAgWSzFFh+kBnBxyynFmpxziSXvTyzzPwcAqICxdFaxrpDM7PJfjCt1oe9v7N6rQ2+fKh0YvpNJMQDBVTCzDYvvmNlGldbho4G9emxSzkkf3LLadxQAAFBF8XOTYpRiwOUs54W+b5TXbPxp+f0flvRU5SIBAC5lbCbLPbHKedPM/oOk31PphcNfkPSW30i4Gu+cSioabtF1fZ2+owCAL78q6SUze6H8/oOSPuMxD6rglaPj6mhr1q3renxHAQAAVbS6q00Sk2LAcly2FHPO/WMz+0FJ90sySZ9zzv1FxZMBAC5oLJ3V2p523zEa1S+otCL4v6v0Pe+bkn7OayJclXdOTen2Db1qamKiEkAwOee+YWZ3Srqv/KFfcs6N+8yEynv56ITu3rRKbS0sdwEAIEhCLc3q6WilFAOWYVkroZxzfybpz1bqLzWzVSq94LhJ0glJP1TecX+hr22W9Kaks865j69UBgCoV2PpjG5f3+M7RkNyzs1K+qyZRSUVnXMzvjPhys1k8zo0mtbjNw/4jgIAvn1QpQmxRV/1FQSVl0hndDgxo0/ftc53FAAA4EE8ElIinfEdA6h5F318zMzSZpa6wFvazFLX+Pd+VtKzzrmtkp4tv38xf1/S/mv8+wCgIeQLRU3M5lifWCFmdouZvSNpt6S9ZvaWmd3sOxeuzK7TSRWddAf3xAAEmJn9G5X+LbWv/Pb3zexf+02FSnrl6IQk6YNb+jwnAQAAPsQiISbFgGW4aCnmnIs456IXeIs456LX+Pd+StIXyr//gqTvv9AXmdk6Sd8n6Q+v8e8DgIYwMZuTc6IUq5w/kPTLzrmNzrmNkv6hpM95zoQr9M7ppCTpdu6pAAi2JyU95pz7I+fcH0l6XKV/W6FBvXJ0QtFwi25ac63/XAcAAPUoHglrbIZSDLicZS0aN7MHzOwny7/vM7PN1/j39jvnhiWp/Gv8Il/3HyX9E0nFa/z7AKAhJFKlH276KcUqpdM599ziO8655yV1+ouDq/Hu6aSu6+tUd0er7ygA4FvPkt93+wqB6nj56ITuu261mrmnCQBAIMUiISVSWTnnfEcBatplb4qZ2a9L2inpBkmfl9Qm6b9Juv8y/7lvSbrQMY9fXU4wM/u4pIRz7i0z+/Ayvv4zkj4jSRs2bFjOXwEAdWdxN3Q8GvacpGEdM7N/LumPy+//mKTjHvPgKuw6k2R1FABI/1rSO2b2nCRT6bbY/+k3Eirl9OScTk3O6afu3+Q7CgAA8CTWFVI2X1Q6m1c0zEOiwMVcthST9AOS7pD0tiQ554bMLHK5/5Bz7iMX+5yZjZrZoHNu2MwGJSUu8GX3S/qkmT0pKSwpamb/zTn3Yxf5+z6n8oqrnTt3UocDaEij5UmxOJNilfJTkn5D0p+r9ALii5J+0msiXJGR6YxGU1nduo6BCADB5pz7UzN7XtLdKn1P+xXn3IjfVKiUV46V74ldz0MhAAAEVTxaeq1oLJ2lFAMuYTmlWM4558zMSZKZrcQaqS9L+nFJ/6b861+e/wXOuf9T5ScZy5Ni/+hihRgABMXipBg3xSrDOTcl6Rd958DVe+9MUpJ02/oerzkAwBczu/O8D50p/7rGzNY4596udiZU3itHJ9TX1aat8S7fUQAAgCexrtJrRYlUVlti/EwAXMxySrH/YWZ/IKnHzH5Gpafo/+s1/r3/pvzn/rSkU5L+miSZ2RpJf+ice/Ia/3wAaEiJdFarO9vU2rysk5BYJjP7iqSLThk75z5ZxTi4Bu+dTqqlyXTTYNR3FADw5bcv8Tkn6ZFqBUF1OOf08tFxfWBLn8y4JwYAQFAtPkA9NpP1nASobZctxZxz/97MHpOUUumu2K855565lr/UOTch6dELfHxI0vcUYs655yU9fy1/JwA0gkQqw5RYZfx73wGwMnadmdb2wYjCrc2+owCAF865h31nQHUdG5/VaCqrD25Z7TsKAFSEmYUk/aCkTVryWqZz7l/6ygTUonikdH8+kcp4TgLUtsuWYmb2S5L+57UWYQCAa5dIZ9UfDfuO0XCccy8s/t7M2iVtcM4d9BgJV6FYdHrvTFKfuG2N7ygA4J2ZdUj6ZZW+p33GzLZKusE591XP0bDCXj5avidGKQagcf2lpGlJb0liBAa4iGh7i9qam5gUAy5jOesTo5KeNrNJSV+S9L+cc6OVjQUAuJBEKqsb+iO+YzQsM/uESlNjbZI2m9ntkv4l6xPrw4mJWaUzed2+rsd3FACoBZ9X6cXDD5bfPyPpf0qiFGswrxwd19qedm1Y1eE7CgBUyjrn3OO+QwC1zswUi4Q0lqYUAy7lskdpnHO/4ZzbIennJK2R9IKZfaviyQAA71MoOo3NZBWPsj6xgv6FpHskJSXJOfeuSis6UAfeO5OUJN26vttvEACoDVucc78laUGSnHPzkjg41WCKRadXjk7oA1tWc08MQCN72cxu8R0CqAeUYsDlLWdSbFFC0oikCUnxysQBAFzM5GxOhaJjfWJl5Z1z07yoVJ/eOz2tjrZmbY0zTQkAknLllcBOksxsi1g51XD2j6Q0NbfA6kQAje4BST9hZsdV+l5mkpxz7la/sYDaE4uEdHpyzncMoKYt56bY35X0w5Jikv6XpJ9xzu2rdDAAwPuNlg+lxiNMilXQHjP765Kay7dXflHSy54zYZneO5PUzWu61dxEqQkAKk0/f0PSejP7oqT7Jf2Ez0BYea+U74l9gFIMQGN7wncAoF7EIyG9fXLKdwygpi1nUmyjpH9QXiEFAPBkcfw9zqRYJf2CpF9V6enDP5H0tKR/5TURlmWhUNTeoZR+/AMbfUcBgJrgnPummb0l6T6Vnqj/+865cc+xsMJePTahzX2dGuxu9x0FACrGOXfSzG6T9KHyh77jnHvPZyagVsUiIU3M5rRQKKq1+bKXk4BAWs5Nsc9SiAGAf4k0k2JVcINz7ledc3eX3/6Zcy7jOxQu7+BIWrl8Ubeu6/EdBQBqgpl9WdJHJT3vnPsqhVjjKRSdXj8+qXs3r/IdBQAqysz+vqQvqnTOJS7pv5nZL/hNBdSmWPk1o4mZnOckQO2iLgaAOjGaKk2KxSjFKuk/mNkBM/tNM9vhOwyW770zSUnS7et7vOYAgBry2yo9Ub/PzP6nmX3azBg3byAHRlJKZfK69zpKMQAN76cl3euc+zXn3K+pNAX9M54zATUpHin9uLe4bQjA96IUA4A6kUhn1NvRqlBLs+8oDcs597CkD0sak/Q5M9ttZv/Mbyosx3unk+rtaNW6XtZHAYAkOedecM79PUnXSfqcpB+SlPCbCivp1WOTkqR7N3NPDEDDM0mFJe8Xyh8DcJ7FB6kXtw0B+F7LuSkGAKgBiVT23BM/qBzn3Iik/9vMnpP0TyT9mrgrVvN2nZnWbet7ZMa/jQFgkZm1S/qEpB+WdKekL/hNhJX02rEJbVjVoTU9PBACoOF9XtJrZvYX5fe/X9L/4y8OULsWSzEmxYCLu2gpZmZpSe5Cn5LknHPRiqUCAHyP0XRW8SirEyvJzG5U6YXDT0uakPQlSf/Qayhc1lwur0OjaX10x4DvKABQM8zsv0u6V9I3JP2eSrfFin5TYaUUi06vn5jUYzf2+44CABXnnPsPZva8pAdUel3yJ51z7/hNBdSmvq42SZRiwKVctBRzzkWqGQQAcGljqYyuj/X5jtHoPi/pTyV91Dk35DsMlmfP2ZSKTrp9fbfvKABQSz4v6a875wqX/UrUnUOJtJJzC7r3OlYnAmhcZhZ1zqXMbJWkE+W3xc+tcs5N+soG1KpQS7N6OlqVoBQDLmrZ6xPNLC7p3N4u59ypiiQCAHyPYtEpwaRYxTnn7vOdAVfuvdNJSdKt63q85gCAWuKc+4bvDKicV49OSJLu3bzKcxIAqKg/kfRxSW/p/dusrPz+dT5CAbUu1hXiphhwCZctxczsk5J+W9IalQ4zb5S0X9KOykYDACyamsspX3Tqj1CKAed770xSa3va1dfFfz8AAMHw2vFJre1p1/pVHb6jAEDFOOc+Xv51s+8sQD2JR0OsTwQuoWkZX/Obku6TdKj8TehRSd+taCoAwPssjr3Ho+HLfCUQPO+dSeo2VicCwDlWst53DlSGc06vHZ/UvdcxJQYgGMzs2eV8DEBJrCuksRlKMeBillOKLTjnJiQ1mVmTc+45SbdXNhYAYKnRVGnsPc6kGPA+k7M5nZ6c122sTgSAc5xzTtL/9p0DlXE4MaPJ2Zzu28w9MQCNzczC5XtifWbWa2arym+bVNpoBeACYpHSpFjpR0IA51vOTbGkmXVJelHSF80sISlf2VgAgKUWJ8X6mRSrCDP7it6/o/59nHOfrGIcXIH3ziQlcU8MAC7gVTO72zn3hu8gWFmvHSvfE2NSDEDj+zuS/oFKBdhbKt0Sk6SUpN/zlAmoefFIWJmFotLZvKLhVt9xgJqznFLsU5LmJf2SpL8hqVvSb1QyFADg/RZ3QceYFKuUf+87AK7OrtPTMpNuWcf6RAA4z8OS/o6ZnZQ0q9ILic45d6vfWLhWrx6f1GB3WBu4JwagwTnn/pOk/2Rmv+Cc+x3feYB6sfja0Vg6SykGXMBySrFfc879iqSipC9Ikpn9W0m/UslgAIC/MjKdUXd7q8Ktzb6jNCTn3Au+M+DqvHcmqetjXeoKLedHGgAIlCd8B8DKc87ptWOTeuD61TKzy/8HAKAxFM2sxzmXlCQz65X0o865/+w3FlCblpZiW2JdntMAtWc5N8Ueu8DH+AcWAFTRaCqjAVYnVpyZbTWz/2Vm+8zs2OKb71y4MOecdp1J6rb1Pb6jAEDNcc6ddM6dVGnrh1vyhjp2dGxW4zNZ3Xsd98QABMrPLBZikuScm5L0M/7iALVt8R794ikOAO930VLMzP6ume2WdIOZ7VrydlzSrupFBACMpjKKR1mdWAWfl/RfVLqd+bCk/1fSH3tNhIs6m5zX+ExOt7E6EQC+h5l90swOSzou6QVJJyR93WsoXLPXjpfviW3mnhiAQGmyJeOxZtYsqc1jHqCmLZ0UA/C9LjUp9ieSPiHpy+VfF9/ucs79WBWyAQDKRlNZJsWqo90596wkKz9h/y8kPeI5Ey5i15lpSWJSDAAu7Dcl3SfpkHNus6RHJX3XbyRcq9eOTSoeCWlzX6fvKABQTU9L+h9m9qiZPSLpT8WDHsBFdbe3qq25SYl0xncUoCZd9ACHc25a0rSkHy0/gdFf/vouM+tyzp2qUkYACLRC0WlsJqt+SrFqyJhZk6TDZvbzks5KinvOhIt473RSbc1N2j4Q9R0FAGrRgnNuwsyazKzJOfdc+TY06pRzTq8em9C913FPDEDg/Iqkz0j6u5JM0juSBr0mAmqYmSkWCTEpBlzEZa/Sl18U/BeSRiUVyx92km6tXCwAwKKJmawKRaf+bkqxKvgHkjok/aJKT9g/LOnHfQbCxe06M60bByNqa1nOiVQACJykmXVJelHSF80sodJ6YNSpExNzSqSzrE4EEDjOuaKZvSrpOkk/LGmVpD/zmwqobX2UYsBFXbYUU+kFwhuccxMVzgIAuICRVGncvT/CTbFKc869Uf7tjKSf9JkFl+ac056haX3ytjW+owBArfqUpIykX5L0NyR1S/qXXhPhmrx2rPRP8vuuoxQDEAxmtk3Sj0j6UUkTkv67JDnnHvaZC6gH8UhIpyfnfMcAatJyHq0+rdIaRQCAB6Op0pM9A0yKVZyZPWNmPUve7zWzpz1GwkWcnJhTOpPXLWu7fUcBgJrknJt1zhWcc3nn3Becc/83DzrWt9eOT6qvq01bYl2+owBAtRxQ6SbmJ5xzDzjnfkdSwXMmoC6wPhG4uOVMih2T9LyZfU3Suf8mOef+Q8VSAQDOOTcpxk2xauhzziUX33HOTZkZN8Vq0J6h0vM6N1OKAcD7mFlapXX33/MpSc45xyHGOnTunthm7okBCJQfVGlS7Dkz+4akL6n0/QzAZcS6Qpqcy2mhUFRrMycHgKWWU4qdKr+1ld8AAFWUSGXUZFJfF+sTq6BoZhucc6ckycw26sIvLMKz3Wen1dbcpG39Ed9RAKCmOOf4H8YGdHpyXsPTGd3L6kQAAeKc+wtJf2FmnZK+X6WVwP1m9l8k/YVz7ps+8wG1LB4NyTlpYibH5iHgPJctxZxzvyFJZhYpvetmKp4KAHDOyHRGsUhIzU08EFcFvyrpJTN7ofz+g5I+4zEPLmLP2WndMBBRWwtPvAHAhZjZhgt9fPHBD9SXV4+XNl/eu3m15yQAUH3OuVlJX5T0RTNbJemvSfqsJEox4CJi5Qerx9JZSjHgPJctxczsZkl/LGlV+f1xSX/LObe3wtkAAJJG01kNsDqxKpxz3zCzOyXdp9Jajl9yzo17joXzOOe052xKT94y6DsKANSyry35fVjSZkkHJe3wEwfX4rVjk1rV2aatce6JAQg259ykpD8ovwG4iFikVIol0hlJnB0AllrO+sTPSfpl59xzkmRmH5b0XyV9sHKxAACLRqcz2rC6w3eMhmZm251zB8qFmCQNlX/dUF6n+LavbPheZ6bmNT2/oJvXchYHAC7GOXfL0vfL3+P+jqc4uEavHpvQPZtWqYnNAQAAYBni5Yerx9JZz0mA2rOcUqxzsRCTJOfc8+VdvgCAKhhNZ3T35l7fMRrdL6u0JvG3L/A5J+mR6sbBpew+Oy1JumUtT7sBwHI55942s7t958CVOzM1p7PJef3tD232HQUAANSJvq42SZRiwIUspxQ7Zmb/XKUVipL0Y5KOVy4SAGBRZqGg5NwC6xMrzDm3eDfsCedcZunnzIz/49eY3Wen1dJkumEg4jsKANQsM/vlJe82SbpT0pinOLgGrx2blMQ9MQAAsHyhlmZ1t7cqQSkGfI/lXKf/KUkxSX9efuuT9JOVDAUAKEmkSj+8xCnFquXlZX4MHu05O61t/RGFWpp9RwGAWhZZ8hZS6cbYp7wmwlV59diEuttbtZ2HQQAAwBWIR0JMigEXsJxJsZsl/ZJzrrD4gfI++qmKpQIASJJGUqWhJSbFKsvMBiStldRuZndIWjzYEZXEQbca4pzTnrPT+uhNA76jAEBNc879hu8MWBlvnJjU3Zt6uScGAACuSCwS0tgMpRhwvuWUYk9LesPMfsg5N1r+2B+qtH4DAFBBo+VSrJ9SrNI+JuknJK1T6a7Y4qtOKUn/1FMmXMDZ5Lym5hZ08zruiQHApZjZly/w4WlJb0r6g/PXBaM2JdIZnZiY04/es8F3FAAAUGdikZDePsVcC3C+5ZRiByX9O0nPm9lPO+de1l+9WAgAqKBRJsWqwjn3BTP7Y0k/6pz7ou88uLg9Z1OSpFvWUooBwGUcV2kN/p+W3/9hSaOStkn6r5L+pqdcuAJvnSi9kHX35lWekwAAgHqzuD7ROSczXs4HFi2nFHPOua+a2UFJ/93M/kiSq3AuAIBKpViopUnR9uX8zzWuhXOuaGZ/RxKlWA3bc3ZazU3GXRUAuLw7nHMPLnn/K2b2onPuQTPb6y0VrsjrJyYVbm3SzWt4GAQAAFyZWCSkzEJR6Wxe0XCr7zhAzWhaxteYJDnnDkv6kKQHJd1ayVAAgJKRVFYD3WGe6KmeZ8zsH5nZejNbtfjmOxT+yu6z09oa71K4tdl3FACodTEzO7dzr/z7vvK7OT+RcKXePDGl29f3qK1lOf90BwAA+CuxSEiSNJbmrhiw1GVHD5xzdyz5/aykH1r6jysAQOWMpjLqj7A6sYp+qvzrzy35mJN0nYcsOI9zTnvOTuuR7XHfUQCgHvxDSS+Z2VGVHnTcLOnvmVmnpC94TYZlmcnmtXdoWj/38PW+owAAgDoUL7+eNJbOakusy3MaoHZctBQzs3/inPstM/sdXXhd4i9WLhYAQCqVYreu6/EdIzCcc5t9Z8DFjaQympjN6WbuiQHAZTnnnjKzrZK2q1SKHXDOZcqf/o/egmHZ3jk1paKTdm5iaB0AAFy5xUmxBJNiwPtcalJsf/nXN6sRBADwfs658qRYyHeUwDCzDkm/LGmDc+4z5RcTb3DOfdVzNEjafWZakijFAGD57pK0SaV/991qZnLO/b9+I2G53jgxpSaT7tzQ4zsKAACoQ7Eu1icCF3LRUsw59xUza5Z0s3PuH1cxEwBAUmo+r8xCUQPdrE+sos9LekvSB8vvn5H0PyVRitWAPWen1WTSTYNR31EAoOaZ2R9L2iLpXUmF8oedJEqxOvHG8UndOBhVJNzqOwoAAKhDPR2tam02SjHgPJe8KeacK5jZXdUKAwD4K8OpeUmiFKuuLc65HzazH5Uk59y8mZnvUCjZM5TS9fEutbc1+44CAPVgp6SbnHMXWoWPGrdQKOqd01P6kbs55w0AAK6OmSnWFVIinbn8FwMBcslSrOwdM/uySk/Kzy5+0Dn35xVLBQDQ8HTph5ZBSrFqyplZu8q3NM1siyQeqaoRu89O60Nb+3zHAIB6sUfSgKRh30Fw5facnVZmoai7uScGAACuQSwSYlIMOM9ySrFVkiYkPbLkY04SpRgAVNBouRQb6G73nCRQ/oWkb0hab2ZflHS/pJ/wGQglo6mMxtJZ3cI9MQBYrj5J+8zsdS15wMM590l/kbBcb56YkiTdvanXcxIAAFDPYpGwzkzN+Y4B1JTLlmLOuZ+sRhAAwPsNT2dkJsUjId9RGp6Z/a6kP3HOfdPM3pJ0nyST9Pedc+N+00EqPTEvSTdTigHAcv0L3wFw9V4/MamNqzsUj7IxAAAAXL1YJKR3Tk35jgHUlKbLfYGZrTOzvzCzhJmNmtmfmdm6aoQDgCAbmc6oryuk1ubL/k81rt1hSb9tZick/RNJZ51zX6UQqx27z07LTLppMOo7CgDUBefcC0vfJOUl/ZDvXLg855zePDGpnRtZnQgAAK5NLBLSxGxOC4Wi7yhAzVjOK62fl/RlSWskrZX0lfLHAAAVNJLKcE+sSpxz/8k59wFJD0malPR5M9tvZr9mZts8x4NKk2JbYl3qDC1n8zMAQJLM7HYz+63yQx//StJ+z5GwDEfHZjU1t6B7NrM6EQAAXJvF7UMTMznPSYDasZxSLOac+7xzLl9++/9LilU4FwAE3sh0Rv2szKkq59xJ59y/dc7dIemvS/oB8QJiTdh9dlo3r2FKDAAux8y2lR/q2C/pdyWdlmTOuYedc7/rOR6W4Y0Tk5KknZuYFAMAANcmVi7FxtLZy3wlEBzLKcXGzezHzKy5/PZjkiYqHQwAgo5Jseozs1Yz+4SZfVHS1yUdkvSDnmMFXiKd0Wgqyz0xAFieA5IelfQJ59wDzrnfkVTwnAlX4I0Tk1rd2abr+jp9RwEAAHVucVIskc54TgLUjuWUYj+l0u75EUnDkj5d/hgAoELmcnlNzy9ogFKsKszsMTP7I0lnJH1G0lOStjjnftg597+9hoP2nk1Jkm6hFAOA5fhBlf7t9pyZ/Vcze1SSec6EK/DGiUnt3NQrM/6fDQAAXBsmxYDvddnDHM65U5I+WYUsAICykenSEzwDrE+sln8q6U8k/SPn3KTvMHi/3WenJUk7KMUA4LKcc38h6S/MrFPS90v6JUn9ZvZfJP2Fc+6bPvPh0kamMzo9Oa8f/8Am31EAAEADiJ2bFKMUAxZdtBQzs9+R5C72eefcL1YkEQBAI6lyKcakWFU45x72nQEXt28opc19neoKXfZZHgBAmXNuVtIXJX3RzFZJ+muSPiuJUqyGvXmy9GzO3dwTAwAAKyDU0qzu9lYmxYAlLvXq0ptLfv8bkn69wlkAAGWLk2KD3e2ekwD+7RtO6ZZ1TIkBwNUqT0H/QfkNNeyN45Nqb23WTWuivqMAAIAGEY+EKMWAJS5aijnnvrD4ezP7B0vfBwBU1jDrEwFJUiqzoFOTc/rhu9f7jgIAQMW9cWJKd2zoUWvzcs5/AwAAXF4sElIinfEdA6gZy/1J+6JrFAEAK280lVF3e6va25p9RwG8OjCcliSemAcANLxUZkH7R1KsTgQAACsqHglpbIZJMWARj58BQA0ans5okHtigPYNTUuSdgxSigEAGtvbJ6fkHPfEAADAyopFQkqksnKOuRdAusT6RDNL668mxDrMLLX4KUnOOcerUwBQIaOpjPpZnQho33BKfV1tikVCvqMAAFBRb56YUnOT6Y4NPb6jAACABhKPhJXNF5XO5hUNt/qOA3h3qZtikWoGAQD8leHpjG5iMgbQvuGUbhyMysx8RwEAoKJePzGpHWui6gxd9J/pAAAAV2zxIdNEKkspBoj1iQBQcxYKRY3PZDXA+kQE3EKhqEMjM9wTAwA0vGy+oPdOJ1mdCAAAVly8XIqNpbkrBkiUYgBQcxLprJyTBlifiIA7OjajXKHI1CQAoOHtOTutbL6ouzf1+o4CAAAazLlJsXTGcxKgNlCKAUCNGZmelyQmxRB4+4ZK50wpxQAAje6NE1OSpLs2MikGAABWVjxSen2JSTGghFIMAGrM8HTpyZ3B7nbPSQC/9g2lFGpp0ua+Tt9RAACoqLdPTmnT6o5zT3IDAACslGh7i9qamyjFgDJKMQCoMSPlUoz1iQi6fcMpbR+IqKWZH1cAAI3LOae3T03pzg2sTgQAACvPzBSLhCjFgDJeZQKAGjMynVG4tUnR9hbfUQBvnHPaN5zSTWtYnQgAaGynJ+c1PpPTnRspxQAAQGXEIiGNzVCKARKlGADUnOHpjNZ0t8vMfEcBvBmezig5t8A9MQBAw3vr1KQkMSkGAAAqJhYJKZGiFAMkSjEAqDlD0/Ma7GF1IoJt31BKkpgUAwA0vLdPJtXZ1qwbBiK+owAAgAYVZ1IMOIdSDABqzHAyo8Hudt8xAK/2DadkJt0wQCkGAGhsb52c0u0betTcxJYAAABQGbFISJOzOeXyRd9RAO8oxQCghuQLRSXSGa3pZlIMwbZvKKVNqzvVFeK2HgCgcc1m8zowktJdrE4EAAAVFI+UXmeamGVaDKAUA4AakkhnVXTSYA+TYgi2fcMp7okBABree6eTKjrpjo2UYgAAoHJikZAkcVcMEKUYANSU4el5SdIAk2IIsFRmQacm57gnBgBoeG+fmpIk3bmeUgwAAFROvFyKjaUpxQBKMQCoIUPJjCRpDTfFEGAHhtOSxKQYAKDhvXVyStfHu9Td0eo7CgAAaGDnJsUoxQBKMQCoJYuTYoM9TIohuPYNTUsSk2IAgIZWLDq9czrJPTEAAFBxfV1MigGLKMUAoIYMJTPqCrUoGuZpYQTXvuGUVne2nVvvAABAIzo2Pqvk3ILu4p4YAACosLaWJvV2tCqRzviOAnhHKQYANWR4el6D3BNDwO0bTummNVGZme8oAABUzLl7Yht7/AYBAACBEI+EmRQDRCkGADVlZDqjwR7uiSG4FgpFHRqZ4Z4YAKDhvX1ySt3trbqur8t3FAAAEACxSEhjM5RiAKUYANSQoemM1jAphgA7OjajXKHIPTEAQMN7+9SU7tjQo6YmJqMBAEDlxSMhJVKUYgClGADUiFy+qPGZrAYoxRBg+4ZSksSkGACgoU3PL+jQ6Izu2sA9MQAAUB2Lk2LOOd9RAK8oxQCgRoymMnJOWtPN+kQE176hlEItTdrc1+k7CgAAFfPu6aQk6c6NlGIAAKA6YpGQcvmiUvN531EAryjFAKBGDCXnJUmDPUyKIbj2Dae0fSCilmZ+RAEANK63Tk6pyaTb1vf4jgIAAAIiFglJksZmMp6TAH7xihMA1Ijh6dIPJYNMiiGgnHPaN5zinhgAoOG9fXJKNwxE1RVq8R0FABqWmT1uZgfN7IiZffYSX3e3mRXM7NPVzAdUWzxSegibu2IIOkoxAKgRi6XYGibFEFDD0xkl5xZ0I/fEAAANrFB0evd0Undt7PEdBQAalpk1S/o9SU9IuknSj5rZTRf5un8r6enqJgSqb3FSLJGmFEOwUYoBQI0Ynp5Xd3urOtp4YhjBdHAkLUnaPkApBgBoXIdG05rJ5nXnBu6JAUAF3SPpiHPumHMuJ+lLkj51ga/7BUl/JilRzXCAD/FoeX0ipRgCjlIMAGrEUDKjwW6mxBBcB8ql2A0DEc9JAAConLdPTUmS7tpIKQYAFbRW0ukl758pf+wcM1sr6Qck/X4VcwHeREItCrU0KZHmphiCjVIMAGrE8PQ8pRgC7cBISmu6w+pub/UdBQCAinnr5JRWd7Zpw6oO31EAoJHZBT7mznv/P0r6Fedc4bJ/mNlnzOxNM3tzbGxsJfIBVWdmikdDTIoh8CjFAKBGDE9nNNjT7jsG4M3BkTRTYgCAhvfOqaTu3Ngrswu9XgsAWCFnJK1f8v46SUPnfc1OSV8ysxOSPi3pP5vZ91/oD3POfc45t9M5tzMWi1UgLlAd8UiYm2IIPEoxAKgBmYWCJmdzWsOkGAJqoVDU0bEZ3cA9MQBAA5uYyer4+CyrEwGg8t6QtNXMNptZm6QfkfTlpV/gnNvsnNvknNsk6X9J+nvOuf9d9aRAFcW6QpRiCDxKMQCoAcPTpX3Og91MiiGYjo3NaqHgtJ1JMQBAA3vnVFKSdOcGSjEAqCTnXF7Sz0t6WtJ+Sf/DObfXzH7WzH7WbzrAH9YnAlKL7wAAAGk4OS9JGuxhUgzBdGAkJUnaPkgpBgBoXG+dmlJLk+nWdd2+owBAw3POPSXpqfM+9vsX+dqfqEYmwLd4JKTp+QVlFgoKtzb7jgN4waQYANSAs+VSbC03xRBQB0bSamkyXdfX5TsKAAAV8/bJKe1YE+VFKAAA4EUsEpIkpsUQaJRiAFADhpIZmUkD3BRDQB0cSWtLrEttLfxoAgBoTPlCUbvOTOsOVicCAABP4pHS607cFUOQ8coTANSAoeS8Yl0hhVp4ahjBdHAkrRu4JwYAaGCHEzOaXyjo9vU9vqMAAICAYlIMoBQDgJowND2vNaxOREClMgs6m5znnhgAoKG9dzopSbqNUgwAAHgSP1eKZTwnAfyhFAOAGnA2Oc89MQTWoZG0JGk7k2IAgAb27umkejpatWl1h+8oAAAgoFZ3hdRkrE9EsFGKAYBnzjkNJee1pod7Ygim/eVS7IaBqOckAABUzrunk7ptXY/MzHcUAAAQUM1NptVdIdYnItAoxQDAs8nZnDILRdYnIrAOjqQUCbdoTTfFMACgMc1m8zo0mmZ1IgAA8C7WFWJSDIFGKQYAng0lS3ucKcUQVAdH0rqhP8KT8wCAhrX77LSKTrqDUgwAAHgWj4aU4KYYAoxSDAA8O5uclyRuiiGQnHM6MJLW9kHuiQEAGtd7p5OSpFvXdfsNAgAAAi8eYX0igo1SDAA8GyqXYkyKIYiGpzNKZ/LcEwMANLR3Tye1YVWHVneFfEcBAAABF4uEND6TU6HofEcBvKAUAwDPhpLzam9tVm9Hq+8oQNUdGElJkrYPMCkGAGhc755Ock8MAADUhHgkrELRaXI25zsK4AWlGAB4NjQ9rzU9Ye4pIZAOjKQlSdv6KcUAAI1pNJXR8HRGt1OKAQCAGhCPlCbXuSuGoKIUAwDPziYzrE5EYB0cSWtNd1jd7UxKAgAa07vle2KUYgAAoBbEyqUYd8UQVJRiAODZUHJeaynFEFAHR9LaPsg9MQBA43rvdFItTaYda/h+BwAA/ItHwpKkBKUYAopSDAA8yiwUNJbOMimGQFooFHV0bEY3cE8MANDA3j2d1I2DUYVbm31HAQAAYFIMgUcpBgAejUyX9jdTiiGIjo3NaqHgtJ1SDADQoApFp11npnXb+m7fUQAAACRJ7W3NioRaKMUQWJRiAODRUHJekrSmJ+w5CVB9B0ZSksSkGACgYR0bm9FMNq/b1/f6jgIAAHBOLBpSIp3xHQPwglIMADw6Wy7FuCmGIDowklZrs+m6vi7fUQAAqIh3TiclSbev7/GaAwAAYKl4JKREikkxBBOlGAB4NJTMyEwa6GZSDMFzcCStLbEutbXw4wgAoDG9dzqpSLhF1/V1+o4CAABwTiwSVoL1iQgoXoUCAI+GkvOKdYUUauHwOoLn4Eia1YkAgIb27umkblvXo6Ym8x0FAADgnHgkpLF0Vs4531GAqqMUAwCPhqbntYbViQigVGZBZ5PzlGIAgIaVWSjowEhat63v9h0FAADgfeKRkOYXCprJ5n1HAaqOUgwAPDqbnOeeGALp4EhakrSdUgwA0KD2nJ1Woeh0+/pe31EAAADeJx4NSRIrFBFIlGIA4IlzTmen5rWmh3tiCJ5Do6VSbFs/pRgAoDG9ezopSUyKAQCAmhPrKr0WNUYphgCiFAMAT8Zncsrmi0yKIZAOj86os62Z//8PAGhY755Oam1Pu+IRHoACAAC1hUkxBBmlGAB4cjY5L0la19vhOQlQfYcTaV3fH5GZ+Y4CAEBFvHs6qdvX9/iOAQAA8D3ikXIplsp4TgJUH6UYAHhydqpUiq3tZVIGwXNodEbb4l2+YwAAUBHjM1mdmZpndSIAAKhJ3e2tamtu0tgMk2IIHkoxAPDkzNScJEoxBE9yLqexdFZb+ynFAACN6b3yPbHb1/f6DQIAAP4/9v49SNLrvPM7fyczKzOrsjLrfq/qezcaaBAgQRAUKVF3muLII2pGK69ke0batYLBndE6Nhz+Qxt27B87ERvjiI3Y2NmQR+aMPSuvx0PL2mGIkrDDoUhREsUbQIC4dKPv3dV1v2RV5f2eZ//IrEYT7AbqkpUn3/f9fiIQ6KrKaD4kG3gzz+88z4PHMMZoIhnTVpZQDMFDKAYAjqzslZSKR5SK97kuBeiqW5t5SdLFqaTjSgAAOBk/XNpTOGT07FzKdSkAAACPNZGMsVMMgUQoBgCOLO+WNMc+MQTQzY2cJOki4xMBAD71w6U9XZwc1EA04roUAACAx5pMxrSZY6cYgodQDAAcWdktaW6Y0YkInlsbeSWiYf78AwB8yVqrt1Yy+vDCsOtSAAAAnmgyRacYgolQDAAcsNZqZa+kefaJIYBubeZ0YXJQxhjXpQAA0HHLuyXtFWt6dm7IdSkAAABPNJmMa69YU6XecF0K0FWEYgDgQKZUU75SJxRDIN3ayLNPDADgW2+tZCRJz80TigEAgN41mYxJkrboFkPAEIoBgAPLuyVJYnwcAidTrGkzV2GfGADAt95czqgvbPTUNBdAAABA75pMtUIxRigiaAjFAMCB/VBsfmTAcSVAd93azEmSLtEpBgDwqbdXMnpqOqlYJOy6FAAAgCeaTMYlSZtZQjEEC6EYADiwstfuFGN8IgLm5kZeknRxik4xAID/WGv15vKePjQ37LoUAACA9/Xu+MSy40qA7iIUAwAHVnZLGoiGNTLQ57oUoKtubuQ0EA1rdohAGADgPw92isqW6/rQHPvEAABAbxsbjClkGJ+I4CEUAwAHlneLmhvulzHGdSlAV93ezOvi5KBCIf7sAwD8562VjCTpuXlCMQAA0NvCIaOxwRjjExE4hGIA4MDKXonRiQikmxs5XZhknxgAwJ/eWs4oGg6xOxMAAHjCZDKmTcYnImAIxQDAgeXdkuYJxRAwmWJNm7mKLrFPDADgU2+tZHR5JqlohI/aAACg97VCMTrFECy8UweALsuVa8qUapobHnBdCtBVtzZzkqSLhGIAAB9qNq3eWsmwTwwAAHjGZDJOKIbAIRQDgC5b2StJEuMTETi3NvOSpIuMTwQA+NDiTlG5cp1QDAAAeMZkKqZ0vqJG07ouBegaQjEA6LKV3VYoxvhEBM3NjZz6+8KaG+bPPgDAf95ayUiSPjRPKAYAALxhMhlT00rpPN1iCA5CMQDosv1OsXmCAQTMrY28Lk4NKhQyrksBAKDj3lreUzQS0qUpOqIBAIA3TCTjksQIRQQKoRgAdNnybknRSEjjgzHXpQBddWszx+hEAIBvvbWS0dMzKfWF+ZgNAAC8YTLVOpvazJUdVwJ0D+/WAaDLVnZLmhvup1sGgZIp1bSRreji1KDrUgAA6Lhm0+rtlayeY58YAADwkMlkOxTL0imG4CAUA4AuW94tslMJgXN7MydJukQoBgDwoXvpgvKVuj5EKAYAADxkYj8UY3wiAoRQDAC6bGm3pIVRQjEEy82NvCQxPhEA4Etvr2QkSR+aJxQDAADeEYuENTzQx/hEBAqhGAB0UaFS106hqvmRAdelAF11ayOv/r4wXZIAAF96czmjWCSki5N0RAMAAG+ZTMYYn4hAIRQDgC5a2i1KkhZGCcUQLLc2c7owOcguPQCAL721ktEzsylFwnzEBgAA3jKZjGuD8YkIEN6xA0AXLe+UJEkLI3TLIFhubuR0kX1iAAAfajStrq5k9Bz7xAAAgAdNpmLayjI+EcFBKAYAXbTfKcb4RARJplTTRrbCPjEAgC/d286rUG3oWUIxAADgQZPJuLbyFVlrXZcCdAWhGAB00dJOSf19YY0PRl2XAnTNna28JLFnBQDgS2+tZCRJz80Puy0EAADgCCaTMdUaVrvFmutSgK4gFAOALlreLWp+pF/GsFcJwXFnsxWKXSAUAwD40JvLGfX3hXV+IuG6FAAAgEObTMUkSZs5RigiGAjFAKCLlnZLWhhldCKC5c5WQdFwSPPs0gMA+NDbKxk9M5tSJMzHawAA4D2TybgkaTNbcVwJ0B28aweALrHWanmnSDCAwLmzldfpsQEOCwEAvtNoWr29ktWH2CcGAAA8ajK53ylGKIZg4HQKALokU6opV6lrYYROMQTLna28zk8wOhEA4D93tvIq1RqEYgAAwLMYn4igIRQDgC5Z3i1JkhZG6RRDcNQaTT1IF3V+kj0rAAD/eXslI0n60DyhGAAA8KaBaESDsQjjExEYhGIA0CVLO0VJ0jydYgiQxXRR9aalUwwA4EtXV7OKRUI6N87lDwAA4F2TyZi2GJ+IgCAUA4AuWdpthWKMT0SQ3NnKSxKhGADAl66tZnV5JsXeTAAA4GkTyRjjExEYvHMHgC5Z3i0pGY9oaKDPdSlA1+yHYucmuEEPAPAXa62urmb0zEzKdSkAAADHMpmKa5NOMQQEoRgAdMnSTpEuMQTO3a2CplIxJeOEwQAAf1nZKylbruvKLKEYAADwtslkTJvZiqy1rksBThyhGAB0ydJuSQuj/a7LALrqzlae0YkAAF+6upqVJD1DKAYAADxuMhlTqdZQvlJ3XQpw4gjFAKALrLVa3i1qnk4xBIi1Vnc284xOBAD40rXVrEJGenqaUAwAAHjbVCouSYxQRCAQigFAF2znqyrXmloYoVMMwbGdrypbrtMpBgDwpaurWZ2bGFR/NOy6FAAAgGOZTMYkSRvZsuNKgJNHKAYAXbC0W5QkLYzSKYbguLOVlyRCMQCAL11bzeiZGbrEAACA9022O8W26BRDABCKAUAXLO0QiiF4HoZik4RiAAB/2S1UtZop6wr7xAAAgA9MpugUQ3AQigFAFyzvliRJc8OMT0Rw3NksqL8vrJn2jTMAAPzi2lpWkvQMoRgAAPCBZCyi/r6wNrN0isH/CMUAoAuWd4saS0SViEVclwJ0zZ2tvM5NJBQKGdelAADQUddWW6HYldkhx5UAAAAcnzFGk6mYNhifiAAgFAOALniwU2R0IgLnzlaefWIAAF+6uprRzFBco4mo61IAAAA6YioZ1ybjExEAhGIA0AUPdoo6PUYohuAo1xpa2SsRigEAfOnaWlbPzDA6EQAA+MdEKqZNOsUQAIRiAHDCao2mVvfKOkWnGALk3nZB1krnJhKuSwEAoKPKtYbubBV0hX1iAADAR+gUQ1AQigHACVvdK6nRtIxPRKDc2cpLEp1iAADfub6eU6Np9QyhGAAA8JGpVEyFakP5St11KcCJIhQDgBP2YKcoSXSKIVDubBZkjHR2nE4xAIC/XFvNSpKuzA45rgQAAKBzJlMxSaJbDL5HKAYAJ4xQDEF0ZyuvueF+9UfDrksBAKCjrq5mlIxHND/S77oUAACAjplKxiVJG1n2isHfCMUA4IQ92CkqGg5pKhV3XQrQNXe28oxOBAD40rW1rJ6ZSckY47oUAACAjnnYKZajUwz+RigGACdsaaeo+ZF+hUMcnCAYmk2ru1sFQjEAgO80mlbX13KMTgQAAL4z2b7MvUmnGHyOUAwATtiDnaIWGJ2IAFnLllWqNXR+kn1iAAB/ubddUKnW0JXZlOtSAAAAOioZiyjeF6JTDL5HKAYAJ8haq8V0UafHCMUQHHc285Kkc+N0igEA/OXqakaS9AyhGAAA8BljjKZScXaKwfcIxQDgBGVKNeXKdZ2iUwwBcnerFYrRKQYA8Jtrq1lFwyFdmOTiBwAA8J/JZIxOMfgeoRgAnKAHO0VJYnwiAuXOVkHJeEQTgzHXpQAA0FHX1rK6ND2ovjAfpQEAgP9MpuLsFIPv8U4eAE7QfihGpxiC5O52XucmBmWMcV0KAAAdY63V1dWsrswMuS4FAADgRLQ6xQjF4G+EYgBwgugUQxDd2yro3DijEwEA/rKRrWinUNWVOfaJAQAAf5pKxZWv1JWv1F2XApwYQjEAOEFLO0WNJaIajEVclwJ0RbnW0GqmrDNjhGIAAH+5upqRJD0zQygGAAD8aTLZWoOwmWWvGPyLUAwATtCDnSJdYgiUxXSrO/LMOH/uAQD+8s5aVpJ0mVAMAAD41FQqLkmMUISvEYoBwAlaTBd1eoxwAMFxbzsvSTrL+EQAgM+8s57TqdEBJgAAAADf2u8U26BTDD5GKAYAJ6TWaGp1r6RTdIohQO5t73eKEYoBAPzlxnpOl6eTrssAAAA4MZPtTrEtOsXgY4RiAHBCVvdKaloxPhGBcn+7oPHBqFLxPtelAADQMeVaQ3e38oRiAADA11LxiGKREJ1i8DVCMQA4IQ92Wh0zdIohSO6lCzozRpcYAMBfbm/m1bTsEwMAAP5mjNFUKs5OMfgaoRgAnBBCMQTRve0C+8QAAL5zfT0nSXqKTjEAAOBzk8kYnWLwNSehmDFm1BjzNWPMrfbfR57wuvvGmLeMMT80xrza7ToB4DgepIuKhkOaas9jBvwuX6lrK1dhnxgAwHeur2UVi4TohgYAAL5Hpxj8zlWn2O9J+rq19qKkr7e/fpKfs9Z+2Fr7YndKA4DOWEwXNT/ar3DIuC4F6Ir72wVJolMMAOA7NzZyemo6yfs6AADgexPJmDazhGLwL1eh2Ock/WH7138o6Vcd1QEAJ+Y+u5UQMPfThGIAAH96Zy2np6YYnQgAAPxvKhVXvlJXoVJ3XQpwIlyFYlPW2jVJav998gmvs5L+vTHmB8aYz3etOgA4JmutHuwUdXqMfWIIjntbrVCMMBgAvM0Y80vGmBvGmNvGmB+b6mGMuWyM+Y4xpmKM+S9d1NhN2/mKtvMVXZ5JuS4FAADgxE0mY5LECEX4VuSkfmNjzF9Imn7Mj/6rQ/w2P2mtXTXGTEr6mjHmurX2r5/wn/d5SZ+XpFOnTh26XgDopK18RcVqQ6dHCcUQHPfSBU2n4uqPhl2XAgA4ImNMWNLvS/q0pGVJrxhjvmKtvfbIy3Yk/ecKyMSPG+s5SdLlaTrFAACA/02l4pKkzWyZSTDwpRMLxay1v/iknxljNowxM9baNWPMjKTNJ/weq+2/bxpjvizpJUmPDcWstV+U9EVJevHFF+1x6weA43iQLkqSTvPmAQFyf7ugM+MEwQDgcS9Jum2tvStJxpgvqTX+/mEoZq3dlLRpjPllNyV21ztrWUmEYgAAIBgmU61OsQ06xeBTrsYnfkXSb7V//VuS/uS9LzDGJIwxyf1fS/oPJL3dtQoB4Bju74didIohQO6nizo7Pui6DADA8cxJWnrk6+X29wLrxnpO44MxjQ3GXJcCAABw4qaS73aKAX7kKhT7p5I+bYy5pdZYjn8qScaYWWPMy+3XTEn6ljHmDUnfl/Tn1tp/56RaADikxXRBISPNjxCKIRgyxZp2ClWdpVMMALzOPOZ7R5rEYYz5vDHmVWPMq1tbW8csy53r6zk9PUOXGAAACIZUf0SxSEgbhGLwqRMbn/h+rLVpSb/wmO+vSvo77V/flfR8l0sDgI5YTBc1O9yvaMTV3QOgu+6lC5KkM2OMDAUAj1uWtPDI1/OSVo/yG/lhxH2jaXVzI6d/+InTrksBAADoCmOMpofi2sgyPhH+xGktAJyAxXSBcACBcn+7FYqdm+DPPQB43CuSLhpjzhpjopJ+Q63x94F0P11Qpd7UU9Mp16UAAAB0zVQyTqcYfItQDABOwOJOUafHGCOH4Li73RoZusAePQDwNGttXdLvSvqqpHck/ZG19qox5gvGmC9IkjFm2hizLOm/kPRfG2OWjTG+TI2ur+UkSZenGZ8IAACCYzIV02aOTjH4k5PxiQDgZ3vFqvaKNUIxBMr97YJmh/sVi4RdlwIAOCZr7cuSXn7P9/7gkV+vqzVW0fdurGcVDhldmBx0XQoAAEDXTKXi+sb1TVlrZczjVs4C3kWnGAB02GK6KEk6zfhEBMj9dEFnx/kzDwDwl3fWczo7nlC8j0sfAAAgOKZSMRWrDeUrddelAB1HKAYAHba4sx+K0SmGYLDW6t42oRgAwH9urOf0FKMTAQBAwEyl4pKkjSwjFOE/hGIA0GGL2wVJ0il2KyEg0oWqcuW6ztAdCQDwkXylrgc7RT1NKAYAAAJmMtkKxTazZceVAJ1HKAYAHba4U9RkMqaBKGsbEQz320EwnWIAAD+5uZGTJF2eTjmuBAAAoLumUjFJ0kaOUAz+QygGAB22mC7QMYNAuUcoBgDwoetrrVCM8YkAACBoJhmfCB8jFAOADrufLrJPDIFyP11QJGQ0P9LvuhQAADrm+npWg7EIzzcAABA4g7GIBmMRbTA+ET5EKAYAHVSs1rWVqxCKIVDubRe0MDqgSJi3FQAA/7i+ntNT00kZY1yXAgAA0HWTqZg26RSDD3F6BQAdtJguSpJOMz4RAXJvu6gzBMEAAB+x1ur6WlaXGZ0IAAACajoV1zqdYvAhQjEA6KB3QzECAgSDtVYP0gWCYACAr6xny8qW64RiAAAgsKZSccYnwpcIxQCggxbTBUnS6VECAgRDulBVodogCAYA+MqN9Zwk6dIUoRgAAAim/fGJ1lrXpQAdRSgGAB10P13U8ECfhgb6XJcCdAXdkQAAP7q9mZdEKAYAAIJrKhlXtdHUXrHmuhSgowjFAKCD7m8XdHacLjEEx9JOKxQ7NUooBgDwj5sbOY0PxjSSiLouBQAAwImpVFyStJFjhCL8hVAMADrofrqgs+xWQoAsposyRpofIRQDAPjHrc28Lk4Oui4DAADAmalUTJK0ka04rgToLEIxAOiQUrWhtUxZZ+gUQ4As7hQ0nYor3hd2XQoAAB1hrdXtjbwuTRGKAQCA4HrYKZalUwz+QigGAB1yP12QJEIxBMrSTlELjE4EAPjIerasXKWuC+wTAwAAATaRbHWKbRKKwWcIxQCgQ+5vt0IxxiciSBbTRZ0mFAMA+MjNjbwk6RLjEwEAQIDF+8IaHuhjfCJ8h1AMADrk3sNOMQICBEOp2tBmrqLTY/yZBwD4x62NnCTpIp1iAAAg4KaSccYnwncIxQCgQ+5vFzQ+GFMy3ue6FKArHuwUJYnxiQAAX7m1kddYIqrRRNR1KQAAAE5NpmLayNEpBn8hFAOADrm/XdRZusQQIPuh2GlGhgIAfOTWZk4XpxidCAAAMJWKs1MMvkMoBgAdci9d0BnCAQTIYntkKDvFAAB+Ya3VrY28Lk4yOhEAAGA6FddmrqJG07ouBegYQjEA6IB8pa6tXEVnxgnFEBwPdopKxiIaHmBkKADAHzayFeUqdV2iUwwAAEBTqZgaTat0gRGK8A9CMQDogPvbrY6Zs4RiCJAHO0WdGhuQMcZ1KQAAdMTNjZwk6QKdYgAAAJpMxSVJm1lCMfgHoRgAdMD99hg5xiciSB6kizo9xuhEAIB/3NrMSxKdYgAAAGrtFJOkDfaKwUcIxQCgA/Y7xc6MExAgGBpNq6XdohbYJwYA8JFbGzmNJqIaG4y5LgUAAMC5qVTrPdEGnWLwEUIxAOiAe9tFTafiGohGXJcCdMV6tqxaw+r0KN2RAAD/uLWZ18VJusQAAAAkaXwwJmPoFIO/EIoBQAfcTxfoEkOgLLZHhjI+EQDgF9Za3dzI6SKjEwEAACRJfeGQxhIxbeYIxeAfhGIA0AH3tws6O07HDILjQbooSTrF+EQAgE9s5irKleu6NJV0XQoAAEDPmErFtJ4hFIN/EIoBwDFlSjWlC1WdGSMUQ3A82CkqEjKaGYq7LgUAgI64uZGTJF1gfCIAAMBDU6k4O8XgK4RiAHBM97dbY+TO0CmGAFncKWp+pF+RMG8lAAD+cGsjL0l0igEAADyiFYrRKQb/4CQLAI7pfnu30jlCMQTIg3RRC4xOBAD4yK3NnEYG+jSWiLouBQAAoGdMp+JKF6qq1BuuSwE6glAMAI7p3nZBxoiAAIHyYKeo02P8mQcA+MetjbwuTiVljHFdCgAAQM+YHopJkjYZoQifIBQDgGO6v13Q7FC/4n1h16UAXZEp1pQp1XR6lO5IAIA/WGt1cyOni+wTAwAA+BFTqdYucUYowi8IxQDgmO5uF3RugnAAwbG40xoZSnckAMAvtnIVZct19okBAAC8x/TQfihGpxj8gVAMAI7BWqt7WwX2iSFQFtNFSWJ8IgDAN25u5CWJTjEAAID3mEq2QrF1OsXgE4RiAHAMW/mKcpW6zk1wgILgeLDTCsVO0SkGAPCJW5s5SdJFOsUAAAB+xPBAn6KREOMT4RuEYgBwDHe3WmPkGJ+IIHmQLmp8MKpELOK6FAAAOuLWZl5D/X0aH4y6LgUAAKCnGGM0nYprPUMoBn8gFAOAY9gPxc4yPhEBsrRbZJ8YAMBX7m7ldX4iIWOM61IAAAB6znQqzvhE+AahGAAcw73tvOJ9Ic0O9bsuBeia5d2SFkYIxQAA/nF3q8A4bAAAgCeYGoozPhG+QSgGAMdwd6ugM2MJhULcKkYwNJpWq3slzY8QBAMA/CFXrmkzV9F5QjEAAIDHmk7FtJEty1rruhTg2AjFAOAY7m4X2CeGQFnPllVvWs3TKQYA8Al2xAIAALy/qVRc5VpT2VLddSnAsRGKAcARVetNPdgp6tw4t4oRHMs7RUnSwiidYgAAf7izlZckOsUAAACeYCoVlyT2isEXCMUA4IiWdotqNC23ihEoy7slSaJTDADgG3e3CgqHjE6N8mwDAAB4nOkhQjH4B6EYABzR/qids+OEYgiO/VBsdjjuuBIAADrj7nZep0YHFI3w8RgAAOBxptudYhsZQjF4H+/6AeCI7rZH7Zxj1A4CZHm3qKlUTLFI2HUpAAB0xJ3Ngs7T+Q8AAPBEk6mYJGmDTjH4AKEYABzR3a2CxgejGurvc10K0DXLuyVGJwIAfKPRtLqXLnDJCQAA4H3EImGNJqKMT4QvEIoBwBHd2y4wOhGBs7xX1PxIv+syAADoiJXdkqr1ps7xng4AAOB9TaXidIrBFwjFAOCI7m7ndW6cW8UIjnqjqdW9MqEYAMA37my3xmGfn+Q9HQAAwPuZSsXoFIMvEIoBwBFkSjVt56s6x/4JBMh6tqxG02qB8YkAAJ+4u1WQJDrFAAAAPsB0Kq71TMV1GcCxEYoBwBHc3WrdKmZ8IoJkebckSewUAwD4xp2tvIYH+jSaiLouBQAAoKdNpeJKFyqqNZquSwGOhVAMAI7g3nb7VjFL2REg74ZijE8EAPjD3a28zo0nZIxxXQoAAEBPmx6Ky1ppK0e3GLyNUAwAjuDuVkHhkNGpUTpmEBzLu0UZI80Mx12XAgBAR9zZKnDJCQAA4ACmU62zAPaKwesIxQDgCO5u57Uw0q9ohH+NIjiWd0uaSsYVi4RdlwIAwLHlyjVt5So6TygGAADwgabaodhGhlAM3sZpLgAcwV1uFeM9jDG/ZIy5YYy5bYz5vcf8/LIx5jvGmIox5r90UeNxLe8WGZ0IAPCNu1v747DZEQsAAPBBpofoFIM/EIoBwCE1mlZ3twu6MEkohhZjTFjS70v6lTpGdAAArUBJREFUrKRnJP2mMeaZ97xsR9J/Lun/3uXyOmZ5t0QoBgDwjTtbeUmiUwwAAOAARgb6FA2HCMXgeYRiAHBIy7tFVetNnedWMd71kqTb1tq71tqqpC9J+tyjL7DWblprX5FUc1HgcdUbTa1lylpgjx4AwCfYEQsAAHBwxhhNpmKMT4TnEYoBwCHt3yqmUwyPmJO09MjXy+3v+cZapqxG09IpBgDwjTtbeZ0aHWBHLAAAwAFNp+LayFZclwEcC+/+AeCQ7my290+ME4rhIfOY79kj/UbGfN4Y86ox5tWtra1jltU5y7slSdL8CLfpAQD+cHerQOc/AADAIUwNxbXB+ER4HKEYABzS7c28xhJRjSSirktB71iWtPDI1/OSVo/yG1lrv2itfdFa++LExERHiuuE5d2iJNEpBgDwhUbT6l66oHPsEwMAADiw6VRc69myrD3SPWCgJxCKAcAh3dnK6zyjE/GjXpF00Rhz1hgTlfQbkr7iuKaOWt4tyRhpZohQDADgfSu7JVXrTZ0bp1MMAADgoKZTcRWrDeUqddelAEdGKAYAh3RnK6/z3CrGI6y1dUm/K+mrkt6R9EfW2qvGmC8YY74gScaYaWPMsqT/QtJ/bYxZNsak3FV9OMu7JU2n4uxdAQD4wp3t1o5YLjoBAAAc3NRQXJK0kWGEIrwr4roAAPCSdL6i3WKN/RP4MdbalyW9/J7v/cEjv15Xa6yiJy3vFhmdCADwjbtb+ztieU8HAABwUDPtUGwtU9bFqaTjaoCj4bo3ABzCnfYBygVuFSNglndLWhgZcF0GAAAdcW87r1Q8olF2xAIAABzYdKoViq3TKQYPIxQDgEO4vdketcP4RARIrdHUWqZEpxgAwDfubxd1djwhY4zrUgAAADxjaj8UyxKKwbsIxQDgEO5s5RXvC2lumHAAwbGeKatppXk6xQAAPnE/XdAZRicCAAAcSjQS0vhgVGt0isHDCMUA4BDubOV1bnxQoRC3ihEcy7slSdIcnWIAAB+o1Bta3Svp9BihGAAAwGFND8W1nim5LgM4MkIxADiE25t5nWefGAJmda/1ZneWDkkAgA8s7ZTUtNKZMTqgAQAADms61U+nGDyNUAwADqhUbWhlr6QL7BNDwKy1b4DNDMUdVwIAwPEtpguSxPhEAACAI5geimmDnWLwMEIxADige9sFWSudn+QABcGyslfWWCKqeF/YdSkAABzb/XRRknSG8YkAAACHNjPUr91iTeVaw3UpwJEQigHAAd3eykuSLjA+EQGzlikxOhEA4Bv3twtKxiMaGehzXQoAAIDnTKdaU2TWGaEIjyIUA4ADurOZlzHcKkbwrO6VGJ0IAPCN++mCzowlZIxxXQoAAIDnTLfPB9grBq8iFAOAA7q9ldfCyAAj5BA4q3tlOsUAAL6xmC6yTwwAAOCI9kMx9orBqwjFAOCA7mzmGZ2IwMmWa8pX6podplMMAOB91XpTy7tFnRkbcF0KAACAJ+2PT6RTDF5FKAYAB9BoWt3bLuj8BLeKESyreyVJolMMAOALy7tFNa10mnHYAAAAR5KIRZSMR7SeKbkuBTgSQjEAOIDl3aIq9aYuTiZdlwJ01dpe6+bXzBChGADA+xbTRUnS2XE6xQAAAI5qZiiudcYnwqMIxQDgAG5t5CVJF6YYn4hgWWl3is3RKQYA8IH76YIkOsUAAACOY3qoX+uMT4RHEYoBwAHc2myHYuwUQ8CsZUqKhIwmkjHXpQAAcGz3twsajEU0loi6LgUAAMCzZlJxdorBswjFAOAAbm3mNJ2KKxXvc10K0FWre2VNpeIKh4zrUgAAOLb76aJOjw3IGJ5rAAAARzU1FNdWvqJao+m6FODQCMUA4ABubeR1kdGJCKCVvRKjEwEAvrGYLujMOKMTAQAAjmNmKC5rpa1cxXUpwKERigHAB2g2rW5v5nVxMum6FKDr1jIlzQzHXZcBAMCx1RpNLe2WdGZswHUpAAAAnjY91DonYIQivIhQDAA+wMpeSaVag04xBE6zabWeKWuWTjEAgA+s7JbUaFqdHqNTDAAA4DimU61QbJ1QDB5EKAYAH+D2Zl6SdHGSUAzBsp2vqNawmh2iUwwA4H330wVJ0lnGJwIAABzLzMNOsZLjSoDDIxQDgA9wazMnSbpAKIaAWdlrvbmlUwwA4AeL6aIk6TTjEwEgEIwxv2SMuWGMuW2M+b3H/Pxzxpg3jTE/NMa8aoz5KRd1Al401N+neF9IG1k6xeA9EdcFAECvu7WR10QypuGBqOtSgK7anw0+M0QoBgDwvnvbBQ1Ew5oYjLkuBQBwwowxYUm/L+nTkpYlvWKM+Yq19tojL/u6pK9Ya60x5jlJfyTpcverBbzHGKPpVJydYvAkOsUA4APc2swzOhGBtNruFJujUwwA4AOL6YJOjyVkjHFdCgDg5L0k6ba19q61tirpS5I+9+gLrLV5a61tf5mQZAXgwKaH4uwUgycRigHA+7DW6vZmXpemkq5LAbpuZa+kgWhYqX4aywEA3reYLursOKMTASAg5iQtPfL1cvt7P8IY8/eMMdcl/bmk/32XagN8YWaoX+uMT4QHEYoBwPtYy5SVr9TZJ4ZAWtsra3a4nxv1AADPqzeaerBT1OmxhOtSAADd8bgPMT/WCWat/bK19rKkX5X0T574mxnz+fbesVe3trY6VyXgYVOpuDayZTWbNFnCWwjFAOB93NrMSxLjExFIq5mSZhmdCADwgdW9supNqzNjdIoBQEAsS1p45Ot5SatPerG19q8lnTfGjD/h51+01r5orX1xYmKis5UCHjUzFFetYZUuVF2XAhwKoRgAvI9bGzlJ0kXGJyKAVvfKmh2Kuy4DAIBje7BTlCQtjBKKAUBAvCLpojHmrDEmKuk3JH3l0RcYYy6Y9lgMY8wLkqKS0l2vFPCo6fZ5AXvF4DUsCQGA93F7M6+xRFSjiajrUoCuqtQb2s5X6BQDAPjC0m47FBshFAOAILDW1o0xvyvpq5LCkv4Ha+1VY8wX2j//A0m/JukfGmNqkkqS/rfWWubAAQc0sx+KZcv6kIYcVwMcHKEYALyPW5t59okhkPZves3QKQYA8IGlnaLCIcNzDQACxFr7sqSX3/O9P3jk1/+NpP+m23UBfjGdar2vWsuUHFcCHA7jEwHgCay1urWR0yVGJyKAVvZab2rn6BQDAPjA0m5Js8NxRcJ8BAYAAOiE8cGYIiGjNcYnwmP4RAAAT7CVqyhbruviFJ1iCJ7VvXanGKEYAMAHlnaKOsU+MQAAgI4JhYymUnGt7dEpBm8hFAOAJ7i5kZckXZggFEPwrLfHHzBmCgDgB8u7RfaJAQAAdNjscFyrdIrBYwjFAOAJbm7kJEmXphmfiOBZz5Y11N+neF/YdSkAABxLoVLXdr6qBTrFAAAAOmpmqP/hTnLAKwjFAOAJbm7kNJaIanww5roUoOvWM5WHS3MBAPCy5d1W9/P8CCOBAQAAOmlmOK71TFnNpnVdCnBghGIA8AQ3NnK6NEWXGIJpI1vWFKMTAQA+sLRTlCQ6xQAAADpsJhVXtdFUulB1XQpwYIRiAPAY1lrdXM/pKUYnIqDWs2VNp+iSBAB439JuOxRjpxgAAEBHzQy3OvEZoQgvIRQDgMdY2SupUG3QKYZAqjWa2s4zPhEA4A9LOyX194U1Phh1XQoAAICvzA61QrHVTMlxJcDBEYoBwGPc3MhJkp6aHnRcCdB9W7mKrJWmh9i9AgDwvqXdohZG+2WMcV0KAACAr8wMty7Tru0RisE7CMUA4DFurOclSRfpFEMArWdbYw+mhxifCADwvqWdIqMTAQAATsDoQFTRcEhrjE+EhxCKAcBj3NzIaXYorlS8z3UpQNdttN/MTjE+EQDgcdbaVig2SigGAADQaaGQ0fRQnFAMnkIoBgCPcWM9p0vTdIkhmB52ihGKAQA8brdYU6Ha0PwII4EBAABOwsxQXGvsFIOHEIoBwHvUG03d3srrKUYnIqDWs2VFwyGNJqKuSwEA4FiWdoqSRKcYAADACZkd7tfqHp1i8A5CMQB4j8Wdoqr1pi4RiiGgNjJlTaZiMsa4LgUAgGNZ2m2HYuwUAwAAOBHTQ3FtZMtqNK3rUoADIRQDgPe4uZ6TJD3F+EQE1Hq2zOhEAIAvLO20RvksjDI+EQAA4CTMDsVVb1ql8xXXpQAHQigGAO9xYyMnY6QLk4OuSwGc2MhWNDVEKAYA8L6l3aJGBvqUjPe5LgUAAMCXZoZal49WM4xQhDcQigHAe9zcyOnMWELxvrDrUoCus9ZqPUOnGADAH5Z2iuwTAwAAOEEzw63zg7W9kuNKgIMhFAOA97ixntOlKbrEEEzZcl2lWoNQDADgC0s7RfaJAQAAnKD9TrE1OsXgEYRiAPCIcq2h++minppinxiCaSPbehPL+EQAgNc1mlYreyXNs08MAADgxIwM9CkWCWktQ6cYvIFQDAAecXeroEbT6tI0oRiCab19s4tOMQCA121ky6o1LJ1iAAAAJ8gYo9nhfnaKwTMIxQDgETc3cpJEpxgCaz1LKAYA8IelnaIksVMMAADghM0MxdkpBs8gFAOAR9zYyKkvbHRmPOG6FMCJjfbNrslUzHElAAAcz9Ju62BmYYTxiQAAACdpeij+cPIM0OsIxQDgETfWczo/Mai+MP96RDCtZ8saGehTvC/suhQAAI5ltX1beXaYUAwAAOAkzQ71ayNXUaNpXZcCfCBOfQHgEdfXsrrMPjEE2Ea2rClGJwIAfGB1r6TxwRgXPQAAAE7YzHBcjabVZo5uMfQ+QjEAaMsUa1rNlHV5JuW6FMCZ9WxZ00OEYgAA71vZK2lumGcaAADASZsdanXmrzFCER5AKAYAbdfXs5JEpxgCbT1T0TSdYgAAH1jdKzE6EQAAoAv2L9eu7RGKofcRigFA2/X1nCTpaTrFEFC1RlPpQoXxiQAAz7PWanWvTCgGAADQBe92ipUcVwJ8MEIxAGi7vp7VyECfJpMx16UATmzmKrJWjE8EAHjeXrGmUq1BKAYAANAFqf6IBqJhrdIpBg8gFAOAtnfWcro8nZIxxnUpgBPr7RtdjE8EAHjdyl7rmcZOMQAAgJNnjNHMUFzrWTrF0PsIxQBAUrNpdWM9p8sz7BNDcG1mK5KkyRTdkgAAb1tth2J0igEAAHTH7HC/VugUgwcQigGApAc7RZVqDT09zT4xBNdmrh2KJblVDwDwNkIxAACA7pod6tfaHp1i6H2EYgCg1j4xSXSKIdC2chWFQ0ajiajrUgAAOJbVTFnRSEhjPNMAAAC6Yna4X5u5iir1hutSgPdFKAYAau0TCxnp4iShGIJrM1fWWCKqcIi9egAAb1vZK2luuJ9dsQAAAF0y297lupGpOK4EeH+EYgCgVqfYmfGE+qNh16UAzmzlKuwTAwD4wupe6eHBDAAAAE7eXHts9QojFNHjCMUAQNL19Rz7xBB4m7mKJgYJxQAA3re6V9LsEPvEAAAAumWmHYqtEoqhxxGKAQi8QqWuxXRRT00zOhHBtpWraDLJrXoAgLdV601t5iqaHSYUAwAA6JaZodZ5AqEYeh2hGIDAu7GRkyRdJhRDgDWaVtv5iiaSdIoBALxtI1uWte+O8AEAAMDJi/eFNT4Y1WqGUAy9jVAMQOBdX2uFYk/PMD4RwbVTqKppxU4xAIDn7e+xoFMMAACgu2aH+7WyV3ZdBvC+CMUABN719awGYxFuEyPQNnOtN62TdIoBADxu9WEoxkhgAACAbpod6md8InoeoRiAwLu+ltNT00mFQsZ1KYAzm7mKJDE+EQDgeat0igEAADgxO9wKxay1rksBnohQDECgWWv1znqWfWIIvK12KDaZ5FY9AMDbVvbKGktEFe8Luy4FAAAgUGaH4ypWG8qW6q5LAZ6IUAxAoK3slZQr13WZfWIIuC06xQAAPrG6V6JLDAAAwIH91SQrjFBEDyMUAxBo11azkqRnCMUQcFu5ipLxCLfqAQCe1wrF6HwGAADotv2LSewVQy8jFAMQaO+s5WSMGJ+IwNvMlekSAwB4nrWWTjEAAABHHoZiGUIx9C5CMQCBdm0to7NjCSViEdelAE5t5SqaJBQDAHhctlRXodp4OLoHAAAA3TOWiCoaDjE+ET2NUAxAoF1by+rpWUYnApu5iiaSjJoCAHjb/q1kOsUAAAC6LxQymhmOa3Wv7LoU4IkIxQAEVqZU09JOiX1igOgUAwD4w/7+ipkhLnoAAAC4MDvUz04x9DRCMQCBdX0tK0l6hk4xBFy+Ulex2mCnGADA89azrVvJ04RiAAAATswOE4qhtxGKAQisa+1Q7AqdYgi4zfYBIp1iAACv28iUZYw0McgzDQAAwIW54bg2smXVGk3XpQCPRSgGILCurWY1PhilOwaBt5WrSBL/LAAAPG89W9b4YEyRMB91AQAAXJgd7lfTShtZ9oqhN/FJAUBgXVvL6umZlIwxrksBnNpsh2KTSUZNAQC8bSNb0XSK5xkAAIArs8P9kqTVPUIx9CZCMQCBVK03dWsjzz4xQHSKAQD8YyNb1hShGAAAgDPvhmLsFUNvIhQDEEh3tvKqNpp6hn1igDZzFfWFjUYG+lyXAgDAsaxny5oe4pIHAACAK7PDrQtKK4Ri6FGEYgAC6dpqVpJ0hU4xQFu5iiYGY4wSBQB4WrnW0F6xxvhEAAAAhwaiEQ0P9NEphp5FKAYgkK6tZRXvC+ns+KDrUgDnNnNlRicCADxvf5n7JKEYAACAU7ND/YRi6FmEYgAC6dpqVk9NpxQO0RkDbOUqhGIAAM/byLZ2ZNIpBgAA4NbscL9W98quywAei1AMQOBYa3VtLcs+MaBtO18lFAMAeN56u1NseohQDAAAwKW54bhWM3SKoTcRigEInNVMWZlSTc+wTwxQs2m1U6hoLEEoBgDwto1MKxSbolMMAADAqdnhfuXKdWXLNdelAD+GUAxA4FxbzUoSnWKApL1STU0rjQ1GXZcCAMCxrGfLiveFlIpHXJcCAAAQaLPD/ZKklV26xdB7CMUABM611ayMkS5PJ12XAjiXzrf2r4wN0ikGAPC29WxZ06m4jGFnLAAAgEvzI4Ri6F2EYgAC5+3VjM6NJ5SIcYsY2M5XJUnjCTrFAADetpktMzoRAACgB8zth2J7hGLoPYRiAALn6kpGz84NuS4D6AnpAp1iAAB/WM+WNT1EKAYAAODaeCKmaCREKIaeRCgGIFDS+YpWM2U9O0soBkhSut0pxk4xAICXWWu1ka1omk4xAAAA50Iho/nhfi3vFl2XAvwYQjEAgXJ1NStJujKXclwJ0BvS+YqMkUYGCMUAAN61W6ypWm9qklAMAACgJ8yN9LNTDD2JUAxAoLy9mpEkXaFTDJAkbReqGh2IKhwyrksBAODI1jNlSaJTDAAAoEfMDfczPhE9iVAMQKBcXcnq1OiAhvr7XJcC9IR0vsLoRACA523k2qHYEDsyAQAAesHccL+281WVaw3XpQA/glAMQKC8vZrRs4xOBB5K56saS3CACADwto12p9gUnWIAAAA9YX60X5K0zAhF9BhCMQCBkSnVtJgu6tk5RicC+9KFKp1iAADPW8+2QrHJJKEYAABAL5gbHpAkRiii5xCKAQiMq+19Ys+yTwx4KJ2vaHyQTjEAgLdtZMsaS0QVjfARFwAAoBfMjbQ6xVboFEOP4RMDgMC4upKVJF2ZZXwiIEnVelPZcl1jCTrFAADetp4pMzoRAACgh0wlY4qEjFb2iq5LAX4EoRiAwHh7NaPZobjG6IoBJEk7haok8c8EAMDzNrIVTaV4ngEAAPSKSDik6aE4O8XQcwjFAATG2ysZXWGfGPDQdr4iSewUAwB43la+wj4xAACAHjM33M/4RPQcQjEAgVCo1HV3u8A+MeAR6Xan2DihGADAwxpNq3S+ookknWIAAAC9ZG6kXyt7hGLoLYRiAALhnbWsrJWenWOfGLAvvd8pluAQEQDgXbvFqpqWSx4AAAC9Zn5kQOvZsqr1putSgIcIxQAEwtsrGUnSs4xPBB5K5/d3inGICADwrq1c65LHBOMTAQAAesr8cL+sldYzZdelAA8RigEIhLdXs5pIxjSV4rAE2LddqCgaCWkwFnFdCgAAR7a/I5PxiQAAAL1lbqRfkrS8V3RcCfAuQjEAgfD2SkbPzjI6EXhUOl/VeCIqY4zrUgAAOLL9TjHGJwIAAPSWueFWKLayy14x9A5CMQC+V641dGszryuzjE4EHpXOVzQ2yK16AIC30SkGAADQm2aG4zJGWiYUQw8hFAPge9fWsmo0rT40TygGPCpdqLJPDADgeVu5imKMAwYAAOg5sUhYk8mYVvYIxdA7CMUA+N6bS3uSpOfnh53WAfSadL6qsQS36gEA3radr2oiGWMcMAAAQA+aG+5nfCJ6CqEYAN97cyWjiWRMUykO/4F91lpt5yvsXwEAeN5WrsLoRAAAgB41PzJApxh6CqEYAN97azmj5+aGuD0MPKJQbahSb2o0QSgGAPC21iUPQjEAAIBeNDfSr9W9khpN67oUQBKhGACfy1fqur2V13OMTgR+xE6+KkmEYgAAz6NTDAAAoHfNDfer3rTazJVdlwJIIhQD4HNXVzKyVnpufsh1KUBP2SkSigEAvK/eaGqnWKVTDAAAoEfNjfRLEnvF0DMIxQD42pvLGUnShwjFgB+x2w7FhgcIxQAA3rVTqMpa0SkGAADQoxb2QzH2iqFHEIoB8LU3VzKaG+7n9jDwHrsFOsUAAN63la9IkiYGeZ4BAAD0ornhAUnSMp1i6BFOQjFjzKgx5mvGmFvtv4884XXDxpg/NsZcN8a8Y4z5RLdrBeBtby7v6UNzdIkB77VbrEmSRgb6HFcCAMDRbeXaoRidYgAAAD2pPxrW+GBUSztF16UAktx1iv2epK9bay9K+nr768f5f0r6d9bay5Kel/ROl+oD4AOZYk2L6aKeWyAUA95rt1BVyEipOKEYAMC7HoZig3HHlQAAAOBJ5kcGtLRLKIbe4CoU+5ykP2z/+g8l/ep7X2CMSUn6aUn/vSRZa6vW2r0u1QfAB95aae0Te25u2G0hQA/aLVY1PBBVKGRclwIAwJFt51vjgMeTjE8EAADoVQujA1raYXwieoOrUGzKWrsmSe2/Tz7mNeckbUn6V8aY140x/9IYk+hmkQC87Y3lPUlifCLwGK1QjC4xAIC3beUqSkTDGohGXJcCAACAJ5gf6dfqXkmNpnVdCnByoZgx5i+MMW8/5q/PHfC3iEh6QdI/t9Z+RFJBTx6zKGPM540xrxpjXt3a2urAfwMAXvfWckZnxgY0xME/8GN2CzWNDnCrHgDgbdv5isbZJwYAANDTFkYGVG9arWfLrksBdGLX6ay1v/iknxljNowxM9baNWPMjKTNx7xsWdKytfZ77a//WO8Tillrvyjpi5L04osvEjkD0JvLe/romVHXZQA9abdY1fzIgOsyAAA4lq1cRRODhGIAAAC9bGG0X5K0tFPU3HC/42oQdK7GJ35F0m+1f/1bkv7kvS+w1q5LWjLGPNX+1i9Iutad8gB43VauotVMWc/PMzoReJzdYlWjCbooAQDetp2vaIJOMQAAgJ620L6Uu7RTdFwJ4C4U+6eSPm2MuSXp0+2vZYyZNca8/Mjr/o+S/rUx5k1JH5b0f+t2oQC86a2VPUnsEwMex1qr3UJNI4xPBAB43Fa+onE6xQAAAHra7HC/jJGWd0uuSwFObnzi+7HWptXq/Hrv91cl/Z1Hvv6hpBe7VxkAv3hzOSNjpCuEYsCPKVYbqjaaGkkQigEAvKvWaGqvWCMUAwAA6HHRSEgzqbiWdukUg3uuOsUA4ES9sbSnCxODGow5yf6BnrZTqEqSRgYYnwgA8K7dYut5NjrIJQ8AAIBeNz8yoOUdOsXgHqEYAN+x1uqN5Yw+vDDsuhSgJ+0Va5LE+EQAgKftFlrPs1GeZwAAAD1vfrSfTjH0BEIxAL6ztFPSTqGq5wnFgMfaad+sZ3wiAMDL0oWKJGmU5xkAAEDPWxgZ0Hq2rEq94boUBByhGADfeX1pV5LoFAOeYG8/FONmPQDAwx52ihGKAQAA9LyF0QFZK63tlV2XgoAjFAPgO28sZRTvC+nydNJ1KUBPYqcYAMAP3u185nkGAADQ6xZG+iWJEYpwjlAMgO/8cGlXH5obUiTMv+KAx9kt1mSMNNTPISIAwLt28nQ+AwAAeMX86ICk1toTwCVOjAH4SrXe1NurWT0/P+y6FKBn7RaqSsX7CI4BAJ62W6wqFY+oj+cZAABAz5tOxdUXNnSKwTk+PQDwlevrWVXrTX341LDrUoCetVussn8FAOB5OwWeZwAAAF4RDhnNDvdreZdOMbhFKAbAV95Y2pMkfXhh2GkdQC/bLVY1zD4xAIDH7RarGiEUAwAA8IyFkQEt7dApBrcIxQD4yutLexofjGluuN91KUDP2i3UNMr+FQCAx6XzVY0RigEAAHjGwmi/lhmfCMcIxQD4yg+X9vThhSEZY1yXAvSsVqcYh4gAAG/bLVY1wvMMAADAM+ZHBrSdr6pYrbsuBQFGKAbANzLFmu5uFRidCHyA1k4xxicCALzLWstOMQAAAI+ZH2lNdmKvGFwiFAPgG2+u7EmSPrww4rYQoIeVaw2Va006xQAAnlasNlSpNwnFAAAAPGRhdECSGKEIpwjFAPjGDx/sSZKeWxhyWwjQw/aKNUnSUD+dYgAA79opVCVJI4RiAAAAnrEw0grFlnboFIM7hGIAfOOHS3s6P5FQKs5hP/AkmRKhGADA+3aLrVBslM5nAAAAzxgfjCreF9LSDp1icIdQDIAvWGv1w6U9RicCH4BQDADgB2k6xQAAADzHGKP5kQEtMT4RDhGKAfCF5d2S0oWqPnxq2HUpQE8jFAMA+MFuOxQbIxQDAADwlFOjA4xPhFOEYgB84fWlPUnSRxaGndYB9DpCMQCAH7BTDAAAwJtaoVhR1lrXpSCgCMUA+MJri7vq7wvr8nTSdSlATyMUAwD4wU6hqkjIKBWPuC4FAAAAh3BqdEC5Sl27xZrrUhBQhGIAfOG1B7t6fmFIkTD/WgPez34oliIUAwB42G6xqpFEVMYY16UAAADgEE6NDkiSHuywVwxucHoMwPPKtYaurWb1wqkR16UAPS9bqikZiygc4hARAOBdO4WqRgcYnQgAAOA1p8ZaodhiuuC4EgQVoRgAz3tzOaN60xKKAQeQLdXoEgMAeN5OoaqRBM8zAAAAr1kYaYViS3SKwRFCMQCe94PFXUnSR04Nuy0E8IBMqcY+MQCA5+0UqhpN0CkGAADgNf3RsCaTMS2mCcXgBqEYAM977cGuzo4nNDYYc10K0PMIxQAAftB6nhGKAQAAeNHpsQEt0ikGRwjFAHiatVavP9ilSww4IEIxAIDXWWt5ngEAAHjYwugA4xPhDKEYAE9b2ilpO19lnxhwQBwiAgC8rlRrqNawPM8AAAA86vRoQuvZssq1hutSEECEYgA87QcPdiRJHz1NKAYcRKZU09AAh4gAAO/KlGqSRCgGAADgUafG+mWttLxbcl0KAohQDICnvba4p8FYRJemkq5LAXpeudZQpd7kEBEA4GmEYgAAAN52ajQhSXqwU3BcCYKIUAyAp732YFfPLwwpHDKuSwF6XrZ9iJjiEBEA4GGZIqEYAACAl50aHZAkPUizVwzdRygGwLMKlbreWcvqo+wTAw6Em/UAAD/geQYAAOBt44NRDUTDWtwhFEP3EYoB8Kw3lvfUtNJH2CcGHAiHiAAAP+B5BgAA4G3GGJ0aHdASoRgcIBQD4FmvP9iTJL2wQCgGHASHiAAAP+B5BgAA4H2nRge0yPhEOEAoBsCzXlvc1YXJQQ0NcCACHASHiAAAP8iWajJGSsYjrksBAADAEZ0aHdCDnaKsta5LQcAQigHwJGutXnuwqxdODbsuBfAMQjEAgB9kSjUlYxGFQsZ1KQAAADii02MDqtSb2sxVXJeCgCEUA+BJd7YK2i3W9OLpUdelAJ6xH4qluFkPAPCwTKnGpAAAAACPWxgdkCQ9YK8YuoxQDIAnvXp/R5L04hn2iQEHlSnVNBiLKBLm8Q8A8K5MqUbXMwAAgMedHktIEnvF0HWcigHwpFfu72osEdXZ8YTrUgDP4BARAOAHPM8AAAC8b264XyFDpxi6j1AMgCe9urijj54ekTHskgAOKluqK8UhIgDA4wjFAAAAvC8aCWlmqF8P0gXXpSBgCMUAeM5mrqzFdFEfO8M+MeAwcuWakuwTAwB4XKZUJxQDAADwgVOjA1qkUwxdRigGwHN+cH9XEvvEgMPKV+pKxgjFAADeZa1VtlSj8xkAAMAHTo8NaIlQDF1GKAbAc165v6t4X0hXZodclwJ4Sq5cp1MMAOBp5VpT1UaTTjEAAAAfWBgd0Ha+qnyl7roUBAihGADPeXVxRx9eGFY0wr/CgMPIV+oaJBQDAHhYplSTJEIxAAAAHzg9NiBJepCmWwzdw4kyAE8pVOq6upplnxhwBPlyXck4h4gAAO8iFAMAAPCPM2MJSdJiuuC4EgQJoRgAT/nh0p4aTasXCcWAQynXGqo2mhpkpxgAwMMIxQAAAPzjzHgrFLtHKIYuIhQD4Cmv3N9RyEgvnBp2XQrgKfvzudkpBgDwMkIxAAAA/xiMRTQ+GNPiNuMT0T2EYgA85dX7u7o8nWIEHHBIuTKhGADA+7LtUCzFe0EAAABfODM2QKcYuopQDIBn1BtNvfZgVy+eGXFdCuA5+XYoNhjjEBEA4F10PgMAAPjL6bEEO8XQVYRiADzj+npOxWqDfWLAEeQqrZv1HCICALxsPxQb5HkGAADgC2fHB7SRrahYrbsuBQFBKAbAM165vyNJ+hidYsCh5R52inGICADwrnylrr6wUSwSdl0KAAAAOuD0WEKStJhmrxi6g1AMgGe8cn9Hc8P9mhnqd10K4Dl5dooBAHwgX65zwQMAAMBHzo7vh2KMUER3EIoB8ARrrb5/b0cvnWV0InAUufL++ER2igEAvKtQqTM6EQAAwEdOjw1Iku5t0ymG7iAUA+AJd7cL2s5X9XFCMeBIHu5g4XY9AMDDcpW6ElGeZQAAAH6RjPdpfDBKpxi6hlAMgCd8725rnxidYsDR5Cp1xSIhRSM8+gEA3pUv1xkFDAAA4DOnxxK6t00ohu7gZAyAJ3zvXloTydjDOcMADifHISIAwAcKVXaKAQAA+M3psQEtphmfiO4gFAPQ86y1+t7dHX387KiMMa7LATypdbOefWIAAG/Ll+sa5HkGAADgK2fHElrPllWqNlyXggAgFAPQ85Z2SlrPltknBhxDrlzjZj0AwPNylboGY2HXZQAAAKCDTrcnQy3uMEIRJ49QDEDP++69tCTp4+fGHFcCeFe+wrgpAID3FXieAQAA+M7ZsVYodn+bEYo4eYRiAHre9+7uaGSgTxcmBl2XAngWO8UAAF7XaFoVqw0NxhifCAAA4CenxwckSffTdIrh5BGKAeh537+f1ktnRxUKsU8MOKpcua5BQjEAgIflK3VJUoLxiQAAAL6SivdpLBHVIqEYuoBQDEBPW90raWmnpI+fZXQicBz5Sl2pODfrAQDeVWiHYnQ+AwAA+M/psQHGJ6IrCMUA9LTvtfeJvXR21HElgHdZa9kpBgDwvP1OMcYnAgAA+M+ZsQTjE9EVhGIAetr37+0oGY/o6ZmU61IAzyrVGmo0LeMTAQCeliszPhEAAMCvzowntJYpq1xruC4FPkcoBqCnfe/ujl46M6ow+8SAI3v3Zj2hGADAuxifCAAA4F+nxwYkSYtpRijiZBGKAehZm9my7m4XGJ0IHFOp2rplNRDlZj0AwLsYnwgAAOBfZ8cTksQIRZw4QjEAPev793ckSR8/N+a4EsDbCpX9UIyb9QAA78ozPhEAAMC3To+1Q7FtQjGcLEIxAD3ru3fTGoiG9ews+8SA4yhWOUQEAHjffqdYkk4xAAAA3xnq79NYIqp7hGI4YYRiAHrWd+6k9dLZUUXC/KsKOI5ClU4xAID37YdiXPIAAADwp3MTCd3dIhTDyeKkGUBP2siWdWeroE+eZ3QicFxFDhEBAD6Qr9QV7wtxYQoAAMCnzo4ndJdOMZwwPk0A6EnfvZuWJH3i3LjjSgDv2+8US9ApBgDwsFK1QdczAACAj52bGNR2vqJsuea6FPgYoRiAnvTt22ml4hE9wz4x4NhK7Z1i/VE6xQAA3lWsNtTfx7MMAADAr86NJyRJ9xihiBNEKAagJ33nblofPzemcMi4LgXwPDrFAAB+UK41uOABAADgY+cmWqHY3e2840rgZ4RiAHrO8m5RD3aK7BMDOqRYqcsYKd7HYx8A4F2lGp1iAAAAfnZqNKGQoVMMJ4vTMQA95zt3WvvEPnmefWJAJxSqDSWiERlD5yUAwLtKjE8EAADwtWgkpIXRAd3ZJhTDySEUA9BzvnMnrbFEVJemBl2XAvhCsVrXAOOmAAAeV2R8IgAAgO+dG0/QKYYTRSgGoKdYa/Wdu2n9xPkxulqADilUGkrE2CcGAPC2Mp1iAAAAvnd2fFD3tgtqNq3rUuBThGIAesr9dFFrmbI+cY59YkCnFDlEBAD4QIlOMQAAAN87N5FQqdbQerbsuhT4FKEYgJ7y7j4xQjGgU4rVuhIxDhEBAN5WrBKKAQAA+N258YQk6R57xXBCCMUA9JRv39nWdCqus+0HIIDjK1QbGogyPhEA4G3lGp3PAAAAfnduYlCSdHcr77gS+BWhGICeYa3Vd++m9Qn2iQEdVazQKQYA8DZrbWt8IqEYAACAr02lYhqIhnWXTjGcEEIxAD3j1mZe2/mqPsHoRKCjinSKAQA8rtpoqtG0jE8EAADwOWOMzo4ndHeLUAwng1AMQM/49u1tSdInzhGKAZ1UrNaV4BARAOBh5WpTkugUAwAACIBzE4PsFMOJIRQD0DO+dXtbp8cGtDA64LoUwFcK1Yb66RQDAHhYqdaQJDrFAAAAAuDseELLu0VV6g3XpcCHCMUA9IRao6nv3t3RT10Yd10K4Cu1RlPVepNOMQCAp+2HYgM8zwAAAHzv/ERCTSs9SBddlwIfIhQD0BPeWNpTvlInFAM6rFhtHyLG6BQDAHhXsVqXJMUZnwgAAOB7Z8cTkqQ77BXDCSAUA9AT/ubWtoyRPnmeUAzopP1DRDrFAABeVt4fn0goBgAA4Hv7oRh7xXASCMUA9IS/vb2t5+aGNDTQ57oUwFcKFXawAAC8r1RtSuJ5BgAAEATJeJ8mkzHd3cq7LgU+RCgGwLlcuabXl/b0UxfpEgM6jZv1AAA/2O985nkGAAAQDGfHE7pLpxhOAKEYAOe+d3dHjabVT7JPDOi4/VCMHSwAAC8r1eh8BgAcjjHml4wxN4wxt40xv/eYn/8nxpg323992xjzvIs6ATze+clB3dnKy1rruhT4DKEYAOe+dXtb8b6QPnp6xHUpgO+Ua61xU4RiAAAvo/MZAHAYxpiwpN+X9FlJz0j6TWPMM+952T1JP2OtfU7SP5H0xe5WCeD9XJgY1F6xpnSh6roU+AyhGADnvnV7Wy+dHVMswiEH0GkcIgIA/KBUpfMZAHAoL0m6ba29a62tSvqSpM89+gJr7bettbvtL78rab7LNQJ4HxcmByVJtzfZK4bOIhQD4NRapqTbm3l9itGJwIko1/cPEXnkAwC8q9podT5HIzzPAAAHMidp6ZGvl9vfe5L/TNL/70QrAnAohGI4KRHXBQAItm/d2pYk9okBJ4TxiQAAP6g1WrskomFCMQDAgZjHfO+xi4mMMT+nVij2U0/8zYz5vKTPS9KpU6c6UR+ADzAzFNdANEwoho7jEwUAp/729rbGB6O6PJ10XQrgS6X2+MQYnWIAAA+r1FuXPPrCjzvjBADgxyxLWnjk63lJq+99kTHmOUn/UtLnrLXpJ/1m1tovWmtftNa+ODEx0fFiAfw4Y4zOTwzqzhahGDqLEzIAzlhr9a3baX3y/LhCIQ44gJNQqbGDBQDgfdV6U9FISMbwnhEAcCCvSLpojDlrjIlK+g1JX3n0BcaYU5L+raR/YK296aBGAB/gwuQgnWLoOEIxAM7c2MhpO1/RT11kdCJwUsrtUKyfUAwA4GHVelMxRicCAA7IWluX9LuSvirpHUl/ZK29aoz5gjHmC+2X/V8kjUn6b40xPzTGvOqoXABPcGFyUGuZsvKVuutS4CPsFAPgzF/f3JIk/RT7xIATU641FQ4Z9XGQCADwsGqjoWiEZxkA4OCstS9Levk93/uDR379O5J+p9t1ATi48xODkqS7W3k9Nz/sthj4Bp8qADjz1ze3dWlqULPD/a5LAXyrXGsoziEiAMDjqvUmFzwAAAAC5sJkKxRjhCI6iU8VAJwoVuv6/r0d/cwlFtQCJ6lUa7BPDADgebWGpVMMAAAgYE6PDSgSMoRi6Cg+VQBw4rt306o2mvppQjHgRJVrTUIxAIDnVetNQjEAAICA6QuHdHpsgFAMHcWnCgBO/PXNbcX7QvrYmVHXpQC+Vq43FO/jcQ8A8LZKvako4xMBAAAC58LkoG5vEYqhc/hUAcCJv7q5pU+cG6ODBThhFcYnAgB8oNqgUwwAACCILkwOajFdVLXedF0KfIJPFQC67kG6qHvbBUYnAl3A+EQAgB9U6w1CMQAAgAC6MDmoRtNqMV1wXQp8gk8VALrur25tSZJ+hlAMOHGlGuMTAQDeV603FSMUAwAACJwLE0lJYq8YOoZPFQC67q9ubGlhtF9nxxOuSwF8r1xrKB6hUwwA4G21hlUfO8UAAAAC5/xk6/yQUAydwqcKAF1VrTf1nTvb+plLEzLGuC4H8L1yraF4lFAMAOBt1XpTUUIxAACAwBmIRjQ33K/bW4Ri6Aw+VQDoqh8s7qpQbeinLzI6EeiGcq1JpxgAwPOqjSY7xQAAAALq/OSg7hCKoUP4VAGgq/7q5pYiIaNPXhh3XQoQCJU6O8UAAN5XrROKAQAABNX5iYTubBbUbFrXpcAH+FQBoKv+6uaWXjwzosFYxHUpQCCUqg3F++gUAwB4W4VQDAAAILAuTA6qVGtoZa/kuhT4AJ8qAHTNZq6sd9ay+ulLjE4EuqVSb9IpBgDwvGq9wU4xAACAgLo0lZQk3d5khCKOj08VALrmmze2JEk/QygGdEWjaVVvWkXDdIoBALyt1rB0igEAAATUpclWKHZjI+e4EvgBnyoAdM1fXt/UdCquZ2ZSrksBAqHWaEoSh4gAAM+rNZrqCxvXZQAAAMCBoYE+TaViukkohg7glAxAV1TrTf3NrW393OUJGcOBBtAN1XYoxiEiAMDr6k2rcIiPrwAAAEF1aSpJKIaO4FMFgK549f6O8pW6fu6pSdelAIFRrbdCsRidYgAAD2s2rSQpzMUqAACAwLo0ldTtzbwa7feGwFFxSgagK75xfVPRcEg/eWHcdSlAYNQedorxuAcAeFfDtg4+InQ+AwAABNZTU0mVa00t7RRdlwKP45QMQFd848amPn5uVIlYxHUpQGDsd4qxUwwA4GX7t4FDdIoBAAAE1sWpQUlihCKOjVMyACduMV3Q3a2Cfv4yoxOBbqJTDADgB/uhGI8zAACA4Lo4lZREKIbj42MFgBP3jeubkkQoBnRZhU4xAIAP7I9PpFMMAAAguAZjEc0N9+vmRt51KfA4TskAnLhvXN/UuYmETo8lXJcCBMrD8YlcrQcAeFij0d4pFiIUAwAACLKnppN0iuHYOCUDcKIKlbq+d3dHP/8UXWJAt9Xah4h0igEAvGy/UyxMKAYAABBoF6cGdXer8HBdBHAUnJIBOFHfvpNWtdHUzzE6Eei6/U4xdooBALys2d4pFiIUAwAACLSnppKqNppaTBdclwIP45QMwIn6xvVNDcYi+tiZUdelAIGzf3OKTjEAgJfV26FYmJ1iAAAAgXZpKilJ7BXDsXBKBuDEWGv1zRub+qkL4xzKAw5UHnaKcYgIAPCuRpPxiQAAAJAuTA7KGOnGOnvFcHScUgM4Me+s5bSWKevnGZ0IOLHfKRYjlAYAeFiTnWIAAACQFO8L68xYQrc2CcVwdJySATgxf/HOhowR+8QAR9gpBgDwgzqdYgAAAGi7ODlIpxiOhVMyACfma9c29OGFYU0kY65LAQKJnWIAAD9oEooBAACg7anppO6ni6rUG65LgUdxSgbgRKxlSnprJaNPPzPluhQgsKoNOsUAAN7X2B+faAjFAAAAgu7iVFKNptXdrYLrUuBRnJIBOBFff2dTkvTppwnFAFf2xyfSKQYA8LJ6oxWKhegUAwAACLynppKSpJsbjFDE0XBKBuBEfO3ahk6PDejC5KDrUoDA2u8Ui9IpBgDwsCadYgAAAGg7O55QJGTYK4Yj45QMQMflK3V9505an356SobDC8CZ/U4xxicCALyssb9TLMz7SgAAgKCLRkK6MDmo64RiOCJOyQB03N/c3FK10dQvsk8McKrWaCocMgozbgoA4GEPQzEuWwEAAEDS5emk3lnLui4DHkUoBqDjvnZtQ8MDfXrx9IjrUoBAqzWs+rhVDwDwuIehGJc8AAAAIOnyTEprmbL2ilXXpcCDCMUAdFS90dQ3bmzq55+aVISRbYBTtUZTfSH+OQQA+AORGAAAACTp6ZmUJDFCEUfCSRmAjnp1cVd7xRqjE4Ee0Gha9q8AAAAAAABfeXo6KUmMUMSREIoB6Ki/uLahaDikn7404boUIPAaTasIo6YAAD5hXRcAAACAnjCRjGksEdX1NTrFcHiEYgA6xlqrr72zoU+cH9NgLOK6HCDwGk3L/hUAgOcZw7MMAAAA7zLG6PJMUu+s0ymGwyMUA9AxtzfzWkwXGZ0I9Ih60yrCTjEAAAAAAOAzl6dTurGeU6PJPAEcDidlADrmq1fXJUmffppQDOgFjaYVmRgAwC8s5x0AAABoe3ompUq9qXvbBdelwGM4KgPQMV+9uqGPnBrW9FDcdSkARKcYAMAfmJ4IAACA97o8nZQkXWeEIg6JkzIAHbG8W9RbKxn90pVp16UAaGuyUwwAAAAAAPjQhclBhUNG19dyrkuBxxCKAeiIr17dkCR9hlAM6Bn1ZlMRQjEAgE9YMT8RAAAALfG+sM5PJPTOGp1iOBxCMQAd8dW313V5Oqkz4wnXpQBoa9ApBgDwAZ5kAAAAeJzL0yldX6dTDIdDKAbg2LZyFb2yuEOXGNBj6oRiAAAAAADAp56eSWllr6RMsea6FHgIoRiAY/vatQ1ZK/3Ss4RiQC+hUwwA4CeW6YkAAAB4xOWZpCTp+jojFHFwhGIAju2rV9d1emxAl6eTrksB8IhG07JTDADgeYZHGQAAAB7j6emUJLFXDIdCKAbgWDKlmr59Z1u/dGVahhMLoKcwPhEA4Cc0igEAAOBRU6mYRgb62CuGQyEUA3Asf3l9U7WG1WcYnQj0nFanGI96AMDhGGN+yRhzwxhz2xjze4/5uTHG/LP2z980xrxwwhWd7G8PAAAATzLG6PJ0ik4xHAonZQCO5d+9va6pVEwfnh92XQqA96g3rUJ0igEADsEYE5b0+5I+K+kZSb9pjHnmPS/7rKSL7b8+L+mfd7VIAAAAoO2Z2ZSur+dUbzRdlwKPIBQDcGSlakPfvLmpz1yZ5uAd6EFNdooBAA7vJUm3rbV3rbVVSV+S9Ln3vOZzkv5H2/JdScPGmJmTLsxaBigCAADgRz07l1Kl3tSdrYLrUuARhGIAjuyvbm6pXGvqM1cYnQj0InaKAQCOYE7S0iNfL7e/d9jXdAxrawEAAPAkV2aHJElvr2QcVwKvIBQDcGQvv7Wm0URUHz876roUAI/RaDbpFAMAHNbjHhzvbdE6yGtkjPm8MeZVY8yrW1tbHSkOAAAAeNS58YTifSFdXWWvGA6GUAzAkZRrDf3FOxv6zJUpRcL8qwToRXSKAQCOYFnSwiNfz0taPcJrZK39orX2RWvtixMTE8cujOGJAAAAeK9IOKTL0ym9vUqnGA6Gk2wAR/LNG1sqVhv65Q/Nui4FwBM0CMUAAIf3iqSLxpizxpiopN+Q9JX3vOYrkv6hafkJSRlr7dpJFbTf9dxsEosBAADgxz07l9I7q1neL+JACMUAHMn+6MSfOMfoRKBXNa1ViEUsAIBDsNbWJf2upK9KekfSH1lrrxpjvmCM+UL7ZS9LuivptqR/IekfnWRN+xc8ag0OOQAAAPDjrswOKVep68FO0XUp8ICI6wIAeM/+6MTPfXiO0YlAD7P28UtfAAB4P9bal9UKvh793h888msr6R93q55IqPV+s8HNXwAAADzGs7NDkqSrq1mdGU84rga9jtNsAIf27ujEGdelAHgf1opUDADgeZFw62FWbzYdVwIAAIBedGl6UJGQYa8YDoRQDMCh/TmjEwHPMKRiAACP298pRqcYAAAAHicWCeviVFJXV7OuS4EHEIoBOJRyraGvv7Ohz1yZZnQi0OOstWKlGADA6/Z3itUJxQAAAPAEV2ZTurqSUWvSN/BknGgDOJRv3thkdCLgEUxPBAD4ATvFguftlYyuMv4IAAAcwrOzKaULVW1kK65LQY8jFANwKH/+1jqjEwGPsFZ0igEAPI9OseD5J392Tf/XP73mugwAAOAhV+aGJLUu1wDvh1AMwIExOhHwFivLTjEAgOc93CnWaDquBN3SaFpFwryHAQAAB/f0TErGiL1i+ECcagM4sP3Rif/hc4xOBLyATjEAgB+Ew3SKBU29aRUOcVwBAAAObjAW0dmxhN5mBDM+AO8yARzYn76xprFEVB8/y+hEwAusCMUAAN73sFOMUCwwGk0rGsUAAMBhXZkb0jU6xfABCMUAHEi+UtdfvLOhX35uhtGJgEdYK4nxiQAAj2OnWPA06BQDAABHcGU2pZW9knYKVdeloIfxLhPAgXzt2roq9aZ+5flZ16UAODBLpxgAwPMi7XCk3iAUC4pG0z7sEAQAADioD80NSZLeXmGEIp6MUAzAgXzlh6uaG+7XC6dGXJcC4ICspU8MAOB9+9lIo9l0Wwi6pt5sPtwlBwAAcFDPtkOxN5f33BaCnkYoBuAD7RSq+ptb2/oPn59RiBubgKfQKQYA8DpjjCIhw/jEAGntFONNDAAAOJyh/j6dG0/ojWU6xfBkhGIAPtDLb62p3rT63PNzrksBcAgcHQIA/CISNmoQigVGwzI+EQAAHM1z80N0iuF9EYoB+EBfeWNVFyYH9fRM0nUpAA7BWivDAEUAgA9EQiE6xQKk0bAKE4oBAIAjeG5+WBvZijayZdeloEcRigF4X6t7Jb1yf0e/8vysDCNMAE+xYnwiAMAfwiE6xYKk1rSKsFMMAAAcwfMLrb1ibyztuS0EPYtQDMD7+rM3V2Wt9CvPz7ouBcAhWSv6xAAAvhAJGdUaTddloEsqtYZikbDrMgAAgAc9MzOkcMjoTfaK4QkIxQC8r6+8sarn5od0ZjzhuhQAh2StpcMTAOAL0UiIUCxAqo2mYhGOKwAAwOH1R8O6ODmoN9grhifgXSaAJ7q7ldfbK1m6xACPYsgUAMAvYpGQKnVCsSCw1qpSbypKKAYAAI7o+flhvbWSkbWcjODH8S4TwBN95Y1VGSP9XUIxAAAAOBSLhFWpEYoFQb1pZa3oFAMAAEf23MKQ9oo1Le2UXJeCHsS7TACPZa3Vl19f0U+cHdNUKu66HABHEGJ0IgDAJ2J9IVXqDddloAv2OwLpFAMAAEf1/PywJDFCEY/Fu0wAj/Xagz0tpov6ey/MuS4FwBGFjNRkVAAAwAcYnxgc1fb/z7FI2HElAADAq56aTioaCelNQjE8BqEYgMf68uvLikVC+uyz065LATzBGPNLxpgbxpjbxpjfe8zPjTHmn7V//qYx5oWTrilkDKEYAMAXYpEwoVhA7HcEMj4RAAAcVV84pGdmUnpjOeO6FPQg3mUC+DHVelN/9uaa/oMr00rG+1yXA/Q8Y0xY0u9L+qykZyT9pjHmmfe87LOSLrb/+rykf37ydUlNMjEAgA+0OsUYnxgEVcYnAgCADnh+fkhvr2TU4GAE78G7TAA/5i9vbGqvWNPf/wijE4EDeknSbWvtXWttVdKXJH3uPa/5nKT/0bZ8V9KwMWbmJIsyxsjSKQYA8IFYX0iVGp1iQcBOMQAA0AnPzQ+rWG3ozlbedSnoMbzLBPBjvvzaisYHo/rUxXHXpQBeMSdp6ZGvl9vfO+xrOipkJDIxAIAfMD4xOErVVkfgQJSdYgAA4OieXxiSJL2xtOe2EPQcJ6GYMWbUGPM1Y8yt9t9HHvOap4wxP3zkr6wx5v/koFwgUDLFmr5xfVO/8vycImFyc+CAzGO+99446iCvkTHm88aYV40xr25tbR2rKHaKAQD8gvGJwVFsh2L9fRHHlQAAAC87Nz6oZCyiN5b3XJeCHuPqxPv3JH3dWntR0tfbX/8Ia+0Na+2HrbUflvRRSUVJX+5qlUAA/dlbq6o2mvr7LzA6ETiEZUkLj3w9L2n1CK+RtfaL1toXrbUvTkxMHKuoVih2rN8CAICe0ArF6BQLgmK1LolOMQAAcDyhkNHzC8N6bXHPdSnoMa5Csc9J+sP2r/9Q0q9+wOt/QdIda+3iSRYFQPq3r63o4uSgrsymXJcCeMkrki4aY84aY6KSfkPSV97zmq9I+oem5SckZay1aydZlDGiUwwA4AuxvjA7xQKiyPhEAADQIS+cGtb19awKlbrrUtBDXIViU/sHge2/T37A639D0r858aqAgFtMF/SDxV39vRfmZMzjJr0BeBxrbV3S70r6qqR3JP2RtfaqMeYLxpgvtF/2sqS7km5L+heS/tFJ1xUyhp1iAABf2B+faHmw+d7DTrEY4xMBAMDxfOT0iJpWenM547oU9JATe5dpjPkLSdOP+dF/dcjfJyrpVyT9nz/gdZ+X9HlJOnXq1GH+IwC0ffn1FRkj/eqHGZ0IHJa19mW1gq9Hv/cHj/zaSvrH3awpRKcYAMAnYpGQmlaqN636wlze8rOHnWJ9dIoBAIDj+cjCsCTptQe7+sT5MbfFoGecWChmrf3FJ/3MGLNhjJmx1q4ZY2Ykbb7Pb/VZSa9Zazc+4D/vi5K+KEkvvvgiJ4DAIVlr9eXXV/SJc2OaHe53XQ6ADmCnGADAL2KRVkBSqTfVF3Y18ATdsB+K9TM+EQAAHNPwQFTnJhJ6/cGu61LQQ1x9mviKpN9q//q3JP3J+7z2N8XoRODEff/ejhbTRf3aC/OuSwHQIewUAwD4Rayv9dG1Ums4rgQnrVitKxwyikUIPwEAwPG9cGpErz/YYww3HnL1LvOfSvq0MeaWpE+3v5YxZtYY83D0lDFmoP3zf+ukSiBA/tcfLGswFtFnP/S4qacAvKi1U4w3fUdVrjVUqXP4CgC9YD8gqdSbjivBSStWGxroC7PjGAAAdMQLp0aULlT1YKfouhT0CCeba621aUm/8Jjvr0r6O498XZTEsE/ghBUqdb381pr+7nOzGoiy0Brwi5AxanJ2eGS//gff0fhgVP/qf/eS61IAIPAeHZ8IfytU6oxOBAAAHfORU8OSWnvFTo8l3BaDnsA8AgD687fWVKw29OsvMjoR8BPGJx5Po2kVDnFLHQB6QbyvFZKUqnTw+l2uXFeqv891GQAAwCcuTSU1GIvo9Qd7rktBjyAUA6A/fnVZ58YT+ujpEdelAOigkDFqkokdWdNahRjdBAA9IRFrhWLFat1xJThpuXJdyTjTKwAAQGeEQ0bPLwzptQe7rktBjyAUAwLu/nZB37+/o1/76Dxz+wGfCYXETrFjoFMMAHrH/ojvAp1ivpcr15SM0ykGAAA65yMLI3pnLccFK0giFAMC749/sKyQkX7tBUYnAn7T6hQjFDuqhrUKEYoBQE942ClW4SDD7+gUAwAAnfbC6WE1mlZvLmdcl4IeQCgGBFijafX/fW1Zn7o4oemhuOtyAHRYyBjVmZ94ZM2mVZgOWgDoCQk6xQIjW64rRacYAADooI8stFbGsFcMEqEYEGjfur2ttUxZv/4iXWKAH/WFjeoNQrGjaljGJwJArxiIslMsKHLlmlJ0igEAgA4aSUR1djzBXjFIIhQDAu1/fXVJQ/19+sWnp1yXAuAE9IVDqjWarsvwrGaz1W0HAHAvEWt3ilXoFPOzSr2hSr3J+EQAANBxL5wa0WuLu+xeB6EYEFR7xar+/bUNfe7Ds4r3hV2XA+AERMIh1RifeGSNplWYd0oA0BNikZBChk4xv8uVW///JhmfCAAAOuxjZ0aULlR1d7vguhQ4xlEPEFBffn1F1XpT/9GLC65LAXBC+kJGdTrFjozxiQDQO4wxSkQjdIr53LuhGJ1iAACgsz52dlSS9Mq9HceVwDVCMSCArLX60veX9Nz8kJ6dG3JdDoATEmGn2LHUGk310SoGAD1jIBamU8zn9opVSdLwAJ1iAACgs86NJzSWiOr79wnFgo6THiCAXl/a042NnH7jY6dclwLgBLXGJ9IpdlS1OqEYAPSSRDSiQpVOMT/bK9YkScMDUceVAAAAvzHG6MUzI3qFUCzwOOkBAuhL33+ggWhYv/LhWdelADhBrfGJdIodVa1hCcUAoIcMxMIqVugU87PddqfYCKEYAAA4AR87M6qlnZLWM2XXpcAhTnqAgMmVa/rTN9b0d5+b1WCMWf2An/WFQ6qxU+xIrLWqNpqKRnirBAC9IhGNKE8o5mu77U6xEcYnAgCAE/DS/l4xusUCjZMeIGD+5IerKtUa+s2PMzoR8LtIOKQanWJHUm+2/neLho3jSgAA+xKxiIqMT/S1vWJVISOl4oRiAACg856ZSWkgGiYUCzhCMSBgvvTKA12eTur5+SHXpQA4YX1hozo7xY5kv8OO8YkA0DsGomEVqnSK+dlOoaqh/j6FQlxKAQAAnRcJh/TCqRF9/x6hWJBx0gMEyNsrGb29ktVvvnRKxvBBE/C7SCjETrEjqtVb/7sRigFA70hEIypW6BTzs71iTSMJ9okBAICT87Ezo7qxkVOmVHNdChzhpAcIkH/z/QeKRUL61Y/MuS4FQBf0hQ07xY6out8pxk4xAOgZAzE6xfxut1jVyAChGAAAODkfOzsia6XXFnddlwJHOOkBAqJQqetPfriqX35uRkP9zOgHgiASNg93Y+Fw9kMxdooBQO9IRCMqVOqylmebX+0WaxoZ4LMKAAA4OR9ZGFEkZPR99ooFFqEYEBB/9uaq8pW6fvOlU65LAdAlkVBIjaZVk2Ds0Mq11niueF/YcSUAgH3JeERNKxWrjFD0q90CnWIAAOBk9UfDenZuSK+wVyywCMWAgPifvvtAl6YG9eLpEdelAOiSaHv0X63JCMXD2g/FYhFCMQDoFfvTDrJl9j/4kbVW6UJF48mY61IAAIDPvXR2VG8uZx5+9kewEIoBAfDG0p7eWsnoH/zEaRnDKDAgKCKh1j/v9QadYof1bqcYb5UAoFek2qEYS9H9KVOqqdawGh8kFAMAACfrpTOjqjaa+uHSnutS4AAnPUAA/H++u6iBaFi/+pE516UA6KJIuPWYJxQ7vHKt1V3H+EQA6B2peLtTrFR3XAlOwna+IkkaH2R8IgAAOFkfOzuqkJG+cyftuhQ4QCgG+Nxesao/fWNVv/qROSXjLK0GgqQv3OoUY3zi4bFTDAB6z8PxiXSK+dJmrhWKTdApBgAATthQf5+uzA4RigUUoRjgc3/8g2VV6k39px8/7boUAF0Wa+8Uq9QJxQ7r3U4x3ioBQK9I9UckMT7Rr7bzVUlipxgAAOiKT54f0+tLuypV2SsWNJz0AD7WbFr96+890EdPj+iZ2ZTrcgB0WSzS6nKqsDj20B52ikXoFAOAXvFwfGKZUMyPtnP74xMJxQAAwMn7ifNjqjWsfrC467oUdBmhGOBjf3tnW/e2C/oHP0GXGBBE+11OdIodXrnO+EQA6DXJOJ1ifradrygcMhruZ+Q7AAA4eR87M6pwyOg7d7ddl4IuIxQDfOx/+u6iRhNRffZD065LAeDAfqdYmU6xQ9sfnzAQIxQDgF4RCYc0GIsoW6q7LgUnYDtf0fhgVKGQcV0KAAAIgMFYRM/PD+nb7BULHEIxwKfWMiX9xTub+vUX5x8ejAMIlhidYkdWqLRDMTrFAKCnpOIRxif61Ha+yuhEAADQVZ84P6Y3lzPKV7h0FSSEYoBP/ZvvL6lprf6TlxidCATVw51ihGKHVqzWFYuEFAnzVgkAekmqv4/xiT61nilrKhV3XQYAAAiQT5wbV6Np9cr9HdeloIs46QF8qFpv6n/+3gP97KUJnRobcF0OAEdikdZjnvGJh1eo1pWIRVyXAQB4j1R/n7KEYr60kSUUAwAA3fXR0yPqCxt9lxGKgUIoBvjQy2+taTtf0W//5FnXpQBwKN5Hp9hRFSsNJdgnBgA9JxXvU7bMeBu/qdQbSheqmiYUAwAAXdQfDesjp0bYKxYwhGKAD/2rb9/XuYmEPnVh3HUpAByiU+zoCtW6ElE6xQCg1wzRKeZLm9mKJGl6iJ1iAACguz5xbkxXVzOM6A4QQjHAZ15/sKs3lvb0W584o1DIuC4HgEN0ih1dodLQQJROMQDoNan+CKGYD61ny5LE+EQAANB1nzg/pqaVvn+PvWJBQSgG+Mwffvu+BmMR/dpH512XAsCxWF/rMV+hU+zQ2CkGAL0pFe9TrlJXo2ldl4IOWs+0QrGZoX7HlQAAgKD5yKlhxftC+tvb265LQZcQigE+spkt68/fWtOvvzivQQ5zgcCLR+gUO6oinWIA0JOG+vskiW4xn9lod4qxUwwAAHRbLBLWS2fH9C1CscAgFAN85F9/74HqTavf+sQZ16UA6AF9YSNj6BQ7ily5pmS8z3UZAID3GE1EJUk7xarjStBJ65my4n0hpfq52AcAALrvpy+O6/ZmXqt7JdeloAsIxQCfqNab+tffe6CfvTShM+MJ1+UA6AHGGMUiITrFjiBbritFKAYAPedhKFYgFPOT9WxZ06m4jGEnMgAA6L5PXZyQJH3rFt1iQUAoBvjEy2+taTtf0W//5FnXpQDoIfG+sMp0ih1Ko2mVr9SVjHNbHQB6zX4ols4TivnJyl5Js8PsEwMAAG5cmhrUZDKmv7615boUdAGhGOAD1lr9q2/f17mJhD51Ydx1OQB6CJ1ih5ev1CWJUAwAetDYIJ1ifrSyW9IcoRgAAHDEGKNPXZzQt25vq9G0rsvBCSMUA3zgtQe7emNpT7/9yTMKhRg5AuBddIodXrZUkyTGJwJAD3p3fGLFcSXolEq9oc1cRXMjhGIAAMCdn740rr1iTVdXM65LwQkjFAN84F/+zT0N9ffpf/PRedelAOgx8UhY5RqdYoeRK7c6xVL9dIoBQK+JRcIajEWUplPMN9b2ypKk+ZEBx5UAAIAg+8n29K2/Ya+Y7xGKAR73IF3UV6+u6z/++CkNRDnABfCjBmJhFekUO5RcudUplqRTDAB60mgiyvhEH1neLUkS4xMBAIBT44MxXZlN6a9vslfM7wjFAI/7H/72nsIho9/+5BnXpQDoQQPRsIrtHVk4mGyZnWIA0MsIxfxlZa8oSZpnfCIAAHDsUxcn9NqD3Ye7xuFPhGKAh2VKNf3Rq0v6u8/NaioVd10OgB40EI2oUKVT7DDYKQYAvW0sEVU6TyjmFyu7JYWMND3E5xkAAODWT18aV61h9b27adel4AQRigEe9m++/0DFakP/2afOui4FQI9KRMMqVrnhdBi7xdZB68hA1HElAIDHoVPMX5b3SppOxdUX5ngCAAC49dHTI+rvC7NXzOd41wl4VK3R1P/7b+/rk+fHdGV2yHU5AHrUQCyiQoVOscPIlGoKGcYnAkCvGh1shWLWWteloAOWd0uaHxlwXQYAAIBikbB+4tyo/oq9Yr5GKAZ41MtvrWk9W9bv0CUG4H3QKXZ4u8Wqhvr7FAoZ16UAAB5jLBFVtdFk14NPLO0UNT/KPjEAANAbfubShO5tF3R/u+C6FJwQQjHAg6y1+hd/c1fnJhL62UuTrssB0MMGohEVqw01m9ymP6i9Yo3RiQDQw0YTMUlihKIPlGsNrWXKOjOWcF0KAACAJOnnL09Jkr5xfdNxJTgphGKAB3337o7eXsnqd37qHJ0MAN5XIhaWJJVqjFA8qL1iTUMDfa7LAAA8wViidXEhTSjmeUs7RUnS6THGJwIAgN5wamxAFyYH9Zc3CMX8ilAM8KD/7q/vaCwR1d9/Yc51KQB63EC0tRerwAjFA9srVekUA4AeNtoOxXbyhGJet5jeD8XoFAMAAL3j5y9P6rt304zr9ilCMcBj3lnL6ps3tvTbnzyjeF/YdTkAetx+p1ixQqfYQe0Wahrup1MMAHrVw1CMTjHPu59u7eo4PUqnGAAA6B0/99Skag2rb93adl0KTgChGOAx/91f3dFANKx/8InTrksB4AF0ih3eXrHK+EQA6GETydZOsc1c2XElOK7FdFGpeETDPHcBAEAPefHMiJLxiP6SvWK+RCgGeMjSTlF/+uaafvOlUxpmtBeAA0i0Q7FilU6xgyjXGipUGxofjLkuBQDwBPG+sIYH+rSRrbguBce0uFPU6bGEjGFPMgAA6B194ZB++tKEvnFjU82mdV0OOoxQDPCQ//5b9xQy0u986qzrUgB4RH+0PT6RUOxA0u1RXGMJLh4AQC+bSsa1kaVTzOsW0wWdHmN0IgAA6D0//9SktnIVXV3Nui4FHUYoBnjETqGqL73yQJ/78JxmhvpdlwPAI97dKcb4xIPYybdDMTrFAKCnTaZi2szRKeZltUZTy7slQjEAANCTfvapCRkjff36hutS0GGEYoBH/OG376tca+oLP3POdSkAPCTxcKcYnWIHsV1oHbCO0ikGAD1tMhnXJp1inra0U1SjaXVmLOG6FAAAgB8zNhjT8/PD7BXzIUIxwAOK1br+8Dv39YtPT+nCZNJ1OQA8ZODh+EQ6xQ4i3e4UGx8kFAOAXjbV7hRjx4N33dkqSJIuTA46rgQAAODxfuHypN5YzmiLCQW+QigGeMD/8sqS9oo1/R9+li4xAIeTiLU6xXJlQrGDSOdbb3QZnwgAvW0qFVe9abVTrLouBUd0ZysvSTo3QSgGAAB60y88PSVJ+vo7jFD0E0IxoMdV6039i7++q4+dGdFHT4+6LgeAx8T7wopGQsqWa65L8YSdQlWxSEiJdocdAKA3TaValxc2GKHoWXc285pIxjTU3+e6FAAAgMd6eiap+ZF+ffXquutS0EGEYkCP+/Lry1rNlPWPf+6C61IAeFQq3ken2AFt56saH4zJGOO6FADA+5hIxiVJm1lG2XjV3e2Czk+wTwwAAPQuY4w+c2Vaf3s7rRyXjX2DUAzoYfVGU//tN+/oQ3ND+plLE67LAeBRqXhE2RJv3g5iK19hnxgAeMB+p9hmjk4xL7LW6vZmXucZnQgAAHrcZ65Mq9po6ps3tlyXgg4hFAN62J+9uabFdFG/+/MX6FoAcGTJ/j5l6RQ7kM1s+WH3AQCgd00k98cn0inmRTuFqjKlGqEYAADoeR89PaKxRJQRij5CKAb0qGbT6vf/8raemkrq0+2ljgBwFKl4hDb/A9rKVTTZ7j4AAPSuWCSs0USUnWIedWerIEk6P0koBgAAels4ZPTpZ6b0zRtbqtQbrstBBxCKAT3q319b163NvP7xz19QKESXGICjS8X7GJ94ALVGU+lCVZNJQjEA8ILJZIxOMY+6vZmXJJ0bZ6cYAADofZ+5Mq18pa5v3067LgUdQCgG9CBrrf5f37its+MJ/fKHZlyXA8DjUv0RxicewHa+dbA6yfhEAPCEyVScnWIedXMjp0Q0rLnhftelAAAAfKBPXhjTYCzCCEWfIBQDetA3b2zp6mpW/+hnzytMlxiAY0rF+xifeACb2f1QjE4xAPCCqWRM6xlCMS+6sZ7TxakkEzEAAIAnxCJh/exTE/ratQ01mtZ1OTgmQjGgx1hr9c++cUtzw/361Y/MuS4HgA8k4xGVa01mX3+AzVw7FGOnGAB4wsxwv7byFVXrTdel4JBubuR0eTrpugwAAIAD+8yVaaULVf1gcdd1KTgmQjGgx/zt7bRef7CnL/zsefWF+UcUwPGl+vskSTlGKL6v/RFcUynGJwKAF8wP98ta0S3mMdv5itKFqi5NEYoBAADv+LnLk4qGQ/p3bzNC0es4cQd6iLVW/4+/uKmZobj+oxfnXZcDwCdS8f9/e/cdX1V9/3H8/ckmJCRAQiBhQ9gCAioKLhT3tnW1dthla7XVLrvttq2ttVV/trXVukfdG7eoKDJk7x0IEBISyB73+/vjXmrEQAIk+d577uv5ePAgubnjfU5uzvee8/mOcFFsVw1TKO7Ptl11SjCpZ9cU31EAAG1Q0D28HlVRebXnJDgQK7buliRGigEAgJiSkZqk44bl6vlFxQoxhWJMoygGRJGZq3Zo7oad+saJQ5WalOg7DoCAyExLksRIsdYUl9eoV2aakhilCwAxoSA7XBTbvLPGcxIciD1FsWEUxQAAQIw5e1wfbd1VqzlMoRjTuOoDRIk9o8TyGSUGoJ3tmT5xVy0jxfanuKJWvbOYOhEAYkWf7PAxe3M5RbFYsmLrbvXsmqKcDNbwBAAAseWkkXlKTUrQswu3+I6CQ0BRDIgSb64s0fyN5bpqGqPEALSvj6ZPZKTY/hRX1Cg/m6IYAMSK1KRE5XVLVREjxWLKim27NZxRYgAAIAZlpCZp2oheen7RVjUxhWLMoigGRIHwKLFVKsjuok9P7Oc7DoCA2TN9IiPF9s05Fx4p1q2L7ygAgANQkN2F6RNjSCjktHLbbg3LoygGAABi01lj87Wjsk7vry31HQUHiaIYEAXeWFGiBZvKdfW0oUpJ4s8SQPvqnp4iSSqvpii2L7tqGlVd38RIMQCIMQXd05k+MYasK61SdX2TRud38x0FAADgoEwb0UvpKYl6ZmGx7yg4SFx9Bzzbs5ZYvx5ddOFE1hID0P66pCQqLTlBO6vrfUeJWsW7whdUWVMMAGJLQXYXFVfUKMT0NTFh8eYKSdLo/CzPSQAAAA5Ol5REnTQyTy8uLlZDU8h3HBwEimKAZ68t366FRRW6+sRCJSfyJwmgY3RPT1FZFUWxfSkur5Uk9aEoBgAxpaB7FzU0OW3fXec7Ctpg6ZZdSklMUGFehu8oAAAAB+2ssX20s7pB765hCsVYxBV4wKNQyOnPL69U/x7pOn9Cge84AAKse3qKyhkptk9bKsIjxfpksaYYAMSSvtnh4/bm8mrPSdAWS7bs0vDemXQGBAAAMe34YbnKTE3Sswu2+I6Cg8AnUcCjFxZv1ZItu3TtdEaJAehYPboyUmx/inbWKCnBlNeNkWIAEEsKuoeLYkU7WVcs2jnntGRLBeuJAQCAmJeWnKjpo/P04pKtqm1o8h0HB4ir8IAnjU0h/enlFRqWl6FzxjFKDEDH6t41RTurG3zHiFpFO2uUn91FiQnmOwoA4AAUZFMUixXFFbXaWd1AUQwAAATC+YcXaHdto15bvt13FBwgimKAJ4/P26y1JVX67inDuQgLoMN1T0/WTqZP3KeindXq252pEwEg1nRNTVL39GRtLqcoFu2WbNklSRqVn+U5CQAAwKE7ZkiO8rql6vF5Rb6j4ABRFAM8qGts0l9eWalx/bI1fVSe7zgA4kD39BRV1DSosSnkO0pUKtpZQ1EMAGJUvx7p2lTGmmLRbvHmCplJI/tk+o4CAABwyBITTOeNL9AbK0pUWlnnOw4OAEUxwIP739uoLRW1+v6pw2XGKDEAHa9H1xQ5J1XUMIXi3mobmlSyu059u6f7jgIAOAgDenbV+tIq3zHQikWbKzQ0N0PpKUm+owAAALSLCyb0VWPI6ZkFW3xHwQGgKAZ0sqq6Rt32+mpNGdpTU4bm+I4DIE5075oiSawr1oI9U24xUgwAYtOgnunavLNG9Y2Mho5Wzjkt2FSu8f2yfUcBAABoN8N7Z2pUn256fP5m31FwACiKAZ3s32+vU2lVvb57ynDfUQDEke7pyZLEumItKNq5pyjGSDEAiEUDc7oq5KSNTKEYtYp21qi0ql7jKIoBAICAuWBCgRYWVWj19t2+o6CNKIoBnai8ul7/eGutpo/K0+H9u/uOAyCOdE8PjxQrq6Iotrc969AwUgwAYtPAnK6SpPU7mEIxWi0oKpckRooBAIDAOWd8vhITTI/PY7RYrKAoBnSiW19brar6RkaJAeh0PfZMn0hR7BM2llUrJSlBvbul+Y4CADgIA3tGimKsKxa1PtxYrpSkBA3vnek7CgAAQLvqlZmmYwtz9OT8zQqFnO84aAOKYkAn2VRWrXtmbdCnJ/bjZBBAp9szUow1xT5p/Y4qDeiRroQE8x0FAHAQuqcnq1taktYxUixqLSgq15j8bkpO5BIEAAAIngsm9NWWilrNWlvqOwragE+kQCe5acYKJSRI104f5jsKgDjUJSVRackJKq2s8x0l6mwordaAyCgDAEDsMTMNyunKSLEo1dgU0qLNFawnBgAAAuuUUXnK6pKshz7Y5DsK2oCiGNAJFhVV6KkPt+jLUwerdxbTcwHwIzczVTsoin1MKOS0oaxKA3um+44CADgEA3O6av2Oat8x0IKV2ypV2xBiPTEAABBYacmJOv/wAr20eCtruccAimJAB3PO6bfPL1OPrin62vGDfccBEMd6ZaaphKLYx2zfXafahpAGUBQDgJg2sGdXbamoUW1Dk+8o2Mu8jTsliaIYAAAItEuO7Kf6ppAen1fkOwpaQVEM6GBvrCzRrLWl+tZJhcpMS/YdB0Acy81IVcluimLNbYhMtcX0iQAQ2wbldJVz4XV8EV3mbtipnIxU9e9BBxQAncvMTjOzFWa22syub+HnI8xslpnVmdl3fWQEEBwjenfT+H7ZeuiDTXLO+Y6D/aAoBnSgppDTjc8v18Ce6br0yP6+4wCIc7mZqdpOUexjNpSGL54OpCgGADFtYE74OL5uB+uKRZs5G8o0aUB3mZnvKADiiJklSrpN0umSRkm61MxG7XW3MknXSLqpk+MBCKhLj+yn1dsrNXfDTt9RsB8UxYAO9NjcIq3YtlvfP22EUpL4cwPgV25mqsqrG1TXyNRSe6wrrVJyoik/m/UeASCWDYp0blhfSlEsmmzbVatNZTWaNLC77ygA4s+RklY759Y65+olPSTp3OZ3cM5td859IKnBR0AAwXPW2Hx1TUnUQx9s8h0F+8FVeqCDVNU16qYZKzS+X7ZOH9PbdxwAUK/MVElSaSWLvu6xZnulBvTsqqREPhIBQCzLSk9W9/RkRopFmTnrw72kJw3s4TkJgDhUIKn5VemiyG0A0GG6pibpnPH5enbhFu2qpd4erbgCBHSQO95co+276/Szs0cxVQiAqJAbKYoxheJH1u6o0uAcpk4EgCAY2itDq7ZV+o6BZuZsKFNacoJG53fzHQVA/GnpQsxBL/JjZl81szlmNqekpOQQYgEIukuO6K/ahpCe+nCL7yjYB4piQAco2lmtf7y1VueOz9eE/kwVAiA67CmKlVAUkyQ1NoW0obRKQ3pl+I4CAGgHhXmZWrltNwubR5G5G3ZqXN9sJTMiG0DnK5LUr9n3fSUd9BVq59w/nHOTnHOTcnNzDzkcgOAa2zdLo/O76b5ZG/hcGqX4ZAp0gN+/uEJm0g9OG+E7CgD8D0Wxj9u0s0YNTY6RYgAQEMN6ZWhXbSMjoqNEdX2jlmzZpSOYOhGAHx9IKjSzQWaWIukSSU97zgQgDpiZPn/0QK3YtlvvryvzHQctoCgGtLO5G8r0zIIt+tpxQ5Sf3cV3HAD4n5wMimLNrdkenmKLkWIAEAzDemdKklZu2+05CSRp3oZyNYWcJg5k5gwAnc851yjpm5JekrRM0iPOuSVmdqWZXSlJZtbbzIokXSfpJ2ZWZGbM9wrgkJ0zPl/Z6cm6Z9Z631HQgiTfAYAgCYWcfvHMUvXulqavHT/YdxwA+JjkxAT16Jqi7btrfUeJCmtKIkWxHIpiABAEw/L2FMUqdWwhU1v59t7aUiUmGCPFAHjjnHte0vN73XZHs6+3KjytIgC0q7TkRF08qZ/ufHudtpTXMHAiyjBSDGhHT8zfrIVFFfrB6cOVnkLNGUD0yc1IZaRYxNqSKuVkpCgrPdl3FABAO8jJSFWPrilaxUixqDBrbanG9s1SRirnRQAAIP58dvIAhZzTA+9v9B0Fe6EoBrSTqrpG/eGl5RrXL1vnjivwHQcAWpSbmaqSSopikrRq+24NyWWUGAAESWGvDKZPjAJVdY1asKlckwf39B0FAADAi3490nXSiDw9OHuj6hqbfMdBMxTFgHZy2+urtW1XnX521iglJJjvOADQol7dUrWtgukTnXNata1SwyPrzwAAgmF470yt2lYp55zvKHFt7oadagw5HU1RDAAAxLEvHDNQpVX1en5Rse8oaIaiGNAO1pZU6p8z1+rCCX01cQALSQOIXvlZXbRtd50am0K+o3hVXFGr3XWNKsyjKAYAQVKYl6nddY0qpgOIV7PWliopwTg3AgAAcW3K0J4anNtVd7+znk5bUYSiGHCInHO64ZmlSktK1PWnj/AdBwD2q092mppCTtvjfF2xFZGptYZTFAOAQBnWKzwtLlMo+jVrTanG9ctWV9YTAwAAcczM9MUpg7SgqEJzNuz0HQcRFMWAQzRj6Ta9tbJE104fptzMVN9xAGC/8rO6SJKKK2o8J/FrVeRi6bA81hQDgCAZFunssGpbpeck8auyrlGLNlcwdSIAAICkT03oq+7pyfr7m2t9R0EERTHgENQ2NOmXzyzV8LxMfe7oAb7jAECr8rPDRbEt5fE9rdSKrZXqlZmq7PQU31EAAO2oe9cU5WamMlLMo/fXlqop5HT0EIpiAAAAXVISdfnRA/XKsm1aU0LHrWhAUQw4BLe/sUaby2v0y3NHKymRPycA0a9PdpokRoqt2r5bw3szdSIABNHwvEwt30pRzJeZq3YoLTlBkwaynhgAAIAkfe7oAUpNStCdMxktFg24ig8cpI2l1brjzTU6d3y+jmJqEAAxoltasjJSk+J6pFhTyGnVtkoV9qIoBgBBNLqgm1Zs3a36xpDvKHHprZUlmjy4p1KTEn1HAQAAiAo5Gam6cGJfPTZvs0rifI33aEBRDDgIzjn94pklSk4w/eiMkb7jAMAB6ZOVpi3l8TtSbH1plWoamjSyD0UxAAiiMflZqm8KMYWiB5vKqrV2R5WOK8z1HQUAACCqfHnqIDU0hXTPrPW+o8Q9imLAQXhpyTa9uny7vn3yMOV1S/MdBwAOSH52FxVXxO9IsaVbdkmSRuV385wEANARDivIkiQt2VLhOUn8mblqhyTpuGE5npMAAABEl8G5GZo+Mk/3vrdB1fWNvuPENYpiwAGqrGvUDU8v0cg+3fTFKQN9xwGAA5afnRbXa4otLd6l5ERj+kQACKj+PdKVmZqkxZt3+Y4Sd2auKlGfrDQNyc3wHQUAACDqfO34wSqvbtAD72/0HSWuURQDDtCfZqzQtt21+u35Y5SUyJ8QgNjTJ6uLdlTWq66xyXcUL5YV79KQ3AylJHEMB4AgSkgwjcrvpkWbGSnWmRqbQnp79Q4dV5grM/MdBwAAIOpMHNBDkwf30N/fWqvahvi8JhMNuBoEHICFReX6z7vr9dmjBujw/t19xwGAg9InKzzt69Y4nUJx6ZZdTJ0IAAF3WEGWlhXvUmNTyHeUuLGgqFy7axt1LFMnAgAA7NM1JxWqZHedHv5gk+8ocYuiGNBGjU0h/eiJReqZkarvnTbcdxwAOGgF2V0kSZt3xt8UiiW767R9d51G9aEoBgBBNqYgS3WNIa0pqfIdJW68tny7EhNMxw7N9R0FAAAgah09uKcmDeiuO95cE7cz+PhGUQxoo3tmbdDizbv087NHqVtasu84AHDQ+vVIlyRt2lntOUnnW1YcXl+GohgABNuYgvBxnikUO8+ry7Zr0oDuykrnXAkAAGBfzEzXnFSo4opaPTZ3s+84cYmiGNAGxRU1+tOMFTpheK7OPKyP7zgAcEj6ZKUpKcG0oTT+imJ7Lo6Ozs/ynAQA0JEG5WQoPSVRiymKdYqindVavnW3Th6Z5zsKAABA1Du2MEfj+mXr9jdWq4HpvjsdRTGgFc45/eSJxWpyTr86dwyLRgOIeUmJCSro3kUbyuKwKFZUoYE90+nFDgABl5hgGtWnG0WxTvL68u2SpGkje3lOAgAAEP3MTNdMG6qinTV6Yh6jxTobRTGgFU8v2KJXl2/Xd08Z/r8pxwAg1vXvka6NcThSbGFRuQ7rm+07BgCgE4wpyNLS4l1qCjnfUQLvlWXbNSinq4bkZviOAgAAEBOmjeilMQXd9NfXVqm+kdFinYmiGLAfOyrrdMPTSzS+X7a+OGWQ7zgA0G4G9EzXxjgbKVayu05bKmo1toCpEwEgHoztm6Xq+iat3Lbbd5RAq6pr1Kw1pTppBKPEAAAA2srM9N1ThqtoZ40enL3Rd5y4QlEM2I8bnl6iyrpG/eFTY5WYwLSJAIJjQI+uqqhpUEV1g+8onWbPFFpj+1IUA4B4MGlAD0nS3A07PScJtrdX71B9U4ipEwEAAA7Q8cNydeSgHvrba6tVXd/oO07coCgG7MOMJVv17MJiXTOtUMPyMn3HAYB21b9neDrYDWVVnpN0ngVF5TKTRjNSDADiQr8eXZSTkap5FMU61Iwl29QtLUlHDOzhOwoAAEBMMTN9/9Th2lFZp7veWe87TtygKAa0oKKmQT95crFG9ummK08Y4jsOALS7AXuKYnG0rtiiogoNyc1QRmqS7ygAgE5gZpo4IFtzN1IU6ygNTSG9smybTh6Vp+RELi8AAAAcqEkDe2jaiF76+5tr4mo2H5/41Aq04DfPLVVpVb3++KmxnNwBCKR+3cNFsXhZV8w5p/mbyjWub7bvKACATjRxQHdtKK1Wye4631ECadaaUlXUNOiMMX18RwEAAIhZ3z1luHbVNuqOt9b4jhIXuNoP7OX15dv1yJwiffW4wRrDFFsAAqprapJyMlK1oTQ+pk/cUFqtsqp6TRzQ3XcUAEAnmsi6Yh3qhcXF6pqSqKmFOb6jAAAAxKxR+d10zrh83fXOOhVX1PiOE3gUxYBmyqvr9YPHFmp4Xqa+dVKh7zgA0KEG9EyPm+kT50WmzpowINtvEABApxpT0E0piQn/awfQfhqbQpqxZJumjcxTWnKi7zgAAAAx7XunDlcoJP3xxRW+owQeRTGgmZ8+tURlVfX600XjOLEDEHgDeqZrfZyMFJu7YacyUpNU2CvTdxQAQCdKTUrUYX2zNGd9me8ogTN7fZlKq+p1xpjevqMAAADEvH490nXF1EF6fP5mLSwq9x0n0CiKARHPLNiiZxZs0bdPLmTaRABxYWivDG3bVaddtcFfyHXexnKN75etxATzHQUA0MkmDeiuxZt3qbahyXeUQHlx8ValJSfo+OG5vqMAAAAEwlUnDlFORop+9exSOed8xwksimKApO27avXTpxZrfL9sXXn8EN9xAKBTDM3NkCSt2V7pOUnHqqxr1IqtuzSB9cQAIC5NGNBd9U0hLdlS4TtKYDSFnF5YvFUnDOul9JQk33EAAAACITMtWddNH64P1u/UC4u3+o4TWBTFEPecc/rBYwtV29CkP100TkmJ/FkAiA9De4WLYqsDXhRbuKlcISdN6J/tOwoAwIMJ/cOdIj5Yz7pi7WXWmlKV7K7TOePzfUcBAAAIlIuP6KcRvTP1uxeWMdNBB+HqP+LeQx9s0usrSnT9aSM0JDJqAgDiQf8e6UpJTAh8UWz2+jKZSYf3Z6QYAMSj3MxUDe2VoVlrSn1HCYynPtyszNQkTRvRy3cUAACAQElMMP3kzFHaVFajO2eu9R0nkCiKIa6tKanUL59ZqilDe+pzRw/0HQcAOlVSYoIG5XQNfFHs/bVlGtWnm7K6JPuOAgDwZMqQnpq9rkz1jSHfUWJebUOTXly8VaeO6a205ETfcQAAAAJnamGOTh/TW7e+vlqbyqp9xwkcimKIW3WNTbrmwflKS07Qnz49XgkJ5jsSAHS6ob0ytLokuEWx+saQ5m3cqSMH9fAdBQDg0ZShOappaNL8jUyheKheW75du+sadd74At9RAAAAAuunZ41Sgpl+8cxS31ECh6IY4tZNL63Qki279PsLx6p3VprvOADgxZBeGdpYVh3YeaoXbS5XXWNIRw3q6TsKAMCjowb3VIJJ76ze4TtKzHvqw83KyUjV0UNoWwEAADpKfnYXfeukQr2ybJteWbrNd5xAoSiGuPTmyhL9c+Y6XT55gE4Z3dt3HADwprBXhpyT1pZU+Y7SId5fVyZJOmIg64kBQDzL6pKssX2z9TZFsUNSUd2g15eX6OxxfZTITBsAAAAd6oqpg1TYK0M3PLNENfXB7MzsA0UxxJ0dlXX6ziMLNCwvQz8+c6TvOADg1dBeGZIU2CkU319bpsJeGeqZkeo7CgDAsylDe2pBUYV21zb4jhKznl20RfVNIaZOBAAA6ATJiQn61XljVLSzRn97bZXvOIFBUQxxxTmn7z26QLtqG/TXSw9nYWgAcW9QTlclmLR6227fUdpdQ1NIczfs1FGDWU8MABBeV6wp5PT+2jLfUWLWI3OKNCwvQ2P7ZvmOAgAAEBcmD+6pCyf01d/fWqslWyp8xwkEimKIK/96e51eX1GiH58xUiN6d/MdBwC8S0tO1MCcrlpaHLyi2MKiclXWNWrKkBzfUQAAUWBC/+5KTUrQO2uYQvFgrNi6Wws2leuiSf1kxtSJAAAAneWnZ41U9/QUff+/C9XQFPIdJ+ZRFEPcmLuhTDe+sFynjMrT544e4DsOAESN0flZWla8y3eMdvf2qlKZSUcP6ek7CgAgCqQlJ+rIQT30DuuKHZRH5mxScqLp/MOZOhEAAKAzZaen6NfnjdaSLbv0j7fW+o4T8yiKIS6UVtbpqvvnKz+7i/746XH0bASAZkbnd9Pm8hrtrKr3HaVdvbN6hw4ryFJ2eorvKACAKDFlaI5WbqvU1opa31FiSn1jSE/M36yTR+axTicAAIAHp43pozMO661bXlml1duDN9tPZ6IohsALhZyufWSByqrrdftnJiirS7LvSAAQVUb1CU8nuzRAo8Wq6ho1b+NOTRnK1IkAgI+cOLyXJOm15ds9J4ktry7bprKqel10RD/fUQAAAOLWL84Zo/TURH3/vwvVFHK+48QsimIIvFtfX623Vpbo52eP0pgCFoQGgL2Nzo8UxbYEpyg2e12ZGkNOUymKAQCaGZaXoX49uujlpVt9R4kpD8/ZpN7d0nRcYa7vKAAAAHErNzNVN5w9WvM2luuON9f4jhOzKIoh0N5ZvUM3v7JS543P12VH9vcdBwCiUs+MVPXulqYlWyp8R2k3M1ftUGpSgiYO6O47CgAgipiZpo/srXfWlKqqrtF3nJiwsbRab64s0UWT+ioxgWnoAQAAfDp3fL7OHNtHN7+8UouKgnMdpzNRFENgFVfU6FsPzdeQ3Az95vzDWEcMAPZjVH43LQnQSLE3Vm7XkYN6KC050XcUAECUOXlUL9U3hjRz1Q7fUWLCfe9vUIKZLjtqgO8oAAAAcc/M9JvzxignI1Xffni+auqbfEeKORTFEEi1DU362r1zVdsQ0h2fnaCuqUm+IwFAVBud301rSipV2xD7H6Y2lFZpbUmVpo3o5TsKACAKHTGwh7qlJemVZdt8R4l6NfVNeviDTTp1dJ56Z6X5jgMAAABJ2ekpuunT47SmpEo3vrDMd5yYQ1EMgeOc04+eWKSFRRW6+eLxGtor03ckAIh6o/O7KeSk5Vt3+45yyN5YUSJJOnE4RTEAwCclJyboxBG99Nry7SxQ3opnFmxRRU2DLp880HcUAAAANDO1MEdfnDJQ/5m1Qa8tp7PXgaAohsD59zvr9fi8zbr25GGaPirPdxwAiAmj87MkSYuKyv0GaQevLd+uwTldNTCnq+8oAIAodfLIPJVV1Wv+xp2+o0Qt55z+M2u9huVlaPLgHr7jAAAAYC8/OG2ERvbppuseWaAt5TW+48QMimIIlHdW79Bvn1+mU0bl6eppQ33HAYCY0bd7F+VkpGj+xnLfUQ5JTX2TZq0t1QmMEgMA7Mfxw3OVlGB6mSkU92nexnIt2bJLlx89kPWZAQAAolBacqJuu+xwNTSGdPWD89XQFPIdKSZQFENgbCqr1lUPzNPgnK7688XjlZDAiRsAtJWZaUL/7pob4z3m312zQ/WNIdYTAwDsV7e0ZE0e3FMvLd4q55hCsSX/fmedMlOTdP7hBb6jAAAAYB8G52bodxeO1dwNO3XTjBW+48QEimIIhN21DfrKPXMUCjn983OTlJGa5DsSAMScCQO6a0NptXZU1vmOctBmLNmmjNQkHTGou+8oAIAod9bYPlpfWq1Fmyt8R4k6G0ur9cKiYl02uT/nVgAAAFHunHH5+sxR/fX3N9fqVWZCaBVFMcS8xqaQrnpgvlZvr9Ttn5nIGjIAcJAmDggXkmJ1CsWmkNMry7Zp2oheSk1K9B0HABDlTh/TRymJCXpy/hbfUaLOnW+vVWKC6Yopg3xHAQAAQBv89KxRGp3fTd9++EOt21HlO05UoyiGmOac08+eXqK3Vpbo1+eN0dTCHN+RACBmHVaQpaQE09wNsTmF4pz1ZSqtqtepo3v7jgIAiAFZ6ck6YXiunlm4RU0hplDco6yqXo/M2aTzxhcor1ua7zgAAABog7TkRN3x2YlKSjB95Z45qqxr9B0palEUQ0y7c+Y6PfD+Rn39hCG65Mj+vuMAQExLS07U6Pxumhej64q9uGSrUpISdMLwXN9RAAAx4rzDC1Syu06z1pT6jhI17pm1XrUNIX31uMG+owAAAOAA9OuRrtsum6B1O6p03cMfKkTHrxZRFEPMenHxVv32hWU687A++t4pw33HAYBAmDCguxYWlauhKeQ7ygFxzmnGkm06rjBHXVn7BADQRtNG9FJGapKe/HCz7yhRoaa+SffM2qCTRvRSYV6m7zgAAAA4QMcMzdGPzxipGUu36a+vrfIdJypRFENM+nBTub798HyN65utP100TgkJ5jsSAATChP7dVdsQ0rLiXb6jHJBFmyu0ubxGpzB1IgDgAKQlJ+q0Mb314uKtqm1o8h3Hu/vf36CyqnpdecIQ31EAAABwkL44ZaAumFCgv7yySs8sYP3cvVEUQ8xZvb1SX7xrtnIzU3Xn5ycpLTnRdyQACIwjB/WQpJibRuqZBVuUnGg6dRRFMQDAgTlvfIEq6xr12vLtvqN4VVPfpDveXKtjhvTUEQN7+I4DAACAg2Rm+t0Fh+mIgd31nUcXaM76Mt+RogpFMcSULeU1uvxf7ysxIUH3XnGUcjJSfUcCgEDJ65amwl4Zenv1Dt9R2iwUcnpmQbGOH9ZLWenJvuMAAGLM0UN6KjczVY/NLfIdxav73tugHZV1unb6MN9RAAAAcIhSkxL1j8snqSC7i75yzxyt31HlO1LUoCiGmFFWVa/L//W+Kmsb9Z8rjtDAnK6+IwFAIE0ZmqMP1pfFzDRSs9eXaeuuWp0zPt93FABADEpMMF00qa9eX7FdRTurfcfxorq+UXe8uUZTh+YwSgwAACAgundN0V1fOEKS9MW7P1BZVb3nRNGBohhiQmVdo75412wV7azRnZ+fpNH5Wb4jAUBgTR2ao9qGkOZt3Ok7Sps89eEWpack6uSRvXxHAQDEqEuP7C9JenD2Rs9J/Lh31gaVVtXr2umFvqMAAACgHQ3M6ap/fm6SNpfX6It3zVZlXaPvSN5RFEPUq2ts0pX3ztXiLbt062UTdNTgnr4jAUCgHTW4hxITTO/EwBSK9Y0hvbC4WKeMylN6SpLvOACAGNW3e7qmjcjTwx9sUn1jyHecTrW7tkF/f2utji3M0cQBjBIDAAAImkkDe+i2yyZo8ZZd+tq9c1TXGBszA3UUimKIanWNTfrGffP09uod+v2FYzV9VJ7vSAAQeJlpyRrfL1tvry71HaVVry3fpvLqBp07vsB3FABAjLv86AHaUVmvF5ds9R2lU93x5hqVVdXru6cM9x0FAAAAHWT6qDz94cKxemd1qb790IdqCjnfkbyhKIaoVd8Y0lX3z9ery7fr1+eN0acm9vUdCQDixpShOVpUVK6K6gbfUfbrkTlFyuuWqmMLc3xHAQDEuGOH5mhAz3TdN2uD7yidZkt5je6cuU7njs/XuH7ZvuMAAACgA104sa9+cuZIvbB4q65/bKFCcVoYoyiGqNTQFNI3H5inV5Zt06/OHa3PTh7gOxIAxJVjC3MUctLbUTyF4taKWr2xYrs+NbGvkhL5SAMAODQJCabPHjVAs9eXafnWXb7jdIqbXlohJ+l7pzJKDAAAIB58+djBuuakQj06t0g/fnJRXBbGuIKEqNPQFNLVD8zXjKXb9ItzRuvyowf6jgQAcefwftnq0TVFM5ZG7xRSj80rUshJF03q5zsKACAgPjWxr1KTEvSfd4M/Wmzx5go9Pn+zrpgySH27p/uOAwAAgE5y7cmFuurEIXpw9ib99KnFci6+CmMUxRBV6htDuubB+XpxyVb97KxR+vwxA31HAoC4lJSYoJNG9NJry7ervjHkO84nhEJOj8zZpMmDe2hAz66+4wAAAqJ71xR9amJfPTa3SFsran3H6TDOOf36uaXqnp6sb5w4xHccAAAAdCIz03dPGa6vnzBE97+/UT97aklcjRijKLaXB2dv1A8fj9/5NH2qqW/SV++doxcWb9VPzhypK6YO8h0JAOLaqaN7a3dto95bW+o7yie8s2aHNpRW65Ij+vuOAgAImCuPH6KQc7rjzTW+o3SYpxds0Xtry3TdKcPVLS3ZdxwAAAB0MjPT908drq8dP1j3vrdBP3hsoZripCZCUWwvxeU1enD2Jv3y2aVxN2zQp4qaBl3+r/f15soS/e6Cw/TlYwf7jgQAcW9qYY7SUxL10pLom0LxrnfWKycjVacf1tt3FABAwPTrka7zDy/Qg7M3qmR3ne847a6iukG/enapxvXN0mVH0rkEAAAgXpmZrj9thL59cniNsWsenB+VswW1N4pie7l2+jB9aeog3f3uet00Y4XvOHGhZHedLvnHe1pQVK5bL52gSzkxA4CokJacqOOH5erlpduiagT1uh1Vem35dn3mqP5KTUr0HQcAEEDfOHGoGppCunPmWt9R2t0fXlqusqp6/eb8w5SYYL7jAAAAwCMz07dPHqafnDlSzy0q1lfvnaOa+ibfsToURbG9mJl+cuZIXXZUf932+hrd9vpq35ECrWhntT59x7tav6NKd37+CJ05to/vSACAZk4d3Vvbd9dp/qZy31H+555Z65WcaPrMZDpRAAA6xqCcrjp7XL7ufW+DyqrqfcdpN/M27tQDszfqC8cM0piCLN9xAAAAECW+fOxg3XjBYXpzZYkuu/O9QH0G3htFsRaYmX597hhdcHiB/vjSCv377XW+IwXSwqJyXXD7uyqrqtd9Xz5Kxw/L9R0JALCXaSN7KTUpQU99uNl3FEnS7toGPTqnSGeNzVevzDTfcQAAAfbNE4equr5J/3o7GKPF6hqb9KPHFykvM03XnTLMdxwAAABEmUuO7K//+8xELd2ySxf+37vaUFrlO1KHoCi2DwkJpj98aqxOH9Nbv3x2qe5/f4PvSIHy4uJiXfT3WUpJStB/v36MJg7o7jsSAKAF3dKSdero3npy/mbVNvgfPn/fextVWdeoK6YM8h0FABBwhXmZOntcvu6cuU6by2t8xzlkf3lllZZv3a1fnTdGGalJvuMAAAAgCp02prce+MpR2lldrwtuf1cfRtHMQe2Foth+JCUm6JZLDtdJI3rpx08s1v+9scZ3pJjnnNPtb6zWlffN06g+3fTkVVM0LC/TdywAwH5cNKmfdtU26uWl27zmqKlv0p0z1+q4Ybk6rC9TPgEAOt71p4+QJP3u+WWekxyaD9aX6e9vrtHFk/pp+qg833EAAAAQxSYO6KHHvn6M0lMTdfHfZ+npBVt8R2pXFMVakZKUoDsun6hzx+fr9y8u1++eXybnnO9YMam+MaTv/3eh/vDiCp0zLl8PfGWycjJSfccCALTimCE9VZDdRY/OLfKa48HZG1VaVa+rpw31mgMAED8KsrvoyuOH6NmFxXp/banvOAelsq5R1z3yoQq6d9FPzx7lOw4AAABiwJDcDD35jSka1zdb1zw4Xze9tEKhUDDqIhTF2iA5MUE3XzRenzt6gP7+1lr94LGFamwK+Y4VU4oranTpP9/To3OL9K2TCnXLJeOVlpzoOxYAoA0SEkwXTijQzFUl2uJp+qi6xib9/a01OmpQDx0xsIeXDACA+HTl8UOUn5WmXzyzVE0xeCHgV88s1eadNbr5ovFMmwgAAIA265mRqvu+fJQuOaKfbn19ta68b6521zb4jnXIKIq1UUKC6RfnjNa3TirUI3OKdNUD86JibZVY8NbKEp3517e1vHiXbr3scF07fZjMzHcsAMAB+NTEfnJOemTOJi+vf/97G7VtV52unlbo5fUBAPGrS0qifnjGSC0t3qWHP/DTDh6sR+ds0sNzNunK44doEp1KAAAAcIBSkhL0uwsO08/OGqVXl2/Xube+oxVbd/uOdUgoih0AM9O104fp52eP0ktLtunSf76nbbtqfceKWk0hp5tfXqnP3zVbuRmpevrqqTprbL7vWACAg9C/Z7qmjeile2Zt6PROIRU1Dfrra6s0dWiOpgzt2amvDQCAJJ01to+OHNRDN76wTMUVfkZNH6jFmyv04ycX65ghPXXd9GG+4wAAACBGmZmumDpID3z5KO2ua9R5t72jJ+dv9h3roFEUOwhfnDJId3x2glZs3a2z/va25m4o8x0p6pTsrtMX7pqtW15dpfMPL9CTV03RkNwM37EAAIfga8cNVllVvR7t5NFi//fGGlXUNOj600cw0hgA4IWZ6Q8XjlVjyOk7jyyI+vUUyqrq9bV75yqna4r+dunhSkrk1B8AAACH5qjBPfXc1VN1WEGWvv3wh/rh4wtVUx97s+nxyfggnTamj574xhSlpyTqkn+8pwfe3+g7UtR4bmGxTrn5Tb2/rkw3XnCY/vTpceqSwvphABDrjhzUQ4f3z9Y/Z67rtLU1N5fX6N/vrNP54ws0piCrU14TAICWDMzpqp+fPUrvrinVv99Z5zvOPjU0hXTNg/NVUlmnOy6fqJ4Zqb4jAQAAICB6dUvT/V85SlceP0QPfbBJZ/1tppZu2eU71gGhKHYIhvfO1NNXTdUxQ3L0oycW6YePL4rrdcZ2VtXrmw/M01UPzFO/Hul67uqpuuTI/vTqB4CAMDNdefwQbSyr1guLt3b46znn9POnlijBpO+cOrzDXw8AgNZcNKmfThmVpz+8uELLiqPv5D8Ucvr+fxfq7dU79Ovzxmhs32zfkQAAABAwyYkJuv70EbrvS0dpd214OsU7Z66N+tkU9qAodoiy0pP17y8coa+fMEQPzt6oc259W4s3V/iO1eleWbpNp/zlLb20ZKu+M32YHv/6MSrMy/QdCwDQzqaPzNOQ3K665dVVaujg0WIvLN6qV5Zt03XTh6kgu0uHvhYAAG1hZrrxwrHKSk/Wtx6ar8q6Rt+R/sc5p988v0xPzN+s70wfposm9fMdCQAAAAE2ZWiOXvjWsTpuWI5+/dwyXfrP97SprNp3rFZ5KYqZWQ8ze9nMVkX+776P+11rZkvMbLGZPWhmaZ2dtS0SE0w/OG2E7vriESqvbtB5t72jW17p+IuF0WBTWbW+du8cffmeOerZNUVPXjVFV59UyJz1ABBQCQmmH54+Uqu3V+reWRs67HUqqhv086eXaExBN10xZVCHvQ4AAAeqR9cU3XzReK0pqdI37p8XNed9d7y5Vv96e52+cMxAfXPaUN9xAAAAEAd6ZqTqn5+bpD9cOFZLtuzSqX95S/e/v0HORe+oMV+Vi+slveqcK5T0auT7jzGzAknXSJrknBsjKVHSJZ2a8gCdOLyXZlx7nM4c20c3v7JSF/7fu1q1bbfvWB2ipr5Jf355pU7+85t6a+UOfe/U4Xr6m1M1Op/1XgAg6E4a2UvHFubo5ldWqrSyrt2f3zmnG55ZorKqet14wVg6WgAAos7Uwhz99vwxemtliX765GLvJ/13vLlGv39xuc4Zl6+fnTWKKewBAADQacxMFx3RTy9de5wm9O+uHz+xWJf84z2tKan0Ha1Fvq4ynSvpP5Gv/yPpvH3cL0lSFzNLkpQuaUvHRzs02ekpuuWSw3X7ZyZoU1m1zvzr2/rdC8u0q7bBd7R24ZzTcwuLdfKf39RfX12lU0b31mvfPV5XnThUKUlctASAeGBm+vnZo1Rd36SbZqxs9+d/+INNemL+Zl09bajGFNDZAgAQnS4+or+unjZUD32wSbe9vtpLBuecfvv8Mt34wnKdNbaPbvr0OCUkUBADAABA5yvI7qJ7v3Skfn/hYVpWvEun3zJTf3t1leobo2NmhT2SPL1unnOuWJKcc8Vm1mvvOzjnNpvZTZI2SqqRNMM5N6OTcx60Mw7royMG9tCNLyzX399cq0fnFOna6cN06RH9YrLHeyjkNGPpVt3y6motK96lEb0z9dBXJ2vy4J6+owEAPBjaK1NfOGag/vX2Op0yKk8njvhEU35Qlmyp0M+eXqJjC3N09bTCdnlOAAA6ynXTh2nzzhrdNGOlEhMSdOXxgzttlFZjU0g/fHyRHp1bpMsnD9AN54xWIgUxAAAAeGRmuviI/jpxRC/94pml+tPLK/XEh5v1i3NG69jCXN/xJHXgSDEzeyWyFtje/85t4+O7KzyibJCkfEldzeyz+7n/V81sjpnNKSkpaZ+NOES5man600Xj9Mw3p6qwV4Z++uRinX7LTL26bJv36TXaKhRyemFRsc7460xded881TY06c8XjdOzV0+lIAYAce57pw7XiN6Zuu6RD7WlvOaQn6+4okZfvWeueqSn6C8Xj+fCHgAg6pmZbrxwrM4Zl6/fv7hcP396iZpCHX+ut7WiVpfd+b4enVukb51UqF+eS0EMAAAA0aNXZppuu2yC7vrCEWoKOV3+r9n6+n1zVbSz2ne0jhsp5pw7eV8/M7NtZtYnMkqsj6TtLdztZEnrnHMlkcc8LukYSfft4/X+IekfkjRp0qSoqjgd1jdLD311smYs3abfPb9MX/rPHA3Ly9CXpg7SueMLlJac6DviJ1RUN+ixeUV6YPZGrd5eqcE5XXXzxeN09tj8mBzpBgBof2nJibr9MxN09t/e1tUPzteDX5l80FPpllbW6bN3vq+KmgY9+JXJ6pmR2s5pAQDoGClJCfrLxePVJytNf39rrYoravXXSw5Xl5SOOc97Y8V2XffIgv91WLxgQt8OeR0AAADgUJ04opeOHtJTd85cq1tfX63Xlm/Xl6YO0tdPGKLMtGQvmXxVN56W9PnI15+X9FQL99koabKZpVt4/omTJC3rpHztzsx06ujemnH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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -510,15 +544,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[16] loss: 0.099\n"
+      "[16] loss: 28.497\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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4V/XrwPghCgCJLAWBSAB2HzzM4ws28tzCLRQWl34N9LYhKXRqoa+BSuSFFQRm1hx4GUgG0oGr3X1fGe2eBr4LZLv7aUc9fy9wC7Ar9NRd7v5uODWJRLN9h44wNTQXUEFhMd/v057bLupKZ10HIAEKd49gAjDX3Sea2YTQ8p1ltHsGeAR4tox1D7r7fWHWIRLVcvILeeqTTTz973QOHSni8jPa8bOhXTlFVwJLFAg3CEYAF4YeTwPmU0YQuPvHZpYc5rZEYs7Bw0X869PNPPHJJg4UFDH89LbcPrQb3dpoLiCJHuEGQRt3zwJw9ywza30SrzHezG4CFgN3lHVoCcDMxgJjAZKSkk62XpGIyD9SzHML05k8fyP78goZ2qMNP7+4K73aaTpoiT4nDAIzmwO0LWPV3ZWw/cnAnwAP/b4fGF1WQ3efCkwFSE1N9UrYtkilO1xUzPQvtvLo/I3syj3M+d1a8YuLu9FHN4SRKHbCIHD3ocdbZ2Y7zSwxtDeQCGRXZOPuvvOo13oCeLsi/UWiRVFxCa8tzWDS3DS2789nYOfmPHZDP85Mbh50aSInFO6hoVnAzcDE0O+ZFen8dYiEFq8AVoZZj0hElZQ4by3P5KE5G9i8+xC9Ozblbz84g3NSWmBmQZcnUi7hBsFEYIaZjQG2AiMBzKwd8KS7Dw8tT6f0pHJLM8sA7nH3p4C/m1kfSg8NpQPjwqxHJCLcnblrsrnvw3Ws3ZHLqW0b8cRNqQzt0VoBIDEnrCBw9z3ARWU8nwkMP2r5uuP0HxXO9kWC8PnGPfzjg7Us3bqf5Bb1+ee1fbj8jHbUqKEAkNikK4tFymlFRg5//2Atn2zYTdvGdfnrladzVf8O1K5ZI+jSRMKiIBA5gY27DvLAh+t5Z0UWzerX5reX9eDGQZ2oW7tm0KWJVAoFgchxZOXkM2nuBmYszqBOrRr870VdueW8zjSqWzvo0kQqlYJA5Bj7844wef5GnvksnRJ3Rg3qxPghKbRsWCfo0kSqhIJAJKSgsJhnPkvnsY/SyD1cxBV92/Pzod00JbRUewoCiXtfXwz24OwN7DhQwJBTW/PrYd05tW3joEsTiQgFgcQtd2fOmmz+9v5a0rIP0jepKf+8tg8Du7QIujSRiFIQSFz6z9Z9/PXdtSxK30uXlg2YcmM/LunVVheDSVxSEEhc2bz7EP/4YC3vrthBy4Z1+PP3T+OaMzvqWgCJawoCiQt7Dx1h0twNPL9wCwm1anD70K7ccl4XGtTR/wIi+r9AqrWCwmL+9e/SbwLlFRZzzZkd+fnQbrRqpK+CinxNQSDVUkmJM3PZdv7x/joycwoY2qM1Ey49lZTWujOYyLEUBFLtLNy0h//3zhpWbM/htPaNue/q3px9SsugyxKJWgoCqTY27z7ExPfW8MGqnSQ2qcsDV/fm+33aa1ZQkRNQEEjM2593hElz03huYToJNWvwy+90Y8y5XaiXoEnhRMpDQSAxq7C4hBcWbuHBORvILSgsPRF8cTdaN6obdGkiMUVBIDHpo3XZ/Pnt1WzcdYhzU1py92U96JGoKSFEToaCQGLKhp25/PmdNSxYv4vOLRvw5E2pXKTbQ4qERUEgMWF/3hEenL2e57/YSv2Emvz2sh7cdFYyCbV0RbBIuBQEEtWKikuYvmgr989ez4H8Qq4bkMQvLu5GC90bQKTSKAgkan2+cQ9/eGsVa3fkMqhLc+65vJfOA4hUAQWBRJ1te/P463treHfFDto3rcfkG/ox7DTNDCpSVRQEEjUKCouZsmAjk+dvpIYZd1zcjVvO76KbxItUsbCCwMyaAy8DyUA6cLW77zumTUfgWaAtUAJMdfd/lre/VH/uzoerd/Knt1eTsS+f756RyF3De9Cuab2gSxOJC+F+5WICMNfduwJzQ8vHKgLucPcewCDgp2bWswL9pRrbuOsgNz29iHHPLaFBQi2m3zKIR67vpxAQiaBwDw2NAC4MPZ4GzAfuPLqBu2cBWaHHuWa2BmgPrC5Pf6meDh0uYtK8DTz96Wbq1qrJPZf3ZNSgTtTSDWJEIi7cIGgTeqPH3bPMrPW3NTazZKAv8EVF+5vZWGAsQFJSUphlS1DcnXdX7OBPb69mx4ECrurfgTuHnar7A4gE6IRBYGZzKD2+f6y7K7IhM2sIvAbc7u4HKtIXwN2nAlMBUlNTvaL9JXgbdx3k3lmr+GTDbnomNubRG/rRv1OzoMsSiXsnDAJ3H3q8dWa208wSQ5/mE4Hs47SrTWkIvODurx+1qlz9JbblHSnikXlpPPHJJurWrskfvteLGwYm6TCQSJQI99DQLOBmYGLo98xjG1jpl7+fAta4+wMV7S+x7cNVO/jDW6vZvj+fK/u15zeX9tBhIJEoE24QTARmmNkYYCswEsDM2gFPuvtw4BxgFLDCzL4K9bvL3d89Xn+JfRn78rh31mrmrNlJ9zaNmDHuLAZ0bh50WSJShrCCwN33ABeV8XwmMDz0+FOgzEtCj9dfYldhcQlPf7qZh+ZsAOA3l57K6HM7U1uHgUSilq4slkqzOH0vd7+xknU7cxnaow33fq8nHZrVD7osETkBBYGELSevkL++t4aXvtxGuyZ1mTqqP9/pVdYXzUQkGikI5KS5O28tz+KPb61iX14ht5zXmduHdqNBHf2zEokl+j9WTsq2vXn89s2VLFi/izM6NGHa6AH0atck6LJE5CQoCKRCiopLePrfm3lg9npqmvH77/bk5rOTqVlDU0SLxCoFgZTb8oz9THhtBauzDjC0Rxv+OKKXJocTqQYUBHJC+UeKeXDOep78ZBMtG9Zhyo39uKSXbhQjUl0oCORbfZa2m9+8sYIte/K4bkBHJlzagyb1agddlohUIgWBlCknv5C/vLOGlxdvI7lFfV68ZSBnn9Iy6LJEpAooCOQb3l+5g9/PXMmeQ0cYd0EXfj60m24XKVKNKQjkv3YfPMw9M1fxzooseiQ25qmbz+T0DvpKqEh1pyAQ3J13VmTx+5mryC0o5Jff6ca4C07R/EAicUJBEOd25R7md2+u5P1VOzijQxP+cdUgurdtFHRZIhJBCoI45e7MWpbJPbNWkXekmDuHncot53XWzWJE4pCCIA5l5xZw9xsrmb16J32TmvKPq84gpbX2AkTilYIgzry1LJPfzVxJ/pFi7h7eg9Hndtb0ECJxTkEQJ/YeOsLvZq7kneVZ9O7YlPtH9ialdcOgyxKRKKAgiAOzV+/kN6+vICf/CL+6pDvjzu+icwEi8l8KgmrsQEEhf3xrNa8uyaBHYmOeHT2Anu0aB12WiEQZBUE19e+03fzylWVk5x7mtiEp3DakKwm1tBcgIt+kIKhmCgqL+dv7a/nXv9Pp0qoBr/34bPp0bBp0WSISxRQE1ciqzBxuf+krNmQf5H/OTubOYadSL0FzBInIt1MQVAPFJc7UjzfxwOx1NKufwLTRA7igW6ugyxKRGBHWQWMza25ms81sQ+h3szLadDSzj8xsjZmtMrOfHbXuXjPbbmZfhX6Gh1NPPNq2N4/rpi7kb++v5eKebfjg9vMVAiJSIeHuEUwA5rr7RDObEFq+85g2RcAd7r7UzBoBS8xstruvDq1/0N3vC7OOuOPuvLZ0O/fOWgXA/SN7c2W/9rprmIhUWLhBMAK4MPR4GjCfY4LA3bOArNDjXDNbA7QHViMnJSe/kLveWME7y7MYkNyc+6/uTcfm9YMuS0RiVLhB0Cb0Ro+7Z5lZ629rbGbJQF/gi6OeHm9mNwGLKd1z2HecvmOBsQBJSUlhlh27vkzfy+0vfcWOAwX86pLu3HrBKZoiQkTCcsJzBGY2x8xWlvEzoiIbMrOGwGvA7e5+IPT0ZOAUoA+lew33H6+/u09191R3T23VKv6OgRcVl/DA7PVc8/jn1KxhvHrrWfx0cIpCQETCdsI9Ancferx1ZrbTzBJDewOJQPZx2tWmNARecPfXj3rtnUe1eQJ4uyLFx4tte/O4/eWvWLJlH1f2a88fvteLRnV1A3kRqRzhHhqaBdwMTAz9nnlsAys9e/kUsMbdHzhmXeLXh5aAK4CVYdZT7cxalsndr68A4J/X9mFEn/YBVyQi1U24QTARmGFmY4CtwEgAM2sHPOnuw4FzgFHACjP7KtTvLnd/F/i7mfUBHEgHxoVZT7Vx6HARv5+5iteWZtA3qSmTru2rE8IiUiXCCgJ33wNcVMbzmcDw0ONPgTIPZLv7qHC2X12tyTrAT19cyubdh7htSAo/u6irZgsVkSqjK4ujiLvz4qKt/OGt1TSpV5sXxgzk7JSWQZclItWcgiBKHCgo5Devl14bcF7Xljx4TR9aNqwTdFkiEgcUBFFgecZ+xr/4H7bvz+fXw7pz6/mnUENfCxWRCFEQBMjd+de/0/nre2to1bAOL48dRGpy86DLEpE4oyAISE5eIb98dRmzV+9kaI823DfyDJrWTwi6LBGJQwqCAKzcnsOPX1jCjpwCfvfdnow+J1mTxYlIYBQEEeTuTF+0jXvfWkXLBgm8PO4s+iV9Y+ZuEZGIUhBESN6RIn77xkpe/892zu/Wioeu6UPzBjoUJCLBUxBEwMZdB/nx80vYkH2QX1zcjfGDU/StIBGJGgqCKvb28kzufHU5dWrX5NnRAziva/zNnCoi0U1BUEWOFJXwl3fX8Mxn6fRLasqjN/QjsUm9oMsSEfkGBUEVyD5QwI9fWMqSLfsYc25nJlx6KrU1V5CIRCkFQSVbsmUvP35+KbkFRTx8XV8u790u6JJERL6VgqCSuDvPf7GVP761inZN6/HcmIF0b9so6LJERE5IQVAJCgqL+d2bK3llSQaDu7fioWv60qS+7iAmIrFBQRCmzP353Pr8EpZn5PC/Q1K4fWg3fTVURGKKgiAMn2/cw/gXl3K4qISpo/rznV5tgy5JRKTCFAQnwd156tPN/PW9tSS3qM/jo1JJad0w6LJERE6KgqCCCgqLueuNFby+dDuX9GrDfSN706iuzgeISOxSEFRA9oECxj2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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -529,15 +563,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[17] loss: 0.513\n"
+      "[17] loss: 28.249\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -548,15 +582,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[18] loss: 0.027\n"
+      "[18] loss: 28.052\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -567,15 +601,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[19] loss: 0.015\n"
+      "[19] loss: 27.913\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -586,15 +620,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[20] loss: 0.008\n"
+      "[20] loss: 27.811\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -605,15 +639,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[21] loss: 0.005\n"
+      "[21] loss: 27.742\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -624,15 +658,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[22] loss: 0.003\n"
+      "[22] loss: 27.699\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -643,15 +677,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[23] loss: 0.002\n"
+      "[23] loss: 27.668\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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",
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C",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -662,15 +696,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[24] loss: 0.001\n"
+      "[24] loss: 27.644\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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jEtVfPbVJ47JS9e3PsjYRAJA81u5u0Iqd+/Xlc6crPciUGEbOnUun6uI54/VvL27VhsqDruMAwJCjFAMAHBdDKwYAcOz+10q1o65F/3rNKcpODbiOAwDAkPmf7imxGxeVuI6CUcYYo/+69nRNyEnVfY9t0KG2TteRAGBIUYoBAAAASDibaxv1ozd26Zp5hbpw1njXcQAAGDLvljfo7dIDuvc8psTgRk56QPffcKbqmtr1T7/b4joOAAwpSjEAQNystTIMigEAHAlHY/qrJ99XXkZQf3fFHNdxAAAYUv/zyg7lZ4Z040LuEoM7pxfn6t7zpuuZ9TVasbPedRwAGDKUYgCAuHGlGADApR+/sUtb9jTpX646RbnpQddxAAAYMmvKDmh12QF95fzpSgv6XMfBKHffhTM0LT9Df/PsBzrcGXUdBwCGBKUYAOC4MCkGAHBh+95m/eC1nfrsaRN16dwJruMAADCkvrt8h8ZlhXTjQu4Sg3upAZ/+9ZpTVdVwWP+zfIfrOAAwJCjFAABxs9Z1AgDAaBSJxvRXT21SdmpA//i5ua7jAAAwpFbvOqA1ZQ36yvnTlRpgSgzesGjaWF13drF+tqJMH9Y0uo4DACeMUgwAEDcrK8MCRQDACPvpinK9X92of7xyrsZmhlzHAQBgSH3v1a4psesXMCUGb/nry2drbGZI337uQ1nekgWQ4CjFAADHhfWJAICRVLqvRf+zfIcumztBnzl1ous4AAAMKabE4GU56QH91SUna1PVIf3xw72u4wDACaEUAwDEjRfDAAAjKRqz+sZTm5Qe9Omfrporw5sZAIAkw5QYvO6aMws1c1ym/vOl7YpEY67jAMBxoxQDAMTNikkxAMDI+cXb5VpfeUh/f8UcjctKdR0HAIAhtaasa0rs3vOYEoN3+X0p+sZls1S2v1W/WVvtOg4AHDdKMQBA3LomxWjFAADDb/f+Vv3Xy9v1qVnjdNUZha7jAAAw5L63fKcKskK6YSFTYvC2i2aP0/zJefru8h1q64y4jgMAx4VSDABwXJgUAwAMt1jM6ptPv6+AL0XfufpU1iYCAJLOmrIDWl12QF9hSgwJwBijb14+S/uaO/SLt3e7jgMAx4VSDABwHLhUDAAw/H79bqXeKW/Q//eZOZqQw9pEAEDyYUoMiebsKWN00ezxeuCNXWpsC7uOAwBxoxQDAMTNWpYnAgCG157Gw/qPP2zT0hn5+sL8ItdxAAAYcu90T4lxlxgSzV9cPFPNHRE99m6l6ygAEDdKMQBA3KxYnwgAGD7WWv3tsx8qGrP6V9YmAgCS1Pde7ZoSu5EpMSSYuZNytGTGWD28qlydkZjrOAAQF0oxAEDcrLUyzIoBAIbJC+/v0avb9unrl5ykkrHpruMAADDk3ik7oFW7mBJD4rp72TTVNXXohU21rqMAQFwoxQAAcbOSUujEAADD4GBrp/7x+c06vShHty+Z6joOAADDgikxJLrzTirQyeOz9NMVZbKWe8cBJA5KMQBA3GIxyyorAMCw+OffbVHj4bD+/fOnyccbGACAJPRueYNW7TqgL587jSkxJCxjjO5cNlXb9jZrZel+13EAYNAoxQAAceNOMQDAcHhj+z49s6FGXzl/umZPzHYdBwCAYfG9V3coPzOkGxdOdh0FOCFXnjFJBVkhPfhWmesoADBolGIAgLhZK+4UAwAMqdaOiL797IeaXpCh+y6c4ToOAADD4t3yBr1dekD3njdNaUGmxJDYQn6fbls8RSt27tfWPU2u4wDAoFCKAQDiZq3lTjEAwJD6z5e2q7bxsP7j86cp5OeQEACQnJgSQ7K5cWGJQv4U/fqdCtdRAGBQKMUAAHGLWdYnAgCGzvrKg/rl6t26edFkzZ8yxnUcAACGxXu7mRJD8slND+ryUybo+Y21ag9HXccBgAFRigEA4mZllUIrBgAYAp2RmL719PuamJ2qb1w2y3UcAACGzfeW71R+ZpApMSSdL8wvVlN7RC9vqXMdBQAGRCkGAIhbzEpcKQYAGAo/eqNUO+pa9J2rT1VmyO86DgAAw+K93Q1aWbpf9543nSkxJJ1zpo1VYW6anlxb5ToKAAyIUgwAED8rGVoxAMAJ2lHXrPtfL9WVZ0zSBbPGuY4DAMCwYUoMySwlxejzZxVpZel+1Rw67DoOAPSLUgwAELeu9YmuUwAAElk0ZvXNp99XZsivv/vsHNdxAAAYNmu7p8S+fC5TYkheXzirSNZKz6yrdh0FAPpFKQYAiFvMSlwpBgA4Eb9avVsbKg/p76+Yq7GZIddxAAAYNt97tXtKbFGJ6yjAsCkek65zpo3Vk+uqFYtZ13EAoE+UYgCAuFlrlUIrBgA4TtUH2/SfL23X+ScX6MozJrmOAwDAsFm7u0ErdnZNiaUHuTsTye0L84tU2dCmd3c3uI4CAH2iFAMAxC1mxY1iAIDjYq3V3zz7oYyk71x9qgwvWQAAkhhTYhhNLj9lojJDfj25lhWKALyLUgwAEBdru9YgcIgJADgez26o0Vs76vWNy2apMDfNdRwAAIbNuoquKbF7zp3GlBhGhbSgT5edMkEvb9mrzkjMdRwA6BWlGAAgLt2dGHeKAQDidqClQ//8uy06a3Kebl402XUcAACG1XeX79TYjKBu4pmHUeSyuRPU3B7R6rIDrqMAQK8oxQAAcem5Lpc7xQAA8frO77eqpSOif7/mVKWk8BwBACSvnimxL5/HlBhGl6Uz85Ue9OmlzXtdRwGAXlGKAQDiEutZn+g4BwAgsazcuV/PbKjRvedN18zxWa7jAAAwrJgSw2iVGvDpgpPH6eXNdYrG7MD/BwAwwijFAABx6VmfyBv+AIDBag9H9e3nPtDU/Ax99YIZruMAADCs1lce5C4xjGqXzB2v/S0d2lB50HUUAPgESjEAQFx6JsUAABisH7y2UxUH2vSdq05RasDnOg4AAMPqe8t3akxGUDefw5QYRqcLZo1TwGdYoQjAkyjFAADHhTvFAACDsX1vs37yZpk+f2aRFs/Idx0HAIBhtbHqkN7cUa+7lzElhtErOzWgJTPy9dLmOllerAXgMZRiAIC4HLlTjE4MADCAWMzqb579QFmpfn37M7NdxwEAYNh9/9Wdyk0PMCWGUe/SuRNU2dCmrXuaXUcBgI+hFAMAxOXInWKUYgCAATz2bqXWVRzU335mjsZkBF3HAQBgWH1Q3ajXtu3T3cumKTPElBhGt4tmj5cxYoUiAM+hFAMAxOXIpJhoxQAAfatratd//GGblswYq2vOLHQdBwCAYfe9V3cqJy2gW5gSA1SQFdLZk8dQigHwHEoxAEBceraBsz4RANCff3xhszqiMf3LVafK8NAAACS5D2satXxrne5cOlVZqQHXcQBPuGTueG3b26yqhjbXUQDgCEoxAEBcbKzr3xxwAgD68urWOr34wV796YUzNDU/w3UcAACG3Q9e26msVL9uXTzFdRTAM847qUCS9HbpfsdJAOAjlGIAgLjY7lkx7hQDAPSmtSOiv/vtZp00PlP3nDvddRwAAIbd1j1Nemlzne5YMlU5aUyJAT1mjMvUuKyQVlKKAfAQSjEAQFxi3fsT6cQAAL3571d2qObQYf3bNacq6OfbDQBA8vvBazuVFfLrjiVTXUcBPMUYo6Uz8rVq1wHFeg4TAMAxvksFAMTF2u5JMUbFAADH+KC6Ub94u1w3LizRWZPHuI4DAMCw2763WS9+sFe3LZminHSmxIBjLZmRr4bWTm3d2+Q6CgBIohQDAMSJSTEAQG8i0Zj++tn3NTYzpG9cNst1HAAARsQPXtupjKCPKTGgD0tm5EviXjEA3kEpBgCIS8+dYjLUYgCAjzy8arc+rGnSP1wxl/tUAACjQum+Zv3+gz26dfEU5WUEXccBPGlCTqpmjMvUytIDrqMAgCRKMQBAnLq3J4rtiQCAHjWHDuu/X9mhC2eN06dPneA6DgAAI+IHr5UqLeDTXcumuY4CeNrSGfl6t/yAOiJR11EAgFIMABAfe2R9Iq0YAKDrrsm/e+5DWSv905VzZZgkBgCMArvqW/TCplrdfM5kjWFKDOjX0hn5ag/HtL7ikOsoAEApBgCIT8/6RCbFAACS9IcP9+rVbfv09UtOUlFeuus4AACMiPtfK1XI79PdTIkBA1o4bYx8KYZ7xQB4AqUYACAuMa4U65Ux5jJjzHZjTKkx5lu9/Pr5xphGY8zG7n/+zkVOABhKze1h/eMLmzVnYrZuWzzFdRwAAEZE+f5WPbexRjctKlF+Zsh1HMDzslIDOqM4VyspxQB4AKUYACAutnt/IuuxPmKM8Um6X9LlkuZIut4YM6eXj66w1p7R/c8/jWhIABgG//PKTu1r7tB3rj5Ffh/fWgAARof7Xy9VwJeiu89lSgwYrCUz8vV+9SE1Hg67jgJglOM7VwBAXD66UwxHWSCp1FpbZq3tlPSEpCsdZwKAYbW5tlEPryrX9QtKNK8kz3UcAABGRMWBVj27oUY3LpyscVmpruMACWPpjHzFrLSm7IDrKABGOUoxAEBcekqxFCbFjlYoqeqor6u7f+5Y5xhjNhlj/mCMmTsy0QBg6MViVv/fcx8qLz2ob146y3UcAABGzI9e3yVfitGXz2NKDIjHGcW5CvlT9F55g+soAEY5SjEAQFxiR9YnOg7iLb39t2GP+Xq9pMnW2tMl/UDSc73+RsbcY4xZa4xZW19fP7QpAWCI/O/aKq2vPKS/+fRs5aQHXMcBAGBEVDW06en11bphQYnGZzMlBsQj6E/RqYU5Wl950HUUAKMcpRgAIC49pZgvhVbsKNWSio/6ukhS7dEfsNY2WWtbun/8oqSAMSb/2N/IWvugtXa+tXZ+QUHBcGYGgONyoKVD//6HbVo4dYyuObO3oVgAAJLTj97YpRTDlBhwvM6cnKcPa5rUEYm6jgJgFKMUAwDEJdZzpxijYkd7T9JMY8xUY0xQ0nWSnj/6A8aYCab7vzRjzAJ1PYNZpg4g4fzbH7aptSOif7nqFJ4FAIBRo+bQYT21rkpfOrtYE3PSXMcBEtKZJbnqjMa0pbbJdRQAo5jfdQAAQGKx3ZNiDIp9xFobMcbcJ+klST5JD1lrNxtj7u3+9QckXSvpK8aYiKTDkq6zPf9lAkCCeLe8QU+tq9ZXzp+umeOzXMcBAGDE/PiNUknSvedPd5wESFzzSvIkSesrDx35MQCMNEoxAEBcokdKMVqxo3WvRHzxmJ974Kgf/1DSD0c6FwAMlXA0pr997gMV5qbpTy+c6ToOAAAjZk/jYf3mvWp9YX6xCnOZEgOO1/jsVBXmpml95UHdqamu4wAYpSjFAABxicW6/k0pBgCjy89XlmtHXYt+dst8pQV9ruMAADBiHnhjl2LW6ivnMSUGnKgzSnK1sfKQ6xgARjHuFAMAxCXG+kQAGHWqD7bpe8t36uI543XRnPGu4wAAMGLqmtr1+HtVuvasIhWPSXcdB0h4Z5bkqebQYdU1tbuOAmCUohQDAMSl5xYsJsUAYPT4xxe2SJL+4XNzHScBAGBkPfDmLkVjVn9y/gzXUYCkMK8kV5K0vuKg2yAARi1KMQBAXI5MivEEAYBRYfmWOr2ypU5/dtFM7lEBAIwq+5rb9dg7lbp6XqFKxjIlBgyFuZOyFfSlaEPVIddRAIxSHGkCAOIS7S7FDJNiAJD02joj+vvnN+uk8Zm6cymXoQMARpefrShXOBrTfRcwJQYMlZDfp1MKs5kUA+AMpRgAIC62uxTzUYoBQNL7wWulqjl0WP9y1akK+PjWAQAwehxo6dAjqyv0udMnaUp+hus4QFKZV5KnD2oa1RmJuY4CYBTiO1sAQFxi3CkGAKPCzrpm/fStMl17VpEWTB3jOg4AACPq5yvL1R6J6r4LmRIDhtqZJXnqiMS0dU+T6ygARiFKMQBAXGLdrVgKnRgAJC1rrf72uQ+VEfLrry+f5ToOAAAj6lBbp361ukKfPnWiZozLch0HSDrzSnIlSesrWaEIYORRigEA4tIzKcadYgCQvJ7dUKN3yhv0zctmaWxmyHUcAABG1C/e3q2Wjoi+xpQYMCwm5aZpQnaqNlQech0FwChEKQYAiEvMMikGAMms8XBY//riVs0rydV1Zxe7jgMAwIhqag/rF2+X65I54zVrQrbrOEDSOqM4V+9XH3IdA8AoRCkGAIhLTynmoxUDgKT0P6/sUENrp/75ylOUwp/1AIBR5lerdqupPaKvXTjTdRQgqc2emK2Khja1dkRcRwEwylCKAQDiwvpEAEheW2qb9KvVu3Xjwsk6pTDHdRwAAEZUa0dEP19ZrgtOLtCpRTwHgeE0e2KWrJW27W12HQXAKEMpBgCIC+sTASA5WWv1989/qNz0oL5+yUmu4wAAMOIeXVOhg21hfe1TTIkBw23OpK71pFv3NDlOAmC0oRQDAMTFHinFaMUAIJk8t7FG7+0+qG9cerJy04Ou4wAAMKIOd0b10xVlWjYzX2eW5LmOAyS9wtw0Zaf6tYVSDMAIoxQDAMQlGuv6N6UYACSP5vaw/vXFbTq9OFdfnF/sOg4AACPu8Xcrtb+lk7vEgBFijNGsidlMigEYcZRiAIC4HFmfyBMEAJLGd5fv1P6WDv3zlXOVwn5cAMAo0x6O6idv7dLCqWO0YOoY13GAUWPOxGxt39usWM/l5QAwAjjSBADEhfWJAJBctu9t1sOrduu6s0t0WlGu6zgAAIy4J9dWqa6pQ3/KXWLAiJo9MUttnVFVNLS5jgJgFKEUAwDEpecFLkoxAEh81lr93W8/VFaqX9+49GTXcQAAGHGdkZh+/MYunTU5T4unj3UdBxhV5kzMkSRWKAIYUZRiAIC4HFmfSCcGAAnvhff36J3yBv3VpScrLyPoOg4AACPumfXVqm1s19cunCHDi3/AiJo5PlO+FKMttZRiAEYOpRgAIC7R7lExvmEEgMTW0hHRd36/RacUZuu6s0tcxwEAYMRFojH96I1dOq0oR+edVOA6DjDqpAZ8mpafwaQYgBFFKQYAiEv3oJh8jIoBQEL7was7VdfUoX+68hT+TAcAjEq/3ViryoY2fe3Cmbz0Bzgye2I2pRiAEUUpBgCIC+sTASDxle5r1s9XluuL84t0Zkme6zjwGGPMZcaY7caYUmPMt/r53NnGmKgx5tqRzAcAQyEas7r/9VLNnpiti2aPcx0HGLVmT8xWbWO7DrV1uo4CYJSgFAMAxKV7e6JSeJMSABKStVZ///xmpQd9+uZls1zHgccYY3yS7pd0uaQ5kq43xszp43P/IemlkU0IAEPjd+/Xqmx/K3eJAY7NmZQtSdq6p9lxEgCjBaUYACAuPZNifN8IAInpxQ/26u3SA/rLS0/W2MyQ6zjwngWSSq21ZdbaTklPSLqyl899TdLTkvaNZDgAGAqx7imxmeMyddncCa7jAKPa7IlZksQKRQAjhlIMABCXWKxnfSKtGAAkmrbOiP7l91s0e2K2blhQ4joOvKlQUtVRX1d3/9wRxphCSVdLemAEcwHAkHlp817tqGvRfRfOUAp74QGnxmWlKj8zqC2UYgBGCKUYACAuPesTfXzzCAAJ54evlWpPY7v++cq58vv4VgC96u0Bb4/5+ruSvmmtjfb7GxlzjzFmrTFmbX19/VDlA4ATYq3VD14r1bT8DH32tEmu4wBQ171iTIoBGCl8JwwAiAvrEwEgMZXVt+inK8p0zZmFmj9ljOs48K5qScVHfV0kqfaYz8yX9IQxZrekayX9yBhz1bG/kbX2QWvtfGvt/IKCgmGKCwDxeXXrPm3Z06Q/uWAGL/oBHjF7YrZ21rUoHI25jgJgFKAUAwDExVrWJwJAorHW6h9e2KJUv09/ffls13Hgbe9JmmmMmWqMCUq6TtLzR3/AWjvVWjvFWjtF0lOS/sRa+9yIJwWAOHVNie1U8Zg0XXkGU2KAV8yakKXOaEy797e6jgJgFKAUAwDEpWd9IqUYACSO5Vv36a0d9frzi09SQVbIdRx4mLU2Iuk+SS9J2irpN9bazcaYe40x97pNBwAn5s0d9dpU3aivnj9DAdYIA54xY1ymJGlXPaUYgOHndx0AAJBYorGeSTHHQQAAg9IRiepffr9FM8Zl6pZzJruOgwRgrX1R0ovH/NwDfXz2tpHIBAAnqucuscLcNF1zZpHrOACOMjU/Q5JUtr/FcRIAowGvxQAA4tJzp1gKrRgAJISHVu5WxYE2/d1n5/BWPABg1FpddkDrKg7q3vOmKejneQh4SVZqQOOyQtq1j0kxAMOPvwUAAOJiWZ8IAAljX1O7fvjaTl00e7zOPanAdRwAAJz54WulGpcV0hfmF7uOAqAX0woymBQDMCIoxQAAcTkyKUYnBgCe9x9/3K5w1OpvPzPbdRQAAJxZV9GgVbsO6J5zpyk14HMdB0AvphVkqqy+VbbnTVwAGCaUYgCAuMSYFAOAhLCx6pCeXl+tO5ZO1ZTuexoAABiNfvhaqcZkBHXDwhLXUQD0YXpBphoPh9XQ2uk6CoAkRykGAIhLz6QYnRgAeFcsZvUPz29WQVZI9104w3UcAACc+bCmUa9vr9edS6cqPeh3HQdAH6YVdL3Etauee8UADC9KMQBAXKLdo2I+WjEA8KznNtZoY9UhffOyWcoMcQAIABi97n+9VFmpft18zmTXUQD0Y3p+piSprJ57xQAML0oxAEBcjpRiXCoGAJ7U0hHRv/9hm04vztU18wpdxwEAwJkddc36w4d7dfviKcpODbiOA6AfhXlpCvpTVLafSTEAw4tSDAAQl5i1MkYyTIoBgCf96PVS7Wvu0D9cMUcpvMAAABjFfvR6qdKDPt2+ZKrrKAAG4Esxmjo2g0kxAMOOUgwAEJdozLI6EQA8quJAq362olzXnFmoeSV5ruMAAODM7v2ten5TrW5aNFl5GUHXcQAMwrSCDO4UAzDsKMUAAHGJWsvkAQB41Hd+v1V+n9E3L5vlOgoAAE79+I1d8vtSdNcypsSARDGtIEOVDW3qjMRcRwGQxCjFAABxiTEpBgCetHLnfr28pU73XThD47NTXccBAMCZmkOH9cyGal1/drHGZfFMBBLFtPxMRWNWlQ1trqMASGKUYgCAuERjXbu+AQDeEYnG9I8vbFbJmHTdwb0pAIBR7sE3d8la6Z7zpruOAiAO0woyJIl7xQAMK0oxAEBcYtaKTgwAvOXRNRXaua9Ff/uZ2UoN+FzHAQDAmX3N7Xr8vSp9/swiFeamuY4DIA7TCjIlSWX7uVcMwPChFAMAxCUas0yKAYCHNLR26r9f2aGlM/J18ZzxruMAAODUz1aUKxKN6SvnMyUGJJqctIDyM0PatY9JMQDDh1IMABCXqKUUAwAv+e9Xtqu1M6q/u2KODHc+AgBGsYOtnXp0TYU+d/okTcnPcB0HwHGYVpDBpBiAYUUpBgCISyxmlcKhKwB4wtY9TXrsnUrdvGiyThqf5ToOAABO/eLtcrV1RvXVC2a4jgLgOE0vyOBOMQDDilIMABAX1icCgDdYa/VPL2xRTlpAf3HRSa7jAADgVFN7WL9YtVuXzZ2gmbwoAiSs6QWZOtgWVkNrp+soAJIUpRgAIC5Ry6QYAHjBy1vqtLrsgP7PxScpJz3gOg4AAE49srpCze0R3XchU2JAIptW0LX6lGkxAMOFUgwAEJcYk2IA4FxnJKZ/e3GrZo7L1PULSlzHAQDAqbbOiH62okwXnFygUwpzXMcBcAKm5WdKksrquVcMwPCgFAMAxCVqRSkGAI49sqZCuw+06dufmS2/j7/SAwBGt8feqdTBtrDuu3Cm6ygATlBRXpr8KUa7D1CKARgefAcNAIhLLGZFJwYA7hxs7dT3lu/QuScV6PyTx7mOAwCAU+3hqB58q0znTBursybnuY4D4AT5fSmamJuqqoOHXUcBkKQoxQAAcYmyPhEAnPreqzvV0hHRtz8923UUAACce3JdtfY1d+hr3CUGJI3ivHRVH2xzHQNAkqIUAwDEJWqtUgylGAC4sKu+RY+uqdD1C0p08oQs13EAAHAqHI3pgTd26cySXJ0zfazrOACGSHFeuqoamBQDMDwoxQAAcYkxKQYAzvzbi9uUGvDpLy4+yXUUAACce3ZDjWoOHdbXLpwpw4t7QNIoykvT/pYOHe6Muo4CIAlRigEA4hJjUgwAnFhVul/Lt9bpqxfMUH5myHUcAACcisasfvzGLs2dlK3zTy5wHQfAECoeky5JrFAEMCwoxQAAcYlaKYVJMQAYUdGY1T//fqsKc9N0+5IpruMAAODc7z/Yo/L9rbrvghlMiQFJpnhMmiSp+iArFAEMPUoxAEBcYjErH99zAsCIenpdtbbuadK3Lp+l1IDPdRwAAJyKxazuf61UM8Zl6tK5E1zHATDEivK6JsWqmBQDMAwoxQAAcYlypxgAjKjWjoj+8+XtOrMkV589baLrOAAAOPfK1jptr2vWVy+YzhYLIAkVZIYU9KeoqoFSDMDQoxQDAMQlyp1iADCifvLmLtU3d+hvPzuH9VAAgFHPWqsfvV6qkjHpuuK0Sa7jABgGKSlGRXlprE8EMCwoxQAAcYkxKQYAI6b20GE9uKJMnzt9ks4syXMdBwAA594uPaBN1Y2697zp8vs41gKSVXFeOusTAQwL/vYAAIhL1FKKAcBI+c+XtitmpW9cdrLrKAAAeML9r5dqfHZInz+r0HUUAMOoKC9NVQ1MigEYepRiAIC4xGKsTwSAkbCp6pCe3VCju5ZOPXLZOAAAo9m6ioNaXXZAdy+bppDf5zoOgGFUPCZdjYfDamoPu44CIMlQigEA4sKkGAAMP2ut/uX3W5SfGdSfXDDDdRwAADzhR6+XKi89oOsXlLiOAmCYFXe/FFbNtBiAIUYpBgCISzQmJsUAYJj94cO9em/3QX39kpOVGfK7jgMAgHNbapv06rZ9un3JVGXwbASSXlFemiRxrxiAIUcpBgCISyxmxX3WADB8OiJR/dsftmrWhCx9cX6x6zgAAHjCj9/cpcyQX7eeM8V1FAAjoHhM96TYQSbFAAwtjjUBAHFhfSIADK9frtqtqobD+vZnZvPnLQAAksr3t+r379fqpkWTlZMecB0HwAjISw8oI+hTVQOTYgCGFqUYACAusZhlfSIADJODrZ36wWulOv/kAi2bWeA6DgAAnvDAG7sU8KXozqVTXUcBMEKMMSrKS1c16xMBDDFKMQBAXJgUA4Dh88PXS9XaEdFfXz7bdRQAADyh9tBhPbOhWtedXayCrJDrOABGUPGYNFU1sD4RwNCiFAMAxCUas/IxKQYAQ66qoU2PrK7QF84q1skTslzHAQDAEx58q0zWSnefO811FAAjrGdSzFrrOgqAJEIpBgCISyxmlcKkGAAMuf96ebtSUqS/uPgk11EAAPCE/S0deuK9Sl01r1BFeemu4wAYYUV5aWrtjOpgW9h1FABJhFIMABCXqGVSDACG2gfVjfrtxlrdtXSaJuSkuo4DAIAn/OLtcnVEYvrK+dNdRwHgQPGYrjK8qoF7xQAMHUoxAEBcojExKQYAQ8haq399cavGZAT15fNYDQUAgCQ1tYf1q1UV+vQpEzW9INN1HAAOFHdPiFYf5F4xAEOHUgwAEJeYtfLx9ACAIfPGjnqtLjugP71whrJSA67jAADgCY+srlBzR4QpMWAUKxqTJkmqOsikGIChw7EmACAu0ZiVP4XHBwAMhWjM6t9f3KbJY9N1w8LJruMAAOAJhzuj+vnKcp1/coFOKcxxHQeAI9mpAeWkBVifCGBIcaoJAIhLNGaVwp1iADAknl5fre11zfrGpbMU9PNXcwAAJOmJ9yrV0Nqp+y6Y4ToKAMeKx6SxPhHAkOI7bwBAXKIxK7+PUgwATtThzqj+++UdOr04V58+dYLrOAAAeEJnJKYH3yrTgqljNH/KGNdxADhWlJuuatYnAhhClGIAgLhEY1a+FEoxADhRD71drr1N7fqby2fJMIELAIAk6dkN1drT2K6vMiUGQNKEnFTVNXW4jgEgiVCKAQDiEonF5OPwFgBOSENrpx54Y5cumj1eC6eNdR0HAABPiMasfvzGLp1amKNzZ+a7jgPAAybkpKqlI6KWjojrKACSBKUYAGDQrLWKWTEpBgAn6Aev7VRrZ0Tfuvxk11EAAPCMFz/Yo90H2vTVC6YzRQ1AkjQhO1WStLex3XESAMmCUgwAMGjRmJUk+SnFAOC4VRxo1aNrKvSls0s0Y1yW6zgAAHiCtVb3v16qGeMydckc7toE0GU8pRiAIUYpBgAYtEh3KZZCKQYAx+0/X9ouf0qK/uKima6jAADgGa9t26dte5v1J+dP5/sNAEdMzOkuxZooxQAMDUoxAMCgxSyTYgBwIjZWHdLv3t+ju5dN1bjut14BABjtrLX64eulKspL0xWnT3IdB4CHTOguxeooxQAMEUoxAMCg9UyKcacYAMTPWqt/e3GrxmYEdc95013HAQDAM9aUNWhD5SF9+bzpCvg4qgLwkdSATzlpAe1pPOw6CoAkwd80AACDFo1SigHA8Xpt2z69U96gP79opjJDftdxAADwjPtfL1VBVkhfOKvIdRQAHjQxJ1V7GztcxwCQJCjFAACD1jMpxvpEAIhPJBrTv/9hm6bmZ+i6BSWu4wAA4Bmbqg5pZel+3bV0qlIDPtdxAHjQ+OxU1icCGDKUYgCAQeu5U8yXwuMDAOLx9Ppq7dzXom9cejJroQAAOMqP39il7FS/blw02XUUAB41ITtVexopxQAMDb4jBwAM2kd3ijkOAgAJpD0c1XeX79QZxbm67JQJruMAAOAZpfta9NKWvbp18RRWCwPo04ScVB1o7VA4GnMdBUAS4FgTADBoH90pxuMDAAbr0TUV2tPYrm9cdrKMYf0sAAA9fvLmLoX8Kbpt8RTXUQB42IScVFkr7WvmXjEAJ45TTQDAoEUtd4oBQDya28O6//VSLZuZr8XT813HAQDAM2oPHdazG2p03dklGpsZch0HgIdNyE6VJO1tPOw4CYBkQCkGABi0aKxrVYGPUgwABuWnK8p1sC2sv7r0ZNdRAADwlJ+uKJMk3X3uNMdJAHjdhJyeUoxJMQAnjlIMADBoH90pRikGAAPZ39Khn68o06dPnaDTinJdxwEAwDMaWjv1xLtVuvKMQhXmprmOA8DjjkyKNbU7TgIgGVCKAQAGLUopBgCDdv/rpWqPxPT1S5gSAwDgaA+v2q32SFRfOZ8pMQADy00PKOhPUR2lGIAhQCkGABi0nlKMO8UAoH/VB9v06zWVuvbMIk0vyHQdBwAAz2jpiOiXq3brkjnjNWNclus4ABKAMUYTc1K1p5FSDMCJoxQDAAxaz/rEFEoxAOjXd5fvlIz0ZxfNdB0FAABPefydSjUeDusr589wHQVAAhmfnao6SjEAQ8BJKWaMGWOMecUYs7P733l9fO4hY8w+Y8yHI50RAPBJMSbFAGBAO+ua9cz6at2yaLImcU8KAABHdESi+tnKMi2ePlZnFOe6jgMggUzITuVOMQBDwtWk2LckvWqtnSnp1e6ve/OwpMtGKhQAoH8R7hQDgAH918vblR70608u4A14AACO9uz6GtU1dehPmBIDEKeJOV2lmLXWdRQACc5VKXalpF92//iXkq7q7UPW2rckNYxQJgDAAHruFPMZSjEA6M3GqkN6aXOd7l42TWMygq7jAADgGdGY1U/eKtNpRTlaMmOs6zgAEsz47FR1RmI62BZ2HQVAgnNVio231u6RpO5/j3OUAwAQh55SzO+jFAOA3vzfP27T2Iyg7lw21XUUAAA85Q8f7lH5/lZ95bzpMrxkByBOE3JSJUl7uVcMwAnyD9dvbIxZLmlCL7/07WH6z7tH0j2SVFJSMhz/EQAw6h2ZFEtx9U4FAHjXyp37tWrXAf3dZ+coMzRsf80GACDhWGv1o9d3aVpBhi6d29tREQD070gp1nRYcyZlO04DIJEN23fr1tqL+vo1Y0ydMWaitXaPMWaipH1D8J/3oKQHJWn+/PkslwWAYRBhfSIA9Mpaq//70jYV5qbpxkW8oAUAwNHe2rlfW/Y06f9ee5pSuJ8YwHGYkN0zKdbhOAmAROfqVf/nJd3a/eNbJf3WUQ4AQBw+mhTjG1kAONofP9yr96sb9ecXzVTI73MdBwAAT/nR66WamJOqq84odB0FQIIqyArJGGlvE+sTAZwYV6XYv0u62BizU9LF3V/LGDPJGPNiz4eMMY9LWi3pZGNMtTHmTidpAQCSuFMMAHoTicb0ny9v18xxmbrmzCLXcQAA8JR1FQf1TnmD7lo2TUE/a9gBHJ+AL0UFmSHtbTzsOgqABOfksgNr7QFJn+rl52slffqor68fyVwAgP5FYjFJUgrrEwHgiGfW16isvlUP3HQWk7QAABzjx2+UKi89oOsXFLuOAiDBTchJ1d4m1icCODG8ogMAGLQjk2Ic+gKAJKk9HNX/LN+h04tzdenc8a7jAADgKdv3Nmv51n26bfFUpQedvJcNIImMz05VXSPrEwGcGEoxAMCgcacYAHzco2sqtKexXd+89GQZpmgBAPiYB97cpfSgT7cunuw6CoAkMDEnVXtYnwjgBFGKAQAGjTvFAOAjrR0R/eiNXVo6I1+LZ+S7jgMAgKdUNbTp+U21umFBiXLTg67jAEgC47NT1dQe0eHOqOsoABIYpRgAYNAiPZNiTEMAgB5etVsNrZ36+iUnuY4CAIDn/HRFmVKMdNeyaa6jAEgSE7JTJUl7m1ihCOD4UYoBAAYtZlmfCACS1NQe1oNvlenCWeM0ryTPdRwAADylvrlD//telT5/ZpEm5KS6jgMgSRRkhSRJ+1s6HCcBkMgoxQAAgxaJdq9PTOHxAWB0+/mKcjUeDuv/XMyUGAAAx/rF2+XqjMZ0z7lMiQEYOvmZ3aVYM6UYgOPHqSYAYNB67hSjEwMwmh1q69RDK8t16dzxOqUwx3UcAAA8pak9rEdWV+jTp0zUtIJM13EAJJH8rK77CZkUA3AiONYEAAxa1DIpBgAPvlWmls6I/oIpMQAAPuHXayrV3BHRV86f7joKgCQzJj0oY6T6lk7XUQAkME41AQCDxqQYgNFuf0uHHl61W589bZJmTch2HQcAAE9pD0f10NvlWjYzn2lqAEPO70vRmPQgk2IATgjHmgCAQQtHY5KkAK0YgFHqgTd2qT0c1Z9fNNN1FAAAPOfZDTWqb+7QvecxJQZgeORnhrhTDMAJ4VQTADBo0ZhVipFSUozrKAAw4uqa2vXImgpdNa9Q07kjBQCAj4nGrB58q0ynFuZo8fSxruMASFL5WUyKATgxlGIAgEELRy33iQEYtX70eqkiMas/+xRTYgAAHOvlzXtVvr9V9543XcbwEh2A4TE2I6T93CkG4ARwsgkAGLRoLCa/j29wAYw+NYcO6/F3q/TF+UWaPDbDdRwAADzFWqsH3tylKWPTddkpE1zHAZDE8jNDTIoBOCGUYgCAQYvErHysTgQwCv3wtVJJ0n0XMiUGAMCxVpcd0KbqRt197jS+XwAwrPKzgmrrjKqtM+I6CoAERSkGABi0SNTKzze5AEaZygNtenJtla5bUKzC3DTXcQAA8Jwfv7FL+Zkhff7MItdRACS5/MyQJOkAKxQBHCdKMQDAoEViVn4fjw4Ao8v3Xt0pX4rRVy+Y4ToKAACe82FNo1bs3K87lk5RasDnOg6AJFfQXYrVs0IRwHHiZBMAMGiRaIxJMQCjyq76Fj27oVo3LZqs8dmpruMAAOA5P3mrTJkhv25cONl1FACjQM+k2P5mSjEAx4dSDAAwaNGYld9HKQZg9Pje8p0K+X36yvnTXUcBAMBzKg+06ffv1+rGhSXKSQu4jgNgFMjPCkqS9rM+EcBxohQDAAxaJGblT+HRAWB02L63WS+8X6vblkw58kYqAAD4yE9XlMmfkqI7lk51HQXAKDE2o3tSjPWJAI4TJ5sAgEGLxFifCGD0+J9Xdigj6Nc9y6a5jgIAgOfsb+nQb9ZW6ep5hawYBjBigv4U5aQFKMUAHDdKMQDAoEWiVj5KMQCjwIc1jfrj5r26Y+lU5WUEXccBAMBzfrlqtzqjMd1zHi+PABhZ+ZlBSjEAx41SDAAwaJGYVcDHowNA8vufV3YoO9WvO1kHBQDAJ7R2RPSr1RW6ZM54TS/IdB0HwCiTnxnS/mbuFANwfDjZBAAMWiTGpBiA5Pd+9SG9um2f7l42TTlpAddxAADwnMffrVTj4bDuPW+66ygARqH8zJD2tzIpBuD4UIoBAAYtEuVOMQDJ7/uvlionLaDblkxxHQUAAM/pjMT0sxXlWjh1jOaV5LmOA2AUys8Man8zpRiA40MpBgAYtEjMyu+jFAOQvD6sadTyrXW6c+lUZaUyJQYAwLF+u7FGe5vade/5TIkBcCM/M6Sm9og6IlHXUQAkIEoxAMCgRWNW/hQeHQCS1/df3ansVD9TYgAA9CIWs/rJW2WaNSFL559U4DoOgFEqPyskSTrQwr1iAOLHySYAYNAi0RiTYgCS1pbaJr28pU53LJ2qbKbEAAD4hFe37VPpvhbde950GcP3BQDcyM/sKsX2t7BCEUD8KMUAAIMWiVnuFAOQtL7/6k5lhfy6ffFU11EAAPCkB97cpcLcNH32tImuowAYxfIzg5IoxQAcH0oxAMCgRaKsTwSQnLbuadIfN+/V7UumKCedKTEAAI713u4Gras4qHvOnSa/j+8JALhzZFKsmfWJAOLH32IAAIMWicXkY30igCT0g9d2KjPk1x1LmRIDAKA3D7yxS2Mygvri/GLXUQCMcgXdd4rVMykG4DhQigEABi0aswqwPhFAktm+t1kvfrBXty2eotz0oOs4AAB4zva9zXp12z7des4UpQV9ruMAGOVSAz5lhvysTwRwXCjFAACDFo5a+VifCCDJfP+1ncoI+nQnU2IAAPTqJ2/tUlrAp1vOmew6CgBI6rpX7EAL6xMBxI+TTQDAoEVjVn4mxQAkkZ11zXrxgz26dfEU5WUwJQYAwLFqDh3W8xtrdd2CYp6VADwjPzPEpBiA40IpBgAYtEgsJj93igFIIj94rVRpAZ/uWjbNdRQAADzpoZXlshLPSgCeMjYzSCkG4LhQigEABi3CpBiAJFK6r0UvvF+rW86ZojG8+Q4AwCc0toX1+LuVuuK0iSrMTXMdBwCO6JoUY30igPhRigEABi0StfL7eHQASA4/fG2nUv0+3b2Mu8QAAOjNo+9UqK0zqnvOne46CgB8TH5mSAfbOhWJxlxHAZBgONkEAAxaJBZjUgxAUiirb9Hzm2p1yzmTNTYz5DoOAACe0x6O6uFVu7VsZr7mTMp2HQcAPiY/KyRrpYZWpsUAxIdSDAAwaNGY5U4xAEnhh6+VKuT36e5zuR8FAIDePLehRvXNHfoyU2IAPKggs2v9eT33igGIE6UYAGBQrLUKR618KTw6ACS28v2tem5jjW5aVKJ8psQAAPiEWMzqwRVlmjspW0tmjHUdBwA+oefv8dwrBiBenGwCAAYlZrv+zfpEAInuh6+VKuhP4X4UAAD68Oq2fSqrb9U9506TMfz9H4D3HCnFmpkUAxAfSjEAwKCEuy+vZX0igERWcaBrSuzGhZNVkMWUGAAAvfnJm7tUmJumz5w60XUUAOhVflbPpBilGID4UIoBAAYl2j0qxqQYgER2/+ul8qcYfZm7xAAA6NW6ioNaW3FQdy2bKr+PYyMA3pQR9CnoT1FDG+sTAcSHv90AAAYlcqQU49EBIDFVH2zTM+trdP2CEo3LTnUdBwAAT3rwrV3KSQvoi/OLXUcBgD4ZYzQmPaiDrZRiAOLDySYAYFAirE8EkOAefKtMxkj3MCUGAECvyupb9PKWOt28aLIyQn7XcQCgX7npAR1sC7uOASDBUIoBAAYlyqQYgAS2r7ldT7xXpWvmFWlSbprrOAAAeNJPV5Qr4EvRrYunuI4CAAPKSw/qEOsTAcSJk00AwKCEuVMMQAL7+cpyRaIx3Xv+dNdRAADwpPrmDj29vlqfP7NIBVkh13EAYEBjMoJqYH0igDhRigEABiUa7SrFfJRiABJMY1tYj66u0GdOm6Sp+Rmu4wAA4Em/Wr1b4WhMdy+b6joKAAxKbnpAh1ifCCBOlGIAgEEJx7hTDEBienjVbrV2RvXVC5gSAwCgN60dEf1qdYUumTNe0woyXccBgEHJSw/q0OGwYt2bbQBgMCjFAACDEo52lWJBH48OAImjtSOiX6wq10Wzx2vWhGzXcQAA8KTfrK1S4+Gw7jmXF0gAJI68jKCiMavm9ojrKAASCCebAIBBiXSvT/RTigFIII+9U6lDbWGmxAAA6EMkGtPPVpTr7Cl5Omtynus4ADBoeekBSdLBNu4VAzB4nGwCAAalZ1KM9YkAEkV7OKoHV5RpyYyxmlfCIR8AAL35/Qd7VHPoMFNiABJOXnpQEqUYgPhQigEABiXSvaM7kMKjA0BieGpdteqbO/TV82e4jgIAgCdZa/XgW2WaXpChT80a5zoOAMQlL4NSDED8ONkEAAwKk2IAEkk4GtMDb+7SvJJcnTN9rOs4AAB40qpdB7S5tkn3nDtNKSn8PR9AYjmyPrE17DgJgERCKQYAGJSeO8UClGIAEsDzG2tVffCw7rtghozhzy0AAHrzwJu7VJAV0lXzCl1HAYC45bI+EcBxoBQDAAzKkUkx1icC8LhYzOpHb5Rq1oQsXcgqKAAAerWltkkrdu7XbYunKOT3uY4DAHHLTvXLl2IoxQDEhZNNAMCghI9MivHoAOBtL23eq131rfoqU2IAAPTppyvKlBH06aaFk11HAYDjYoxRXnpAB9tYnwhg8DjZBAAMSiTWNSnG+kQAXmat1Q9fL9XU/Ax9+tSJruMAAOBJNYcO6/lNtbpuQYlyuu/kAYBElJse1MFWJsUADB6lGABgUHruFPMzKQbAw97cUa/NtU36ynnT5UuhxAcAoDcPrSyXJN2xdKrjJABwYsakB1mfCCAunGwCAAblozvFOGQG4F33v16qSTmpumpeoesoAAB4UuPhsJ54t1JXnDZRhblpruMAwAnJTQ/oEOsTAcSBUgwAMCiRGHeKAfC2d8sb9N7ug7rn3GkK+vmzCgCA3jz+bqVaO6O6+9xprqMAwAkbkxFUA+sTAcSB0wIAwKAcmRTjTjEAHvXD10uVnxnUdQtKXEcBAMCTOiMx/eLtci2ZMVZzJ+W4jgMAJyw3PahDbWFZa11HAZAgKMUAAIMS7r5TLJDCowOA97xffUhv7ajXHUunKjXgcx0HAABP+t37tapr6tDdy5gSA5Ac8tID6ozG1NoZdR0FQILgZBMAMCiR7kmxgJ9JMQDe88Cbu5SV6tfNiya7jgIAgCdZa/XgW2U6aXymzjupwHUcABgSeRlBSdJBVigCGCRKMQDAoPTcKeZnUgyAx+ze36o/fLhXNy+arKzUgOs4AAB40tulB7Rtb7PuWjZNxvCiG4DkkJfeVYodags7TgIgUXCyCQAYlJ47xQLcKQbAYx5cUaaAL0W3LZniOgoAAJ714IoyFWSFdOUZk1xHAYAhk5fe9VJcQxuTYgAGh1IMADAo4WhMvhTDW6UAPKW+uUNPravW588s0risVNdxAADwpO17m/XWjnrdtniKQn7u3gSQPHrWJx6iFAMwSJRiAIBBiUSt/CkUYgC85eFV5QpHY7p72VTXUQAA8KyfrihTWsCnGxeWuI4CAEOqZ30id4oBGCxKMQDAoISjVgEfjw0A3tHSEdEjqyt02dwJmlaQ6ToOAACetK+pXb/dWKMvzi9SbvfhMQAki5y0gIyRGrhTDMAgcboJABiUSCwmP/eJAfCQJ96tVFN7RPecO811FAAAPOvhVbsViVndsZSpagDJx5dilJMWYH0igEGjFAMADAqTYgC8pDMS089Xlmvh1DGaV5LnOg4AAJ7U2hHRr9+p1GVzJ2jy2AzXcQBgWOSlB3WQSTEAg8TpJgBgUCLRmALcKQbAI17YVKs9je269/zprqMAAOBZT66tUuPhsO5axlQ1gOSVmx7gTjEAg0YpBgAYlHA0Jj+TYgA8IBaz+slbu3Ty+Cydf1KB6zgAAHhSNGb187fLddbkPJ01malqAMlrTHpQB1mfCGCQON0EAAxKOGa5UwyAJ7yxY5921LXoy+dNkzH8uQQAQG9e2rxXVQ2Hdfcy7hIDkNxy04NMigEYNEoxAMCgdK1P5LEBwL0H3izTpJxUXXH6JNdRAADwJGutHnyrTJPHpuviORNcxwGAYTUmI8CdYgAGjdNNAMCgRKJMigFwb33lQb1b3qA7l01TgJWuAAD0al3FQW2sOqQ7l06Vj3uBASS53PSgDoejag9HXUcBkAA4SQAADEo4ZjmABuDcT97cpZy0gK47u9h1FAAAPOunK8qUmx7QtWcVuY4CAMMuLz0oSdwrBmBQON0EAAxKJBpTgEkxAA7tqm/Ry1vqdMs5k5UR8ruOAwCAJ5Xvb9XLW+p008LJSg/yvASQ/MZkBCRJB1tZoQhgYJRiAIBBCUdj8nOnGACHfvpWmYK+FN26eIrrKAAAeNZDK8sVSEnRLYsnu44CACMit3tS7BCTYgAGgdNNAMCghLlTDIBD+5ra9cz6Gn1hfpHyM0Ou4wAA4EkHWzv15LoqXTVvksZlpbqOAwAjomd9YgOlGIBBoBQDAAxKJBbjTjEAzjz09m5FYjHdtXSa6ygAAHjWo2sq1B6O6a5lPC8BjB55PesT21ifCGBgnG4CAAYlErXypzApBmDkNbeH9es1Fbr8lImakp/hOg4AAJ7UHo7ql6t36/yTC3TS+CzXcQBgxOSmdU2KHWxlUgzAwCjFAACDEo4yKQbAjcfeqVRzR0RfPo+33gEA6MtvN9Zof0un7mFKDMAoE/SnKDPk10HWJwIYBE43AQCDEolZBbhTDMAI64zE9NDb5Vo8faxOK8p1HQcAAE+Kxax+uqJccyZm65zpY13HAYARl5cR0CHWJwIYBEoxAMCghCMx+ZkUAzDCXthUq7qmDt1zLm+9AwDQlzd31Kt0X4vuPneqjOFFNgCjT156UA2sTwQwCJxuAgAGJcykGIARZq3Vz1aWa+a4TJ13UoHrOAAAeNbPV5ZrQnaqPnvaJNdRAMCJ3PSgDrE+EcAgUIoBAAYlEo3Jn8JjA8DIWb3rgLbuadJdy3jrHQCAvmzd06SVpft16+Ip3AEMYNTKSw/oIOsTAQwCf1sCAAxKOGoV9PPYADByfrayXGMzgrryjELXUQAA8KyHVpYrLeDTDQtKXEcBAGdy0gJqaqcUAzAwTjcBAIPSGY3Jz/pEACOkdF+zXtu2TzefM1mpAZ/rOAAAeNK+5nb9dmOtvjC/SDnpAddxAE8xxlxmjNlujCk1xnyrl1/PMca8YIzZZIzZbIy53UVODI3s1ICaDodlrXUdBYDHUYoBAAZkrVU4GlOQdSwARsjPV+5W0J+imxdNdh0FAADPenR1hcKxmG5fMtV1FMBTjDE+SfdLulzSHEnXG2PmHPOxr0raYq09XdL5kv6fMSY4okExZHLSAopZqaUj4joKAI/jdBMAMKBozMpacUcBgBFxoKVDz6yv1ufPLNTYzJDrOAAAeFJ7OKpH36nUp2aN19T8DNdxAK9ZIKnUWltmre2U9ISkK4/5jJWUZbour82U1CCJRiVBZaf5JUlN7fy/EED/ON0EAAwoEutaP0ApBmAk/PqdSnVEYrqDt94BAOjTsxtq1NDaqTuX8rwEelEoqeqor6u7f+5oP5Q0W1KtpA8k/Zm1NjYy8TDUctK6Vsg2tnGvGID+cboJABhQZ7Tr+4IAd4oBGGbt4ah+tXq3zj+5QDPHZ7mOAwCAJ1lr9fOV5Zo7KVuLpo1xHQfwot6+eT32sqlLJW2UNEnSGZJ+aIzJ7vU3M+YeY8xaY8za+vr6ocyJIZKd2lWKNbVTigHoH6UYAGBA4UhXKRb089gAMLye31ir/S2dunvZNNdRAADwrDd31Kt0X4vuXDpVXZvfAByjWlLxUV8XqWsi7Gi3S3rGdimVVC5pVm+/mbX2QWvtfGvt/IKCgmEJjBOT3TMpdphSDED/ON0EAAwoHGV9IoDhZ63Vz1aWadaELC2ePtZ1HAAAPOvnK8s1Liukz542yXUUwKvekzTTGDPVGBOUdJ2k54/5TKWkT0mSMWa8pJMllY1oSgyZnvWJTZRiAAbA6SYAYEDhI+sTeWwAGD4rdu7XjroW3bVsGm+9AwDQh+17m7Vi537dungKmxyAPlhrI5Luk/SSpK2SfmOt3WyMudcYc2/3x/5Z0mJjzAeSXpX0TWvtfjeJcaKYFAMwWH7XAQAA3sedYgBGwk9XlKkgK6QrTp/oOgoAAJ7185VlSg2k6IYFJa6jAJ5mrX1R0ovH/NwDR/24VtIlI50LwyMr5JcxTIoBGBivFAEABtQzKRZkUgzAMOl56/22xVMU8vtcxwEAwJPqmzv03MZaXXtWkfIygq7jAIBnpKQYZYX8amqPuI4CwOM43QQADCgc4U4xAMOLt94BABjYo2sq1BmJ6fYlU11HAQDPyU4LsD4RwIA43QQADKhnfaKf9YkAhkF9c4ee28Bb7wAA9Kc9HNWjayr0qVnjNL0g03UcAPCcnLQA6xMBDIhSDAAwINYnAhhOj6zerXAspjt46x0AgD79dmONDrR26s6lPC8BoDfZqUyKARgYp5sAgAH1lGIBP48NAEOrPRzVI2sq9KlZ4zWNt94BAOiVtVY/X1mu2ROzdc70sa7jAIAn5aQF1NROKQagf5xuAgAGFIlypxiA4fHM+hodbAvrrmW89Q4AQF9W7NyvHXUtunPpVBnDSnMA6E12mp9JMQAD4nQTADCgnjvFAtwpBmAIxWJWP19ZplMKs7Vw6hjXcQAA8KyfrSxXQVZIV5w+0XUUAPCsrjvFIq5jAPA4SjEAwIC4UwzAcHhzR7121bfq7mXTeOsdAIA+7Khr1ls76nXLoskK+X2u4wCAZ2WnBnQ4HFVnJOY6CgAP43QTADCgI3eKUYoBGEK/WLVb47JCuvwU3noHAKAvD60sV8ifohsXTXYdBQA8LSc9IEncKwagX5xuAgAGFI503ynm57EBYGiU7mvRWzvqdfOiyQryZwsAAL060NKhZzbU6JozizQmI+g6DgB4WnZqVynGvWIA+sMJBABgQNwpBmCo/XLVbgV9Kbp+YYnrKAAAeNajayrVGYnpzqVTXEcBAM/LSeueFKMUA9APSjEAwIC4U2xgxpjLjDHbjTGlxphv9fO5s40xUWPMtSOZD/CSxsNhPb2+WlecPkn5mSHXcQAA8KT2cFSPrNmt808u0IxxWa7jAIDnZaf5JTEpBqB/nG4CAAbEnWL9M8b4JN0v6XJJcyRdb4yZ08fn/kPSSyObEPCWJ9dWqa0zqtuXTHEdBQAAz3phU632t3TqzqVTXUcBgIRwZFKsPeI4CQAv43QTADCgcLTrTjE/6xP7skBSqbW2zFrbKekJSVf28rmvSXpa0r6RDAd4STRm9avVFTp7Sp5OKcxxHQcAAE+y1uqht3frpPGZWjoj33UcAEgI3CkGYDAoxQAAA+qMdE+KpfDY6EOhpKqjvq7u/rkjjDGFkq6W9MAI5gI85/Vt+1TZ0KbbFvPWOwAAfXmnvEFb9zTp9iVTZQwvpgHAYGRzpxiAQeB0EwAwoHA0Jn+KUUoK35D3obf/YuwxX39X0jettdF+fyNj7jHGrDXGrK2vrx+qfIBnPLxqtybmpOqSueNdRwEAwLMeWlmuvPSArp5XOPCHAQCSpNSAT0F/CqUYgH5RigEABhSJWe4T61+1pOKjvi6SVHvMZ+ZLesIYs1vStZJ+ZIy56tjfyFr7oLV2vrV2fkFBwTDFBdzYWdeslaX7ddOiyfyZAgBAHyoPtOmVrXW6fkGJUgM+13EAIKHkpAVYnwigX37XAQAA3tcZiSnAfWL9eU/STGPMVEk1kq6TdMPRH7DWHtkVZ4x5WNLvrLXPjWBGwLmHV+1W0J+i6xeUuI4CAIBn/XL1bvmM0c3nTHYdBQASTk5aQE3tlGIA+kYpBgAYUDgaU9DPVEdfrLURY8x9kl6S5JP0kLV2szHm3u5f5x4xjHqNbWE9s75GV50xSWMygq7jAADgSS0dEf3mvSpdfupETcxJcx0HABJOdqqfSTEA/aIUAwAMKByNsepsANbaFyW9eMzP9VqGWWtvG4lMgJf879pKHQ5HddviqQN/GACAUeqptVVq7ojojiVTXEcBgISUkxbQ/pZO1zEAeBgnnACAAYWj3CkG4PhFY1a/XFWhhVPHaM6kbNdxAADwpFjM6uFVu3VGca7mleS5jgMACSmbO8UADIATTgDAgDqj3CkG4Pgt31qnmkOHdTtvvQMA0KfXt+/T7gNtumMpU9UAcLy4UwzAQCjFAAADCkdYnwjg+D389m4V5qbpotnjXUcBAMCzfvH2bk3ITtXlp0xwHQUAElZ2akBNh8OKxazrKAA8ihNOAMCAwtGYgn4eGQDit21vk1aXHdDN50yWn3IdAIBebd/brJWl+3XzOZN5GQ0ATkBOWkAxK7V2RlxHAeBR/E0LADCgcNTKn8L6RADx++Wq3UoNpOi6s4tdRwEAwLMeXlWukD9FNywocR0FABJadppfkrhXDECfKMUAAAPqulOMRwaA+Bxs7dSzG2p09bxC5aYHXccBAMCTGlo79cz6Gl1zZqHyMnheAsCJyEkLSJKaDjMpBqB3nHACAAbE+kQAx+OJ96rUHo7p1sVTXEcBAMCzHn+3Uh2RmG5bPNV1FABIeNmpXaUYk2IA+sIJJwBgQGEmxQDEKRKN6ZHVu3XOtLGaNSHbdRwAADwpHI3pkdUVWjojXydPyHIdBwASXnYapRiA/nHCCQAYUDhiFaQUAxCHV7bUqbaxXbcvmeI6CgAAnvWHD/dqbxPPSwAYKkfWJ7ZTigHoHSecAIABdUZjCrA+EUAcHllTocLcNH1q9njXUQAA8KyHVpZryth0XXDyONdRACApZB+5U4xSDEDvOOEEAAyoMxJjUgzAoJXua9aqXQd0w8IS+VKM6zgAAHjS+sqD2lh1SLcvmaoUnpcAMCSyQn4ZQykGoG+ccAIABtQZjSnIpBiAQXp0TaUCPqMvnV3sOgoAAJ71i7d3Kyvk1+fPKnIdBQCSRkqKUVbIz51iAPrECScAYEBdk2K8vQpgYG2dET29rlqfPnWi8jNDruMAAOBJexoP6w8f7NGXzi5WZsjvOg4AJJXstICa2iOuYwDwKEoxAMCAOiNMigEYnN9urFVzR0S3nDPZdRQAADzrkdUVilmrWxdPcR0FAJJOTlqASTEAfeKEEwAwoDDrEwEMgrVWj6yu0OyJ2TqzJM91HAAAPOlwZ1SPv1upi+eMV/GYdNdxACDpZKcGuFMMQJ844QQA9CsWs4rErAI+HhkA+re+8pC27GnSzYsmyxhWrgIA0JvnNtboYFtYty+Z6joKACQlJsUA9IcTTgBAvzqjMUliUgzAgB5ZvVtZIb+uPGOS6ygAAHiStVa/eLtccyZma+HUMa7jAEBSyk7zq6mdUgxA7zjhBAD060gpxqQYgH7sb+nQix/s1efPKlJGyO86DgAAnrR61wHtqGvRbUumMFUNAMOESTEA/eGEEwDQr84Ik2IABvabtVXqjMZ006IS11EAAPCsh1ft1piMoD53OlPVADBcslMDag/H1BGJuo4CwIM44QQA9OtIKcakGIA+RGNWv15TqXOmjdWMcVmu4wAA4ElVDW1avrVO151drNSAz3UcAEhaOekBSVLT4YjjJAC8iBNOAEC/mBQDMJA3tu9TzaHDuvmcya6jAADgWY+uqZAxRjct4nkJAMMpO7WrFGOFIoDecMIJAOhXuPtOsQCTYgD68MiaCo3PDuniOeNdRwEAwJMOd0b1xHtVunTueE3KTXMdBwCSWnZa1x3HLR1MigH4JE44AQD96mBSDEA/Kg606s0d9bp+QQnlOQAAffjtxho1Hg7r1nOmuI4CAEkvM9Q1KdbczqQYgE/i5AIA0K/OKKUYgL499k6lUozR9QtKXEcBAMCTrLV6eNVuzZ6YrQVTx7iOAwBJLzPUPSnWzqQYgE/ihBMA0K9wz6QYEyAAjtEejup/13atghqfneo6DgAAnvROeYO27W3WbYsnyxjjOg4AJL2s1K5SrJn1iQB6wQknAKBfTIoB6Mvv39+jQ21h3bRosusoAAB41sNv71ZuekBXnlHoOgoAjApHSjEmxQD0ghNOAEC/OpkUA9CHR9ZUaHpBhs6ZNtZ1FAAAPKnm0GG9vGWvrju7RKkBn+s4ADAqZLA+EUA/OOEEAPQr3D0pFqAUA3CUD6obtbHqkG5exCooAAD68uiaCknSTYu4exMARkrAl6K0gE8tHWHXUQB4ECecAIB+dURYnwjgkx5Zs1tpAZ+uOavIdRQAADypPRzV4+9W6pI5E1SUl+46DgCMKpmpfrVwpxiAXnDCCQDoV8/6xBClGIBujW1hPb+pVlfNK1R2asB1HAAAPOn5jbU61BbWrYunuI4CAKNOVsivJtYnAugFJ5wAgH6Fo1YS6xMBfOSZDdVqD8dYBQUAQB+stXp41W6dPD5Li6aNcR0HAEadrFQ/d4oB6BUnnACAfnVGopJYnwigi7VWj79bqdOLczV3Uo7rOAAAeNJ7uw9qy54m3bZkCndvAoADrE8E0BdOOAEA/eqMcqcYgI+sqzioHXUtumFBsesoAAB41i9X7VZOWkBXnVHoOgoAjEqZIb+a28OuYwDwIE44AQD9+mh9Im+4ApAee7dSmSG/rjh9kusoAAB40p7Gw/rj5r267uxipQV9ruMAwKiUlRpgfSKAXlGKAQD61RHpnhTjTjFg1GtsC+v37+/RVfMmKT3odx0HAABPenRNhay1umnRZNdRAGDUygz51cz6RAC94IQTANCvzkhMQV8KdyEA0LMbqtURien6BSWuowAA4Ent4agef7dKn5o9XsVj0l3HAYBRK6v7TjFrresoADyGUgwA0K9wNMbqRACy1urxd6t0elGO5k7KcR0HAABP+t37e9TQ2qnbF09xHQUARrXMkF/WSq2dUddRAHgMpRgAoF+dkZiCfh4XwGi3vvKQttc1MyUGAEAfrLV6eFW5ThqfqXOmj3UdBwBGtazUgCRxrxiAT+CUEwDQL0oxAJL02DuVygj6dMXpk1xHAQDAk9ZXHtSHNU26dfEUVo8DgGOZqV13ILd0hB0nAeA1nHICAPrVtT6RxwUwmjW2hfW792t15bxCZYT8ruMAAOBJD6+qUHaqX1fPK3QdBQBGvazu71uamBQDcAxOOQEA/eqIMikGjHbPbaxRRySmG1idCABAr+qa2vWHD/boi/OLlR7kBRIAcC2rZ1KMUgzAMTjlBAD0qzMSU5BJMWDUstbq8XcrdWphjk4pzHEdBwAAT3rsnUpFrdXN50x2HQUAoKPXJ1KKAfg4TjkBAP0KMykGjGobqg5p295m3bCQKTEAAHrTGYnpsXcrdf5JBZo8NsN1HACApMwQk2IAescpJwCgX0yKAaPb4+9UKiPo0xWnT3IdBQAAT3pp817VN3folnOmuI4CAOiWlRqQJDW1hx0nAeA1nHICAPrVGWFSDBitmtrDeuH9Wn3ujMIjb1oCAICPe2R1hUrGpOu8kwpcRwEAdDsyKcb6RADH4JQTANCvcDSmAJNiwKj03IYatYdjumEBqxMBAOjNtr1Nend3g25eNFkpKcZ1HABAN1+KUXrQx/pEAJ/AKScAoF8dkZhCTIoBo461Vo+9U6lTCrN1alGO6zgAAHjSr1ZXKORP0RfmF7mOAgA4RmbIr2ZKMQDH4JQTANAv1icCo9PGqkPatrdZ1zMlBgBArxoPh/Xs+hpdecYk5aYHXccBABwjK9XP+kQAn8ApJwCgXx2UYsCo9Pi7lUoP+vS50ye5jgIAgCc9va5ah8NR3XLOFNdRAAC9yEwNqJlSDMAxOOUEAPSra32iz3UMACOoqT2sFzbt0edOn6Ss1IDrOAAAeE4sZvXomgrNK8nVKYWsGQYAL8oK+dXSHnYdA4DHUIoBAPrVGYlypxgwyvx2Y60Oh6OsTgQAoA9v79qvsv2tuuWcya6jAAD6kJXKnWIAPolTTgBAvzqjrE8ERhNrrR5/p1JzJ2XrtCLefAcAoDe/Wl2hsRlBffrUia6jAAD6kBniTjEAn8QpJwCgT9ba7vWJPC6A0WJzbZO27GnSl84uljHGdRwAADyn5tBhvbq1Tl86u5g14wDgYZmpfrUwKQbgGJxyAgD6FIlZWSsFfTwugNHiN2urFPSn6MrTC11HAeCIMeYyY8x2Y0ypMeZbvfz6lcaY940xG40xa40xS13kBFz59ZoKSdKNi1idCABelpUaUEtnRLGYdR0FgIdwygkA6FNHJCZJCgV4XACjQXs4quc21OiyuROUkx5wHQeAA8YYn6T7JV0uaY6k640xc4752KuSTrfWniHpDkk/G9GQgEPt4aieeK9KF80er8LcNNdxAAD9yAr5Za3U2sm0GICPcMoJAOhTZ3cpxqQYMDq8vKVOTe0RfensYtdRALizQFKptbbMWtsp6QlJVx79AWtti7W255XrDEm8fo1R48UP9qihtVO3nDPFdRQAwAAyU/2SxL1iAD6GU04AQJ+OlGLclQCMCr95r0qFuWk6Z9pY11EAuFMoqeqor6u7f+5jjDFXG2O2Sfq9uqbFgFHhV6srNK0gQ0tm8KwEAK/LDHWXYtwrBuAolGIAgD51RKKSpJCfxwWQ7Koa2vT2rv36wvwipaQY13EAuNPbHwCfmASz1j5rrZ0l6SpJ/9zrb2TMPd13jq2tr68f2pSAAx9UN2pj1SHdvGiyjOFZCQBel9U9KdZEKQbgKJxyAgD69NGkGI8LINk9vb5aknTtWUWOkwBwrFrS0TtUiyTV9vVha+1bkqYbY/J7+bUHrbXzrbXzCwoKhj4pMMJ+tXq30oM+fZ5nJQAkhCzWJwLoBaecAIA+dXSXYkyKAcktFrN6cm21ls7IV1Feuus4ANx6T9JMY8xUY0xQ0nWSnj/6A8aYGaZ7TMYYc6akoKQDI54UGEEHWzv1/KZaXTWvUNmpAddxAACDkBnq+vOa9YkAjuZ3HQAA4F0dTIoBo8KqXQdUc+iwvnn5LNdRADhmrY0YY+6T9JIkn6SHrLWbjTH3dv/6A5I+L+kWY0xY0mFJX7LWfmLFIpBMnlxXpY5ITLecM9l1FADAIPVMijW3hx0nAeAllGIAgD6xPhEYHX6ztko5aQFdMme86ygAPMBa+6KkF4/5uQeO+vF/SPqPkc4FuBKNWT2ypkILpozRrAnZruMAAAYpk/WJAHrBKScAoE8dkagkKeT3OU4CYLg0toX1x817ddUZk5Qa4H/rAAAc680d+1TVcFg3MyUGAAklI9gzKUYpBuAjlGIAgD51cqcYkPSe31SjzkhMX5hf7DoKAACe9KvVFRqXFdKlcye4jgIAiIMvxSgz5GdSDMDHcMoJAOhTZ5RSDEh2/7u2SnMmZuuUwhzXUQAA8JyKA616c0e9rl9QwkpxAEhAmSE/d4oB+Bj+RgcA6FNHmDvFgGS2ubZRH9Y06Yvzi1xHAQDAkx57p1Ipxuj6BSWuowAAjkNmKpNiAD6OU04AQJ96JsUoxYDk9OTaagV9KbpqXqHrKAAAeE57OKrfrK3SxbPHa0JOqus4AIDjkJXq504xAB/DKScAoE8d4agkKeT3OU4CYKh1RKJ6bmONLpk7XrnpQddxAADwnD98uEcH28K6adFk11EAAMeJO8UAHItSDADQJybFgOS1fMs+HWoL64vzi11HAQDAk369plJTxqZr8fSxrqMAAI4Tk2IAjsUpJwCgT52R7lLMx+MCSDb/u7ZKk3JStWRGvusoAAB4zra9TVpbcVA3LpyslBTjOg4A4DhlhvxqoRQDcBROOQEAfeqIxGSMFPBxEAAkk9pDh7ViZ72unV8sHwd9AAB8wqNrKhT0p+jas4pcRwEAnICs1ADrEwF8DKUYAKBPnZGYgr4UGcOhOZBMnl5XLWulL3DQBwDAJ7R0RPTs+hp99rSJysvg3k0ASGQ9d4pFY9Z1FAAeQSkGAOhTRySmEPeJAUklFrN6cl21Fk8fq+Ix6a7jAADgOb/dWKPWzqhuWjTZdRQAwAnKSvVLklo7mRYD0IWTTgBAnzoiMQX9PtcxAAyhd8obVNnQpi/OL3YdBQAAz7HW6tE1lZo9MVvzinNdxwEAnKCeUox7xQD0oBQDAPSpk0kxIOk8vb5amSG/Lp07wXUUAAA8Z33lIW3d06SbFpWwQhwAkkBmKCBJ3CsG4AhOOgEAfeqIRCnFgCTS1hnRHz7Yo8+cOlFpQaZAAQA41q/XVCgz5NdVZxS6jgIAGAKZ3ZNize1hx0kAeAUnnQCAPnVGYgpSigFJ4+XNdWrtjOqaMznoAwDgWAdbO/W7D/bo6nmFygj5XccBAAyBrCOlGJNiALpw0gkA6FMH6xOBpPL0+moVj0nT2VPGuI4CAIDnPLWuWp2RmG5cVOI6CgBgiGR1v+TA+kQAPTjpBAD0iUkxIHnsbWzXytL9unpekVJSuCMFAICjxWJWv36nQvMn52nWhGzXcQAAQySTSTEAx+CkEwDQp84opRiQLJ7dUCNrpWvmsToRAIBjvb1rv3YfaNNNiya7jgIAGEKZPZNilGIAunHSCQDoU0ckqpDf5zoGgBNkrdUz66s1f3KepuRnuI4DAIDnPLqmQmMygrr81AmuowAAhlBG0C9jpOb2sOsoADyCUgwA0KfOSExBH48KINF9WNOknftadM2ZRa6jAADgOXsb27V86z59YX4RL4QBQJJJSTHKCPrV2hl1HQWAR3DSCQDoE3eKAcnh6fXVCvpT9JnTJrqOAgCA5zzxXqWiMasbFpS4jgIAGAbpQZ9aO1ifCKALJ50AgD51RGIKUYoBCa0zEtPzm2p18ZzxykkLuI4DAICnRKIxPfFulc49qUCTx7JiGACSUWaISTEAH+GkEwDQJybFgMT3xvZ9amjt1OfPLHQdBQAAz1m+dZ/2NrXrpoVMiQFAskoPMSkG4COcdAIA+tQRiSk1wL0KQCJ7Zn2N8jODOndmgesoAAB4zq/fqdDEnFRdOGuc6ygAgGGSEfSrhVIMQDdKMQBAn9rDUdYnAgnsYGunXt1WpyvPKJTfx/+WAQA42u79rVqxc7+uX1DCcxIAklhmyK+2TkoxAF34Wx8AoFeRaEyRmFXIz6QYkKh+936twlGrz59Z5DoKAACe89i7lfKlGH3p7GLXUQAAwyg95FdrB3eKAehCKQYA6FVnNCZJCgV4VACJ6un1NZo1IUtzJmW7jgIAgKe0h6N6cm2VLpkzXuOzU13HAQAMo0zuFANwFE46AQC96gh3lWKprE8EEtKu+hZtrDrElBgAAL14afNeHWwL64aFJa6jAACGWXrQTykG4AhOOgEAveqI9EyKsT4RSETPrK9WipGunDfJdRQAADznsXcqVTImXUum57uOAgAYZhkhv1o7o4rFrOsoADyAUgwA0KuOSNe+7RCTYkDCicWsnl1fo3NPKtC4LFZCAQBwtF31LXqnvEHXLShWSopxHQcAMMwygl0v+x4Oc68YAEoxAEAf2rvXJ4b8TIoBiWZN2QHVNrazOhEAgF488W6l/ClG157FcxIARoOMkF+SWKEIQBKlGACgD0yKAYnr6fU1ykr16+I5411HAQDAU9rDUT21rlqXzB3PNDUAjBKZPaVYJ5NiAByVYsaYMcaYV4wxO7v/ndfLZ4qNMa8bY7YaYzYbY/7MRVYAGK0+ulOMUgxIJK0dEf3hwz367GkTlcqdgAAAfMxLm/fqYFtY1y8ocR0FADBC0rvXJzIpBkByNyn2LUmvWmtnSnq1++tjRSR93Vo7W9IiSV81xswZwYwAMKp1sD4RSEgvbd6rts6orp7HSigAAI71+LuVKhmTriXT811HAQCMkEzWJwI4iqtS7EpJv+z+8S8lXXXsB6y1e6y167t/3Cxpq6TCkQoIAKNdz/rEVCbFgITy3MZaFeWl6ewpnxjEBwBgVCurb9GasgZdt6BYKSnGdRwAwAhJP7I+kVIMgLtSbLy1do/UVX5JGtffh40xUyTNk/ROP5+5xxiz1hiztr6+fiizAsCodGR9IpNiQMKob+7Qyp31uvKMSTKGwz4AAI72+LuV8qcYXXsW09QAMJpkhrrONVo6uFMMgOQfrt/YGLNc0oRefunbcf4+mZKelvTn1tqmvj5nrX1Q0oOSNH/+fBvPfwYA4JPaw11/WQz5mRQDEsXv369VzEpXncFwPQAAR+uIRPXUumpdPGe8xmWluo4DABhB6cGuI/A21icC0DCWYtbai/r6NWNMnTFmorV2jzFmoqR9fXwuoK5C7NfW2meGKSoAoBdHJsVYnwgkjOc21mr2xGzNHJ/lOgoAAJ7y0uY6HWwL64aFJa6jAABGWEb3+sQWSjEAcrc+8XlJt3b/+FZJvz32A6Zr58/PJW211v73CGYDAEjqODIpxvpEIBHs3t+qjVWHdNUZk1xHAQDAcx57p0LFY9K0ZHq+6ygAgBGWEew612jrZH0iAHel2L9LutgYs1PSxd1fyxgzyRjzYvdnlki6WdKFxpiN3f982k1cABh9PrpTjEkxIBH8dmOtjJE+RykGAMDHlNW3aE1Zg647u0QpKdy5CQCjjd+XopA/Ra1MigHQMK5P7I+19oCkT/Xy87WSPt3945WS+NsqADhCKQYkDmutfrupRgumjNHEnDTXcQAA8JQn3quSP8XoC/OLXEcBADiSGfKzPhGAJHeTYgAAj+uIROVPMfL7eFQAXvdhTZPK6lt11bxC11EAAPCUjkhUT62r1sVzxmtcVqrrOAAAR9JDPtYnApBEKQYA6ENHOMaUGJAgnttYo4DP6NOnTHQdBQAAT3lpc50aWjt1/YIS11EAAA5lBJkUA9CF004AQK/aI1GFAj7XMQAMIBqzemFTrc4/eZxy0gOu4wAA4CmPv1Op4jFpWjoj33UUAIBDGSG/2jopxQBQigEA+sCkGJAY1pQd0L7mDl11BqsTAQA4Wll9i1aXHdB1Z5coJYUrywFgNMsI+dXSwfpEAJRiAIA+dEQoxYBE8NyGGmWG/PrU7HGuowAA4ClPvFclf4rRF+YXuY4CAHAsM+RTG+sTAYhSDADQh45IVKmsTwQ8rT0c1R8/3KtL507gf68AABylIxLVU+uqddHs8RqXleo6DgDAsfSgX62UYgBEKQYA6AOTYoD3vb5tn5o7Irpq3iTXUQAA8JSXN9epobVTNywscR0FAOABmSG/WijFAIhSDADQh647xZg8AbzsuY01ys8MafH0fNdRAADwlMfeqVRRXpqWzuAZCQCQ0oM+tXVGZa11HQWAY5RiAIBetUeiCgV4TABe1Xg4rNe31euK0yfKl2JcxwEAwDPK97dqddkBXb+gRCk8IwEAkjJCfkViVh2RmOsoABzjtBMA0KuuSTEeE4BX/fHDPeqMxnTVGYWuowAA4Cn/+16VfClGXziryHUUAIBHZAS7NuG0dUYdJwHgGqedAIBedUSirE8EPOy5DbWamp+h04pyXEcBAMAzwtGYnlpXrQtnjdO47FTXcQAAHpER8kuSWrlXDBj1KMUAAL3qiMRYnwh41N7Gdq0pP6DPnT5JxrAWCgCAHq9t26f9LR267uxi11EAAB5ypBTrpBQDRjtOOwEAveqIxJgUAzzqhU21sla6ah6rEwEAONr/vlelcVkhnXdSgesoAAAPYVIMQA9KMQBArzrCUe4UAzzquY01Or0oR1PzM1xHAQDAM/Y2tuuN7fv0hflF8vv4eywA4COZoa6Xfls6uFMMGO34WyIAoFftrE8EPKl0X7M21zbpc2cwJQYAwNGeWlelmJW+OJ/ViQCAj0sPdk2KtTEpBox6nHYCAD7BWqtO1icCnvT8pj0yRrritImuowAA4BmxmNX/rq3S4uljNXksk9QAgI/L7F6f2EIpBox6lGIAgE/oiMQkifWJgMdYa/W792u1cOoYjctOdR0HAADPWF12QFUNh/Wls5kSAwB8Unqw66Xftk7WJwKjHaed+P/Z+/PwOO/7vPe/P7NhBgBBECS47xQXkdoXW9Ziy5ZlW96T2LGdpM3Sxk2bPe1JfJo2S9PfaZM2OacndZu4OfHxSZ3Y9S4vkqXIli1LtiJKFFeR4k4CJPZ99uX7+2MGECmSIkRg5ot5nvfrunARM5iQ9+VImuFzP5/PFwAuQSkGLEwvnZ/UicG03nvTat9RAABYUD7/3FktTsX1zl0rfUcBACxAbUyKAajhaicA4BL5UvXOqWSc9YnAQvKNfecUjZgeuoELfgAATBtNF/TogT792K1r+PwKALisllhE0YgpTSkGhB6lGADgEvlidVIswaQYsGBUVyee191blmppe4vvOAAALBhffbFXhXKF1YkAgCsyM7UloqxPBEApBgC4VK7IpBiw0OzvHdeZkYzex+pEAABmOOf0uX84q5vXLtb1qzp8xwEALGDtLTHWJwKgFAMAXCpXmxRLMikGLBjf2Hde8ahxVgoAABfY2zOuI/2T+kmmxAAAV9HaElOmQCkGhB1XOwEAl8hxphiwoDjn9M1953Xf1m4tbo37jgMAwILx+efOKhWP6v03M0kNAHhtbS0xTeVZnwiEHaUYAOAS02eKUYoBC8MLZ8bUO5bVe29a5TsKAAALRjpf0sMv9uo9N63SoiQ3jQAAXltbIqoM6xOB0KMUAwBc4pUzxXibABaCb+w7p0Qsogd3rvAdBQCABeOb+88rXSjro6xOBADMQhtnigEQpRgA4DJYnwgsHJWK07f2n9f927q5Cx4AgAt8/rmz2tLdpts3LPEdBQDQBNoSUaU5UwwIPUoxAMAlctPrE2OUYoBvz50aUf9EXu/lrBQAAGYcG5jU86dH9ZE718nMfMcBADSBtpaYMpwpBoQepRgA4BKsTwQWjm/sO69kPKIHdiz3HQUAgAXj88+dVSxi+vHb1vqOAgBoEu2sTwQgSjEAwGVMl2ItrE8EvCqVK3rkwHk9sGOF2lpivuMAALAgFEoVfemFXj24c4WWtbf4jgMAaBKtiZjypYpK5YrvKAA8ohQDAFwiX6qtT2RSDPDq2ZMjGpoq6L03rfIdBQCABePvX+rXSLqgj9y5zncUAEATaWup3vibLrBCEQgzrnYCAC6RK5ZlJiWivE0APn1j3zm1JaJ6K6sTAQCY8bnnzmr14qTu29rtOwoAoIlMb9/IFFihCIQZVzsBAJfIFctqiUU4tBzwqFiu6JEDfXr7zhVKssoUAABJUu9YVk8dHdSH7linaITPqgCA2ZsuxdKcKwaEGqUYAOASuWKFi/CAZ08fG9JYpqj33rTadxQAABaML+7ukSR9+Pa1npMAAJpNW6J6nWMqz/pEIMwoxQAAl8gVy0rGKMUAn76x77wWJWN687ZlvqMAALAgVCpOX3zhrO7eslTrulp9xwEANJmZ9YlMigGhRikGALhErlRRMs5bBOBLvlTWtw/26R07V6qFghoAAEnSsydHdHYkqw/fvs53FABAE2qvlWJTlGJAqHHFEwBwiXyxzPpEwKOnXh7SZK6k9968yncUAAAWjC/sPqtFLTG9c9dK31EAAE2otbY+MVNgfSIQZpRiAIBL5EoVtVCKAd58Y985dbbGde91rE4EAECSJnNFfevAeb335tVKJficCgB4/ZgUAyBRigEALqN6phhvEYAPuWJZjx/q17t2rVQ8yr+HAABI0jf3nVeuWNGH71jrOwoAoEm11kqxNKUYEGpcaQEAXIL1iYA/Tx0dUrpQ1rtvZHUiAADTvvB8j65b3q5b13X6jgIAaFKttescadYnAqFGKQYAuESuWFEyzlsE4MMj+89rcSquN21Z6jsKAAALwvHBKT1/elQfvn2tzMx3HABAk4pETK2JKJNiQMhxxRMAcIlciUkxwIdCqaLHX+rXgztXsDoRAICaLz7fo2jE9GO3rfEdBQDQ5NpaYsoUKMWAMONqCwDgErliWS2cKQY03NPHhzSZK+ndN670HQUAgAWhVK7oyy/06P5t3Vq+KOk7DgCgybUloprKsz4RCDOueAIALlFdn8ikGNBoj+7v06KWmO65bpnvKAAALAhPHR1S/0ReH75jre8oAIAAaGuJKcP6RCDUKMUAAJfIFVmfCDRaqVzRY4f69Lbrl6slxr9/AABI0heeP6uutoTetmOF7ygAgABoa4lpilIMCDVKMQDARZxzypcqSrI+EWioZ0+OaDRT1EM3rPIdBQCABWE0XdDfHxrQB25ZrQSfTQEA86AtEVWaM8WAUONTJQDgIvlSRZLUwqQY0FCPHDivVDyqt2zr9h0FAIAF4Wsv9qpQrujDt6/zHQUAEBBtLTGlOVMMCDVKMQDARfLFainG+kSgccoVp0cP9OutO7qVSvDvHgAAkvSF53u0a3WHdq7u8B0FABAQrYmoMkyKAaFGKQYAuEiuVL1jKhnnLQJolOdPj2poKs/qRAAAag6dm9DBcxP6yTuYEgMAzJ/WREyZApNiQJhxxRMAcJFcsVaKxZhWARrlkQPnlYhF9NYdy31HAQBgQfjC82eViEb0gVtW+44CAAiQ1kRU2UJZzjnfUQB4QikGALhIjvWJQENVKk6PHujTW7Z1q70l5jsOAADeFUoVfXVPrx7cuUKdrQnfcQAAAdKaiKpUcSqUK76jAPCEUgwAcJGZSTHWJwINsbdnTOfHc3rohpW+owAAsCA88VK/RjNFfeiOtb6jAAACpjVRvRExywpFILS44gkAuMgrpRiTYkAjPHKgT/Go6YHrV/iOAgDAgvCF53u0oqNFb97a7TsKACBgWhPVax2cKwaEF6UYAOAiudL0+kTeIoB6c87pkQPndc91y7Q4FfcdBwAA7wYmcnryyIB+/La1ikbMdxwAQMCkZkqxkuckAHzhiicA4CLTk2ItMSbFgHo7eG5CZ0eyrE4EAKDmy3t6VXHSh29ndSIAYP611dYnMikGhBelGADgIpwpBjTOIwfOKxoxPbiTUgwAAOecvrD7rG7fsESbu9t9xwEABBDrEwFwxRMAcJF8sbo+kUkxoL6cc3pkf5/u2tylrraE7zgAAHj34tkxHR9MMyUGAKib6fWJWUoxILQoxQAAF8mVpifFKMWAenq5f0onhtJ61w2rfEcBAGBB+NILPWqJRfTum3hvBADUR2ttfWKaM8WA0KIUAwBchPWJQGM8cuC8zKR37lrhOwoAAN7lS2V9fe95vXPXSnUk477jAAACivWJALjiCQC4SK62PpFJMaC+Hj3Qpzs3dGn5oqTvKAAAePfdwwMazxb147et8R0FABBgraxPBEKPUgwAcJFcsax41BSP8hYB1MuJwSkd7pvUu25Y6TsKAAALwhef79XyRS2697plvqMAAAKM9YkAuOIJALhItlhWMsaUGFBPjx7skyRKMQAAJA1P5fXkkQF98NY1inFjFgCgjpLxiMyYFAPCjE+bAICL5IplJROUYkA9PXawXzevXazVnSnfUQAA8O7re8+pVHGsTgQA1J2ZqTUe5UwxIMQoxQAAF8kVK0pxnhhQN/0TOb14dkzv2MWUGAAAkvSlF3q1a3WHdqzs8B0FABACqUSMUgwIMUoxAMBFsoWyknHeHoB6efxQvyTpHTtXeE4CAIB/L/dPan/vuH78trW+owAAQqI1EVWGM8WA0OKqJwDgItlimUkxoI4eO9SvjUtbdd3ydt9RAADw7ksv9CgaMX3gltW+owAAQqJaijEpBoQVpRgA4CK5YllJSjGgLiZyRf3w+JDesWulzMx3HAAAvCpXnL66p1f3b+vWsvYW33EAACHRmogqSykGhBalGADgIpRiQP08eWRQxbJjdSIAAJKeOT6k/ok8qxMBAA3VmogpzfpEILQoxQAAF2F9IlA/jx3s07L2hG5dv8R3FAAAvPvS8z3qSMb0wPXLfUcBAIQIk2JAuFGKAQAuki2WlUpQigHzLV8q68kjg3r79SsUjbA6EQAQblP5kh492Kf33ryaLQUAgIbiTDEg3CjFAAAXyRUrSsZ5ewDm249OjGgqX9I7drE6EQCAR/afV65Y0U+wOhEA0GCpRIxSDAgxrnoCAC6SK3CmGFAPjx3sU2siqru3LPMdBQAA7770Qo82Lm3Vbes7fUcBAIRMWyKqDGeKAaFFKQYAuAhnigHzr1JxevxQv+7f3k3pDAAIvZ7RjH50YkQ/fttambFSGADQWK2JqLLFspxzvqMA8IBSDAAwo1iuqFRxXLQH5tnenjENTOb14E5WJwIA8JUXeiVJP3brGs9JAABhlErE5Fz1+AgA4UMpBgCYkStWd2ozKQbMr8cO9SsaMb1tO6UYACDcnHP68p5evXFTl9Z1tfqOAwAIodZE9ZpHmhWKQChRigEAZmRrpVgyQSkGzKfHDvbprs1dWtwa9x0FAACv9pwd08mhtH7i9rW+owAAQmq6FMsWyp6TAPCBUgwAMCNfWx2QjPH2AMyXYwNTOj6Y1jt2rvQdBQAA7770fI+S8YgeuoH3RQCAH62JmCQpQykGhBJXPQEAM6YnxVJMigHz5vFD/ZLEeWIAgNDLl8r6+t5zeueulVqUZHoaAODH9KRYhvWJQChRigEAZkyvDuBMMWD+PHaoTzeuWazVnSnfUQAA8Oo7Lw1oIlfST9zG6kQAgD+vlGJMigFhRCkGAJiRmz5TjFIMmBcDEzntOTOmdzAlBgCAvrynV8sXteie65b5jgIACDHWJwLhRikGAJiRpRQD5tXjL9VWJ+6iFAMAhNtouqAnjwzoA7esVjRivuMAAEIsxfpEINQoxQAAM6YnxVifCMyPxw72a31Xq7avWOQ7CgAAXn1z/3kVy04fuGWN7ygAgJBra2F9IhBmlGIAgBm5YkWSlIzz9gDM1WSuqGeOD+kdO1fIjDviAQDh9rUXe7V1ebt2re7wHQUAEHKtcdYnAmHGVU8AwIzp9YnTqwQAXLvvvTyoYtnpHbtW+o4CAIBXZ0cyeu7UqD546xpuFAEAeDd9zSPL+kQglCjFAAAzsgXWJwLz5bGD/epqS+j2DUt8RwEAwKuH956TJL3/5tWekwAAICViEcUixqQYEFKUYgCAGblS9QNhklIMmJNiuaInjwzorduXKxrhjngAQHg55/SVPb26c+MSretq9R0HAABJUmsiSikGhBSlGABgRq72gbAlxtsDMBfPnx7VRK6kt1+/3HcUAAC8OnhuQscGpvTBW9f4jgIAwIzWREwZ1icCocRVTwDAjGyxrFQ8ylkPwBx95/CA4lHTvVuX+Y4CAIBXX93Tq3jU9J4bV/mOAgDADCbFgPCiFAMAzMgVK0rGeWsA5urvX+rXXZuXalEy7jsKAADelCtOD+89p/u3L1dna8J3HAAAZrS2UIoBYcWVTwDAjOlJMQDX7uRQWicG03rbDlYnAgDC7YfHhzUwmdcHb2F1IgBgYWmNsz4RCCtKMQDAjGyxrGSCUgyYi+8cHpAkPbBjheckAAD49dUXe7WoJaYHOGMTALDApBJRZZkUA0KJUgwAMCNfLCsZoxQD5uKJl/q1dXm71i9t9R0FAABvcsWyHj3Qp4duXKkkmwgAAAsMZ4oB4UUpBgCYkS2WlWJSDLhmE7mi/uHkiN7GHfEAgJD7+5f6NZUvsToRALAgtSZilGJASFGKAQBmZAucKQbMxfdfHlSp4vT261mdCAAIt6/u6dXKjqTeuHmp7ygAAFyiOinGmWJAGFGKAQBm5IoVJeO8NQDX6jsvDaizNa5b13X6jgIAgDcj6YKePDKo99+yWtGI+Y4DAMAlWJ8IhBdXPgEAM3LFMmc+ANeoXHH67pEB3b+tW7EoH7EAAOH1zf3nVao4VicCABas1kRM+VJF5YrzHQVAg3HFBgAwI0spBlyzPWdGNZop6gFWJwIAQu5re3q1bUW7rl+1yHcUAAAuq7V2njorFIHwoRQDAMzIFsszHwwBvD5PHB5QLGJ687Zu31EAAPDm7EhGu0+P6oO3rpEZqxMBAAtTqnbtI8sKRSB0KMUAADOyhbJSTIoB1+SJl/p158YuLU7FfUcBAMCbr73YK0l6/82rPScBAODK2lqmJ8UoxYCwoRQDAEiqnoeUL1Vm7pYCMHtnRzJ6uX9KD1y/3HcUAAC8cc7pK3t69YZNXVq7pNV3HAAArigVj0mS0qxPBEKHUgwAIEnKFat3RzEpBrx+3zk8IEmcJwYACLUDvRM6PpjWB29Z4zsKAACvqZX1iUBoUYoBACS9sjKAM8WA1+/vX+rX5mVt2rSszXcUAAC8+eqLvUpEI3rPjat8RwEA4DVNX/tgfSIQPpRiAABJr0yKJZkUA16XqXxJz54Y0dt2sDoRABBe5YrT1/ee01u2d2txK+drAgAWttZEdX0ipRgQPpRiAABJF06KxTwnAZrLD44OqVCusDoRABBq/3ByRAOTeb3/5tW+owAAcFWvTIpxphgQNpRiAABJUnb6TLEEbw3A6/HES/1alIzpjo1LfEcBAMCbh/eeU2siqrdzkwgAoAmwPhEIL658AgAkvXJ3FOsTgdmrVJy+e2RA929frniUj1UAgHAqlCp65MB5PbhzhVKcTwsAaAKtLdUtOVlKMSB0uHoDAJD0yplirE8EZm9vz5iGpgp6gPPEAAAh9vSxIY1linrfTaxOBAA0h1TthuA06xOB0KEUAwBIkrKFiqRXPhgCuLrvHB5QxKS3bOv2HQUAAG8e3ntOHcmY3sz7IQCgSUQjppZYhEkxIIQoxQAAkl5Zn9jKyptrYmbvMrMjZnbMzD5xmZ9/wMz2mdmLZrbbzO71kRPz67tHBnTb+iVa0pbwHQUAAC+yhbIeO9inh25YpUSMSwwAgObR1hLjTDEghPjECgCQ9Mr6RM4Ue/3MLCrpk5IekrRT0sfMbOerXvaEpJudc7dI+gVJf9XQkJh3A5M5Heid0P3buSseABBe3z0yoHShrPffwupEAEBzScWjlGJACFGKAQAkaeaDIJNi1+QNko4550445wqSPifpAxe+wDk35ZxztYdtkpzQ1L7/8pAk6f7tnCcGAAivh188p2XtLbpr81LfUQAAeF1aE9GZrTkAwoNSDAAgScoyKTYXaySdveBxT+25i5jZj5nZYUnfVHVaDE3sySMDWtbeop2rOnxHAQDAi4lcUd85MqD33rRK0Yj5jgMAwOtSLcWYFAPChlIMACCpeh5EIhbhgsa1udz/aJdMgjnnvuKc2yHpg5L+6LK/kdnHa2eO7R4cHJzflJg3pXJFTx0d0lu2dSvCvzMAgJB6/GC/CqWK3nczqxMBAM2nNRFTllIMCB1KMQCApOqkGKsTr1mPpHUXPF4r6dyVXuyc+76kLWa27DI/+5Rz7g7n3B3d3ZxVtVDt7RnTeLbIeWIAgFB7eO85relM6bb1nb6jAADwurUmokqzPhEIHUoxAICk6qRYitWJ1+o5SVvNbJOZJSR9VNLDF77AzK4zM6t9f5ukhKThhifFvHjyyKAiJt239ZJeEwCAUBieyusHx4b0vptXq/YRBwCAppJKRJkUA0Io5jsAAGBhyBTLSjEpdk2ccyUz+xVJ35YUlfTXzrmDZvZLtZ//haSfkPSPzawoKSvpI865S1Ysojk8eWRQt65fos7WhO8oAAB48ciBPpUrTu9ndSIAoEm1JWKcKQaEEKUYAECSlGNSbE6cc9+S9K1XPfcXF3z/x5L+uNG5MP8GJ/Pa3zuuf/ngNt9RAADw5uG953Td8nZdv2qR7ygAAFyTVCKqDOsTgdBhfSIAQJKUKXCmGDAb3395UJJ0//blnpMAAODH+fGsnjs1ovfdxOpEAEDzak1EmRQDQohSDAAgScoWy0oyKQZc1ZMvD2pZe0K7Vnf4jgIAgBff3Hdezknvv4XViQCA5tXWElOp4lQoVXxHAdBAlGIAAElSlkkx4KrKFaenjg7qzdu6FYlwZzwAIJwe3ntON65ZrE3L2nxHAQDgmk0fIZFlWgwIFUoxAICk6qQYZ4oBr+3Fs2MayxRZnQgACK2TQ2nt6xnX+25e5TsKAABzMn1jcJpzxYBQoRQDAEiqlWJMigGv6XtHBhQx6c1bl/mOAgCAF9/Ye06S9N6bWJ0IAGhu09dAOFcMCBdKMQCApOq6gFQ85jsGsKA9+fKgblnXqc7WhO8oAAA0nHNOD+89pzds7NLqzpTvOAAAzElbonoNhPWJQLhQigEA5JyrTYrxtgBcydBUXvt6xlmdCAAIrcN9kzo6MMXqRABAIExPimWLlGJAmHD1EwCgQrmicsWpNcGkGHAl3395UJJ0//Zuz0kAAPDj63vPKRoxPXQjpRgAoPm9sj6RM8WAMKEUAwAoV6hIkpJxzhQDruTJI4Na1p7QDasX+44CAEDDOef0zf3ndfeWpVrW3uI7DgAAc5aqXQPJMSkGhAqlGABAmWL1rqjWBKUYcDnlitP3jw7qzdu6FYmY7zgAADTcwXMTOj2c0XuYEgMABMR0KZbhTDEgVCjFAAAzh8qmmBQDLmtvz5jGMkXOEwMAhNY3959XNGJ6x66VvqMAADAvWjlTDAglSjEAwMxdUaxPBC7vySODipj05q3LfEcBAKDhnHP6Vm11YldbwnccAADmRXK6FGNSDAgVSjEAwMz+bNYnApf3vSMDumVdpzpbuRAIAAif6dWJ772J1YkAgOCY3pZDKQaEC6UYAGBmVUCKUgy4xPBUXvt6x1mdCAAIrW/sq61O3MnqRABAcMSjEcWjxvpEIGQoxQAAM+sTOVMMuNRTR4fknPSWbd2+owAA0HDTqxPvuW6ZlrA6EQAQMMl4dOaaCIBwoBQDAMysT2RSDLjU948OaklrXDesWew7CgAADXegd0JnRjJ6742sTgQABE9rIjpzTQRAOFCKAQBm7oriTDHgYs45/eDokO65bpmiEfMdBwCAhvvm/vOKRUzv2LXCdxQAAOZdKh5lfSIQMpRiAICZQ2VZnwhc7OX+KQ1M5nXf1mW+owAA0HDOOX1z/zndc90ydbayOhEAEDypRIz1iUDIUIoBAGbuimJ9InCxp44OSpLu3cp5YgCA8NnfO66zI1m95yZWJwIAgikVj7A+EQgZSjEAgNL5kqIRUyLK2wJwoaeODmlLd5vWdKZ8RwEAoOFmVifuZHUiACCYUonozPYcAOHA1U8AgDKFslrjUZlxZhIwLVcs69mTw7qPKTEAQAg55/TNfed171ZWJwIAgisVZ30iEDaUYgAAZQtltbawOhG40POnR5UrVjhPDAAQSvt7x9UzmtV7bmR1IgAguFKJKOsTgZChFAMAKFMsqzUR8x0DWFCeOjqkeNR01+alvqMAANBw39x3XvGo6R07V/qOAgBA3aTiESbFgJChFAMAKJMvKRVnUgy40FNHB3Xr+iVqa6EwBgCEi3NO39h3Xvdet0yLW+O+4wAAUDetiZiyTIoBoUIpBgConimWoBQDpg1N5XXw3ITezOpEAEAI7esZV+9YVu+5abXvKAAA1FUyHqUUA0KGUgwAoEyxrBSlGDDj6WNDkqT7tnZ7TgIAQON9c391deKDO1f4jgIAQF21JqIqlCoqV5zvKAAahFIMAKBsoaQ2zhQDZjx1dEiLU3HdsGax7ygAADSUc07f3Hde923t1uIUqxMBAME2fZQE02JAeFCKAQBYnwhcwDmnp44O6t7rlikaMd9xAABoqL3TqxNvXOU7CgAAdZesXQvJFEqekwBoFEoxAIAyBdYnAtOODkypfyKv+zhPDAAQQt/cd07xqOntrE4EAIRAa21SLFeoeE4CoFEoxQAAyhRKTIoBNU8drZ4ndi+lGAAgZJxz+tb+Pr2Z1YkAgJCYvkGY9YlAeFCKAUDIVSpOuWJFrZwpBkiSnjo6qM3L2rR2SavvKAAANNS+2urEd7M6EQAQEtNnirE+EQgPSjEACLnpu6GYFAOkfKmsH50YZnUiACCUHjnQp1jE9PbrWZ0IAAgHJsWA8KEUA4CQyxQoxYBpz58aVa5Y0b1bu31HAQCgoZxzevTAeb1py1ItbmV1IgAgHKYnxbIFSjEgLCjFACDkplcEpFifCOipY0OKRUx3be7yHQUAgIY60j+pU8MZPXQDqxMBAOHRyqQYEDqUYgAQckyKAa946uigblu/RIuS3CEPAAiXR/b3yUx6xy5WJwIAwiPJpBgQOpRiABBylGJA1fBUXgd6J3Qv54kBAELo2wf7dOfGLi1rb/EdBQCAhuFMMSB8KMUAIOSyM6UY6xMRbk8fH5Yk3UcpBgAImZNDaR3um9RDN6z0HQUAgIaaWZ/IpBgQGpRiABBy6dqZYkyKIeyeenlQHcmYblrb6TsKAAAN9eiBPknSO3dRigEAwiUZq14LyVCKAaFBKQYAITd9N1SKUgwh5pzT08eGdPeWZYpGzHccAAAa6tED53Xzuk6t7kz5jgIAQENFIqZkPKIc6xOB0KAUA4CQ40wxQDo9nNG58ZzuuW6p7ygAADRU71hWe3vG9S6mxAAAIZWKRzlTDAgRSjEACLnMzPpEzhRDeD19fEiSdPd1nCcGAAiXb9dWJ76L88QAACGVikdZnwiECKUYAIRclkkxQM8cH9aKjhZtXtbmOwoAAA316IE+7Vi5SJt4DwQAhFQqwaQYECaUYgAQculCWfGoKR7lLQHhVKk4/fD4sO7ZskxmnCcGAAiPwcm8njs9wpQYACDUUomockyKAaHBFVAACLlsoaRUnCkxhNeR/kmNpAt60xbOEwMAhMtjh/rknPTQDat8RwEAwBvWJwLhQikGACGXKZQ5Twyh9szxYUmcJwYACJ9HD/Rp07I2bVvR7jsKAADepBIx1icCIUIpBgAhlymW1drCpBjC65ljQ9q4tFVrOlO+owAA0DDjmaJ+eHxY77phJeuDAQChlopHZs5bBxB8lGIAEHLZQlmtCUoxhFOpXNGzJ0f0pi1MiQEAwuXxl/pVqji9axfniQEAwq2VSTEgVCjFACDk0vmSWuOsT0Q47e8d11S+pHuu4zwxAEC4PHqgT6sXJ3XT2sW+owAA4FUyHqUUA0KEUgwAQi5bLCvFpBhCavo8sTdtphQDAITHVL6k7x8d1DtZnQgAgFLxKOsTgRChFAOAkMsUymrjTDGE1DPHh7Rj5SItbW/xHQUAgIZ58siACqWKHrphle8oAAB415qoToo553xHAdAAlGIAEHLZQlkp1icihHLFsnafGtXdnCcGAAiZRw70aVl7QrdvWOI7CgAA3qUSUZUrToVyxXcUAA1AKQYAIZcplNTK+kSE0AtnRpUvVXT3FlYnAgDCI1cs67uHB/SOXSsVjbA6EQCAZLx6TSRXoBQDwoBSDABCLl0oU4ohlH54fFjRiOmNm7t8RwEAoGGeOjqkTKGsd+1a6TsKAAALwvQ1kWyRc8WAMKAUA4AQK1ecCqWKUpRiCKFnjg/rxjWLtSgZ9x0FAICGefxQnxYlY3oTk9IAAEiSUrVJsUyh5DkJgEagFAOAEJv+wNeW4EwxhMtUvqS9Z8d0z3VcEAQAhEe54vTESwN66/blike5HAAg2MzsXWZ2xMyOmdknrvCa+83sRTM7aGbfa3RGLAwpJsWAUOEqKACEWLZQ/cDHpBjC5rmTIypVnO7essx3FAAAGuaFM6MaThf0jl0rfEcBgLoys6ikT0p6UFKPpOfM7GHn3KELXtMp6b9Jepdz7oyZLfcSFt5NT4pNXyMBEGzcGgYAIZaufeBra6EUQ7g8c3xIiVhEt29Y4jsKAAAN89jBPsWjprds6/YdBQDq7Q2SjjnnTjjnCpI+J+kDr3rNT0n6snPujCQ55wYanBELBJNiQLhQigFAiKXz1fWJraxPRMg8fWxYt69fomScQhgAEA7OOT1+qF93b1nGeZoAwmCNpLMXPO6pPXehbZKWmNmTZva8mf3jK/1mZvZxM9ttZrsHBwfrEBc+MSkGhAulGACEWGZ6UoxSDCEymi7o0PkJ3b2F88QAAOFxbGBKp4YzenAnqxMBhIJd5jn3qscxSbdLeo+kd0r6t2a27XK/mXPuU865O5xzd3R3M20bNEyKAeHCVVAACLF0oTYpxvpEhMiPTgxLku6+jvPEAADh8dihfkmiFAMQFj2S1l3weK2kc5d5zZBzLi0pbWbfl3SzpJcbExELBZNiQLgwKQYAIZbJMymG8Hn6+JDaElHdtHax7ygAADTMY4f6dfO6Tq3oSPqOAgCN8JykrWa2ycwSkj4q6eFXveZrku4zs5iZtUp6o6SXGpwTC0BrbVIsQykGhAKlGACE2MykWIJJMYTHM8eH9YZNXYpH+RgEAAiH/omc9p4d0zuYEgMQEs65kqRfkfRtVYuu/+WcO2hmv2Rmv1R7zUuSHpW0T9I/SPor59wBX5nhz/RZ06xPBMKB0QAACLFMvlqKtbXwdoBwGJjI6cRgWh+7c73vKAAANMzjtdWJlGIAwsQ59y1J33rVc3/xqsf/SdJ/amQuLDwtsYgiJuUoxYBQ4BZpAAixdG01AJNiCIsfnRyRJL1xc5fnJAAANM5jh/q1cWmrrlve7jsKAAALjpkpFY+yPhEICUoxAAixTKGkaMTUEuPtAOHw7IlhtbfEtHNVh+8oAAA0xGSuqB8eH9I7dq2UmfmOAwDAgpRKRFmfCIQEV0EBIMTS+bJaE1EukCA0nj05ojs2LlGM88QAACHx5JFBFctOD7I6EQCAK0olosoxKQaEAleEACDEMoWS2hKcJ4ZwGJzM69jAlO7avNR3FAAAGubxQ/1a2pbQbeuX+I4CAMCCxfpEIDwoxQAgxNKFslpbOE8M4fAP0+eJbeI8MQBAOBRKFX33yIAeuH65ohE2AwAAcCWpRIz1iUBIUIoBQIhl8kyKITyePTms1kRUN6xZ7DsKAAAN8ezJYU3mSnrHzpW+owAAsKCl4hFlmRQDQoFSDABCLF2onikGhMGzJ0Z0+4YlinOeGAAgJB4/1K9UPKp7ty7zHQUAgAUtFY8yKQaEBFeFACDEMoWS2lqYFEPwjaQLOtI/yXliAIDQcM7p8UP9um/rMiXj3AQFAMBraWV9IhAalGIAEGKZPJNiCAfOEwMAhM2B3gmdH8/pHbtYnQgAwNUk41HWJwIhQSkGACGWLnCmGMLhRyeGlYxHdNPaTt9RAABoiMcO9Sli0tt2LPcdBQCABS+ViDApBoQEpRgAhFgmX1ZrC5NiCL5nT1bPE0vE+OgDAAiHxw/1686NXepqS/iOAgDAgteaiClTKPmOAaABuDIEACHlnGNSDKEwninqcN+E3riJ88QAAOFwZjijw32TenDnCt9RAABoCsl4VLliRZWK8x0FQJ1RigFASOVLFVWcmBRD4P3DqRE5x3liAIDweOJwvyRRigEAMEvT563nSxXPSQDUG6UYAIRUOl9dC8CkGILu2RPDSsQiunldp+8oAAA0xBMvDei65e3asLTNdxQAAJpCKl4txVihCAQfpRgAhFSmUD1AdvpuKCCofnRyWLeu61Qyzj/rAIDgm8wV9ezJYT2wY7nvKAAANI3pUixbLHtOAqDeKMUAIKTStbuf2lqYFENwTeSKOnRuQndt5jwxAEA4/ODokIplp7dRigEAMGup2g3D2QKlGBB0lGIAEFLpPJNiCL7dp0ZUcdIbN3OeGAAgHJ44PKDFqbhu37DEdxQAAJoGk2JAeFCKAUBIZZgUQwg8e2JEiWhEt63nwiAAIPjKFafvHh7Q/du7FYvy130AAGaLSTEgPPiUDAAhxaQYwuBHJ0d087rFnCcGAAiFvT1jGk4XWJ0IAMDrNF2KZZgUAwKPUgwAQmpmUizBpBiCaSpf0oHecb1xE+eJAQDC4TsvDSgaMd2/jVIMAIDXY3p9Yo5JMSDwKMUAIKTStQ96rS1M0CCYdp8aUbnidNdmSjEAQDg8cXhAd2xYosWtcd9RAABoKtNbdDKUYkDgUYoBQEhl8kyKIdiePTmiWMR024ZO31EAAKi73rGsXjo/oQeuZ0oMAIDXa3pSLMv6RCDwKMUAIKSmJ8VSnLWEgHr2xLBuWrtYrRS/AIAQ+M7hAUnS23as8JwEAIDmk6xNiuUoxYDAoxQDgJDK5EtqTUQViZjvKMC8yxbK2t87rjdwnhgAvG5m9i4zO2Jmx8zsE5f5+U+b2b7a1zNmdrOPnLjYd17q14alrdrS3eY7CgAATWf6hmHWJwLBRykGACGVLpSZoEFg7e0ZU7Hs9IZNS3xHAYCmYmZRSZ+U9JCknZI+ZmY7X/Wyk5Le4py7SdIfSfpUY1Pi1TKFkp4+Pqy37VguM254AgDg9YpHI4pHjVIMCAFKMQAIqUyhpLYWVicimHafGpEk3b6+y3MSAGg6b5B0zDl3wjlXkPQ5SR+48AXOuWecc6O1hz+StLbBGfEqTx8bVqFU0duvZ3UiAADXKhmPsj4RCAFKMQAIqXSeSTEE13OnRrV9xSItbo37jgIAzWaNpLMXPO6pPXcl/0TSI3VNhKv6zuF+tbfEdOdGbgYBAOBapSjFgFCgFAOAkMoUSmpLMCmG4ClXnF44Pao7NrI6EQCuweV277nLvtDsraqWYr9zhZ9/3Mx2m9nuwcHBeYyICznn9MRLA3rztmVKxPgrPgAA1yqViCpLKQYEHp+YASCk0oWyWluYFEPwHOmb1GS+xN3yAHBteiStu+DxWknnXv0iM7tJ0l9J+oBzbvhyv5Fz7lPOuTucc3d0d3fXJSykA70TGpjM6207WJ0IAMBcpOJRZTlTDAg8SjEACKlMnkkxBNPu09XzxJgUA4Br8pykrWa2ycwSkj4q6eELX2Bm6yV9WdI/cs697CEjLvDE4X6ZSW/dTvEIAMBcJONR5UoV3zEA1JmXEQEz65L0eUkbJZ2S9JMXHNQ8/ZqkpO9LalE15xedc7/f2KQAEFzpfIkzxRBIz50a1arFSa3pTPmOAgBNxzlXMrNfkfRtSVFJf+2cO2hmv1T7+V9I+j1JSyX9NzOTpJJz7g5fmcPuO4cHdOu6Ti1tb/EdBQCAppaMR5RjUgwIPF+TYp+Q9IRzbqukJ2qPXy0v6W3OuZsl3SLpXWZ2V+MiAkCwTeVLam9hUgzB4pzTcydHdMfGLtUu1AIAXifn3Lecc9ucc1ucc/+/2nN/USvE5Jz7p865Jc65W2pfFGKeDEzktK9nXA9cz+pEAADmKhXnTDEgDHyVYh+Q9Jna95+R9MFXv8BVTdUexmtflz3gGQDw+jjnlCmU1caZYgiY3rGs+iZyupPViQCAEPjO4QFJ0tt2LPecBACA5pdKUIoBYeCrFFvhnDsvSbVfL/sJ3syiZvaipAFJjzvnnm1cRAAIrnypolLFUYohcHafqm5jvmNDl+ckAADU3xOHB7R6cVI7Vi7yHQUAgKaXjEeVZX0iEHh1uxpqZn8vaeVlfvS7s/09nHNlSbeYWaekr5jZDc65A1f48z4u6eOStH79+tcfGABCJJ0vSZLaEqxPRLA8d2pEi1pi2s7FQQBAwOVLZT19bEg/ftsaVgYDADAPUvGo8iVKMSDo6laKOefefqWfmVm/ma1yzp03s1WqToK91u81ZmZPSnqXpMuWYs65T0n6lCTdcccdrFkEgNeQzlc/5DEphqB57tSIbtuwRNEIFwcBAMH23MlRZQpl3b+N1YkAAMyHFJNiQCj4Wp/4sKSfrX3/s5K+9uoXmFl3bUJMZpaS9HZJhxsVEACCLF2oToq1U4ohQMYyBb3cP8V5YgCAUHjyyIAS0Yjuvm6p7ygAAARCMl49U8w55i2AIPNViv1HSQ+a2VFJD9Yey8xWm9m3aq9ZJem7ZrZP0nOqnin2DS9pASBgZtYnUoohQJ4/XTtPbCPniQEAgu/Jlwf1hk1dak3weQ4AgPmQSkRVcVKhXPEdBUAdefn07JwblvTAZZ4/J+ndte/3Sbq1wdEAIBSmKMUQQM+dGlU8arp5bafvKAAA1FXPaEbHBqb00TvX+Y4CAEBgJOPVc9dzhYpaYpzBDgSVr0kxAIBHr5wpxoc8BMfuUyO6Yc1ipRL8cw0ACLYnjwxKku7f3u05CQAAwZGaLsVKnCsGBBmlGACE0Mz6RNbtICByxbL29YzrTlYnAgBC4Mkjg1rTmdKW7nbfUQAACIxUonqpPFugFAOCjFIMAEIoXaiWYu2sT0RA7O8dV6Fc0R0blviOAgBAXeVLZT1zfEj3b++WmfmOAwBAYExPimWLlGJAkFGKAUAIpTlTDAHz3KkRSdLtlGIAgIDbfWpUmUJZ929f7jsKAACB0kIpBoQCpRgAhNBUvqxENKJEjLcBBMPuU6Pa0t2mpe0tvqMAAFBXTx4ZUCIa0d1blvqOAgBAoMycKcb6RCDQuBoKACGUzpfU2hL1HQOYF5WK0+5TI5wnBgAIhSePDOrOTUuY+AcAYJ6xPhEIB0oxAAihdKGktgQXUhAMRwemNJEr6Q5KMQBAwPWOZXV0YEr3b2N1IgAA8y2VqE2KFSuekwCoJ0oxAAihdL6kdu4uRkBMnyd250bOEwMABNuTRwYkSfdv7/acBACA4GFSDAgHSjEACKF0vqw21iciIJ4/Papl7S1a39XqOwoAAHX15JFBrelM6brl7b6jAAAQOC3x6qVySjEg2CjFACCEpvIlzqFAYDx/elS3b+iUmfmOAgBA3RRKFT1zbEhv2d7Nex4AAHUwPSmWK1CKAUFGKQYAIZTOc6YYgmFoKq8zIxndtp7ViQCAYNt9ekTpQln3b2N1IgAA9ZBkfSIQCpRiABBCmUKZSTEEwp4zY5Kk2zZQigEAgu17RwYVj5ruvm6Z7ygAAARSPBpRPGrKUYoBgUYpBgAhNJUvqZ0zxRAAL5wZVSxiunHNYt9RAACoqyePDOrOjV1q58YmAADqJhmPMikGBBylGACEjHOuuj6RCyoIgBdOj2rn6o6ZNRcAAATRubGsjvRP6v7trE4EAKCeUvEok2JAwFGKAUDI5EsVlSqOUgxNr1SuaF/POOeJAQAC73svD0qS7t++3HMSAACCLRmPKlugFAOCjFIMAEImU/tw15ZgsgbN7XDfpLLFsm5d3+k7CgAAdfXkkQGtXpzU1uXtvqMAABBoKdYnAoFHKQYAIZPOlySJSTE0vRfOjEoSk2IAgEArlCp6+tiw3rJ9uczMdxwAAAItmYgqV6z4jgGgjijFACBkpmqlGIe0o9ntOTOm7kUtWrsk5TsKAAB188KZUU3lS5wnBgBAA6TiESbFgICjFAOAkGFSDEHxwplR3ba+k7vmAQCB9tTRQUUjpjdtWeo7CgAAgZeKR5WjFAMCjVIMAEJmilIMATA0ldfp4QyrEwEAgffU0SHduq5THcm47ygAAAReKhFVtkApBgQZpRgAhEym9uGurSXqOQlw7facGZMk3baBUgwAEFyj6YL2947rvq2sTgQAoBGSsSjrE4GAoxQDgJCZmRRLMCmG5vXCmVHFIqYb1yz2HQUAgLp5+viQnJPu27bMdxQAAEIhmWB9IhB0lGIAEDLTZ4q1sz4RTeyF06PaubpDyTgTjwCA4Hrq5SEtSsZ0EzeBAADQENUzxSq+YwCoI0oxAAiZNGeKocmVyhXt6xnnPDEAQKA55/SDY0O6Z8syxaL81R0AgEZIxavrE51zvqMAqBM+WQNAyKQLZSWiESVivAWgOR3um1S2WNat6zt9RwEAoG5ODKXVO5ZldSIAAA2USkRVrjgVy5RiQFBxRRQAQiadL6m1hZVzaF57zoxKEpNiAIBAe+rlQUnSfdd1e04CAEB4tNRuIM5yrhgQWJRiABAyU/mS2hKsTkTzeuHMmLoXtWjtkpTvKAAA1M0Pjg1pw9JWrV/a6jsKAAChkUpUbyLOUYoBgUUpBgAhk86X1M55YmhiL5wZ1W3rO2VmvqMAAFAXhVJFPzw+rPu2sjoRAIBGSsUpxYCgoxQDgJBJ58tqY30imtTQVF6nhzOsTgQABNqeM6NKF8q6l9WJAAA01HQpxvpEILgoxQAgZKbyJbUn475jANdkz5kxSdJtGyjFAADB9YNjQ4pGTG/astR3FAAAQiVZW5+YLVCKAUFFKQYAITOVL6mdSTE0qT1nRhWLmG5cs9h3FAAA6ub7R4d0y7pOLU5xIxMAAI3EpBgQfJRiABAynCmGZvbCmVHtXN2hZJxiFwAQTGOZgvb1jOne6zhPDACARktyphgQeJRiABAyU7mS2ijF0IRK5Yr29YxznhgAINCeOT4s56Q3b6MUAwCg0VIzpVjFcxIA9UIpBgAh4pzTVKGkRZRiaEIv908pUyjr1vWdvqMAAFA3Tx0d1KKWmG5e2+k7CgAAoTOzPpEzxYDAohQDgBDJFMpyTmpPUoqh+eztGZMkLhICAALLOafvvzykN21ZqliUv64DANBoyUT1/ZczxYDg4lM2AITIVL4kSaxPRFPa1zOmxam4Nixt9R0FAIC6ODWcUe9YVvdt6/YdBQCAUEpxphgQeJRiABAi06VYO6UYmtCLZ8d187pOmZnvKAAA1MVTRwclSW/eynliAAD4kGR9IhB4lGIAECJTOUoxNKdMoaSX+yd1y9rFvqMAAFA33395SOu6UtqwtM13FAAAQikejSgWMdYnAgFGKQYAIZJmUgxN6uC5CZUrTjev6/QdBQCAuiiWK/rRiWHdt5XViQAA+JSKR5UrVnzHAFAnlGIAECKT06VYklIMzWXv2TFJ0k1rO73mAACgXl48O6apfEn3XcfqRAAAfEomokyKAQFGKQYAIcL6RDSrvT3jWtOZUveiFt9RAACoi2eODctMetOWpb6jAAAQatVJMUoxIKgoxQAgRNIFSjE0p71nx3TzOs4TAwAE19PHh3TD6sXqbE34jgIAQKil4lFlC5RiQFBRigFAiEzWJsXaKMXQREbSBZ0ZyehmVicCAAIqWyhrz5lR3c2UGAAA3rE+EQg2SjEACJF0vqR41NQS4z//aB57e8YkcZ4YACC4dp8eUbHsWJ0IAMACkIxFWJ8IBBhXRQEgRKbyJbW3xGRmvqMAs7b37JjMpBvXsj4RABBMTx8bVixiesOmLt9RAAAIvVSCM8WAIKMUA4AQmcqVWJ2IprOvZ1xbl7dzFh4AILB+eHxIt67vVGuC9zoAAHxLxVmfCAQZpRgAhMj0pBjQLJxz2nt2jPPEAACBNZ4tan/vuN60ZZnvKAAAQJRiQNBRigFAiFCKodn0jGY1nC7o5nWdvqMAAFAXz54YVsVJ93CeGAAAC0IyEVW2UPEdA0CdUIoBQIik8yW1JynF0Dz29oxJEpNiAIDAeub4sJLxiG5Z3+k7CgAAkJSMcaYYEGSUYgAQIpNMiqHJ7OsZVyIW0faVi3xHAQCgLn54fFh3buxSSyzqOwoAAJCUSkQoxYAAoxQDgBCZylGKobm8eHZMu1Z3KBHjIwsAIHgGJ/M60j+puzlPDACABSMVj6pUcSqWWaEIBBFXmAAgRNJMiqGJlMoV7e8ZZ3UiACCwfnhiWJJ0N+eJAQCwYCTj1entLNNiQCBRigFASFQqTulCWW2UYmgSxwanlC2WdfO6xb6jAABQFz88PqRFyZhuWMN7HQAAC0UqUS3FcgVKMSCIKMUAICTShZIkaVGSUgzNYe/ZMUliUgwAEFjPHB/WXZuXKhox31EAAEBNikkxINAoxQAgJKby1VKM9YloFnt7xtWRjGnj0jbfUQAAmHc9oxmdHs6wOhEAgAVmen1irsiZYkAQUYoBQEhM5aqlGOsT0Sz2nh3Tzes6FeHueQBAAD1zfPo8sWWekwAAgAsxKQYEG6UYAITEzKQY6xPRBHLFsg73TbI6EQAQWD88Pqxl7QltW9HuOwoAALjA9KRYljPFgECiFAOAkGB9IprJwXPjKlecblq72HcUAADmnXNOTx8b0pu2LJMZE9EAACwkqcT0+kRKMSCIKMUAICTSlGJoIvt7xiVJNzEpBgAIoOODaQ1M5jlPDACABYj1iUCwUYoBQEhM5ijF0Dz2905oWXuLVnS0+I4CAMC8++HxIUnSPZwnBgDAgjNdijEpBgQTpRgAhATrE9FMDvSO68Y1HayUAgAE0tPHhrWmM6V1XSnfUQAAwKsk49VL5kyKAcFEKQYAITG9PrGNUgwLXLZQ1tGBSd2whvPEAADBU6k4/ejksO7espSbPwAAWICStTPFsgVKMSCIKMUAICQm8yUlYhElYvynHwvbS30TqjhRigEAAulw36TGMkW9ifPEAABYkFifCAQbV0YBICTS+ZIWMSWGJnCgd1ySdCOlGAAggJ49OSxJeuNmSjEAABaieDSiWMRYnwgEFKUYAITEVK6k9iSlGBa+/T3j6mpLaNXipO8oAADMu2dPjGjtkpTWdHKeGAAAC1UqHlW2UPEdA0AdUIoBQEhM5UtqS1CKYeHb3zuuG9Ys5pwVAEDgOOf0D6dG9MZNTIkBALCQtcSjypWYFAOCiFIMAEJikkkxNIFcsayjA1O6cU2H7ygAAMy7owNTGkkX9MbNXb6jAACA15BKRJQrUIoBQUQpBgAhMZUvqYNSDAvc4b5JlSuO88QAAIH07InqeWJ3MSkGAMCClopHOVMMCChKMQAIiclcSe0tlGJY2Pb3jkuSdq2mFAMABM+zJ0e0siOpdV2cJwYAwEJGKQYEF6UYAITEVL6kRcm47xjAazrQM67O1rjWLuFiIQAgWJxzevbkiN64uYtzMwEAWOCS8aiyrE8EAolSDABCwDmnyVyRM8Ww4B04N64b1yzmYiEAIHBODqU1OJnXG1mdCADAgpdKRJUrVXzHAFAHlGIAEAL5UkXFstMiSjEsYPlSWS/3T+oGzhMDAATQsydHJElv3NzlOQkAALiaZCyqHJNiQCBRigFACEzmSpKkRZwphgXsSN+kimWnGzhPDAAQQM+eGNay9hZtXtbmOwoAALiKVIIzxYCgohQDgBCYyldLMdYnYiHb3zsuSbqRSTEAQMBwnhgAAM0lGacUA4LqqqWYmf1nM9vViDAAgPqYzBUlSYta4p6TAFd2oHdci1NxretK+Y4CAMC8OjuS1fnxnO7axOpEAACaQTIeUY5SDAik2UyKHZb0KTN71sx+ycy4fRsAmsxUjkkxLHwHeid0w5oO7qAHAATOj04OS5LeuHmp5yQAAGA2UvEopRgQUFctxZxzf+Wcu0fSP5a0UdI+M/tbM3trvcMBAObHZG194iJKMSxQhVJFR/omOU8MABBIz54YUVdbQluXt/uOAgAAZiEVj6pYdiqVK76jAJhnszpTzMyiknbUvoYk7ZX0W2b2uTpmAwDMk8napBjrE7FQvdw/qUK5ohs4TwwAEEDPnhzWGzZynhgAAM0iGY9KknIlSjEgaGZzptifqbpC8d2S/g/n3O3OuT92zr1P0q31DggAmLup6TPFmBTDArW/d1ySdCOlGAAgYHrHsuoZzeqNmzlPDACAZpFMVEuxbIEVikDQzObq6AFJ/8Y5l7nMz94wz3kAAHUwyZliWOD2945rUTKmDUtbfUcBAGBePXuidp7YJs4TAwCgWSRj1VkSzhUDgmc26xN/+tWFmJk9IUnOufG6pAIAzKupfEnJeETx6Ky25gaWmb3XzML9P8ICdbB3XLtWd7BWCgBmycx2m9kvm9kS31nw2p49MaLFqbh2rFzkOwoAAJilVG1SjFIMCJ4rXhg0s6SZdUlaZmZLzKyr9rVR0uqGJQQAzNlErqR2zhOTpI9KOmpmf2Jm1/sOg6piuaKX+iZZnQgAr89HVf172XNm9jkze6dxZ8GC9OzJYd25sUuRCP/vAQCgWSRj06UYZ4oBQfNad8v/M0nPS9oh6YXa989L+pqkT9Y/GgBgvkzlS+pgdaKccz+j6nmYxyV92sx+aGYfNzNu3fboaP+UCqWKbqAUA4BZc84dc879rqRtkv5W0l9LOmNmf1i7uRELQP9ETqeGM7qL88QAAGgq05NiWSbFgMC5YinmnPsvzrlNkv6Vc27TBV83O+f+awMzAgDmaDJX5DyxGufchKQvSfqcpFWSfkzSC2b2q16Dhdih8xOSpF2rOzwnAYDmYmY3SfpTSf9J1fe2D0makPQdn7nwimdPjkjiPDEAAJpNMl69bE4pBgTPFa+QmtnbnHPfkdRrZj/+6p87575c12QAgHkzlSupvYVSzMzeL+nnJW2R9DeS3uCcGzCzVkkvSfpzn/nC6tC5CSXjEW1a1u47CgA0DTN7XtKYpP9H0iecc/naj541s3u8BcNFnjs5orZEVNevYigdAIBmkoxzphgQVK91hfQtqt5h+L7L/MxJohQDgCYxmStp47JW3zEWgg9J+j+dc9+/8EnnXMbMfsFTptA7dH5c21d2KMpZKwDwenzYOXfiwifMbJNz7qRz7pKbGuHH7tOjum3DEsWir3VyAQAAWGhSlGJAYF2xFHPO/X7t159vXBwAQD1M5Utqb4n7jrEQnH91IWZmf+yc+x3n3BO+QoWZc04vnZ/Uu29c5TsKADSbL0q67TLP3e4hCy5jIlfU4b4J/cYD23xHAQAArxOTYkBwXfV2NTP7P8ys84LHS8zs39c1FQBgXk3milrEmWKS9OBlnnuo4Skw49x4TuPZonZynhgAzIqZ7TCzn5C02Mx+/IKvn5OU9BwPF3jh9Kick+7YuMR3FAAA8DpNT4plC5RiQNDM5grpQ865fz39wDk3ambvlvRv6hcLADBfnHOaypdCXYqZ2T+X9C8kbTGzfRf8aJGkp/2kglQ9T0ySdnLWCgDM1nZJ75XUqYtX3U9K+kUfgXB5z58eVTRiumVdp+8oAADgdZqZFCtVPCcBMN9mc4U0amYt0wc3m1lKUkt9YwEA5kumUFbFKdSlmKS/lfSIpP8g6RMXPD/pnBvxEwlStRQzk7avZFIMAGbDOfc1SV8zszc5537oOw+u7LlTI9q5qkNtLaH+DAYAQFNqiVUXrDEpBgTPbD6d/09JT5jZpyU5Sb8g6TN1TQUAmDeTuZIkhf1MMeecO2Vmv/zqH5hZF8WYPy+dn9DGpW1q54IhAMyKmf22c+5PJP2UmX3s1T93zv2ah1h4lWK5ohfPjuljb1jvOwoAALgGkYipJRbhTDEggK56Bco59ye1VVNvrz31R865b9c3FgBgvkzli5KYFFN11dTzqt7gYRf8zEna7CMUpEPnJ3TjmsW+YwBAM3mp9uturynwmg6em1CuWNEdG7p8RwEAANcolYhSigEBNNsrpHskxVW9cLinfnEAAPNtYnpSLMSlmHPuvbVfN/nOgldM5Io6M5LRR+5c5zsKADQN59zXa7+yvWMB232qOoR+x8YlnpMAAIBrlYpHlaUUAwIncrUXmNlPSvoHSR+S9JOSnjWzD9U7GABgfkzVSrFFrKeTmf2YmS2+4HGnmX3QY6RQO3x+UpJ0/apFnpMAQPMxs8fNrPOCx0vMjI0eC8TuU6Na15XSio6k7ygAAOAaJeNR5YoV3zEAzLPZXCH9XUl3OucGJMnMuiX9vaQv1jMYAGB+TJ8ptigZ6jPFpv2+c+4r0w+cc2Nm9vuSvuovUngdOjcuSdq5ivWJAHANup1zY9MPnHOjZrbcYx7UOOe0+/So3rx1me8oAABgDpJMigGBdNVJMUmR6UKsZniW/3cAgAVg+kyxMK9PvMDl3r/4H8aTl85PqqstoRUdLb6jAEAzKpvZ+ukHZrZB1XX38Oz0cEZDU3ndzupEAACaWjIe4UwxIIBmcyHw0doajr+rPf6IpG/VLxIAYD69MilG9yNpt5n9maRPqnrh8FclPe83UngdOj+hnas6ZGa+owBAM/pdST8ws+/VHr9Z0sc95kHN7tOjkqQ7N3Z5TgIAAOYiFY9SigEBdNWJL+fc/ybpU5JuknSzpE85536n3sEAAPNjuhRrS1CKqVqCFSR9XtIXJOUk/bLXRCFVLFd0pH+S88QA4Bo55x6VdJuq72mfl3S7c44zxRaA3adG1JGM6brudt9RAADAHLA+EQimWV0hdc59SdKX6pwFAFAHU/mS2ltiikaYxnHOpSV9wsw6JFWcc1O+M4XVicG0CqWKdq7u8B0FAJrZ3apOiE37hq8geMXu06O6Y2OXInz2AgCgqVUnxSq+YwCYZ1ecFDOzSTObuMzXpJlNNDIkAODaTeaKam9hSkySzOxGM9sjab+kg2b2vJnd4DtXGL10vvpRYueqxZ6TAEBzMrP/KOnXJR2qff26mf0Hv6kwmi7o2MCUbt/AeWIAADS7lnhE2QKTYkDQXPEqqXOOfUYAEABT+RLnib3iLyX9lnPuu5JkZveruiL4bo+ZQunQ+QklYhFt7m7zHQUAmtW7Jd3inKtIkpl9RtIeSf+711Qh93ztPLE7KMUAAGh6qXhU+RKlGBA0Vz1TTJLM7F4z+/na98vMbFN9YwEA5stkrqR2SrFpbdOFmCQ5556URCvjwaFzE9q+YpHi0Vl9FAEAXF7nBd8zersAPHd6RPGo6eZ1nb6jAACAOUrFo0yKAQF01aukZvb7ku6QtF3SpyUlJP1PSffUNxoAYD5M5pgUu8AJM/u3kv6m9vhnJJ30mCeUnHM6dH5Cb79+ue8oANDM/oOkPWb2XUmm6tliTIl59vypUd2wZrGS8ajvKAAAYI6S8ahypYqcczLjrFAgKGZze/aPSXq/pLQkOefOSWK1IgA0iclcUR3JuO8YC8UvSOqW9GVJX6l9//NeE4XQwGReI+mCdq7q8B0FAJqWc+7vJN2l6nvalyW9yTn3Ob+pwi1XLGtfz7ju3NjlOwoAAJgHqURU5YpTsex8RwEwj2YzOlBwzjkzc5JkZqyZAoAmMpErqSPFpJgkOedGJf2a7xxhd+jchCRp52o2fQHA62Vmt73qqZ7ar6vNbLVz7oVGZ0LVgd5xFcoV3c55YgAABEJLrDpPki2WlYix+h8IitlcJf1fZvaXkjrN7BdVvcv+f9Q3FgBgvkzmiloU8kkxM/u6pCve2uWce38D44TeofPVUmzHKgbPAeAa/Olr/MxJelujguBiz50alSTdQSkGAEAgpBLVdcj5YllKhfu6ChAkVy3FnHP/2cwelDSh6rliv+ece7zuyQAAc1YoVZQrVrSoJfSTYv/ZdwC84tC5Ca3vamWtJwBcA+fcW31nwOW9cGZUm5a1aWl7i+8oABAoZtYi6SckbdQF1zKdc//OVyaEQzJWLcWyxbLnJADm01WvkprZb0r6AkUYADSfyVxRktQR8juanHPfm/7ezFKS1jvnjniMFGovnZ/Q9UyJAcCcmFmrpN9S9T3t42a2VdJ259w3PEcLJeec9pwZ1Zu3dfuOAgBB9DVJ45Kel5T3nAUhMj0plitWPCcBMJ9mMzrQIenbZjYi6XOSvuic669vLADAfJjMlSRJi5KhnxSTJJnZ+1SdGktI2mRmt0j6d6xPbJxcsaxTw2m99+bVvqMAQLP7tKoXB++uPe6R9AVJlGIe9IxmNTRV0K3rWZ0IAHWw1jn3Lt8hED7J+CtnigEIjqueEOic+0Pn3C5JvyxptaTvmdnf1z0ZAGDOXinFwj0pdoE/kPQGSWOS5Jx7UdUVHHNmZu8ysyNmdszMPnGZn/+0me2rfT1jZjfPx5/bbI72T6nipB0rmRQDgDna4pz7E0lFSXLOZSWZ30jh9cKZ6nlit67r9BsEAILpGTO70XcIhE8yPj0pRikGBMnrGR0YkNQnaVjS8vrEAQDMp4na+kQmxWaUnHPjZvN7zdDMopI+KelBVe/Uf87MHnbOHbrgZSclvcU5N2pmD0n6lKQ3zmuQJnC4b0KStJ1SDADmqlBbCewkycy2iJVS3uw5M6ZkPMJNHwBQH/dK+jkzO6nqe51Jcs65m/zGQtCl4pwpBgTRbM4U++eSPiKpW9IXJf3iqy7yAQAWqJkzxZgUm3bAzH5KUrR29sqvSXpmHn7fN0g65pw7IUlm9jlJH5A0837pnLvwz/mRpLXz8Oc2nSN9k2qJRbRxaZvvKADQ7P5A0qOS1pnZZyXdI+nnfAYKsz1nx3TT2k7FolddxgIAeP0e8h0A4TQzKVagFAOCZDajAxsk/UZtxRQAoIlMcKbYq/2qpN9V9e7Cv5X0bUn/fh5+3zWSzl7wuEevPQX2TyQ9Mg9/btM50j+prSvaFY2w4QsA5sI595iZPS/pLlXvmP9159yQ51ihlCuWdejcuH7h3k2+owBAIDnnTtfWz99Xe+op59xen5kQDtOTYrkSpRgQJFe9Suqcu+RcFABAc5jIMin2Ktudc7+rajE2ny7X8LjLvtDsraqWYvde4ecfl/RxSVq/fv185VswjvRN6t6ty3zHAICmZ2YPS/o7SQ8759K+84TZwXMTKpadblu/xHcUAAgkM/t1Sb8o6cu1p/6nmX3KOffnHmMhBKYnxbKFiuckAOYTux0AIMAma5Ni7UyKTfszMztsZn9kZrvm8fftkbTugsdrJZ179YvM7CZJfyXpA8654cv9Rs65Tznn7nDO3dHd3T2PEf0bTRc0MJnnvBUAmB9/quod84fM7Atm9iEzS/oOFUZ7zoxKkm5d1+k3CAAE1z+R9Ebn3O85535P1SnpX/ScCSEwMynGmWJAoFCKAUCATeZKam+Jsaquxjn3Vkn3SxqU9Ckz229m/2YefuvnJG01s01mlpD0UUkPX/gCM1uv6p2N/8g59/I8/JlN53DfpCRp+8oOz0kAoPk5577nnPsXkjZL+pSkn5Q04DdVOO05O6Y1nSkt76CTBIA6MUkXthJlXX5bBzCvWuLVS+dZSjEgUBgdAIAAm8gVOU/sVZxzfZL+bzP7rqTflvR7muO5Ys65kpn9iqpnlEUl/bVz7qCZ/VLt539R+3OWSvpvZiZJJefcHXP5c5vNkb4JSWJSDADmiZmlJL1P0kck3SbpM34ThdOLZ8Z06/pO3zEAIMg+LelZM/tK7fEHJf0//uIgLFpiEZlJeUoxIFCueKXUzCZ1+fNQTJJzznGbNwAscJOUYhcxs+tVvXD4IUnDkj4n6V/Ox+/tnPuWpG+96rm/uOD7fyrpn87Hn9WsjvRPaXEqruWLWnxHAYCmZ2afl/RGSY9K+qSkJ51zHHjRYP0TOfWOZfUL927yHQUAAss592dm9qSq5zKbpJ93zu3xmwphYGZKxaNMigEBc8Urpc45buMGgCY3mSupIxn3HWMh+bSkv5P0DufcJWd+ob6O9E1o+8pFqk3KAQDm5tOSfso5x1Uaj/acGZMkJsUAoA7MrMM5N2FmXZJO1b6mf9blnBvxlQ3hkaQUAwJn1uMDZrZc0sySdOfcmbokAgDMm8lcScvaE75jLBjOubt8Zwgr55xe7p/Sj9+2xncUAAgE59yjvjNA2nN2VIloRLtWs0gFAOrgbyW9V9LzunibldUeb/YRCuGSikeVKzKMDwTJVUsxM3u/pD+VtFrVg5s3SHpJ0q76RgMAzNVErqhNy9p8xwDUM5rVVL6k7ZwnBgAIkD1nxrRzdYdaYlHfUQAgcJxz7639yo5aeNMSjzApBgRMZBav+SNJd0l6ufYm9ICkp+uaCgAwLyZzJXWkOFMM/h3pm5Qk7aAUA4A5s6p1vnOEXbFc0b6eMVYnAkCdmdkTs3kOqIdUPKo8pRgQKLMpxYrOuWFJETOLOOe+K+mW+sYCAMyVc06TuaIWcaYYFoAj/dVSbOsKSjEAmCvnnJP0Vd85wu5I36RyxYpuXb/EdxQACCQzS9bOE1tmZkvMrKv2tVHVjVZA3XGmGBA8sxkfGDOzdknfl/RZMxuQVKpvLADAXOWKFRXLTouSTIqZ2dd18Q76izjn3t/AOKF0pG9SazpT6qCkBYD58iMzu9M595zvIGG158yoJOnWdZ1+gwBAcP0zSb+hagH2vKpniUnShKRPesqEkElRigGBM5srpR+QlJX0m5J+WtJiSX9Yz1AAgLmbzBUliUmxqv/sO0DYHemb5DwxAJhfb5X0z8zstKS0qhcKnXPuJr+xwmPPmTEta2/R2iUp31EAIJCcc/9F0n8xs191zv257zwIp2Q8opF0wXcMAPNoNqXY7znnfkdSRdJnJMnM/ljS79QzGABgbiZy1aHeDibF5Jz7nu8MYVYoVXR8cEpvu3657ygAECQP+Q4QdnvOVs8TM7OrvxgAMBcVM+t0zo1JkpktkfQx59x/8xsLYZCMR5VjUgwIlNmcKfbgZZ7jL2AAsMBN1CbFWFf3CjPbamZfNLNDZnZi+st3rqA7OZRWqeK0g0kxAJg3zrnTzrnTqm71cBd8oQFG0wWdHErr1vWdvqMAQBj84nQhJknOuVFJv+gvDsIkRSkGBM4VSzEz++dmtl/SdjPbd8HXSUn7GhcRAHAtJmuTYpwpdpFPS/rvqp6N+VZJ/5+kv/GaKAQO901IkratoBQDgPliZu83s6OSTkr6nqRTkh7xGipEXjw7Jkm6bf0Sv0EAIBwidsFYrplFJSU85kGIJDlTDAic15oU+1tJ75P0cO3X6a/bnXM/04BsAIA5mD5TrCPFpNgFUs65JyRZ7Q77P5D0Ns+ZAu9I36RiEdOW7nbfUQAgSP5I0l2SXnbObZL0gKSn/UYKjz1nxxQx6cY1i31HAYAw+Lak/2VmD5jZ2yT9nbgRBA2SSkSVK1Z8xwAwj644PuCcG5c0LuljtTswVtRe325m7c65Mw3KCAC4BhNZJsUuI2dmEUlHzexXJPVK4qCrOjvSN6nN3W1KxGaztRkAMEtF59ywmUXMLOKc+27t7Gc0wL6eMW1dvkhtLXzOAoAG+B1JH5f0zyWZpD2SVnlNhNBIxiLKFstyznGOKBAQV/0EX7to+AeS+iVN1+JO0k31iwUAmKvpSbFFnCl2od+Q1Crp11S9w/6tkn7WZ6AwONw3qds2sF4KAObZmJm1S/q+pM+a2YCq64FRZ8457e8Z11t3cF8NADSCc65iZj+StFnSRyR1SfqS31QIi2QiKknKlypKxqOe0wCYD7O5re03JG13zg3XOQsAYB5N5kqKmNSW4EPbNOfcc7VvpyT9vM8sYTGZK6p3LKuPvWGd7ygAEDQfkJST9JuSflrSYkn/zmuikOgdy2o4XdDNa1mdCAD1ZGbbJH1U0sckDUv6vCQ5597qMxfCJRmrXlPJFcuUYkBAzGaP0VlV1ygCAJrIRK6oRck44/0XMLPHzazzgsdLzOzbHiMF3sv9U5Kk7Ss7PCcBgGBxzqWdc2XnXMk59xnn3P/NjYyNsb+n+tfjG9d2+g0CAMF3WNUzM9/nnLvXOffnksqeMyFkUrUbjbNF/tEDgmI2k2InJD1pZt+UlJ9+0jn3Z3VLBQCYs8lcifPELrXMOTc2/cA5N2pm7D6qo2MDk5KkbSvaPScBgGAws0lV19lf8iNJzjnHXQh1trdnXPGo6fpVi3xHAYCg+wlVJ8W+a2aPSvqcqu93QMMk49WZklyxcpVXAmgWs7laeqb2lah9AQCawGRtUgwXqZjZeufcGUkysw26/IVFzJOj/VNqiUW0dkmr7ygAEAjOOZoYz/b3jmnHyg61xFihBAD15Jz7iqSvmFmbpA+qujJ4hZn9d0lfcc495jMfwiFVW5mYLTApBgTFVUsx59wfSpKZLao+dFN1TwUAmLOJXEkdTIq92u9K+oGZfa/2+M2SPu4xT+AdHZjSlu52RSPc0AkA88nM1l/u+ekbP1AflYrTvp5xve/m1b6jAEBoOOfSkj4r6bNm1iXpw5I+IYlSDHU3fY5YrkQpBgTFVa+WmtkNkv5GUlft8ZCkf+ycO1jnbACAOZjIFpnOeRXn3KNmdpuku1Rdu/Gbzrkhz7EC7djAlO7YuMR3DAAIom9e8H1S0iZJRyTt8hMnHE4NpzWZK+nmtYt9RwGAUHLOjUj6y9oXUHczpRiTYkBgRGbxmk9J+i3n3Abn3AZJ/1LS/6hvLADAXE0yKTbDzHbUfr1N0npJ5yT1Slpfew51kM6X1DuW1dblnCcGAPPNOXfjBV9bJb1B0g985wq6/b3jkqQb13T6DQIAABoixaQYEDizuVra5pz77vQD59yTtV2+AIAFrHqmGKVYzW+puibxTy/zMyfpbY2NEw7HB6sbl69bzvE3AFBvzrkXzOxO3zmCbu/ZcbXEItq2ghs+AAAIg+TMmWIVz0kAzJfZXC09YWb/VtUVipL0M5JO1i8SAGCuKhWnyXxJi5Jx31EWBOfc9LlhDznnchf+zMySHiKFwtH+aim2lQuHADDvzOy3LngYkXSbpEFPcUJjf++Ydq3uUCw6m6UrAACg2U1PimWLTIoBQTGbT/K/IKlb0pdrX8sk/Xw9QwEA5maqUJJz0uIUpdirPDPL5zAPjg5MKR41bejibDsAqINFF3y1qHrG2Ae8Jgq4UrmiA70Tumltp+8oAACgQZLx6uXzHKUYEBizmRS7QdJvOudm/s2vnb8yWrdUAIA5mcgWJUkdKdYnSpKZrZS0RlLKzG6VZLUfdUiisamTYwOT2rSsjbvpAaAOnHN/6DtD2BwfTCtbLOumtYt9RwEAAA2STNTOFKMUAwJjNldLvy3pOTP7Sedcf+25v1J1PQcAYAGayJYkSR2sT5z2Tkk/J2mtqueKTZdiE5L+tadMgXd0YEo3rObCIQDUg5k9fJmnxyXtlvSXr14XjLnb2zMmSUyKAQAQItPrEynFgOCYTSl2RNJ/kvSkmf0T59wzeuViIgBgAZrIVSfFWJ9Y5Zz7jJn9jaSPOec+6ztPGOSKZZ0ZyeiDt6zxHQUAguqkqmvu/672+COS+iVtk/Q/JP0jT7kCa3/PuNpbYtq8rM13FAAA0CDxaETRiHGmGBAgsynFnHPuG2Z2RNLnzeyvJbk65wIAzMH4zPpESrFpzrmKmf0zSZRiDXB8cErOSVtXtPuOAgBBdatz7s0XPP66mX3fOfdmMzvoLVWA7esZ0w1rOhSJcI8oAABhkopHlStWfMcAME9mc8iHSZJz7qik+yS9WdJN9QwFAJibmTPFWJ/4ao+b2b8ys3Vm1jX95TtUEB0bmJIkbV2+yHMSAAisbjNbP/2g9v2y2sOCn0jBVShV9NL5Sd3M6kQAAEInGY8wKQYEyFUnxZxzt17wfVrST174ly8AwMIzkaudKZaazUBwqPxC7ddfvuA5J2mzhyyBdrR/StGIaeOyVt9RACCo/qWkH5jZcVVvZNwk6V+YWZukz3hNFkBH+iZVKFd041rOygQAIGyS8ahyBUoxICiueLXUzH7bOfcnZvbnuvy6xF+rXywAwFxMT4otYlLsIs65Tb4zhMXRgUltWNqqlljUdxQACCTn3LfMbKukHaqWYoedc7naj/8vb8ECam/PmCQxKQYAQAgl41HlSpRiQFC81gjBS7VfdzciCABg/kzkilrUElOUMy8uYmatkn5L0nrn3MdrFxO3O+e+4Tla4BwbmNLW5ZwnBgB1drukjar+ve4mM5Nz7v/zGymY9veMa0lrXGuXpHxHAQAADZaKR5VlUgwIjCuWYs65r5tZVNINzrn/rYGZAABzNJ4tqiPFlNhlfFrS85Lurj3ukfQFSZRi86hQqujUcEYP3bDKdxQACCwz+xtJWyS9KGn6Ko2TRClWB3t7xnTj2k6ZccMRAABhk4xHlCtWfMcAME9e87AZ51zZzG5vVBgAwPyYyJa0KMl5YpexxTn3ETP7mCQ557LG1a15d2o4rXLF6TomxQCgnu6QtNM5d7lV95hHuWJZRwem9PbrV/iOAgAAPEjGo5qsnd0OoPnN5orpHjN7WNU76dPTTzrnvly3VACAOZnIMSl2BQUzS6l2VqaZbZGU9xspeI72T0kSpRgA1NcBSSslnfcdJOgO902qXHG6YU2H7ygAAMCDVDyqwUkuHQBBMZtSrEvSsKS3XfCck0QpBgAL1ES2qHVdrb5jLER/IOlRSevM7LOS7pH0cz4DBdHRgUmZSVu6KcUAoI6WSTpkZv+gC27wcM6931+kYDp4blyStGv1Ys9JAACAD8l4VLkiZ4oBQXHVUsw59/ONCAIAmD8T2aI6kkyKTTOz/yrpb51zj5nZ85LukmSSft05N+Q3XfAcHZjSuiWtSiWivqMAQJD9ge8AYXHw3IQ6kjGtXZLyHQUAAHiQikeVpRQDAiNytReY2Voz+4qZDZhZv5l9yczWNiIcAODaTORK6khxptgFjkr6UzM7Jem3JfU6575BIVYfx/qntJXViQBQV8657134Jakk6Sd95wqig+cmtHN1hziGFACAcErGI8oVK75jAJgnVy3FJH1a0sOSVktaI+nrtecAAAtQqVzRVL7EpNgFnHP/xTn3JklvkTQi6dNm9pKZ/Z6ZbfMcL1BK5YpODE3puhWUYgBQb2Z2i5n9Se2mj38v6SXPkQKnVK7o8PkJVicCABBiyQSTYkCQzKYU63bOfdo5V6p9/b+SuuucCwBwjabyJUlSR4pS7NWcc6edc3/snLtV0k9J+jFxAXFenR7JqFh22rp8ke8oABBIZratdlPHS5L+q6Szksw591bn3H/1HC9wjg+mlS9VtGt1h+8oAADAk2QsqkKpokrF+Y4CYB7MphQbMrOfMbNo7etnJA3XOxgA4NpMZKul2GJKsUuYWdzM3mdmn5X0iKSXJf2E51iBcrR/SpJ0HesTAaBeDkt6QNL7nHP3Ouf+XBK3LtfJwXPjkqQb1jApBgBAWE2fl50r8ZELCILZlGK/oOpu+j5J5yV9qPYcAGABGs8WJUkdSc4Um2ZmD5rZX0vqkfRxSd+StMU59xHn3Fe9hguY44PVUmxLd5vnJAAQWD+h6t/Nvmtm/8PMHpDEYVd1cvDchFpiEW1exvsaAABhlYxVL6FzrhgQDFe9YuqcOyPp/Q3IAgCYBxO5WinGpNiF/rWkv5X0r5xzI77DBNmJwbSWL2rRIs60A4C6cM59RdJXzKxN0gcl/aakFWb23yV9xTn3mM98QXPw3Lh2rOpQLDqb+0kBAEAQTU+Kca4YEAxXLMXM7M8lXXFRqnPu1+qSCAAwJxMzk2KUEtOcc2/1nSEsTgxNaTNTYgBQd865tKTPSvqsmXVJ+rCkT0iiFJsnzjkdOjeh99682ncUAADgUTJeK8UKlGJAELzWpNjuC77/Q0m/X+csAIB5MD0ptriVUgyN5ZzTicG03nPTKt9RACBUalPQf1n7wjzpGc1qIlfSrtUdvqMAAACPpkuxHJNiQCBcsRRzzn1m+nsz+40LHwMAFi7OFIMvI+mCxrNFzl0BAATCwXPjkqRdqxd7TgIAAHxKUYoBgTLbxehXXKMIAFhYJrIlRUxqS1CKobFODKUlSVu62z0nAQBg7g6em1A0YtqxcpHvKAAAwKNXJsUqnpMAmA+cFgwAATORK2pRMq5IxHxHQcicGJySJM4UAwAEwsFzE7quu33mQhgAAAin6UmxLJNiQCBccYzAzCb1yoRYq5lNTP9IknPOsVgdABagiWxRHSmmxNB4JwbTSkQjWruk1XcUAADm7OC5cd2zZZnvGAAAwLNUojpXwvpEIBhe60wxdkQAQBOayJW0OBX3HQMhdHwwrQ1LWxVlShEA0OSGpvLqn8hr52ruBQUAIOxaYkyKAUHC+kQACJjxbFEdSUoxNN6JoSlWJwIAAuHgueqilF2rF3tOAgAAfEslps8UoxQDgoBSDAACZoJSDB4UyxWdGc5oc3e77ygAAMzZgd5xSWJSDAAAzJwvSikGBAOlGAAEzESOM8XQeGdHMipVnDYvY1IMAND8Dp2b0LquFCupAQCAkrHqJfRsoeI5CYD5QCkGAAEzkS0xKYaGOzGYliQmxQAAgXDw3Lh2rWJ1IgAAkGLRiBLRCGeKAQFBKQYAAVIoVZQtlrmrGQ13YmhKkrSFM8UAAE1uMlfUqeGMdrE6EQAA1LTEI6xPBAKCUgwAAmQiV5QkdVCKocFODKbV1ZZQZ2vCdxQAAObkcN+kJGnXGkoxAABQlYpHKcWAgKAUA4AAmchOl2KcKYbGOjGY5jwxAEAgHD4/IUm6fhWlGAAAqEolKMWAoKAUA4AAmciVJIkzxdBwJ4amtJnViQCAAHipb1KLU3Gt7Ej6jgIAABaIZCzKmWJAQFCKAUCAvDIpRimGxhnPFjU0VdDm7nbfUQAAmLPD5ye0Y+UimZnvKAAAYIFIJqLKFiu+YwCYB5RiABAgY7VSbDGlGBroxOCUJLE+EQDQ9CoVp5f7p7Rj5SLfUQAAwAKSjEVYnwgEBKUYAATIOKUYPDgxmJYkJsUAAE2vdyyrqXxJOzhPDAAAXIAzxYDgoBQDgACZoBSDByeGphSNmNZ3tfqOAgDAnBzum5QkbWdSDAAAXCAVpxQDgoJSDAACZDxbVEssomQ86jsKQuTEYFrru1qViPGxAgDQ3A6fn5AkbV9BKQYAAF6RjEeVpRQDAoGrVwAQIOOZIlNiaLgTg2nOEwMABMLh/kltWNqqtpaY7ygAAGABScajyhYqvmMAmAeUYgAQIONZSjE0VrnidHI4rc3dlGIAgOZ3+PwEU2IAAOASqXhUeSbFgECgFAOAAKEUQ6OdG8uqUKpoc3e77ygAAMxJrljWyaG0dqzq8B0FAAAsMMl4hPWJQEBQigFAgIxRiqHBTg6lJUmbWJ8IAGhyxwamVHHSjpVMigEAgIul4lGVKk7FMisUgWZHKQYAATJBKYYGOz1MKQYACIaXzk9IohQDAACXSsajkqqT5QCaG6UYAATIeLaoxa2UYmick0MZpeJRLV/U4jsKAABzcqRvUsl4RBuWcqMHAAC4WDJRLcVYoQg0P0oxAAiIUrmiqXyJSTE01OnhtDYsbZWZ+Y4CAMCcHO6b1LYVixSN8J4GAAAulqpNiuWLrE8Emh2lGAAExESuJEmUYmioU8NpbeSOegBAABzum2B1IgAAuKxkvHoZnUkxoPlRigFAQIxni5IoxdA45YrT2ZGsNixr9R0FAIA5GZzMa2iqoO0rO3xHAQAAC9D0pFi2QCkGNDtKMQAICEoxNNr58awK5QqTYgCApnekb1KSdD2TYgAA4DKmS7Eck2JA06MUA4CAGMsUJFGKoXFOD2ckSRuWMikGAGhuh/smJEnbKcUAAMBltExPilGKAU2PUgwAAmJ6UqyzlVIMjXFyKC1JTIoBAJre4b5JdS9q0dL2Ft9RAADAAvTKpFjFcxIAc0UpBgABMVErxTqYFEODnB5OqyUW0cqOpO8oAADMyeG+Ce1gSgwAAFxBMl69jM76RKD5UYoBQEBwphga7dRwRhuWtioSMd9RAAC4ZqVyRUf7pyjFAADAFaUSrE8EgoJSDAACYjxbVDIeUUss6jsKQuL0cFobWJ0IAGhyp4Yzypcq2rGyw3cUAACwQL2yPpFSDGh2lGIAEBDj2SJTYmiYSsXp9HBGG5e2+o4CAMCcHO2flCRtW8GkGAAAuLxknEkxICgoxQAgIMYyRXWmEr5jICT6J3PKlypMigEAmt7RgSmZSdctb/cdBQAALFAtsekzxSqekwCYK0oxAAgIJsXQSKeGMpKkjZRiAIAmd3RgSmuXpGbOCgEAAHg1M1MqHmV9IhAAlGIAEBDj2aI6KMXQIKeG05KkDaxPBAA0uaP9k9q6nNWJAADgtSXjEWULlGJAs6MUA4CAmGBSDA10ajitRDSi1Z0p31EAALhmpXJFJ4bS2srqRAAAcBVMigHBQCkGAAHB+kQ00umhjNZ1pRSNmO8oAABcs7OjWRVKFc4TAwAAV5WMR5WlFAOaHqUYAARAsVxRulCmFEPDnBpOc54YAKDpHe2flCRtXcH6RAAA8NqS8ahyxYrvGADmiFIMAAJgIluUJHW2Uoqh/pxzOj2c0QZKMQBAkzs6MCVJTIoBAICrSiVYnwgEAaUYAATAWK0UY1IMjTA4mVe2WNbGZa2+owAAMCfHBqa0pjOl9paY7ygAAGCBS8YjrE8EAoBSDAACYJxSDA10cigtSUyKAQCa3sv9k0yJAQCAWUnFmRQDgoBSDAACYLoU66AUQwOcHs5IkjYuZVIMANC8yhWnYwNT2kopBgAAZqElHmVSDAgASjEACIAJJsXQQKeG04pFTGs6U76jAABwzXpHs8qXKtq6glIMAABcXSoeVa5AKQY0O0oxAAgA1ieikU4PZ7Suq1WxKB8jAADN6+jApCTpuuWLPCcBAADNIBWPKleq+I4BYI64mgUAATCeoRRD45waTmt9F6sTAQDN7ejAlCRxphgAAJiVZDyiLJNiQNOjFAOAABjPFtWaiCoR4z/rqL8zIxlt4DwxAECTO9o/pRUdLdxUBAAAZqU6KVaWc853FABz4OXqqZl1mdnjZna09uuS13ht1Mz2mNk3GpkRAJrJWLbIBR00xHimqMlcSeuWUIoBAJrbsYFJbWV1IgAAmKVkIirnpDwrFIGm5muk4BOSnnDObZX0RO3xlfy6pJcakgoAmtQ4pRga5MxIRpK0rivlOQkAANfOOaejA1OsTgQAALOWjEUlSbkiKxSBZuarFPuApM/Uvv+MpA9e7kVmtlbSeyT9VWNiAUBzohRDo5wdnS7FmBQDADSvc+M5ZQplbV1BKQYAAGYnlZguxZgUA5qZr1JshXPuvCTVfl1+hdf9X5J+W9JV/0tjZh83s91mtntwcHDeggJAMxjLFLSkNeE7BkLg7AilGACg+R3tn5Qk1icCAIBZS8arl9KzTIoBTS1Wr9/YzP5e0srL/Oh3Z/l//15JA865583s/qu93jn3KUmfkqQ77riD0w4BhMpYpqjOVibFUH9nRzNanIqrI8k/bwCA5nW0f0qStJX1iQAAYJZScdYnAkFQt1LMOff2K/3MzPrNbJVz7ryZrZI0cJmX3SPp/Wb2bklJSR1m9j+dcz9Tp8gA0JSccxrLFrWYUgwNcGYkq/VMiQEAmtzRgUkta2/RkjYm7QEAwOwka6UYk2JAc/O1PvFhST9b+/5nJX3t1S9wzv3vzrm1zrmNkj4q6TsUYgBwqVyxokKpos4UF3VQfz0jGa3rSvmOAQDAnBwdmGJKDAAAvC7TpViuQCkGNDNfpdh/lPSgmR2V9GDtscxstZl9y1MmAGhKY9mCJLE+EXVXqTj1jGa1bgmTYgCA5uWc07GBKW1Z3uY7CgAAaCIz6xNLlGJAM6vb+sTX4pwblvTAZZ4/J+ndl3n+SUlP1j0YADSh0XRRkrSEUgx11j+ZU6Fc0VrWJwIAmthwuqDJXEmblzEpBgAAZi+VqK1PLFQ8JwEwF74mxQAA82R6Umwx6xNRZ2dHspLEmWIAgKZ2YjAtSdrczaQYAACYvWSsNinGmWJAU6MUA4AmN56pToqxPhH1dnYkI0lat4QzxQAAzevk0JQkaUs3k2IAAGD2konqpfQspRjQ1CjFAKDJjWUpxdAYZ0czMpPWUIoBAJrYicG0ErGIVnfyfgYAAGYvGWdSDAgCSjEAaHJj05NirE9EnZ0ZyWhlR1IttZURAAA0oxNDaW1c2qpoxHxHAQAATSRFKQYEAqUYADS5sUxBiVhEyTj/SUd99YxktW4J54kBAJrbicEpbVrGeWIAAOD1iUcjikWM9YlAk+MKKgA0ubFMUUta4zLjbmfU19nRjNZ2sWoKANC8SuWKzoxktJnzxAAAwDVIxqPKFiq+YwCYA0oxAGhyY9kCqxNRd/lSWX0TOa3vYlIMANC8ekazKpYdk2IAAOCaJONR5UpMigHNjFIMAJrcWKaoxa1x3zEQcL2jWTkn1icCAJraiaEpSdKWbkoxAADw+qUSEeUKlGJAM6MUA4AmN54tqjNFKYb6OjualSStY1IMANDETgymJUmblrE+EQAAvH7JGJNiQLOjFAOAJjeWKaqTSTHU2dmRjCSxPhEA0NRODKXV2RpXVxurpwEAwOuXSkSVZVIMaGqUYgDQ5EYzBS1p5cIO6uvsSEaJWETLF7X4jgIAwDU7OZjWZs4TAwAA1ygZiypbpBQDmhmlGAA0sVyxrHypwpliqLuzoxmt7UwpEjHfUQAAuGYnhqZYnQgAAK5ZMhFVrljxHQPAHFCKAUATG8sUJUmdKSbFUF9nR7Jay+pEAEATS+dL6p/Ia3M3k2IAAODapOIR5ZgUA5oapRgANLGxbEGSOFMMdXdmJKP1XSnfMQAAuGYnh9KSxPpEAABwzZLxKKUY0OQoxQCgib0yKUYphvqZyBU1ni1q3RImxQAAzevEdCnWzfpEAABwbVJxzhQDmh2lGAA0sbHM9KQY6xNRPz0jWUnSOtYnAgCa2InBKZlJG5byfgYAAK5NMh5VtkApBjQzSjEAaGIzk2KsT0Qd9Y5VS7E1naxPBIAwMLN3mdkRMztmZp+4zM93mNkPzSxvZv/KR8ZrcWIwrTWdKSXjUd9RAABAk0rGo8qVKr5jAJiDmO8AAIBrN5alFEP9nauVYqspxQAg8MwsKumTkh6U1CPpOTN72Dl36IKXjUj6NUkfbHzCa3dyKK1NnCcGAADmIBWPqlCqqFxxikbMdxwA14BJMQBoYmOZohLRiFLc8Yw66h3LKhGLaFk7azoBIATeIOmYc+6Ec64g6XOSPnDhC5xzA8655yQVfQS8Fs45nRic0hbOEwMAAHOQjFcvp+dLrFAEmhWlGAA0sfFsQYtb4zLj7iTUT+9YVms6U/xzBgDhsEbS2Qse99Sea2qDk3mlC2Vt7mZSDAAAXLtUonpTMueKAc2LUgwAmthouqjOFKsTUV+9o1nOEwOA8LjcHRDumn4js4+b2W4z2z04ODjHWHNzYigtSdq4lFIMAABcu+mzSbNFSjGgWVGKAUATG8sWtKSVlXaor3NjWa3uTPqOAQBojB5J6y54vFbSuWv5jZxzn3LO3eGcu6O7u3tewl2r08OUYgAAYO6mS7FcseI5CYBrRSkGAE1sLFPU4lYmxVA/+VJZA5N5rels9R0FANAYz0naamabzCwh6aOSHvacac5OD2cUixg3eQAAgDlJzZRiTIoBzSrmOwAA4NqNZ4u6kfWJqKO+8ZwkcRERAELCOVcys1+R9G1JUUl/7Zw7aGa/VPv5X5jZSkm7JXVIqpjZb0ja6Zyb8JX7ak6PZLRmSUqxKPeFAgCAa5eMVz9LsD4RaF6UYgDQxMYyRXUyKYY66h3NSpLWLOFMMQAIC+fctyR961XP/cUF3/epulaxaZwZzmh9F1PPAABgbpgUA5oft8kBQJPKFcvKFsvq5Ewx1FHvWK0U66QUAwA0r9PDaW1YSikGAADmZvpMsWyBUgxoVpRiANCkxrNFSWJSDHXVO5aVmbRqMaUYAKA5jWUKmsiVtKGrzXcUAADQ5KZLsVyp4jkJgGtFKQYATWosUyvFUkyKoX7OjWW1fFGLEjE+MgAAmtPp4YwkaT2TYgAAYI5SiVopxqQY0LS4wgUATWo0U5DEpBjqq3csq9WsTgQANLHTI9VSjPWJAABgrqbPFMtyphjQtCjFAKBJjVGKoQF6R7OcJwYAaGpnhtOSpPVdlGIAAGBukvHq5fQcpRjQtCjFAKBJjaSr6xO72lifiPqoVJzOjecoxQAATe30cEbLF7WoNRHzHQUAADS5ZIxJMaDZUYoBQJOaXp+4pJVSDPUxlM6rUKpozRJKMQBA8zo9kmF1IgAAmBeRiCkRiyhXrPiOAuAaUYoBQJMayxSUjEeUrO2zBubbubGcJGn1YkoxAEDzOjOc0fquNt8xAABAQKTiUWULJd8xAFwjSjEAaFKjmaK6mBJDHfWOZiWJSTEAQNPKFcvqm8gxKQYAAOZNKh5lUgxoYpRiANCkRtMFdVKKoY7OjVVLsdWcKQYAaFJnRzKSRCkGACFkZu8ysyNmdszMPvEar7vTzMpm9qFG5kPzSiWinCkGNDFKMQBoUqOZgpa0xX3HQID1jmW1qCWmxSn+OQMANKfTw9VSbH0XpRgAhImZRSV9UtJDknZK+piZ7bzC6/5Y0rcbmxDNLBmnFAOaGaUYADSpsUxRS5gUQx31jmWZEgMANLXTM5NinCkGACHzBknHnHMnnHMFSZ+T9IHLvO5XJX1J0kAjw6G5peIR5SjF8P9n78+jLb3v+s7389vzfOahJlVpKI2WhG1hwDgOxFYwJtjGCQncu9IOi44vndDcvg0kJqRphzTg7uQuLunQuB0CmCQdmpgACnZwbDPYjm0seZBkSSVVqVTDqTqnzrzn+fndP/beR0KUpBr28/yeZ+/3ay0v1XCW9A2rUmfv57M/3y8ii1AMACJqt9EhFIOvLu01uScGAIi0Czt1FdMJzeVoPQPAlDki6eJLfr42/LUDxpgjkr5P0ocDnAsTIJuKq9khFAOiilAMACKo71mVm10e8MBXl8tNHZ7NuB4DAIAbdn63oVsWcjLGuB4FABCsq/3Fb1/28/+fpH9orX3NdMMY835jzGPGmMe2trbGMR8iLMv6RCDSEq4HAABcv0qzK2ulWZpi8Em93dN+o6sjs9xgAQBE14Wdhu4+VHQ9BgAgeGuSjr3k50clXX7Z1zwk6beGH5xYlPROY0zPWvt7L/+XWWs/IukjkvTQQw+9PFzDlOGmGBBtNMUAIIJ2Gx1J0nyeUAz+uLzflCSaYgCAyOp7Vhf3GrplnntiADCFHpV00hhzqzEmJekHJD3y0i+w1t5qrT1hrT0h6WOS/t7VAjHg5bLJuFqsTwQii6YYAETQ/jAUm2V9InxyudySJB2Z5aYYACCa1stNdftWxxdoPQPAtLHW9owxPyrpk5Likn7NWvuUMeZHhr/PHTHcsGyKphgQZYRiABBBe/WuJGmO9YnwyUZ50BRbnaEpBgCIpgs7DUnS8XlCMQCYRtbaT0j6xMt+7aphmLX27wQxEyYDN8WAaGN9IgBE0B7rE+GzjXJbkrRcJBQDAETTxb1BKHaMUAwAAIxRJhlXq+vJ8zgvB0QRoRgARNAe6xPhs41KU4uFtFIJXioAAKLp0l5TMUPrGQAAjFc2FZcktXue40kA3AiedAFABO01ukrEjApptuDCH+vllg7xEBEAEGFre02tljJKxnnbCwAAxiebHIRirFAEool3BwAQQfuNjmZzKRljXI+CCbVRbmmlRCgGAIiutf2mjs6xOhEAAIwXoRgQbYRiABBBu/WO5vOsToR/Nio0xQAA0XZpr6kjc1nXYwAAgAmTGa5PbHYIxYAoIhQDgAjaa3Q1m0u5HgMTqtnpa7/R5QYLACCyen1PG5WWjhKKAQCAMRs1xVo0xYBIIhQDgAjab3Q0l6MpBn9sVFqSRFMMABBZ6+WW+p7VkVlCMQAAMF6sTwSijVAMACJot97VfJ6mGPyxXm5Kkla5KQYAiKhL+4PvZdwUAwAA45ZNDR6psz4RiCZCMQCIGGut9hsd1ifCN1eGTTHWJwIAomptbxCKcVMMAACMW4amGBBphGIAEDG1dk89z7I+Eb5ZLxOKAQCi7dIwFDs8y/cyAAAwXtwUA6KNUAwAIma/0ZUkzdEUg082yi3NZJPKpRKuRwEA4Ias7TW0UkornYi7HgUAAEyYbGrYFGN9IhBJhGIAEDG79Y4kQjH4Z73c4p4YACDSLu03dWSW1YkAAGD8sqxPBCKNUAwAImavMQzF8qxPhD+uVFqsTgQARNraXlNH53KuxwAAABMoc7A+0XM8CYAbQSgGABEzWp84S1MMPlkvt3SIUAwAEFF9z2q93NSROZpiAABg/NKJmIyhKQZEFaEYAETMaH3iPKEYfNDpedqutWmKAQAia7PaUrdvdZRQDAAA+MAYo2wyrhahGBBJhGIAEDH7jY6MkUpZ1idi/DarLVkrbooBACLr0l5TkrgpBgAAfJNNxtXsEIoBUUQoBgARs9foaiabVDxmXI+CCXSl0pIkmmIAgMhaG4Zi3BQDAAB+ySTjrE8EIopQDAAiZrfRYXUifLNeHoRih2b4dD0AIJrW9hqSaIoBAAD/ZFOEYkBUEYoBQMTsNzqazbE6Ef7YGIZirE8EAETVpf2mFgspZVNx16MAAIAJlUnG1GJ9IhBJhGIAEDF79a7maIrBJ+vllrLJuErZhOtRAAC4IWt7TVpiAADAV1nWJwKRRSgGABGzW+9oPk8oBn9sVFo6NJORMdysAwBE06W9JvfEAACAr7gpBkQXoRgARIi1dnBTjFAMPtkot7Q6w+pEAEA0eZ7V2n5TR+doigEAAP9kk3E1WZ8IRBKhGABESL3TV6fnEYrBNxvlFvfEAACRtVPvqNPzdJj1iQAAwEfZVFwtmmJAJBGKAUCE7NU7kqQ5QjH4wPOsrlRaWqEpBgCIqI1yS5J0iO9lAADAR9wUA6KLUAwAImRnGIotEIrBB7uNjnqe1Uox7XoUAABuyHq5KUk6NENTDAAA+CfD+kQgsgjFACBCaIrBT5uVtiRpmfWJAICI2qgMmmLcxwQAAH4arE/0XI8B4AYQigFAhNAUg582q4MHics0xQAAEbVebikZN7xWAgAAvsom4+r0PfX6BGNA1BCKAUCE0BSDnzarw6ZYkU/XAwCiaaPc0kopo1jMuB4FAABMsGwyLklq9QjFgKghFAOACNmpd5SMGxXTCdejYAJtjUKxEk0xAEA0rZebOsTqRAAA4LNMahCKcVcMiB5CMQCIkL16R3O5lIzh088Yv81KS8VMQpnhJ94AAIiajXJLqzNZ12MAAIAJd9AU6xKKAVFDKAYAEbJT72ie1YnwyWa1zT0xAEBkWWu1Xm7RFAMAAL4bhWJNQjEgcgjFACBC9hqEYvDPIBTjQSIAIJr2G121e55WS3wvAwAA/sqmBo/VWZ8IRA+hGABEyC5NMfhos9rinhgAILLWyy1JoikGAAB8l6EpBkQWoRgARAihGPxirdVmhfWJAIDo2qg0JUmrhGIAAMBnrE8EootQDAAiotv3VG52CcXgi0qrp3bPY30iACCyXmyKZR1PAgAAJl02NQjFWqxPBCKHUAwAImK/0ZUkQjH4Yqs6eJDI+kQAQFRtlFuKx4yWaD0DAACf0RQDootQDAAiYrfekUQoBn9sVtqSxINEAEBkrZdbWi6mFY8Z16MAAIAJRygGRBehGABExEEoliMUw/htVgehGOsTAQBRtVFucU8MAAAEIjNcn9hkfSIQOYRiABARB6FYgVAM47fJ+kQAQMStl5s6RCgGAAACMGqKtWiKAZFDKAYAEbHboCkG/2xW2sokYyqmE65HAQDgullrtV5uabWUdT0KAACYAsl4TImYYX0iEEGEYgAQEbu1QSg2x00x+GCz2tZyMSNjuMMCAIiearunRqdPUwwAAAQmm4yr2fFcjwHgOhGKAUBE7DU6KmYSSsb5qxvjt1ltabnI6kQAQDRtlAdrgLkpBgAAgpJJxWmKARHEk1UAiIidekcLtMTgk81qm3tiAIDIWh+GYjTFAABAULLJODfFgAgiFAOAiNird1idCN9sVQbrEwEAiKKNclMSTTEAABCcwfpEQjEgagjFACAiaIrBL81OX9V2T0usTwQARNSoKcYHPAAAQFBYnwhEE6EYAETEXr2juRyhGMZvszp6kEgoBgCIps1qWwv5lFIJ3uICAIBgZJMxQjEggnjHAAARYK3Vbr2j+QKhGMZvs9qWJC2X+HQ9ACCaNittGs8AACBQ3BQDoolQDAAioN7pq9P3NE9TDD7YrAxDMR4mAgAiaqtGKAYAAIKVTXFTDIgiQjEAiIDdWkeSNM9NMfhgi/WJAICI26q0uCcGAAAClUlyUwyIIkIxAIiA3QahGPyzWW0rETPcrAMARJK1lqYYAAAIHOsTgWgiFAOACNitD9bbEYrBDzu1jhYKKcVixvUoAABct/1GV92+pfEMAAAClU2yPhGIIkIxAIiA3XpXEqEY/LFTb2shz4NEAEA0bdUGHx6iKQYAAIKUTQ3WJ1prXY8C4DoQigFABNAUg5+2h00xAACiaLMyeJ1EUwwAAAQpk4zLs1Kn77keBcB1IBQDgAjYqXeUjBsV0gnXo2ACbdfaWizwIBEAEE1btZYkmmIAACBY2WRcktTqEIoBUUIoBgARsFvraCGfljHcfML47dQ6WqQpBgCIqIOmWCnjeBIAADBNsqlBKNbsclcMiBJCMQCIgJ066+3gj0anp2a3rwWaYgCAiNqqtpVNxpUfPpgCAAAIQiY5eLROKAZEC6EYAETATq1NaAFf7NQ6kqQF7tUBACJqs9rWcolGPQAACNZofWKzQygGRAmhGABEwHato0VCC/hgqzZYOcVNMQBAVG1V21ri+xgAAAhYJsn6RCCKCMUAIOSstdqpt1mfCF8cNMX48wUAiKit2qApBgAAEKRRU6xFKAZECqEYAIRco9NXq+uxPhG+2KEpBgCIuM1Ki6YYAAAIXDbF+kQgigjFACDkuPkEP+3UB3++5vnzBQCIoFa3r0qrp+VSxvUoAABgymRZnwhEEqEYAITcTp0mD/yzVW2rmE4c7EIHACBKtqqD10k0xQAAQNC4KQZEE6EYAIQcN5/gp516hz9bAIDI2hquAV7iphgAAAjYaH0iN8WAaCEUA4CQGzXFuCkGP+zU2rQQAQCRtVmhKQYAANw4WJ/ITTEgUgjFACDktrkpBh9t19o0xQAAkTVqii3TFAMAAAFjfSIQTYRiABByO7WOCtx8gk92ah1aiACAyNqqtBQz0kKe72UAACBY8ZhRKhEjFAMihlAMAEJup97WPC2x0DPGvMMY86wx5owx5gNX+f27jTFfNMa0jTE/4WLGl+t7VruNjhb58wUAiKitWlsLhbTiMeN6FAAAMIWyybharE8EIiXhegAAwKsbNHkILcLMGBOX9MuSHpa0JulRY8wj1tqnX/Jlu5J+TNJ7gp/w6vYaHVkrLRb5dD0AIJq2qtzGBAAA7mSTcZpiQMTQFAOAkNuutVkJFH5vknTGWnvWWtuR9FuS3v3SL7DWblprH5XUdTHg1WwP77Dw5wsAEFU79Q53VwEAgDPZVFzNrud6DADXgVAMAEJup97RIk2xsDsi6eJLfr42/LVQ26l1JIkmIgAgsnbrHdZMAwAAZzLJuJqsTwQihVAMAELM86x266xPjICrHTKxN/QvMub9xpjHjDGPbW1t3eRYr27UFCN0BQBE1W6NUAwAALiTTcbUYn0iECmEYgAQYpVWV33Pst4u/NYkHXvJz49Kunwj/yJr7UestQ9Zax9aWloay3Cv5KApxp8vAEAEtXt9Vds91icCAABnBusTCcWAKCEUA4AQ22a9XVQ8KumkMeZWY0xK0g9IesTxTK9pu9ZWImY0k026HgUAgOu2Vx+c6ZzndRIAAHAky/pEIHISrgcAALyynYP1djR5wsxa2zPG/KikT0qKS/o1a+1TxpgfGf7+h40xq5Iek1SS5Blj/gdJ91prK67m3hmunIrFrrb9EQCAcNupD14n0RQDAACuZJJx1icCEUMoBgAhtlOnKRYV1tpPSPrEy37twy/58YYGaxVDY6fe1gKBKwAgonaHr5PmWQMMAAAcySZZnwhEDesTASDERk0xbj7BDzv1Dp+uBwBE1ouhGN/LAACAG9lUXA3WJwKRQigGACG2XevIGGkux80njN9evaM5HiQCACJqZ3R7le9lAADAEZpiQPQQigFAiO3U25rLpZSI89c1xm+33tE8gSsAIKJ26x3FY0YzWb6XAQAAN7KpuDo9T33Puh4FwDXiKSsAhNhOrcNKIPii1/dUafU0m+PPFwAgmnbqHc3lkorFjOtRAADAlMql4pJEWwyIEEIxAAixnRo3n+CP/WZXEndYAADRtVtv830MAAA4lU0lJEmNTs/xJACuFaEYAITYTr2txULa9RiYQPuNwR2WWdYnAgAiardOox4AALiVTQ6bYh2aYkBUEIoBQIjt1DtaKPCwB+O3W6cpBgCItp16Rwt5PjwEAADcYX0iED2EYgAQUt2+p/1Gl4c98MXesCk2x00xAEBE0RQDAACuZYehWIOmGBAZhGIAEFJ79UFoQVMMfhj9+ZrjYSIAIIJ6ww8PEYoBAACXWJ8IRA+hGACE1HZtEFosEorBB3uN4fpEmmIAgAgafR/jw0MAAMClg/WJhGJAZBCKAUBI7dTbkqSFAusTMX57jY7SidjBqgcAAKJkd9h4pikGAABcGoViDW6KAZFBKAYAIbVdG4ZiPOyBD/a4wwIAiLDRh4f4XgYAAFzKHKxP7DmeBMC1IhQDgJDarg7XJxZpimH89hodzbI6EQAQUaOm2EKe10kAAMCdXCohifWJQJQQigFASG3X2konYiqmE65HwQTaa3Q1n0+6HgMAgBvC+kQAABAGrE8EoodQDABCaqva1mIhLWOM61EwgfbqNMUAANG1UxuEYnM5PuABAADcSSdiMoamGBAlhGIAEFJbtbaWWJ0In+w1OponFAMARNR+o6NSJqFEnLe0AADAHWOMssk4oRgQIbyDAICQGjXFgHHre1b7zS6frgcARFa52aXxDAAAQiGXirM+EYgQQjEACKntWoemGHxRaXZlrTTHHRYAQETtN7uayfLhDgAA4F42RVMMiBJCMQAIob5ntVtva6lAaIHx222M7rDw5wsAEE2DphihGAAAcI/1iUC0EIoBQAjt1jvyrGiKwRd79WEoRlMMABBR5UZXJZpiAAAgBLKpBOsTgQghFAOAENqqtiWJm2LwxV6jK0ncFAMARFa52dUsoRgAAAiBXDKuZqfnegwA14hQDABCaLs2DMVoisEHB00x1icCACLIWstNMQAAEBrZVFxNmmJAZBCKAUAIjZpiSzTF4IO94U2xedYnAgAiqN7pq+9ZbooBAIBQyKbianBTDIgMQjEACCGaYvDTbqOjVDymXCruehQAAK7b/vDDHTTFAABAGAzWJxKKAVFBKAYAIbRVbSubjCtPaAEf7Ne7mssnZYxxPQoAANet3BzcxpzJ0ngGAADusT4RiBZCMQAIoe1aW4vFFKEFfLHb6HBPDAAQWeXGIBRjfSIAAAgD1icC0UIoBgAhtFVrc08Mvik3uqycAgBE1otNMb6XAQAA93LJhDo9T33Puh4FwDUgFAOAENqudrRIKAaflJuEYgCA6Npv0hQDAADhkU0NHrGzQhGIBkIxAAihrVpbS0VCMfiDUAwAEGU0xQAAQJhkUwlJUqPTczwJgGtBKAYAIdPte9pr0BSDfwjFAABRtt/oKhWPKZuMux4FAABAueFrkiZ3xYBIIBQDgJDZrXdkrWiKwRednqdmt08oBgCIrHKzq1I2KWOM61EAAACUTQ1DMdYnApFAKAYAIbNVbUsSTTH4otIarpziDgsAIKLKzQ73xAAAQGiMQrEGTTEgEgjFACBktmqDUGypmHI8CSYRd1gAAFHHGmAAABAmrE8EooVQDABCZnvYFFsqZBxPgkk0CsVKGR4mAgCiab/R1SyhGAAACIlcKiGJUAyICkIxAAiZUVNskaYYfHAQivEwEQAQUTTFAABAmGRTg0fsDW6KAZFAKAYAIbNd7Sifih980ggYpwrrEwEAEVdudLmNCQAAQiN70BTrOZ4EwLUgFAOAkNmqtbVYTLseAxOKm2IAgCjr9T1V2z2+jwEAgNAY3RRrsD4RiARCMQAIme1qW0sFQjH4g6YYACDKKq3BJ7D5PgYAAMIimxqEYk3WJwKRQCgGACGzVWtrkVAMPik3u8om40oleAkAAIie2jAUK2YIxQAAQDikEzEZIzVpigGRwBMxAAiZ7VpbS6xPhE/KzS6frgcARFa1PWg8F9LcXgUAAOFgjFEuGWd9IhARhGIAECKdnqf9RpemGHxTbnZVyvIgEQAQTS82xfheBgAAwiObirM+EYgIQjEACJGdeluSaIrBNzTFAABRVmsPQjGaYgAAIEyyqTjrE4GIIBQDgBDZqg5CscVCyvEkmFTlZo9QDAAQWQehGE0xAAAQIrlkQo1Oz/UYAK4BoRgAhMhmhaYY/FVpdlUiFAMARFR1tD6RphgAAAiRTCquZtdzPQaAa0AoBgAhsjlsiq2UMo4nwaSqsD4RABBhNMUAAEAY5ZJxNWmKAZFAKAYAIbJZbUmSFgs0xTB+fc+q2mZ9IgAgumqtnmJGyibjrkcBAAA4kEvF1eCmGBAJhGIAECKb1bbm8ymlEvz1jPGrNLuSRCgGAIisWrunQjohY4zrUQAAAA5kU3E1u4RiQBTw1BUAQmSz0tIy98Tgk/IwFCtlCMUAANFUbfVU5PsYAAAImWwyriZNMSASCMUAIEQ2q20tc08MPinTFAMARFyt3VUhzT0xAAAQLqxPBKKDUAwAQmSz0qYpBt8chGI5QjEAQDTV2j0VMoRiAAAgXLKpBOsTgYggFAOAkOh7Vlu1tlZKhGLwR6VFUwwAEG21Vo+mGAAACJ1sMq5Oz1Pfs65HAfAaCMUAICR26x31PavlIusT4Q/WJwIAoq5KUwwAAIRQLhWXJDU6PceTAHgthGIAEBKb1ZYksT4Rvqm2Bi/OSxlCMQBANNVaPRVpigEAgJDJDkMxVigC4UcoBgAhsVltS5KWWZ8In9RaPcVjRpkk3/4BANFUa7M+EQAAhE82OQzFOoRiQNjxVAwAQmKzMmqKsT4R/hg9SDTGuB4FAIDr1vesGp0+6xMBAEDovLg+kVAMCDtCMQAIic3KoCm2xPpE+KTa4tP1AIDoqrUHa4D5XgYAAMKG9YlAdBCKAUBIbFbbmskmlRlW7oFxq7a6KvLpegBARI1CMb6XAQCAsGF9IhAdhGIAEBJXKi2tcE8MPuIOCwAgymqtUVMs6XgSAACAPy+XGrzXZn0iEH6EYgAQEpvVNvfE4Ktau8cdFgBAZNXaXUniexkAAAgd1icC0UEoBgAhsVVta5l7YvBRjZtiAIAIq7a4KQYAAMLpIBTr9BxPAuC1EIoBQAhYa7VZbWm5RFMM/qm2eypmWDkFAIim0U0xQjEAABA2ueFNMdYnAuFHKAYAIbDX0wJuZgAAqWFJREFU6KrbtzTF4Ktaq6ciK6cAABE1esiUG34SGwAAICxYnwhEB6EYAITAZrUlSVouEYrBH72+p2a3z6frAQCR1Ro+ZMoSigEAgJBJJ2KKGalJUwwIPUIxAAiBzUpbkrRcZH0i/MHKKQBA1I2aYtkkoRgAAAgXY4yyyTjrE4EIIBQDgBC4Uhk0xVZoisEn1dYwFGN9IgAgopqEYgAAIMSyqQTrE4EIIBQDgBDYrNIUg79GTbEiTTEAQEQ1u31lkjHFYsb1KAAAAH9BLhVnfSIQAYRiABACW9W2iukENzLgm4P1iTTFAAAR1ez0aYkBAIDQGqxP7LkeA8BrIBQDgBDYrLa0zOpE+KjW4qYYACDaGp2+cim+jwEAgHDKprgpBkQBoRgAhMCVSpvVifBVdbQ+kaYYACCimt2eMknewgIAgHDKpeJqcVMMCD3eUQBACNAUg99GTbFiJul4EgAAbkyTphgAAAixwfpEQjEg7AjFAMAxa602K22tlGiKwT/VVlcS6xMBANHV4KYYAAAIsWwqriahGBB6hGIA4Fil2VO752m5SFMM/qm1ezJmsM4BAIAoanX7yvJ9DAAAhFQuFVeT9YlA6BGKAYBjm9WWJGmJUAw+qrZ6KqQTMsa4HgUAgBvS6PT5cAcAAAgt1icC0UAoBgCOXam0JYn1ifBVrd1TkdWJAIAIa3ZZnwgAAMIrm0qwPhGIAEIxAHBsozJoih2aIRSDf2qtngoZQjEAQHQ1O6xPBAAA4ZVLxdXpe+r1PdejAHgVhGIA4NhGuSmJphj8VWsP1icCABBVNMUAAECYjdY8c1cMCDdCMQBwbKPS0lwuqQwPeeCjarunQibpegwAAG6ItVbNLjfFAABAeI2e67BCEQg3QjEAcGyj3KIlBt9VW11uigEAIqvV9WStlCEUAwAAIUVTDIgGQjEAcGyj0uKeGHzXaPeVT/MgEQAQTaOHSzma9QAAIKRGoViDphgQaoRiAODYRrmlVUIx+KzR6SmXoikGAIimRqcnSXwvAwAAoTVan0goBoQboRgAONTpedqudbRayroeBROu0eEOCwAgulrDphjrEwEAQFiNPrzDTTEg3AjFAMChK5WWJGl1Ju14EkyyTs9Tz7OEYgCAyBp94pr1iQAAIKxeXJ/YczwJgFdDKAYADr0YitEUg39GL8izrJwCAETU6BPXWT7gAQAAQiqfHrznZn0iEG6EYgDg0Hp5GIqVuCkG/4xekOd5kAgAiKjmaH1ikrewAAAgnEbvues0xYBQ4x0FADj0YlOMUAz+ebEpRigGAIimTs+TJKUTfC8DAADhNHrP3WjTFAPCjFAMABxaL7eUTcZVyrDWDv55sSnGnzMAQDR1+oNQLJXgLSwAAAinXIr1iUAU8I4CABzaqLR0aCYjY4zrUTDB6sNPqeVoigEAImrUFEvFeQsLAADCKR4zyiRjB9taAIQT7ygAwKGNcksr3BODz5rdwQvyXJqmGAAgmg5CMZpiAAAgxPKpBDfFgJDjHQUAOLRRHjTFAD+NVjfQFAMARBXrEwEAQBTk0nFuigEhxzsKAHDE86w2qy2tEIrBZw3WJwIAIo6mGAAAiIJcMsFNMSDkeEcBAI7s1Dvq9q1WWZ8In432mY+O/gIAEDVtbooBAIAIyKXjrE8EQs7J0zFjzLyk/1vSCUnnJP1Na+3eVb7unKSqpL6knrX2oeCmBAB/Xam0JEmrNMXgszrrEwEAEUcoBgAAoiCfoikGhJ2rdxQfkPQZa+1JSZ8Z/vyVfKe19psIxABMmvXyMBSjKQafNTt9xYyUZuUUACCiOj1PybhRLGZcjwIAAPCKcqm46m2aYkCYuXo69m5JHx3++KOS3uNoDgBwZmPYFDtEUww+q3d6yqUSMoYHiQCAaOr0PFpiAAAg9HKpOE0xIORcvatYsdauS9Lwn8uv8HVW0n8xxnzFGPP+wKYDgABslJuKx4wWCmnXo2DCNTt9VicCACKt0+8rneR7GQAACLdcmvWJQNj5dlPMGPNpSatX+a2fvo5/zbdbay8bY5YlfcoYc8pa+9lX+O+9X9L7JemWW2657nkBIGgb5bZWimnFWQMEn9UJxQAAEUdTDAAAREE+FVejw/pEIMx8C8WstW9/pd8zxlwxxhyy1q4bYw5J2nyFf8fl4T83jTG/K+lNkq4aillrPyLpI5L00EMP2ZudHwD8tlFpaoXViQhAc7g+EQCAqOr0PKW4jQkAAEIulxo0xTzPcgsVCClX7yoekfS+4Y/fJ+n3X/4Fxpi8MaY4+rGkvyrpG4FNCAA+2yi3uCeGQDRoigEAIq7TJxQDAADhN3rv3eyyQhEIK1fvKj4k6WFjzGlJDw9/LmPMYWPMJ4ZfsyLp88aYxyV9WdLHrbV/6GRaAPDBRrmllRKhGPxX7/SVS9MUAwBEF+sTAQBAFIzee3NXDAgvJ0/IrLU7kt52lV+/LOmdwx+flfRgwKMBQCCqra7qnT5NMQSi2enpEAEsACDC2qxPBAAAEZAfNsUGd8XSbocBcFW8qwAABzbKLUmiKYZA1Nt95dKsTwQARBc3xQAAQBSM7nnX2zTFgLDiXQUAOLBRGYRiq4RiCECzy00xAEC0dfqe0oRiAAAg5HJ/rikGIIx4VwEADqzvD0Kxw7NZx5NgGtTbvYNPqwEAEEXcFAMAAFGQH25pqXNTDAgt3lUAgAOX9psyRlrlphh81ves2j1P2SRNMQBAdHFTDAAARMHoA6lNmmJAaPGuAgAcuLzf1EoxoySfeIbP2r3Bp9OyrE8EAERYp8f6RAAAEH55booBoce7CgBw4HK5qcOztMTgv1bXkyRleJAIAIiwDk0xAAAQAbk0N8WAsONdBQA4cHm/xT0xBKLVHXw6LcP6RABAhPU8Twka9gAAIORyKW6KAWHHuwoACJi1Vpf2mzpCKIYAEIoBACZB37NKxIzrMQAAAF5VJhGXMVKjTVMMCCtCMQAI2E69o07PoymGQIzWJ3KHBQAQZT3PKmYIxQAAQLjFYka5ZFwNmmJAaPGEDAACdnm/KUmEYghEu0dTDAAQfTTFAABAVOTSCdYnAiFGKAYAAXsxFMs4ngTT4KApluRbPgAguvqeVTxOKAYAAMIvl4qr0WF9IhBWPCEDgICt7Q1CMW6KIQgtmmIAgAnQ96zirE8EAAARkEslVG/TFAPCilAMAAJ2eb+lXCqumWzS9SiYAu3uMBRLEIoBAKKrb1mfCAAAoiGfiqvZpSkGhBWhGAAE7PJ+U4dnszJ82hkBYH0iACDqPM/KWike43sZAAAIv1yaphgQZryrAICAXS4PQjEgCG3WJwIAIq7nWUlSnHevAAAgAnJJbooBYcbbCgAI2OX9po7MZlyPgSkxaoplEnzLBwBEk2dHoRjfywAAQPjl0nGaYkCI8a4CAALU6va1Xevo8AxNMQSj1aUpBgCINppiAAAgSvKpBE0xIMR4WwEAAVovtySJ9YkIzMFNMZpiAICI6vdpigEAgOjIpeNqdGiKAWHFuwoACNDl/aYkQjEEp9XrKxEzSvDxegBARPWH6xMTMeN4EgAAgNeWTyXU7nnq9T3XowC4Cp6QAUCALg1DsSOEYghIu+uxOhEAEGk9b/BAKUYoBgAAIiCXGrwHb3RpiwFhRCgGAAG6vN+UMdLqTMb1KJgSrV5fmSTf7gEA0TXMxGiKAQCASMilEpKkRptQDAgjnpIBQIAu7ze1XEwrxX0nBKTV7SudoCkGAIiuUVMsTigGAAAiIJ8eNsU6PceTALgansoCQIAu77e4J4ZAtbue0jTFAAAR1vcGN8XihlAMAACE30FTrENTDAgjnpIBQIAu7zcJxRCodq+vDE0xAECEjUKxRJxQDAAAhN/opli9TVMMCCNCMQAIiLVWl/abOkIohgC1uh43xQAAkTYKxWI0xQAAQASMQjGaYkA48ZQMAAKyW++o3fN0eCbjehRMkVa3r0ySphgAILp6o6YYN8UAAEAE5NOD9Yl1booBoUQoBgABubzfkiTWJyJQrR6hGAAg2g5uihGKAQCACKApBoQboRgABOTSflMSoRiC1ep6Sif4dg8AiC5CMQAAECW51KAp1uCmGBBKPCUDgIAQisGFNk0xAEDE9e3wphihGAAAiIBRU6xOUwwIJUIxAAjI2l5DuVRcc7mk61EwRWiKAQCizg5DsbghFAMAAOGXTsQUjxk1uCkGhBJPyQAgIBd3mzo2l5PhgQ4C1O0TigEAAAAAEBRjjHKpuOptmmJAGPGUDAACcnG3oWPzOddjYMp0e56Scb7dAwAAAAAQlHwqoSbrE4FQ4ikZAATAWquLew0dm+eeGILV7VslaYoBAAAAABCYXCquOusTgVDiKRkABGC33lGj09exOZpiCI61Vp0+TTEAQLQNT4oBAABERi4dV4OmGBBKPCUDgABc3GtKEusTEaieN3iKmIpzxw4AEH2cZQUAAFGRSyVUb9MUA8KIUAwAAnBxtyFJrE9EoDo9T5JoigEAAAAAEKB8Kq5ml6YYEEY8JQOAAFzcG4ZirE9EgLp9QjEAAAAAAIJGUwwIL56SAUAALu42NZ9PKZ9OuB4FU6QzDMVSCb7dAwAAAAAQlFyKm2JAWPGUDAACcHG3oWNzrE5EsLr90U0xvt0DAKLLuh4AAADgOuXTNMWAsOIpGQAE4OJeQ8fmWZ2IYHVHN8USxvEkAADcPCO+nwEAgGigKQaEF6EYAPis71ld3m8SiiFw3BQDAAAAACB4uVRcPc+qM/ywKoDw4CkZAPhso9JSt291bI5QDMHqEIoBAAAAABC4XGpwU77RYYUiEDY8JQMAn13cbUiSjs1zUwzBGn0ijZtiAIAosxwVAwAAEZNPxyVJdVYoAqHDUzIA8NlBKEZTDAHr9gdPEWmKAQAmgeGkGAAAiIiDplibphgQNjwlAwCfXdxryhjp8CxNMQRrdFMsleDbPQAAAAAAQaEpBoQXT8kAwGcXdxs6VMoQTCBwL94U46P1AAAAAAAEJZvkphgQVjyhBQCfXdxt6Og8qxMRvG5vFIrx7R4AAAAAgKCMmmKNNk0xIGx4SgYAPru419AthGJwYHRTjJYiACDKrLWuRwAAALguo5tidZpiQOjwlAwAfNTq9nWl0taxOUIxBK/bpykGAJgcLAMGAABRcdAU46YYEDo8JQMAH13ab0qSjs1nHU+CadTpcVMMAHD9jDHvMMY8a4w5Y4z5wFV+3xhj/sXw958wxrzBxZwAAABhlTu4KUYoBoQNoRgA+OjibkOSdIz1iXCgM2yKpWiKAQCukTEmLumXJX23pHsl/aAx5t6Xfdl3Szo5/N/7Jf1KoEMCAACEXDY1uinG+kQgbHhKBgA+OgjFWJ8IB1ifCAC4AW+SdMZae9Za25H0W5Le/bKvebek37QDX5I0a4w5FPSgAAAAYZVKxJSKx1SnKQaEDk/JAMBHF/eaSiViWi6mXY+CKTQKxVIJvt0DAK7ZEUkXX/LzteGvXe/XjI0xgzXAnvXrvwAAADB+uXRcdZpiQOjwlAwAfHRxt6Gjs1nFYtx0QvC6/cHTQ5piAIDrcLUXLS+Po67la2SMeb8x5jFjzGNbW1s3PFB8+Dqqb0nFAABAdORTCdU7hGJA2PCUDAB8dG6noeMLrE6EG53eaH0ioSwA4JqtSTr2kp8flXT5Br5G1tqPWGsfstY+tLS0dMMDHYRinnfD/w4AAICg5WmKAaFEKAYAPrHW6vxOXScW865HwZTq9j0lYuZg7RQAANfgUUknjTG3GmNSkn5A0iMv+5pHJP03ZuBbJZWttet+DRQ3o1DMr/8CAADA+BXSCdXb3BQDwibhegAAmFSb1bYanb5OLBCKwY2+tQefrgcA4FpYa3vGmB+V9ElJcUm/Zq19yhjzI8Pf/7CkT0h6p6QzkhqSfsjPmWLDj3L2OSoGAAAiJJ9OqNKiKQaEDaEYAPjkhe26JNEUgzP9PqEYAOD6WWs/oUHw9dJf+/BLfmwl/f2g5hl9L/O4KQYAACKkkE5ovdxyPQaAl2F9IgD45NwwFLuVphgc6Vt7sHIKAICoSgxDsR5NMQAAECGD9Yk0xYCwIRQDAJ+c22koGTc6PJtxPQqmVN+ziscJxQAA0RYbfsDDIxQDAAARkk8nVGN9IhA6hGIA4JNz23Udm88pEeevWrjR92iKAQCib7Q+kZtiAAAgSgrphOqdniwroIFQ4UktAPjk3E6d1YlwyrPcFAMARN+oKdbngRIAAIiQQiYhz0rNbt/1KABeglAMAHzgeVbnduo6sUgoBnd6fUIxAED0JeKsTwQAANGTTyckiRWKQMgQigGAD65UW2p1PUIxONWnKQYAmACjVcA9QjEAABAhhXRcklRrE4oBYUIoBgA+eGG7Lkk6sZBzPAmmWd8jFAMARF9s+L3MY30iAACIkEI6KUmqt1mfCIQJoRgA+ODcdkOSdIKbYnCo79mDT9cDABBVo+9lfZpiAAAgQvLDpli13XU8CYCXIhQDAB+c36krFY/p8GzW9SiYYjTFAACTYNQUIxSDn57fqulPn9tyPQYAYIIUhjfFaIoB4UIoBgA+eGG7rlsWcgQScIpQDAAwCRKEYgjAx76ypr/70cdcjwEAmCAvhmLcFAPChFAMAHxwbqfO6kQ451lCMQBA9I2+l/W5KQYf9T2rGE9IAABjNArFqoRiQKjwkg8AxszzrM7vNHTrYs71KJhyPZpiAIAJEBveFPNoisFHfc8qQSoGABijPE0xIJR4xQcAY7Zeaand83RikaYY3GJ9IgBgEhw0xTzHg2Ci9T0rXjYBAMYpl4rLGEIxIGwIxQBgzM5t1yVJt7I+EY71Pau44ekOACDaRkEF6xPhJz5MBAAYN2OMCqmEqi1CMSBMCMUAYMxeGIZix2mKwbHBbQwe7gAAos0Yo3jMqO9RFYN/+tYqzvpEAMCY5dMJmmJAyPCKDwDG7Nx2XelETIdKGdejYMoNbmMQigEAoi9uDOsT4at+3yrOExIAwJgVMgnVO4RiQJjwkg8AxuzcTkPHF3I0dODc4BPP/DkEAERfLCaaYvBV31olaIoBAMYsn06o1u67HgPAS/CKDwDG7NxOXSe4J4YQ8LiNAQCYEMl4TN0+N8Xgn8HaaddTAAAmTSEdV63VdT0GgJfgJR8AjFHfs7qw09Ct3BNDCPQ8q7ghFAMARF86EVOH/YnwUZ/XTQAAHxTSCdVpigGhQigGAGN0cbehTt/T7UsF16MAg4c7NMUAABMgGY+p2yMUg39YOw0A8MNgfSI3xYAwIRQDgDE6s1mTJN2+TCgG9wjFAACTIkVTDD7r93ndBAAYvwKhGBA6hGIAMEZntgah2B2EYggBPvEMAJgUqXhMHZpi8NHgdROPSAAA4zVYn9iTtdxGBcKCV3wAMEanr9S0XExrJpt0PQpAUwwAMDGS8Zi6NMXgo8HrJtdTAAAmTT6dUM+zavPhHiA0eMkHAGN0ZqtGSwyhYa0U42A8AGACpBIxHibBV33PKs7rJgDAmBXSCUlihSIQIoRiADAm1lo9v1nTSUIxhIQV6xkAAJMhlWB9IvzV7XtKUhUDAIzZKBSrE4oBocErPgAYk41KS7V2j6YYQsNaic87AwAmQYr1ifBZp+cpleARCQBgvPI0xYDQ4RUfAIzJmc2aJOl2QjGEhLUiFQMATIRUIqYOoRh81OkTigEAxu9gfWKLUAwIC17xAcCYnL4yCMVOLhcdTwK8yJCKAQAmQCrO+kT4q9PzlGJ9IgBgzAqZ4frEDqEYEBa84gOAMTmzVdNMNqnFQsr1KMAB7sUDACZBMhFTt8+tTPiH9YkAAD8U0nFJUq3ddzwJgBFe8QHAmJzZrOnkckGGFAIhYS0PDwEAk4GmGPzWJhQDAPggz/pEIHR4xQcAY3Jms6Y7uCeGEOGkGABgUqQSMbUJxeCjTp/1iQCA8RvdFKu3CcWAsOAVHwCMwW69o916h1AMoWIt6xMBAJMhFTfq9gnF4J9un6YYAGD88qlhU4xQDAgNXvEBwBic2axJEqEYQsfQFQMATIBUgvWJ8FenR1MMADB+sZhRPhUnFANChFd8ADAGpzerkgjFEC5W3BQDAEyGVCKmDk0x+KjDTTEAgE/y6QTrE4EQ4RUfAIzBmc2acqm4Ds9kXY8CHGB9IgBgUiTjMfU9q77HBz4wfp5n1fMsoRgAwBeFdIKmGBAivOIDgDE4s1nT7UsFxWIkEAgPK0IxAMBkGIUV3BWDH0YtREIxAIAfChlCMSBMeMUHAGNwZrPG6kSEjrWSuCkGAJgAo1tPbe6KwQejP1fcFAMA+CGfYn0iECa84gOAm1Rr97RebhGKIZRoigEAJgFNMfip06MpBgDwTz6dUK3ddz0GgCFe8QHATXp+syZJhGIIIe6uAAAmw6jB06EpBh+0e4MHlZlE3PEkAIBJVMwkVGt3XY8BYIhQDABu0mlCMYSUtSxPBABMhlGDh1AMfmh1B6FYNkUoBgAYv3w6rjpNMSA0CMUA4CadWq8onYjpxELe9SjAn2PF+kQAwGTIJAdhRavHAyWMX6MzDMWShGIAgPEbrE/kphgQFoRiAHCTntmo6K7VouIx0geEi7VWhq4YAGACjMKKZodQDOM3+nNFUwwA4IdiOqFOz6PxDoQEoRgA3ARrrZ5Zr+qe1ZLrUYCroikGAJgEo6ZYs0sohvFrsj4RAOCjfDohSarTFgNCgVAMAG7CZrWt3XpH9xwquh4F+Aus6wEAABiT3DCsaBGKwQdN1icCAHw0CsVYoQiEA6EYANyEp9crkqR7DtEUQ/hYK5YnAgAmwqjB0+ywdgjjN2qK5WiKAQB8UCQUA0KFUAwAbsKp9aok6W5CMYSQtVaG/YkAgAmQZX0ifHSwPpGmGADAB6xPBMKFUAwAbsIz6xUdmc1qJpt0PQoAAMDE4qYY/DRan5ihKQYA8AHrE4FwIRQDgJvwzHqFe2IILW6KAQAmxWh9YqtDKIbx46YYAMBPxcyoKcbrGCAMCMUA4Aa1un2d3a5zTwwAAMBnmcTgrStNMfih2e0rGTdKxnlEAgAYvxebYl3HkwCQCMUA4Iad2ayp71lCMYRWjHtiAIAJkYjHlIrHCMXgi0anf7CiEwCAcSukRqEYr2OAMCAUA4Ab9PR6RZJ09yrrExFOxkieZYkiAGAyZJKxgzV3wDi1un3luCcGAPBJPj34HlPnphgQCoRiAHCDnlmvKJuM6/hC3vUowFXFjBGZGABgUmRTcUIx+KLZ7XNPDADgm0Q8pkwyphqhGBAKhGIAcIOeWa/ortWi4jFW1EEyxrzDGPOsMeaMMeYDV/l9Y4z5F8Pff8IY8wa/Z4rRFAMATJBcKsH6RPii3u4rO1xtBQCAHwrpBKEYEBKEYgBwA6y1ema9yj0xSJKMMXFJvyzpuyXdK+kHjTH3vuzLvlvSyeH/3i/pVwKYSx6ZGABgQmSScUIx+KLe7qmYJhQDAPinkE6wPhEICUIxALgBG5WWys2u7jnEPTFIkt4k6Yy19qy1tiPptyS9+2Vf825Jv2kHviRp1hhzyM+hYmYQ4AIAMAmyyZhahGLwQa3dUyFDKAYA8E8+nVCtRSgGhAGhGADcgGfWK5JEUwwjRyRdfMnP14a/dr1fM1YxY1ifCACYGNwUg19q7Z4KNMUAAD7Ksz4RCA1CMQC4Ac+sVyVJd6/SFIMk6WqH5V6eRl3L18gY835jzGPGmMe2trZuaqgY6xMBABMky/pE+KTa6ilPKAYA8FExnVC9QygGhAGhGADcgKfXKzo2n1Uxk3Q9CsJhTdKxl/z8qKTLN/A1stZ+xFr7kLX2oaWlpZsayhjRFAMATAxuisEvtXZXRdYnAgB8xPpEIDwIxQDgBjxzuaK7V1mdiAOPSjppjLnVGJOS9AOSHnnZ1zwi6b8xA98qqWytXfdzqJgxIhMDAEyKbDKuFusTMWa9vqdW12N9IgDAV4P1ibyOAcKAV30AcJ3Kza7Obtf13jf4eg4KEWKt7RljflTSJyXFJf2atfYpY8yPDH//w5I+Iemdks5Iakj6Ib/nitEUAwBMkGyKphjGrz58QEkoBgDwUzGTULXVdT0GABGKAcB1+8alsiTpgaOzbgdBqFhrP6FB8PXSX/vwS35sJf39IGcy3BQDAEwQborBD9X24AFlgfWJwMQxxrxD0i9p8MHFX7XWfuhlv///lPQPhz+tSfrvrLWPBzslpkUpk1C756nT85RKsLwNcIn/HwgA1+nxtX1J0gNHZ9wOArwGYyRLUwwAMCGyqbhaXU8en/jAGNXag/suNMWAyWKMiUv6ZUnfLeleST9ojLn3ZV/2gqS/bK19QNI/lfSRYKfENBndpKctBrhHKAYA1+mJi2UdX8hpNpdyPQrwqrgpBgCYJNlkXJLU6tEWw/jUCcWASfUmSWestWettR1JvyXp3S/9AmvtF6y1e8OffknS0YBnxBQpZQffZ6qtnuNJABCKAcB1enxtXw+yOhERwE0xAMAkyQ1Di1GzBxiH0cNJ1icCE+eIpIsv+fna8NdeyQ9L+s++ToSpVkwPmmIVmmKAc7zqA4DrsFltab3cYnUiIiFmDKEYAGBiFIehWL3dl4qOh8HEGIWsRZpiwKQxV/m1q745MsZ8pwah2Fte8V9mzPslvV+SbrnllnHMhylTyo7WJ/LhHsA1mmIAcB2euFiWJD14bNbtIMA1MMaIsysAgEmRHzXFeJiEMRr9ecoTigGTZk3SsZf8/Kikyy//ImPMA5J+VdK7rbU7r/Qvs9Z+xFr7kLX2oaWlpbEPi8lXHDaSK02aYoBrhGIAcB2eWNtXzEj3HS65HgV4TTEjWZpiAIAJUWB9Inww+vPE+kRg4jwq6aQx5lZjTErSD0h65KVfYIy5RdJ/lPS3rbXPOZgRU2QUitEUA9zjVR8AXIfH18q6c6WoXIq/PhF+MZpiTnzsK2uqt3t635tPuB4FACbK6GESoRjGqdzsKmakAq/vgYlire0ZY35U0iclxSX9mrX2KWPMjwx//8OSfkbSgqT/wxgjST1r7UOuZsZkG61P5KYY4B6v+gDgGllr9fjavr7r3lXXowDXJGbETTEHPv7EZW3XOoRiADBmB+sT2zxMwviUm12VsknFYlc7PwQgyqy1n5D0iZf92odf8uP/VtJ/G/RcmE6FVELGSBWaYoBzrE8EgGt0cbep/UZXDxybcT0KcG1oijnhWfFgDQB88OL6xL7jSTBJ9htdzQw/vQ8AgF9iMaNCOsFNMSAECMUA4Bo9vrYvSXrw6KzTOYBrxU0xNzxrRSYGAON3EIrxCWuMUblJKAYACEYpk+SmGBAChGIAcI2eWNtXKhHTXatF16MA1yRmjMjEgtf3rOKGVAwAxi2TjCkeM6pzUwxjRCgGAAhKMZNQlZtigHOEYgBwjR5fK+veQyUl4/zViWjgppgbg6YYoRgAjJsxRvlUXDVCMYxRhVAMABCQUiapCqEY4BxPdgHgGvQ9q29cKuvBo9wTQ3QYY9TnqFjgPE+K8QoLAHxRzCQJxTBWNMUAAEEZNMV4HQO4xiMbALgGZzZranT6evDYrOtRgGuWiBGKueBZqzhHxQDAF/l0nJtiGBtrrfYJxQAAASllaYoBYUAoBgDX4GsX9iSJUAyREo8Z9QjFAtdnfSIA+KaQTqjeIRTDeNQ7ffU9SygGAAgETTEgHAjFAOAaPHpuTwv5lG5bzLseBbhmyXhMPc9zPcbU8TxCMQDwSz7NwySMT7k5+LQ+oRgAIAilTFLVVk+W29+AU4RiAHANHj23q4dOzMnwoBsRkogZ9fq82A6aZ8X6RADwSTGTUJ2bYhiTcmMQis3mCMUAAP4rZhLqe1aNTt/1KMBUIxQDgNdwpdLShd2GvvnEvOtRgOuSiLM+0YW+Z0UmBgD+yKcSqhGKYUxGTbESTTEAQABG32+4Kwa4RSgGAK/h0XO7kkQohshJxGLq9VmfGDSPm2IA4JtCJqEa6xMxJuVmRxLrEwEAwShmEpLEKmjAMUIxAHgNj76wq2wyrnsPl1yPAlwXmmJu9LkpBgC+KaQTqnW4xYHx4KYYACBIxczg+02VphjgFKEYALyGR8/t6Q3HZ5WM81cmooWbYm70Patkgr8vAMAPhXRC1opbHBiL3frgoeR8PuV4EgDANCgNm2KVJk0xwCWe2ADAq6i0unpmo8LqRERSIh5Tz2N9YtA6fU9JjooBgC8Kw4dJde6KYQx2621lkjHlUgnXowAApsCoKcZNMcAtQjEAeBVfPb8na7knhmhKxFif6EKvb5WIE4oBgB8K6eEtDkIxjMFOvaP5HC0xAEAwStlhU4ybYoBThGIA8CoePbereMzo9bfMuh4FuG6JWIz1iQ70PI91qwDgk1EoRlMM47BX72i+QCgGAAhGiZtiQCjwxAYAXsWj5/b0usMlVqogkpJxw/pEBzo9QjEA8MtBU4xPWGMMdusdzefTrscAAEyJdCKmVDzGTTHAMZ7YAMAraPf6+vrFfVYnIrLiMUNTzIGeZ5XgphgA+KKUHd7iaPIJa9y8nXpHC3maYgCAYBhjVMwkaIoBjhGKAcAreHKtrE7P0zffSiiGaErEY+p5VtYSjAWp2/eUTPASCwD8MDMMxcqEYhiD3XpHc9wUAwAEqJRN0ngHHOOJDQC8gkfP7UmSHjo+53gS4MYkh22lvkcoFhRrrbp9e/B/ewDAeBGKYVxa3b4anb4WuCkGAAhQMZNQhaYY4BShGAC8gkfP7er2pbwWCtwZQDTF44NgpkcoFphRAMlNMQDwRy4VVyJmCMVw03brHUnSPOsTAQABGqxPpCkGuMQTGwC4il7f06PndvUmViciwpKxwbf5bt9zPMn06A5vuCUIxQDAF8YYzWSThGK4aaNQjPWJAIAglTJJbqMCjvHEBgCu4vG1sqqtnt5yx5LrUYAbFmd9YuC63iCATMZZnwgAfiEUwzjsDEMx1icCAIJEUwxwj1AMAK7ic6e3ZIz05tsXXI8C3LBRMDNqL8F/3d4oFOMlFgD4pUQohjHYY30iAMCBUibJTTHAMZ7YAMBVfP70tu4/MqM53iQjwkYr/GiKBWcUQBKKAYB/ZrKsHcLNO2iK8XofABCgYiapRqevHmcOAGd4YgMAL1NtdfW1i/t6yx2LrkcBbspofSI3xYLT7vUlSZkkL7EAwC+sT8Q47NbbipnBJ/YBAAhKKZuQJFYoAg7xxAYAXuZLZ3fV96zecpJQDNE2Wp/YoykWmPZwfWI6EXc8CQBMLkIxjMN2taOFQlqxGHdAAQDBKQ4/jEEoBrhDKAYAL/P501vKJuN64/E516MANyURG61PpCkWlHZ3FIrxEgsA/DKTTarS6slaPvSBG7dVa2u5mHY9BgBgyhQzg6YYd8UAd3hiAwAv87kz23rTrfM0PRB5iYP1iTw0DMpofWKa9YkA4JuZbFJ9z6rW5hPWuHFb1baWCMUAAAEbre0lFAPc4YkNALzE5f2mzm7V9ZdYnYgJkIgPvs33CMUCw/pEAPDfTHbwMIkVirgZW9W2lgqEYgCAYI2aYqxPBNwhFAOAl/j86W1J4p4YJsLoplinz/rEoBw0xVifCAC+KRGK4SZ5ntV2jaYYACB4ow/3VHgdAzjDExsAeInPndnWUjGtu1aKrkcBbtqorTQKauC/g5tirE8EAN/QFMPN2mt01PMsoRgAIHA0xQD3eGIDAEOeZ/Vfz2zrLXcsyhjjehzgpqWGbaVOj6ZYUFifCAD+4xPWuFlbtbYkabmYcTwJAGDaFNKDUIybYoA7hGIAMPT0ekW79Y7ecgerEzEZ0oRigRu18jI0xQDAN7O5QSi23+BhEm7MVnUQitEUAwAELRGPKZ+K0xQDHOKJDQAM/elzW5K4J4bJMQrF2oRigaEpBgD+Y30ibhahGADApWImqSpNMcAZQjEAGPr0M1d0/5EZrZRYo4LJwPrE4B3cFEvwEgsA/JJLxZWIGUIx3DBCMQCAS6VsQpUmTTHAFZ7YAICkzWpLX7+4r7ffs+J6FGBsRm2lTp9QLCit7mB9YopQDAB8Y4zRTDZJKIYbtlltK5eKH9x1AQAgSMVMUtU2r2MAV3hiAwCS/vjUpqyVHr6XUAyTYxTMtIdBDfzX6PaVjBsl47zEAgA/EYrhZmxV27TEAADOlDI0xQCXeGIDAJI+9fSmjsxmdc+houtRgLE5WJ9IUywwzU5f2ST3xADAbyVCMdyErWpbSwVCMQCAG9wUA9wiFAMw9Zqdvj5/Zktvv2dZxhjX4wBjk+amWOCanb5yKVYxAYDfZnOEYrhxWzWaYgAAd0rZhCotmmKAK4RiAKbe589sq9X19PC9q65HAcYqETMyRmoTigWm0e0rl6IpBgB+m8+ltFvvuB4DEXWl0tIyoRgAwJFRU8xa63oUYCoRigGYep9++oqK6YTedOu861GAsTLGKBWP0RQLULPTU4b1iQDgu7l8SnuEYrgBtXZP1VZPh2azrkcBAEypUiapbt+q1eW9OuACoRiAqdb3rD5z6oq+4+7lg/tLwCRJJ2I0xQLU6NAUA4AgzOdTqnf6anX7rkdBxGyUW5Kk1VLG8SQAgGlVzAxW7nNXDHCDJ8AAptrXL+5ru9bR2+9Zdj0K4ItUIk4oFqBmt68soRgA+G4hn5IkVijiul2pDEOxGUIxAIAbo1CMu2KAG4RiAKbap5+5okTM6DvuIhTDZEonWJ8YpCZNMQAIxByhGG7Q+rApdohQDADgSCmblCRVaIoBThCKAZhqn3r6ir7ltnnNDF+QAJMmnYip0ycUC8pgfWLC9RgAMPFoiuFGbZSbkqQV1icCABwpZYahWJNQDHCBUAzA1DqzWdOZzZoevmfF9SiAb1KJmNrcWwlMo9NXJklTDAD8RlMMN2qj0tJcLsn3awCAM6MPZpcJxQAnCMUATK1HHr+smJHeef8h16MAvqEpFqxmp8f6RAAIAE0x3KiNckurM1nXYwAApthcbhCK7TcIxQAXCMUATCVrrf7g8cv61tsWtMzqFEywFDfFAmOtVbPLTTEACEIpk1Q8ZgjFcN3Wyy2tltKuxwAATLFRU4xQDHCDUAzAVHrqckVnt+v63gcPux4F8FUqEVObUCwQra4nz4qbYgAQgFjMaC6X1G6DUAzX50qFphgAwK1EPKZiOqH9Jq9jABcIxQBMpf/0+GUlYkbvuG/V9SiAr9KJOE2xgNTaPUlSIUMoBgBBmMultFvjYRKuXbvX13ato0MzbIoAALg1m0/SFAMcIRQDMHU8z+oPnljXW+9cOjjSDkyqVJz1iUE5CMXSrE8EgCDM51OsT8R12ay0JUmrrE8HADg2m01pn8Y74AShGICp87WLe7q039T3PnjI9SiA79LJmNq9vusxpkL9IBRLOp4EAKbDQiHF+kRcl41KS5K0SlMMAODYbC6p/SZNMcAFQjEAU+eRr19WOhHTw/eyOhGTj6ZYcKqtQSiWpykGAIGYy9EUw/VZLw9CMdYnAgBcm8kmVWZ9IuAEoRiAqdLre/r4k+t62z3LKqS5+4PJN2iKEYoFYdQUK9IUA4BALOQHa4f6nnU9CiJifb8piaYYAMC9uVxKezTeAScIxQBMlT97YVfbtY7e9eBh16MAgcgk4mp1WZ8YhNFNMZpiABCMuXxKnpXKrB7CNbq031Qpk1AxwwdYAABuzeaSKje78vhwDxA4QjEAU+WRr19WIZ3Qd9y17HoUIBC5VFzNbl/W8kLbb6NQrJChhQoAQZjPpyRJu/W240kQFWt7TR2Zy7keAwAAzWST8qxUHb6PBBAcQjEAU6PR6enjT67rHa9bVSZJkwPTIZOKy7NSp88KRb8dhGKsZgWAQLwYitEUw7W5tNfU0bms6zEAANBsbvA6Zp8VikDgCMUATI2PP7GuWrunv/XNx1yPAgQmOwyAmx1WKPqt3u4pZl78vzkAwF80xXA9rLW6tN/UkVlCMQCAe3O5wSrf/QYf7gGCRigGYGr8h8fWdNtiXg8dn3M9ChCYg1CMu2K+q7Z6yqcTMsa4HgUApgJNMVyPSrOnWrtHUwwAEAqzo1CM26hA4AjFAEyFs1s1ffncrr7/oWM8sMZUyaZoigWl3u6xOhEAAkRTDNfj4l5DkmiKAQBCYSbL+kTAFUIxAFPhtx9bUzxm9NffeMT1KECgMjTFAlMjFAOAQKUTcRXSCe3UeZiE13ZpvylJOkJTDAAQArOsTwScIRQDMPF6fU+/89U1feddy1ouZlyPAwQqN2yKtQjFfFdpdTWTTboeAwCmykIhpZ0aoRhe26W9YShGUwwAEAKzWUIxwBVCMQAT70+e3dJWta2/+dBR16MAgTu4KdbxHE8y+crNrkqEYgAQqKVCWltV1ifitV3abyqbjB+s3QQAwKVEPKZiOqH9Jh/uAYJGKAZg4v3fj13UYiGt77x72fUoQOBG6xMbnZ7jSSZfpdlTKcP6RAAI0lIxra0aoRhe26W9po7MZbkvDAAIjZlcUmWaYkDgCMUATLTNakt/dGpTf/0NR5SM81cepk82xU2xoFRaNMUAIGhLxbQ2Ky3XYyAC1vYbrE4EAITKXC6lvQZNMSBoPCEGMNE+9pU19T2r73/omOtRACdG6xO5KeYvz7OqNLkpBgBBWy6mVWn1+D6H1zRqigEAEBazuaT2mzTFgKARigGYWL2+p3/7xfN68+0LumO54HocwIkXb4rxsNBP9U5PnpVKGUIxAAjSUjEtSdpmhSJeRaPT016jS1MMABAqM1nWJwIuEIoBmFiffuaKLpdbet+bT7geBXDmxfWJnuNJJlulNbjZVspyUwwAgjQKxbaqhGJ4ZRd3m5KkozTFAAAhMptLsj4RcIBQDMDE+o0vnNOR2azefs+K61EAZ9KJmIzhppjfKsOVFzTFACBYS4WMJEIxvLoLuw1J0vGFvONJAAB40VwupXKzK8+zrkcBpgqhGICJdGqjoi+d3dXf/rbjiseM63EAZ4wxyibjanZ6rkeZaOVhKMZNMQAI1qgptkkohldxfqcuSTo+n3M8CQAAL5rJJuVZqdrm/ToQJEIxABPpo184r3Qipr/10DHXowDOZZNxmmI+O2iKEYoBQKAWCikZQ1MMr+7CbkPFTEKzOb5PAwDCYzaXkiTuigEBIxQDMHHKja5+72uX9O5vOqy5fMr1OIBzmWRczQ43xfx0cFOM9YkAEKhkPKb5XEpbNUIxvLLzOw3dMp+TMWyQAACEx+zwQ5XcFQOCRSgGYOL89mMX1ez29b43n3A9ChAK2VRcLZpiviofNMUSjicBgOmzVEzTFMOrurjb0PEFVicCAMJlLj8IxfabNMWAIBGKAZgofc/q33zpvL75xJzuOzzjehwgFFif6L9yoyNjpCJNMQAIHKEYXk3fs7q419At83nXowAA8OfMZAfbjfZpigGBIhQDMFE+9fSGLuw29HfefKvrUYDQyKbianYIxfy01+hqJptUPMZaJgAI2lKBUAyvbL3cVLdvaYoBAEJndOuyTFMMCBShGICJYa3Vr/zpWd0yn9M7XrfqehwgNLLJuBo0xXy11+hoLscNQwBwYak0CMWsta5HQQhd2GlIkm6ZJxQDAITLzOimWJ1QDAgSoRiAifFnL+zq8Yv7+rtvvY22BvAS2WRcLZpivtpvdA8+5QcACNZSIa1O31Ol2XM9CkLowi6hGAAgnJLxmIrphPabrE8EgkQoBmBi/J9/+rwW8il9/xuPuh4FCJVsKq5GlweFfqIpBgDuLBXTkqStWsvxJAij87sNJeNGh2ezrkcBAOAvmMklVW7QFAOCRCgGYCKc2qjoj5/d0t958wllknHX4wChwk0x/9EUAwB3RqHYJnfFcBUXdho6OpdjkwQAIJRmc0ntNWiKAUEiFAMwET7yp2eVS8X1t7/tuOtRgNAppBOqtWmK+YmmGAC4szxqihGK4SrO79Z1jNWJAICQmsultN+kKQYEiVAMQORd2m/qkccv6we++RbN8lAa+AvyqYRaXU+9vud6lInU7vXV6PQ1R1MMAJxYKmYkEYrh6i7sNHScUAwAEFIzWdYnAkFzEooZY+aNMZ8yxpwe/nPuFb5u1hjzMWPMKWPMM8aYbwt6VgDh968/94Ik6Yf/0q2OJwHCKZ8erBSts0LRF/vDNzCE8gDgRimTUCoRIxTDX7BX76jS6un4AqEYACCcZnNJmmJAwFw1xT4g6TPW2pOSPjP8+dX8kqQ/tNbeLelBSc8ENB+AiNiutfV/ffm83vXgYR3heDZwVYV0QpJUZ4WiL0b731mfCABuGGO0VEgTiuEvOLtdkyTdtpR3PAkAAFc3m01pv9GR51nXowBTw1Uo9m5JHx3++KOS3vPyLzDGlCS9VdK/liRrbcdaux/QfAAi4l999qw6PU9//6/c4XoUILTyhGK+2qsPPtXH+kQAcGepmNYmoRhe5uxWXZJ062LB8SQAAFzdbC4pz0pV3q8DgXEViq1Ya9clafjP5at8zW2StiT9ujHma8aYXzXG8PEuAAd2am395hcHLbHbl3ijC7ySUVOsxotsX+wPm2KsTwQAdw7NZLRRabkeAyHzwnZdiZjRsTk2SgAAwmn0PpK7YkBwfAvFjDGfNsZ84yr/e/c1/isSkt4g6Vesta+XVNcrr1mUMeb9xpjHjDGPbW1tjeH/BQDC7iOfO6tWr68f/SsnXY8ChNqLTTFuivlhdxiKzecJxQDAldWZjDbKhGL4817YruuWhZwScVefBwYA4NXNZgcbR/abHceTANMj4de/2Fr79lf6PWPMFWPMIWvtujHmkKTNq3zZmqQ1a+2fDX/+Mb1KKGat/Yikj0jSQw89xBJWYMLt1jv6N8OW2B3LtMSAV5NPxyVJtTafPPPDTo1QDABcOzSTUa3dU7XVVTHDOlsMnN2q67ZFFs4AAMJrdriGf4+mGBAYVx+XekTS+4Y/fp+k33/5F1hrNyRdNMbcNfylt0l6OpjxAITdv/rcWTW7ff333BIDXtOL6xNpivlhp9ZWKZNQKsGn0AHAldWZwXo82mIY8TyrF3bquo016wCAEButTxyt5QfgP1dPbz4k6WFjzGlJDw9/LmPMYWPMJ17ydf+9pH9njHlC0jdJ+vmgBwUQPrv1jj76hXP63gcO647loutxgNB7cX0iN8X8sF3vaLGQdj0GAEy1QzMZSdI6oRiGLpeb6vQ83UpTDAAQYqOmWLlJUwwIim/rE1+NtXZHg+bXy3/9sqR3vuTnX5f0UHCTAYiCUUvsx95GSwy4Fi82xQjF/LBb67A6EQAcWy0NQjGaYhg5u1WXJEIxAECozQxviu3VCcWAoLDnB0CkbFZa+o3/em54S4yWGHAt0omY4jFDU8wnO/W2FgqEYgDg0nJp0NilKYaRF7YHodhtS4RiAIDwSsZjKqQT2m+yPhEICqEYgEj53//ojLp9T//jw3e6HgWIDGOM8qk4oZhPdmodLbA+EQCcSifiWiyktFFpuh4FIfHCdl2FdEJLfI8GAITcbC6pvTqhGBAUQjEAkXFhp6F//+UL+lvffEzHF/jEJ3A9CumEau2+6zEmTt+z2mt0tMD6RABwbnUmQ1MMB57fqum2pbyMMa5HAQDgVS0U0tohFAMCQygGIDJ+8dPPKRE3+rG3nXQ9ChA5+XSCppgP9hsdeVaEYgAQAqulLDfFcOCF7Tr3xAAAkbCYT2mnRigGBIVQDEAknNqo6Pe+fknve/MJrQwPqQO4dvl0QvUOodi4jT7Nx/pEAHDv0ExGGxVCMUitbl+X9puEYgCASFgopLRTb7seA5gahGIAIuGff/JZFdIJ/Xd/+XbXowCRVMwkVKMpNnbbtcEbF5piAODe6kxG+42umh3WBU+7czt1WSvdtlRwPQoAAK9poZDWbr0ja63rUYCpQCgGIPS+cn5Xn35mUz/yl2/XbI4Hz8CNyKdYn+iHXZpiABAah2YG2wRoi+H0lZok6eQyoRgAIPwW8il1+1aVFu/ZgSAQigEINWutfv4Tp7RUTOuHvv2E63GAyBrcFOOT8+O2XR02xQoE9gDg2uowFFsvNx1PAtdOb9YUM2J9IgAgEhaHH7LcqbFCEQgCoRiAUPvDb2zoK+f39OMP36lcKuF6HCCyCuk46xN9sFVrKx4zmqfFCgDOrQ7vzm6UaYpNuzObVR1fyCuTjLseBQCA1zT6kOXoZjUAfxGKAQitTs/Th/7wlO5cKej7Hzrmehwg0vLpwU0xdpSP12alrcVCSrGYcT0KAEy9F5tihGLT7vSVmu5gdSIAICIW8jTFgCARigEIrX/3Z+d1fqehn3rnPYrzwBm4Kfl0Qn3Pqt3zXI8yUbZqbS0VuScGAGGQSyU0k03SFJty3b6nF7br3BMDAETG4rAptl2jKQYEgVAMQCiVm1390mdO6y13LOo77lxyPQ4QeYX0YP0oKxTHa7PS1nIx43oMAMDQoZkMTbEpd36nrp5ndXKFUAwAEA1z+eH6REIxIBCEYgBC6f/4kzMqN7v6qXfeLWNoiQE3q5gZhmItQrFx2qq1tVSgKQYAYbE6k9FGpel6DDh0+kpNknRyueh4EgAArk0yHtNsLqmdOusTgSAQigEInYu7Df36fz2n977+qO47PON6HGAilDJJSVKl1XU8yeToe1Y7tbaWS4RiABAWh2YyrE+ccqc3azJGun2JphgAIDrm8ymaYkBACMUAhM6H/vMpxY3RT3zXna5HASZGKTsMxZo0xcZlp96WZ8VNMQAIkdVSVtu1jtq9vutR4MjpzZqOzmWVTcVdjwIAwDVbzKe1XaMpBgSBUAxAqPzZ2R19/Ml1/chfvl2HZrKuxwEmRik7WJ9IU2x8NiuDNyzLhGIAEBqHZgZ3Hkd/R2P6nL5SZXUiACByFgop7dRpigFBIBQDEBp9z+pn/+BpHZ7J6P1vvc31OMBEOVif2CQUG5et4af4aIoBQHgcnh18qGptj7ti06jX93R2u66Ty6xOBABEy0IhpR2aYkAgCMUAhMbHvnJRT12u6APvvId1J8CYHaxPpCk2NlsHTbGM40kAACNH50ahWMPxJHDh4l5TnZ6nOwjFAAARs5BPa6/RVa/vuR4FmHiEYgBCodrq6p998lk9dHxO3/vAIdfjABMnn4orZrgpNk40xQAgfA7NZmQMTbFpdfpKVZJ0coX1iQCAaFkspCRJuw1WKAJ+IxQDEAr/8o/PaLvW0c98770yxrgeB5g4xhiVskmVWZ84NpuVlorphDJJmq0AEBbpRFwrxQyh2JR6bhiK0RQDAETNQmHwYcudGqEY4DdCMQDOvbBd169//pz+xhuP6oGjs67HASZWKZNkfeIYbVRaWplhdSIAhM3Ruawu7bM+cRqd2qjq2HxWhXTC9SgAAFyXhfygKUYoBviPUAyAU9Za/ZP/9JRSiZj+wTvucj0OMNFmsklVaIqNzUalrUOEYgAQOkfnsjTFptSpjaruXi25HgMAgOt20BSrtx1PAkw+QjEATn3mmU39ybNb+h/eflLLRR4uA34qZROqtLgpNi4b5aZWSvy9BQBhc3Qup/Vyi0P1U6bV7euF7bruWeWeGAAgekY3xWiKAf4jFAPgTKvb18/+wdM6uVzQ+958wvU4wMQrZWiKjUuv72mr2tYqoRgAhM6Ruaz6ntVGpeV6FATozGZNfc/qLppiAIAIKmWSSsQMTTEgAIRiAJz5V589qwu7DX3wXfcpGeevI8Bv3BQbn+1aR56VVlmfCAChc3QuK0msUJwypzaqkqS7D9EUAwBETyxmNJ9P0RQDAsBTaABOXNpv6pf/5Izeef+qvv2ORdfjAFOhlE2o0mR94jiM2gc0xQAgfI7O5SQRik2bU+sVpRMxnVjIux4FAIAbslBIa5tQDPAdoRgAJ37u409Lkn76e+51PAkwPUqZpJrdvjo9bqzcrI3yMBSjKQYAoXN4dvB38yVCsany7JWq7lwpKh4zrkcBAOCGLBZSrE8EAkAoBiBwn31uS594ckN/7zvu0JHZrOtxgKlRyiYlSVVWKN60jfLgQSuhGACETzoR10oprbW9hutREKBn1qu6e5XViQCA6FpgfSIQCEIxAIFq9/r6nx95SicWcnr/W29zPQ4wVUrZhCSp0mKF4s3aqLSVjBvN51KuRwEAXMXRuRzrE6fIdq2t7Vpbdx8quR4FAIAbtlBIa6dGUwzwG6EYgED96ude0AvbdX3wXfcpk4y7HgeYKqXMoClWadIUu1lXKi0tFzOKsaIJAELpyGxWa/s0xabFsxtVSaIpBgCItIVCSvVOX81O3/UowEQjFAMQmIu7Df3vf3Ra77hvVd9x17LrcYCpM1qfWGF94k3bKLd0iNWJABBaR+eyWt9vqdfnjuY0eGa9IolQDAAQbYv5tCRxVwzwGaEYgMD87B88LSOjn/nee12PAkylF5tirE+8WVcqLa0QigFAaB2dy6nnWV2p8lBpGpzaqGqpmNZCIe16FAAAbthCYbCen7tigL8IxQAE4o9OXdGnnr6iH3vbSR2ezboeB5hKMzTFxsJaq0v7TR0mFAOA0Do6N3i9eYm7YlPh2Y0qLTEAQOSNPtxBUwzwF6EYAN+1un39z488pduX8vrht9zqehxgapWyCUncFLtZu/WO2j1PRwj4ASC0RqHY2h53xSZdt+/p2Y2q7jlUcj0KAAA3ZSE/aIpt0xQDfJVwPQCAyfcv/+iMLu429X/93W9RKkEWD7iSTcaViBmaYjfp8n5Lkmi9AkCIjf6OXqMpNvHObNbU6Xu67zChGAAg2lifCASDp9MAfHVms6b/87PP6/tef0Rvvn3R9TjAVDPGqJRNar9BKHYzLu0PHrASigFAeGWScS0V0zTFpsA3LpUlSfcdnnE8CQAANyeXSiibjGunxvpEwE+EYgB8Y63V//R731A2Gdc/euc9rscBIGk2Ryh2sy4PQzHWJwJAuB2dy9IUmwJPXa4ol4rr1sW861EAALhpC4WUdus0xQA/EYoB8M3vf/2yvnh2Rz/5jru1VEy7HgeApPlcSnsNXmDfjEv7TWWTcc3mkq5HAQC8iqNzOV2kKTbxnrpc1j2HSorHjOtRAAC4aQuFtLYJxQBfEYoB8EW50dX/8vGn9eCxWf0/3nSL63EADM3mUtqjKXZTLu83dXg2I2N4+AYAYXZiIadLe011ep7rUeATz7N6+nKFe2IAgImxmE+xPhHwGaEYAF/8s/9ySrv1jn7uPa/jU5tAiMzlktrjU2c3ZRCKsToRAMLu+EJenn3xFiQmz7mduuqdvl7HPTEAwIRYKKS0U+M9O+AnQjEAY/fVC3v6d392Qe978wm97ghvUIEwmcuzPvFmXdpvcU8MACLgxEJO0iA4wWR66nJFknQvTTEAwIRYLKS1XWvL86zrUYCJRSgGYKy6fU//6D8+qZViRj/+V+9yPQ6Al5nLpdTueWp2+q5HiaRWt6/tWptQDAAi4PhCXpJ0fptQbFI9dbmiZNzozpWi61EAABiLlVJGPc9qlw+zAr4hFAMwVr/+X1/QqY2qPviu+1RIJ1yPA+Bl5nJJSeIF9g3aKLckifWJABABi4WU8qm4zu00XI8Cnzx1uaw7V4pKJXi0AQCYDCuljKQX33sCGD9eOQIYm7W9hn7xU6f19nuW9V33rbgeB8BVzOZSksRdsRs0uktDKAYA4WeM0fGFvM6zPnEiWWv11OUK98QAABNlpZSWJF2pEIoBfiEUAzAW1lp98JGnJEkffNd9MsY4ngjA1cznB6HYfqPreJJoWtsbtA2OzhGKAUAUnFjM6TxNsYm0Xm5pt97RfUe4JwYAmByrM4Om2JVK2/EkwOQiFAMwFp986oo+/cym/j8Pn9TRuZzrcQC8gtH6xD3WJ96Qi7tNxWNGh4ZvVAAA4XZ8Ia+Lew31+p7rUTBmT12uSJLuO0woBgCYHEuFtIyRNmiKAb4hFANw06qtrj74yFO651BJP/Ttt7oeB8CrOFifSCh2Qy7uNXRoJqNEnJdQABAFJxZy6vat1rnLMXG+caksY6S7VwnFAACTIxGPabGQ1hVeuwC+4YkOgJv2zz/5rK5UW/qF996vJA+KgVCbHTXF6qxPvBEXdxs6RhsWACLj+EJeknSOu2IT54m1fZ1cLiifTrgeBQCAsVotZWiKAT7i6TWAm/K1C3v6zS+d1/u+7YS+6dis63EAvIZkPKZiJkFT7AZd3Gvq2Dz3xAAgKk4chGLcFZsk1lo9sVbWA0dnXY8CAMDYrZQyukIoBviGUAzADev2Pf3Uf3xSK8WMfvyv3ul6HADXaC6X0j6h2HVrdfvaqrZpigFAhCwX08okYzq/TVNskqztNbVT7+jBozOuRwEAYOxWZ9KEYoCPCMUA3LBf+/wLOrVR1QffdZ+KmaTrcQBco7lcUrsN1ider7W9Qcvg2DyhGABERSxmdHw+T1NswjyxVpYkPcimCgDABFopZrTX6KrV7bseBZhIhGIAbsjF3YZ+8dPP6eF7V/SO1626HgfAdZjL0xS7ERd3m5LE+kQAiJjjCzmd56bYRHlibV+peEx3r5ZcjwIAwNitzGQkSZuVtuNJgMlEKAbgullr9dO/9w3FjdE/edd9rscBcJ3mciluit2AC7vDphjrEwEgUk4s5nV+tyHPs65HwZg8vravew4VlUrwSAMAMHlWS4NQ7EqVFYqAH3gFCeC6PfL4ZX32uS395HfdpcOzNCaAqJnNJbVXZ33i9bq421A6EdNSMe16FADAdTi+kFOn52mD2xwToe9ZPblWZnUiAGBirQ6bYhtlXrsAfiAUA3Bd9hsd/ex/eloPHpvV3/62E67HAXAD5nMp1do9dXqe61Ei5eJeQ0fnsjLGuB4FAHAdTizkJUnnWKE4Ec5u1VTv9PXA0VnXowAA4IuV4rApxgd6AF8QigG4Lj//iWdUbnb1offer3iMB8NAFM3mU5Kk/SYrFK/Hxd2mjs2zOhEAoub4wuDv7vM7DceTYBweXytLkh48OuN4EgAA/FHKJpRJxgjFAJ8QigG4Zl94flu//dia/u5bb9M9hzhqDUTVXC4pSdpvsELxWllrdXG3oVsIxQAgcg7NZJWKx2iKTYjHL+6rkE7otqWC61EAAPCFMUarpYw2Km3XowATiVAMwDVpdfv66d/9ho4v5PT/fttJ1+MAuAnzuUFTbLdOU+xa7dY7qrZ7Byu4AADREY8ZHZvP6vw2TbFJ8MTavl53pMTWCgDARFsuZXSFm2KALwjFAFyTf/lHZ/TCdl0/9577lUnGXY8D4CbMFwjFrte54cqtE4s0xQAgik4s5GmKTYBOz9Mz61U9yD0xAMCEGzTFCMUAPxCKAXhNpzYq+vCfPq/3vuGI3nJy0fU4AG7SQj4tSdqusYrhWp0fPkg9TlMMACLptqW8Xtiuq+9Z16PgJpzaqKjT9/TgsVnXowAA4KvVmYyuVFqyltcuwLgRigF4VX3P6gO/86RK2aT+8ffc63ocAGMwn08pZqTtKqHYtTq301DMSEfnsq5HAQDcgNuXCmr3PF3aa7oeBTfh6xf3JUkPHJ1xOwgAAD5bKWXU7nkqN7kFDowboRiAV/VvvnhOX7+4r5/5a/dqPp9yPQ6AMYjHjObzKW2zPvGand+p6/BsVukE62MBIIruWC5Ikp7fqjmeBDfjq+f3tFJK68gsH1IBAEy2ldJgwwsrFIHxIxQD8Iou7zf1zz75rN5655Le/U2HXY8DYIwWC2maYtfh3E5DJ1idCACRdfvSIBQ7s0koFmVfubCnN9wyJ2OM61EAAPDVaikjSbpS4X07MG6EYgCuylqr/+n3viHPSj/3ntfxxhOYMAuFFDfFrsP5nbqOL+RcjwEAuEFz+ZQW8imaYhG2VW3r4m5Tb7hlzvUoAAD4bmUUipVpigHjRigG4Ko+/uS6PnNqUz/+V+/UsXkeBAOTZrGQ1naN9YnXotzoar/RpSkGABF3+1KBpliEffXCniTpDcdn3Q4CAEAAllmfCPiGUAzAX7Df6OiDjzylB47O6O+8+YTrcQD4YBCK0RS7Fud365JEUwwAIu725YLObNVkrXU9Cm7AV8/vKRWP6b7DM65HAQDAd+lEXPP5FKEY4ANCMQB/wc99/BntNbr60HsfUCLOXxPAJFospNXo9NXo9FyPEnrndhqSpOM0xQAg0u5YLmi/0dVunaZ0FH31wp7uO1JSJhl3PQoAAIFYKWW0SSgGjB1PuwH8OZ8/va3/8JU1/b/eepvuPVxyPQ4AnywUUpKkHVYovqbz24Om2C2skgWASLt9afDhBlYoRk+n5+mJtTL3xAAAU2W1lKYpBviAUAzAgWanr3/0u0/q1sW8fuxtJ12PA8BHS4XBfvItVii+prPbdR2aySib4pPpABBldywXJEnPb9UdT4Lr9fR6Re2epzceJxQDAEyPlVJGG2XeswPjRigG4MAvfvo5Xdht6Bfeez9rSYAJtzgMxbarvMB+LWe3arptidWJABB1h2eyyibjNMUi6Kvn9ySJphgAYKqslDLaqbfV7XuuRwEmCqEYAEnSk2tl/ernzuoH33RM33rbgutxAPhssThcn8hdlVdlrdXZrbpuWyy4HgUAcJNiMaPblvJ6fotQLGq+emFPh2cyWp3JuB4FAIDArM5kZK20xYdZgbEiFAOgbt/TP/idJ7RYSOsD332P63EABGA+PwjFaIq9uq1aW9V2j6YYAEyI25cKNMUi6Kvn9/R6VicCAKbMamnwYRDuigHjRSgGQB/57Fk9s17Rz777dZrJJl2PAyAA6URcpUxC29wUe1Vnh3dnbluiKQYAk+CO5YIu7TfV6PRcj4JrtFFu6XK5pTeyOhEAMGVWhqHY+j6hGDBOhGLAlHt+q6Zf+sxpfffrVvWO1626HgdAgBaLaW3XWJ/4akah2O00xQBgItw+/JDD6O93hN9XLwzvidEUAwBMmaPzWUnS2l7D8STAZCEUA6aY51n91H98UplETP/k3fe5HgdAwBYLaZpir+HsVk2ZZEyHZ7KuRwEAjMEdy4NQjLti0fHlF3aVTcZ176GS61EAAAhUKZPUTDapi4RiwFgRigFT7N8/ekFffmFX//h77tVykaPVwLRZLKQIxV7D2e26TizkFYsZ16MAAMbgxGJOMSM9z12xyPjyC7t6/S2zSiV4fAEAmD7H5rO6uNt0PQYwUXhVCUypjXJLH/rEKb359gV9/0NHXY8DwIFBU4z1ia/m7FbtYNUWACD60om4bpnP6QxNsUiotLp6ZqOiN90673oUAACcODaXoykGjBmhGDCFrLX6x7/3pLqep1947/0yhgYEMI0WC2mVm111ep7rUUKp0/N0ca+p27gnBgAT5Y7lgp7f5KZYFHzl3J6sFaEYAGBqHZvPaW2vKc+zrkcBJgahGDCF/uCJdX36mU39+MN36fgCD3uBabVYSEuSduqsULyaC7t19T1LKAYAE+b2pYJe2K6r1+dDIWH35XO7SsaNXn9szvUoAAA4cWwuq07P4/QBMEaEYsCU2a139MFHntKDR2f0Q99+wvU4ABxaKKQkSdtVVihezfNbgxbBbYusTwSASXL7ckGdvqcLu6wiCrsvv7Cr+4/MKJuKux4FAAAnjs7nJIkVisAYEYoBU+af/sHTKje7+l//xgNKxPkrAJhmK6WMJGmz2nI8STid2Rzcm7l9mVAMACbJ3atFSdKzG1XHk+DVtLp9PbG2r29mdSIAYIodmxuGYrtNx5MAk4Mn4sAU+eNTm/rdr13S3/vOO3T3asn1OAAcWx2GYhsVQrGrObNZ0+GZjArphOtRAABjdHK5qJiRThGKhdrXLuyr27f6FkIxAMAUOzqXlSRdpOEOjA2hGDAlau2efvp3n9QdywX9/e+83fU4AEJgsZBSzEhXyoRiV3N6s6o7VoquxwAAjFk2FdeJhbxObVRcj4JX8ei5XRkjvfE4oRgAYHplknEtFdOsTwTGiFAMmBIf+s/PaL3S0v/61x9QOsFOfgBSIh7TYiGtKxUO9r6c51md2azpTlYnApgixph5Y8ynjDGnh/+ce4Wv+zVjzKYx5htBzzgudx8q0hQLuS+/sKu7V0uaySZdjwIAgFPH5rKsTwTGiFAMmAJfOrujf/ulC/qhN9+qNx6/6rMNAFNqdSbD+sSrWNtrqtX1dHKFUAzAVPmApM9Ya09K+szw51fzG5LeEdRQfrh7taQLuw3V2z3Xo+Aqun1PX72wx+pEAAAkHZvP0RQDxohQDJhwrW5fH/idJ3TLfE4/8V13uh4HQMgsFzO6Qij2F5zeHLQH7lhmfSKAqfJuSR8d/vijkt5ztS+y1n5W0m5AM/ni7tWirJWeu0JbLIyeulxRo9PXN58gFAMA4NhcTuvllnp9z/UowEQgFAMm3C9+6jmd22noQ++9X7lUwvU4AEJmdSZNKHYVpzdrkqQ7WJ8IYLqsWGvXJWn4z+Wb+ZcZY95vjHnMGPPY1tbWWAYcl7tXS5LECsWQevSFQeb6zbey5QIAgGPzWfU9q3XugQNjwRNyYII9fnFf/+pzZ/WDbzqmN9+x6HocACG0Usxor9FVq9tXJsm9wZHTV2paKaW5YwJg4hhjPi1p9Sq/9dPj/m9Zaz8i6SOS9NBDD9lx//tvxtG5rPKpuJ4lFAulL53d0W2LeS0XM65HAQDAuWNzOUnSxb2Gjs3nHE8DRB+hGDChOj1P//B3ntByMaOfeuc9rscBEFIrM4OHTVvVNi+uX+L0ZlV3rrA6EcDksda+/ZV+zxhzxRhzyFq7bow5JGkzwNECFYsZ3bVa1DPrFdej4GV6fU9/9sKu3v1Nh12PAgBAKIzeq6/tNqXbHQ8DTADWJwIT6pf/+IxObVT1c9/3OpUyNB0AXN1qaRCKbbBC8YDnWZ3ZrLE6EcA0ekTS+4Y/fp+k33c4i+/uWi3p1EZV1oaqxDb1nrxUVq3d05tvZ9MFAACStDqTUcwMmmIAbh6hGDCBnlmv6Jf/+Iy+7/VH9LZ7VlyPAyDEVkahGLvJD1wuN9Xo9HVymaYYgKnzIUkPG2NOS3p4+HMZYw4bYz4x+iJjzL+X9EVJdxlj1owxP+xk2pt0z6Giys2urlTarkfBS3zh+R1J0rfeNu94EgAAwiEZj+nQTFYXdwnFgHFgfSIwYbp9Tz/5scc1m0vqZ/7ava7HARByo6bYFZpiB05fqUmSTq7QFAMwXay1O5LedpVfvyzpnS/5+Q8GOZdf7l4tSZKe2ahodYbbVWHxxed3dPdqUQuFtOtRAAAIjWPzWV3ca7oeA5gINMWACfORz57VNy5V9E/f/TrN5VOuxwEQcqVsQplkjFDsJU5tVCWJm2IAMOHuGv49f2q96ngSjLR7fT16bpfViQAAvMyxuRxNMWBMCMWACXJms6pf+vRpfc/9h/Td9x9yPQ6ACDDGaKWUYXXUS5zaqOjwTEYzWe4xAsAkm8kldXgmo2c3Kq5HwdDXLuyr3fP05tsXXI8CAECoHJvPabPaVqvbdz0KEHmEYsCE6HtWP/mxJ5RPx/XBd93nehwAEbJSymiDptiBZzequvtQyfUYAIAA3H2odNAQhntfeH5HMSO9iXtiAAD8Ocfms5KkNVYoAjeNUAyYEL/2+Rf0tQv7+uC77tNSkf37AK7dainD+sShTs/Tmc2a7lpldSIATIO7Vos6s1lTp+e5HgWSvvj8tu4/OqtShrY2AAAvdWwuJ0la22OFInCzCMWACXB2q6Z//l+e1dvvWdG7HjzsehwAEbNSSutKpSVrretRnDu7XVPPs7qbUAwApsLdq0X1PKuz2zXXo0y9Rqenr13YZ3UiAABXcWx+EIpdpCkG3DRCMSDi+p7VP/jYE0onYvr573udjDGuRwIQMSuljFpdT5Vmz/Uozp1aH6zQunuV9YkAMA3uGa7LHf39D3cePbennmcJxQAAuIqlQlqpRExruzTFgJtFKAZE3G984ZweO7+nD77rPi2XMq7HARBBK8O/O7grJp3aqCoZN7ptKe96FABAAG5dzCsZN9wVC4EvPL+tZNzooePcEwMA4OViMaOjc1md26m7HgWIPEIxIMLObdf1zz55Sm+7e1nf9/ojrscBEFGrM4NQjLti0qmNim5fKigZ5yUSAEyDZDymk8tFPXW57HqUqffF53f0+lvmlE3FXY8CAEAo3b5U0PNbhGLAzeKJDxBR3nBtYjIe08993/2sTQRww1ZHTbEyodip9erBKi0AwHS4/8iMvnGpzG1Nh/bqHT15qczqRAAAXsUdywWd36mr2/dcjwJEGqEYEFG/+cVz+vK5Xf3MX7v3oOUBADdidSajmJHW9qf7YO9+o6ONSkt3rRZdjwIACNDrjs5or9HVpSn/PujS589sy1rprXcuuR4FAIDQumOpoG7f6gJ3xYCbQigGRNC57bo+9Ien9J13LelvvPGo63EARFwyHtNKKaNLe9P9MHB0T+ZuQjEAmCoPHJmRJD25xgpFVz773JZmskk9eHTW9SgAAITW7csFSdKZzZrjSYBoIxQDIsbzrH7yY48rGY/pF977AGsTAYzFkdmsLu1P96fNnlmvSBLrEwFgyty1WlQiZvTkJUIxF6y1+uzpLb3ljkXFY7y3AQDgldy+lJdEKAbcLEIxIGJ+/Qvn9Oi5PX3we+9jbSKAsTkyl536tVFPXa5osZDScjHtehQAQIAyybjuWi0Sijny3JWarlTa+ksnF12PAgBAqBUzSa2WMnp+i1AMuBmEYkCEnN2q6X/7w1N6293Leu8bjrgeB8AEOTKb1fp+S33Puh7FmacuV3Tv4RkauAAwhe4/MqMnL5Vl7fR+H3Tlc6e3JHFPDACAa3HHckHP0xQDbgqhGBARfc/qJ/7D48ok4/r5997PQ1sAY3VkLqueZ7VZbbkexYl2r6/TV6q67zCrEwFgGt1/dEb7ja7Wpvy+pgt/+tyW7lgu6PBs1vUoAACE3u1LeT2/VeeDPMBNIBQDIuJff/6svnphXx98171aKbE2EcB4HRk+iLo0pQ8DT1+pqedZQjEAmFIPHJmVJFYoBqzV7evLL+zqrSdpiQEAcC3uWC6o1u5pozKdH2gFxoFQDIiA01eq+uf/5Tk9fO+K3vNNrE0EMH5H54ah2JTeFXvq8uAh6H2HZxxPAgBw4c7VgpJxoyfWCMWC9Gcv7Krd8/TWO7knBgDAtbh9uSBJen6z7ngSILoIxYCQ6/Y9/fh/eFz5VFw//32sTQTgj9HKomldG/XU5YoK6YSOz+dcjwIAcCCdiOvu1ZK+QVMsUJ99bkupREzfcuuC61EAAIiEO4ah2JnNquNJgOgiFANC7lf+5Hk9sVbW//Ke+7VUTLseB8CEyqUSWsinpjoUu/dQSbEYHzwAgGn1uiMzevJSmRsdAfrsc1v6llvnlU3FXY8CAEAkLBXSKmYSOrNVcz0KEFmEYkCIPXW5rH/xmdP63gcP63seOOR6HABXYYyZN8Z8yhhzevjPuVf4ul8zxmwaY74R9IzX6shcdirXJ/Y9q2fWK7qXe2IAMNUeODqjcrOri7vT973QhfVyU6c3a/pLJ1mdCADAtTLG6I7lgs5sEooBN4pQDAipdq+vH//txzWXT+ln33Wf63EAvLIPSPqMtfakpM8Mf341vyHpHUENdSOOzGZ1aa/heozAndupq9Hp6z5CMQCYavcfGdyVfOLSvttBpsTnntuWJL31ziXHkwAAEC13LBX0/BY3xYAbRSgGhNQvffq0Tm1U9aH33q+5fMr1OABe2bslfXT4449Kes/Vvsha+1lJuwHNdEOOzA6aYtO2NuqpyxVJ0n2HZxxPAgBw6c6VolLxmJ7krlgg/vjZTa2WMrprpeh6FAAAIuWO5YK2qm2Vm13XowCRRCgGhNBXzu/qw3/6vL7/jUf1tntWXI8D4NWtWGvXJWn4z2XH89ywI3NZtbqedusd16ME6qlLZaXisYODxQCA6ZRKxHT3oaKeXCMU81un5+mzz23pr9yzLGO45wkAwPW4fWnw3pUVisCNIRQDQqbe7ul//O3HdWgmq5/53ntdjwNAkjHm08aYb1zlf+/24b/1fmPMY8aYx7a2tsb9r39VR2azkjR1d8WeWCvrnkNFpRK8LAKAaXf/kRk9eak8da3poP3ZCzuqd/p6292R/SwRAADOjD7Q+TyhGHBDePoDhMwv/OdndGG3of/v33xQxUzS9TgAJFlr326tfd1V/vf7kq4YYw5J0vCfmzf53/qItfYha+1DS0vB3tg4MjcMxfamJxTzPKtvXCrrgaOzrkcBAITA/UdmVG31dH5n+m5sBukzz2wqnYjpzbcvuh4FAIDIOTafUyoe0/NbhGLAjSAUA0LkT5/b0r/90gX98Lffqm+9bcH1OACuzSOS3jf88fsk/b7DWW7K0dmcpOlqip3drqva7umBo9wTAwBI9w+/HzzBXTHfWGv1mVNX9JY7FpVNxV2PAwBA5MRjRrcu5lmfCNwgQjEgJPYbHf2Djz2uk8sF/cR33eV6HADX7kOSHjbGnJb08PDn///27js8jupe4/j7U7e6JVmyLcuWe+82tjG9BFNCJ9TQQktII7lJIP2m3EBCCoQEQgg19E5CMMUUE/fee5d7kyzZVj/3jx3ZwqjZ1u7srr6f5/Ej7ezs7Lvj3Tna+Z05R2bW2cz+U7eSmT0vaZqkvmZWZGZf8SVtE9LbxSk1MU5FbehKsYVFxZKkoQWZvuYAAISHPnlpSoqP0fyNxX5HiVprdpZp056DOqM/QycCAHCseuWmajVXigHHJM7vAAACfvLmEu0uq9Rj149WUjw9JoFI4ZzbLenMBpZvkXRevdtXhzLXsTAz5We2a2NFsRIlJ8QemqgYANC2xcfGaEiXTM3ZuNfvKFFr0rLASNNnMJ8YAADHrFduqv6zeKsOVFYrOYFT/MDR4EoxIAy8OX+z/rVgi751Zu9DQ7YAgB+6Zidr0562M4/KgqJiDeqcodgY8zsKACBMjOrWXks2l+hgZY3fUaLSpOU7NKBTujpltPM7CgAAEWtQfoack5Zt3ed3FCDiUBQDfLal+KB+/MZijeiaqa+e1tPvOADauMLsZK3fvV+1tc7vKEFXVVOrpVv2MZ8YAOAzRnZrr+papwXeELtoPcUHKjVnw16dydCJAAAcl8H5ge+xi4qYBxU4WhTFAB/V1jp996UFqql1+uOVwxQXy0cSgL8Kc1JUUV2r7aXlfkcJupXbS1VRXashzCcGAKhnZLf2kqQ5GxhCsbV9snKnamodQycCAHCc8tITlZOaoEWbuVIMOFqcgQd89PiUdZq2drd+esEAdctO8TsOAKjQOxat27Xf5yTBt9DrUTeUK8UAAPVkJieoV24qRbEg+HD5DuWkJmhol0y/owAAENHMTIPyM7RkC1eKAUeLohjgkxXbSvXbiSt0Vv88XTm6wO84ACBJ6padLEnasDv65xVbWFSsjHbx6pqV7HcUAECYGdm1veZs2NsmhhMOleqaWn28YqdO75urGObyBADguA3Oz9CqHWUqr2IeVOBoUBQDfFBeVaNvvTBP6e3idO9lg2XGl0IA4aFzRjslxMVofRu4UmzBphIN6ZLBMRgA8DkjC9ur5GCV1u4q8ztK1Ji9Ya9KDlYxdCIAAK1kUH6Gamqdlm5lCEXgaFAUA3zwu3dXaPm2Uv328iHKSU30Ow4AHBITY+qalaz1u6O7KLa/olrLt+3TcOYTAwA0oG5esdnrGUKxtUxcvE2JcTE6pU8Hv6MAABAVBucHpgJYvJkhFIGjQVEMCLHJK3fqH/9dpxvGddMZ/fL8jgMAn1OYnRz1wycuKCpWrZOGeyc9AQCor0dOirJSEjSbecVahXNO7y7ZplP7dFBKYpzfcQAAiAqdMpKUlZKgRUUUxYCjQVEMCKE9+yv13ZcXqHduqu45r7/fcQCgQYXZKVq/e39Uz6Myb2OxJGlEAUUxAMDnmZlGdG2vuRTFWsWCohJtLSnXhEEd/Y4CAEDUMDMNys/QIq4UA44KRTEgRJxz+sGrC1VyoEoPXDVcSfGxfkcCgAZ1y0lReVWtdpRW+B0laOZu2KueHVKUkRzvdxQAQJga2a291u7ar91l0dsehsrExdsUF2M6k5EyAABoVYPz07VqR5nKq2r8jgJEDIpiQIg8P3OT3l+6Xd+f0FcDOqf7HQcAGlWYnSxJWrcrOucVc85p3qZijejKVWIAgMaNKgy0E3O4Wuy4OOc0cfFWjeuZTWcUAABa2eD8DNXUOi3fVup3FCBiUBQDQmD1jlL94t9LdHLvHN08vrvfcQCgSYXZKZKkDbujsyi2fvcB7dlfqRHMJwYAaMLg/AzFx5rmbKQodjxWbi/T+t0HGDoRAIAgGJSfIUkMoQgcBYpiQJCVV9Xo68/NU0pCnH5/xVDFxJjfkQCgSZ0z2yk+1rR+9wG/owRF3fwwXCkGAGhKUnysBuVnaM56imLH453FW2UmfWEARTEAAFpbfmY7ZSbHa3ERRTGgpSiKAUF27zvLtXxbqe6/Yqhy05P8jgMAzYqNMRVkJWt9lA6fOHfjXqUlxql3bqrfUQAAYW5Ut/ZauLlEFdXM03GsJi7eptHdstQhLdHvKAAARB0z0+D8DK4UA44CRTEgiD5Yul1PTl2vm8d31+n9cv2OAwAt1j07ReujdPjEORv2aljXTK7cBQA0a2S39qqsrtXizfv8jhKR1u/ar+XbSnUOQycCABA0g/IztHJ7KZ14gBaiKAYEybaScn3vlQUa0CldPzi3r99xAOCodMtO0YbdB+Sc8ztKqyqrqNbK7aUaztCJAIAWGNktS5I0e/0en5NEpneXbJMknTMwz+ckAABEr8H5GaqudVqxrdTvKEBEoCgGBEFNrdNdL85XeVWt/nzNcCXGxfodCQCOSmFOsg5W1WhHaYXfUVrV/I3FqnXSiK6ZfkcBAESADmmJ6tkhRdPW7vY7SkR6Z/E2Dc7PUJf2yX5HAQAgag3pkiHp8PzZAJpGUQwIgoc+XK1pa3frfy8aqJ4dmLMGQOQpzE6RJK3dGV1DKM5cv0cxFhgOCwCAlhjfK0cz1u5RZXWt31Eiypbig5q/qVgTGDoRAICg6tI+WfmZ7TRjHVe2Ay1BUQxoZdPW7NYDk1bqkuH5umJkF7/jAMAx6ZUbKOiv3hFdwy/MXLdbAzqnKy0p3u8oAIAIMb5Xjg5W1Wj+pmK/o0SUfy/cIkk6f3Ann5MAABD9xvbI1ox1e6JuCgQgGCiKAa1od1mFvvXCPBVmp+iXFw+SmfkdCQCOSaeMJKUlxmnl9jK/o7SayupazdtYrBMKs/2OAgCIIGN7ZCvGpP+u3uV3lIjy1oItGtolQ4U5KX5HAQAg6o3pkaU9+yu1akf0fIcHgoWiGNBKamud7nppgYoPVumha0YoNTHO70gAcMzMTL3yUrUqiq4UW7S5WBXVtTqhe5bfUQAAESSjXbwGd8nUVIpiLbZ2Z5kWb96nLw7t7HcUAADahHE9Ap0/pzMPKtAsimJAK/nb5LWavHKnfnrBAA3onO53HAA4bn1y07Qqiq4UqxtffXQh84kBAI7O+J7Zmr+pWGUV1X5HiQhvLdgiM1EUAwAgRLq0b6fOGUkUxYAWoCgGtILZ6/fo/vdW6PzBnXTtmK5+xwGAVtE7L1W791dqd1mF31Faxcx1e9Q7N1XZqYl+RwEARJjxvXJUXes0cx0nmprjnNNbC7ZoTPcs5aUn+R0HAIA2wcwC84qtZV4xoDkUxYDjtKusQnc+N1dd2rfTby4bzDxiAKJGn7w0SYqKecVqap3mrN/L0IkAgGMyslt7JcbF6L+rKIo1Z8mWfVq7c78uGpbvdxQAANqUMT2ytHt/pVYzrxjQJIpiwHGoqXX69gvztfdAlf567QilJ8X7HQkAWk3vvFRJiop5xZZt3afSimqKYgCAY5IUH6tRhe01dQ3zijXnrQVbFB9rOndQR7+jAADQpoytm1fMmzoAQMMoigHH4YFJq/Tf1bv0y4sGamDnDL/jAECr6piepLTEOK3cHvlFsZmH5hOjKAYAODbje+Vo+bZS7SyNjmGFg6G21ulfC7bolN4dlJmc4HccAADalK5ZyerEvGJAsyiKAcdo8sqd+vOHq3TZiC760qgCv+MAQKszM/XOS42K4RNnrtujgqx26pzZzu8oAIAINb5njiRxtVgTZm/Yq60l5bpwWGe/owAA0OaYmcZ0z2JeMaAZFMWAY7C15KC+/eJ89clN068uHsQ8YgCiVp+8NK3aXhrRf1DX1jpNX7dbY7pn+x0FABDBBuVnKD0pTlNX0/u6MW8t2Kyk+Bid1T/P7ygAALRJY3tka1dZhdbs3O93FCBsURQDjlJFdY2++s+5qqiq0V+vG6F2CbF+RwKAoOmdl6a9B6q0q6zS7yjHbOnWfSo+UKWTeuX4HQUAEMFiY0zjembrv6t3RXRnkWCpqqnVfxZt09kDOiolMc7vOAAAtElj6uYVYwhFoFEUxYCj9L//Wqr5m4r1+y8NVc8OqX7HAYCg6pMXOM6tiuB5xaasDgxzdWJPrhQDAByfk3rlaHPxQW3cc8DvKGFn8sqd2rO/UhcOZehEAAD8UpidrLz0RE1bQ1EMaAxFMeAovDRrk56bsVF3nNpTEwZ18jsOAARdn7w0SdLKCC6K/Xf1LvXOTVVuepLfUQAAEe5E76rj/65mXrEjvTR7k3JSE3Ra3w5+RwEAoM0yM53eN1efrNypiuoav+MAYYmiGNBCC4uK9eM3F2t8r2z9zxf6+B0HAEIiNy1R6UlxWrmjzO8ox6Siukaz1u/ReIZOBAC0gh45KeqUkXToKmQE7Cqr0KRlO3TpiC6Kj+U0AwAAfjp7QJ7KKqo1fe0ev6MAYYm/VoEW2LO/Ul/951x1SE3Ug1cNVxxf9AC0EWamPnlpETt84ryNxSqvqqUoBgBoFWamU/t00OSVu+h9Xc8b8zarutbpipFd/I4CAECbN75XjpITYvXekm1+RwHCEmf2G7C/otrvCAgj1TW1+sbzc7WzrEIPXzdC2amJfkcCgJDqnZemldvL5JzzO8pRm7J6l2JMGtMjy+8oAIAoQe/rz3LO6aXZmzSsIFO9vWGXAQCAf5LiY3Vqnw76YNl21dZG3vd4INgoih3hR68v0jV/n84BA4f833+Wa8rq3frVxYM0pEum33EAIOQGdE5XycEqFe096HeUozZl9S4N6ZKp9KR4v6MAAKLE+F45ahcfq/eX0vtakhYWlWjl9jJ9aVSB31EAAIDn7AF52r6vQgs3l/gdBQg7FMWOMKqwvRYUlejF2Zv8joIw8PLsTXp8yjrdNL6QL3kA2qwh+RmSpMUR9sd0aXmVFhSV6CSGTgQAtKKk+Fid0idHHyzdEZFXUbe2l2ZvUlJ8jC4Y2snvKAAAwHNGv1zFxhhDKAINoCh2hIuH5euEwizdN3G59u6v9DsOfDRv41796PXFOrFntn50Xn+/4wCAb/p2TFNcjEVcD7OZ6/aoptbpxF7ZfkcBAESZswd01LZ95VoUYW1jaztYWaO35m/ReYM6cVU2AABhJDM5QWO6Z+n9pdv9jgKEHYpiRzAz/eLigSotr9bv3lvhdxz4ZPu+ct3+zBzlZSTqL9eMUFwsHxUAbVdSfKz6dkyLuCvFPlm5U+3iYzWia3u/owAAoswZ/XIVY2rzJ5reXbJNpRXVunxUF7+jAACAI5w9IE+rdpRp7c4yv6MAYYUz/Q3o1zFdN4wr1PMzN2phUbHfcRBi5VU1uu2ZOSqrqNbfrx+l9ikJfkcCAN8Nzs/QwqKSiBkmyjmnD5fv0Phe2UqKj/U7DgAgymSlJGhUIb2vX5q9SQVZ7TS2O1dlAwAQbs4ekCeJTjzAkSiKNeLbZ/dWTmqifvLmEtXWRsYJQBy/2lqn7768QAuLivWHLw1Tv47pfkcCgLAwuEuGSg5WqWjvQb+jtMianftVtPegTuub63cUAECU+sKAPC3fVqpNew74HcUXm/Yc0NQ1u3XFyALFxJjfcQAAwBG6tE/WwM7pFMWAI1AUa0R6Urx+eF4/LdhUrJdmb/I7DkLkT5NW6e2FW/WDCf00YVBHv+MAQNgYnJ8hSVpYFBlDKH68Yock6bS+HXxOAgCIVnW9r99royeaXpi1UTEmXTaSoRMBAAhXXxjQUXM27tXm4sjo4AqEAkWxJlw8LF8nFGbpvonLtWd/pd9xEGRvzNusByet0hUju+j2U3r4HQcAwkrfjmmKjzUtipB5xT5asUN98lLVpX2y31EAAFGqW3aK+uSl6v2l2/yOEnLlVTV6fuYmndk/T/mZ7fyOAwAAGnHpiHxJ0stc9AEcQlGsCWamX148SGUV1frFv5b4HQdBNGfDHn3/lYUa0z1Lv75ksMwY/gMA6kuMi1W/julatLnY7yjNKquo1sx1e3Q6QycCAILs7AF5mrV+r4oPtK1OlG8v3Ko9+yt1w7hCv6MAAIAmFGQl66ReOXp5dpFqmCIIkERRrFl9O6bpa6f10hvzt+jD5W1zWIxot2H3ft329Bx1zkzSI9eNVEIcHwsAaMig/AwtKiqRc+H9h/SU1btUVeOYTwwAEHRnD+iomlqnD5fv8DtKyDjn9NS09eqVm6rxvbL9jgMAAJpx5egCbS4+qCmrd/kdBQgLnP1vgTtP76W+eWn64WuLVVpe5XcctKI9+yt14xOzVOOc/nHjaLVPSfA7EgCErSFdMrSvvFob9xzwO0qTPl6xQ6mJcRpV2N7vKACAKDckP0O5aYltagL7eZuKtbCoRDeM68YIGwAARICzB+SpfXK8XpzFEIqARFGsRRLiYnTf5UO0o7Rc976z3O84aCXlVTW65alZ2lx8UI9dP0o9O6T6HQkAwtrg/AxJ0sKi8J1XzDmnj5bv1Mm9cxQfy585AIDgiokxnTUgT5+s3Knyqhq/44TE01PXKzUxTpeM6OJ3FAAA0AKJcbG6dEQXvbd0m3aXVfgdB/AdZ4taaFhBpr5yUnc9O2Ojpq3Z7XccHKeaWqdvvTBP8zYV64Erh2lUYZbfkQAg7PXJS1NCbIwWbw7fotjSrfu0bV8584kBAELmnIEddaCyRh+viP4hFHeUluvtRVt1+cguSk2M8zsOAABooStHF6iqxun1eZv9jgL4jqLYUfjO2X3VLTtZ97y2UAcr20YvwGjknNMv/71U7y7Zrp+cP0DnDu7kdyQAiAgJcTHq1ylNC4qK/Y7SqHeXbFeMSWf0pygGAAiN8T2zlZuWqFfmRP9JphdmblJVjdP147r5HQUAAByFPnlpGt41Uy/M2hT284QDwUZR7Ci0S4jVvZcO0frdB3TfRIZRjFR/m7xWT05dr1tO6q6bT+rudxwAiCjDCzK1YFOJqmpq/Y7SoImLt2p0YZZyUhP9jgIAaCPiYmN0yfB8fbxih3ZF8ZBEVTW1enbGBp3Sp4N6MPQ8AAAR56rRBVq9o0xzNuz1OwrgK4piR2lcz2zdNL5QT05dr4/awPAY0eaFmRt17zvL9cWhnfXD8/r7HQcAIs6YHtk6WFUTlvOKrdlZppXbyzRhUEe/owAA2pjLRnZRda3Tm/O3+B0laCYu3qbt+yp044lcJQYAQCS6YEhnZSbH6+GP1/gdBfAVRbFj8IMJ/dQ3L03fe3lhVPcEjDYTF2/VD19fpFP7dNDvrxiqmBjzOxIARJwTugfmYJyxLvzm13x3yTZJgbldAAAIpT55aRqcn6FX5xT5HSUonHN6fMo6dc1K1ql9GKIYAIBIlJIYp5vHd9ek5TvCeq5wINgoih2DpPhYPXD1MO0rr9Ldry5kHNYIMGX1Ln3z+fkaVpCph68boYQ43voAcCxyUhPVOzdVM9bu8TvK50xcvE1DCzLVObOd31EAAG3QZSPytXTrPi3bus/vKK1u2trdmrexWLee3F2xdC4EACBi3XBiodKS4vTQh6v9jgL4hsrAMerXMV13T+inD5bt0LMzNvodB01YsKlYtz09W91zUvT4jaOVnBDndyQAiGhjemRp9vo9qg6jecU2Fx/UwqISTeAqMQCATy4clq/4WIvKq8X+8tFqdUhL1BWjCvyOAgAAjkNGu3jddGKhJi7ZphXbSv2OA/iCothxuPHEQp3Sp4N+9fZSrd5R5nccNGDJlhJd//hMZaUm6OmvnKDM5AS/IwFAxBvbI1v7K2u0eEv49IR/d3Hd0Il5PicBALRVWSkJOqNfrt6YvyWsOo4cr3kb92rK6t269eTuSoqP9TsOAAA4Tjef1F0pCbF66COuFkPbRFHsOMTEmO6/fIiSE+L09efm6mBljd+RUM+KbaW67rEZSkmI1XO3jFVeepLfkQAgKtTNKzZ9bfjMKzZxyTb1zUtTjw6pfkcBALRhl43ool1lFZq8aqffUVrNXz5ao8zkeF07ppvfUQAAQCvITE7Ql8cV6t8Lt2jNTi70QNtDUew45aYn6Y9XDtOK7aX64euLmF8sTKzeUaZrH5uuhLgYPXfrWBVkJfsdCQCiRm5aknp2SNGMMCmKbSsp16z1ezRhEEMnAgD8dVrfXGWlJOjVOZv9jtIqlm/bpw+WbddNJ3ZXSiLD0AMAEC1uObm7EuNi9MAHq/yOAoQcRbFWcGqfDvrOWX30+rzNemb6Br/jtHnrdu3XNX+fLsn07C1jVZiT4nckAIg6Y3pka9b6vWExPNSb8zfLOeni4fl+RwEAtHEJcTG6cGhnvb90u0oOVPkd57j95aM1Sk2M040nFvodBQAAtKKc1ETdenIPvbVgi6atCY8Or0CoUBRrJXee3ktn9c/VL/61VHM27PE7Tpu1dmeZrn50uqprnZ67dYx65TKMFgAEw9ge2SqrqNbSrf7PK/b6vM0aVpCp7nSCAACEgctHdlFlTa3+tXCL31GOy7pd+/X2wi26bmw3ZSTH+x0HAAC0sjtP76WCrHb6yZuLVVntf4dXIFQoirWSmBjT7780TPnt2+lrz87VztIKvyO1OSu3l+pLf5uuqppaPXvLGPXJS/M7EgBErbHevGIz1vrbEWTpln1avq1Ul47gKjEAQHgY2Dld/Tqm6cVZmyJ6eP1HPl6j+NgYfeWk7n5HAQAAQZAUH6tfXDhIq3eU6e+frvU7DhAyFMVaUUa7eD1y3UiVHKzSnc/NpcIeQku2lOiqR6crxqQXbx+r/p3S/Y4EAFEtNz1J3XNSNN3necVen1ek+FjTBUM6+5oDAIA6ZqbrxxVq0eaSiB2OaHPxQb02r0hXjS5Qh7REv+MAAIAgOb1frs4ZmKc/f7hKm/Yc8DsOEBIUxVpZ/07puu+yIZq5bo/ufnVhRPcMjBTzNxXr6kenKykuRi/dPk69crlCDABCYXyvbE1ds1vlVTW+PH91Ta3emL9Fp/XNVVZKgi8ZAABoyKUj8pWTmqiHP1njd5Rjcv+7KxRjpttP7el3FAAAEGQ/++JAxZjpf/+1hHPZaBMoigXBRcPy9Z2z++i1eZv1xw9W+R0nqk1bs1vXPTZDmckJevH2cSpkPhkACJkvDOiog1U1+nTVLl+ef8qa3dpZWqFLhzN0IgAgvCTFx+rmkwr16apdWry5xO84R2XBpmK9Pm+zbjm5uzpntvM7DgAACLLOme1011l99MGyHXpu5ka/4wBBR1EsSL5xRi9dMbKLHpy0Si/P3uR3nKj0n0VbdcPjM9UpI0kv3j5WBVnJfkcCgDZlbI9spSXF6d0l23x5/tfnFik9KU5n9M/15fkBAGjKtWO6KTUxTn+bHDlzdDjn9Ou3lyknNUFfPa2X33EAAECIfOWk7jqlTwf971tLtagosjr0AEeLoliQmJn+79LBOqlXju55bZH+61Mv+mj19LT1uvO5uRrSJUMv3zFOnTLowQgAoZYQF6Mz++Vq0rLtqq4J7TyaJQeq9O6S7bpgaGclxsWG9LkBAGiJjHbxunZMV729cIs27o6MOTreXbJdM9fv0V1n91FqYpzfcQAAQIjExJj+dOUwZacm6GvPzVHJgSq/IwFBQ1EsiOJjY/TX60aoZ4dUffWfc7RkC1X24+Wc0/3vrtBP31yiM/vl6Z+3jFFmMvPIAIBfzhnYUXsPVGnW+r0hfd6X52zSwaoaXTuma0ifFwCAo3HzSd0VFxOjv38a/leLVVbX6t53lql3bqquHFXgdxwAABBiWSkJeuiaEdpaXK7/eWUB84shalEUC7L0pHg9ftNopSXF6brHZmj5tn1+R4pYFdU1+u7LC/TQR6t19QkFeuS6EUqK5+oAAPDTqX07KDEuJqRDKNbWOj09bYNGF7bXwM4ZIXteAACOVl56ki4Znq+XZm/SrrIKv+M06ZnpG7R+9wH98Pz+iovlVAEAAG3RyG7tdc95/fX+0u26/70VfscBgoK/dEMgP7Odnrt1rBLiYnTt32do1fZSvyNFnF1lFbrm7zP02tzN+s7ZffR/lwzmixoAhIHkhDid3LuD3l+6PWS9yD5euUMb9xzQDScWhuT5AAA4Hred2kOVNbV6aup6v6M0qvhApR6ctEon987RaX06+B0HAAD46ObxhbpqdIH+8tEaPfzxGr/jAK2OqkKIFOak6LlbxyomxnTNYzO0dmeZ35EixrKt+3TRQ1O0ZEuJ/nrtCH3zzN4yM79jAQA8XxiYp83FB7V4c2iuhn5q6gblpSfqnIEdQ/J8AAAcj54dUvWFAXl6etoG7a+o9jtOgx6ctFql5VX60fn9+a4FAEAbZ2b69SWDdeHQzrpv4nI9PW2935GAVkVRLIR6dkjVc7eMUW2t0zV/n6H1u/b7HSnsvbdkmy57eKqqa2v18u0n6rzBnfyOBAA4wln98xRjCskQimt3lumTlTt17ZhuiueKYQBAhLjj1J4qOVilZ6Zv8DvK58zbuFdPTl2nK0d3Vb+O6X7HAQAAYSA2xvT7Lw3VWf3z9NM3l+jFWRv9jgS0Gs4mhVjvvDQ9e+sYVVTX6PJHpmnx5hK/I4Wl6ppa/eadZbrtmTnqlZuqt75+kgZ3Yd4YAAhHWSkJOqF7lt5ZvDXoQyg+M32D4mNNV51QENTnAQCgNQ3v2l5n9MvVnyet0taSg37HOaS8KjBvc8f0JN1zXj+/4wAAgDASHxujh64ZrpN75+gHry7SH95bEbJpE4Bgoijmg34d0/XyHeOUGBejK/82TZ+u2ul3pLCyfV+5rvn7DP3tk7W6ZkxXvXT7OOWlJ/kdCwDQhEuG52vNzv2asW5P0J6j+EClXp5dpPMHd1JuGu0CACCy/O+FA1XjnH7xr6V+RznktxNXaO3O/frt5UOVnhTvdxwAABBmkuJj9Y8bRuvKUQV68MPV+uYL81VeVeN3LOC4UBTzSa/cNL32tRNVkJWsm56YpTfmbfY7UliYsnqXzn/wUy3aXKI/XjlU/3fJYCXFx/odCwDQjIuG5SszOV5PTV0ftOd4dPJa7a+s1h2n9QzacwAAECwFWcn6xhm99c7ibfpw+Xa/42jamt16fMo6XT+um07qneN3HAAAEKYS4mJ072WDdfe5/fSvBVt01aPTtWnPAb9jAceMopiP8tKT9NId4zSqsL2+/eJ8PfzxmjZ7CWp5VY1+859luu4fM5SZnKC3vj5elwzv4ncsAEALJcXH6srRBXpv6XZtKW79YaF2lVXoiSnr9cUhnZnvBAAQsW49uYd65abqp28u0cFK/3pZl1VU639eXqDC7GTdfS7DJgIAgKaZme44taceuW6E1uwo04Q/TdYLMze22XPZiGwUxXyWnhSvp24+QRcM6aT7Ji7X15+bp9LyKr9jhdSSLSW66KEp+tvktbpqdFe9eed49c5L8zsWAOAofXlsNznn9M/pG1p92w9/vEYV1TX69lm9W33bAACESkJcjH598SAV7T2oP3+4yrccv/r3Um0tOajff2mokhPifMsBAAAiy4RBnTTxrlM0tCBTd7+2SF95anZQOsYCwURRLAwkxsXqz1cP193n9tPEJdt00UNTtGJbqd+xgq66plZ/+Wi1Lv7LFO09UKknbhyt31w6WCmJfCkDgEjUpX2yzuqfp+dnbmzVMca3lhzUM9M36LIRXdSjQ2qrbRcAAD+M6ZGty0d20aOT12rl9tB/75u0bLtemLVJt53SUyO7ZYX8+QEAQGTLz2ynf35ljH72xQGasnqXTr//Y93/7gqVVVT7HQ1oEYpiYaLuEtRnbxmj0opqXfyXKXp9XpHfsYJmzoa9uvChKfrduyt0zsCOevfbp+j0frl+xwIAHKcbxxdq74EqvbVgS6tt86EPV8s5p2+eyVViAIDocM+5/ZSaFKcfv744pMMOLdlSom+9MF/9O6XrrrNpVwEAwLGJiTHdNL67Jn33VE0Y1FEPfbRap/3uYz01db2vQ0QDLUFRLMyM7ZGtt79xkoZ0ydBdLy7Qnc/N1c7SCr9jtZrdZRX6/isLdNnDU7Vnf6X+eu0IPXTNCLVPSfA7GgCgFYzrka2+eWl6aur6VjnJt3zbPr04a5OuHF2ggqzkVkgIAID/slMTdc+5/TRz/R49OnltSJ5z054DuvGJWUpPitMTN45WYlxsSJ4XAABEry7tk/XAVcP1xp3j1SMnRT97a4lOvHeS/vD+Su0ui55z2oguFMXCUG56kp69ZYy+e3Yfvb9ku87+4yd6dU5RRE9cWFldq2emrdcZv/9Er83drNtP6aFJ3z1V5w3u5Hc0AEArMjPdNL5QS7bsO+6rxSqra/WdFxcoMzle3zm7byslBAAgPFwxskDnD+6k37yzPOijhOzZX6nrH5+pyupaPXXzCeqYkRTU5wMAAG3LsIJMvXj7WL18xziN7JalByet0rjffKg7n52rj5bvUHVNrd8RgUOYvClMxcXG6Btn9ta5gzvq7lcX6bsvL9Ab8zfrVxcPUrfsFL/jtVhNrdMb8zbrT5NWatOegxrbI0u/uGiQ+uSl+R0NABAkV4wq0PMzN+oX/1qqU/t0UGbysV0N/NBHq7V06z49+uWRyuKKYgBAlImJMf3hyqHas79S33t5odonJ+i0vq0/pPyBymrd/OQsbSk+qGdvGaPefBcDAABBYGYaXZil0YVZWr2jTP+cvkFvLdiitxdtVYe0RE0Y2FFnDcjTuB7ZSojjWh34h3dfmOuVm6aXbh+nX1w0UHM37NVZf/hEP35jkbbvK/c7WpNqa53eWbRVE/40Wd99eYHSk+L1xE2j9fytYymIAUCUi40x/ebSISo+WKVfv73smLaxqKhEf/lotS4dnq8vDOzYygkBAAgPiXGx+tv1I9UnL01f/edczdu4t1W3X11Tq288N08Li4r14NXDNaowq1W3DwAA0JBeuan6+YUDNf2eM/W3L4/UyK7t9cqcIt3w+EyN+OX7uuOZOXpq6nqt2l4a0aOjITJxpVgEiIkxXT+uUOcM7Kg/f7hKL8zcpJdnF+nGEwt1x6k9w2o+rtLyKr08u0hPTVuvDbsPqGeHFP312hGaMLCjYmLM73gAgBAZ0Dldt53SQw9/vEaXDM/Xib1yWvzY8qoafeel+cpJTdDPvjgwiCkBAPBfelK8nrx5tC57eKpufnKWXvnqierZIfW4t7tjX7nuemm+pqzerV9dPEjn0MkEAACEWEJcjM4Z2FHnDOyo8qoaTVm9S+8v3a5PV+3SxCXbJEk5qQkaVpCpoV0yNbQgUwM7pys7NdHn5IhmFMUiSF56kn518WDddnJP/emDlXr007V6ZvoGXTi0s64d002Du2T4kss5pxXbS/XCzE16ZU6RyiqqNbJbe33vnL6aMLCj4mK5IBEA2qJvndlb/1m0Vfe8vkgTv3WK2iXENvuYA5XV+sqTs7V6Z5meuHG0MpLjQ5AUAAB/5aYl6Zmbx+iyh6fq+n/M1GM3jFL/TunHvL2PV+zQd19aoP2V1frt5UP0pVEFrZgWAADg6CXFx+rM/nk6s3+enHPatOegpq3dpRnr9mjBpmJ9sGzHoXVzUhPVr2OaeuelqkdOirrnpKowJ1kd05M414zjZtF4eeKoUaPc7Nmz/Y4RdCu3l+qxT9fqrQVbVF5Vq8H5GbpmTFdNGNgxJFePrdlZpn8v2Kp/L9yiVTvKFB9rumBIZ900vlBDumQG/fkBRDYzm+OcG+V3jnAWDe3Z1NW7dO0/ZmhYQab+fv0o5TTR26usolo3PzFLszfs0e+/NFSXDO8SwqQAcOxo05oXDW1aKCwqKtENT8xUycEq3TCuUHed3VtpSS3vIFJZXav731uhRyevVb+OaXromuHqlcvw9QBaLpraNDObIOkBSbGSHnPO3XvE/ebdf56kA5JudM7NbW67tGlAcOwrr9KiohIt27pPK7aVavm2Uq3ZWaYDlTWH1omLMXXKTFJ+Zjt1zminvIwkdUxPUm5aonLSEpWTmqic1ASlJsYp8BFHW9ZYm0ZRLAqUHKzSG/M267kZG7Vie6liTBpWkKnT++bqtL65Gtg5vVWGLtxZWqGZ6/Zoxrrdmr52t1ZuL5OZNLowS18c0knnDu7U5MlOAKgvmr5sBUu0tGcTF2/Vt1+cr5zURD1x42j1bmBuyR2l5br9mTlaWFSiB64apguGdPYhKQAcG9q05kVLmxYKxQcq9dt3V+j5mRuVk5qoH5/fXxcO7dzkiZ3yqhpNXrlTf/l4jRZsKtZ1Y7vqx+cPUFJ881dpA0B90dKmmVmspJWSzpZUJGmWpKudc0vrrXOepG8oUBQbI+kB59yY5rZNmwaEjnNOO0ortHbnfq3fvV9Few+oaO9BFe09qG0l5dq+r1zVtZ+vb8THmtonJ6h9coIykuOV0S5e6UnxSm8Xp7SkeKUnxSk1MU4piYGfyQmxSk6IU7uEWO/3WCXFxyoxLobiWgSjKNYGOOe0sKhEHy7foY9X7NDCzSVyTkpNjFOfvFT17Zimvnlp6pmbGjggeAeD1KQ41TqnA5U1OlhZowOV1dpVVqn1u/Zr7a79Wr9rv1buKNXanfslSckJsRrZrb1O65ur8wd3UseMJJ9fOYBIFC1ftoIpmtqzBZuKdcvTs1VeWaOvnNxdg/MzNLBzhjbtPaCnp23QxMVbJUl/vnqEJgxizhMAkYU2rXnR1KaFyoJNxfrJm4u1sKhEowvb68SeOSrISlaX9u1UkJWslIRYfbJypyYu3qaPV+zUwaoaZaUk6NcXD9K5gzv5HR9AhIqWNs3Mxkn6uXPuHO/2PZLknPtNvXX+Julj59zz3u0Vkk5zzm1tatu0aUD4qK112r2/UjtLK7Sr7PC/vQeqtHd/pfbsr1TxwSrtO1ilEu/n/npXnrVEUnzMoQJZYlysEuJilBgXo4S4GCXEHv4ZHxuj+LgYxcea4mNiFBdrgWWxprjYGMXFmOK85bExpriYwz9j6n5aYNmhf2ayQ8sU+N27bSbFWuCxMXb4PjMppt7Pw78H1gksk0yB5ZIUE2MyHX6cSVLddhR4XOBn4HEyHVrP6m1P3jqqv64+u6636XrrBa/o2FibxpxiUcTMNLQgMCHhXWf30a6yCk1euVMLNhVr+bZSvbN4m56fuemothkfa+qalayeHVJ1xcgCjemRpcH5GYpn7FYAwFEYWpCpN+4cr28+P09/+mDVZ+5LS4rTl8cW6svjuql7TopPCQEACC9DCzL1+tfG64VZG/Xwx2v04Ier1FCf1ty0RF0+sovOGdhRY3pk8V0NAALyJdU/CVakwNVgza2TL6n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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -681,15 +715,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[25] loss: 0.001\n"
+      "[25] loss: 27.624\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -700,15 +734,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[26] loss: 0.000\n"
+      "[26] loss: 27.595\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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m8Mg/yFp7r7V2trV2dlERK1kA+Mv+tk798Pl1OrV8lL44u2zg/wMAAFLEnz7Yrto9bfr2+UyJAUcjNyOk48blalX9ftdRAIxwlGIAgISwPrFXyyRNNcZUGmPCkq6R9OzhLzDGFJvud8/GmDnqegZzyzCApPJ/X9qg/Qcj+rcrT1AazwEAwAgR86x++uomTSvO1cUzxrmOAyStk8tG6f36/bL2yMUqADB8KMUAAAnpWZ/IWehHrLVRSd+S9JKkdZJ+b61da4y5wxhzR/fLrpa0xhjzvqQ7JV1jeScAIImsrNunR9+t080LKjRjQp7rOAAADJvnV2/X5sYD+vb5U/lQCHAMTi4bpaaDEdXsPuA6CoARLOg6AAAguXx0pxhvBg/XvRLx+SO+d89hv75L0l3DnQsABkM05un/PL1GY3PT9VcXTnUdBwCAYeN1T4lNHZujS2cVu44DJLWTy0dJklbV79ekohy3YQCMWEyKAQAS4nld/+ZOMQAYOR5eskVrtzXrnz8zQ7kZIddxAAAYNi+t3aGNO1v1rfOnMCUGHKOpY3OVHQ5wrxgApyjFAAAJ6ZkUC/AEAYARYVdzu3788kadNbVQnz5hvOs4AAAMG2utfvpqlSoLs/WZEye4jgMkvUCa0Ymlo7Sybr/rKABGMI40AQAJYX0iAIws//bcOnXEPP3rFbP4ux8AMKIsXLdLH25v1jfPm6IAU2LAoDi5fJTWbW9WeyTmOgqAEYpSDACQEK+rE2N9IgCMAG9V7daz72/T18+ZrMrCbNdxAAAYNtZa/fS1KpWOztQVJzMlBgyWk8tGKepZrd3W5DoKgBGKUgwAkBDbPSnGByUBILV1RGP652fWaOKYLH393Mmu4wAAMKze3LRb79fv1zfOnaIQu+OBQXNK2ShJYoUiAGeCrgMAAJJLzOspxWjFACCV/XJRtaobD+jXt5yujFDAdRwAAIbVXa9WaXx+hj5/WonrKEBKGZuXoQn5GVpVv991FAAjFB91AQAkhPWJAJD66ve26aevVumyE4p17vFjXccBAGBYLa3eo3dr9+prZ09SepAPhgCD7ZTy0ZRiAJyhFAMAJIT1iQCQ+r737FoF04z++TMzXEcBAGDY/fTVKhXmpOuaOeWuowAp6eSyUWrYd1CNLR2uowAYgSjFAAAJOTQpRisGAClp4bqdWrh+l/7ywqkan5/pOg4AAMPqvbp9Wly1W7efXcn6YGCInFw+SpKYFgPgBKUYACAhMSbFACBltUdi+v4fP9SUsTm65YxK13EAABh2d71apdFZIV0/d6LrKEDKmjUhX4E0o1X1+1xHATACUYoBABLiHSrFaMUAINX8clG16va26XufnalQgLcKAICRZc3WJr26fpduPbNS2elB13GAlJUZDmhacS6TYgCc4J0uACAhllIMAFJSw7423f16lS47oVhnTi10HQcAgGF316tVys0I6sYFFa6jACnvhJJ8fbit+dAZAwAMF0oxAEBCPK/r35RiAJBa/r/n1snI6J8+PcN1FAAAht3GnS16ce0O3bKgQnkZIddxgJQ3rThX+9oi2tXS4ToKgBGGUgwAkJCe9Yl0YgCQOt7c1KgX1uzQt86fopJRma7jAAAw7O56tUrZ4QB3agLDZNr4PEnSuu3NjpMAGGkoxQAACeFOMQBILZ1RT999dq0qxmTptrM4CAQAjDzVja360wfb9OX5EzU6O+w6DjAiTCvOlSSt39HiOAmAkYZbQwEACfG6130H0ijFACAVPPBWjaobD+iBm09XejDgOg4AAMPuZ69vVjiYptvOnOQ6CjBijMoKa3x+htYzKQZgmDEpBgBIyEeTYo6DAACO2Y6mdt25cJMunD5O500b6zoOAADDrn5vm/6wcquunVOuotx013GAEWX6+DwmxQAMO0oxAEBCeibFDOsTASDp/fvz6xTxrP7lMzNcRwEAwImfv7FZAWN0+9lMiQHDbVpxrqp2taoz6rmOAmAEoRQDACTE85gUA4BUsKR6j559f5vuOGeyysdkuY4DAMCw2950UE8sb9DVs0s1Pj/TdRxgxJk2Pk9Rz2pzY6vrKABGEEoxAEBCetYncqcYACSvaMzTd59Zq5JRmfr6OZNdxwEAwIlfvFGtmLU8CwFHphfnSpLW7+BeMQDDh1IMAJCQnvWJaaxPBICk9ZslW7RhZ4v+5bMzlBkOuI4DAMCwa2zp0KPv1ulzp5SorICJacCFysJshQNpWr+de8UADB9KMQBAQnomxejEACA5NbZ06L9e3qizjyvSxTPGuY4DAIAT971ZrUjM0zfOZUoMcCUYSNPUcTn6cDuTYgCGD6UYACAh1vbcKUYrBgDJ6D9eXK/2aEzf/ewMGf4uBwCMQPsOdOo3S7boMydO0KSiHNdxgBFtWnGe1u9gUgzA8KEUAwAkJOZ1/ZtSDACSz4ot+/TEigbdeuYkTeYQEAAwQt3/Vo3aOmP61vlTXEcBRrzp43PV2NKh3a0drqMAGCEoxQAACelZn5jGEwQAkkrMs/rus2tUnJehb3MICAAYoZoORvTrt2p1ycxiHTcu13UcYMSbVpwnSdrAtBiAYcKRJgAgIaxPBIDk9NiyOq3Z2qx/+vR0ZacHXccBAMCJ37xTq5aOKFNigE9MH99VTq/jXjEAw4RSDACQEK+rE6MUA4Aksr+tU//50gbNm1Sgz5w43nUcAACcONAR1a8W1+j8aWM1qyTfdRwAksbkpKsoN517xQAMG0oxAEBCYl7PpJjjIACAuP3kz5vUfDCi710+U4YPNQAARqhHlm7RvrYIU2KAz0wrztX6HUyKARgelGIAgIR8dKcYh6oAkAw27mzRb5Zs0fVzJx66swEAgJGmPRLTvYtqdOaUQp1aPtp1HACHmT4+Txt3tioa81xHATACUIoBABJiWZ8IAEnDWqsf/OlD5aQH9dcXHec6DgAAzvxuWb12t3YwJQb40PHjctUZ9VS7p811FAAjAKUYACAhhybF6MQAwPf+vG6X3ty0W//rwqkanR12HQcAACc6o55+8cZmzZ44WnMrC1zHAXCESUXZkqSa3QccJwEwElCKAQAS4jEpBgBJoSMa078996Gmjs3R9fMmuo6DJGKMucQYs8EYU2WM+U4/rzvdGBMzxlw9nPkAIFFPr9yqbU3t+ub5U7hbE/ChSYU5kqTqxlbHSQCMBJRiAICE9EyK8V4SAPztgbdqtWVPm/7lszMUCvBjP+JjjAlIulvSpZJmSLrWGDOjj9f9h6SXhjchACQmGvP0s9erNKskT+ceV+Q6DoBe5GeFNCY7zKQYgGHBu2MAQEJi3aNiAVoxAPCtXS3t+unCTbpw+jidNZUDQCRkjqQqa221tbZT0mOSrujldd+W9KSkXcMZDgAS9dzq7ard06ZvnsuUGOBnk4qyVd1IKQZg6FGKAQAScqgU41IxAPCt/3xxgzpjnv7Pp6e7joLkUyKp/rCvG7q/d4gxpkTS5yTdM4y5ACBhnmf1s9c2a8rYHH1qZrHrOAD6UVmYrWomxQAMA0oxAEBCPGtljPiUJQD41Pv1+/X4igZ95cxKVRRmu46D5NPbA94e8fVPJP29tTbW7x9kzO3GmOXGmOWNjY2DlQ8A4vbndTu1YWeLvnneZKXxoT7A1yYV5Wh3a4ea2yOuowBIcZRiAICExDzL6kQA8Clrrb7/x7UqzEnXt86b4joOklODpLLDvi6VtO2I18yW9JgxplbS1ZJ+Zoy58sg/yFp7r7V2trV2dlERazwBDC9rre5+rUrlBVn67IkTXMcBMIDK7g9z1bBCEcAQoxQDACQkZi2fsgQAn3r2/W16r26//u6S45WbEXIdB8lpmaSpxphKY0xY0jWSnj38BdbaSmtthbW2QtITkr5hrX162JMCQD8WV+3W+w1NuuOcyQoGOP4C/G5yUVcpVr271XESAKku6DoAACC5eEyKAYAvtXVG9cPn1+uEknxdfWqp6zhIUtbaqDHmW5JekhSQdL+1dq0x5o7u3+ceMQBJ4a5Xq1Scl6HPn1Yy8IsBOFdWkKU0w6QYgKFHKQYASEjMkwJMigGA79zz+mbtaG7X3defwkQvjom19nlJzx/xvV7LMGvtzcORCQASsbx2r5bW7NU/f2aG0oMB13EAxCE9GFBZQZY276YUAzC0mB8HACTEs1actQKAv9TvbdMvFlXripMn6LSJBa7jAADg1F2vVakgO6xr55QN/GIAvlFZmM2kGIAhRykGAEhIzLNMigGAz/zohfVKM0bfuXSa6ygAADi1ZmuTXt/QqFvPrFRWmAVJQDKZVJijmt0H5HnWdRQAKYxSDACQkK5JMUoxAPCLJdV79Nzq7fr6uZM1Pj/TdRwAAJy6+7Uq5WYEdcP8ia6jAEhQZVG2DkZi2tnS7joKgBRGKQYASIhnLXfVAIBPxDyr7//xQ5WMytTtZ09yHQcAAKeqdrXoxbU7dNP8CuVlhFzHAZCgyYXZkqRqVigCGEKUYgCAhMQ8qwCTYgDgC79bVq9125v1j5dNV0Yo4DoOAABO/ey1zcoIBvSVMytdRwFwFCqLukux3ZRiAIYOpRgAICExT9wpBgA+0Nwe0f97eYPmVBboshOKXccBAMCpuj1teub9bbpubrkKssOu4wA4CsV5GcoMBVTd2Oo6CoAURikGAEhI1/pE1ykAAHe/VqV9bZ36l8/MkGGCFwAwwt2zaLMCxrBOGEhixhhVFmarhkkxAEOIY00AQEJYnwgA7tXvbdMDi2v1+VNLNask33UcAACc2tHUrieWN+jq2aUal5fhOg6AYzCpKJs7xQAMKUoxAEBCYtYqjfWJAODUj15cr0Ca0d9cfLzrKAAAOPfLN6sVs1ZfP2ey6ygAjtGkwmw17GtTRzTmOgqAFEUpBgBIiMekGAA4tWLLPj33wXbdfvYkFefzaXgAwMi290Cnfru0TlecPEFlBVmu4wA4RpOKcuTZrnsCAWAoUIoBABIS86wCTIoBgBPWWv3gTx9qbG66vnYOd6YAAHD/4hq1R2P6xrlTXEcBMAgqC7MlSdXcKwZgiFCKAQAS4lmrNCbFAMCJP36wXavq9+tvP3W8ssJB13EAAHCquT2iB9+p1aWzijVlbI7rOAAGQWVRdynGvWIAhgilGAAgIUyKAYAb7ZGY/uOF9Zo5IU+fP7XUdRwAAJz7zTtb1NIeZUoMSCF5GSGNygqpYR/rEwEMDUoxAEBCYlZKoxQDgGF3/1s12rr/oP7p09P5exgAMOK1dUb1q8U1Ou/4Is0qyXcdB8AgKh2dqYZ9B13HAJCiKMUAAAnxPKsAZ7EAMKwaWzr0s9c268Lp47RgcqHrOAAAOPfou/Xae6BT3zqfKTEg1ZSNzmJSDMCQoRQDACSE9YkAMPz++88b1R6J6R8um+Y6CgAAznVEY/rlomrNm1Sg0yYWuI4DYJD1TIpZa11HAZCCKMUAAAmJWas0QykGAMNl484WPfZunb48b6ImF+W4jgMAgHNPvbdVO5rb9c3zmBIDUlHp6Cx1RD01tna4jgIgBVGKAQAS4jEpBgDD6v97bp1y0oP6ywumuo4CAIBz0Zine97YrJNK83XmFFYKA6modHSmJHGvGIAhQSkGAEhIzFKKAcBweX3DLr2xsVF/ccFUjc4Ou44DAIBzz6/ZoS172vT1c6fIsMECSEmlo7MkUYoBGBqUYgCAhHge6xMBYDhEY57+/fl1mjgmSzfOr3AdBwAA56y1+tlrVZoyNkcXzxjnOg6AIfLRpFib4yQAUhGlGAAgIZ6VGBQDgKH3u+X12rizVf9w6TSFg/zYDgDAaxt2af2OFn39nMlK400JkLKy04MqyA6rfi+TYgAGH++uAQAJiXGnGAAMuZb2iP7r5Y2aU1GgT80sdh0HAADnrLW6+7XNKhmVqctPnuA6DoAhVjo6k0kxAEOCUgwAkBDPsj4RAIbaz1/frD0HOvV/PjOd+1IAAJD0bs1erdiyT187Z5JCAY6zgFRXOjpTW7lTDMAQ4KcIAEBCmBQDgKHVsK9N9y2u0VWnlOjE0lGu4wAA4At3v75ZhTlhfXF2mesoAIZB2egsNew/KM+zrqMASDGUYgCAhMSsZX8/AAyh/3xpg9KM9DefOt51FAAAfGF1Q5MWbWzUrWdOUkYo4DoOgGFQOjpTnVFPu1s7XEcBkGIoxQAACfE8qwCrvABgSKxuaNIzq7bp1jMrNWFUpus4AAD4ws/fqFJuRlBfnlfuOgqAYVI6OkuSVM+9YgAGGaUYACAhMcv6RAAYCtZa/fCFdSrIDutr50x2HQcAAF+o2tWqF9bs0E3zK5SbEXIdB8AwKR3d9QGxBu4VAzDIKMUAAAnxPCmNSTEAGHRvbGzU25v36NvnT1Eeh34AAEiSfvHGZqUH03TLGRWuowAYRiWUYgCGCKUYACAhMc8qwNMDAAZVzLP60QvrVV6QpevnTnQdBwAAX9i6/6D+sHKrrjm9XGNy0l3HATCMssJBFeaE1cD6RACDjGNNAEBCWJ8IAIPvDyu3av2OFv3tp45XOMiP6AAASNIvF1VLkr569iTHSQC4UDI6S/V7mRQDMLh4xw0ASIjnWdYnAsAgao/E9OOXN+ik0nx9+oTxruMAAOALu1s79NiyOn3ulBKVjMp0HQeAA6WjM5kUAzDoKMUAAAlhUgwABtev367V9qZ2fefS6Urj71cAACRJD7xVo46opzvOnew6CgBHSkdnauv+g/I86zoKgBRCKQYASEjXnWIc2gLAYNh3oFN3v1al86eN1fzJY1zHAQDAF5rbI3ronS26dFaxJhfluI4DwJHS0VmKxKx2tXS4jgIghVCKAQASEvOsgpRiADAo7n6tSgc6ovr7S6a5jgIAgG88vGSLWtqj+sa5U1xHAeBQ2eiu1amsUAQwmCjFAAAJiXqW9V4AMAjq97bpoXe26OrTSnV8ca7rOAAA+EJ7JKb7F9fo7OOKNKsk33UcAA6Vjs6SJNVTigEYRJRiAICEeEyKAcCg+PHLG2SM9L8uOs51FAAAfOP3y+u1u7VT3+QuMWDEK+2ZFNt70HESAKmEUgwAEDdrraKeVSCNxwcAHIs1W5v09KptuvXMSo3Pz3QdBwAAX4jEPP3ijWqdNnG05lQWuI4DwLGMUECFOelq2EcpBmDwcKoJAIibZ7v+HTBMigHAsfjRC+s1OiukO/gUPAAAhzy7apu27j+ob543WYb3HADUNS3WsJ/1iQAGD6UYACBuse5WLBjgDSoAHK1FGxu1uGq3vn3+VOVlhFzHAQDAFzzP6udvbNa04lydd/xY13EA+ETJ6ExtZVIMwCCiFAMAxK2nFAtwpxgAHBXPs/rhC+tVVpCp6+eVu44DAIBvvPzhTlXtatU3zpvClBiAQ4rzMrSjuV3WWtdRAKQISjEAQNyinieJ9YkAcLSeXrVV67Y3628/NU3pwYDrOAAA+IK1Vj97vUoVY7L06RPGu44DwEeK8zLUHvHUfDDqOgqAFEEpBgCIW3cnxqQYAByF9khMP355o04oyddnOPADAOCQt6r26IOGJn3tnMm81wDwMePyMyRJO5rbHScBkCooxQAAceuZFONOMQBI3EPv1Grr/oP6h8umKY0DPwAADrn7tSqNy0vXVaeWuI4CwGeK8yjFAAwuSjEAQNx67hRLY30iACSkqS2iu16t0rnHF2nB5ELXcQAA8I2Vdfv0TvUe3XbmJFYLA/iEnlJsZxOlGIDBQSkGAIhbrPti2yATDgCQkJ+/sVktHVH9/SXTXEcBAMBX7nljs/IzQ7p2brnrKAB8aGxeuiQmxQAMHkoxAEDcorGuUow9/wAQv53N7fr12zW64qQJmj4+z3UcAAB8o2pXi15au1M3zZ+onPSg6zgAfCgjFNDorBClGIBBQykGAIhbz/pESjEAiN+dCzcpGrP664uOdx0FAABf+cUb1coIpemmBRWuowDwsXF5GaxPBDBoKMUAAHHrWZ9IKQYA8dmy54B+t6xe184pV/mYLNdxAADwjW37D+rpVVt1zenlGpOT7joOAB8rzs9gUgzAoKEUAwDErWdSLJjG4wMA4vFfr2xUMGD07fOnuI4CAICv/GpxjTwr3XZWpesoAHyuOC9DOynFAAwSTjUBAHH76E4xx0EAIAms296sZ9/fplvOqNTYvAzXcQAA8I19Bzr16Lt1uuKkCSodzSQ1gP6Ny8vQ7tZOdUY911EApACONQEAcfvoTjEeHwAwkP/30gblpgd1x9mTXUcBAMBXHnpni9o6Y/raOTwjAQysOL/rA2a7WpgWA3DsONUEAMSt506xIHeKAUC/ltfu1cL1u3THuZOVnxVyHQcAAN9o64zq12/X6MLpY3V8ca7rOACSQHH31gVWKAIYDJRiAIC4xbyuVQVplGIA0Cdrrf7vixtUlJuuWxZwTwoAAIf73bJ67WuL6OvnMiUGID7jukuxHU0djpMASAVOSjFjTIEx5hVjzKbuf4/u43X3G2N2GWPWDHdGAMAn9dwpxqQYAPTt9Y2Nerd2r/7i/CnKDAdcxwEAwDciMU+/XFStORUFOm1iges4AJJEz/rEHUyKARgEribFviNpobV2qqSF3V/35teSLhmuUACA/vWsTwxQigFArzzP6j9f3KCygkx96fRy13EAAPCVZ1dt07amdqbEACRkdFZI4WAa6xMBDApXpdgVkh7s/vWDkq7s7UXW2kWS9g5TJgDAAGIepRgA9OdPq7frw+3N+uuLjlM4yKZyAAB6eJ7VPW9s1rTiXJ17fJHrOACSiDFG4/LStaOJUgzAsXP1Tn2ctXa7JHX/e6yjHACABEQpxQCgT5GYp/96eYOmFefq8pNKXMcBAMBXFq7fpU27WvX1cyfLGN5PAEhMcV4G6xMBDIrgUP3Bxpg/Syru5bf+aYj+826XdLsklZezqgYAhoLncacYAPTl8eUNqt3TpvtunM2HBwAAOIy1Vj97vUqlozP16RPGu44DIAmNy8vQ6q1NrmMASAFDVopZay/s6/eMMTuNMeOttduNMeMl7RqE/7x7Jd0rSbNnz7bH+ucBAD6pZ1IsjU92AsDHtEdi+p+FG3Vq+ShdMJ0lCAAAHO7dmr1aWbdfP7hipoIB1gsDSFxxXoZe+XCnrLVMmwI4Jq5+EnlW0k3dv75J0jOOcgAAEtBzp1gwwA+gAHC4h96p1c7mDv3dJdN4kw4AwBF+/sZmjckO6wuzy1xHAZCkivMz1BH11HQw4joKgCTnqhT7kaSLjDGbJF3U/bWMMROMMc/3vMgY86ikdyQdb4xpMMbc6iQtAEDSYaUYa8EA4JDm9oh+9vpmnX1ckeZNGuM6DgAAvvLhtma9vqFRXzmzUhmhgOs4AJLUuLwMSeJeMQDHbMjWJ/bHWrtH0gW9fH+bpMsO+/ra4cwFAOhfjPWJAPAJv1xUrf1tEf3dp453HQUAAN+5543NykkP6svzJrqOAiCJFed3l2JN7ZpWnOc4DYBkxiJnAEDcoocmxXh8AIAkNbZ06FeLa/TpE8drVkm+6zgAAPhK3Z42/emDbbp+brnyM0Ou4wBIYsXdk2I7mRQDcIw41QQAxM3rLsUC3CkGAJKkn71epY6op/990XGuowAA4Du/WLRZwbQ0feXMStdRACS5sXnpkqQdTR2OkwBIdpRiAIC49UyKBVifCADa3nRQjyyt0+dPLdGkohzXcQAA8JVdLe16fEWDPn9ayaG7gADgaKUHAyrIDnOnGIBjRikGAIhbzPMkSYE0SjEAuPu1Kllr9e3zp7qOAgCA7zzwVq0iMU+3nz3ZdRQAKWJcXgbrEwEcM0oxAEDcYofuFKMUAzCyNexr0++W1euLs8tUVpDlOg4AAL7S3B7Rw+9s0WWzxquyMNt1HAApojgvXTuaKMUAHBtKMQBA3HrWJ6ZRigEY4X66sErGGH3r/CmuowAA4DuPLKlTS0dUd5zDlBiAwVOcz6QYgGNHKQYAiBuTYgAg1e4+oCfea9B1c8o1Pj/TdRwAAHylPRLTrxbX6KyphTqhNN91HAApZFxehvYc6FRHNOY6CoAkRikGAIhbzHaVYtwpBmAku3PhJgXTjL5xLp9+BwDgSH9YuVW7WzuYEgMw6IrzMiRJu5o7HCcBkMwoxQAAcYvFmBQDMLJV7WrV06u26sb5EzW2+005AADoEvOs7l1UrRNK8rVg8hjXcQCkmLF56ZKkxlZKMQBHj1IMABC3iMekGICR7Sd/3qiMUIBPvwMA0ItXPtyhmt0H9LVzJskY3jMAGFyFOV2l2O4WSjEAR49SDAAQt5jnKZhmeIMLYERav6NZf/pgu25eUKEx3W/IAQBAF2utfv5GtcoLsnTJzGLXcQCkoEOlWGun4yQAkhmlGAAgbtGYZUoMwIj1369sVG56ULefPcl1FAAAfGdpzV69X79fXz17koIBjpsADL6C7LAkaQ/rEwEcA35KAQDELepZhXiDC2AEWrO1SS+t3amvnFmpUVlh13EAAPCdX7yxWWOyw/rCaaWuowBIURmhgHIzgtpNKQbgGHCyCQCIWzTmMSkGYET6r1c2Kj8zpFvPqnQdBQAA31m/o1mvbWjUzQsqlBEKuI4DIIUV5aSzPhHAMaEUAwDELepZBSnFAIww79Xt06vrd+n2sycpLyPkOg4AAL5z7xvVygwFdMP8ia6jAEhxhTnpamRSDMAxoBQDAMQt5lkFA5RiAEaW/35lo0ZnhXTTggrXUQAA8J2t+w/q2fe36Zo5ZawYBjDkCnPD3CkG4JhQigEA4haJWQXTeHQAGDmW1e7Vm5t2645zJisnPeg6DgAAvvOrN2tkJd121iTXUQCMAGOyWZ8I4NhwsgkAiFvM85gUAzCi/PjlDSrMSdeN8ytcRwEAwHf2t3XqsWV1uvykCSoZlek6DoARoDAnXU0HI+qMeq6jAEhSlGIAgLhFPKsAd4oBGCHertqtJdV79Y1zJyszHHAdBwAA33l4yRa1dcb0tXOYEgMwPApzu9a07jnACkUAR4dSDAAQt1jMKsT6RAAjgLVWP35lo4rzMnTd3HLXcQAA8J32SEwPvFWrc48v0rTiPNdxAIwQhTnpkqQ9rFAEcJQ42QQAxC3qeUyKARgR3tjYqBVb9umb509RRogpMQAAjvTEigbtOdCpr5092XUUACNIYU7XpFhjK5NiAI4OpRgAIG5Rz3KnGICUZ63Vf/95k0pGZepLs8tcxwEAwHdintUv36zWSWWjNG9Sges4AEaQnkmx3S2UYgCODqUYACBuMc8qyKQYgBT3xsZGvV+/X988b4rCQX5cBgDgSC+u2aEte9p0x9mTZAzvDwAMn0OlGOsTARwl3uUDAOIWiXkKcqcYgBRmrdX/LNykCfkZuvq0UtdxAADwHWut7nljsyoLs3XxzGLXcQCMMNnpQWWGAtrD+kQAR4mTTQBA3GKsTwSQ4hZX7dbKuv36OlNiAAD06p3Ne7R6a5O+etYk7hsG4ERhbli7KcUAHCXe6QMA4haJWd74AkhZ1lr9z583qTgvQ1+czZQYAAC9uWdRtQpz0nXVqSWuowAYocZkp7M+EcBRoxQDAMQt5lmFAjw6AKSmdzbv0fIt+/T1cycrPRhwHQcAAN/5cFuzFm1s1C1nVCgjxLMSgBuFOelMigE4apxsAgDiFol5TIoBSFk/WbhJ4/LS9aXTy1xHAQDAl36xaLOywwF9ee5E11EAjGBFuWEmxQAcNUoxAEDcYp5VkFIMQAp6Z/MevVuzV3ecM5lPvgMA0Iv6vW360wfbde2ccuVnhVzHATCCFeaka++BDsU86zoKgCREKQYAiFvMswqyPhFACrpz4SYV5abr2jnlrqMAAOBLv1pcIyPp1rMqXUcBMMIV5qTLs9K+NqbFACSOk00AQNwinsekGICU827NXr1TvUdfO3sSU2IAAPRi34FO/W5Zva44uUTj8zNdxwEwwo3JCUsS94oBOCqUYgCAuMVirE8EkHruXLhJhTnpup77UQAA6NVD72zRwUhMXztnkusoAKDCnHRJ0h7uFQNwFCjFAABxi3hWwQClGIDUsWLLXi2u2q2vnT1JmWGmxAAAONLBzpgefKdWF0wbq+PG5bqOAwCHSjEmxQAcDUoxAEDcYp5VMI1HB4DU8ZM/b9KY7LCun8ddYgAA9OaJ9xq090Cnbj+bKTEA/lDUXYo1tlCKAUgcJ5sAgLhFY54CrE8EkCLeq9unNzft1lfPnqSscNB1HAAAfCfmWd33ZrVOKhulOZUFruMAgCQpLzOoUMBoN+sTARwFSjEAQNyiHneKAUgddy7cpNFZId0wj7vEAADozctrd2jLnjZ97exJMob3AQD8wRijMdnp2sP6RABHgVIMABC3qGcVDPDoAJD83q/fr9c3NOq2syYpO50pMQAAjmSt1S8WVau8IEufmlnsOg4AfExhbpg7xQAcFU42AQBxi8Y8JsUApIQ7F27SqKyQblpQ4ToKAAC+tHzLPq2q36/bzqpkhToA3ynMSWd9IoCjQikGAIiL51l5VgoGeEMMILmtbmjSwvW7dNuZlcphSgwAgF7du6hao7NC+sJpZa6jAMAndJViTIoBSBylGAAgLlHPShKTYgCS3p2vblJeRlA3MiUGAECvNje26s/rduqG+RXKDAdcxwGATyjMSdee1k5Za11HAZBkKMUAAHGJdZdigTQeHQCS19ptTXrlw5269cxJyssIuY4DAIAv3fdmtcKBNN04f6LrKADQq8KcsDpjnprbo66jAEgynGwCAOIS9TxJUoj1iQCS2F2vVik3I6ibz6hwHQUAAF9qbOnQk+9t1edPK1VhTrrrOADQq56/n1ihCCBRlGIAgLhEYz2TYpRiAJJT1a4Wvbh2h25eUKH8TKbEAADozUPv1CoS83TbmZWuowBAnw6VYi2UYgASQykGAIjLoTvFAjw6ACSnn72+WRnBgG45g0M+AAB609YZ1W+WbNFF08dpUlGO6zgA0KfC3LAkac+BTsdJACQbTjYBAHHpWZ8YZFIMQBKq39umZ1Zt03Vzy1WQHXYdBwAAX3p8eYP2t0X0tXMmuY4CAP0ak836RABHh1IMABCXnvWJlGIAktEvFm1WmpG+ehaHfAAA9CYa83Tf4mqdWj5Kp00scB0HAPpVkB2WMdLuVibFACSGUgwAEJeP1idSigFILrua2/X75Q26+rRSFednuI4DAIAvvbh2h+r3HtTtZ092HQUABhRIM8rPDGl/G6UYgMRQigEA4hKN9axP5NEBILnct7hG0ZinO87hkA8AgN5Ya/XLRdWqLMzWRTPGuY4DAHEpyAprL3eKAUgQJ5sAgLhEutcnhpgUA5BE9rd16uElW/TZkyZo4phs13EAAPClpTV79X5Dk249s1IB1qUDSBKjskLa3xZxHQNAkqEUAwDEJeoxKQYg+fz67Vq1dcb0jXOnuI4CAIBv3buoWmOyw7r6tFLXUQAgbqOzwtrH+kQACeJkEwAQl55JMe4UA5AsWjuieuCtWl00Y5yOL851HQcAAF/atLNFr67fpRvnVygjFHAdBwDiNjo7rH2sTwSQIEoxAEBcIt13ioUDPDoAJIffLt2ipoMRffM8psQAAOjLL9+sVkYoTTfMn+g6CgAkZHRWSPtYnwggQZxsAgDiEj00KcajA4D/tUdi+uWbNTpzSqFOLhvlOg4AAL60q7ldT6/cpi+cVqaC7LDrOACQkFFZYR2MxNQeibmOAiCJcLIJAIhLpOdOMdYnAkgCj69oUGNLh75x3mTXUQAA8K1fv12riOfptrMqXUcBgIT1lPncKwYgEZRiAIC49EyKhdJ4dADwt0jM0z2vb9Yp5aM0f9IY13EAAPCl1o6oHl6yRZfMLNbEMdmu4wBAwkZnhSRJ+w6wQhFA/DjZBADEJRpjUgxAcnh21TZt3X9Q3zpviozh7ywAAHrzu2X1am6P6vazJ7mOAgBHZVQWk2IAEkcpBgCIS8TrnhSjFAPgY55n9bPXqzStOFfnTxvrOg4AAL4UjXm6f3GN5lQU6JTy0a7jAMBRYX0igKNBKQYAiMuhSTHWJwLwsZfW7tDmxgP6JlNiAAD06bnV27V1/0F9lSkxAElsVM/6xDbWJwKIHyebAIC4RLpLsVCQRwcAf7LW6u7Xq1QxJkuXnTDedRwAAHzJWqtfvlmtSUXZuoCpagBJbFRm96TYASbFAMSPk00AQFwise71iWlMXgDwpzc2NmrN1mZ9/dzJCvB3FQAAvVpas1drtjbrtjMnKY3nJYAkFg6mKTc9yPpEAAmhFAMAxOXQ+sQAjw4A/vSz1zZrfH6GPndKqesoAAD41n1vVqsgO6yrTi1xHQUAjtmo7JD2sz4RQAI42QQAxCXqdU2KBQN8mhSA/yyr3at3a/fq9rMnKcyaVwAAerW5sVV/XrdLX543URmhgOs4AHDMRmeFtZf1iQASwIkBACAuH61P5NEBwH/ueX2zCrLDuub0ctdRAADwrV8trlE4mKYb5090HQUABsXorLD2sz4RQAI42QQAxOWj9YlMigHwl407W7Rw/S7dNL9CmWE+9Q4AQG/2tHboyRUNuuqUEhXmpLuOAwCDYnRWSPtYnwggAZRiAIC4RHpKMS7jBuAz9y6qVmYowKfeAQDoxyNL69QR9XTbWZWuowDAoBmVFdY+1icCSAClGAAgLhHPKhQwMoZSDIB/bG86qGdWbdWXTi/T6Oyw6zgAAPhSeySmh96p1XnHF2nK2FzXcQBg0BRkh9XSET30QV4AGAilGAAgLtGYpyD3iQHwmfsX18iz0q1n8ql3AAD68syqrdrd2qmvnjXJdRQAGFSjs0KSpP2sUAQQJ043AQBxicQs94kB8JWmgxH9dmmdPn3CeJUVZLmOAwCAL1lrdd+bNZo+Pk/zJ49xHQcABtWorK5tEfvaWKEIID6UYgCAuEQ9T6EAjw0A/vHI0i060BnT187hU+8AAPTljY2N2rSrVV89q5JV6ABSTkH3CnXuFQMQL043AQBxicasgmm8iQbgD+2RmB54q1ZnTS3UzAn5ruMAAOBb971Zo3F56frMiRNcRwGAQTeqe33iPtYnAogTpRgAIC6RmGVSDIBvPL1yqxpbOnTHOZNdRwEAwLc+3NasxVW7dfOCSoWD/CwPIPWMZn0igATxExEAIC6RmKcQd4oB8IGYZ3XvomrNKsnTAu5GAQCgT/ctrlZWOKDr5pS7jgIAQ4JSDECiKMUAAHGJep6CTIoB8IFXPtyp6t0H9LWzJ3M3CgAAfdjZ3K4/vr9NX5xdpvzu9WIAkGoywwFlhNK0n/WJAOLE6SYAIC4R7hQD4APWWt3zxmaVF2Tp0lnFruMAAOBbD75dq5hn9ZUzKl1HAYAhNTorrL0HmBQDEB9KMQBAXKIxjzvFADi3rHafVtXv11fPqmR6FQCAPrR1RvXI0jp9amaxysdkuY4DAENqVFZY+1mfCCBOnCQAAOIS9ayC3CkGwLF73tisguywrj6tzHUUAAB86/HlDWo6GNFtZ01yHQUAhlxBdkj7WJ8IIE6UYgCAuERinkJpPDYAuLNhR4teXb9LN82vUGY44DoOAAC+FPOsfrW4RqeWj9JpE0e7jgMAQ25UVlj7WJ8IIE6cbgIA4hKJWYWCTIoBcOfeRdXKDAV04/yJrqMAAOBbr3y4U3V725gSAzBijM4KaR/rEwHEiVIMABCXaMxTkEkxAI5sbzqoZ1Zt1ZdOL9Po7LDrOAAA+NZ9b1arrCBTn5pZ7DoKAAyLgqywmg5GFPOs6ygAkgCnmwCAuERiViHuFAPgyP2La2Ql3XpmpesoAAD41sq6fVq+ZZ++ckalAmn87A5gZBiVFZZnpeaD3CsGYGCUYgCAuEQ9JsUAuNHUFtFvl9bpMyeOV1lBlus4AAD41n1v1igvI6gvzi5zHQUAhs3o7JAksUIRQFw43QQAxCUaswoyKQbAgYeXbtGBzphuP5u7UQAA6Ev93ja9sGa7rps7UdnpQddxAGDYjM7qWq++r41JMQADoxQDAMQl4nkKBXhsABheHdGYfv12rc6aWqiZE/JdxwEAwLceeKtWacbopgUTXUcBgGF1qBQ7wKQYgIFxugkAiEskahXkXgIAw+yP729XY0sHU2IAAPSjuT2i3y2r02dPmqDx+Zmu4wDAsPpoUoxSDMDAKMUAAHGJep5CQR4bAIaPtVb3vVmt48fl6swpha7jAADgW79fVq8DnTHdemal6yiAbxhjLjHGbDDGVBljvtPL7+cbY/5ojHnfGLPWGHOLi5w4dj13iu1nfSKAOHC6CQCISyRmFWJSDMAweqtqj9bvaNGtZ1XKGP7+AQCgN9GYpwfeqtXcygLNKmHVMCBJxpiApLslXSpphqRrjTEzjnjZNyV9aK09SdK5kn5sjAkPa1AMipz0oIJpRnuZFAMQB0oxAEBcIjHuFAMwvO5bXK3CnHRdcfIE11EAAPCtlz/cqa37D+orTIkBh5sjqcpaW22t7ZT0mKQrjniNlZRruj59lSNpr6To8MbEYDDGaFRWWPspxQDEgdNNAEBcIjHWJwIYPpt2tuj1DY26cf5EpQcDruMAAOBbv1pco/KCLF04fZzrKICflEiqP+zrhu7vHe4uSdMlbZO0WtJfWmu94YmHwVaQHdK+A6xPBDAwTjcBAAOy1natT2RSDMAwuf+tGqUH03T93HLXUQAA8K1V9fu1Yss+3XJGhQKsOgcO19v/IOwRX39K0ipJEySdLOkuY0xer3+YMbcbY5YbY5Y3NjYOZk4MklFZYdYnAogLp5sAgAFFva73DuEAb7QBDL09rR168r2tuurUUo3JSXcdBwAA3/rV4hrlpgf1hdllrqMAftMg6fD/YZSqayLscLdIesp2qZJUI2lab3+YtfZea+1sa+3soqKiIQmMYzM6K8T6RABxoRQDAAwoEuvaIMGkGIDh8PCSOnVGPd16ZoXrKAAA+Na2/Qf1/OrtumZOmXLSg67jAH6zTNJUY0ylMSYs6RpJzx7xmjpJF0iSMWacpOMlVQ9rSgya/MyQmg6yPhHAwPipCQAwoEi0a1KMUgzAUGuPxPSbJbU67/giTRmb6zoOAAC+9eA7tbLW6qYFFa6jAL5jrY0aY74l6SVJAUn3W2vXGmPu6P79eyT9QNKvjTGr1bVu8e+ttbudhcYxyc8Mqflg1HUMAEmAUgwAMKDOnkmxIKUYgKH17Kpt2t3aqdvOmuQ6CgAAvnWgI6pHl9bp0lnjVTo6y3UcwJestc9Lev6I791z2K+3Sbp4uHNhaORnhnQwElNn1FOYswsA/eBvCADAgHrWJ3KnGIChZK3VfYurNa04Vwsmj3EdBwAA33ryvQY1t0f1FVYNA4AkKS8zJElqbmeFIoD+UYoBAAbEnWIAhsObm3Zr485W3XbWJBlDCQ8AQG88z+qBt2p1UtkonVo+2nUcAPCF/O5SjHvFAAyE000AwIAoxQAMh/sW16goN12fPWm86ygAAPjWaxt2qWb3Ad16ZiUfIgGAbnkZlGIA4sPpJgBgQJ1RK0kKsT4RwBDZsKNFizY26qb5E5UeDLiOAwCAb/1qcY3G52fo0lnFrqMAgG8cWp9IKQZgAJRiAIABMSkGYKjdv7hGGaE0XTd3ousoAAD41ofbmvX25j26aUEFP5sDwGHyM4OSmBQDMDB+ggIADIhSDMBQamzp0B9WbdXnTy1VQXbYdRwAAHzr/rdqlBkK6NrTy11HAQBfOTQp1h51nASA33G6CQAYUCelGIAh9PCSLeqMevrKmZWuowAA4Fu7Wtr17Kpt+sLsUuVnhVzHAQBf6blTjPWJAAbC6SYAYEDRWNedYuEgd4oBGFztkZgeXrJFF0wbq8lFOa7jAADgWw8vqVNnzNMtZ/AhEgA4UkYooPRgGusTAQyIUgwAMCDWJwIYKk+v3Ko9Bzp161kc8AEA0Jf2SEyPdH+IpLIw23UcAPCl/MwQk2IABsTpJgBgQJRiAIaCtVb3La7RzAl5mj9pjOs4AAD41jOruj9EwqphAOhTXmaISTEAA+J0EwAwoM7u9YmUYgAG05ubdqtqV6tuPbNSxrCeFQCA3lhr9avFNZpWnKv5k/kQCQD0JT8zpOZ2SjEA/eN0EwAwoEi0a1IsTCkGYBD9+u1aFeak69MnjncdBQAA31pctVsbd/IhEgAYSF5GkEkxAAPidBMAMKBD6xODvAkHMDhqdh/Qq+t36fq55UoPBlzHAQDAt361uEaFOem6/OQJrqMAgK913SkWdR0DgM9RigEABsSdYgAG20Pv1CoUMLp+brnrKAAA+FbVrla9vqFRN8ybyIdIAGAA3CkGIB6cbgIABsSdYgAGU2tHVI8vb9CnTxivsXkZruMAAOBbD7xVo3AwTdfP40MkADCQnjvFPM+6jgLAxzjdBAAM6KNJMdYn9sUYc4kxZoMxpsoY851+Xne6MSZmjLl6OPMBfvLkiga1dkR18xmVrqMAAOBb+9s69eR7Dbry5AkqzEl3HQcAfC8/MyRrpdZOVigC6BulGABgQJEo6xP7Y4wJSLpb0qWSZki61hgzo4/X/Yekl4Y3IeAfnmf14Nu1OrlslE4uG+U6DgAAvvXYsnq1RzzdwodIACAueRkhSVJTGysUAfSN000AwIB6JsWCaUyK9WGOpCprbbW1tlPSY5Ku6OV135b0pKRdwxkO8JNFmxpVvfuAbjmjwnUUAAB8Kxrz9NDbtZo3qUDTx+e5jgMASSEvs6sUa26nFAPQN0oxAMCAIp5VOJAmYyjF+lAiqf6wrxu6v3eIMaZE0uck3TOMuQDf+fXbtSrKTdels8a7jgIAgG+9/OFObWtqZ0oMABKQlxmUJDUdpBQD0DdKMQDAgCJRj/vE+tfbfzlH3uz7E0l/b62N9fsHGXO7MWa5MWZ5Y2PjYOUDfKG6sVWvb2jUl+dOVDjIj6EAAPTlgbdqVFaQqQunj3MdBQCSRn7PpNhB7hQD0DdOIwAAA4rEPIU4wO5Pg6Syw74ulbTtiNfMlvSYMaZW0tWSfmaMufLIP8hae6+1dra1dnZRUdEQxQXceOidLQoFjK6bW+46CgAAvrVma5OW1e7TTfMrFGB9OQDEredOsWYmxQD0I+g6AADA/zpjVqEApVg/lkmaaoyplLRV0jWSrjv8BdbaQ7tvjDG/lvQna+3Tw5gRcKqlPaLHl9frsydOUFFuuus4AAD41v1v1SgrHNAXZpcN/GIAwCH5WV2lGOsTAfSHUgwAMKBIzFOYUqxP1tqoMeZbkl6SFJB0v7V2rTHmju7f5x4xjHhPrGjQgc6YblpQ4ToKAAC+1djSoT+9v13XzCk7tAYMABCfnHBQxkjN7ZRiAPpGKQYAGFAkxp1iA7HWPi/p+SO+12sZZq29eTgyAX7heVYPvl2rU8tH6aSyUa7jAADgW79dWqfOmMeHSADgKKSlGeVlhJgUA9AvPvYPABhQVynGIwPA0XljY6Nq97Tp5jMqB34xAAAjVGfU08NLt+jc44s0uSjHdRwASEr5mSHuFAPQL044AQAD6oxypxiAo/fA27Ual5euS2cVu44CAIBvPbd6mxpbOnQzU2IAcNTyMoNMigHoFyecAIABsT4RwNGq2tWqRRsb9eW5EynXAQDog7VWD7xVq0lF2Tp7apHrOACQtPIzQ2puj7qOAcDHOJkAAAyI9YkAjtZD79QqHEjTtXPLXUcBAMC33qvbpw8amnTLggqlpfFhNAA4WtwpBmAgnHACAAZEKQbgaDS3R/TEigZ99qQJKsxJdx0HAADfuv+tWuVmBHXVqaWuowBAUsvPpBQD0D9OOAEAA+qMWYWCPDIAJObx5Q1q64xxNwoAAP3Ytv+gXlyzQ9ecXqbs9KDrOACQ1PIyQ2qmFAPQD044AQADikQ9hVjjAiABMc/qwbdrNXviaJ1Qmu86DgAAvvXwki2y1urG+RWuowBA0svPDKkj6qk9EnMdBYBPUYoBAAYUiXkKMykGIAGLNjaqbm+bbmJKDACAPrVHYnr03TpdNGOcygqyXMcBgKSXl9E1cdvczrQYgN5xwgkAGFAnpRiABP1myRYV5abrklnFrqMAAOBbT6/cqn1tEd28oNJ1FABICXmZIUlihSKAPnHCCQAYUCTqKRzgkQEgPvV72/Tahl269vQyhfi7AwCAXllr9cBbtZpWnKt5kwpcxwGAlJDfXYo1HYw6TgLArzilAAAMqDPmKcSkGIA4PbK0TmnG6Nq55a6jAADgW+9s3qMNO1v0lTMqZQz39wLAYGBSDMBAOOEEAAyog0kxAHFqj8T0++X1unD6WI3Pz3QdBwAA37r/rVoVZId1+ckTXEcBgJTx0aQYpRiA3nHCCQAYUCTmKZ1JMQBxeGHNdu090Kkb5lW4jgIAgG9t2XNAC9fv1HVzypURCriOAwApIy+je1KsnVIMQO844QQADKgz6nEvEIC4/OadLZpUmK0Fk8e4jgIAgG899M4WBYzRDfMnuo4CACklLzMoSWpqoxQD0DtOOAEA/YrGPHlWCjMpBmAAa7Y26b26/bp+3kSlpXE3CgAAvWntiOr3y+p12QnjNS4vw3UcAEgp6cGAMkJpTIoB6BMnnACAfkViVhKlGICBPbJ0izJCabr61FLXUQAA8K0nVzSopSOqW86ocB0FAFJSfmaIO8UA9IkTTgBAvzqjniSxPhFAv5oORvT0ym264qQS5WeFXMcBAMCXPM/qwXdqdVLZKJ1SPtp1HABISZRiAPrDCScAoF+dsa5SjEkxAP156r0GHYzEuBsFAIB+LK7arerGA7p5Ac9LABgqeRkhNR+Muo4BwKc44QQA9OtQKRbgfiAAvbPW6jdLtujkslGaVZLvOg4AAL714Nu1KswJ67ITxruOAgApi0kxAP2hFAMA9KtnfSKTYgD68s7mPapuPKAb5vGpdwAA+lK3p02vbtila+eUKz0YcB0HAFJWXmZIze2UYgB6xwknAKBfkUOTYrxxB9C73yzZolFZIX36RD71DgBAX36zpFZpxuj6uXyIBACGEpNiAPpDKQYA6FfPpFiI9YkAerGjqV0vf7hTX5pdpowQ5TkAAL1p64zqd8vqdcnMYhXnZ7iOAwApLS8jqNaOqDzPuo4CwIcoxQAA/epgfSKAfjy2rE6etbpubrnrKAAA+NYzq7apuT2qmxZUuI4CACkvLzMka6WW9qjrKAB8iBNOAEC/Dq1PpBQDcIRIzNOj79bpnOOKNHFMtus4AAD4krVWD75dq+nj83R6xWjXcQAg5eVlhiSJFYoAesUJJwCgXz3rE8MBHhkAPu7PH+7UzuYO3TCPu1EAAOjL0pq9Wr+jRTcvmChjWEkOAEMtv7sUa26nFAPwSZxwAgD6xaQYgL78ZskWlYzK1LnHj3UdBQAA33rw7VrlZ4Z0+UklrqMAwIiQmx6UxPpEAL3jhBMA0K9O7hQD0IuqXS16e/MeXT+vXIE0PvUOAEBvtu0/qJc/3KlrTi9TZjjgOg4AjAi5GV2TYq0dlGIAPokTTgBAvzq7J8VCrE8EcJiHl9QpHEjTF2eXuY4CAIBvPbJ0i6y1+jKrhgFg2ORk9EyKsT4RwCdxwgkA6Bd3igE4UltnVE+uaNClJxSrMCfddRwAAHypPRLTo+/W64Lp41RWkOU6DgCMGDnd6xOZFAPQG044AQD96pkUS2d9IoBuf/pgu1o6orp+Lp96BwCgL899sF17D3TqpvkVrqMAwIiSm8GdYgD6xgknAKBfPZNirE8E0OPRd+s0ZWyOTq8Y7ToKAAC+ZK3Vg+/UasrYHJ0xZYzrOAAwoqQH0xQKGEoxAL3ihBMA0K9I96RYmEkxAJLWbW/Wyrr9unZOuYwxruMAAOBLK+v364OGJt00fyLPSwAYZsYY5WaE1NrBnWIAPokTTgBAvw7dKUYpBkDSY+/WKRxM01WnlLiOAgCAbz34dq1y04O66tRS11EAYETKSQ+qlUkxAL3ghBMA0K/OmJUkBdP4hCsw0h3sjOmplVt12axijc4Ou44DAIAv7Wpp1/Ort+vzp5UqOz3oOg4AjEg56UHWJwLoFaUYAKBfnVFP4WAaa18A6LnV29XSHtW1c8pdRwEAwLceXVqvSMzqxvkTXUcBgBErNyOolg5KMQCfRCkGAOhXZ9RTOMDjAoD06Lt1mlSUrTmVBa6jAADgS51RT48s3aJzjivSpKIc13EAYMTKzWBSDEDvOOUEAPQrEvO4TwyANuxo0Yot+3TdnHImRwEA6MOLa3doV0uHblrAlBgAuJSbEVJrR8R1DAA+xCknAKBfTIoBkLqmxMKBNF11aqnrKAAA+NZDb9dq4pgsnXvcWNdRAGBEy0kPqpVJMQC94JQTANCvzpinUJCpEGAka4/E9NR7DbpkVrEKssOu4wAA4EtrtjZp+ZZ9umHeRKWl8fMzALiU070+0VrrOgoAn6EUAwD0qzPGpBgw0j2/erua26O6dk656ygAAPjWg2/XKjMU0Bdml7mOAgAjXm5GUFHPqiPquY4CwGc45QQA9Ksz6ikcDLiOAcChR9+tU2VhtuZNKnAdBQAAX9p3oFPPvr9Nnzu1RPmZIddxAGDEy00PSpKa27lXDMDHUYoBAPoViXkKB1j/AoxUG3e2aFntPl07p0zG8HcBAAC9eWJFgzqinm6YN9F1FACApNyMrg8ocK8YgCNRigEA+tU1KcbjAhipHn23TqGA0edPLXUdBQAAX/I8q4eXbtHpFaM1fXye6zgAAEk53ZNirR2UYgA+jlNOAEC/KMWAkas9EtNT723Vp2YWa0xOuus4AAD40qJNjdqyp003zK9wHQUA0C0no6sUa2FSDMAROOUEAPQrEvMUCvC4AEaiF9ZsV9PBiK6bU+46CgAAvvWbd7aoMCddl8wsdh0FANAtl1IMQB845QQA9Ksj6ilMKQaMSI8urVfFmCzNmzTGdRQAAHypfm+bXt2wS9fOKWO7AgD4SG56951irE8EcAR+YgMA9Ksz6ik9FHAdA8Awq9rVondr9+qaOeVKSzOu4wAA4EuPLK2TkXQtU9UA4CsfTYpFHCcB4DeUYgCAfjEpBoxMj75br1DA6OrTSl1HAQDAl9ojMf1+eb0umjFOE0Zluo4DADhMdnpXKdbK+kQAR+CUEwDQr86YxyoYYIRpj8T05HsNunhGsQpz0l3HAQDAl55fvV17D3TqhnkVrqMAAI4QDqYpPZimFtYnAjgCp5wAgH51RGJKpxQDRpSX1u7Q/rYIq6AAAOjHb5Zs0aSibJ0xhbs3AcCPcjNCamFSDMAROOUEAPSrM+ZRigEjzGPv1qu8IEsLJnPIBwBAb9ZsbdLKuv368tyJMoa7NwHAj3IzgmplUgzAETjlBAD0yVqrjiilGDCS1O1p0zvVe/TF2aVKS+OQDwCA3vzmnS3KDAX0ee7eBADfys0IqqU94joGAJ/hlBMA0KeoZ2WtuFMMGEGeWFEvY8QhHwAAfWhqi+iZ97fqylMmKD8z5DoOAKAPOelBtbI+EcAROOUEAPSpM+pJohQDRoqYZ/X4igadPbVI4/MzXccBAMCXHl9Rr/aIpy/Pm+g6CgCgHznprE8E8EmccgIA+tTRXYqlBwOOkwAYDourdmt7U7u+OLvMdRQAAHzJ86weXrJFp00crZkT8l3HAQD0IzcjpBYmxQAcgVIMANAnJsWAkeX3y+s1KiukC2eMdR0FAABfWly1W7V72nTjfKbEAMDvuFMMQG845QQA9KkjGpMkhQM8LoBUt+9Ap15Zu1NXnlzCdCgAAH146J0tGpMd1iWzil1HAQAMIDeja32itdZ1FAA+wiknAKBPPZNi6SEeF0Cqe2bVVnXGPFYnAgDQh4Z9bXp1/U5dM6eMD5AAQBLISQ/Ks1JbZ8x1FAA+wiknAKBPPXeKMSkGpL7fL2/QCSX5mjEhz3UUAAB86bdL6yRJ181ldSIAJIOcjKAkqbWDe8UAfIRTTgBAnzoOTYrxSVggla3Z2qQPtzfri7NLXUcBAMCXOqIx/W5ZvS6YPk4lozJdxwEAxCE3IyRJ3CsG4GMoxQAAfepkUgwYER5fXq9wME2Xn1TiOgoAAL70wuod2nOgUzfMY0oMAJJFbnrXpFhLO5NiAD7CKScAoE8d0a692+EgjwsgVbVHYnp61TZdMrNY+Vkh13EAAPCl3yzZosrCbJ05pdB1FABAnHIzKMUAfBKnnACAPvVMiqVTigEp65UPd6rpYERfnF3mOgoAnzDGXGKM2WCMqTLGfKeX37/CGPOBMWaVMWa5MeZMFzmB4bJ2W5NWbNmn6+eWKy3NuI4DAIgTd4oB6E3QdQAAgH91UIoBKe/3y+tVMipTCyaPcR0FgA8YYwKS7pZ0kaQGScuMMc9aaz887GULJT1rrbXGmBMl/V7StOFPCwyPh5dsUUYoTV84jQ+QAEAyyelen9jKpBiAw3DKCQDo00eTYgHHSQAMhYZ9bVpctVtXn1bKJ98B9JgjqcpaW22t7ZT0mKQrDn+BtbbVWmu7v8yWZAWkqOb2iJ5euU1XnFTCmmEASDK5GV1/bze3RxwnAeAnlGIAgD51xrpKMe4UA1LTkyu2SpK+MLvUcRIAPlIiqf6wrxu6v/cxxpjPGWPWS3pO0leGKRsw7J5euVUHIzF9ed5E11EAAAk6NCnG+kQAh+GUEwDQp45ITBKlGJCKPM/q8RX1OmNyoUpHZ7mOA8A/ehsb/cQkmLX2D9baaZKulPSDXv8gY27vvnNseWNj4+CmBIaBtVYPL9miE0vzdUJpvus4AIAEBdKMssMB1icC+BhOOQEAfeqZFONOMSD1LKneo4Z9B5kSA3CkBkmHX5xUKmlbXy+21i6SNNkYU9jL791rrZ1trZ1dVFQ0+EmBIbZ8yz5t3Nmq6+eWu44CADhKORlBtVCKATgMp5wAgD51RFifCKSq3y+vV15GUJ+aWew6CgB/WSZpqjGm0hgTlnSNpGcPf4ExZooxxnT/+lRJYUl7hj0pMMQeWbJFuRlBffakCa6jAACOUk56kPWJAD4m6DoAAMC/OmOe0owUTOttkxKAZNV0MKIX1uzQF2eXKSMUcB0HgI9Ya6PGmG9JeklSQNL91tq1xpg7un//Hkmfl3SjMSYi6aCkL1lrP7FiEUhmew906vnVO3Td3HJlhTk6AYBklZsRUnN7xHUMAD7CT3YAgD51RD2Fg2nq/jA4gBTxx/e3qSPq6YuzywZ+MYARx1r7vKTnj/jePYf9+j8k/cdw5wKG0xMr6tUZ83QdqxMBIKnlZjApBuDj2IcFAOhTZ9RTOMCjAkg1jy+v17TiXM0qyXMdBQAA3/E8q0eW1mlORYGOG5frOg4A4BjkZgTVyp1iAA7DSScAoE8dUU/prFYDUsrGnS16v6FJX5xdxhQoAAC9eGvzbm3Z06br5zElBgDJLic9qBZKMQCHoRQDAPSpIxpjUgxIMU++16BgmtHlJ09wHQUAAF96ZEmdCrLDumRWsesoAIBjlJMeYn0igI/hpBMA0KfOqKf0II8KIFXEPKunV27VuccXqTAn3XUcAAB8Z2dzu15Zt1NfmF2q9CAbEwAg2fXcKeZ51nUUAD7BSScAoE8dUU9hSjEgZbxVtVs7mzt01amlrqMAAOBLv1tWr5hndd0cVicCQCrIzQhKklo7mRYD0IWTTgBAn5gUA1LLU+81KC8jqAumj3UdBQAA34nGPD36bp3OmlqoiWOyXccBAAyCQ6UY94oB6MZJJwCgT12lGGtjgFTQ2hHVi2t36LMnTeB/1wAA9OK1DY3a3tSu6+dOdB0FADBIctJDkqQWSjEA3SjFAAB96ojGWJ8IpIjnV29Xe8RjdSIAAH14ZOkWjctL14VMVANAysjpmRTriDhOAsAvOOkEAPSpM8adYkCqeOq9BlUWZuvU8lGuowAA4Dv1e9v0xsZGXXN6uYIBfv4FgFTRsz6RSTEAPfhJDwDQp44Id4oBqaBhX5uWVO/VVaeUyBjjOg4AAL7z6Lt1MpKumVPmOgoAYBDlplOKAfg4TjoBAH1iUgxIDX94b6sk6XOnljhOAgCA/3RGPf1+eb0umD5O4/MzXccBAAyi3IyuO8VaOyjFAHThpBMA0CcmxYDkZ63VUyu3at6kApWOznIdBwAA33lp7Q7tbu3U9XPLXUcBAAyynEPrE7lTDEAXTjoBAH1iUgxIfivr96tm9wFddWqp6ygAAPjSI0u3qKwgU2dPLXIdBQAwyLJCARkjtbI+EUA3TjoBAH3qiMSUHgy4jgHgGDy5okEZoTRddsJ411EAAPCdql2tWlK9V9fNmai0NO7dBIBUk5ZmlB0OqrUj5joKAJ+gFAMA9KkjyvpEIJl1RGP64/vbdMnMYuV0XzANAAA+8tuldQoFjL4wm4lqAEhV2ekBHeBOMQDdOOkEAPQqGvMU9SyTYkASe3XdLjW3R1mdCABALw52xvTEinpdMmu8CnPSXccBAAyR7PSgWjspxQB0oRQDAPSqM+ZJkjJCPCqAZPXkew0al5euM6YUuo4CAIDv/OmDbWpuj+r6ueWuowAAhlB2OKg2JsUAdOOkEwDQq45IVynG+kQgOe1u7dDrGxp15SklCnBHCgAAn/Dou3WaXJStuZUFrqMAAIZQ1/pE7hQD0IWTTgBArzqi3aVYiPWJQDJ6dtU2RT2rz7M6EQCAT1i/o1nv1e3XtXPKZQwfHgGAVJaTHlQrk2IAulGKAQB61R7p+hQVk2JAcnpqZYNOKMnXceNyXUcBAMB3Hnu3XuFAGvduAsAIkJ0eVBt3igHoxkknAKBXhybFgkyKAclmw44WrdnarKtOLXEdBQAA32mPxPTUew26ZFaxCrLDruMAAIZYVjioVtYnAuhGKQYA6FVHlEkxIFk99V6DgmlGl580wXUUAAB85/nV29XcHtW1c8pdRwEADIOc9IAOsD4RQDdOOgEAvfroTjEeFUAyiXlWf1i5VeceP1ZjctJdxwEAwHcefbdOlYXZmjepwHUUAMAwyE4P6mAkpphnXUcB4ANOTjqNMQXGmFeMMZu6/z26l9eUGWNeM8asM8asNcb8pYusADBSdUS6SrGMEOsTgWTy9ubd2tXSwepEAAB6sWlni5bV7tM1p5fJGOM6DgBgGGSHg5LEvWIAJLmbFPuOpIXW2qmSFnZ/faSopP9trZ0uaZ6kbxpjZgxjRgAY0VifCCSnZ1ZtU256UOdPG+s6CgAAvvPou/UKBYw+f1qp6ygAgGGSnd5Vih3gXjEAcleKXSHpwe5fPyjpyiNfYK3dbq19r/vXLZLWSeIjzwAwTA6tTwwyKQYki/ZITC+u2aFLZhUz5QkAwBHaIzE9tbJBF88sViErhgFgxMhO73pv1Mq9YgDkrhQbZ63dLnWVX5L6/SizMaZC0imSlg59NACAxKQYkIwWrtul1o6orjyFzxEBAHCkl9bu0P62iK6bU+46CgBgGLE+EcDhgkP1Bxtj/iypuJff+qcE/5wcSU9K+itrbXM/r7td0u2SVF7OD7gAcKzau+8USw9RigHJ4plVWzU2N13zJo1xHQUAAN/57dI6lRdkaT7PSQAYUXrWJzIpBkAawlLMWnthX79njNlpjBlvrd1ujBkvaVcfrwupqxB7xFr71AD/efdKuleSZs+ebY8+OQBAkjoiPZNirGADkkFTW0Svb2jUDfMnKpBmXMcBAMBXNje2amnNXv3dJccrjeckAIwoOdwpBuAwrj7+/6ykm7p/fZOkZ458gTHGSPqVpHXW2v8axmwAAB1+pxiTYkAyeGHNdnXGPF15MqsTAQA40u+W1SuYZnT1aaWuowAAhlnPnWKsTwQguSvFfiTpImPMJkkXdX8tY8wEY8zz3a85Q9INks43xqzq/ucyN3EBYOShFAOSy9OrtmpSYbZmleS5jgIAgK90RGN6YkWDLpoxTmNzM1zHAQAMM9YnAjjckK1P7I+1do+kC3r5/jZJl3X/erEkdhoAgCMd0ZiCaUbBAKUY4Hfbmw5qac1e/dUFx6lr2B4AAPR4ee1O7T3QqWvmcP84AIxE2YfWJ1KKAXA3KQYA8LmOiMeUGJAk/vj+NlkrXXHyBNdRAADwnUffrVPJqEydNaXQdRQAgANZoa71ia3cKQZAlGIAgD50RD2ld//gCMDfnl65TSeVjVJFYbbrKAAA+Ert7gN6e/MeXTunTGlpTFMDwEiUlmaUFQ6ojUkxAKIUAwD0oT0SY1IMSAKbdrbow+3NupIpMQAAPuGxZfUKpBl9YXaZ6ygAAIey04M60EkpBoBSDADQh44o6xOBZPDMqm1KM9JnTqQUAwDgcJ1RT0+sqNf508ZqXF6G6zgAAIdy0oOsTwQgiVIMANCHjmhM6UHWJwJ+Zq3VM+9v1RlTClWUm+46DgAAvvLndTu1u7VT180pdx0FAOAY6xMB9KAUAwD0qutOMR4TgJ+9V7df9XsP6sqTS1xHAQDAdx59t04T8jN09nFFrqMAABzLTg+qlVIMgCjFAAB96Ih4ymBSDPC1Z1ZtVXowTRfPHOc6CgAAvlK/t01vbtqtL51erkCacR0HAOBYDneKAehGKQYA6FVHNMakGOBjkZin5z7YrgtnjFNuRsh1HAAAfOWxZXVKM9IXTy91HQUA4APZ6UEd4E4xAKIUAwD0oSPqKT3IYwLwq8VVu7XnQCerEwEAOEI05un3yxt07vFjNT4/03UcAIAPZIcDOsD6RACiFAMA9KGrFGN9IuBXz67apvzMkM7hnhQAAD7mtQ2Namzp0DWnl7mOAgDwia5JMUoxAJRiAIA+tEdiTIoBPtXWGdVLa3foshPGK8z/TgEA+JjfLatXYU66zps21nUUAIBPZKcHdaAzJs+zrqMAcIxTFABArzqiHneKAT71yoc71dYZ0xUnT3AdBQAAX9nV3K7XNuzS508rUSjAz7IAgC7Z4a5NOAcj3CsGjHT8hAgA6FVHJMb6RMCnnl21TRPyMzSnosB1FAAAfOWJ9xoU86y+NJvViQCAj2SnByWJFYoAKMUAAL1jUgzwp30HOvXGxkZ99qQJSkszruMAAOAb1lo9vrxBcyoKNKkox3UcAICP5HSXYq2UYsCIx2knAOATrLVdpRiTYoDvvLh2h6Ke1WdPYnUiAACHe7dmr2p2H9AXT2dKDADwcVnd6xMPdLA+ERjpKMUAAP8/e/8dHvd9nvn+9zODGcwAIACCYO9NohrVKMuW5CbFtuy4xk6ctqkbJznpOXs2PidnUzZ7nd1kk/w2J+tdx5sT/3yyTpw4brIjy1Zky7YsWRZVSIlN7CRI9I7p5XP+mBkIbCJEYOaD+X7fr+viRaKEupM4weh7z/M8l8iXypKk1hZ+TABLzVf2n9fW3nbdtK7TdxQAAJaUf9h7Vh2tLXrXLWt8RwEALDG1SbFUnkkxIOx42gkAuESuSCkGLEXD0zk9dXxU7969VmasTgQAoGYqW9DDL/brvbetU1u8xXccAMASw00xADU87QQAXCJbqKwTaI2xPhFYSh55qV9lJ717N6sTAQCY66EXzitbKOvDe1idCAC4VDs3xQBUUYoBAC6RKzApBixFX97fr52rOnT9mmW+owAAsKT8496z2rVmmXZv6PIdBQCwBLW3Vt70m85zUwwIO552AgAukStWJ8UoxYAlY3Aqq2dOjTElBgDARQ6en9L+vkn9yJ6NrBcGAFwW6xMB1PC0EwBwiWx1UizB+kRgyXj4xX45J/3g7rW+owAAsKT8496zikcj+sDt631HAQAsUe1x1icCqKAUAwBcojYpRikGLB1f2d+vXWuWaceqDt9RAABYMrKFkr7w/Dm9/abVWt4e9x0HALBERSOmRCzCpBgASjEAwKVmJ8VYnwgsCecnMnr29LjecyurEwEAmOvrBwc1mSnow3dt9B0FALDEdbS2KMVNMSD0eNoJALhEtsCkGLCU/PP+fknSu1mdCADABf7xmbNa353Uvdt7fUcBACxx7a0tTIoBoBQDAFyKm2LA0vKV/ed1y/oubV7R7jsKAABLxtmxtJ44NqIf3rNBkYj5jgMAWOLa4pRiACjFAACX8cqkGD8mAN/OjKa1r2+SKTEAAC7y2b1nZSb98B5WJwIArq6jNapUjvWJQNjxtBMAcIlskfWJwFLxlRfPS5J+kFIMAIBZpbLTZ5/t0xt3rtT67qTvOACAJtDe2qJUnkkxIOwoxQAAl5hdn9hCKQb49pV9/bp9U7c2LG/zHQUAgCXjO0eH1T+Z1YeZEgMAzFN7a4tmWJ8IhB6lGADgErX1ia2sTwS8OjE8o4P9U3r37nW+owAAsKT8wzNntbwtph+4cZXvKACAJtEej3JTDAClGADgUrlaKdbCjwnAp6/s75eZ9IO3sDoRAICa0Zmc/uXQoH7ojg1qZbMBAGCe2ltblOamGBB6PO0EAFwiWyyrtSUiM/MdBQi1r+w/r7s292hNV8J3FAAAlowvPH9OhZLTh+9idSIAYP46qjfFnHO+owDwiFIMAHCJbKGkRIx33QI+vTw4rZcHZ/TuW5kSAwCgxjmnf3jmrG7b2K3rVi/zHQcA0ETa4i0qOylTYFoMCDNKMQDAJXKFshLcEwO8+sq+84qY9M6bKcUAAKjZ1zepo0Mz+pE9TIkBAF6bjtbKm39TrFAEQo0nngCAS2SLTIoBPjnn9JX9/Xr9thVauazVdxwAAJaMz+49q0QswiQ1AOA1a29tkSSlckXPSQD4RCkGALhEtlBSgqPlgDcH+6d0YiSlH9zNAz8AAGqyhZIe2ndeD960Rp2JmO84AIAm0xavlGIzlGJAqFGKAQAukWV9IuDVV/b3KxoxVicCADDH1w8Oajpb1IfuZHUiAOC162BSDIAoxQAAl5EtlNTK+kTAC+ecHn6xX/dsX6Ge9rjvOAAALBmf3XtW67uTumf7Ct9RAABNqL16Uyyd56YYEGaUYgCAS2SLZW6KAZ4c6p/W6dG03nULU2IAANT0T2b0xLERffCO9YpEzHccAEATqk2KsT4RCDdKMQDAJXKFkhIt/IgAfPjqS/2KmPT2G1f7jgIAwJLx+efOyTnpg3du8B0FANCk2lifCECUYgCAy2B9IuDPV18a0N1bV2hFR6vvKAAALAnOOf3Ts3163dYebV7R7jsOAKBJdcSrpRjrE4FQoxQDAFwiWygzKQZ4cHRwWseGZvTOW9b4jgIAwJLx7OlxnRxJ6YeZEgMALEBb9aYYk2JAuPHEEwBwiWyxxE0xwIOvvjQgSXrHTZRiAADUfHZvn9riUe5tAgAWJBaNKN4SoRQDQo5SDABwiWyhpESMHxFAo331pQHt2bxcqzsTvqMAALAkpPNF/fOL/XrXLWvVXr0FAwDAtepobdEMpRgQajzxBABcwDmnXLHMpBjQYKdGUjrUP6UHb2ZKDACAmkdeGtBMrqgPsToRALAI2lujSnNTDAg1SjEAwAXypbKcE6UY0GC11YmUYgAAvOKze/u0qadNd2/t8R0FABAA7XEmxYCwoxQDAFwgWyhLklpb+BEBNNIjL/Xr1g1d2rC8zXcUAACWhLNjaT11YlQfunODzMx3HABAALS3tnBTDAg5nngCAC6QK1TWCDApBjRO33ha+/om9eDNa31HAQBgyfjcc30yk37ojvW+owAAAqK9tUUp1icCoUYpBgC4QG1SjFIMaJxHqqsT38nqRAAAJEnlstPnnuvTPdtXMEUNAFg0Ha1RJsWAkKMUAwBcIFusTYrxIwJolEdeGtANazu1pbfddxQAAJaEp0+O6exYRj9850bfUQAAAdIWZ30iEHY88QQAXCBbW5/YwqQY0AiDU1ntPT3OlBgAAHN89tmzWtbaonfcxM9HAMDiaYtHlWZ9IhBqlGIAgAvU1ie2MikGNMTXDrA6EQCAuWZyRX31xQG9+9a1SsZ5oxYAYPG0xVuUoRQDQo0nngCAC8xOinFTDGiIr744oB2rOrRz9TLfUQAAWBIe3t+vTKGkD7E6EQCwyNriUeVLZRVKZd9RAHhCKQYAuADrE4HGGZ3J6emTo0yJAQAwxz8926dtK9t1x6Zu31EAAAHTVp1AZoUiEF6UYgCAC2SLlXdLJVifCNTd1w8OquykBynFAACQJJ0aSen7p8b0oTs3yMx8xwEABExbvEWSWKEIhBhPPAEAF8ixPhFomIdf7NfmFW26cW2n7ygAACwJn3uuTxGTfuj2Db6jAAACqL218qwjlS96TgLAF0oxAMAFapNirUyKAXU1mS7oqeOjevDmNbwTHgAASeWy0+efO6f7dq7Umq6E7zgAgABKVt8AzKQYEF488QQAXIBJMaAxHj00qGLZ6V03r/UdBQCAJeHpk2M6N5HRB+9Y7zsKACCgausTUzkmxYCwohQDAFwgWyvFWijFgHr66ov9Wt+d1O4NXb6jAACwJHz+uT51tLbo7TdyaxMAUB9t1fWJ6QKTYkBYUYoBAC6QKZQUjZhiUda5AfUynS3oO0dH9I6bWJ0IAIBUWWP18Iv9eufNa5SM8+YsAEB9tFV/xqRzlGJAWFGKAQAukC2UlYxFeVAP1NHjR4aVL5X14M28Ex4AAEn6+sEBpfIl/dAdG3xHAQAEWHt1fWI6z/pEIKwoxQAAF8gUSkrE+PEA1NPXDw5qRXtcd25e7jsKAABLwueeO6f13UndvbXHdxQAQIDVppEzrE8EQounngCAC2TzJSVirKwB6iVfLOvxw0P6gRtWKxphIhMAgKGprJ44OqwP3L5eEX42AgDqqDYplmJ9IhBalGIAgAtkiyUlKcWAuvneiVFN54p6+02rfUcBAGBJ+NIL51V20gfuWO87CgAg4BKxiMykDOsTgdCiFAMAXCDDpBhQV18/OKC2eFT37uj1HQUAgCXhc8/16baN3dq+ssN3FABAwJmZ2mJRpfJMigFhRSkGALhApsCkGFAv5bLTowcH9ebrVlI+AwAg6eD5KR0emNYHmRIDADRIMt6iNKUYEFqUYgCAC2QLZSXiPKwH6mH/uUkNTuX0thtZnQgAgCR9/rk+xaKmd+9e5zsKACAk2uJRpVmfCIQWpRgA4ALZQkmJFn48APXw9QMDikZM9+9a5TsKAADeFUtlffGF87p/1yotb4/7jgMACIlKKcakGBBWPPUEAFwgUygpyaQYUBePHhzU3Vt71N3Ggz8AAL5zbEQjMzn90B0bfEcBAIQIk2JAuFGKAQAukOWmGFAXJ4ZndHRoRm9ndSIAAJKkzz93Tt1tMb31eiaoAQCN097KTTEgzCjFAAAXyORLSlCKAYvu0YODkqS33bTGcxIAAPybyhb09QMDeu+t6xRndTcAoIGSsagylGJAaPHKEwBwgWyxTCkG1MHXDw7q5vWdWt+d9B0FAADvvvpiv3LFMqsTAQAN197aohTrE4HQohQDAMwqlZ3yxTLrE4FFNjSd1XNnxvW2G5gSAwBAkj733DltW9muWzd0+Y4CAAiZZJxJMSDMKMUAALOyhcqLwkSMHw/AYnrs0JCck95+E/fEAAA4O5bW90+O6YN3bJCZ+Y4DAAiZ9nhUqRylGBBWPPUEAMyqlWLJOJNiwGJ69OCgNvYktWvNMt9RAADw7gvPn5Mkve+2dZ6TAADCKBlvUaZQUrnsfEcB4AGlGABgVmZ2UoxSDFgsM7minjg2orffuIZ3wwMAQs85p88/16fXb+vRhuVtvuMAAEKovfpG4NozEADhQikGAJiVpRQDFt23Xx5WvljW229kdSIAAM+fndCp0bR+6I4NvqMAAEKqrVqKpbkrBoQSpRgAYFa2UJYkJSnFgEXz9QMDWt4W052bl/uOAgCAd59/rk+JWETvvHmN7ygAgJBKxlskSRlKMSCUKMUAALNqqwMoxYDFUSiV9Y3DQ3rghtVqifKyCwAQbrliSV/e16933LRGyxIx33EAACFVW5+Yyhc9JwHgA09nAACzau+SSsT48QAshu+fHNNUtsjqRAAAJD1+ZFiTmYI+cPt631EAACGWZH0iEGo89QQAzOKmGLC4vn5gQIlYRG/cudJ3FAAAvPvi8+fU2xHXfTt6fUcBAIRYe2tlfWKaSTEglCjFAACzZtcnxinFgIVyzunrBwf1pp0r+b8pAEDoTWULeuzwkN69ex0rhQEAXtVORjApBoQTr0QBALOYFAMWz0vnptQ/mdXbb1rjOwoAAN498uKA8sWy3nfbOt9RAAAhx6QYEG6UYgCAWdlCWdIr75oCcO0ePTSoiEn371rlOwoAAN598YVz2rKiTbdt7PYdBQAQcm3cFANCjVIMADBrdn0ipRiwYN84PKg7Ny9XT3vcdxQAALwamMzqqROjet9t62VmvuMAAEJuthTLUYoBYUQpBgCYVVuf2NrCjwdgIQYms3rp3JTu37XadxQAALz78r7zck56/+3rfUcBAEBt8dr6REoxIIx46gkAmJUplNTaElEkwjt4gYX4xuEhSdIDN7A6EQCAL75wTrdu6NLW3nbfUQAAUDRiam2JKF3gphgQRpRiAIBZ2XxJyTirE4GF+sbhQW3sSWrnqg7fUQAA8Oro4LQOnJ/S+25jSgwAsHS0xaOsTwRCilIMADArWygr0UIpBixEtlDSE8dG9MCu1dxNAQCE3hdfOKeISe++da3vKAAAzGqLt7A+EQgpSjEAwKxMgUkxYKGePD6ibKGs+3exOhEAEG7OOX3phfO6d0evVi1L+I4DAMCstnhU6TzrE4EwohQDAMzKFEpKxCjFgIV47NCQ2uNR3b2tx3cUAAC8evb0uPrGM/rA7axOBAAsLZVSjEkxIIwoxQAAs7KFkhIxfjQA18o5p28cHtIbd65UK6tIAQAh98UXzikRi+jtN63xHQUAgAtU1icyKQaEEU8+AQCzsoWSkkyKAdfsYP+U+iezeuAGVicCAMKtUCrrn/f36203rlFHa4vvOAAAXIBJMSC8KMUAALMylGLAgjx2aEhm0luupxQDAITbt18e1ni6oPffts53FAAALtHW2qIMpRgQSpRiAIBZ2UKZm2LAAjx2eEi3bujWymWtvqMAAODVF184r+VtMb3pupW+owAAcIm2WFQp1icCoUQpBgCYlcmXKMWAazQ8ndO+sxP6AVYnAgBCbiZX1KMHB/SDu9cqFuWxAwBg6WlrZX0iEFa8OgUAzMoWSkrE+NEAXItvHh6SJN2/a7XnJAAA+PW1lwaULZT1/tvW+44CAMBl1W6KOed8RwHQYDz5BADMyhRKaoszKQZci8cOD2pdV0I3rF3mOwoAAF598YVz2rA8qTs3L/cdBQCAy2qLt6hUdsqXyr6jAGgwSjEAgCTJOadMoaQk6xOB1yxXLOk7R0d0/w2rZGa+4wAA4M3QdFbfPTai99+2np+JAIAlq/aG4HSOFYpA2FCKAQAkSbliWc5JyXiL7yhA0/neiTGl8yU9wOpEAEDIfWVfv8pOev/t63xHAQDgimZLsQKlGBA2lGIAAElSpnpgNslNMeA1+8ahQSVjUb1h+wrfUQAA8OpLL5zTTes6tWMV64QBAEtXW/UNwelc0XMSAI3Gk08AgKRX3h3VxqQY8Jo45/TY4SHdu6NXCdaPAgBC7ORISvv6JvX+29b7jgIAwKuanRTLMykGhA2lGABA0iuTYok4D/WB1+LlwRn1jWf0wA2rfEcBAMCrL+87LzPpPbeyOhEAsLTNTopRigGhQykGAJA0d30ipRjwWjx2eFCSdP8uSjEAQHg55/TQvvN63ZYerelK+I4DAMCremVSjPWJQNhQigEAJEmZ2fWJlGLAa/GNQ0O6ZX2XVnfyABAAEF6HB6Z1bGiGKTEAQFNob2V9IhBWlGIAAEmvlGLcRALmbyyV13NnxlmdCAAIvS/vO69oxPTOm9f4jgIAwFUlZ9cnMikGhA2lGABAkpSpvhBkUgyYv8ePDKnsWJ0IAAg355y+vP+87t3RqxUdrb7jAABwVe1xJsWAsKIUAwBIemVSjJtiwPw9fmRYvR1x3byuy3cUAAC8eeHshM6OZfSe3Wt9RwEAYF6SlGJAaFGKAQAkvfJCMMmkGDAvpbLTt48O603XrVQkYr7jAADgzZf39SsejegdrE4EADSJeDSiloixPhEIIUoxAIAkKUMptiBm9qCZHTGzY2b20ct8/X1mtt/MXjCzvWZ2n4+cWDz7+iY0kS7oLdezOhEAEF6lstNX9p/XW65fqc5EzHccAADmxcyUjEeZFANCqMV3AADA0jBbirE+8TUzs6ikj0l6m6Q+Sc+Y2UPOuYNzvu0xSQ8555yZ7Zb0j5J2NT4tFsvjR4YVMelNO3t9RwEAwJtnTo1paDqn99y6zncUAABek7Z4VOkcpRgQNkyKAQAkVW6KxaKmWJQfDdfgdZKOOedOOOfykj4j6X1zv8E5N+Occ9UP2yU5oal968iQbtvYre62uO8oAAB489C+80rGonrgBianAQDNpT3eonSBUgwIG558AgAkVUqxBFNi12q9pLNzPu6rfu4CZvYBMzss6Z8l/dzl/iIz+0h1veLe4eHhuoTFwo3O5LT/3CSrEwEAoVYolfXVF/v1thtXqy3OIhoAQHNJxqNK57gpBoQNpRgAQFJlfSKrE6+ZXeZzl0yCOee+4JzbJen9kv7ocn+Rc+4Tzrk9zrk9K1euXNyUWDTfPjos56S3XM//jgAA4fXdYyMaTxdYnQgAaErt8RZuigEhRCkGAJBUmRRri1OKXaM+SRvnfLxB0vkrfbNz7tuStpsZx6ia1ONHhtXbEdfN67p8RwEAwJsv7+vXskSL3nQdL2kAAM0nGY8qnWdSDAgbSjEAgCQpnWd94gI8I2mnmW01s7ikH5X00NxvMLMdZmbVP98hKS5ptOFJsWClstO3Xx7Wm3auVCRyuSFBAACCL1so6esHBvTgTWvU2sJrSABA82lvjTIpBoQQS78BAJIqDzaYFLs2zrmimf2qpK9Jikr6G+fcATP7perXPy7pg5J+yswKkjKSPuycu2TFIpa+/X0TGk8X9GZWJwIAQuzxI8OazhVZnQgAaFrJGOsTgTCiFAMASKpMiiUpxa6Zc+5hSQ9f9LmPz/nzH0v640bnwuJ7/MiwIia9aSelGAAgvL68/7xWtMd1z/YVvqMAAHBNKpNirE8Ewob1iQAASVImX1KS9YnAVT3+8rBu3dit5e1x31EAAPAilSvqsUODetcta9US5bECAKA5VW6KMSkGhA2vXgEAkqRMoaRknAFi4NWMzuS0v29Cb7lule8oAAB48y+HBpUtlFmdCABoau3xFuWKZZXKXDYAwoRSDAAgqTYpxo8F4NV85+iInJPewj0xAECIfXnfea3tSmjP5uW+owAAcM1qd9VZoQiEC08/AQCSKpNibUyKAa/q8SNDWtEe1y3ru3xHAQDAi8l0Qd96eVjv3r1WkYj5jgMAwDVLzpZirFAEwoRSDAAgqTIpluCmGHBF5bLTt4+O6E3XreQhIAAgtL52YECFkmN1IgCg6bVX3xhMKQaEC6UYAEDFUln5UllJSjHgivafm9RYKs/qRABAqD2077w2r2hjahoA0PRqk2KpHOsTgTChFAMAKFOovCuqtk8bwKUePzIkM+mNOynFAADhNDKT05PHR/Tu3WtlxtQ0AKC51Z6BZAtMigFhQikGAJgtxRKUYsAVPX5kWLdu6FZPe9x3FAAAvHjkpQGVnfTu3axOBAA0vzZuigGhRCkGAFCm+gKwjfWJwGWNpfLa1zfB6kQAQKg9/GK/tvW2a9eaZb6jAACwYLW76pRiQLhQigEAZifFkkyKAZf1naPDck56y/WrfEcBAMCLkZmcvndiVD/I6kQAQEC0xVsksT4RCBtKMQDA7KQYpRhweY8fGVZPe1y713f5jgIAgBe11YnvumWt7ygAACyKJJNiQChRigEAXinFWJ8IXKJcdvr2y8N6085eRSK8Mx4AEE6sTgQABE3tjcEZJsWAUKEUAwC8sj6RUgy4xMH+KY2m8noz98QAACHF6kQAQBDVnoFk8kXPSQA0EqUYAGB2VUAb6xOBS3z76LAk6b4dlGIAgHBidSIAIIjiLRG1RIxJMSBkKMUAALMvABNMigGX+M7LI7phbadWLmv1HQUAAC9YnQgACKpkPMpNMSBkKMUAALM3xZgUAy6Uzhf17OlxvWlnr+8oAAB4wepEAECQJWNRZZkUA0KFUgwA8MpNMUox4AJPnxxTvlTWfZRiAICQYnUiACDI2pgUA0KHUgwAMPsCMNFCKQbM9Z2XR9TaEtFdW3p8RwEAwAtWJwIAgiwRoxQDwoZSDACgdK6oZCyqSISVOMBcTxwb1uu29nBvDwAQSqxOBAAEXVuc9YlA2FCKAQCULpS4JwZcZGAyq5cHZ/RGVicCAELqawdYnQgACLYk6xOB0KEUAwAoky+prZVSDJjrO0eHJUlv3LnScxIAAPz45/2sTgQABFsy1qIMpRgQKpRiAACl80W1xVp8xwCWlCeOjai3o5UHgQCAUGJ1IgAgDJLxqDKsTwRChVIMAKB0vqQk6xOBWeWy0xNHR/TGnb08CAQAhBKrEwEAYdAWizIpBoQMpRgAQOk8N8WAuQ72T2k0leeeGAAgtFidCAAIg8pNsaLvGAAaiFIMAEApBlzkiWMjkqT7dlCKAQDCh9WJAICwSMajyhbKvmMAaCBKMQCAMvmi2uLcFANqvnN0WLvWLNOqzoTvKAAANByrEwEAYdEWiypfKqtYohgDwoJSDADApBgwRyZf0jMnx1mdCAAILVYnAgDConZfPV3grhgQFpRiAABl8qXZF4JA2H3/1JjypbLu27nSdxQAABqO1YkAgDCpPQvJ5inFgLCgFAOAkHPOKZUvMikGVH3n5WHFWyJ63ZYe31EAAGg4VicCAMIkGatOilGKAaFBKQYAIZcrllV24qYYUPWdoyN63ZYepicBAKH0yEsD2srqRABASNTeIJxhfSIQGpRiABBymeq7oZgUA6ShqayODE7rPu6JAQBCaCKd11PHR/XgzWtYnQgACIUEk2JA6FCKAUDI1Y7JUooBlSkxSXojpRgAIIT+5dCQimWnB29a4zsKAAANUduak2VSDAgNSjEACLl0rihJSrI+EdB3jg6rtyOuG9Z0+o4CAEDDPfLSgNZ1JbR7Q5fvKAAANAQ3xYDwoRQDgJCrvfBrizEphnArl52eODaqe3f0KhJhZRQAIFxmckV9++iw3sHqRABAiNRuSafzRc9JADQKpRgAhFyam2KAJOnwwLRGZnJ6486VvqMAANBwjx8ZUr5YZnUiACBUas9CWJ8IhAelGACEXKZQeTdUWyvrExFu3zk6LEm6bwf3xAAA4fPISwPq7Yhrz5Ye31EAAGgY1icC4UMpBgAhx6QYUPHk8VHtWNWhNV0J31EAAGiobKGkbx4e0ttuXKMoK4QBACFSW5+YYVIMCA1KMQAIuXSu8sIvyU0xhFi+WNb3T47p3u0rfEcBAKDhnjg6olS+pAdvZnUiACBcWlsiMpMyTIoBoUEpBgAhVzsmy6QYwmxf34QyhZLesJ3ViQCA8HnkwICWJVr0hm28OQQAEC5mprZYlFIMCBFKMQAIuXShtj6Rm2IIr+8eG5GZeBgIAAidQqmsfzk0qLfdsFrxFh4RAADCJxmPzj4bARB8vOIFgJDL5EsykxIxfiQgvJ48Pqqb13Wpqy3mOwoAAA319IkxTaQLegerEwEAIZWMR5VlUgwIDZ6AAkDIpfMltcWiMuOoOsIpky/p+TPjuod7YgCAEHrkQL+SsajetHOl7ygAAHiRjEWVphQDQoNSDABCLp0vKsnqRITYM6fGVCg53bODe2IAgHApl52+dmBQb7l+pZLclwUAhFQy3sL6RCBEKMUAIOTS+ZLaeAiCEHvy+KhiUdNdW5b7jgIAQEM9d2Zcw9M5PcjqRABAiCVjEdYnAiFCKQYAIUcphrB76viIbt+4XG1MTAIAQuaRlwYUj0Z0/65VvqMAAOBNW7xF6ULRdwwADUIpBgAhl6EUQ4hNZgp68dyk3sA9MQBAyDjn9MiBAd27Y4WWJWK+4wAA4E0yHlWGSTEgNCjFACDk0vkiEzIIradPjKrspHsoxQAAIXPg/JT6xjOsTgQAhF4yRikGhAmlGACEXDpf4rA6QuvJ46NKxCK6fRP3xAAA4fLISwOKmPS2GynFAADh1haPKlOgFAPCglIMAEKOm2IIsyePj+iuLT2Kt/CSCAAQLo8cGNDdW1eopz3uOwoAAF4lY1GlmRQDQoMnQAAQcpVSjPWJCJ/h6ZxeHpzRPdt7fUcBAKChjg1N69jQDKsTAQSamT1oZkfM7JiZffQK3/MWM3vBzA6Y2bcanRFLQzIeVa5YVqnsfEcB0AA8BQWAkMvki0yKIZSePD4iSbp3B/fEAADh8shLA5Kkd9xEKQYgmMwsKuljkt4mqU/SM2b2kHPu4Jzv6Zb03yQ96Jw7Y2arvISFd8lY5ZlItlBSeyuPy4GgY1IMAELMOad0gfWJCKenjo+qM9Gim9Z1+Y4CAEBDPXJgQLdt7NaaroTvKABQL6+TdMw5d8I5l5f0GUnvu+h7flzS551zZyTJOTfU4IxYImrPRFihCIQDpRgAhFi2UJZzlVUBQNg8eXxUr9+2QtGI+Y4CAEDDnJ/I6KVzU0yJAQi69ZLOzvm4r/q5ua6TtNzMHjezZ83spxqWDktKYs6kGIDgoxQDgBBL54uSpLYYpRjC5exYWmfG0rpnO6sTAQDh8i+HBiVJb7txteckAFBXl3vn28UHo1ok3SnpByW9Q9K/M7PrLvuXmX3EzPaa2d7h4eHFTQrvanfWmRQDwoFSDABCrPaCr/YCEAiLp46PSpLu2dHrOQkAAI316MFBbett145VHb6jAEA99UnaOOfjDZLOX+Z7HnHOpZxzI5K+LenWy/1lzrlPOOf2OOf2rFy5si6B4U9tfWKGSTEgFCjFACDEaqUYh2QRNt89PqLejlbt5IEgACBEJjMFPXV8lCkxAGHwjKSdZrbVzOKSflTSQxd9z5ckvdHMWsysTdLdkg41OCeWgNr6xNo2HQDBxlNQAAixVG19YivrExEezjk9eXxU92xfITPuiQEAwuPxI0Mqlh2lGIDAc84VzexXJX1NUlTS3zjnDpjZL1W//nHn3CEze0TSfkllSX/tnHvJX2r4UpsU46YYEA6UYgAQYulcdVKM9YkIkePDMxqeznFPDAAQOo8eHFRvR1y3b1ruOwoA1J1z7mFJD1/0uY9f9PF/lvSfG5kLS08yXpsUoxQDwoD1iQAQYrOTYnEmxRAe3z1WuSd2L/fEAAAhki+W9a0jw3pg12pFI0xKAwBQk4xRigFhQikGACFW25fNTTGEyZPHR7RheVIbe9p8RwEAoGG+d2JU07kiqxMBALhIkvWJQKhQigFAiKVm1ycyKYZwKJednj45pjdsY3UiACBcHj04qGQsqvt2MikNAMBcbaxPBEKFUgwAQqw2KdbGpBhC4uWhaU2kC7qbUgwAECLOOT16cFBv3NmrRIw3QwEAMFeipfKzMUMpBoQCpRgAhFhtUizJwxGExNMnxiRJd2/t8ZwEAIDGefHcpAamsqxOBADgMiIRUyIWUYb1iUAoUIoBQIil80UlY1GOrSM0nj45qvXd3BMDAITLowcHFTHpgRsoxQAAuJxkLMqkGBASlGIAEGKpfEntrUyJIRycc/r+yTGmxAAAofPowUHt2dKjnva47ygAACxJbfEWbooBIUEpBgAhls4V1RbnnhjC4fjwjEZm8rp7G6UYACA8zoymdXhgWm9ndSIAAFeUjEeVZX0iEAqUYgAQYul8SW1xJsUQDt+bvSe2wnMSAAAa5+sHBySJe2IAALyKZCyqdL7oOwaABqAUA4AQS+dLam9lUgzh8L0To1rTmdDmFdwTAwCEx6MHB3Xd6g5tXtHuOwoAAEtWMh5lfSIQEpRiABBiqXyRSTGEgnNOT58c093bemRmvuMAANAQ46m8njk1xpQYAABXkYyxPhEIC0oxAAixdK6kdm6KIQROjqQ0PJ1jdSIAIFS+cXhIZSe9/cY1vqMAALCktTEpBoQGpRgAhFgqX1RbK5NiCL6nT1bviW3r8ZwEAIDGefTgoFZ3tuqW9V2+owAAsKQlY1FlmBQDQoFSDABCLJ1nUgzh8PSJUfV2tGpbL/dUAADhkC2U9O2jw/qBG1YrEmF1MAAAryYZjyrDpBgQCpRiABBiqRyTYgg+7okBAMLou8dGlM6XuCcGAMA8MCkGhAelGACEVLFUVq5YZlIMgXd2LKP+yaxev5XViQCA8Hj04KA6Wlv0hu3c0wQA4Gra4pVSzDnnOwqAOqMUA4CQSlffAdUWZ1IMwfa9E6OSpNdv46EgACAcymWnbxwe0puu61VrC6/1AAC4mkQ8KuekbKHsOwqAOqMUA4CQSucqpVh7K5NiCLbvnRzViva4dqzq8B0FAICGOHB+SkPTOT2wi9WJAADMR1us8iYSVigCwUcpBgAhlcoXJTEphuB7+sSYXreVe2IAgPB47PCgzKS3XL/SdxQAAJpCW/W0RLr6rARAcFGKAUBIzU6KcVMMAdY3nta5iYzu5p4YACBEvnF4SLdv7NaKjlbfUQAAaAqJ6huGs0yKAYFHKQYAITU7KdbKpBiC6+kTY5Kku7knBgAIiaGprPb3TeqBG1idCADAfNXWJ6bzlGJA0FGKAUBI1VYCMCmGIHv65Ki622K6fvUy31EAAGiIbx4ZkiTdv2uV5yQAADSPZHVSLEMpBgQepRgAhFSqtj6RSTEE2NMnx3TXlh5FItwTAwCEw2OHhrSuK6Fda3hDCAAA81UrxdKsTwQCj1IMAEKqNinWxqQYAqp/MqPTo2m9ntWJAICQyBZKeuLYiO6/YZXMeEMIAADzlayuT8wyKQYEHqUYAITU7KQYpRgCavae2NYez0kAAGiMp0+OKZ0v6YFd3BMDAOC1aItzUwwIC0oxAAip2qRYbUUAEDRPnxzVskSLbljb6TsKAAAN8Y1Dg0rEInrDdqakAQB4LWqTYqxPBIKPUgwAQiqVLykejSjewo8CBNMzp8a1Z/NyRbknBgAIAeecHjs8pPt29CoR401PAAC8FrU3DLM+EQg+noQCQEilc0W1tfLABME0lsrr2NCM7mJ1IgAgJI4OzahvPKP7WZ0IAMBrNjspRikGBB6lGACEVCpf4p4YAuvZ0+OSpLu2UIoBAMLhXw4NSpLu37XKcxIAAJpPSzSieDSidKHoOwqAOqMUA4CQSueLs4dkgaDZe2pM8WhEt6zv8h0FAICG+MahId28vlNruhK+owAA0JSS8ahyhbLvGADqjFIMAEIqlSuprZVJMQTTM6fGtHtDFzdVAAChMJbK67kz46xOBABgAZKxqDKsTwQCj1IMAEIqnS+qnUkxBFC2UNKL5ya1h9WJAICQ+NbLQyo76QFWJwIAcM2S8agyBUoxIOgoxQAgpFK5ktq4KYYA2nd2QoWS011blvuOAgBAQzx2aEi9Ha2sDQYAYAESMUoxIAwoxQAgpNL5otpbmRRD8Ow9PS5JunMzpRgAIPgKpbK+9fKw7t+1UpGI+Y4DAEDTSsYiylKKAYFHKQYAIZXKl9TG+kQE0DOnxnTd6g51t8V9RwGApmRmD5rZETM7ZmYfvczXf8LM9ld/PWlmt/rIiYq9p8Y1nS1yTwwAgAVKxrkpBoSBl1LMzHrM7FEzO1r9/ZK3cptZwsy+b2b7zOyAmf2hj6wAEFSpXFHtrE9EwJTKTs+eHueeGABcIzOLSvqYpHdKulHSj5nZjRd920lJb3bO7Zb0R5I+0diUmOsbhwcVj0Z0385e31EAAGhqSdYnAqHga1Lso5Iec87tlPRY9eOL5STd75y7VdJtkh40s9c3LiIABFe57JTOl9TeSimGYHl5cFrT2SL3xADg2r1O0jHn3AnnXF7SZyS9b+43OOeedM6NVz/8nqQNDc6IOR47PKS7t/Wog9d1AAAsCDfFgHDwVYq9T9Knqn/+lKT3X/wNrmKm+mGs+ss1JB0ABFwqX5QkHp4gcPaeGpMk7dnMpBgAXKP1ks7O+biv+rkr+XlJX73cF8zsI2a218z2Dg8PL2JE1JwcSenEcEoP7FrlOwoAAE0vGYsqy/pEIPB8lWKrnXP9klT9/bKv4M0samYvSBqS9Khz7unGRQSA4ErlKi/ymBRD0DxzalxrOhPasDzpOwoANCu7zOcu++ZEM3urKqXY71zu6865Tzjn9jjn9qxcuXIRI6Lmm4eHJIl7YgAALIJknEkxIAzq9jTUzP5F0prLfOl35/t3OOdKkm4zs25JXzCzm51zL13hn/cRSR+RpE2bNr32wAAQIrVJsfbWqOckwOLae2pMe7Ysl9nlnukCAOahT9LGOR9vkHT+4m8ys92S/lrSO51zow3Khos8/vKwtvW2a9OKNt9RAABoetwUA8KhbqWYc+4HrvQ1Mxs0s7XOuX4zW6vKJNir/V0TZva4pAclXbYUc859QtUDz3v27GHNIgC8ilSuWorFmRRDcJybyOj8ZFa/uIXViQCwAM9I2mlmWyWdk/Sjkn587jeY2SZJn5f0r5xzLzc+IiQpWyjp6ROj+vG7eVMoAACLIRGLKlsoq1x2ikR4oyUQVL7WJz4k6aerf/5pSV+6+BvMbGV1QkxmlpT0A5IONyogAATZTK0UY30iAmT2ntiW5Z6TAEDzcs4VJf2qpK9JOiTpH51zB8zsl8zsl6rf9nuSVkj6b2b2gpnt9RQ31J46Mapcsay3XM89MQAAFkMyXtmmkyuWPScBUE++nob+J0n/aGY/L+mMpB+WJDNbJ+mvnXPvkrRW0qfMLKpKefePzrmveMoLAIFSuynWQSmGAHnm1Jg6Wlu0a02n7ygA0NSccw9Leviiz318zp//taR/3ehcuNC3jgwrEYvo7q1MSAMAsBiSsUoplimUZgsyAMHj5Wlodef8A5f5/HlJ76r+eb+k2xscDQBCYXZ9IjfFECB7T43rjs3LFWXNBQAgBB4/MqQ3bFuhRIzXcwAALIa5pRiA4PK1PhEA4FEqz/pEBMtkuqAjg9O6azOrEwEAwXdqJKVTo2m9+bqVvqMAABAYiep0WCZPKQYEGaUYAIRQiptiCJjnzozLOWnPFlZIAQCC71svD0sS98QAAFhEtUmxLJNiQKBRigFACM1Ub4q1sW4HAfHMqTG1REy3bez2HQUAgLp7/MiQtqxo05bedt9RAAAIDNYnAuFAKQYAIZTKFdUejyrC7SUExN5T47p5fRfHkAEAgZctlPTUiVGmxAAAWGTJeOVROesTgWCjFAOAEErliqxORGDkiiW90Dehu7ZwTwwAEHxPnxxTtlDWm6/nnhgAAIspwaQYEAqUYgAQQql8iVIMgfHSuUnli2XuiQEAQuHxI0OKt0T0+q0rfEcBACBQuCkGhAOlGACEUGVSjDVzCIa9p8YlSXduZlIMABB833p5WK/ftoKVwQAALLLaz1bWJwLBRikGACE0kyuqPc6kGILhuTPj2ryiTb0drb6jAABQV2fH0joxnNJbrmN1IgAAiy3J+kQgFCjFACCEUrmiOlifiABwzum5MxO6YxNTYgCA4Hv8yJAk6S3cEwMAYNFxUwwIB0oxAAihVK6oNkoxBEDfeEbD0zndsanbdxQAAOru8SPD2tTTpq297b6jAAAQOK0tEZlJWdYnAoFGKQYAIZTKl9TBTTEEwHNnKvfEbmdSDAAQcNlCSU8eH9Wbr1spM/MdBwCAwDEzJWNRJsWAgKMUA4AQSnFTDAHx/JkJJWNR7VqzzHcUAADqau+pcWUKJVYnAgBQR5RiQPBRigFAyJTLTul8Se2sT0QAPH9mXLs3dKklyksaAECwPX5kSPFoRG/YvsJ3FAAAAisRiyqTL/uOAaCOeIIEACGTyhclSe2sT0STyxZKOnB+SndsZnUiACD4Hn95WHdv61Eb0/4AANRNMh5VlkkxINAoxQAgZFK5yos7JsXQ7F48N6li2ekO7okBAAKubzytY0MzevN1rE4EAKCeWJ8IBB+lGACETG1SrINSDE3uudPjkqTbN3X7DQIAQJ09fmRYkrgnBgBAnSVjUWXylGJAkFGKAUDIpHLV9Yms3kGTe+7MuDavaFNvR6vvKAAA1NW3Xh7W+u6ktq/s8B0FAIBAS8SZFAOCjlIMAEJmplaKMSmGJuac03NnJlidCAAIvEKprKeOj+pN162UmfmOAwBAoCVjEW6KAQFHKQYAIfPKTbGo5yTAtTs3kdHwdI7ViQCAwNt3dkIzuaLetLPXdxQAAAKPm2JA8FGKAUDIpJgUQwA8d2ZCkpgUAwAE3rePjihi0j3bKcUAAKi3ZJybYkDQUYoBQMik8pVSrINSDE3sudPjSsai2rVmme8oAADU1RNHh7V7Q7e62mK+owAAEHgJJsWAwKMUA4CQYVIMQfD8mXHt3tClligvZQAAwTWZKeiFsxN6I6sTAQBoiGQsyk0xIOB4kgQAITNTvSnWFuOmGJpTtlDSgfNTumMzqxMBAMH21PFRlZ30xp0rfUcBACAUkrGoCiWnQqnsOwqAOqEUA4CQSeWKaotHFYmY7yjANXnx3KSKZcc9MQBA4H3n6LDa41HdvqnbdxQAAEIhGa+8gZhpMSC4KMUAIGRSuSKrE9HUnj8zLkk8IAQABN4Tx0b0hu0rFGNdMAAADZGobtXhrhgQXLyyBoCQSeVL6qAUQxN77vSENvW0qbej1XcUAADq5vRoSqdH07pvB/fEAABolGS1FMvmWZ8IBBWlGACETGVSjHtiaE7OOT13Zlx3MCUGAAi47xwdkSS98TruiQEA0Ci19YlMigHBRSkGACEzkyuqLc6kGJrTuYmMhqZzumMz98QAAMH2xNERretKaFtvu+8oAACERpL1iUDgUYoBQMikckUtY30imtRzZyYkSXdsohQDAARXsVTWd4+P6I07V8rMfMcBACA0Zm+K5SnFgKCiFAOAkJnJFdVOKYYm9dzpcSVjUe1as8x3FAAA6mb/uUlNZ4u6byf3xAAAaKTa+sQsk2JAYFGKAUDIzGSL6khQiqE5PX92Qrs3dKklyksYAEBwfeflEZlJ9+6gFAMAoJFYnwgEH0+UACBkZlifiCaVK5Z06PyUbtvU7TsKAAB19cSxYd2yvks97XHfUQAACJUk6xOBwKMUA4AQKZTKyhXLrE9EUzrcP618qazbNnT7jgIAQN1MZwt67syE7mNKDACAhkvEK4/LmRQDgotSDABCJJUrSpI6KMXQhPb1TUiSbt3Y7TUHAAD19NTxUZXKTm/cudJ3FAAAQqc2KcZNMSC4KMUAIESms5RiaF4vnJ3QymWtWtuV8B0FAIC6eeLYiJKxqO7Y3O07CgAAoZNgfSIQeJRiABAiM7VJsQSlGJrPvrMTunVDl8zMdxQAAOrmO0dH9PptPWptifqOAgBA6MSiEcWixvpEIMAoxQAgRFifiGY1lS3o+HBKt3JPDAAQYGfH0jo5ktJ9rE4EAMCbRCxKKQYEGKUYAITIdLUUa6cUQ5N5qW9SEvfEAADB9sSxEUnSm3b2ek4CAEB4JWNRbooBAUYpBgAhUpsUW8b6RDSZF/omJEm7N3T5DQIAQB09cXREqztbtWNVh+8oAACEVjIe5aYYEGCUYgAQIjNZJsXQnPadndDW3nZ1t8V9RwEAoC7KZacnj4/o3h293M8EAMCjyqRY2XcMAHVCKQYAITLDTTE0qX1nJ5kSAwAE2uGBaY2nC7p3O6sTAQDwiZtiQLBRigFAiFCKoRkNTGY1MJXVrRu6fUcBAKBunjxeuSf2hu0rPCcBACDckpRiQKBRigFAiMxki0rGoopGWMmD5rGvek/s1o3dXnMAAFBPTx4f1dbedq3rTvqOAgBAqCXjUWUpxYDAohQDgBBJ5YvqSDAlhuayv29CLRHTTes6fUcBAKAuCqWynj4xqnuYEgMAwLtkLKpMnlIMCCpKMQAIkelskdWJaDr7zk5q19plSsSivqMAAFAXL56bVCpf0j3cEwMAwDtuigHBRikGACEyk6MUQ3Mpl5329U1oN/fEAAAB9tTxUUnS67f1eE4CAACS8QjrE4EAoxQDgBBJUYqhyZwcTWk6W9RtlGIAgAB78viIdq1ZphUdrb6jAAAQeqxPBIKNUgwAQmQ6W1Q7pRiayL6zE5KkWzd2e80BAEC9ZAsl7T01zupEAACWiGR1faJzzncUAHVAKQYAIZLKF7UsQSmG5rHv7ITa4lHtWNXhOwoAAHXx3Jlx5Ypl3btjhe8oAABAUiIeVdlJ+VLZdxQAdUApBgAhMpNlfSKaywt9k7plfZeiEfMdBQCAunjq+KiiEdPrtnJPDACApSAZi0qSsnlKMSCIKMUAIERmcqxPRPPIF8s6dH6K1YkAgEB78vioblnfpWWJmO8oAABAr5RimQJ3xYAgohQDgJDIFUsqlBzrE9E0Dg9MKV8q69YN3b6jAABQFzO5ovadndA921mdCADAUpGMU4oBQUYpBgAhMZMtSpLaqy/ugKVu39kJSdKtG7v8BgEAoE6eOTmmYtnp3h29vqMAAICqRG1SLE8pBgQRpRgAhEQqV3kx18FqHjSJF85OqrcjrvXdSd9RAACoiyePjygejejOzct9RwEAAFWsTwSCjVIMAEJiOleQJHVwUwxNYl/fhG7d0C0z8x0FAIC6ePL4qO7Y3D37jnQAAOBfbX1illIMCCRKMQAIidr6REoxNIOZXFHHh2e0m3tiAICAGk/ldbB/SvdsZ3UiAABLSZL1iUCgUYoBQEik8tVSLEEphqXvwLlJOSfdsqHTdxQAAOri6ZOjck66d8cK31EAAMAcCdYnAoFGKQYAITE9OynGeh4sfS+em5Qk3by+y3MSAADq47vHRtUWjzIVDQDAElNbn0gpBgQTpRgAhEQqV3kx19Ea85wEuLoD56e0urNVq5YlfEcBAKAunjw+otdt7VEsyr+WAwCwlNTWJ3JTDAgmXn0DQEjM5AqSWJ+I5vDiuUndvI4pMQBAMA1OZXV8OKV7trM6EQCApYabYkCwUYoBQEjMVNcntsVYn4ilLZUr6vjwDKsTAQCB9dTxUUnSPdt7PScBAAAXa22pPDJnfSIQTJRiABASM7mSOlpbFImY7yjAqzrYPyXnpFsoxQAAAfXU8VF1JWO6cW2n7ygAAOAikYgpEYtQigEBRSkGACExkyuovZUpMSx9L/ZNSpJu2UApBgAIpqdPjuquLT28WQkAgCUqGYsqy/pEIJAoxQAgJFLVSTFgqXvp/KRWLmvV6s6E7ygAACy6wamsTo2m9fptPb6jAACAK0jGokyKAQFFKQYAITGdK6ojEfMdA7iql85N6uZ1rJMCAATT905U7om9biulGAAAS1UiHlWmUPYdA0AdUIoBQEjMZAvqYH0ilrh0vqhjQzPcEwMABNbTJ8fU0drCPTEAAJawZCyqDOsTgUCiFAOAkJjJFbWslUkxLG2H+qdUdtLNlGIAgID6/skx7dmyXC1R/nUcAIClKhmLKsv6RCCQeBUOACExnS2qI8FNMSxtL52bkiTdsoFSDAAQPCMzOR0bmtHdW1f4jgIAAF5FMs5NMSCoKMUAICRmskUtoxTDEvfiuUn1dsS1pjPhOwoAAIvu+yfHJEl3b+OeGAAAS1mC9YlAYFGKAUAIlMtOM/milrVSimFpe+ncpG5a1yUz8x0FAIBF9/SJUbXFo9zOBABgiWN9IhBclGIAEAKpfFHOScsS3BTD0pUtlHR0aIYHhQCAwHr65Jju3LxcMe6JAQCwpCViEaWZFAMC6aqvxM3sT83spkaEAQDUx3S2KEncFMOSdqh/SqWy082UYgCAABpP5XV4YFp3b2V1IgAAS10yFlW2SCkGBNF83p52WNInzOxpM/slM+NJFQA0mZlcpRTjphiWspfOTUqSbtnASw0AQPB8/1TtntgKz0kAAMDVJOLcFAOC6qqlmHPur51z90r6KUlbJO03s78zs7fWOxwAYHHMTopxUwxL2IvnJtXTHte6roTvKAAALLqnT4yptSWi3bz5AwCAJS8ZiypXLKtcdr6jAFhk81pkbmZRSbuqv0Yk7ZP022b2mTpmAwAskulsQRI3xbC0vXhuSjet65SZ+Y4CAMCie/rkqG7f1K3WlqjvKAAA4CoSscrP61yx7DkJgMU2n5tif67KCsV3Sfq/nHN3Ouf+2Dn3Hkm31zsgAGDhWJ+IpS5bKOno4LRu4Z4YACCAJjMFHeyf0t1bWZ0IAEAzSFZLsUyBFYpA0Mzn6ehLkv5P51z6Ml973SLnAQDUAesTsdQdGZhWsewoxQAAgbT31Jick+7e1uM7CgAAmAdKMSC45rM+8ScuLsTM7DFJcs5N1iUVAGBRzWSZFJMkM3u3mc1rdTAa68VzlZcUN1OKAcC8mNleM/sVM1vuOwuu7umTY4pHI7pjE//rAgCgGSTilVIsSykGBM4VHwyaWcLMeiT1mtlyM+up/toiaV3DEgIAFmw6W5CZ1B4Pdykm6UclHTWzPzGzG3yHwSteOjeprmRMG5YnfUcBgGbxo6r8e9kzZvYZM3uHcZRxyXr65Jhu3dg1e58EAAAsbYmWymPzTJ5SDAiaV3u3/C9KelbSLknPVf/8rKQvSfpY/aMBABbLdK6ojniLIpFwPytzzv2kKvcwj0v6pJk9ZWYfMbNlnqOF3ovnJnXL+i7xPBcA5sc5d8w597uSrpP0d5L+RtIZM/vD6psbsUTM5Ip66dwk98QAAGgiSSbFgMC6YinmnPsL59xWSf/GObd1zq9bnXP/tYEZAQALNJ0tqiPkqxNrnHNTkj4n6TOS1kr6gKTnzOzXvAYLsXyxrJcHp3XT+k7fUQCgqZjZbkl/Juk/q/Kz7UOSpiR9w2cuXOjZ0+MqlR33xAAAaCLcFAOC64pPSM3sfufcNySdM7MfuvjrzrnP1zUZAGDRzGSLob8nJklm9l5JPytpu6S/lfQ659yQmbVJOiTpL33mC6tjQzMqlJxuWsc9MQCYLzN7VtKEpP9H0kedc7nql542s3u9BcMlnj4xqpaI6c7N3BMDAKBZ1FYeZwtlz0kALLZXe0L6ZlXeYfiey3zNSaIUA4AmMZMrqqOVUkyVd9D//5xz3577Sedc2sx+zlOm0DvYPyVJunEtk2IA8Br8sHPuxNxPmNlW59xJ59wlb2qEP0+fHNPN67vUxm1XAACaRoJJMSCwrviq3Dn3+9Xff7ZxcQAA9TCdLai7Le47xlLQf3EhZmZ/7Jz7HefcY75Chd2h/iklYhFt7W33HQUAmsk/SbrjMp+700MWXEG2UNL+vgn93L1bfUcBAACvwexNsTylGBA0V7wpVmNm/5eZdc/5eLmZ/Ye6pgIALKrpHDfFqt52mc+9s+EpcIGD56d0/ZpORSPmOwoALHlmtsvMPiipy8x+aM6vn5GU8BwPF9l3dkKFktNdW7gnBgBAM+GmGBBcVy3FJL3TOTdR+8A5Ny7pXXVLBABYdNPZojpDXIqZ2S+b2YuSdpnZ/jm/Tkra7ztfmDnndLB/itWJADB/10t6t6RuVVbd137dIekX/MXC5ew9PS5J3BMDAKDJJGKVx+ZZSjEgcObzhDRqZq21w81mlpTUWt9YAIDFNJMN/U2xv5P0VUn/UdJH53x+2jk35icSJOn8ZFaTmYJuXEcpBgDz4Zz7kqQvmdkbnHNP+c6DV7f31Jh2rOrQ8nbWWAMA0EwSLUyKAUE1nyek/1PSY2b2SUlO0s9J+lRdUwEAFk2hVFamUFJHa8x3FJ+cc+6Umf3KxV8wsx6KMX8Onp+SJCbFAGCezOzfOuf+RNKPm9mPXfx159yve4iFyyiXnZ49Pa533bLWdxQAAPAaRSKm1pYIpRgQQFctxZxzf2Jm+yX9QPVTf+Sc+1p9YwEAFksqV5QkLQvx+kRVJsXeLelZVd7gMfd4lZO0zUcoSIf6p2Qm7VqzzHcUAGgWh6q/7/WaAld1dGhGU9mi9nBPDACAppSMR5XNU4oBQTPfJ6TPS4qp8uDw+frFAQAstulspRTrCHEp5px7d/X3rb6z4EIHz09py4p2tYd7vScAzJtz7svV39nescTtPV0ZRL9rC/fEAABoRomWqLKFsu8YABZZ5GrfYGY/Iun7kj4k6UckPW1mH6p3MADA4qiVYp0hLsVqzOwDZtY15+NuM3u/x0ihd7B/itWJAHANzOxRM+ue8/FyM2OjxxKy99S4ejtatamnzXcUAABwDZLxKOsTgQC6aikm6Xcl3eWc+2nn3E9Jep2kf1ffWACAxTJTXZ8Y8ptiNb/vnJusfeCcm5D0+/7ihNtUtqAzY2nduI5SDACuwcrqzzFJknNuXNIqf3Fwsb2nx3TXluUys6t/MwAAWHISMUoxIIjmU4pFnHNDcz4ened/HQBgCZjOFiSF/qZYzeV+fvE/GE8O909LEpNiAHBtSma2qfaBmW1WZd09loDBqazOjmV052ZWJwIA0KySsYiylGJA4MznQeAj1TUcf1/9+MOSHq5fJADAYpqdFKMUk6S9Zvbnkj6myoPDX5P0rN9I4XWof0qSmBQDgGvzu5KeMLNvVT9+k6SPeMyDOfaeGpck3bWlx3MSAABwrRKxKKUYEEBXfULqnPvfzOyDku6VZJI+4Zz7Qt2TAQAWxVT1phiTYpIqJdi/k/QPqvxM+7qkX/GaKMQOnp9ST3tcq5a1+o4CAE3HOfeImd0h6fXVT/2Wc27EZya84plTY0rGorzxAwCAJpaMRTVV3b4DIDjm9YTUOfc5SZ+rcxYAQB3M1EoxborJOZeS9FEz65RUds7N+M4UZgf7p3Tj2k5urQDAtbtHlQmxmq/4CoILPXt6XLdt7FYsyuUBAACaVSIeVSbPpBgQNFd8hW5m02Y2dZlf02Y21ciQAIBrN5MrqCViSsR4KGNmt5jZ85JelHTAzJ41s5t95wqjQqmsI4PTvIMeAK6Rmf0nSb8h6WD112+Y2X/0mwqSlMoVdbB/Snu2cE8MAIBmloxFlS2UfccAsMiuOCnmnFvWyCAAgPqYzhbVkWhhGqfiryT9tnPum5JkZm+R9AlV3mmPBjoxnFK+WNaNaynFAOAavUvSbc65siSZ2ackPS/pf/eaCnrh7IRKZac93BMDAKCpJWIRbooBATSvsQEzu8/Mfrb6514z21rfWACAxTKTLaqjlXtiVe21QkySnHOPS2r3Fye8DvZPShKTYgCwMN1z/tzlKwQu9MypMZlJt2/q9h0FAAAsQDIWVYZSDAicqz4lNbPfl7RH0vWSPikpLul/Srq3vtEAAIthKlvUsgT3xKpOmNm/k/S31Y9/UtJJj3lC61D/tOItEW3rpZMEgGv0HyU9b2bflGSq3BZjSmwJePb0uHat6VQnr78AAGhqtVLMOcf2HSBA5jMp9gFJ75WUkiTn3HlJrFYEgCYxkytoGZNiNT8naaWkz0v6QvXPP+s1UUgdPD+l61cvU0uUW3cAcC2cc38v6fWq/Ez7vKQ3OOc+4zcViqWynjs9rj2buScGAECza41F5ZyUK3JXDAiS+TwlzTvnnJk5STIz3tINAE1kOlvUms6E7xhLgnNuXNKv+84Rds45Heyf0ttuWO07CgA0HTO746JP9VV/X2dm65xzzzU6E15xeGBaqXxJe7ZQigEA0OySsagkKVcoK1H9M4DmN59S7B/N7K8kdZvZL6jyLvv/Ud9YAIDFMp0taseqcE+KmdmXJbkrfd05994Gxgm9wamcxlJ57okBwLX5s1f5mpN0f6OC4FLPnh6XJO3Z0uM5CQAAWKhkvFKEZQoldYm1yEBQXPUpqXPuT83sbZKmVLkr9nvOuUfrngwAsCimswVuWkh/6jsAXnGwf1KSKMUA4Bo4597qOwOu7JlTY1rXldD67qTvKAAQGGbWKumDkrZozrNM59y/95UJ4VCbFMsUSp6TAFhMVy3FzOy3JH2WIgwAmo9zTtPZopYlwj0p5pz7Vu3PZpaUtMk5d8RjpFA71D8tSdq1hhOlAHCtzKxN0m+r8jPtI2a2U9L1zrmveI4WWs457T01rru2MiUGAIvsS5ImJT0rKec5C0IkEavcwM7kKcWAIJnPU9JOSV8zszFJn5H0T865wfrGAgAshmyhrGLZaRmTYpIkM3uPKlNjcUlbzew2Sf+e9YmNdbB/Sht7kvznEgAW5pOqPBy8p/pxn6TPSqIU8+T8ZFYDU1nt2cw9MQBYZBuccw/6DoHwqd0RyxYpxYAgiVztG5xzf+icu0nSr0haJ+lbZvYvdU8GAFiwqWxBktSZDPek2Bx/IOl1kiYkyTn3giorONBARwamtWsNqxMBYIG2O+f+RFJBkpxzGUnmN1K4PX+mck/sTkoxAFhsT5rZLb5DIHxq6xOzTIoBgXLVUmyOIUkDkkYlrapPHADAYpqulmJM5MwqOucmfYcIs1yxpJMjKV2/mtWJALBA+epKYCdJZrZdrJTy6vkzE0rEIrqe9cAAsNjuk/SsmR0xs/1m9qKZ7fcdCsGXjHNTDAii+dwU+2VJH5a0UtI/SfoF59zBegcDACzcVLYoSaG/KTbHS2b245Ki1dsrvy7pycX4i83sQUl/ISkq6a+dc//poq//hKTfqX44I+mXnXP7FuOf3UyODc2oVHY8MASAhfsDSY9I2mhmn5Z0r6Sf8Rko7J4/M67d67sVi76W954CAObhnb4DIJxq6xMpxYBgmc9T0s2SfrO6YgoA0ESmMtX1iZRiNb8m6XdVeSf930n6mqT/sNC/1Myikj4m6W2q3HR5xsweuuhNJCclvdk5N25m75T0CUl3L/Sf3WyODExLknZRigHAgjjnvm5mz0p6vSprE3/DOTfiOVZo5YolvXR+Sj97zxbfUQAgcJxzp83sVklvrH7qO2F8gyEab3Z9YqHsOQmAxXTVp6TOuY82IggAYPFNVyfFOlmfWHO9c+53VSnGFtPrJB1zzp2QJDP7jKT3SZotxZxzcyfSvidpwyJnaApHBqYVj0a0pbfddxQAaGpm9pCkv5f0kHMu5TtP2B3qn1a+WNbtm7p9RwGAwDGz35D0C5I+X/3U/zSzTzjn/tJjLIQAk2JAMLHXAQACbHp2fSKlWNWfm9lhM/sjM7tpEf/e9ZLOzvm4r/q5K/l5SV9dxH9+0zg8MK3tqzpYLQUAC/dnqrxj/qCZfdbMPmRmCd+hwur5M+OSpNs3LfecBAAC6ecl3e2c+z3n3O+pMiX9C54zIQRqN8WyeUoxIEh4IgUAATaVraxP5KZYhXPurZLeImlY0ieqB5r/z0X4q+1y/7jLfqPZW1X5l7rfucLXP2Jme81s7/Dw8CJEW1peHpzW9as7fMcAgKbnnPuWc+5/kbRNlZW8PyJpyG+q8HruzITWdSW0upNeEgDqwCTNbSVKuvy/gwGLKtFSeXTOpBgQLJRiABBg09mCohFTW/XdTZCccwPOuf9b0i9JekHS7y3CX9snaeOcjzdIOn/xN5nZbkl/Lel9zrnRK+T7hHNuj3Nuz8qVKxch2tIxmS6ofzKr69d0+o4CAIFgZklJH1TlZ9pdkj7lN1F4PX9mnCkxAKifT0p62sz+wMz+QJV19P+P30gIg5ZoRLGoKUspBgTKFUcHzGxal3+Xu0lyzjmeaAHAEjedLWpZokVmvIlOkszsBkkflvQhSaOSPiPpf12Ev/oZSTvNbKukc5J+VNKPX/TP3qTKDvx/5Zx7eRH+mU3nyOC0JGnXmmWekwBA8zOzf5B0t6RHJH1M0uPOOa7AezA0nVXfeEY/c88W31EAIJCcc39uZo9Luk+V55I/65x73m8qhEUiFmVSDAiYK5ZizjmeWAFAk5vKFFideKFPSvp7SW93zl0yyXWtnHNFM/tVSV+TFJX0N865A2b2S9Wvf1yVibQVkv5btaQsOuf2LFaGZnBkYEqSdD2lGAAshk9K+nHnHE9pPHvhzIQk6fZN3V5zAEDQmFmnc27KzHoknar+qn2txzk35isbwiMRizIpBgTMvJ+UmtkqSbML0p1zZ+qSCACwaKazRS1rjfmOsWQ4515fx7/7YUkPX/S5j8/587+W9K/r9c9vBocHprUs0aK1XdxbAYCFcs494jsDKp4/O6FY1HTTui7fUQAgaP5O0rslPasLt1lZ9eNtPkIhXJKxqDJ5SjEgSK5aipnZeyX9maR1qhxu3izpkKSb6hsNALBQ09miOpNMimFpODIwrV1rlrHOEwAQKM+fGdeNazuViHHDFQAWk3Pu3dXft/rOgvBKxqLKFthQDQRJZB7f80eSXi/p5eoPoQckfbeuqQAAi2IqW9CyBJNi8M85pyOD07puNasTAWChrGKj7xyQiqWy9vdN6vZNy31HAYDAMrPH5vM5oB4ScW6KAUEzn1Ks4JwblRQxs4hz7puSbqtvLADAYpjOFrkphiWhfzKr6WxRu7gnBgAL5pxzkr7oOweklwdnlM6XuCcGAHVgZonqPbFeM1tuZj3VX1tU2WgF1F2iJUIpBgTMfJ6UTphZh6RvS/q0mQ1JKtY3FgBgMUxlC+pkUkxm9mVduIP+As659zYwTigdGZiWJF2/ptNzEgAIjO+Z2V3OuWd8Bwmz58+OS5LuYFIMAOrhFyX9pioF2LOq3BKTpClJH/OUCSGTjEc1lsr7jgFgEc2nFHufpIyk35L0E5K6JP1hPUMBABauXHaayRXVyaSYJP2p7wBhd7hWirE+EQAWy1sl/aKZnZaUUuVBoXPO7fYbK1yePzOh3o64NixP+o4CAIHjnPsLSX9hZr/mnPtL33kQTpWbYkyKAUEynyelv+ec+x1JZUmfkiQz+2NJv1PPYACAhZnJF+WcuCkmyTn3Ld8Zwu7IwJTWdiXU1cZ/HgFgkbzTdwBIz58Z120bl8vMrv7NAIBrVTazbufchCSZ2XJJP+ac+29+YyEMkjFuigFBM5+bYm+7zOf4FzAAWOKms5VNt51JJsVqzGynmf2TmR00sxO1X75zhcHhgWldzz0xAFg0zrnTzrnTqmz1cHN+oUEm0wUdH05xTwwA6u8XaoWYJDnnxiX9gr84CJPWWFSZfNl3DACL6IqlmJn9spm9KOl6M9s/59dJSfsbFxEAcC2mMgVJTIpd5JOS/rsqtzHfKun/lfS3XhOFQKFU1vHhGVYnAsAiMrP3mtlRSSclfUvSKUlf9RoqZGr3xCjFAKDuIjZnJNfMopLiHvMgRFifCATPq02K/Z2k90h6qPp77dedzrmfbEA2AMAC1CbFlnFTbK6kc+4xSVZ9h/0fSLrfc6bAOzWSUqHkmBQDgMX1R5JeL+ll59xWSQ9I+q7fSOHy/JkJRUzavaHbdxQACLqvSfpHM3vAzO6X9PfijSBokGQ8QikGBMwVn5Q65yYlTUr6seo7MFZXv7/DzDqcc2calBEAcA2ms0yKXUbWzCKSjprZr0o6J2mV50yBd3hgWpIoxQBgcRWcc6NmFjGziHPum9Xbz2iQ589O6LrVy9TRyhuQAKDOfkfSRyT9siST9LyktV4TITSSsaiKZadCqaxYdD6XiAAsdVd99V59aPgHkgYl1RaoOkm76xcLALBQszfFmBSb6zcltUn6dVXeYf9WST/tM1AYHBmYVjRi2rGqw3cUAAiSCTPrkPRtSZ82syFV1gOjAZxzeuHMuH5wN89kAaDenHNlM/uepG2SPiypR9Ln/KZCWCRiUUlSplCiFAMCYj5PSn9T0vXOudE6ZwEALKIpJsUu4Zx7pvrHGUk/6zNLmBwemNbW3na1tkR9RwGAIHmfpKyk35L0E5K6JP17r4lC5NRoWlPZom7b2O07CgAElpldJ+lHJf2YpFFJ/yBJzrm3+syFcKmVYtl8SZ08XwECYT719llV1igCAJoIN8UuZWaPmln3nI+Xm9nXPEYKhSODU6xOBIBF5pxLOedKzrmic+5Tzrn/mzcyNs7+vglJ0i3ru73mAICAO6zKzcz3OOfuc879pSSOO6GhkrVSrFC+yncCaBbzeVJ6QtLjZvbPknK1Tzrn/rxuqQAACzaVLSjeEpl9VxMkSb3OuYnaB865cTPjplgdpfNFnR3L6Ifv3Og7CgAEgplNq7LO/pIvSXLOuc4GRwql/X2TSsQium41q4EBoI4+qMqk2DfN7BFJn1Hl5x3QMMn4K+sTAQTDfEqxM9Vf8eovAEATmMoUuSd2qbKZbXLOnZEkM9usyz9YxCI5PpSSJB4aAsAicc4xersE7O+b0E3rutTCbREAqBvn3BckfcHM2iW9X5WVwavN7L9L+oJz7us+8yEcErHKz3pKMSA4rvq01Dn3h5JkZssqH7qZuqcCACzYdLbAPbFL/a6kJ8zsW9WP3yTpIx7zBN7RoWlJ0o5VPMMFgMVkZpsu9/naGz9QP8VSWS+dm9KH72IKGgAawTmXkvRpSZ82sx5JPyzpo5IoxVB3te07mTylGBAUVy3FzOxmSX8rqaf68Yikn3LOHahzNgDAAkxni9wTu4hz7hEzu0PS61VZu/FbzrkRz7EC7ejQjGJR0+YVbb6jAEDQ/POcPyckbZV0RNJNfuKEx/HhlDKFkm7d2OU7CgCEjnNuTNJfVX8BdTd7U6xIKQYExXyeln5C0m87574pSWb2Fkn/Q9I99YsFAFioqWxBnUyKSZLMbJdz7nC1EJOk89XfN1XXKT7nK1vQHR2c0dbedsVYLwUAi8o5d8vcj6s/437RU5xQ2dc3IUnavaHbaw4AAFB/tUmxLJNiQGDMpxRrrxVikuSce7y6yxcAsIRNZ4ta05nwHWOp+G1V1iT+2WW+5iTd39g44XFsaFo3reOd9ABQb86558zsLt85wmB/34SWtbZo6wr+tRgAgKCrTYpxUwwIjvmUYifM7N+pskJRkn5S0sn6RQIALIbKTTHWJ0qSc652N+ydzrns3K+ZGc1hnWQLJZ0ZS+t9t633HQUAAsfMfnvOhxFJd0ga9hQnVF7sm9TN67sUiZjvKAAAoM6S8eqkWKHsOQmAxTKfXUY/J2mlpM9Xf/VK+tl6hgIALNxUpsj6xEs9Oc/PYRGcGE6p7KQdqzp8RwGAIFo251erKjfG3uc1UQjki2Ud6p/W7g1MQQMAEAYJJsWAwJnPCMHNkn7LOTf7f/nVffXjdUsFAFiQYqmsTKGkZZRikiQzWyNpvaSkmd0uqfbW7k5Jbd6CBdzRoWlJ0s7VlGIAsNicc3/oO0MYHR6YUr5U5p4YAAAhkYhVZkqylGJAYMynFPuapGfM7Eecc4PVz/21Kus5AABL0FS2KEnqTLI+seodkn5G0gZV7orVSrEpSf+Hp0yBd2xoRhGTtvZycwUAFpuZPXSZT09K2ivpry5eF4zFsb9vUpKYFAMAICTi0YgiJmXylGJAUMznaekRSf9Z0uNm9vPOuSf1ysNEAMASNJUpSBLrE6ucc58ys7+V9GPOuU/7zhMWRwdntGVFu1pbor6jAEAQnVRlzf3fVz/+sKRBSddJ+h+S/pWnXIG2v29Cy9ti2rA86TsKAABoADNTMhZlUgwIkPmUYs459xUzOyLpH8zsbyS5OucCACzAVLZaiiUpxWqcc2Uz+0VJlGINcnRomntiAFA/tzvn3jTn4y+b2bedc28yswPeUgXc/r5J7d7QLTPeJwoAQFgk41FuigEBEpnH95gkOeeOSnqjpDdJ2l3PUACAhZnKVNYndlGKXexRM/s3ZrbRzHpqv3yHCqJ8saxTo2nuiQFA/aw0s021D6p/7q1+mPcTKdgy+ZJeHpzWraxOBAAgVFpbKMWAILnqpJhz7vY5f05J+pG5//IFAFh6XpkU46bYRX6u+vuvzPmck7TNQ5ZAOz2aUqnstHPVMt9RACCo/ldJT5jZcVXeyLhV0v9iZu2SPuU1WUAdOD+pspNu2dDtOwoAAGigZJz1iUCQXPFpqZn9W+fcn5jZX+ry6xJ/vX6xAAALMclNsctyzm31nSEsjg7NSBLrEwGgTpxzD5vZTkm7VCnFDjvnstUv/xdvwQJsX9+kJGk3k2IAAIRK5aZY2XcMAIvk1UYIDlV/39uIIACAxTOV4abY5ZhZm6TflrTJOfeR6sPE651zX/EcLXCODs7ITNq+klIMAOroTklbVPn3ut1mJufc/+s3UnC92Deh1Z2tWt2Z8B0FAAA0UDIWVSbPpBgQFFcsxZxzXzazqKSbnXP/WwMzAQAWaCpbUDRiao9HfUdZaj4p6VlJ91Q/7pP0WUmUYovs6NC0Ni5vU5L/DAJAXZjZ30raLukFSbWnNE4SpVid7O+b1G5WJwIAEDqtsYims0XfMQAsklc9NuOcK5nZnY0KAwBYHFOZojoTLTIz31GWmu3OuQ+b2Y9JknMuY/wPqS6ODc1oJ6sTAaCe9ki60Tl3uVX3WGSTmYJOjKT0Q3es9x0FAAA0WDIW1fB0zncMAIvkVUuxqufN7CFV3kmfqn3SOff5uqUCACzIVLbA6sTLy5tZUtVbmWa2XRKvbBdZsVTWieGU3nz9St9RACDIXpK0RlK/7yBhcOBc5Z7YLUyKAQAQOsl4VNkC6xOBoJhPKdYjaVTS/XM+5yRRigHAEjWZKagzQSl2GX8g6RFJG83s05LulfQzPgMF0ZmxtPKlsnauWuY7CgAEWa+kg2b2fc15g4dz7r3+IgXXvr5KKbZ7fZfnJAAAoNESLVFlKMWAwLhqKeac+9lGBAEALJ6pTEGdyfm87yEczOy/Svo759zXzexZSa+XZJJ+wzk34jdd8BwdmpEk1icCQH39ge8AYfLS+UltWJ7U8va47ygAAKDBkvGoMnlKMSAoIlf7BjPbYGZfMLMhMxs0s8+Z2YZGhAMAXJupbFFdrE+c66ikPzOzU5L+raRzzrmvUIjVx7FqKbadUgwA6sY59625vyQVJf2I71xBdfD8lG5a1+k7BgAA8CARiypbKPuOAWCRXLUUk/RJSQ9JWidpvaQvVz8HAFiiplifeAHn3F84594g6c2SxiR90swOmdnvmdl1nuMFztHBaa3vTqqjlWlFAKgnM7vNzP6k+qaP/yDpkOdIgTSdLejkSEo3rWN1IgAAYZSMRZUvlVUqO99RACyC+ZRiK51zn3TOFau//v+SVtY5FwBgAaayBXUyKXYJ59xp59wfO+dul/Tjkj4gHiAuuqNDM9rBlBgA1IWZXVd9U8chSf9V0llJ5px7q3Puv3qOF0iH+qclSTevZ1IMAIAwSsQqj9Cz3BUDAmE+pdiImf2kmUWrv35S0mi9gwEArk2uWFK2UFZngimdi5lZzMzeY2aflvRVSS9L+qDnWIFSKjsdG5rhnhgA1M9hSQ9Ieo9z7j7n3F9K4glNHR04PylJTIoBABBSyXhUkpShFAMCYT6l2M+pspt+QFK/pA9VPwcAWIKmMkVJ4qbYHGb2NjP7G0l9kj4i6WFJ251zH3bOfdFruIA5P5FRrlhmUgwA6ueDqvy72TfN7H+Y2QOSzHOmQDtwfkq9HXGtWtbqOwoAAPAgEauWYnlKMSAIrjpG4Jw7I+m9DcgCAFgEU9mCJLE+8UL/h6S/k/RvnHNjvsME2bHhGUnSdkoxAKgL59wXJH3BzNolvV/Sb0labWb/XdIXnHNf95kviA6cn9KN67pkRvcIAEAYJaulWK5IKQYEwRVLMTP7S0lXvB7onPv1uiQCACzIVKZaiiUoxWqcc2/1nSEsTgynJEnbets9JwGAYHPOpSR9WtKnzaxH0g9L+qgkSrFFlCuWdHRwWm+5nrPaAACE1SuTYmXPSQAshlebFNs7589/KOn365wFALAIprKV9YmdSW6KofFODM+oKxlTT3vcdxQACI3qFPRfVX9hEb08MKNi2elm7okBABBatUmxdL7oOQmAxXDFJ6bOuU/V/mxmvzn3YwDA0jXJpBg8OjGc0raV7ayYAgAEwoHzk5Kkm9Z1ek4CAAB8ScYjkqRskUkxIAgi8/y+K65RBAAsLbX1iV3cFIMHJ0ZmtK2Xe2IAgGA4cH5KHa0t2tTT5jsKAADwpLY+MVvgphgQBPMtxQAATWIqW50UoxRDg01nCxqcymnbSu6JAQCC4aXzk7pxbaciESagAQAIK0oxIFiuuD7RzKb1yoRYm5lN1b4kyTnn2B8BAEvQVKaoeDSi1hbe94DGOjmSkiRtpxQDAARAqex0uH9aH75ro+8oAADAo9pNsUyeUgwIgle7KbaskUEAAItjKltQZ7KFm05ouBPDtVKM9YkAgOZ3cmRGmUJJN6/v8h0FAAB4NFuKMSkGBAJjBAAQMJOZAqsT4cWJ4RlFTNq0grsrAIDmd+B8ZVnKTetYkgIAQJgl45RiQJBQigFAwExlCupMUIqh8Y6PpLSxp02tLVHfUQAAWLAD56cUb4loxyomoAEACLPaeYpsoew5CYDFQCkGAAEzlS0yKQYvTgyntK2Xe2IAgGB46dykrl+9TLEo/9oMAECYmZkSsYiyTIoBgcCrewAImOlMQZ2JK56MBOqiXHY6OTKjbdwTAwAEgHNOB85P6eb1rE4EAACVu2KZPKUYEASUYgAQMFPZgrqYFEOD9U9llS2UtW0lk2IAgOZ3biKjyUxBN67r8h0FAAAsAclYlJtiQEBQigFAgDjnNJkpsD4RDXdieEaStK2XSTEAQPM7cH5KknTTOibFAACAlIhHWZ8IBASlGAAESLZQVqHk1JmgFENjnRhOSZK2MykGAAiAA+enFDHphjWUYgAAoDIpRikGBAOlGAAEyFS2IEnqTHJTDI11YnhGHa0tWrms1XcUAAAW7MC5SW1b2aFkPOo7CgAAWAISrE8EAoNSDAACZCpTLcWYFEODHR9OadvKdpmZ7ygAACzYof4p3biWKTEAAFCRjEWVyVOKAUFAKQYAATJZLcW6uCmGBjsxPKNtvaxOBAA0v8lMQecns7qBUgwAAFRVJsXKvmMAWASUYgAQIK+sT6QUQ+Ok80Wdn8xq28oO31EAAFiwIwPTkqRda5d5TgIAAJaKZDyqHOsTgUCgFAOAAJmcXZ/ITTE0zsmRlCRp20omxQAAze/wwJQkadcaSjEAAFCRjEW4KQYEBKUYAATIZJr1iWi8E8OVUmw7k2IAgAA41D+trmRMazoTvqMAAIAlorI+kVIMCAJKMQAIkMlMURLrE9FYJ4ZTMpO2clMMABAARwamtGvNMpmZ7ygAAGCJSMaiyuQpxYAgoBQDgACZzBTUHo8qFuX/vaNxTozMaF1XUolY1HcUAAAWpFx2OjIwrRvWdvqOAgAAlpBELKpcsaxy2fmOAmCBeGoKAAEymSmouy3uOwZC5sRwintiAIBA6BvPKJUv6XruiQEAgDmS8cqbQHPFsuckABaKUgwAAmQyU2B1IhrKOacTwzPcEwMABMKhgSlJ0i5KMQAAMEeyuhmFu2JA86MUA4AAmczk1ZVs8R0DITI8k1MqX9KWFW2+owAAsGBHBqZlJl23mlIMAAC8IhGrPEanFAOaH6UYAATIZKagLibF0ECnR9OSpC29rE8EADS/wwNT2tzTpvZW3mQEAABeUbuhnclTigHNjlIMAAKEUgyNdnIkJUnaSikGAAiAw/3T3BMDAACXqK1PzDIpBjQ9SjEACBBKMTTa6dGUWiKm9d1J31EAAFiQTL6kU6Mp7VrT6TsKAABYYpJxSjEgKCjFACAgsoWSsoWyutvivqMgRE6NprVheVItUV5SAACa29GhaZWddMNaJsUAAMCFZtcnUooBTY8nWAAQEFOZgiSpk0kxNNDp0ZQ2r2B1IgCg+R3un5YkJsUAAMAlktwUAwKDUgwAAmKyWoqxPhGN4pzTqZG0tqxo8x0FAIAFOzQwpWQsqk09/FwDAAAXYlIMCA5KMQAICEoxNNpoKq+ZXFFbepkUAwA0vyMD07puzTJFIuY7CgAAWGJqN8VyhbLnJAAWilIMAAKCUgyNdno0JUnawvpEAECTc87pUP+UbljDPTEAAHCpJJNiQGBQigFAQFCKodFOjaQlSZtZnwgAaHLD0zmNpwvaRSkGAAAuIxGrPEanFAOaH6UYAATERLpSinVTiqFBTo+mFDFpw3JKMQBAczs0MC1J2rW203MSAACwFCVaqpNieUoxoNlRigFAQNQmxTopxdAgJ0fTWr88qXgLLycAAM3tyMCUJDEpBgAALisSMbW2RJQtUooBzY6nWAAQEJOZgpa1tijKcXg0yOnRFPfEAACBcLh/Wms6E+pui/uOAgAAlqhkPKosk2JA06MUA4CAmMoUmBJDwzjndHKEUgwAEAyHB6Z1PVNiAADgVSRjUW6KAQFAKQYAATGZKaiLUgwNMpEuaDpb1OYV3BMDADS3Utnp+PCMrlvd4TsKAABYwhKxqDKFsu8YABaIUgwAAmKCUgwNdHI0JUlMigEAml7feFq5Ylk7VzEpBgAAriwRiyrD+kSg6VGKAUBATGYK6m6jFENjnK6VYr1MigEAmtvLgzOSpJ1MigEAgFeRjEWUK1KKAc2OUgwAAoL1iWikUyNpmUkbeyjFAADN7ejQtCRpxypKMQAAcGXJOJNiQBBQigFAQFCKoZFOj6a0riup1pao7ygAACzIscEZre1KaFmC11EAAODKkrGoMgVKMaDZUYoBQABkCyXli2V1UoqhQU6NplmdCAAIhKNDM0yJAQCAq2qlFAMCgVIMAAJgIl2QJCbF0DCnRlPavKLddwwAABakXHY6NjSj61Yv8x0FAAAscclYVLlC2XcMAAtEKQYAATCZoRRD40yk85pIF7RlBZNiAIDmdm4io0yhpJ1MigEAgKtgfSIQDJRiABAAtVKsu41SDPV3ejQtSdrCpBgAoMkdHZqWJO1cTSkGAABeXTIeVSZPKQY0O0oxAAgAJsXQSKdGU5KkLb2UYgCA5nZ0cEaStGMV6xMBAMCrS7RElCmU5JzzHQXAAlCKAUAAUIqhkWqTYpt6WJ8IAGhuLw/OaHVnK6+hAADAVSXiUUlSrshdMaCZUYoBQABMpPOSKMXQGKdGU1rTmVAiFvUdBQCABTk2NK2dTIkBAIB5SFb/HTjLXTGgqVGKAUAATFUnxZYlKMVQf2fH0tq0gikxAEBzc87p6NCMdqzinhgAALi6WimWoRQDmhqlGAAEwGSmoGWJFkUj5jsKQuDsWEYbl1OKAQCa2/nJrNL5knauphQDAABXl6yuT8zkKcWAZkYpBgABMJkpqLuNKTHUX7ZQ0sBUVht7kr6jAACwIC8PTkuSrlvN+kQAAHB1rS1MigFBQCkGAAEwmSlwTwwNcW4iI0na1MOkGACguR0bnJEk7VjJpBgAALi62qRYtlD2nATAQngpxcysx8weNbOj1d+Xv8r3Rs3seTP7SiMzAkAzmaAUQ4OcGUtLkjZSigEAmtzRoWn1drRqeXvcdxQAANAEajfFskyKAU3N16TYRyU95pzbKemx6sdX8huSDjUkFQA0qcl0Qd1tPNBB/fVVSzEmxQAAze7o0Ix2rmJKDAAAzE+tFOOmGNDcfJVi75P0qeqfPyXp/Zf7JjPbIOkHJf11Y2IBQHOayBTUzaQYGuDseEbxlohWdrT6jgIAwDVzzunY4IyuW00pBgAA5icZrzxK56YY0Nx8lWKrnXP9klT9fdUVvu+/SPq3kljUCgBXUC47TaTz6m6jFEP9nRlNa+PypCIR8x0FAIBrNjCV1XSuqB2rl/mOAgAAmkRrS3VSjFIMaGot9fqLzexfJK25zJd+d57/9e+WNOSce9bM3jKP7/+IpI9I0qZNm+YfFACa3Ey+qLKTupOsT0T9nR1Pc08MAND0jg7OSBLrEwEAwLwl45VSLEcpBjS1upVizrkfuNLXzGzQzNY65/rNbK2koct8272S3mtm75KUkNRpZv/TOfeTV/jnfULSJyRpz549buH/HQBAc5hIFSSJSTE0xJmxtO7cvNx3DAAAFuToEKUYAAB4bWZvilGKAU3N1/rEhyT9dPXPPy3pSxd/g3Puf3fObXDObZH0o5K+caVCDADCbCKTlyR1tzEphvqaTBc0nS1q43ImxQAAze348Iy622JawY1MAAAwT4laKZbn0g/QzHyVYv9J0tvM7Kikt1U/lpmtM7OHPWUCgKY0kWZSDI1xZiwtSdrYk/ScBACAhTk5nNLW3nbfMQAAQBOJRkzxlgiTYkCTq9v6xFfjnBuV9MBlPn9e0rsu8/nHJT1e92AA0IQmMtVSLEkphvo6O14rxZgUAwA0txMjM7pvx0rfMQAAQJNJtESUpRQDmpqvSTEAwCKZTLM+EY1xdoxSDADQ/GZyRQ1O5bRtJZNiAADgtUnGo5RiQJOjFAOAJjdeXZ/YxaQY6uzMWFrdbTF1JvjPGgCgeZ0cTkmStlOKAQCA1ygZi7I+EWhylGIA0OQm0gW1x6OKt/D/0lFfZ8cz2ricKTEAQHM7MTIjSdq2ssNzEgAA0GwSsagyeUoxoJnxBBUAmtxEJs/qRDTE2bG0NrE6EQDQ5E4Mp2QmfqYBAIDXLBlnUgxodpRiANDkJtMFViei7kplp3PjGW3oSfqOAgDAgpwYSWnD8qQSsajvKAAAoMkkWqLKFcq+YwBYAEoxAGhyE5mClrdTiqG+BqeyypfKvKseAND0TgzPaFsvqxMBAMBrx6QY0PwoxQCgyU2k8+pOsj4R9XV2LC1J3BQDADQ155xOjqS0bWW77ygAAKAJJWOUYkCzoxQDgCY3kS6oq41JMdTX2fGMJGkjk2IAgCY2OJVTOl/Stl5KMQAA8NolYlFl8pRiQDOjFAOAJuac00SmoG5uiqHOzoylZSat7+amGACgeZ0YnpEkbVvJ+kQAAPDaJWIR5YqUYkAzoxQDgCY2kyuqVHbqZlIMddY3ltbazoTiLbx0AAA0r+MjKUlifSIAALgmSSbFgKbHky0AaGIT6YIkqbuNm2KorzNjaVYnAgCa3onhGSVjUa3pTPiOAgAAmlAyXrkp5pzzHQXANaIUA4AmNpmplmKsT0SdnR2nFAMANL+TIylt7W2XmfmOAgAAmlAiFlXZSflS2XcUANeIUgwAmth4Oi+JSTHUV65Y0uBUThuWc08MANDcTgynWJ0IAACuWTIWlSRl85RiQLOiFAOAJvbK+kQmxVA/A5NZSdL6bkoxAEDzyhVL6htPa9vKDt9RAABAk0rUSrEid8WAZkUpBgBNbIL1iWiAc+MZSdJ6JsUAAE3s9GhaZSdtZ1IMAABco2S88jg9k6cUA5oVpRgANLHJ6vrELibFUEd9E9VSjEkxAEATOzGckiRt7aUUAwAA16a2PjFToBQDmhWlGAA0sYl0QW3xqFpbor6jIMDOT2RkJq3tohQDADSvEyMzkijFAADAtUtQigFNj1IMAJrYeLrA6kTU3bnxjFYta1W8hZcNAIDmdWI4pVXLWrUswWsnAABwbWqTYllKMaBp8XQLAJrYZCavrra47xgIuPOTGa1jdSIAoMmdGJ7RNu6JAQCABUhQigFNj1IMAJrYRLqg5dwTQ52dG89wTwwAQsTMHjSzI2Z2zMw+epmv7zKzp8wsZ2b/xkfGa3F6NM3qRAAAsCDJeHV9Yr7sOQmAa0UpBgBNbCJTUDelGOqoXHY6P5GlFAOAkDCzqKSPSXqnpBsl/ZiZ3XjRt41J+nVJf9rgeNdsOlvQaCqvTT2UYgAA4NoluSkGND1KMQBoYhPpgrqSrE9E/YykcsqXylq/nFIMAELidZKOOedOOOfykj4j6X1zv8E5N+Sce0ZSwUfAa3F6NC1J2rKizXMSAADQzBKUYkDToxQDgCblnNNkJs+kGOrq3HhGkpgUA4DwWC/p7JyP+6qfa2pnxiql2CZKMQAAsAC19Yk5SjGgaVGKAUCTSuVLKpScupOUYqif8xNZSdI6SjEACAu7zOfcNf1FZh8xs71mtnd4eHiBsRbm1GhKkrR5BesTAQDAtUu0VB6nZ/KUYkCzohQDgCY1kc5Lkpa3sT4R9XNuovLOetYnAkBo9EnaOOfjDZLOX8tf5Jz7hHNuj3Nuz8qVKxcl3LU6M5pWb0dcHa0tXnMAAIDm1hKNKBY11icCTYxSDACa1ES6csaji/WJqKNz4xkta21RZ4L/nAFASDwjaaeZbTWzuKQflfSQ50wLdno0rU09rE4EAAALl4hFlWZSDGhavE0OAJpUrRRjfSLq6dxElikxAAgR51zRzH5V0tckRSX9jXPugJn9UvXrHzezNZL2SuqUVDaz35R0o3Nuylfuqzkzltbrtvb4jgEAAAIgGYsqV6QUA5oVpRgANKnx2vrEdtYnon7OTWS0nntiABAqzrmHJT180ec+PufPA6qsVWwKuWJJ5ycz2ryCSTEAALBwyXiUm2JAE2N9IgA0qdpNsW7WJ6KOzk9ktI5SDADQxM6OZeScKMUAAMCiSMai3BQDmhilGAA0qbFUZX3i8jYmxVAfM7miJjMF1icCAJrambGUJGlTT7vnJAAAIAgSsagyhbLvGACuEaUYADSp8XRey1pbFIvy/8pRH+cnMpLEpBgAoKmdGklLkrYwKQYAoWJmD5rZETM7ZmYffZXvu8vMSmb2oUbmQ/Nqi0eVZX0i0LR4kgoATWoinVd3O6sTUT/nxiulGDfFAADN7MxYWh2tLerhDisAhIaZRSV9TNI7Jd0o6cfM7MYrfN8fS/paYxOimbE+EWhulGIA0KTG0gX1sDoRddRXnRTbwPpEAEATOz2a0qaeNpmZ7ygAgMZ5naRjzrkTzrm8pM9Iet9lvu/XJH1O0lAjw6G5JeJRpfNF3zEAXCNKMQBoUhPpvLopxVBH5ycyikVNKztafUcBAOCanR5La0svqxMBIGTWSzo75+O+6udmmdl6SR+Q9PEG5kIAJGNRZbkpBjQtSjEAaFLj6byWt7E+EfVzbjyjtV1JRSK8sx4A0JxKZaezY2lt6mn3HQUA0FiX+5cYd9HH/0XS7zjnrroHz8w+YmZ7zWzv8PDwYuRDE2N9ItDcWnwHAABcm/FUQcu5jYE6Oj+R0bruhO8YAABcs/7JjAolp80rmBQDgJDpk7RxzscbJJ2/6Hv2SPpMdb1ur6R3mVnROffFi/8y59wnJH1Ckvbs2XNxufb/sffnUXad533n+3vPPNWpGVVAASBIEJwHSaZkyYMc25Itj5LHtjvLdrycVtxp9+B2biK307ZvnHhI4vR1ch2r1Y47ct9OO/EQW5FlyZI8SLZki5RkkQQJEgAJAgVUoeYzz/u9f5xzQIgCSKDq7P3ufc73sxYXajgLfMRVqrP3+9vP82DCZFNxNdqEYkBU0SkGABHU7nqqtrqaZXwifHR5r6GVGQ4RAQDRdXG7LkmEYgAweR6XdMoYc6cxJiXp+yR94PoXWGvvtNaesNaekPQ7kv7+jQIx4JUyg04xa8lHgSiiUwwAImiv0ZYkxifCN52ep6vlplboFAMARNiFa6EY4xMBYJJYa7vGmB+T9BFJcUm/Ya09bYz50cH32SOGfcsm45KkVtdTZvAxgOggFAOACNqtdSSJ8YnwzWalJc9KR2ayrksBAGDfXtqpKRWPabnIQx4AMGmstR+S9KFXfO2GYZi19u8EURPGQy7VD8Ia7R6hGBBBjE8EgAjarQ87xQjF4I+1UlOStDTNISIAILoubtd1bC6reMy4LgUAAIyJYadYvcNeMSCKCMUAIIL2BqHYDOMT4ZP1QSh2mFAMABBhF7brjE4EAAAjlbmuUwxA9BCKAUAE7QzGJ84xPhE+WSs1JEmHi4xPBABEk7VWl3bqOj6Xc10KAAAYI8NOsSadYkAkEYoBQAQxPhF+Wy81lU3GVcyyfhQAEE3lRlfVVldHZ3nAAwAAjM4wFGsQigGRRCgGABG0V28rk4yx0BW+WSs3dXg6I2PYwQIAiKZLu3VJ0tFZOsUAAMDoZFP9I3XGJwLRRCgGABG0U+toji4x+Gi91NQy+8QAABG2utsfBUynGAAAGKUMnWJApBGKAUAE7dXbmiEUg4/WS00tFwnFAADRtTroFDtGpxgAABghdooB0UYoBgARtFtvazafdF0GxpTnWV0t0ykGAIi21d2GCukE+zEBAMBI5VL9a4s64xOBSCIUA4AI2q13NEunGHyyVWup61kdJhQDAETY6m5DR2ez7McEAAAjNewUY6cYEE2EYgAQQbv1NqEYfLNeakqSlqfZwQIAiK7Lew32iQEAgJHLpPpH6uwUA6KJUAwAIqbnWZUaHc3mGJ8If6wNQjE6xQAAUba6W9dR9okBAIARS8Vjihl2igFRRSgGABFTanRkrTSbp1MM/ni5U4xQDAAQTaVGR5Vml04xAAAwcsYYZZNxxicCEUUoBgARs1tvSxLjE+GbtVJTybjRHD9jAICIWt2tS5JWZgjFAADA6GVTccYnAhFFKAYAEbM3CMVmGJ8In1wtN7VUzCgWM65LAQBgX1Z3G5LE+EQAAOCLTJJQDIgqQjEAiJidWkeSNMf4RPhkrdRgnxgAINJeDsXoFAMAAKOXSzE+EYgqQjEAiBjGJ8Jv66Wmlqc5RAQARNfl3YbyqTid9QAAwBdZOsWAyCIUA4CIYXwi/GSt1VqpSacYACDSVnfrOjqbkzGMAgYAAKOXSdIpBkQVoRgARMxOraNk3KiQTrguBWNor95Rq+tpuUgoBgCIrtXdhlYYnQgAAHySTcXVpFMMiCRCMQCImL16WzO5FE8+wxdrpaYkaZlOMQBAhPU7xQjFAACAPxifCEQXoRgARMxuva1ZRifCJ+vlhiRCMQBAdJUaHZWbXUIxAADgG0IxILoIxQAgYnZrHc3mUq7LwJhaL7UkiZ1iAIDIurzbf8Dj6GzOcSUAAGBcZVJxNdqe6zIA7AOhGABETL9TjFAM/lgvNRQz0mIh7boUAAD25fLeMBSjUwwAAPgjm4yr0e66LgPAPhCKAUDE7Nbbms0zPhH+WCs1dWgqo0ScSwQAQDSt7tYlSSszhGIAAMAfuVR/fKK11nUpAG4TJ14AECGeZ7Vb72guT6cY/LFebrJPDAAQaau7DWWTca6XAACAbzLJuDwrtXuMUASihlAMACKk3Oyo51nN5RltB3+slZpaLhKKAQCia3W3rpXZrIwxrksBAABjKpuMS5Ka7BUDIodQDAAiZKfWliTNMT4RPtkoN3WoSOgKAIiutVKT0YkAAMBX2VQ/FGt0eo4rAXC7CMUAIEJeDsUILTB6zU5P5WZXh6b4+QIARNdaqanDjAIGAAA+GnaKEYoB0UMoBgARMgzF5tmRAR9sVlqSpENTHCQCAKKp3fW0VW2xHxMAAPgqMwzF2oRiQNQQigFAhAxDsVlCMfhgo9KUJC0yPhEAEFFXy01ZKx2ZZnwiAADwz8vjE7uOKwFwuwjFACBCtofjE3OEYhi9jXK/U2yJTjEAQEStl/sPeNApBgAA/JQbhmJtz3ElAG4XoRgARMhura1sMn7tiSRglK4ODhIP0SkGAIioK3sNSWKnGAAA8BU7xYDoIhQDgAjZqbU1x+hE+GSj0lIiZuhEBABE1nqJTjEAAOC/DKEYEFmEYgAQITt1QjH4Z6PS0kIhrVjMuC4FAIB9WSs1NZVOaCqTdF0KAAAYY8MJPs02oRgQNYRiABAhdIrBTxuVFqMTAQCRtlZq0CUGAAB8x/hEILoIxQAgQgjF4KeNclOHpgjFAADRtV5qEooBAADfEYoB0UUoBgARQigGP21WWlqc4iARABBda6WmjkxnXZcBAADGXDrRP1avMz4RiBxCMQCIiGanp3q7RygGX3R6nrZrbTrFAACR1el52qy26BQDAAC+i8WMMsmYmnSKAZFDKAYAEbFTa0sSoRh8sVVtSRI7xQAAkXW13JS10mFCMQAAEIBcKqEGnWJA5BCKAUBEEIrBTxvlQSjG+EQAQEStl5qSpMMzjE8EAAD+yybj7BQDIohQDAAiglAMfrpa7h8kMj4RABBVa8NQjE4xAAAQgEwyRigGRBChGABEBKEY/LRR6XeKLRU5SAQARNNaqSFJ7BQDAACByKbiajI+EYgcQjEAiIhroViOUAyjt1FpyRhpocDPFwAgmtZKTRXSCRUzSdelAACACcD4RCCaCMUAICJ2am3FjDSd5aAHo7dZaWo+n1IizqUBACCa1ktNusQAAEBgMsm46nSKAZHDyRcARMROva3ZXEqxmHFdCsbQRrmlxSkOEgEA0XWl1GSfGAAACEw2GVeTTjEgcgjFACAidqpt9onBNxuVlg5NpV2XAQDAvq2XGlpmNyYAAAhINsX4RCCKCMUAICJ26m3NEorBJxuVJqEYACCyOj1PG5WWDs9kXZcCAAAmRC4VV4PxiUDkEIoBQETs1NqaJxSDD3qe1Va1rUNFQjEAQDRtVFqyVoxPBAAAgckk6RQDoohQDAAiYqdGpxj8sV1rqedZHWKnGAAgotZLTUlifCIAAAgMO8WAaCIUA4AI6HlWe3U6xeCPjXJLkhifCACIrM1KPxRb5L0MAAAEJJuMq9Oz6vQ816UAuA2EYgAQAaVGR56V5gjF4IPNyiAUY3wiACCiNngvAwAAAcum4pLECEUgYgjFACACdmptSYRi8Me1UIzxiQCAiNootxQz0nyeUAwAAAQjk+yHYs02oRgQJYRiABABhGLw01atH4rNF/j5AgBE00alqYVCWvGYcV0KAACYENkknWJAFBGKAUAEDEOx2RyhBUZvu9pWLhVXLpVwXQoAAPuyWWkxOhEAAAQqx/hEIJIIxQAgAoahGJ088MNWtcXPFgAg0jYqLcYAAwCAQGWGoRjjE4FIIRQDgAjYrdMpBv9sV9taKPB0PQAguvqhGO9lAAAgOIxPBKKJUAwAImA43m64xBUYpa1qS/N5DhIBANHU86y2qy0tEooBAIAADUOxJqEYECmEYgAQATs1xtvBP1vVthb4+QIARNR2tSXPik4xAAAQqOxgfGKd8YlApBCKAUAEbNfadPLAF55ntVNrMT4RABBZG5WWJGmRnWIAACBA18YnEooBkUIoBgARQCcP/LJbb8uzohMRABBZm4NQ7FCRBzwAAEBwMoxPBCKJUAwAImCbnU/wyXatLUl0igEAImuj0pTE+EQAABCs4fjEBqEYECmEYgAQcv3xdm06eeCLrWr/6Xp+vgAAUbVRHo5PJBQDAADBeXl8oue4EgC3g1AMAEKu3Oyo61nN08kDH2xV6RQDAETbRqWlmVxS6UTcdSkAAGCCxGNGqUSMTjEgYgjFACDkXg4t6OTB6G0POsUIxQAAUbVRaWqR9zEAAOBANhlnpxgQMYRiABByw9CCnWLww3a1rXjMaCabdF0KAAD7slFp6VCR6yQAABC8bDKuervrugwAt4FQDABCbrvW7xRj5xP8sFVtaS6fUixmXJcCAMC+bFZaOjSVcV0GAACYQNlUXI0OO8WAKCEUA4CQu9YpRigGH2xV25rP87MFAIgma22/U2yKTjEAABC8TDKuRpvxiUCUEIoBQMgNd4rN5QguMHrbtRb7xAAAkVVudNXuelokFAMAAA5kkzF2igERQygGACG3XWtpNpdUIs6vbIzeVrWlBboQAQARtVFpSpIOFRmfCAAAgpdLJdQgFAMihRNWAAi5nVpb83TyhJ4x5h3GmOeMMeeMMe+5wffvM8Z82hjTMsb8Axc13sh2lZ8vAEB0bVT6Y6YZnwgAAFxgfCIQPQnXBQAAXh07n8LPGBOX9KuS3i5pVdLjxpgPWGufue5lO5L+B0nvCr7CG6u3u6q3e+yrAwBE1uYgFGN8IgAAcCGbijM+EYgYOsUAIOS2qy1Ci/B7k6Rz1toXrLVtSb8l6Z3Xv8Bau2GtfVxSx0WBN7I92FfHTjEAQFRtVfuhGO9lAADAhWwypjqdYkCkEIoBQMht19qaz3PQE3Irki5d9/nq4Guh9vJBIqErACCatmttJeNGxQxDUAAAQPCyybjq7a7rMgDcBkIxAAixTs/TXr1Dp1j4mRt8ze7rLzLm3caYJ4wxT2xubh6wrFe3RacYACDitqstzeVTMuZGb8UAAAD+yqYSanY812UAuA2EYgAQYru1fmgxT2gRdquSjl33+VFJV/bzF1lr32etfcxa+9ji4uJIiruZ7UGnGD9fAICo2qm1NUdHPQAAcCSXiqvd89TtEYwBUUEoBgAhdq2TJ0+nWMg9LumUMeZOY0xK0vdJ+oDjml7T9jB05ecLABBR27U2Y4ABAIAz2WRcklTvsFcMiAoGrwNAiG3X6OSJAmtt1xjzY5I+Iiku6TestaeNMT86+P57jTHLkp6QVJTkGWP+J0kPWGvLrurerLQ0lU4oM7iIBwAgararbR2fy7kuAwAATKhsqn8/3Wj3VMwkHVcD4FYQigFAiG1Xh+MTeQI67Ky1H5L0oVd87b3Xfbyu/ljF0NiptTVLlxgAIMJ2am3NMz4RAAA4krsuFAMQDYxPBIAQ2xrsfFrgsAc+2K23NUcoBgCIqGanp2qry8NDAADAmWEoVicUAyKDUAwAQmy71lYiZlTM0tiL0duttzWbY7wDACCadga7MXnAAwAAuJJN9c9rGp2u40oA3CpCMQAIse1qS/OFlIwxrkvBGNqtdRifCACIrGEoNs97GQAAcIROMSB6CMUAIMS2q+zJgH92623N5ThIBABE03DMNOMTAQCAK9kkoRgQNYRiABBiW7U2Bz3wRbPTU73do1MMABBZL3eK8QARAABwIzvoFGsQigGRQSgGACG2XW1pocBBD0Zvt94/SJylUwwAEFHb1cFOMR4gAgAAjgzHJzY6hGJAVBCKAUCI9ccnctCD0dutdSRJc/mk40oAANif7VpbybjRVDrhuhQAADChcsn+dQjjE4HoIBQDgJCqt7tqdHqap1MMPhh2is3QKQYAiKidWkvz+bSMMa5LAQAAE+rl8Yldx5UAuFWEYgAQUsORQHSKwQ/DPSxz/HwBACJqu9rmfQwAADiVSsSUiBk6xYAIIRQDgJDaHi6PZ08GfLDHTjEAQMRt19pcJwEAAOeyyTihGBAhhGIAEFLb1ZYkMT4RvtgZ7BSbybFTDAAQTdu1Fh31AADAuWwqrmaHUAyICkIxAAiprWEoxmEPfLBbb2sqk1AyzqUAACCadqptzeV5eAgAALiVS9EpBkQJJ2EAEFJbg51ii1Mc9mD0duvsYQEARFez01Ot3WN8IgAAcC6bShCKARFCKAYAIbVZaWkqnVAmGXddCsbQTq3NPjEAQGRd273KAx4AAMCxXCquRqfrugwAt4hQDABCarPa0gJdYvDJbr2tWfaJAQAiamfQUU/XMwAAcC2bZHwiECWEYgAQUluVlhYLhGLwx26to1kOEgEAEbVdG+xeZXwiAABwLJuKq0EoBkQGoRgAhFS/U4yDHvhjt97WHOMTAQARVWp0JEkzvJcBAADH+uMTCcWAqCAUA4CQolMMfml2eqq3e3SKAQAia68+CMWyjAIGAABu5VKMTwSihFAMAEKo2emp3OxqgVAMPhgeJM7ydD0AIKKG72XThGIAAMCxbDLB+EQgQgjFACCEtmv95fGLU4RiGL2dwc/XXJ6DRABANO012ppKJ5SIc0sLAADc6neKdWWtdV0KgFvAHQQAhNBmpb88nk4x+GG33g/F2MMCAIiqUqOjIl1iAAAgBLKpuDwrtbqe61IA3AJCMQAIoWEoRqcY/PBypxihGAAgmkr1jmZyhGIAAMC9bDIuqb8KA0D4EYoBQAhtVQedYoRi8MHeoFOMnWIAgKjaaxCKAQCAcMil+qFYnb1iQCQQigFACL08PpHQAqO3U+tIEoeJAIDI2qu3NZPlOgkAALiXJRQDIoVQDABCaKvaUjGTUDoRd10KxtBuva2pdELJOJcBAIBoKjU6mubhDgAAEAK5VEKS1CAUAyKB0zAACKHNSot9YvDNXr2tmTwHiQCAaLLWaq/e0UyW9zIAAODey+MTu44rAXArCMUAIIS2qi0tFAjF4I9So6NpDhIBABFVa/fU9SxjgAEAQChkkoNQrEOnGBAFhGIAEEJ0isFPhGIAgCjbq7cliZ1iAAAgFIadYk3GJwKRQCgGACG0VW3TKQbfEIoBAKJsr96RJHaKAQCAUHh5fCKhGBAFhGIAEDKNdk/VVpdOMfim1OgSigEAIqvU6Idi7BQDAABhkE0xPhGIEkIxAAiZrWpLkrRIpxh8YK1VudFRkYNEAEBEDTvFZnKMTwQAAO7lUglJUqPddVwJgFtBKAYAIbNRGYRidIrBB82Op3bPo1MMABBZe43BTjHGJwIAgBDIJhmfCEQJoRgAhMywU4ydYvBDuTnYw0IoBgCIqOH4RN7LAABAGMRjRqlETA3GJwKRQCgGACGzSacYfMRBIgAg6kr1jjLJmDKDp7IBAABcy6XiatApBkQCoRgAhMywU2y+wJ4MjB6hGAAg6vbqHc1kuU4CAADhkUvGGZ8IRAShGACEzGalpdlcUsk4v6IxeqU6oRgAINr2Gm3exwAAQKhk6RQDIoMTVwAIma1qi31i8A2dYgCAqNurdzSd430MAACERy6VUL3ddV0GgFtAKAYAIbNZabFPDL4hFAMARF2p0dEM72MAACBEsqm4Gh06xYAoIBQDgJDZqrbpFINvhqHYVIbDRABANJUbHRUJxQAAQIhkk4xPBKKCUAwAQoZOMfip1OhoKp1QPGZclwIAwL5Uml1NZRKuywAAALgml4qrTigGRAKhGACESK3VVaPTIxSDb3i6HgAQZZ5nVW13NZUmFAMAAOGRJRQDIoNQDABCZLPSkiTGJ8I3pUaHfWIAgMiqtbuyljHAAAAgXHLsFAMig1AMAEJkq9oPxegUg18IxQAAUVZtdSVJBcYnAgCAEMmlEqq3u67LAHALCMUAIEQ2rnWKpRxXgnFFKAYAiLJKs3/YxE4xAAAQJtlkXM2OJ8+zrksB8BoIxQAgRDbKTUnSUjHjuBKMK0IxAECUDUOxAjvFAABAiGRTcUlSs8sIRSDsCMUAIEQ2Ki0lYkZzOTrF4I9So6PpHKEYACCaKs2OJHaKAQCAcMkNQrF6m1AMCDtCMQAIkavllhYKacVixnUpGEPNTk+trkenGAAgsoY7xRifCAAAwiSb7IdiDUIxIPQIxQAgRDYqTS0V067LwJgqN/pP1xcJxQAAEcVOMQAAEEa5VP/ahE4xIPwIxQAgRDYrLS1OsU8M/igNQjE6xQAAUVVlpxgAAAih4fjERodQDAg7QjEACJGr5aYO0SkGnxCKAQCirtLsyBgpnyIUAwAA4ZFJDneKdR1XAuC1EIoBQEi0u5526x0t0SkGn5SbhGIAgGirtLoqpBLsXwUAAKFyrVOM8YlA6BGKAUBIbFZbkkSnGHwz3MNSZA8LACCiKs2uCryPAQCAkBmGYuwUA8KPUAwAQuJquSlJWiIUg0/Kwz0sHCYCACKq2uxqivcxAAAQMlk6xYDIIBQDgJDYKA86xRifCJ9UB6HYVJrxiQCAaKq0OiqkCcUAAEC45Ab7TtkpBoQfoRgAhMRmpd8pdmiKTjH4o9rqKBEzyiR5+wcARFO/U4yHOwAAQLhc2ynW8RxXAuC1cCoGACFxtdxSzEjzBUIx+GO4h8UY47oUAAD2hZ1iAAAgjNKJmIyRGnSKAaFHKAYAIbFRaWqhkFY8RmABf1SbXUZOAQAirdLqqkgoBgAAQsYYo2wyrjo7xYDQIxQDgJDYqLR0qEiXGPxTaRGKAQCirdJkpxgAAAinXCqueodQDAg7QjEACImr5ZaWpjKuy8AYqzQ7KrKHBQAQUZ2ep2bHY6cYAAAIpWwqrgadYkDoEYoBQEhsVpp0isFX1RZ7WAAA0VVt9nd00CkGAADCKJdMEIoBEUAoBgAh0Ol52q61tUinGHzETjEAQJRVW4NQjAc8AABACGUZnwhEAqEYAITAVrUla6UlOsXgo0qzqykOEgEAEVVr90OxfIr3MgAAED7ZZFyNwfUKgPAiFAOAENgotyRJh+gUg48qjE8EAERYfTCOKJeKO64EAADgS+VS8WvXKwDCi1AMAEJgo9IPxegUg19aMsy4MwAAqPBJREFU3Z7aXU9TjE8EAETUcEdHllAMAACEUDYVZ6cYEAGEYgAQAlfLTUl0isE/1WZ/hMNUJum4EgAA9odOMQAAEGZ0igHRQCgGACGwUWnJGGmhkHJdCsZUtdUPxQp0igEAIqo+2NGRY6cYAAAIoVwqoUaHUAwIO0IxAAiBzUpT8/m0EnF+LcMflUGnGDvFAABR1aBTDAAAhBjjE4Fo4PQVAELgarmlQ1PsE4N/KtfGJxKKAQCiifGJAAAgzLLJuNo9T92e57oUAK+CUAwAQmCj0tShIqEY/DMcnziVZqcYACCahuOIsoRiAAAghIYP7tQZoQiEGqEYAITARrmlpamM6zIwxqqtjiTGJwIAoqve7ioeM0oxbhoAAITQ8MEdRigC4cbdBAA41vOstqotOsXgq2s7xdKEYgCAaKq3e8ol4zLGuC4FAADgS+QIxYBIIBQDAMe2qy15VuwUg6/YKQYAiLpGu8foRAAAEFrZZP9+u04oBoQaoRgAOLZRaUmSDhUZnwj/VFtdJeNG6QRv/QCAaKq3e9eewAYAAAiba51ina7jSgC8Gk7GAMCxq+WmJDrF4K9Ks6NCOsHIKQBAZNXbPWVTdDwDAIBwGoZitRadYkCYEYoBgGPrg1Ds8HTWcSUYZ9VmV1OZpOsyAADYt0anS6cYAAAIrVyK8YlAFBCKAYBj66WmYkZaKKRcl4IxVm11VUjzdD0AILoYnwgAAMIsn+5fp9TbjE8EwoxQDAAcWy81tTiVViLOr2T4p9IkFAMARFuj3VM2SSgGAADCadgpVqNTDAg1TmABwLH1clPLjE6Ez2rt7rWn1gAAiCI6xQAAQJgN77kbdIoBoUYoBgCOrZeaWi6mXZeBMVdv95SjUwwAEGG8lwEAgDDLJPqhWK1FpxgQZoRiAODYeqmpw3SKwWf1Vk95nq4HAERYo91VjvGJAAAgpGIxo1wqzk4xIOQIxQDAoWqrq0qrq6VixnUpGHP1dvfafHMAAKLGWqt6h/GJAAAg3HKpBDvFgJAjFAMAh9ZLTUnS4WlCMfjHWsseFgBApLW6nqyVsjzgAQAAQiyfjqveolMMCDNCMQBw6Gq5H4rRKQY/tXueup5Vnj0sAICIqg+euOYBDwAAEGZ0igHhRygGAA6t0SmGADQGF+RZ9rAAACJquJuD9zIAABBmeXaKAaFHKAYADg07xZYJxeCj4VNq+TQHiQCAaGp1PUlSOsktLAAACK9cOqFai04xIMy4owAAh9ZKDc3kksrw1DN81Bg8pZZjDwsAIKLaw1AswS0sAAAILzrFgPDjjgIAHFovtbTMPjH4bPiUGntYAABRda1TLMF7GQAACK9sKk6nGBByhGIA4NB6ucHoRPiuRqcYACDiWp3+4RKdYgAAIMzyqYQaHUIxIMy4owAAh+gUQxAabTrFAADR1u71O8VShGIAACDEcum4ai3GJwJhxh0FADjS7nraqrboFIPvaoNQLJ8mFAMARFOrw/hEAAAQfvlUQq2up+7ggR4A4UMoBgCObFSakkSnGHzXYHwiACDi6BQDAABRMJzQUmeEIhBa3FEAgCPrpX4otkSnGHw2XPLL+EQAQFS1uuwUAwAA4ZdP9x9GrbcIxYCw4o4CABxZL/dDscOEYvBZnU4xAEDEXRufmOQWFgAAhNfwYdRam71iQFhxRwEAjgw7xRifCL/V2z0l44aRUwCAyLo2PjHOexkAAAivfIpOMSDsuKMAAEfWS01lkjFNZ5OuS8GYq7d7yiYZnQgAiK6XO8V4PwMAAOFFpxgQfk7mKBlj5iT9R0knJF2Q9L3W2t0bvO6CpIqknqSutfax4KoEAH+tl5taLmZkjHFdCsZcvd29NtccAIAoGu4Uo1MMAACEWW64U4xQDAgtV3cU75H0cWvtKUkfH3x+M19rrX0dgRiAcbNeamqZfWIIQK3du/a0GgAAUdTuejJGSsZ5mAgAAIRXfnDvXW8zPhEIK1eh2DslvX/w8fslvctRHQDgzLBTDPBbvdVVLkWnGAAgulpdT6l4jA57AAAQatc6xdgpBoSWq1BsyVq7JkmDPw/d5HVW0h8bYz5rjHl3YNUBgM88z+pquanl6azrUjAB6nSKAQAirtX1lE4wOhEAAIRbnp1iQOj59ti4MeZjkpZv8K2fuo2/5iuttVeMMYckfdQYc8Za+4mb/PveLendknT8+PHbrhcAgrRTb6vTs1oupl2XgglQb/e0OMXPGgAgulpdT+kkD3gAAIBwG05pYXwiEF6+hWLW2rfd7HvGmKvGmMPW2jVjzGFJGzf5O64M/twwxvxnSW+SdMNQzFr7Pknvk6THHnvMHrR+APDTeqkpSXSKIRD1dlfZVM51GQAA7Fur21MqTqcYAAAIt1QipmTcqNaiUwwIK1d3FR+Q9EODj39I0h+88gXGmLwxZmr4saRvkPR0YBUCgI9eDsXYKQb/1du9ayMcAACIonbXUzpJKAYAAMIvl0rQKQaEmKu7il+U9HZjzFlJbx98LmPMEWPMhwavWZL0F8aYL0j6jKQ/tNZ+2Em1ADBia6WGJOkwoRgC0N8p5ltzOAAAvmt1PTrFAABAJORScTrFgBBzckJmrd2W9PU3+PoVSd88+PgFSY8GXBoABOLyXlPJuNFigT1P8F+j0+PpegBApLFTDAAAREUuFadTDAgxTsgAwIErew0dns4qFjOuS8GY8zyrdtdTJsFBIgAgutrdntIJbl8BAED45dMJ1dp0igFhxV0FADhwZa+hIzOMToT/Wl1PkpTh6XoAQIS1uh6hGAAAiIRcKq56i04xIKy4qwAAB/qhWNZ1GZgAzU7/QjzD+EQAQIS1u56S7BQDAAARkE8lVO/QKQaEFXcVABCwbs/TermpFUIxBKDZHYZidIoBAKKr51klGDsNAAAiIJdO0CkGhBihGAAE7GqlJc+KTjEEotkZjk/kLR8AEF1dz9IpBgAAIiGfirNTDAgx7ioAIGBX9hqSCMUQjGvjExN0igEAoqvnWcXpFAMAABGQS9EpBoQZoRgABGwYiq3MZBxXgknw8k4xQjEAQHR1PY/xiQAAIBLy6X6nmLXWdSkAboBQDAACdnkQih2eplMM/huOT0wzPhEAEGHdHp1iAAAgGrKpuDwrtbqe61IA3AAnZAAQsCt7Dc3kksqnE65LwQRodukUAwBEX9ezSsQJxQAAQPjlU/3znlqLvWJAGBGKAUDAruw1dYQuMQSkxU4xAMAY6HlWiRi3rwAAIPxyqf79d73NXjEgjLirAICAXdlr6MgMoRiCMRyfmGF8IgAgwro9j/GJAAAgEoaTgWptOsWAMOKEDAACdnmvoZWZjOsyMCGaHcYnAgCir98pRigGAADCj04xINwIxQAgQOVmR5Vml04xBIZQDAAwDjqeVZydYgAAIAKGnWL1FqEYEEaEYgAQoLW9piQRiiEwzS7jEwEA0UenGAAAiIphpxjjE4Fw4oQMAAJ0Za8hSVqZJRRDMK51iiXoFAMARJO1dhCKcfsKAADCL58adIoRigGhxF0FAATo8jAUo1MMAWl2PKXiMcV4uh4AEFE9z0oSnWIAACASrnWKMT4RCCVCMQAI0JW9hpJxo8VC2nUpmBDNTk9pRicCACKsOwjF2CkGAACiIJemUwwIM07JACBAV/YaWp7O0LWDwLS6PWWSjE4EAERXl04xAAAQIdkknWJAmBGKAUCAruw1dWSa0YkITrPjKZ3g7R4AEF293qBTjJ1iAAAgAuIxo2wyTqcYEFLcVQBAgC7vNdgnhkA1O3SKAQCiret5kqQk4xMBAEBE5NNx1dp0igFhRCgGAAHp9jytl5s6QiiGAPVDMd7uAQDR1RvuFGN8IgAAiIhcKqEGoRgQSpySAUBANiot9TxLKIZANTueMgk6xQAA0cVOMQAAEDW5VFy1FuMTgTAiFAOAgFzZa0iSjsxkHFeCSdLsMj4RABBtXXaKAQCAiMmnE6rTKQaEEncVABCQy4NQjJ1iCFKz4zE+EQAQacOdYnSKAQCAqMil4qq16RQDwohTMgAIyJW9piTpMKEYAtTq9pRmfCIAIMKGO8UScUIxAAAQDblUXPUWnWJAGBGKAUBAVnfrmsklVUgnXJeCCdLpeUoleLsHAERXz/ZDsZghFAMAANGQTyXoFANCilMyAAjIpd2Gjs3mXJeBCdPpWqXivN0DAKJrkImJSAwAAERFLh1npxgQUpySAUBAVnfqOjbH6EQEq93zlExwjAgAiK5roRhvZwAAICLyqYRqLTrFgDAiFAOAAHie1SqdYnCg0/WUpFMMABBhVoNUjF4xAAAQEblUQq2up27Pc10KgFfglAwAArBRaand83R0jlAMwWqzUwwAMCboFAMAAFGRT8clSfUOIxSBsOGUDAACcGm3Lkk6Nsv4RATHWtsPxegUAwBE2HB8IgAAQFTkUglJUoO9YkDocEoGAAG4tNMPxY7TKYYA9Twra8X4RADAWKBRDAAAREUu1e8UY68YED6ckgFAAC7u1GWMtEKnGALU6fUfrWd8IgAgyoadYob5iQAAICKGoVidTjEgdDglA4AAXNppaGkqo3Qi7roUTJB2t7/Ql04xAMA4IBIDAABRkU/3xyfSKQaED6dkABCAS7t1HZujSwzBavf6oVgqzjEiACC6rFgqBgAAooVOMSC8CMUAIACrO3Udm2WfGILVGYZijE8EAETYy+MT3dYBAABwq651irXpFAPChlMyAPBZu+tprdzU0TlCMQSL8YkAgHEw7BMjFAMAAFFxrVOsRacYEDackgGAz67sNWStdGyW8YkIFp1iAIBxYAetYoatYgAAICLyKTrFgLDilAwAfHZpty5JOk6nGAI23ClGpxgAYCyQiQEAgIjIpdkpBoQVp2QA4LNLOw1J0jFCMQRsOD4xRSgGAIgw+9ovAQAACJVUPKZ4zKhOpxgQOpySAYDPLu3WlYwbLRUzrkvBhOn0+seIjE8EAETZYHoijWIAACAyjDHKpeKqsVMMCB1OyQDAZxd36lqZySoe4ygHweowPhEAMBYGO8UM11IAACA68qmEai06xYCw4ZQMAHy2ulNndCKcGI5PTMY5RAQARBedYgAAIIoKmYRqjE8EQodQDAB8dmm3oaOzhGIIXnvQKcb4RADAOKBRDAAAREk+nVClSSgGhA2nZADgo1qrq51aW8fmsq5LwQQajk9MMT4RABBh1nUBAAAA+zCVZnwiEEackgGAjy7t1iVJx+gUgwMvj0/k7R4AEF0vj0+kVQwAAERHPh1XlVAMCB1OyQDAR5d2GpKk4+wUgwMdxicCAMaAHaRijE8EAABRUkgnVWv1XJcB4BU4JQMAH13aGXSKEYrBgXavf4hIpxgAYByQiQEAgCgp0CkGhBKnZADgo0u7deVTcc3mkq5LwQQajk9kpxgAYBywWwwAAERJPp1QtdW91vUOIBw4JQMAH13aaejYXE6GeT9wgPGJAID9MMa8wxjznDHmnDHmPTf4vjHG/OvB9580xrzBz3risf51VM/jQAkAAERHIZNQz7NqDR5YBRAOnJIBgI8u7tQYnQhnuoNQbHiYCADAazHGxCX9qqRvkvSApO83xjzwipd9k6RTg3/eLenX/KwpNngf83jKGgAAREghnZAkVZqMUATChFAMAHzieVYvbdd150LedSmYUN3BE/UJQjEAwK17k6Rz1toXrLVtSb8l6Z2veM07Jf2m7fsrSTPGmMN+FRQzhGIAACB6hqFYjb1iQKgQigGAT9bKTbW6nk7ME4rBjZ5nZczLT9gDAHALViRduu7z1cHXbvc1IxM3w/GJfv0bAAAARi8/CMWqhGJAqBCKAYBPLmzVJEknFhifCDd6nqVLDABwu270xvHKFq1beY2MMe82xjxhjHlic3Nz3wXFBnetdIoBAIAoKRCKAaFEKAYAPrmwPQjF6BSDIz3PXhs5BQDALVqVdOy6z49KurKP18ha+z5r7WPW2scWFxf3XdC18YkeoRgAAIgOxicC4UQoBgA+ubBVUzoR03Ix47oUTKgunWIAgNv3uKRTxpg7jTEpSd8n6QOveM0HJP2g6XuzpJK1ds2vguKx4U4xv/4NAAAAo8f4RCCcEq4LAIBx9eJWXSfm8+xzgjM9z147SAQA4FZYa7vGmB+T9BFJcUm/Ya09bYz50cH33yvpQ5K+WdI5SXVJP+xnTcO3sh7jEwEAQIRMZQjFgDAiFAMAn1zYrunkIqMT4Q6hGABgP6y1H1I/+Lr+a++97mMr6b8Lqh7GJwIAgCjKMz4RCCXGJwKAD3qe1cXtuk4sEIrBna5nFY/xVg8AiLaXxycSigEAgOjIJeOSpGqTUAwIE07KAMAHa6WG2j1PJ+YJxeCOx04xAMAYGHaK9egUAwAAERKLGRXSCVVbPdelALgOoRgA+ODCVl2SCMXgVJfxiQCAMRCjUwwAAERUPh1XtdVxXQaA6xCKAYAPXtyuSZLuZHwiHOp5HqEYACDy4sOdYmRiAAAgYgrphGp0igGhQigGAD64sFVTJhnTUjHtuhRMsJ4V4xMBAJE3fCtjfCIAAIia/vhEdooBYUIoBgA+uLBV04n5vIwhkIA7Pc+7NnIKAICoGr6XWcYnAgCAiMkTigGhQygGAD64sF1jnxic6/YsnWIAgMiLDR4yolMMAABETX98IqEYECaEYgAwYj3P6tJOQyfYJwbHPGvZKQYAiLzhTrEemRgAAIgYxicC4UMoBgAjdmWvoXbP050LOdelYMJ1PUIxAED0xQZ3rYxPxChd3mvo489eVbPTc10KAGCMFTKEYkDYEIoBwIi9uFWTJMYnwrkeoRgAYAwwPhF++MTzm/qR9z+h3XrbdSkAgDGWH4xP5OEeIDwIxQBgxC5sD0IxxifCsZ7HTjEAQPQNH/DocZiEERqGrMPxnAAA+KGQTqjTs2p1PdelABggFAOAEbuwVVcuFdehqbTrUjDhup699nQ9AABRNXwrIxPDKHmDHyi66gEAfiqkE5KkGiMUgdAgFAOAEbuwXdMd83kZwgg41vOsEnF+DgEA0RZnfCJ80O0RigEA/Je/FoqxwxIIC0IxABixC1s13bmQc10GMNgpxls9ACDahqFFl1AMIzTsFIsRigEAfDTsFKu0Oo4rATDESRkAjFC35+niTl0n5tknBvd6nhWNYgCAqDPGKBWPqdNjFwdGZ9h5yP5VAICfCnSKAaFDKAYAI3Rpt6GuZ3VigVAM7nXpFAMAjIlk3KjDgnqM0LDzkP2rAAA/5dNxSVKVTjEgNDgpA4AROrdRlSSdOlRwXAkgeZ7l6WcAwFhIJugUw2h5HjvFAAD+m8r0O8WqdIoBoUEoBgAjNAzFThKKIQS6nsdBDwBgLCTjMbV77BTD6PQGO8XidIoBAHyUvzY+seu4EgBDhGIAMELnNqpaKqZVzCRdlwLIWolzHgDAOGCnGEat51kZI8V4gAgA4KPhTrFqk1AMCAtCMQAYoXMbFd1NlxhCwkoypGIAgDGQjBtCMYxUz7N0iQEAfJdPDccnEooBYUEoBgAjYq3V+c2aTh2acl0KIKn/M8lRDwBgHCTpFMOI9axlzDQAwHexmFEuFScUA0KEUAwARmS93FS11WWfGEKj3ynmugoAAA4uGY+p3WWnGEan1yMUAwAEo5BOsFMMCBFCMQAYkXMbVUnS3YuEYggHa0WnGABgLCQTdIphtHqW8YkAgGAU0gk6xYAQIRQDgBE5e3UQitEphpCwsuwUAwCMhRQ7xTBiPc8qRqcYACAAhQyhGBAmhGIAMCLnNquaySW1UEi5LgWQRKcYAGB89McnEophdDo9T6kERyIAAP/lU4xPBMKEK0AAGJFzG1XdvVigMwehYa1IxQAAYyEZZ3wiRqvV9ZSKcyQCAPBfPp1QtdVzXQaAAa4AAWBEzm1UGZ2I0DGkYgCAMZCMx9TuWddlYIy0u57SdIoBAAIwlUmo2uq4LgPAAFeAADACO7W2dmptQjGEirVWNC4CAMZBKsFOMYxWu8v4RABAMPLpuGp0igGhwRUgAIzAuY2qJOkkoRhChOmJAIBxwfhEjFqbnWIAgIAU0klVm+wUA8KCK0AAGIFhKHaKUAwhYq3oFAMAjIVkPKZOl1AMo9PuekqyUwwAEIBCOq52z1ObaxkgFLgCBIAROLtRUTYZ15HprOtSgGusLDvFAABjgZ1iGLVOz1OKUAwAEIB8OiFJqrXoFgPCgCtAABiBcxtVnTyUVyxGAIHwoFMMADAuUnF2imG02CkGAAhKYRCKVQnFgFDgChAARuD8RlV3LzI6EeFDKAYAGAfsFMOotQjFAAABIRQDwoUrQAA4oGqrqyulpk4tTbkuBfgiDJkCAIyLVIJQDKPV7hGKAQCCUcgQigFhwhUgABzQ+Y2qJOkknWIIGWslsVMMADAG+p1iVtbyyAdGo931lGanGAAgAHk6xYBQ4QoQAA7o3CAUu/sQoRjCxjI+EQAwFoYdPW26xTAi7BQDAARlOD6xRigGhAJXgABwQM9frSgVj+mO+ZzrUoAvYi19YgCA8ZAehBetLqEYRoPxiQCAoFzbKdYkFAPCgCtAADigZ9cruvtQQUnGryBkrESnGABgLKSTcUlSs9NzXAnGRbvrcf0OAAgE4xOBcOEKEAAO6Nm1su4/XHRdBvAlrLUy9IoBAMZAdhCKtTp0iuHgrLVqdnrXfq4AAPBTgVAMCBVCMQA4gK1qS5uVlu4/POW6FOBL0CkGABgXmWT/1rVBpxhGoN3z5FkpmyIUAwD4Lx4zyibj7BQDQoJQDAAO4MxaRZLoFEMosVMMADAuMgnGJ2J0mu1+xyGdYgCAoBQyCVVbXMcAYUAoBgAHcGa9LEm6b5lOMYSPtVaGVjEAwBgYdvQ02hwm4eCGHYd0igEAglJIJxifCIQEoRgAHMAza2UdmkprvpB2XQrwJazrAgAAGJHh+MRml51iOLh6u38oSacYACAo+TTjE4GwIBQDgAM4s1bRfYxOBAAA8FUmyfhEjM6wUyxDKAYACEghnVC1SSgGhAGhGADsU6fn6dxGVfcfZnQiwonBiQCAcUEohlFqMj4RABAwxicC4UEoBgD79MJmTe2ep/uX6RRDOMViRtYyRBEAEH1ZQjGMUKPdH8OZIxQDAASkkE6o1iYUA8KAUAwA9unZtbIk6X7GJyKkYsbIIxMDAIyBYadYo00ohoNjpxgAIGh5xicCoUEoBgD79Ox6Wal4THct5l2XAtyQkeTRKQYAGAPXOsW6nuNKMA7YKQYACFohk1CF8YlAKBCKAcA+PbtW0d2HCkrG+VWKcDLGiEgMADAO0on+9RadYhgFdooBAIJWzCTV7nqMggZCgJNcANinM2tlRifiGmPMO4wxzxljzhlj3nOD7xtjzL8efP9JY8wb/K4pZsROMQDAWIjFjFKJmJpdDpJwcMNwlfGJAICgFDMJSVKFEYqAc4RiALAP29WWNiot3X94ynUpCAFjTFzSr0r6JkkPSPp+Y8wDr3jZN0k6Nfjn3ZJ+zf+6JI8pUwCAMZFNxtXq8MaGg2sMfo4IxQAAQSlmk5KkSrPjuBIAhGIAsA/PrlUkiU4xDL1J0jlr7QvW2rak35L0zle85p2SftP2/ZWkGWPMYT+LihkjywBFAMCYyCRjjE/ESDTa/af0M0mORAAAwZgadIqV6RQDnOMKEAD24cx6WZJ03zKdYpAkrUi6dN3nq4Ov3e5rRipmjDwyMQDAmMgm44xPxEjU2j3lU3EZY1yXAgCYEFMZOsWAsCAUA4B9eGatrENTac0X0q5LQTjc6ETllXHUrbxGxph3G2OeMMY8sbm5eeDCPHaKAQDGRCYZp1MMI1FtdlUYPLEPAEAQioNQrNygUwxwjVAMAPbhzFpF9zE6ES9blXTsus+PSrqyj9fIWvs+a+1j1trHFhcXD1RULKYbxG4AAERTJhlXs8tOMRxctdVVPk0oBow7Y8w7jDHPGWPOGWPec4Pv/21jzJODfz5ljHnURZ2YDMPxiXSKAe4RigHAbWp2ejq7UdEDhGJ42eOSThlj7jTGpCR9n6QPvOI1H5D0g6bvzZJK1to1P4vqj08kFQMAjIdMMqZmh04xHFy11dUUoRgw1owxcUm/KumbJD0g6fuNMQ+84mUvSvoaa+0jkn5O0vuCrRKTpJgddIoRigHOcRUIALfpzHpFnZ7Vo0enXZeCkLDWdo0xPybpI5Likn7DWnvaGPOjg++/V9KHJH2zpHOS6pJ+2O+6jMROMQDA2Mgm49qutV2XgTFQbTE+EZgAb5J0zlr7giQZY35L0jslPTN8gbX2U9e9/q/Un+YB+CKfiitmpEqT8YmAa1wFAsBtenJ1T5L0yLEZp3UgXKy1H1I/+Lr+a++97mMr6b8LsqaYMUxPBACMjUwyTqcYRqLa7GqhkHNdBgB/rUi6dN3nq5K+/FVe/yOS/sjXijDRjDGayiRVbtApBrhGKAYAt+kLl0paKKR0ZDrjuhTgVRkjxicCAMZGNhlXg1AMI8BOMWAimBt87YY3R8aYr1U/FPuqm/5lxrxb0rsl6fjx46OoDxNoKpOgUwwIAXaKAcBtenJ1T48cnZExN7rGBsLDGCNLKAYAGBPZVFz1FqEYDo6dYsBEWJV07LrPj0q68soXGWMekfTrkt5prd2+2V9mrX2ftfYxa+1ji4uLIy8Wk6GYSapMKAY4RygGALeh1urq3GZVD6+wTwzhFzMSmRgAYFwU0glVWxwk4WCstaqxUwyYBI9LOmWMudMYk5L0fZI+cP0LjDHHJf2epB+w1j7voEZMmKlMQuUm4xMB17gKBIDb8PTlkqyVHj1GKIbwixnD+EQAwNjIpxNqdT11e54ScZ7vxP60up66nmV8IjDmrLVdY8yPSfqIpLik37DWnjbG/Ojg+++V9NOS5iX928EkmK619jFXNWP8TWWSurzXcF0GMPG4CgSA2/DkakmS9MjRGbeFALfIIxMDAIyJYYhRa/U0nSMUw/4Md7kwPhEYf9baD0n60Cu+9t7rPv67kv5u0HVhchWzCT27RqcY4Bp3EgBwG76wuqeVmawWCmnXpQCvKWYM4xMBAGOjkI5LkqptRihi/2qDEZyMTwQABK2YSarC+ETAOUIxALgNT10u6ZGjjE5ENMRi/b0ZCM4//eAz+v3PX3ZdBgCMpWGnWJ29YjiA4V66fIpQDAAQrGImoUqrK4+RLoBThGIAcIv26m29tF3Xw4RiiAgjdooF7fc+f1lPvLTjugwAGEvDUKxKKIYDGI5PLDA+EQAQsKlMUtZKNbreAacIxQDgFg33iT3KPjFERMxIRGLB8qxVvL+kGwAwYsPOnlqr57gSRFl5MLaqmE06rgQAMGmK2f61TLlJKAa4RCgGALfoydU9SdJDK3SKIRqMMWIqQ7B6npUhFAMAX+SHO8XoFMMBlBr9UGyaUAwAELCpTP+9h71igFuEYgBwi55cLemuhTw30IiMmBGzygPmeVbxGKEYAPhhOO6uRiiGAyg36BQDALgxlelfy1ToFAOcIhQDgFv05GqJfWKIlEQsph6hWKA8K0IxAPDJcKcYezhwEKVGR8ZIU+wUAwAErDjoFBs+oAHADUIxALgFG+Wm1stNPcI+MURIPGYIxQLWs1ZMTwQAfww7xRifiIMoNToqZpKK8RALACBgdIoB4UAoBgC34AurJUnSo3SKIUIScaOO57kuY6J4nlWcVAwAfJFOxBSPGdVbPdelIMJKjY5mcoxOBAAEbzi6t8xOMcApQjEAuAWfu7irZNzowSOEYoiOBJ1igfMsO8UAwC/GGOVScTrFcCClRocdwQAAJ+gUA8KBUAwAbsETF3b00Mq0sqm461KAWxaPxdTpEYoFxVorz/YPbQEA/iikE6oRiuEACMUAAK6kE3GlEzF2igGOEYoBwGtodnr6wqWS3nhiznUpwG1Jxo16jE8MzLApj/GJAOCffDqhWptQDPtXanSuja8CACBoU5mkynSKAU4RigHAa3j6ckntnqfH7ph1XQpwW+Ixoy7jEwPj2f5/6zhXVwDgm3w6oSo7xXAAZTrFAAAOFbMJdooBjnFsAwCv4fELu5KkLyMUQ8QkYkZdxicGZri/jfGJAOCfQjrO+ETsm7VWe3VCMQCAO1OZJDvFAMcIxQDgNTxxYUd3LeY1X0i7LgW4LYl47FpQA/+93ClGKAYAfsmn2CmG/au3e+p6llAMAOBMMZNQhU4xwClCMQB4FZ5n9cRLu3rjHewTQ/QkYkadHjvFgtIZdOUlCMUAwDfsFMNBlBr9Q0hCMQCAK8VMUuUGoRjgEqEYALyKc5tVlRodPXaC0YmInkTc0CkWoO4ggEwluLwCAL/k03HV2CmGfSIUAwC4NpVJMD4RcIxTGwB4FY9f2JEkvfEEnWKInkQspi6hWGBe7hTj8goA/JJPJ1RlfCL2abfeliTNEIoBABwpZpMqMz4RcIpTGwB4FU9c2NVCIa075nOuSwFuWzxmrnUvwX/DUZWJOOMTAcAvU+mE2l1P7S7vb7h9u7X+IeRcIeW4EgDApJpKJ9TscC0DuEQoBgCv4vELO3rjiVkZwyE3oicRN3SKBWgYiqXiXF4BgF+Kgw4fFtRjP3ZqLUnSXJ5QDADgBtcygHuc2gDATayVGlrdbegxRiciohIxQrEgDf9b0ykGAP4pZvoHSSUW1GMfdgadYrM5QjEAgBtTmYQksVcMcIhQDABu4okLu5KkN56YdVwJsD/xWEw9z8pagrEgDDvFknSKAYBvitn+QVKZgyTsw06tpWImwXs1AMCZ4QM+7BUD3OFKEABu4okLO8ql4nrgcNF1KcC+JGP9jqUe3WKB6PT6/52TdIoBgG+mByOHynSKYR926h3NF9KuywAATDA6xQD3CMUA4CYev7Cr1x+fUYInSRFR8UE4wwjFYHQHnWKJGL8zAMAvjE/EQezUWprNJV2XAQCYYFMZdooBrnFqAwA3sFtr69n1st50Yt51KcC+JQfhDKFYMNqMTwQA3w2X0zNyCPuxU+toLk+nGADAnWujoBt0igGucGoDADfw6Re2Za30VacIxRBd8cH4xGEHE/zVZXwiAPju5fGJHCTh9u3UWprL0ykGAHBnip1igHOEYgBwA588u6VCOqFHj864LgXYtwTjEwPV9QbjE+kUAwDfpBMxpeIxxifitllrtUunGADAsal0QsZIZXaKAc5wagMAN/CX57b05rvmOdxGpA13W/UIxQLR7vZDsXSC3xsA4BdjjIrZBE9X47ZVW121e57m8ynXpQAAJlgsZlRIJdgpBjjEqQ0AvMLF7bou7tT1VXczOhHRlhiMT+wwPjEQLUIxAAhEMZtUmU4x3KbdWv9nZpZQDADgWP9ahk4xwBVObQDgFf7y/JYk6atOLTiuBDiY4fhEOsWC0eoMQrFk3HElADDeipkk4xNx27ZrLUmiUwwA4NxUhk4xwCVCMQB4hb84u6XlYkYnFwuuSwEOJH6tU4xQLAitbk8SnWIA4LdiNskeDty2nVpbEp1iAAD3pjKMggZc4tQGAK7jeVZ/eX5LX3n3gowxrssBDmQYzgx3XcFfjE8EgGBMMz4R+7Bd7YdidIoBAFwrZpKq8IAP4AynNgBwnWfWytqrd/RVp9gnhuhLDUMxdooF4uVQjPGJAOCnYiZBKIbbtlntj09cnEo7rgQAMOn64xMJxQBXCMUA4DqfPNvfJ/aVJ9knhuhLxfvhDJ1iwWh2ejJGSsbpMgUAP/XHJ3ZkLeOBces2Ky0VMwll2P0JAHBseC0DwA1CMQC4zl+e29K9S1M6VMy4LgU4sBTjEwPV6npKJ2KMXgUAn01nk+r0rBqdnutSECGblRZdYgCAUBh2ivGAD+AGoRgADDQ7PX3mwo6+8m66xDAeXh6fyKFhEFqdHqMTASAAxUxSklRuMHYIt45QDAAQFsVMUj3Pqt7mXh1wgVAMAAY++9Ku2l2PfWIYG6k4nWJBGnaKAQD8VcwmJImxQ7gtm9WWFqeYBgEAcG9q8IAPe8UANzi5AYCBTzy/qUTM6E13EophPAw7xVqEYoFodT2lk1xaAYDfprP9g6RSg1AMt26z0tJCIeW6DAAAeMAHcIyTGwAY+NizV/Xmu+ZVSCdclwKMRJqdYoFqdRmfCABBeHl8IgdJuDX1dlfVVpfxiQCAUHi5U4xrGcAFQjEAkHRhq6bzmzV9/f2HXJcCjMzLO8UIxYLQ7DA+EQCCUBx0ivF0NW7VVqUtSVosEIoBANwrZvoPY9P1DrjByQ0AqN8lJklvu3/JcSXA6NApFqx6u6tcik4xAPDbtfGJdQ6ScGs2q01JolMMABAKM7n+OF9CMcANQjEAUD8Uu3dpSsfmcq5LAUYmRSgWqEbHUzbF+FUA8Nvw6eo9DpJwizYrLUmEYgCAcJgZPOCzxwM+gBOEYgAmXqne0eMXdhmdiLGTihOKBanR7iqXpFMMAPyWiMdUzCQ4SMItIxQDAIRJMZuUMYRigCuEYgAm3p89v6GeZ/W2BxidiPGSiMcUM1KLUCwQ9XZPWcYnAkAg5vIp7dTarstARGxWWooZaT5PKAYAcC8eMypmktqrcy0DuEAoBmDifezZDS0UUnrd0RnXpQAjl0rE1O4RigWhQSgGAIGZyaW0y0ESbtFmtaW5fFrxmHFdCgAAkqSZXJJR0IAjhGIAJlqn5+nPntvQ1913SDFukjGGUvEY4xMD0uj0GJ8IAAGhUwy342q5pUOMTgQAhMhMNsn4RMARQjEAE+3xF3dUaXb19fczOhHjKZWIMz4xANbafihGpxgABGI2l+IgCbdsrdTU4emM6zIAALhmOpeiUwxwhFAMwET72LMbSiVi+upTC65LAXyRTtApFoRmx5O1UoZQDAACMZdP0imGW3a13NQSoRgAIERmskmVGAUNOEEoBmBiWWv18TNX9ZUn55VLJVyXA/iCnWLBqLe7ksT4RAAIyGw+pUanp0a757oUhFyz09NOra3DRUIxAEB4sFMMcIdQDMDEev5qVS9t1xmdiLHW7xTjwNBvjU7/vzEBOwAEYzaXkiTt8oQ1XsNGuSVJdIoBAEJlJpdSqdFRz7OuSwEmDqEYgIn1wSevKGakb3xw2XUpgG9SjE8MxLBTIcv4RAAIxDAUY4QiXstaqSFJ7BQDAITKTDYpa6VKk24xIGiEYgAmkrVWH3xyTW85Oa/FqbTrcgDfpOKMTwxCfRiKMT4RAAIxl6dTDLdmvdyUJC0zPhEAECIzuaQkaa9OKAYEjVAMwEQ6faWsF7dq+tZHjrguBfAVnWLBqLX6O8XyacYnAkAQ5vL9g6RdDpLwGtZLg1CMTjEAQIhcC8XYKwYEjlAMwET6L09eUSJm9A5GJ2LMEYoFozoIxaYyhGIAEIRrO8UYn4jXsF5uKp+KayqTdF0KAADXTGf71zJ7dL0DgSMUAzBxrLX6wyfX9FWnFjQ7GL0DjKtUPKYWoZjvqnSKAUCgprP9gIOdYngt66UmXWIAgNCZZXwi4AyhGICJ8zeX9rS622B0IiZCOhmnUywAw/GJBUIxAAhEIh7TdDbJTjG8pvUyoRgAIHxmcnSKAa4QigGYOB98ck2peEzf8OCS61IA32WTMTU7PddljL0KoRgABG4un6JTDK9pvdTUcjHrugwAAL5IcTB6n51iQPAIxQBMFM/rj0586z2LKrJXABMgm4yrQSjmu1qrq3jMKJPk0goAgjKbSzJyCK+q51ltVFpank67LgUAgC+SiMc0lUlwLQM4wMkNgInyxEu7Wi839W2PHnZdChCITIpQLAjVZlf5VFzGGNelAMDEoFMMr2Wr2lLPs1qeplMMABA+M7mkSnSKAYEjFAMwUT745BVlkjG97X5GJ2IyZJNxNTuePM+6LmWsVVs9RicCQMBmcyl2iuFVXd5rSJIOF9kpBgAIn5ks1zKAC4RiACZGu+vpg0+u6evvW1Kew2tMiEwyLklqdT3HlYy3aqujQobfKwAQpNlBp5i1PPiBG7u82w/FVmbpFAMAhM8Mo6ABJwjFAEyMPzmzoZ1aW9/9ZUddlwIEJjsIxRih6K9aq0fYDgABm82l1Op6vMfhpq7sEYoBAMJrJpdifCLgAKEYgInx209c0qGptL761ILrUoDAEIoFo9rqMj4RAAI2l09KEnvFcFOX9xqayiRUzCRdlwIAwJeYySa1x/hEIHCEYgAmwkalqT97flPf9WVHlYjzqw+TI5MahGJtQjE/EYoBQPBmcylJ0m6NJ6xxY5d3Gzo6m3NdBgAANzSTS6rU6LADHAgYJ8MAJsJ//txl9Tyr72F0IibMsFOsSaeYr6pNQjEACNp8IS1J2qq1HFeCsLq819DKDKMTAQDhNJ1NyrNSpdV1XQowUQjFAIw9a61++7Or+rI7ZnXXYsF1OUCgGJ8YjFKjo+kso5kAIEiLg1Bss0Iohhvrd4oRigEAwmlm0PXOCEUgWIRiAMbe5y/t6dxGlS4xTKRsqv9WT6eYf9pdT41OT0VCMQAI1MJU/yBpq0oohi9VanRUaXXpFAMAhNZsrn8PuVdnFDQQJEIxAGPvt59YVTYZ17c8cth1KUDgMkl2ivmt0uzfwNApBgDByqUSyqfidIrhhi7vNiRJK3SKAQBCamYYijUIxYAgEYoBGGuNdk8f/MIVfdPDy5rKcGCNycP4RP+Vm/3578UsO8UAIGiLU2ltVRk5hC91eW8QitEpBgAIqeks4xMBFwjFAIy1D59eU6XV1fd82THXpQBODDvFGJ/on/Lgqb4iwTsABG6hkNZmpem6DITQ5d26JDrFAADhNewUK9EpBgSKUAzAWPv//dVFnZjP6cvvnHNdCuBElvGJvisPxieyUwwAgkenGG7m8l5DmWRM8/mU61IAALih4Qj+3RqhGBAkQjEAY+vpyyV99qVd/cBbTigWM67LAZzIpobjEz3HlYyvEp1iAODMQiGtrSo7xfClLu81dGQmK2O4DwAAhFMyHtNUOqG9Bg/4AEEiFAMwtv6vT7+kbDKu7/6yo65LAZxJJ/pv9ewU80+50d8pNk2nGAAEbnEqrb16R+0uD3/gi13ebbBPDAAQetO5pEp1OsWAIBGKARhLe/W2fv9vLutdr1/hoBoTzRijbDLOTjEfvTw+MeG4EgCYPAuFtCRpu0a3GL7Ypd2Gjs3lXJcBAMCrmskltcdOMSBQhGIAxtJvP7GqVtfTD77lDtelAM5lU3F2ivmo3OgoETPX9rcBAIKzUOjvi9qsEIrhZZVmRzu1to4TigEAQm4mm9JenfGJQJAIxQCMHc+z+r/+6iW98cSs7j9cdF0O4Fw2GWd8oo/KzY6K2SQ7SwDAgcWpfqcYe8VwvYs7dUnSHYRiAICQm84ltcf4RCBQhGIAxs6fP7+pizt1/eBbTrguBQiFTDLG+EQflRpdFTOMTgQAF4bjE+kUw/UuDUIxxicCAMJuJsv4RCBohGIAxs5vfvqCFqfS+sYHl12XAoRCNsVOMT/t1duayaVclwEAE+nlTjHGDuFlL233Q7Hj84RiAIBwm831xyd6nnVdCjAxCMUAjJULWzX92fOb+q/fdFypBL/iAEnKJBif6KfdeluzuaTrMgBgImWScU2lE3SK4Yu8tFPXbC6pYob3ZwBAuM3kkvKsVG13XZcCTAxOjAGMlV//ixeUjMX0t7/8uOtSgNDIpuKqtwnF/LJb62iWTjEAcGZxKq1NdorhOpd26jo+n3ddBgAAr2k623+Ao8ReMSAwhGIAxsZ2taXffmJV3/H6FR0qZlyXA4RGLhVXvUUo5hfGJwKAWwuFtLboFMN1Xtqu6zj7xAAAETC8l9wjFAMCQygGYGz85qdfUqvr6b95652uSwFCJZ9OqNpiFIMf2l1PtXaP8YkA4BCdYrhet+fp8l5DdxCKAQAiYGZwL7lbZz8qEBRCMQBjodHu6Tc/fUFvu/+Q7j405bocIFQK6YTqzCf3xd7gxmUmT6cYALiyUEjRKYZrruw11fMsnWIAgEgYPmC516BTDAgKoRiAsfA7n72k3XpH737rSdelAKGTSyVUY3yiL3YHIy7oFAMAdxYKaZWbXTU7vNdBurhTlyQdnycUAwCE33S2/4BliU4xIDCEYgAir+dZ/fpfvKjXHZvRG0/Mui4HCJ1COq52z1O767kuZexc6xTL0ikGAK4sTqUlSds1DpMgvbRTkyQ6xQAAkTCdHXSKsVMMCAyhGIDI+8jpdb20Xdffe+tdMsa4LgcInXw6IUmqsVds5IadYjN0igGAMwuFfii2yQhFSLq4XVcqHtNyMeO6FAAAXlMqEVM+FWd8IhAgQjEAkWat1f/+iRd0Yj6nb3hw2XU5QChdC8XYKzZyw06xWXaKAYAzh4r9UGyj3HRcCcLg4k5dR+eyisV4WA4AEA0zuZR26XgHAkMoBiDS/uLclr5waU//zVvvUpwbX+CGCtc6xdi1MmrsFAMA94YdQVcJxSDpxa2a7pzPuy4DAIBbNl9IMQYaCBChGIDIstbqVz52VoenM/ruLzvquhwgtHKpuCSpyvjEkdurt5VKxJRNxl2XAgATa76QVjxmtE4oNvE8z+rCdk13LhCKAQCiYz6f0g6hGBAYJ6GYMWbOGPNRY8zZwZ+zN3ndjDHmd4wxZ4wxzxpj3hJ0rQDC69Pnt/XES7v6b//WSaUTHEgDN1Ngp5hvtmttzedT7DMEAIfiMaNDU2mtl9gpNunWy001O57uXCQUAwBEx1w+re0q1zFAUFx1ir1H0settackfXzw+Y38iqQPW2vvk/SopGcDqg9ABPzKx8/q0FRa3/vYMdelAKGWJxTzzXa1pfkC+8QAwLXl6QzjE6EXt2qSRKcYACBSFgopbdXasta6LgWYCK5CsXdKev/g4/dLetcrX2CMKUp6q6R/J0nW2ra1di+g+gCE3F+9sK2/fnFHP/o1J5VhbBnwqq51irXZKTZqO7W25vJp12UAwMRbLmYYnwi9MAjF7looOK4EAIBbN19Iqd31WHkABMRVKLZkrV2TpMGfh27wmrskbUr6P40xnzfG/Loxhse9AEiS/s2fnNVCIa3vf9Nx16UAoTfcKUan2OhtVdtayNMpBgCuLRUzWi8Rik26FzaryqXiWirywAoAIDrmBw9aslcMCIZvoZgx5mPGmKdv8M87b/GvSEh6g6Rfs9a+XlJNNx+zKGPMu40xTxhjntjc3BzB/wIAYfXEhR395blt/b233qVsii4x4LUMxyfy1NnobdcYnwgAYbA8nVG11eW9bsK9uFXTnQt5dn0CACJlbnBPuVUlFAOCkPDrL7bWvu1m3zPGXDXGHLbWrhljDkvauMHLViWtWmv/evD57+hVQjFr7fskvU+SHnvsMQawAmPsVz5+VnP5lP72m+kSA25FOhFTImboFBuxerurZsdjfCIAhMByMSNJWi81dfchRudNqhe3anp4Zdp1GQAA3JaFwT3ldrXluBJgMrgan/gBST80+PiHJP3BK19grV2XdMkYc+/gS18v6ZlgygMQVp86v6VPnt3Sf/s1J5VL+ZbrA2PFGKN8OqE6O8VGanvwFB+dYgDg3tIgFLvKXrGJ1e56urRT110LbF0AAETL8J6S8YlAMFyFYr8o6e3GmLOS3j74XMaYI8aYD133uv9e0v9tjHlS0usk/XzQhQIID2ut/uVHntNSMa0feMsdrssBIiWfijNSasS2Bk/xLRCKAYBzy9Mvd4phMl3cqcuz0p2LhGIAgGiZG+yp3iYUAwLhpM3CWrutfufXK79+RdI3X/f530h6LLjKAITZnz63oc9d3NM/+46HlEmySwy4Hfl0gvGJIzZ8io/xiQDg3rXxiXSKTawXt2qSpDsXGJ8JAIiWTDKuQjpx7cFLAP5y1SkGALfF86z+xUee1/G5nL73sWOuywEiJ59O0Ck2YtfGJ+bpFAMA17KpuKazScYnTrAXt6qSpDvn6RQDAETPfCF17R4TgL8IxQBEwh8+taZn18r6n99+j5JxfnUBt6tAp9jIbdX6T/GxUwwAwmG5mNEa4xMn1otbNc3nU5rOJV2XAgDAbZvPp9gpBgSEk2UAodftefpXH31e9y5N6dsePeK6HCCS8um46u2e6zLGyk61rUwyplzKyTRqAMArLE1n6BSbYOc3azqxQJcYACCa5vJpxicCASEUAxB6v/PZVb24VdNPfMM9iseM63KASMqnGJ84apvVlhan2CcGAGGxXExrnU6xiXV+o6pTh9gnBgCIpoVCStt0igGBIBQDEGr1dlf/6qPP6/XHZ/T2B5ZclwNEVp7xiSO3WWnp0FTGdRkAgIHlYkZb1Za6Pc91KQjYTq2t7VpbdxOKAQAiar7QH5/oedZ1KcDYIxQDEGr/7pMvaqPS0k998/0yhi4xYL/6oRjjE0dpo9LSYoFOMQAIi6XpjDzb7+TFZDm3UZUkQjEAQGTN59PqeVblZsd1KcDYIxQDEFqblZbe++fn9Y0PLumxE3OuywEirZhNqN3z1OwQjI3KZqWlQ0VCMQAIi8PT/e5dRihOnrMbFUnSqaUpx5UAALA/84WUJGmryghFwG+EYgBC61c+/ryaXU//6B33uS4FiLypTFKSeOpsRFrdnkqNDp1iABAiS8V+KHa1TCg2ac5erSqfiuvINGONAQDRNJ/v31tu0/EO+I5QDEAond+s6v/5zCX91286rrsWGYMCHFQxk5AklRvsFRuFzUr/RoVOMQAIj+UinWKT6txGVScPFRi3DgCIrGGn2E6NTjHAb4RiAELpl/7ojLLJuP7Ht51yXQowFopZOsVGaRiKLU4RigFAWMzlU0rFY1qjU2zinNuosk8MABBp18YnEooBviMUAxA6n3lxR3/8zFX96NfcpQVGkwEjURyMT6w06RQbhY1hKFZgTBMAhIUxRsvTGa3tEYpNknKzo/VyU6cOsU8MABBds7l+KMb4RMB/hGIAQsXzrP7JB0/r8HRGP/JVd7kuBxgb09nh+EQ6xUaB8YkAEE5HZjK6vNdwXQYCdG6jKkl0igEAIi0Zj2kml9R2lU4xwG+EYgBC5Xc/t6qnL5f1nm+6T9lU3HU5wNiYyjA+cZQ2Ki0ZI83nU65LAQBcZ2Ump8u7hGKT5NzVfih2ilAMABBx8/kUO8WAABCKAQiNaqurf/6R5/T64zP69kePuC4HGCvD8YnlBuMTR2Gz0tJ8PqVEnEspAAiTldmsrlaaanc916UgIOc2q0olYjo2l3NdCgAABzJfSGuL8YmA7zjJARAav/Zn57RZaemnv/UBGWNclwOMlUwypmTc0Ck2IpuVJjsPASCEjs5kZa20XmKv2KQ4e7Wiuxbyise4fwAARNt8PqVtOsUA3xGKAQiFSzt1/R+ffFHf8foVvf74rOtygLFjjFExk2Sn2IhsVFo6VMy4LgMA8Aors1lJ0upe3XElCMrZjapOLU25LgMAgAObLzA+EQgCoRiAUPjFPzqjuDH6h++413UpwNgqZpOqNBmfOAprpaYOE4oBQOiszPRDMfaKTYZaq6vV3Qb7xAAAY2E+n9Zuva1ujzHQgJ8IxQA491cvbOsPn1rT3/uau3R4Ouu6HGBsFTMJxieOQKfnaava0tI0oRgAhM3hmf7v5st7hGKT4PmrFUnSvct0igEAom++kJK10m6d+3bAT4RiAJzq9jz97AdOa2Umq7/31pOuywHG2hTjE0dis9KStdIynWIAEDrpRFyHptJ0ik2IM+v9UOw+QjEAwBiYz/f3Vm/XWo4rAcYboRgAp/7vv76oM+sV/eNvuV/ZVNx1OcBYK2YTKjM+8cDWy01J0mE6xQAglFZms3SKTYjn1ivKpeI6NptzXQoAAAc2X0hJknaq7BUD/EQoBsCZ7WpLv/zHz+kr757XOx5adl0OMPaKdIqNxNVSPxRbolMMAEJpZYZQbFKcWS/rnqUpxWLGdSkAABzYwiAU26oRigF+IhQD4My//OPnVG/39LPf9qCM4UYW8Fsxm1SFTrEDWxuEYst0igFAKK3MZrW215TnWdelwEfWWp1Zr+j+w4xOBACMh7nh+MQq4xMBPxGKAXDiydU9/dbjl/RDX3FCp5a4kQWCUMwk1Oj01O56rkuJtKvlplKJmGZzSdelAABu4OhMVu2ep00OlMbaRqWlvXpH93IvAQAYEzPZpGJG2qFTDPAVoRiAwHme1c984LTm82n9j2875bocYGJMZfohTqXJCMWDWC83tVRM0+EKACG1MpuVJK3uMkJxnJ1Zr0iS7l0uOq4EAIDRiMWM5vJpbbFTDPAVoRiAwP3OZ1f1+Yt7+kfvuFfFDJ0WQFCK2YQkqcwIxQNZLzV1uJh1XQYA4CZWZnKSxF6xMXdmrSxJum+ZTjEAwPhYKKQYnwj4jFAMQKD26m394ofP6LE7ZvVdbzjquhxgogxD6HKDTrGDuFpuaol9YgAQWsNOsct0io2159YrWiqmNZtPuS4FAICRmcuntM34RMBXhGIAAvUvPvKcSo2Ofu5dDykWY/QYEKRidhCKMT5x36y1Wi83tVxMuy4FAHAThXRC09mkLu/VXZcCH51ZrzA6EQAwduYLaXaKAT4jFAMQmCdX9/QfPnNRP/iWO3T/YW5ggaAVr+0UY3zifpUaHTU7npanGZ8IAGG2MpOlU2yMdXqezm1UdT+jEwEAY2Y+n9JWhfGJgJ8IxQAEoudZ/a+//7QWCmn9+NvvcV0OMJGmMv2dYiXGJ+7bcD/NygzjEwEgzFZms+wUG2MXtmpq9zzdSygGABgzi1NpVVpdNdo916UAY4tQDEAg/uPjl/SF1ZJ+6pvvv9atAiBYM7n+//f26oRi+3VlrylJOjJDpxgAhNmwU8xa67oU+ODZ9Yok6T7GJwIAxsxysf8A5tVy03ElwPgiFAPgu+1qS7/04TP68jvn9M7XHXFdDjCxssm4UomY9urMJ9+vK4OuA0IxAAi3o7NZ1do9uqPH1DNXykrEjE4eyrsuBQCAkVoiFAN8RygGwHc//6EzqrW6+qfvekjGGNflABPLGKPZXFK7hGL7dmWvoVQipvl8ynUpAIBXcXS2//DCKnvFxtLpKyWdWppSOhF3XQoAACO1VExLkq6yVwzwDaEYAF/91Qvb+t3Prerdb71Lp5aY+Q+4NptLaZfxift2ea+hlZksAT8AhNzR2Zwk6eJO3XElGDVrrZ65UtZDRxidCAAYP4cGnWIbdIoBviEUA+CbdtfTP/79p3V0Nqv//utOuS4HgPp7xRifuH+X9xo6MpNxXQYA4DXcMd8PxV7aJhQbN1fLLW3X2nqQUAwAMIaKmYSyybjWS4RigF8IxQD45tf/4gWd26jqn7zzQWVTjDYBwoBOsYO5stfQkWn2iQFA2E1lkprPp3Rxp+a6FIzY6SslSdKDK9OOKwEAYPSMMVoqphmfCPiIUAyALy7t1PWvP35W3/jgkr7uviXX5QAYmMml6BTbp3bX00alpSMzhGIAEAXH53N0io2h01fKMka6/zCdYgCA8XSomNFVxicCviEUAzBy1lr9zAdOK2aMfubbHnRdDoDrzOaS2qt3ZK11XUrkXC03Za20QigGAJFwxxyh2Dg6faWkE/N5FdIJ16UAAOCLZUIxwFeEYgBG7sNPr+tPzmzox992Dx0VQMjM5lLqelaVVtd1KZFzea8hSfxeA4CIOD6f15VSQ61uz3UpGKHTV8rsEwMAjLWlYnrwUCYPswJ+IBQDMFKVZkc/+19O64HDRf3wV55wXQ6AV5jJJSVJezX2it2uK9dCsYzjSgAAt+KOuZyslVZ3G65LwYiU6h2t7jb04BH2iQEAxtdSMaNmx1O5ycOsgB8IxQCM1C//8fPaqLT089/5sBJxfsUAYTObS0mSdtkrdtsu79IpBgBRcmIhJ0m6yAjFsXF6rSRJdIoBAMbaUrH/ICYjFAF/cGINYGS+cGlP7//0Bf3Am+/Q647NuC4HwA0MO8UIxW7fpd26FqfSyiTjrksBANyC43N5SdJL2zXHlWBUTl8uSyIUAwCMN0IxwF+EYgBGotvz9JO/95QWC2n9g2+813U5AG5iZtAptldnfOLturTT0LFZusQAICoWCinlUnFdoFNsbJy+UtJyMaP5Qtp1KQAA+Gap2H+fu1puOa4EGE+EYgBG4t9/6oKeWSvrZ7/9QRUzSdflALiJWTrF9u3Sbl3H5nKuywAA3CJjjI7P5XRxh1BsXJy+UqZLDAAw9ugUA/xFKAbgwFZ36/pXH31eX3vvor7poWXX5QB4FdPZYShGp9jt6PY8rZWaOjZLKAYAUXJiPs/4xDHRaPd0frNKKAYAGHuZZFzT2SShGOATQjEAB2Kt1U//wWlZK/3cux6SMcZ1SQBeRSIeUzGT0B6dYrdlrdRUz7M6Nsf4RACIkjvmc7q025DnWdel4IBOXynJs9IjR2dclwIAgO+WimlCMcAnhGIADuRDT63rT85s6Ce+4R4dpYMCiITZfIpOsdt0aTB6i04xAIiW4/M5tbue1jlUiry/ubQnSXrk2LTbQgAACMBSMaN1dooBviAUA7BvpUZHP/tfTuuhlaL+zleccF0OgFs0k0vRKXabLu0OQjF2igFApNwxl5ckXWCEYuQ9uVrS4emMDk1lXJcCAIDvlooZbfBQD+ALQjEA+/ZLHz6j7WpLv/AdjygR59cJEBWzuaR2CcVuy6WdhuIxo8PTHMQBQJTcMd9/mOHidt1xJTioJ1f39MhRusQAAJNhqZjWRqXFCGjAB5xiA9iXJy7s6D/89UX98FfeqYe5OQUiZTaX0m6N8Ym349JuXYenMzwAAAARc3g6o2Tc6KUdQrEoK9U7urBdZ58YAGBiLBUz6nlWWzVGKAKjxskOgNvW6vb0nt97SiszWf3Pb7/HdTkAbtNMLsn4xNt0aafOPjEAiKBEPKajszk6xSLuyct7kqRHCcUAABNiOC54g71iwMgRigG4be/9sxd0bqOqf/quh5RPJ1yXA+A2zeZSqrV7anc916VExqXdho7NZV2XAQDYh+NzOb20w06xKHtytSRJTKgAAEyM5cHo/qvsFQNGjlAMwG05t1HRr/7pOX3bo0f0tfcdcl0OgH2Yzackib1it6jR7mmz0qJTDAAi6o75nF7aqstadnJE1Rcu7enOhbyms0nXpQAAEIilYlqStE4oBowcoRiAW+Z5Vj/5e08pm4rrp7/1AdflANinhUEotl0lFLsVFwd7aO5YyDuuBACwH8fncqq0utqts08zqp5cLekRusQAABNkoZCWMdJVxicCI0coBuCW/dbjl/T4hV391Lfcr8WptOtyAOzTwuD/v1tVLq5vxYXt/sitE/N0igFAFN212H+o4cWtquNKsB8b5abWy009wj4xAMAEScZjWiiktUGnGDByhGIAbslGualf+KNn9RUn5/U9X3bUdTkADmB+2ClWIxS7FS8NQrE75ugUA4AoOrlYkCSd32SvWBR9YbBP7FE6xQAAE2apmGZ8IuADQjEAt+RnPnBa7a6nn/+Oh2WMcV0OgAO41ilWYXzirbiwXddsLqnpHHtMACCKjs7mlIrHdH6TTrEoenJ1T/GY0YNHCMUAAJNlaSrD+ETAB4RiAF7Th59e1x89va7/6W336AQ7dYDIm0onlIrHtEWn2C15abumO+b53QcAURWPGZ1YyOn8Bp1iUfSF1ZJOHSoom4q7LgUAgEAtTWcYnwj4gFAMwKsqNTr66T94Wg8cLurvfvWdrssBMALGGM0XUtqu0il2Ky5s1dknBgARd3KxoBfoFIscz7P6m4u7et2xGdelAAAQuKWpjLZrbbW7nutSgLFCKAbgVf3Sh89oq9rSL33XI0rG+ZUBjIuFQlpbVTrFXkur29OVUoNOMQCIuJOLBV3cqavT41ApSl7Yqqrc7OoNx2ddlwIAQOCWiv3VBxsVusWAUeKEG8BN/fUL2/oPf31RP/JVd+phFlsDY4VOsVtzaacha6UTC3SKAUCU3bWYV9ezemm77roU3IbPvbQnSXrDHTNO6wAAwIWlYkaS2CsGjBihGIAbanZ6+snfe0rH5rL68bff47ocACNGp9iteWm7v3+GTjEAiLaTiwVJ0nlGKEbK5y7uqphJ6K6FgutSAAAI3PJ0PxRbKzUcVwKMF0IxADf0b/7krF7Yqunnv+Nh5VIJ1+UAGLFhp5i11nUpoTbsKDhBKAYAkXbXYv/3+AubNceV4HZ87uKu3nDHrGIx47oUAAACtzKblSRd3iUUA0aJUAzAlzh9paT//c9f0He94ai++tSi63IA+GCxkFa756nc7LouJdRe2q5pKp3QbC7puhQAwAFMZZJaKqbpFIuQcrOjsxtV9okBACZWMZPUdDapVUIxYKQIxQB8kW7P0z/63Sc1k0vqf/3W+12XA8An84WUJGmbEYqv6oWtmu5YyMkYnlAHgKi7a6FAKBYhf3NxT9aKUAwAMNGOzmZ1aZedqMAoEYoB+CL/7i9e1NOXy/p/f/tDmsmlXJcDwCcLhbQkabvWdlxJuL2wWWOPCQCMiZOH8nphs8bo4Ij43MVdGSM9emzadSkAADhzdDZLpxgwYoRiAK65sFXTv/ro83r7A0v65oeXXZcDwEfz+X4otlWhU+xmmp2erpQaOrlIKAYA4+DkYkGlRocHQiLicxf3dO/SlKYyjDAGAEyuY7M5re7WeagHGCFCMQCSJGutfvL3nlIqHtPPvfMhRoUBY25hMD5xi4PBm3pxqyZrpbsW865LAQCMwPAhh/MbjFAMO8+z+vzFXb2e0YkAgAl3dDarZsfjoR5ghAjFAEiS/uPjl/TpF7b1v3zL/VqezrguB4DP5vKDUIxOsZt6YbMmiVAMAMbF8Pf5+cHvd4TX+c2qKs2u3nB8xnUpAAA4dXQ2J0m6tMNeMWBUCMUAaL3U1D/7w2f15rvm9H1vPOa6HAABSMRjms0ltV0jFLuZFzb7nQR3LhCKAcA4ODKdVSYZu/b7HeH1uYu7kqQ33EGnGABgsh2dy0oSe8WAESIUAyactVb/+PefVsfz9Ivf+QhjE4EJslBIa7vKCIabeWGrpiPTGeVSCdelAABGIBYzumuhoPOEYqH3uZf2NJNL6i4eTAEATLhhpxihGDA6hGLAhPvgk2v62LNX9RNvv1cnuOkEJsp8IaWtKp1iN/PCZlV3DfbPAADGw12LecYnRsATL+3oDcdneWAPADDxCumEZnNJre4yPhEYFUIxYILt1Nr62Q+c1qNHp/XDX3nCdTkAAkan2M1Za/XCZo19YgAwZk4uFrS6W1ez03NdCm5iq9rS+c2a3nhiznUpAACEwtHZHJ1iwAgRigET7Oc++IzKzY7++Xc/qkScXwfApFkopLVJp9gNbVZbqrS6jG0CgDFz8lBBnpVe2uZp67B64sKOJOlNd7JPDAAASTo6m9UlOsWAkeEUHJhQf3pmQ//585f19//W3bp3ecp1OQAcWJxKq9Ls8rT8DbwwGK3F+EQAGC8nBx3AZzcqjivBzXzmxV2lEzE9vDLjuhQAAELh2FxOl3cbsta6LgUYC4RiwASqNDv6X/7zU7pnqaC//7UnXZcDwJGlYkaSdLXcdFxJ+LwcitEpBgDj5ORiQfGY0fPrhGJh9fiFHb3++IxSCY4rAACQ+p1ira7HpBdgRLjKBCbQL/zRGV0tN/XPv/tRpRNx1+UAcGSpmJYkXS1zYf1K5zaqyibjOjKddV0KAGCEMsm4TszndIZQLJQqzY5OXynpTewTAwDgmqOz/ftS9ooBo0EoBkyYT53f0n/464v6u199l153bMZ1OQAcolPs5s5uVHT3oYJiMeO6FADAiN27PKXnrxKKhdHnLu7Js9Kb7px3XQoAAKFxdDYnSbq0w14xYBQIxYAJUm939Z7ffUon5nP68bfd47ocAI4tTRGK3cy5japOHWKfGACMo3uXinppp656u+u6FLzC4y/uKB4zev3xGdelAAAQGnSKAaNFKAZMkH/5ked1caeuX/quR5RNMTYRmHTFbEKZZIxQ7BUqzY7WSk3dvUQoBgDj6N7lKVkrnb1adV0KXuEzL+7ooSNF5dMJ16UAABAauVRC8/kUoRgwIoRiwIT47Eu7+j8/9aJ+4M136MvvYhwJAMkYo6Vihp1ir3Buo39IeurQlONKAAB+uG+5//v9OfaKhUqr29PfrO7pTXeyTwwAgFc6OpvV6i7jE4FRIBQDJkCz09M//J0v6Mh0Vv/om+5zXQ6AEFmaymidTrEvcvZaKEanGIDJYoyZM8Z81BhzdvDn7E1e9xvGmA1jzNNB1zgKx+dyyiRjOkMoFipPrpbU7np64wlCMQAAXunobI5OMWBECMWACfD/+dhZnd+s6Re+82EVGEUC4DpL0xltEIp9kbNXK0olYjo2l3NdCgAE7T2SPm6tPSXp44PPb+TfS3pHUEWNWixmdM/SlJ67WnZdCq7zmRd3JIlQDACAGzg6l9Xl3YY8z7ouBYg8QjFgzH3h0p7e94nz+q8eO6a33rPouhwAIbM0ldbVckvWcmE9dHajqpOLBcVjxnUpABC0d0p6/+Dj90t6141eZK39hKSdgGryxb1LU3punZ1iYfKZF3d06lBBs/mU61IAAAido7M5tXueNqusPwAOilAMGGOtbk//8Hee1KGpjH7qW+93XQ6AEFoqZtTo9FRudl2XEhpnr1YZnQhgUi1Za9ckafDnIcf1+Obe5SltVVva5mApFLo9T599aZd9YgAA3MTR2awksVcMGAFCMWCM/eqfnNNzVyv6+e98SMVM0nU5AELoUDEtSYxQHKi1urq81yAUAzC2jDEfM8Y8fYN/3unDv+vdxpgnjDFPbG5ujvqvP5D7louSpOfYKxYKT14uqdrq6itOLrguBQCAUDp2LRRjrxhwUCwXAsbU6Ssl/ds/O6/vfP2Kvu6+JdflAAip5WJGknS13NKppSnH1bh3frM/Sov/FgDGlbX2bTf7njHmqjHmsLV2zRhzWNLGAf9d75P0Pkl67LHHQjWn957l/sMPZ9Yr+oq7CWJc+/T5bUnSm++iUwwAgBs5OtvfeX1ph04x4KDoFAPGUKfn6R/89pOayaX009/2gOtyAITY0iAUW6dTTJL0/NV+KHY3nWIAJtMHJP3Q4OMfkvQHDmvx1WIhrbl8ik6xkPj0+W3dtzyl+ULadSkAAIRSJhnXQiGtSzt0igEHRSgGjKF/+6fn9exaWT//HQ9pJseiagA3t3StU4xQTJKeWy8rlYjpxHzOdSkA4MIvSnq7MeaspLcPPpcx5ogx5kPDFxlj/h9Jn5Z0rzFm1RjzI06qPQBjjO5dmtJzVwnFXGt1e3r8wo7ecnLedSkAAITaifmcXtyuuS4DiDzGJwJj5pkrZf2bPzmrd73uiL7hwWXX5QAIuWwqrmImwU6xgTPrFZ06VFAiznNDACaPtXZb0tff4OtXJH3zdZ9/f5B1+eXe5Sn9pycuyfOsYjHjupyJ9fmLe2p1PfaJAQDwGk4uFvTxMweabg1AdIoBY6U/NvELmsml9DPf9qDrcgBExFIxw/jEgTPrFd23XHRdBgAgAPcuT6ne7rGw3rFPnd9WzEhvupN9YgAAvJqTh/LaqrZUqndclwJEGqEYMEZ+7c/O65m1sv7Zdzyk2TxjEwHcmqViRlfLLddlOLddbWmz0tJ9y1OuSwEABODewe/7M+tlx5VMtr86v62HV6Y1nU26LgUAgFC7a6G/+/r8VtVxJUC0EYoBY+LZtf7YxG9/9Ii+kbGJAG7DUjHD+ERJz63398rcd5hQDAAmwT1L/d/3w9//CF693dXnL+3qzewTAwDgNZ08NAjFNgjFgIMgFAPGwHBs4nQ2qZ/9dsYmArg9S8W0NioteZ51XYpTZwaHovfSKQYAE6GQTujYXFZnrhKKufLEhV11epZ9YgAA3IJjs1kl40YvbNVclwJEGqEYMAb+7Z+e1+krZf3Tdz2sOcYmArhNS8WMup7VVm2yRyieWS9rPp/SYiHtuhQAQEDuWy7q2TXGJ7ryqfPbSsSM3nhi1nUpAACEXiIe04n5PJ1iwAERigERd/pKSf/mT87qXa87onc8xNhEALfvyExWknRlb7JHKD63XtF9h6dkjHFdCgAgIA+vTOvFrZqqra7rUibSp89v6fXHZ5RLJVyXAgBAJNy1mNf5TUIx4CAIxYAIa3c9/cR/+oJm8ynGJgLYt5VBKHZ5t+G4End6ntVzVyu6d6nouhQAQIAeWinKWun05ZLrUiZOudnRU5dLegujEwEAuGUnFwt6abuuTs9zXQoQWYRiQIT9f//krM6sV/QL3/GwZnKMTQSwPyuzw06xyQ3FLu7U1ex4uu8w+8QAYJI8tDItSXr6CiMUg/bp89vyrPQVJ+ddlwIAQGScXCyo61ld2qm7LgWILEIxIKKeWi3pV//svL7zDSt62wNLrssBEGHFTEKFdEKXJzgUOzPYJ3PfMqEYAEySQ1MZLRXTeppOscB98uym8qm43nCcfWIAANyqk4cKkqTzmzXHlQDRRSgGRFCr29NP/PbfaKGQ0s98K2MTARyMMUYrM1mtTvD4xGfXyooZ6dQhQjEAmDQPHZnWU4RigfvE81t6y8l5pRIcSwAAcKvuWsxLEnvFgAPg6hOIoP/to2f1/NWqfvG7HtF0Lum6HABjYGU2O9GdYqevlHVysaBsKu66FABAwB5amdb5zarq7a7rUibGha2aLu7U9dZ7Fl2XAgBApBQzSS1OpfUCoRiwb4RiQMR89qUdve8T5/X9bzqmr733kOtyAIyJlZnsRO8UO32lrAePFF2XAQBw4KGVaVkrPcNescB88uymJOmrTxGKAQBwu04u5hmfCBwAoRgQIfV2Vz/xn76gw9NZ/dS3POC6HABjZGU2q1Kjo2pr8p6S36q2tF5u6sEj065LAQA48PBK//c/e8WC8+fPb+nYXFYn5nOuSwEAIHLuWizo3EZV1lrXpQCRRCgGRMg///BzurBd17/4nkdUSCdclwNgjByZyUqSLk/gXrHTg84AOsUAYDItFdNaKKT11GU6xYLQ6Xn69PktffWpRRljXJcDAEDknFwsqNToaKfWdl0KEEmEYkBEfOr8lv79py7o73zFCX3FyQXX5QAYMyuDUGwSRyievtLvDKBTDAAmkzFGD60U6RQLyOde2lWt3dNbGZ0IAMC+nFzMS5Je2GKEIrAfhGJABFSaHf2/fvtJ3bmQ1z96x32uywEwho7O9kOx1YkMxco6OpvVdC7puhQAgCMPr0zr7EZFjXbPdSlj7xNnNxWPGX3F3fOuSwEAIJJOLhYkSec3qo4rAaKJUAyIgH/yX57RWqmhX/7eR5VNxV2XA2AMLRbSSsVjEzk+8ZkrZUYnAsCEe/DItDwrPbvOCEW/ffLsll5/bEbFDA+jAACwHyszWaUTMZ3fJBQD9oNQDAi5Pz69rt/+7Kr+/t+6W284Puu6HABjKhYzOjyT0eUJ6xSrtrp6cavG6EQAmHAPH+2/DzBC0V87tbaeulzSW+9hdCIAAPsVixnduZDX+U3GJwL7QSgGhNhWtaWf/L2n9MDhov6Hrz/luhwAN2CMmTPGfNQYc3bw5w3Ta2PMbxhjNowxTwdd4606Mp2duJ1iz671OwLoFAOAyXZkOqO5fIpQzGefPLspa0UoBgDAAZ08VNALdIoB+0IoBoSUtVY/+XtPqdLs6n/7r16nVIL/uwIh9R5JH7fWnpL08cHnN/LvJb0jqKL2Y2U2O3HjE08PDj/pFAOAyWaM0YNHinrqMuMT/fSJ57c0k0vq4RXedwEAOIi7Fwu6uFNnHyqwD5yyAyH1u5+7rI8+c1X/4Bvv0b3LU67LAXBz75T0/sHH75f0rhu9yFr7CUk7AdW0LyszWV2tNNXueq5LCczTV8qaz6e0VEy7LgUA4NjDK9M6e7WiZofDJT94ntWfP7+hrz61qHjMuC4HAIBIe+BIUZ6VzrAPFbhthGJACF3aqetnP3Babzoxpx/5qrtclwPg1S1Za9ckafDnIcf17NvKbFbWSuulputSAvPk6p4eOTotYzicA4BJ9/DKtLqe1XPrFdeljKUnL5e0VW3rbfdH9lIJAIDQGK4AOH2FUAy4XYRiQMj0PKuf+E9fkCT98vc+ylOUQAgYYz5mjHn6Bv+804d/17uNMU8YY57Y3Nwc9V//qlZmspKkyxOyV6zW6urcRlWPHJ1xXQoAIAQeGoz0e5K9Yr74+LNXFTPS17BPDACAA1uZyWo6m9TpK1y3ALcr4boAAF/s//jkC/rMhR39y+95VMfmcq7LASDJWvu2m33PGHPVGHPYWrtmjDksaeOA/673SXqfJD322GP2IH/X7Zq0UOzpyyV5Vnr0GHtNAADS0dms5vMpff7irn7gzXe4LmfsfPzZDT12x5xmcinXpQAAEHnGGD20UqRTDNgHOsWAEDl9paRf/uPn9I4Hl/Vdb1hxXQ6AW/MBST80+PiHJP2Bw1oO5MhMVjEjXdypuy4lEE+u9p+oo1MMACD1D5fecMesPn9xz3UpY2et1NAza2V9HaMTAQAYmQePTOvMekWd3uTsBQdGgVAMCIlmp6cf/49/o5lcSj//nQ+z3waIjl+U9P9v777D46ju/Y9/vrvqxWq2ZFuyLTfcbVywwaYYTO8QINQAgRCSEELqDZdfuEluEkgPCUkIkGC49N57r8YN994tS+6WLEu26vn9sSMsjGTJtnZnd/V+PY8fbZmd/ex4d87ufM+cc5KZLZd0knddZtbTzF5uWsjMHpH0iaRBZlZiZtf4knY/khICKsxJ1dptVX5HiYi5JeUqzE5V14xkv6MAAKLE2D45Wr21Stt21fgdJa68vSR0Iv2UwRTFAADoKMN6dlFtfaNWbN7ldxQgpjB8IhAlfv/aUi3btEtTrz5CuekMKQLECufcNklTWri9VNLpza5fEslcB6s4L11rtnWeM8VGFjF0IgBgrzG9cyRJs9eV66ShBT6niR9vL96sXrmpGpCf4XcUAADixrCeod+zC0t3akiPLj6nAWIHZ4oBUeCD5Vv07w9X64oj+2jyIHpPAvBPn7w0rdka/2eK7aiq1brt1QydCAD4gpFFWUoImGav2+F3lLixu7ZBH67YqimDCxgNAwCADtS3a7pSE4NaWFrhdxQgplAUA3y2o6pWP3x8rgbkZ+iWM4b4HQdAJ1ecl66K3XUqr671O0pYzd8Q+tEwijPFAADNpCQGNawwS7PWUhTrKJ+s2qqa+kadwNCJAAB0qGDANKRHphZu2Ol3FCCmUBQDfOSc00+fnqcd1bW64+LDlZIY9DsSgE6uT166JMX9EIrzSsolScMpigEA9jGmd7bmlZQzaX0HeWvxZqUnBTWhX67fUQAAiDvDC7O0qGynGhud31GAmEFRDPDRYzPW67WFm/TjUwZ9Pg4wAPipOC9NkrR2W3wPoTi3pEL9uqWrS0qi31EAAFFmbJ8c7alr1OIyel0fKuec3l6yWccM7KbkBDoAAgDQ0Yb17KJdNfVatz2+O7YCHYmiGOCTVVt26RcvLNLE/nm69uh+fscBAElSr9w0mUlrtsbvF2rnnOauL9co5hMDALRgbJ8cSWIIxQ6wqGynyir26IQhDJ0IAEA4NHWyX8C8YkC7URQDfFBb36ibHpujpISA/nTR4QoEmHAaQHRISQyqZ1ZqXJ8ptqF8tzZX1mhM72y/owAAolCPrFT1yEqhKNYB3li0SWbS8YMoigEAEA4DCzKUGDQtLOUMd6C9EvwOAHRGf3pjmeaVVOiuy8eoe1aK33EA4Av65KVpTRwXxWavK5ckje6d428QAEDUGtMnR5957QUO3qsLNuqIPrnqlpnsdxQAAOJSckJQA/MzKYoBB4AzxYAI+3D5Vt313kpdMr63Th3ew+84APAlffLStXZb/A6fOHvtDqUlBTW4e6bfUQAAUWps7xxtKN+tsordfkeJWau3VmnJxkqdMry731EAAIhrw3p20cINFXLO+R0FiAkUxYAI2rarRt9/fI4G5Gfo1jOH+h0HAFpUnJembVW12rmnzu8oYTF73Q6NLMpSQpCvQQCAlo3x5hWbvbbc3yAx7LWFGyVJpwwr8DkJAADxbXhhlrZV1WrTzhq/owAxgaNBQIQ45/TjJ+eporpOf714tFKTgn5HAoAW9clLlySti8OzxXbXNmhR6U6NYehEAMB+DO3RRckJAeYVOwSvLtiokUVZKspJ8zsKAABxbVjPLpKk+RsqfE4CxAaKYkCE3P/xGr29ZLNuPn2whnqNFQBEo+KuoYNX8Tiv2LySctU3Oo3tQ1EMANC6pISARhVla/Y6imIHo6xit+asL9cpwxg6EQCAcBtemKXEoGnm2u1+RwFiAkUxIAIWle7Ub15ZohMG5+uqicV+xwGA/eqdGyqKxeO8YrPXlUuSRnOmGACgDaP7ZGthaYX21DX4HSXmvLYgNHTiqcwnBgBA2KUkBjWyKFszVlMUA9qDohgQZlU19brh4dnKSUvU7y8YKTPzOxIA7FdaUoIKuiRrzdb4O1Ns9rod6ts1XbnpSX5HAQBEubG9c1TX4BiK6CC8unCjBuZnqH+3DL+jAADQKYzvm6t5JRXaXUtnHqAtFMWAMPvZswu0ZluV/vLV0crLSPY7DgC0S5+89Lg7U8w5p8/W7dDo3tl+RwEAxICmoXan0+v6gGzbVaPpq7frNM4SAwAgYsYX56q+0emz9Qz9DLSFohgQRk/OKtHTn23Qd08YqKP65/kdBwDarTgvTavi7EyxddurtXVXrcYwdCIAoB3yMpI1uHumPl651e8oMeXNxZvU6KRTKIoBABAxY4tzZEZnHqA9KIoBYbJi8y797NkFOrJfrm6cMtDvOABwQPp3y9DWXTWqqK7zO0qHmbkm1GOuqec/AABtmdi/q2au2cG8YgfglQUb1Ss3VUN7dPE7CgAAnUaXlEQN6d5FM9ZQFAPaQlEMCIM9dQ264eHZSk0K6o6LRysYYB4xALHlsIJMSdKyzZU+J+k401dvV1ZqogZ5rw0AgLZMGpCnmvpGzV7HUETtsXNPnT5asVWnDuvOXMoAAETY+L65mr22XHUNjX5HAaIaRTEgDH7xwkIt2VipP140SgVdUvyOAwAHbGBBhiRp+aZdPifpONPXbNcRxbkK0FEBANBO4/vmKhgwfbxim99RYsLrCzeprsHptBE9/I4CAECnM75vrnbXNWjBhgq/owBRjaIY0MGenl2iR6av17cn99fxg/L9jgMAB6VnVqrSkoJatik+zhTbvHOPVm+t0oS+uX5HAQDEkMyURI0ozGJesXZ6bs4G9cpN1ehe2X5HAQCg0zmiOPR7l3nFgP2jKAZ0oOWbKnXLMws0vm+ufnDSYX7HAYCDFgiYBuZnaMXm+DhTbLo3rvp4imIAgAM0aUCe5pZUaFdNvd9RotqWyhp9vHKbzh7Vk6ETAQDwQbfMZPXrms68YkAbKIoBHaS6tl7femi20pOD+tslo5UQ5OMFILYNyM+MmzPFpq/errSkoIb17OJ3FABAjJnYv6saGp2mr2YIxf15eX6ZGhqdzh5V6HcUAAA6rSOKczVjzQ41Njq/owBRi6P2QAdwzun/PbNAK7fs0h0Xj2YeMQBx4bCCDG2urFFFdZ3fUQ7Z9NXbNbZPDh0WAAAHbGyfHCUlBJhXrA3Pzy3V4O6ZGtQ90+8oAAB0WuP75qpid52WbY6PDq5AOHBkCOgAj0xfr6c/26CbphymSQO6+h0HADrEwIIMSdLyGP8yXV5dqyUbKzW+mKETAQAHLiUxqLG9c/TRSopirVm/vVqz1u7QWaN6+h0FAIBOrWnKAOYVA1pHUQw4RHPXl+vnzy/UsYd10w0nDPA7DgB0mIH5oZ7eyzbF9rxiM9bskMR8YgCAgzdpQJ4Wl+3U9qpav6NEpRfmlUqSzqYoBgCAr4pyUtUjK0XTVtGZB2gNRTHgEGyvqtW3H5qtbpnJuuOrhysYYEJpAPGjMDtVaUnBmD9TbPrqbUoKBjSqV7bfUQAAMeqo/qHRIDjA1LLn55RqTO9s9cpN8zsKAACdmpnp2IHd9MGyrapraPQ7DhCVKIoBB6mh0el7j36mLZU1+uflY5STnuR3JADoUIGAaUB+hpbH+Jli01Zt1+G9spWSGPQ7CgAgRo0sylJ6UlAfrdjqd5Sos2xTpZZsrOQsMQAAosSUIfmqrKnXDIZQBFpEUQw4SH95c5k+WL5VvzhnmEYWZfsdBwDCYmB+ppZtit0zxcqra7WgtEJH9c/zOwoAIIYlBgOa0C9PnzCv2Jc8P6dUAZPOGElRDACAaHD0wK5KSgjozcWb/Y4CRCWKYi2o59RStOGtxZv0t7dX6KJxRbr4iF5+xwGAsBlYkKHNlTWqqK7zO8pBmbZqm5wL/SgAAOBQTOyfp1Vbq1RWsdvvKFHDOafn55Zq0oCu6paZ7HccAAAgKS0pQRP75+mtJZvknPM7DhB1KIrt47ZXFuvK+6azw0CrVm7ZpZsenaNhPbvol+cMlxnziAGIX4cVZEhSzM4r9uGKrUpPCupw5hMDAByiid68Yh+t4GyxJrPX7dC67dUMnQgAQJSZMqRAa7dVa+WWKr+jAFGHotg+irJT9dGKbXplwUa/oyAKVe6p03UPzFRiQkD/umIs89MAiHsD8zMlScs3x+a8Yh+v2KbxfXOVGOQrDwDg0AzunqmuGcl6dylDETV5fEaJ0pKCOn1ED7+jAACAZk4YnC8pNNoVgC/iCNE+LhnfW4O7Z+rXLy3WnroGv+MgijQ2On3/sblas61af790jIpy0vyOBABhV5idqrSkoJZujL0zxTaU79aqrVWaNIChEwEAhy4QME0ZnK/3lm1RbT1D7lfV1OvFeaU6c2QPpScn+B0HAAA0U5idqiE9uuitJXTmAfZFUWwfCcGA/uesYdpQvlv/em+V33EQRe54a7neXLxJPztjiI7qn+d3HACIiEDANLh7phaWVvgd5YB9tGKrJOYTAwB0nBOHFqhyT71mrNnudxTfvTy/TFW1DbpoHHMsAwAQjU4ckq9Za3eovLrW7yhAVKEo1oKj+ufpjBE99M/3VmhDOZMoQ3p94Ubd8dZyXTC2SFdOLPY7DgBE1IjCLC0s3amGxtiab/PjFVvVNSNJgwoy/Y4CAIgTRw/oquSEgN5YxFBET8wsUb+u6RrbJ8fvKAAAoAUnDM5XQ6PTu0u3+B0FiCoUxVpx8+mD5Zx028uL/Y4Cny3ZuFPff2yORhVl6VfnDpeZ+R0JACJqeGGWqmsbtHpr7Mwr5pzThyu2aWL/ruy3AQAdJjUpqKMHdNWbizfJudjqLNKRVm3ZpelrtuvCcb1oZwEAiFKjirLVNSOZIRSBfVAUa0VRTpquP66/XpxXpmmrtvkdBz7ZuqtG10ydqfTkBP3rinFKSQz6HQkAIm5EUZYkaf6G2BlCcdmmXdq6q0ZHM58YAKCDnTi0QCU7dmvpptibb7OjPDGrRMGA6StjCv2OAgAAWhEImE4Y3E3vLt2smvoGv+MAUYOi2H5cf1x/9cxK0S9eWKT6BiZS7mxq6ht0/f/N0tZdNbr3ynHqnpXidyQA8MWAbhlKSQxofslOv6O02wfLQ8NDTBzAHJAAgI41ZXC+JOnNTjqEYn1Do56aVaLJh3VTfhd+IwEAEM1OH9FDlXvq9Q5niwGfoyi2H6lJQd1yxlAtLtupqR+v8TsOIsg5p1ueWaCZa3fojxeN0siibL8jAYBvEoIBDe3RRQti6Eyxd5du0cD8DBXlpPkdBQAQZ/K7pGhUr2y9ubhzHlx6f/kWba6s0YXjevkdBQAAtOGYgd1U0CVZT84q8TsKEDUoirXh9BHddfygbvrTG8u0oXy333EQIfd8sEpPzirR96YM1Jkje/odBwB8N6IwSwtLK9TQGP3zp+yqqdenq7fpeK8nPwAAHe2kIfmas75cmyv3+B0l4h6fUaKuGUmaMoR2FgCAaBcMmM4dXah3lm7Rlsoav+MAUYGiWBvMTL88Z7ick259dkGnnky5s3ht4Ubd9soSnTGih743ZaDfcQAgKgwvzFJVbYNWb93ld5Q2fbRiq+oanI4fxME6AEB4nDi0QJL0dic7W2zbrhq9uXiTzhtdqMQghxMAAIgFF4wpUkOj03NzNvgdBYgKfItth165afrBSYfprSWb9cqCjX7HQRjNWV+u7z36mUYVZesPF45SIGB+RwKAqDCiKEuSND8GhlB8Z8lmZSYnaFxxjt9RAABxalBBpgqzU/Xm4s41r9ijM9arvtHpIoZOBAAgZgwsyNSoXtl6ajZFMUCiKNZuV08q1rCeXfTz5xeqYned33EQBuu3V+va+2eoW2ay7r1ynFKTgn5HAoCoMaBbhlISA5pfstPvKPvlnNM7SzfrmMO60oMdABA2ZqaThhbog+Vbtbu2we84EVHf0KiHpq3VpAF5GliQ6XccAABwAC4YU6jFZTu1sDT6O7oC4cbRonZKCAZ0+/kjtXVXjX736hK/46CDVVTX6eqpM1Rb36j7rhqvrhnJfkcCgKiSEAxoSI8uWhDlZ4otKtupTTtrNJmhEwEAYXbikALV1DfqoxVb/Y4SEW8s2qTSij268qhiv6MAAIADdNaonkoKBvTkrBK/owC+oyh2AEYUZemqiX310KfrNGPNdr/joIPU1jfqmw/O1NptVbr7a+M0ID/D70gAEJVGFGZpYWmFGhujd37Nd5dukSRNHtTN5yQAgHg3vm+uMpMTOs0QilM/XqOinFRNGVLgdxQAAHCAstOSdNLQAj03p1S19Y1+xwF8RVHsAP3w5MPUKzdVP3pirqpq6v2Og0PU2Oj0wyfmatqq7frtV0bqyH55fkcCgKg1vDBLVbUNWrW1yu8orXp7yWaNKMxSfmaK31EAAHEuKSGgyYPz9drCjXF/cGlx2U59unq7rjiyj4LMuwwAQEz6ythCba+q1VudpEMP0BqKYgcoPTlBf7hglNZtr9Ztryz2Ow4OgXNOv3xxkV6YW6r/OnWwzh9T5HckAIhqI4uyJEnzN5T7G6QVO6pq9dm6HTp+MEMnAgAi47zRPbWjuk7vLdvid5Swuv/jNUpJDOirR/TyOwoAADhIxw7spt65afrX+6vkXPSOAAOEG0WxgzChX56umdRXD05bF/c/fuLZP99bqakfr9HXJ/XV9cf18zsOAES9gfmZykxO0Iw1O/yO0qI3Fm1So5NOYlgnAECEHDOwm7pmJOnp2fE7P0d5da2enbNB540uVHZakt9xAADAQUoIBvSNY/tpzvpyfbqaqYHQeVEUO0g/OmWQBuRn6CdPzlVFdZ3fcXCAHp+5Xr97danOHtVT/++MITJjCBAAaEswYBpXnKNPV23zO0qLXllQpqKcVA0v7OJ3FABAJ5EYDOisUT311uLNcfu78LEZ67WnrlFXTiz2OwoAADhEF44tUteMJP3z3ZV+RwF8Q1HsIKUkBvXniw7Xtl21+p/nF/gdBwfgzUWbdPPT83XMwK76w4WjFGBMfABot/F987RyS5W2VNb4HeULdu6p04crturUYd3p6AAAiKivjClSbUOjXpxf6neUDtfQ6PTAJ2s1oW+uBnen0wkAALEuJTGoqyf11XvLtmhR6U6/4wC+oCh2CEYUZemGEwbo2Tmlenl+md9x0A4frdiqbz88W8N6dtE/Lx+rpAQ+AgBwICb0y5UkTY+yoRbeXrxZdQ1Op43o7ncUAEAnM6xnFw3Mz9DTszf4HaXDvbl4kzaU79ZVnCUGAEDcuPzIPspITtBd73G2GDonKgKH6DvHD9Cooiz99Kl5Wr+92u842I+Za7br2vtnqm9euu6/erwykhP8jgQAMWdEYZZSE4Oavjq6hlB8ZUGZCroka3SvHL+jAAA6GTPT+WOKNGvtDq3dVuV3nA7jnNM/312pwuxUnTSU+ToBAIgXWamJunRCb704r1TrtnE8G50PRbFDlBgM6G+XjJGTdMPDs1Vb3+h3JLRgwYYKXX3fDHXPStH/XTteOelMEA0AByMxGNDYPjlRNSlvdW293lu2RacM686QuAAAX5w7uqfMFFdni328cpvmrC/Xtyb3V0KQQwcAAMSTa47uq4RAQHe9z9li6Hz4ZtsBeuel6fcXjNLckgrd9spiv+NgH8s2VeqKf3+qLqmJevDaCcrPTPE7EgDEtAl9c7VkY6V2VNX6HUWS9N7SLdpT16hThzN0IgDAHz2yUjWxf56e+WyDnHN+x+kQf3t7uQq6JOuCsUV+RwEAAB2soEuKLhnfS4/NWK+lGyv9jgNEFEWxDnLq8O66elKx7vtojV5dsNHvOPCs2Fypy+79VAnBgB66doIKs1P9jgQAMW9CvzxJ0vQ10XG22CsLNio3PUnji3P9jgIA6MTOH12kddurNWvtDr+jHLKZa7Zr2qrtuu7Y/kpJDPodBwAAhMFNJx6mjOQE/eKFhXHTqQdoD4piHejm04ZoVFGWfvzkXOYXiwLLN1Xq4rs/lXPSw9dOUHHXdL8jAUBcGFmUpaSEgKZHwRCKu2sb9NbiTTp5aAFDOwEAfHXq8O5KTQzqqTgYQvHOd1YoLz1Jl4zv5XcUAAAQJjnpSfrhyYfp45Xb9NpCTvJA58HRow6UlBDQnZeOkUn69kOztaeuwe9IndayTZW65J5pMpMeve5IDSzI9DsSAMSNlMSgRvfK1qert/kdRa8v2qiq2gadO7rQ7ygAgE4uPTlBpw7vrhfnlcb0b8H5JRV6d+kWXXNMX6UlJfgdBwAAhNGl43trcPdM/eqlxTH9/QU4EBTFOliv3DT96aLDtaC0Qj9+ch6nnvpg6cZKXXL3NAXM9Oh1R2pAfobfkQAg7kzol6dFpTu1c0+drzmenFWiwuxUhk4EAESF88cUqnJPfUwPqX/nO8vVJSVBVxzZx+8oAAAgzBKCAd165lCV7Nite95f5XccICIoioXBiUML9JNTBuuFuaX629sr/I7TqSzYUKFL75mmhGCoINa/GwUxAAiHI/vmqtFJM3wcQnFjxR59tGKrvjKmUIGA+ZYDAIAmk/p3Vf9u6br7/VUx2UFy6cZKvbZwk66e1FeZKYl+xwEAABEwcUBXnTqsu/7+7gqt2rLL7zhA2FEUC5Prj+un88cU6k9vLNPL88v8jtMpTF+9XZfcPU3JCQE9et1R6kdBDADCZkyfHKUlBfXWks2+ZXhuzgY1Oum8MUW+ZQAAoLlAwHTdsf20qGynPlrh/zDDB+rv76xQelJQV08q9jsKAACIoJ+fPUwpiUHd+OhnqqlnGEXEN4piYWJm+s15IzSmd7Z+8PgczS+p8DtSXHtnyWZd8e9P1a1Lsp781kT17ZrudyQAiGspiUFNHtRNbyzapMbGyPeEd87pqdklGtM7m30+ACCqnDu6UN0yk/Wv91f6HeWALNhQoRfmleprE4uVnZbkdxwAABBB3bNS9LuvjNSCDTv1h9eW+h0HCCuKYmGUkhjUv64Yp7z0ZH3jgZkqq9jtd6S49PzcUn3jgZkaWJChJ755lHpmp/odCQA6hZOHdteWyhrNKSmP+HMvLN2pZZt26StjOUsMABBdkhOCumpisT5YvlWLSnf6HaddnHP65YuLlJuWpG9N7u93HAAA4IOTh3XXFUf20T0frNZ7y7b4HQcIG4piYdYtM1n3fG2cdtXU64p/T9f2qlq/I8WVqR+t1vce/Uxj+uTokW8cqbyMZL8jAUCncfygfCUETK8v3BTx535qdomSggGdOaJnxJ8bAIC2XD6hj9KSgrrng9iYsP61hRs1ffV2ff+kw9SFucQAAOi0bjljiAYVZOqHj8/R5so9fscBwoKiWAQM7dlF9145Tuu3V+uq+6arck+d35FiXkOj0y9eWKifv7BIJw0p0ANfH89E0AAQYVlpiTqyX55eX7Qxos+7p65Bz362QScOzVdWGvt+AED0yUpL1MVH9NYLc0tVWh7dI4bU1DfoNy8v0WEFGbr4iF5+xwEAAD5KSQzqr5eM1q6ael17/0xV1dT7HQnocBTFIuTIfnn6x2VjtKh0p77xwEztqWPCwoNVXVuv6x+cpfs+WqOvT+qrf14+VimJQb9jAUCndPKwAq3aUqUVm3dF7Dmfm7NBO6rr9LWjiiP2nAAAHKivH10sJ+k/H672O8p+3f/xGq3bXq3/d8ZQJQQ5RAAAQGc3qHum/n7pGC0s3alvPTRbtfWNfkcCOhTfeCNoypAC/fGiUfp09Xbd8PBs1TWwQzlQWyprdMnd0/TW4k36+VlDdetZQxUMmN+xAKDTOnFIgSTpjUWRGULROaf7Plqjwd0zNaFvbkSeEwCAg1GUk6YzR/bQI9PXqWJ3dI4Wsm1Xjf721godP6ibjj2sm99xAABAlJgypEC3nTdC7y/bov96ap4aG53fkYAOQ1Esws45vFC/PHuY3ly8Wd979DMq7Qdg7vpynX3nh1q2aZf+dcU4XTWpr9+RAKDT65mdqpFFWREbQnHaqu1asrFSV08qlhmdIgAA0e26Y/upqrZBD3+6zu8oLfrzm8tUXdegW84Y4ncUAAAQZS46opd+eNJheuazDfrflxZRGEPcoCjmgyuOKtb/O2OIXp6/Ud/8P4ZSbI8nZq7Xhf/6RAEzPXH9UTppaIHfkQAAnpOGFOizdeXavDP8k/BO/Xi1ctISdc7hhWF/LgAADtWwnlk6ekBX/fvD1VE3t/SyTZV6+NN1unxCbw3Iz/Q7DgAAiEI3nDBAX5/UV/d9tEY/fGIuI58hLlAU88m1x/TTb84boXeXbdGV/5muXUxa2KLa+kbd+twC/fjJeTqiOEcvfPdoDS/M8jsWAKCZk4d1lyS9NL8srM+zfnu13li0SZeM781ckgCAmPGjUwZpW1WN7nhzud9RPlfX0KgfPTFXWamJuunEw/yOAwAAopSZ6WdnDtGPTg6dMXbN/TNVxXFsxDiKYj66dEJv/eWrh2vm2h267N5PVV5d63ekqFJavluX3jNND3yyVtcd20/3Xz1euelJfscCAOxjUPdMjSrK0oPT1sq58A2n8OC0tTIzXX5kn7A9BwAAHe3wXtm6+Iheuu/jNVqycaffcSRJd769QvNKKvSb80Yoh99YAABgP8xMN5wwUL/9ygh9tGKrLr57mtZvr/Y7FnDQKIr57JzDC3XX5WO1uGynLrzrE63bxg5Fkl5dUKbT7vhAi8t26q+XjNZ/nz5ECUHergAQrb52VLFWbqnSxyu3hWX926tq9dCn63Tq8O7qmZ0alucAACBcfnLKYHVJSdCtzy4MaweS9pizvlx3vrNC548p1GkjeviaBQAAxI6vHtFbd18xVmu2Vun0v36gl+aFd7QYIFyoMkSBk4YWaOrVR2hzZY3O/vuH+njFVr8j+WZ3bYNufnqern9wtorz0vTSjcfo7FE9/Y4FAGjDGSN7KDc9SQ98siYs6//nuytUXVuvm6YMDMv6AQAIp5z0JP3XqYM1fc12PfPZBt9yVNfW6/uPzVH3Lin6+dnDfMsBAABi05QhBXrpxmPUr1uGvvPwbN389HxV1zKcImILRbEoMbF/Vz1/wyR1y0jWFf+Zrgc+WeN7D8JIm1dSrrPu/FCPTF+vbx7XT09cP1HFXdP9jgUAaIeUxKC+ekQvvbFokzaU7+7QdZdV7Nb9n6zVeaOLNLAgs0PXDQBApFw0rpcO75Wt37y8WBW763zJcNvLS7RmW5X+cOEodUlJ9CUDAACIbb3z0vTk9Ufpm8f10yPT1+nEP76nl+eXdbpj2YhdFMWiSJ+8dD397Yk6flA33frcQv33M/O1p67B71hht7u2Qb95ebHO/ftHqtxTpwevmaCbTxuipATengAQSy6b0FuS9PCnazt0vX99a7mcc7rpRM4SAwDErkDA9Ktzh2tbVa3+/MayiD//u0s36/+mrdW1R/fVUf3zIv78AAAgfiQGA7r5tCF64vqjlJWWpG8/NFuX//tTLd1Y6Xc0oE1UHaJMZkqi7r5inL49ub8emb5e59z5kRaVRsdkzOHw8cqtOvWO93X3+6v01SN6640fHKejB3b1OxYA4CAU5aRpypACPTp9vWrqO6ZTx6otu/T4zBJdNqGPeuWmdcg6AQDwy/DCLF0+oY8e+GSNFmyoiNjzlpbv1o+fnKdBBZn64cmDIva8AAAgvh1RnKsXbpikX54zTPNLKnTqHe/r2w/Niuvj2Yh9FMWiUCBg+smpgzX16iO0vbpW5/z9Q9313ko1NMbPKaibdu7RDx+fq0vv+VSS9Mg3jtRt549gCA8AiHFfO6qPtlXV6oW5HTPh7h/fWKbkhIC+c/yADlkfAAB++9HJg5SbnqQbH/1M5dW1YX++7VW1uuLfn2pPbYPuuORwpSQGw/6cAACg80gIBvS1o4r13o+P13cmD9AHy7bq9L9+oGumztC7SzfH1TFtxAeKYlFs8qB8vXbTsTpxSIFuf2WJLrl7mtZsrfI71iHZXdugO95crsm/f1fPz92g64/rr1e/dyzDdwBAnJjUv6uGF3bR719boso9hzZfymsLN+qleWW67th+6paZ3EEJAQDwV1Zaov5x2ViVbN+tbzwwM6xD5lfV1OvqqTNUsmO37r1ynAZ37xK25wIAAJ1bTnqSfnTKIH340xP0g5MO05z15brqvhk69nfv6M63l2v99mq/IwKSKIpFvdz0JP3jsjH600WjtLhsp07+8/u67eXFh3ygMdLqGxr11KwSnfDHd/XnN5dp8qBuevMHx+mnpw1WahI9FQEgXoTmSxmhzZU1+uPrBz9fyubKPbr56fkaXthF357MWWIAgPgyvm+u/njRKM1Ys0M/fGKuGsPQg7qmvkHXPzhLCzZU6M5Lx2hCPzoiAgCA8MtKTdSNUwbqk5un6M5LR6u4a5r+8PoyHfO7d3T2naER0VZt2SXnOIMM/kjwOwDaZmY6f0yRjh7QVb97ban+9f4qPTW7RD86eZAuHNdLwYD5HbFVtfWNenp2if753kqt3VatEYVZuuPi0RrfN9fvaACAMDm8V/bn86V8ZUyRRhRlHdDjnXP6ryfnqaqmXn/56uFKSqAPDwAg/pw1qqc2VuzRr19erJ5ZKbrljKEdtu6GRqcfPD5XHyzfqt9fMFInDS3osHUDAAC0R1JCQGeO7KkzR/bU+u3Veml+mV6eX6bbX1mi219ZoqKcVB0zsJuOGdhV44pzlJ+Z4ndkdBIUxWJIfpcU/eHCUfraUX30yxcW6adPz9d9H63Rdcf201mjekbVQcNdNfV6YuZ63f3+KpVV7NGIwizddflYnTy0QIEoLuIBADrGj08dpFcXbtQtz87XM9+edEAdOB6evk7vLN2in581VAPyM8OYEgAAf117TF9tKN+tez5YrZ7Zqbp6Ut9DXufu2gbd8ux8vTSvTP99+mBdOK5XByQFAAA4eL1y03T9cf11/XH9tX57td5dtkUfLNuiF+eW6pHp67xlUjW2d45GFGVrWM8uGtqzi7qkJPqcHPGIolgMGlmUrSeuP0ovzivT395erh8+MVe/f22prp5UrEsm9PZtZ+Gc0+x15Xpsxjq9OK9M1bUNGl+cq9u/MlLHDuwqM4phANBZdElJ1M/OHKobH/lM936wSt88rn+7Hvfu0s365QuLdMzArvraUcXhDQkAgM/MTD87c6jKKnbrly8uUm19o645uq8SggfX4XF+SYW+99hnWrWlSt8/8TBdd2z72l8AAIBI6ZWbpiuO7KMrjuyjuoZGLdhQoVlrd2jW2h36eOU2PTun9PNlC7NT1T8/QwO6ZWhAfob65KWpd26aemSlHPT3JYCiWIwyM501qqfOHNlD7y7bonveX6XbXlmiv761XCcP664zR/bQ0QO7KjkhvPN1Oee0bNMuvbl4k579bIOWb96ltKSgzhrZU18d30tjeueE9fkBANHrrJE99OLcUt32yhI1OKdvHdd/vx0knp9bqh88NkeDumfqL189nDOLAQCdQjBguuPi0fruI5/ptleW6MV5Zbrt/BEaXtj+4YcbGp3+9f5K/en1ZeqakayHr52giQO6hjE1AEQ/MztV0h2SgpLudc7dvs/95t1/uqRqSVc552ZHPCjQiSUGAxrdO0eje+fo2mNCt22u3KOFpTu1qHSnlm6s1MotuzR99TbtqWv8/HEJAVP3rBT1zE5Vz6wUdc9KVX5msvK7JKtbRrLyMpKVl56krNREji3gSyiKxTgz0/GD8nX8oHwt2FChBz5Zo9cWbtIzn21QZkqCTh7aXZMHddOYPjnqmZXSIWdrba+q1dz15Xp36Wa9tWSzSnbslhSaQ+b280fozFE9lZHMWwsAOjsz052XjtGPn5yr3726VJsq9ujWs4Z9aShF55we/HSdbn1ugY4oztW9V45jiAQAQKeSkhjU3VeM1cvzN+p/nl+oc/7+ka45uq++f+JhSk1qvaNjY6PT3JJy3fbKEk1fvV1njOihX583XNlpSRFMDwDRx8yCkv4u6SRJJZJmmNnzzrlFzRY7TdJA798ESf/0/gLwUX5mivIHpej4Qfmf39bY6FS2c4/WbqvS+u3VWrutWqXlu1Vavkcz1uzQ5soy1TW4L60rGDBlpyYqKy1R2amJyk5LUmZKgrqkJCozJUEZKQnKTA79TUtKUHpSgtKSg0pLCio1MahU729KYlCJnJkWN6hcxJHhhVn63QWj9KtzG/XRyq16aV6ZXlu4UU/NLpEkFXRJ1pjeORpemKXC7FT18KrpBV1SvjQfWVVNvTZX1mjTzj3atHOPSnbs1vySCs3fUKEN5aEiWEpiQEcP6KbvHD9Axw/KV/csJkMEAHxRUkJAf77ocOVnJuueD1ZrycZKnTS0QEcU5yovI0kvzC3Tk7PWa+WWKp0wOF//uGyMUhLDe5YzAADRyMx0xsgeOnpAV93+6mLd/f4qvTSvTEcP6KoB+Rnqn5+uAd0ylZGSoA9XbNW7SzbrvWVbtK2qVhnJCfrjhaN0/phChq0HgJDxklY451ZJkpk9KukcSc2LYudIesA55yRNM7NsM+vhnCuLfFwA+xMImAqzU1WYnSq1MDq0c07l1XXaXFmjzZV7tL2qVtt21WpbVY3Kq+tUvrtO5dW12rRzj1Zsrlflnjrt3FOvhsYvF9JaEwyYUhICSkkMKjkhoOTEoJKCASUleP+8y4nBgJISTInBgBICASUGvctNfwMW+hcMKOhdbv43GAgtEwiYggEpYN7t5t3mXQ8ETAGTgmYy8y4H9l4OmClgJmu6HGi6LfS906Qv3N+0nZvfbiaZvMvS5+s2hW5ofnvTN9Dmj9n3+t5lzHucfPnuSlEsDiUlBD4/e+y280doSVmlZq/b8fm/VxZsbPWxTW/OlvYHxXlpGt07W1dO7KPhhVka0zuHA5cAgDYFAqZbzhiqopw03fvhKv3qpcVfuP+I4hxdd2w/nT+miJ5XAIBOLystUbedP1LnHl6ov769XG8t2aTHZq7/0nI5aYk67rBuOn5wvo47rBtnhwHAFxVKar7zLNGXzwJraZlCSRTFgBhjZspJT1JOepIGdc9s12Occ9pT16hdNfXaVVOvqpp6Vdc2qLq2XlU1DdpT16Dqugbtrq3XnrpG1dQ3fP63pq5RNfWN2lPXoLqGRtU2NKq2vlHVuxtUVx+6Xt/QqLoGp7qGRtU1NKq+0am+wam+sbHFs9q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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -719,15 +753,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[27] loss: 0.000\n"
+      "[27] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -738,15 +772,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[28] loss: 0.000\n"
+      "[28] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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knquGkhQ1wOpyuqR3Fl+m43kCpZTqjZVvHCcsOID7Z4+wupRu0SC4zJS0KIL8/diVV251KUopL7Tj1AXePl7KfbNHeE2vggbBZUIC/ZmSFsVODQKlVA/ZbIZfbDxOctQAjxmGsjs0CBy4cvhgjhbVUF3fYnUpSikv8vL+Qo6cq+ahG0d61HgDXdEgcODKYYMxBvacqbC6FKWUl7jY1Mqjm04wJS2KRZOSu97Ag2gQODA5LYrgAD92ntLuIaVU9/zhnVzKapv40afH4efnGWMRd5cGgQPBAf5MGzJIzxMopbrlzIU6/vz+aW6Zkszk1Ciry+kxDYJOXDlsMMeKa6isa7a6FKWUBzPG8ON/HiXI34+HF4y2upxe0SDoxJXDBwOw+7SeJ1BKdW7LsVLeOVHGN+ZmEB8ZYnU5vaJB0ImJKVGEBvnz71zLHn2klPJwjS1t/PifRxkZH84yL7pc9HIaBJ0ICvBj1vAY3j1ZioWPP1JKebAntuZQWNnAj28aT6C/936dem/lbnDdqFgKKhrIu1BndSlKKQ9zsqSWVdvyuHVqyoddyd5Kg+BjXDeqfQCcd45bNoKmUsoD2WyGR149QnhIAI98cozV5ThNg+BjpAwKZURcOO+dtGScHKWUh/p7VgF7z1TyvYVjiPaS5wl9HA2CLsweFcvuvArqmlqtLkUp5QHOVzfy838dY+awaD4zLcXqcvqEU0EgItEisllEcuyvgzpZb76InBCRXBFZ0WH+ZBHZJSIH7QPTz3CmHle4blQczW02vctYKYUxhh+sz6a5zcbKWybSyRDrXsfZFsEKYKsxJgPYap/+CBHxB54EFgBjgaUiMta++FHgx8aYycAP7dMeJTN9EKFB/rxzQs8TKOXrNh45z+YPSvjWDSNJjwmzupw+42wQLALW2N+vARY7WGcGkGuMybOPSLbWvh2AAS6NEj+Q/wxq7zGCA/zbLyM9UaaXkSrlw8ovNvHD9dlMTBnI568aanU5fcrZIIg3xhQD2F/jHKyTDBR0mC60zwP4BvCYiBQA/wd8t7Mdichye/dRVlmZe0/ezh0Tx7mqBj4ornHrfpVSnuFSl1BtYyuP3TaJAC++Z8CRLo9GRLaISLaDn0VdbXvpIxzMu/Sn9VeAB40xqcCDwDOdfYgxZpUxJtMYkxkbG9vNXfeNeWPj8RN4M/u8W/erlPIMrx8uZuOR83xjXgajEiKsLqfPdRkExpi5xpjxDn7WAyUikghgf3XUkV4IpHaYTuE/XUDLgFfs71+ivRvJ4wwOD2bG0GgNAqV8UGltIz9cn82k1CiWXzPM6nJcwtn2zQbav8yxv653sM5eIENEhopIELDEvh20B8In7O+vB3KcrMdl5o9LIKf0IrmlF60uRSnlJsYYHv7HYeqb23j8MxP7XZfQJc4e1UpgnojkAPPs04hIkohsBDDGtAL3A5uAY8A6Y8xR+/ZfAh4XkUPAz4HlTtbjMvPHJwKw6ai2CpTyFS/syeedE2V8d8FoRsT1vy6hSwKc2dgYUw7McTC/CFjYYXojsNHBeu8D05ypwV0SBoYwJS2KN7PPc9/sEVaXo5Rysbyyi/zs9WNckxHDXVemW12OS/XPdo6LzB+XwJFz1RRU1FtdilLKhVrabDz494MEBfjx2G2TvG7oyZ7SIOiB+eMTAO0eUqq/+9XmkxwqrGblLRNIGOidg830hAZBDwwZHMa4pEj+ebjY6lKUUi6yI/cCT713iqUzUlkwIdHqctxCg6CHFk9O5lBBFad1jAKl+p2KumYeXHeQYTFh/OBTY7veoJ/QIOihmyYnIQKvHThndSlKqT5ksxm+te4glXUtPLF0CqFBTl1L41U0CHooPjKEq4bH8NrBc/rsIaX6kae35/HOiTK+/6kxjEsaaHU5bqVB0AuLpyRztrye/flVVpeilOoD+85W8OimEyyckMCdM4dYXY7baRD0wo3j4gkJ9NPuIaX6gYq6Zh544QDJUQNYeWv/GWOgJzQIeiEiJJB5YxN4/XARza02q8tRSvVSm83w9bUHuHCxmSdvn0pkSKDVJVlCg6CXbp6SRGV9i45nrJQX++3WHLbnXODHi8YxIcW3zgt0pEHQS9dkxBITHsRLWQVdr6yU8jjvHC/lia053DYthSXTU7veoB/TIOilQH8/bp2WwtbjpZTUNFpdjlKqB86W1/GNvx9kTGIkP1003ifPC3SkQeCEpdPTaLMZ1u3VVoFS3qKuqZXlz+8D4E93TGNAkL/FFVlPg8AJ6TFhXDViMGv3FtBm03sKlPJ0xhi+/Y9D5JTW8rulU0gbHGp1SR5Bg8BJt88YwrmqBrbl6EljpTzdH987xcYj5/nO/NFcO9K9Q956MqeCQESiRWSziOTYXwd1st5qESkVkezebO/J5o2NJyY8iBd351tdilLqY2z5oITHNp3gUxMT+fK1/XPIyd5ytkWwAthqjMkAttqnHXkOmO/E9h4rKMCP26al6kljpTzYifO1fH3tAcYnDeSx2yb5/MnhyzkbBIuANfb3a4DFjlYyxmwDKnq7vadbMj2VNpth7R49aayUp6moa+aLz+8lNDiAp+/K1JPDDjgbBPHGmGIA+2ucm7f3COkxYVw7Mpa/7j5LU2ub1eUopeyaWtu496/7KKlpYtWd03xikJne6DIIRGSLiGQ7+FnkjgI71LFcRLJEJKuszPNOzH7x6qGU1Tbxz0M6aI1SnsAYw3dfOcKe0xU8dttEpqR53SlIt+nygdvGmLmdLROREhFJNMYUi0giUNrD/Xd7e2PMKmAVQGZmpsddq3lNRgwj48N55v3T3Do1WfsglbLY79/O5ZX953hw7kgWTU62uhyP5mzX0AZgmf39MmC9m7f3GCLCF64eyrHiGnaeKre6HKV82oZDRTy++SS3TEnma3NGWF2Ox3M2CFYC80QkB5hnn0ZEkkRk46WVRORFYCcwSkQKReQLH7e9t1o0OZnBYUH8+f3TVpeilM/anVfOQ+sOMWNoNL+4dYK2zrvBqbHYjDHlwBwH84uAhR2ml/Zke28VEujPnVcO4TdbcjhVdpHhseFWl6SUT8kpqeVLz2eRNjiUVXdOIzhArxDqDr2zuI/dMXMIQQF+PKOtAqXcqqSmkbuf3UtwoD/P3TOdqNAgq0vyGhoEfSwmPJhbpiTzj32FlOoNZkq5RU1jC3c/u5eq+maevXs6KYP0GUI9oUHgAl+5bjhtNsOftuVZXYpS/V5jSxvLn88ip6SWP94xjfHJvjvATG9pELjAkMFhLJqcxN92n+XCxSary1Gq37o01OSuvAoe/+wkfZBcL2kQuMh9s0fQ3Grj6e3aKlDKFYwxfP+1I2w6WsKPPj1W7xVwggaBiwyPDefTk5L4y86zVNQ1W12OUv3OL988wYt7Cnjg+hHcc9VQq8vxahoELnT/7BE0tLTxzPvaKlCqLz35Ti5PvXeKO2am8c15I60ux+tpELhQRnwEC8cnsmbHWarqtVWgVF9Ys+MMj206wc1TkvnJTTrecF/QIHCxB+aMoK65lT++d8rqUpTyei9lFfCjDUe5YWw8j902ET8/DYG+oEHgYqMTIrl5cjLP/vsMRVUNVpejlNdaf/Ac33n5MNdkxPC726cQ4K9fX31F/yXd4Js3jAQDv9p80upSlPJK/zpczDfXHeKKodGsujNTHx3RxzQI3CBlUCjLZg3h5f2FHD9fY3U5SnmVTUfP8/W1B5iSGsUzy6brCGMuoEHgJvfNHkFEcAC/fOO41aUo5TXeOnqe+1/Yz/jkgTx7z3TCgp16TqbqhAaBm0SFBvHV2SN450SZjlegVDe8mX2er/5tP2OTBrLm8zOICAm0uqR+S4PAje6elU7iwBB+8cYxbDaPG2RNKY/xxpHiD1sCf/nCDAYO0BBwJQ0CNwoJ9Oc780dxuLCadVkFVpejlEf61+Fi7n/xABNT2kMgUlsCLudUEIhItIhsFpEc+6vD0aFFZLWIlIpI9mXzHxOR4yJyWEReFZEoZ+rxBosnJzMjPZpfvnlcbzJT6jIv7yvkgRf3MyU1iue/cIV2B7mJsy2CFcBWY0wGsNU+7chzwHwH8zcD440xE4GTwHedrMfjiQg/WTyOmsZWHtt0wupylPIYf911lm+9dIiZwwbz/BdmEK4nht3G2SBYBKyxv18DLHa0kjFmG1DhYP5bxphW++QuIMXJerzC6IRIll2Zzgt78jlcWGV1OUpZ7s/b8/j+a9lcPzqO1XdPJzRIQ8CdnA2CeGNMMYD9Nc6Jz/o88EZnC0VkuYhkiUhWWVmZE7vxDN+Yl8HgsGB+sP6onjhWPssYw683n+Rn/zrGwgkJPHXHNEIC9T4Bd+syCERki4hkO/hZ1FdFiMgjQCvwt87WMcasMsZkGmMyY2O9f/CJyJBAHvnkaA4VVPF3PXGsfJDNZvjfDUf57dYcbpuWwhNLphAUoNevWKHL9pcxZm5ny0SkREQSjTHFIpIIlPa0ABFZBnwKmGOM8ak/jRdPTmbtngJ+vvEYs0fFkTAwxOqSlHKL5lYbD710iA2Hilh+7TC+u2C0PkXUQs7G7wZgmf39MmB9TzYWkfnAw8BNxph6J2vxOiLCL2+dSEubje+9egQfy0Hlo+qbW1n+lyw2HCri4fmj+d7CMRoCFnM2CFYC80QkB5hnn0ZEkkRk46WVRORFYCcwSkQKReQL9kW/ByKAzSJyUESecrIer5MeE8a3bxzN28dLefXAOavLUcqlLlxsYumqXWw7WcYvbpnAV64bbnVJChBv/Cs0MzPTZGVlWV1Gn2mzGT73p53klF5k84PXEhepXUSq/zlzoY5lz+6hpKaR3y2dyryx8VaX5HNEZJ8xJvPy+XpmxgP4+wmP3jaRxpY2vvdqtnYRqX7nUEEVt/5xBzUNLbzwpZkaAh5Gg8BDDIsN56EbRrHlWAmvHdQuItV/vHX0PEtW7WJAkD//+MospqY5fACBspAGgQf5/NVDyRwyiB+8dpT8cp87d676GWMMf96ex5f/uo+RCRG88tVZDI8Nt7os5YAGgQfx9xN+s2QyfgIPvLif5lab1SUp1SutbTZ+sD6bn/3rGPPHJbD2SzOJi9BzX55Kg8DDpAwK5dHbJnKosJrH39JnESnvU93QwufXZPHXXfl8+RPDePL2qTqqmIfTB3p4oPnjE7ljZhp/2pbHlcMHc90oZ57coZT75JVd5IvPZ5FfXs/KWyawZEaa1SWpbtAWgYf6/ifHMjohgm+tO0RpTaPV5SjVpe05ZSx+8t9U1bfwty9eoSHgRTQIPFRIoD+/WzqFuuZW7n/xAC1ter5AeSZjDKvfP83dz+4lKWoA6++7iiuGDba6LNUDGgQeLCM+gl/eOpE9pyv46esfWF2OUv+lobmNb647xE9e/4DrR8fxj6/MIjU61OqyVA/pOQIPt2hyMkeLali1LY+xiZHa3FYeo6Cini//ZR/HztfwrXkjuW/2CPz89JlB3kiDwAs8PH80x4pr+MH6bDLiw5k2JNrqkpSP23ayjK+tPYDNZli9bDqzR+sFDd5Mu4a8gL+f8PulU0mOGsCX/7Kf4uoGq0tSPqrNZvjV5pMse3YPCZEhbLj/ag2BfkCDwEsMDA1k1V2ZNDS38qXns6hrau16I6X6UFltE3et3s0TW3O4ZUoKr3x1FukxYVaXpfqABoEXGRkfwe9vn8qx4lru/es+vfNYuc3uvHI++cR2ss5U8uitE3n8s5N0XOF+RIPAy8weHccvbpnA9pwLPPzyYR3vWLlUa5uNX28+ydKndxEWHMBr913FZ6enWl2W6mNOBYGIRIvIZhHJsb86fKygiKwWkVIRye5k+UMiYkQkxpl6fMVnM1N56IaRvHrgHL/cdNzqclQ/da6qgaVP7+K3W3NYPDmZfz5wNWMSI60uS7mAsy2CFcBWY0wGsNU+7chzwHxHC0QklfbRzfKdrMWn3Dd7BHfOHMKf3svjmfdPW12O6mfezC5mwW+28UFRDb/+3CR+9bnJhAdrV1B/5exvdhFwnf39GuBd2scg/ghjzDYRSe/kM34NfIcejnfs60SE/71pHGW1Tfz09Q8IC/LXewyU02obW/jJPz/gpX2FTEoZyBNLpzBksJ4Q7u+cDYJ4Y0wxgDGmWER6dB2ZiNwEnDPGHOpq8GoRWQ4sB0hL0y88+M9jq+/96z5WvHIEQMNA9druvHK+9dIhiqoauH/2CL42J4OgAD2N6Au6DAIR2QIkOFj0iDM7FpFQ+2fc0J31jTGrgFXQPmaxM/vuT0IC/XnqjmkaBqrXmlrbePytkzy9PY8h0aG8dO8spg3RUcR8SZdBYIyZ29kyESkRkUR7ayARKO3BvocDQ4FLrYEUYL+IzDDGnO/B5/g8DQPVWwfyK/n2Pw6TW3qR/7kije8tHEOYngvwOc7+xjcAy4CV9tdu9/MbY44AH3YlicgZINMYc8HJmnzS5WHQYjPcOXOI1WUpD9XQ3MavNp/gmfdPkxAZwnP3TNdxL3yYsx2AK4F5IpJD+5U/KwFEJElENl5aSUReBHYCo0SkUES+4OR+lQOXwmDumDh+8Fo2j791AmO0F0191O68chb8dhtPbz/N0hlpbHrwWg0BHyfe+EWRmZlpsrKyrC7DY7W22Xjk1Wz+nlXAZzNT+PnNEwjw15N+vq6yrpmVbxzn71kFpEWHsvLWCcwarrfu+BIR2WeMybx8vnYG9kMB/n6svHUC8ZHBPPF2LuUXm/m9jhvrs4wxvLL/HP9v4zGqG1r48ieG8fU5GfqICPUh/Z/QT4kI37xhFHGRIfxwfTZLn97FqjunERcZYnVpyo1yS2v54fqj7DhVzpS0KH5+8wS9O1j9Fw2Cfu6OmUOIjQjmG2sP8qnfvc8f75imlwb6gJrGFp7YksNzO84wIMif/3fzeJZOT9OBY5RD2nHsA24cl8Cr980iJNCfJat28sJufZpHf2WzGdZlFXD9/73LM/8+zWcyU3j3oev4nyuGaAioTmmLwEeMTohkw/1X8bW1B/neq0c4cq6a/71pLMEBet6gv9idV87PNx7jUGE1U9OiePbuGUxIGWh1WcoLaBD4kKjQIJ69ezqPv3WCP7x7iuxz1fxmyWSGx4ZbXZpyQm7pRVa+cZwtx0pIiAzh8c9M4uYpydoCUN2ml4/6qDezz7PilcM0tdj44afHsmR6Kl0970l5ltLaRn67JYe1ewsYEOjPV64bzuevGqpXh6lO6eWj6iPmj09gcmoUD710iO++coS3j5fyy1snEh0WZHVpqgsVdc386b1TrNl5htY2wx1XpPG1ORkMDg+2ujTlpbRF4ONsNsPqf5/m0TdPMDA0kJ8tHs+N4xw9Y1BZrbqhhT9vz2P1+6epb2nj5snJfG1Oho4brLpNWwTKIT8/4YvXDGPW8Bi+ue4gX/7LPuaOiefHi8aRHDXA6vIUUH6xied2nOG5HWeobWzlkxMTeXBuBiPiIqwuTfUT2iJQH2pps7H6/dP8ZksOIvDg3JHcc1W6Pp7CIkVVDTy9PY8X9+TT1Gpj/rgEHrg+g7FJekOY6p3OWgQaBOq/FFbW88P1R3n7eCljEiN5ZOEYrs7QZ9K4y7HiGla/f5rXDp7DGFg8JZl7PzGcEXF6dZdyjgaB6hFjDG9mn+dn/zrGuaoGrsmIYcWC0YxL0uvSXcFmM7x9vJTV/z7NjlPlDAj05zOZKSy/dhgpg0KtLk/1ExoEqlcaW9r4666z/P6dXKrqW1g8OYlv3TCK1Gj9cuoLlXXNvLy/kL/sOsvZ8nqSBoZw16x0lkxPJSpUr+BSfUuDQDmluqGFp947xer3T9NmM9w0KYkvf2I4oxL0hGVPGWPYmVfO2j0FvJl9nuY2G9OGDOLzVw3lxnHxek5GuYxLgkBEooG/A+nAGeCzxphKB+utBj4FlBpjxl+27AHgfqAV+Jcx5jtd7VeDwDrF1Q2s2pbH2j0FNLS0MWd0HPdeN5zp6dFWl+bxCirqWX/wHC/vP8fpC3VEhgRwy9QUlsxIZXSCngBWrueqIHgUqDDGrBSRFcAgY8zDDta7FrgIPN8xCERkNu0D2H/SGNMkInHGmC7HPdYgsF5lXTPP7zzLmp1nqKhrZnJqFLfPSOOTExN1zNsOKuqa+dfhIl47WMS+s+1/I81Ij2bJjFQWTkgkJFDvAlbu46ogOAFc12Hw+neNMaM6WTcdeP2yIFgHrDLGbOnJfjUIPEdDcxvrsgr4y66z5JZeJDw4gE9PSmLJ9FQmpgz0ycdWnK9uZPMH59l0tIRdeeW02gwj48NZNDmZRZOT9OSvsoyrgqDKGBPVYbrSGOPwYfedBMFB2ge8nw80Ag8ZY/Z2sv1yYDlAWlratLNnz/a6btX3jDHsO1vJ2r0FvH64iMYWGxlx4SyYkMiC8QmMTojot6Fgsxk+KK7hvZNlvHX0PIcKqwEYFhPGDeMSuGlSEmMS++/xK+/R6yAQkS2Ao2cOPAKscTIIsoG3ga8D02k/3zDMdFGUtgg8W01jCxsOFrHhUBF7z1RgDKQPDuXG8QncMDaeiSlRBHr5CdGiqgbez7nA9twL/Dv3AhV1zQBMSo3ihrHx3DguXu/8VR6n14+YMMbM/ZgPLRGRxA5dQ13271+mEHjF/sW/R0RsQAxQ1sPPUR4kMiSQO2YO4Y6ZQyirbWLzByW8kV3MM9tP86f38ggL8mfG0GhmDY/hyuGDGZsY6dGPTG5ps/FBUQ378yvZd7aSA/lVnKtqACA2IpjrRsZydUYMV4+I0aFAlVdy9qzeBmAZsNL+ur6H278GXA+8KyIjgSDggpM1KQ8SGxHM7VekcfsVaVTXt7Dj1AV2nCrn36cu8M6JYwCEBwcwNimS8UkDGZ8cyfjkgQyLCXP7ZZTGGCrqmjlRUsvx4lqOFddw/HwtJ0tqaWq1AZA0MISpQwbxxWuGMmt4DCPjw7XLR3k9Z88RDAbWAWlAPvAZY0yFiCQBfzbGLLSv9yJwHe1/7ZcAPzLGPCMiQcBqYDLQTPs5gre72q92DfUP56sb2Zl3gQP5VWSfq+aD4hoaW9q/cAP9hZRBoaRGhzIkOpQhg0NJihpAdFgQ0WFBDAoNIio0sNtdTG02Q2V9MxV1zZRfbH+9cLGJwsp68ivqKahooKCintqm1g+3iQkPYnRCJKMTIpicFsXUtEEk6YP4lBfTG8qUx2tts3H6Qh1HzlWTU3qR/PJ6zlbUcba8ntrGVofbhAX5ExTgR6D/pR/Bz09obrXR1GqjqaWt/dX+F/3lggP8SI0OJc3+kxodyqj4CEYlRBAboc/3V/2LPoZaebwAfz8y4iPIiP/vk6xV9c0UVTVSVd9MRX0zlXXNVNS1UNPYQkubjZY2G82thpY2G23GEBzgR3CAf/troB8hAf4ftiYGhwURHR7E4LBgYsKDtGtH+TwNAuUVokKD9Nk7SrmId1/Dp5RSymkaBEop5eM0CJRSysdpECillI/TIFBKKR+nQaCUUj5Og0AppXycBoFSSvk4r3zEhIiUAd0dkCAG33yQnR637/DFYwY97t4YYoyJvXymVwZBT4hIlqNna/R3ety+wxePGfS4+/IztWtIKaV8nAaBUkr5OF8IglVWF2ARPW7f4YvHDHrcfabfnyNQSin18XyhRaCUUupjaBAopZSP6zdBICLzReSEiOSKyAoHy0VEnrAvPywiU62os69147j/x368h0Vkh4hMsqLOvtTVMXdYb7qItInIbe6sz1W6c9wicp2IHBSRoyLynrtr7Gvd+P89UET+KSKH7Md8jxV19jURWS0ipSKS3cnyvv0+M8Z4/Q/gD5wChgFBwCFg7GXrLATeAASYCey2um43HfcsYJD9/QJvP+7uHHOH9d4GNgK3WV23m37XUcAHQJp9Os7qut1wzN8Dfml/HwtUAEFW194Hx34tMBXI7mR5n36f9ZcWwQwg1xiTZ4xpBtYCiy5bZxHwvGm3C4gSkUR3F9rHujxuY8wOY0ylfXIXkOLmGvtad37XAA8ALwOl7izOhbpz3LcDrxhj8gGMMd5+7N0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P4TP7j2d07ILO5xfx+ps25XU3bMj7PvmYbjFgUZsdn7huuU4x6kUoBgAAi9TH9oymPTHtAPEl+NbXXptNqwbyU3/6aNWlAPAcPvTAoaxd3p+33bKl6lIWve9/28052r6Q3/j8U1WXAvC8Tp2bysqB3gz0iRioF08sAAAsUh964FCuXDuYL7thY9WlLHrLB3rznW+8IZ9+9HgePGi3GMBi0p6Yyh/vbuXr7rgiy/p6qy5n0fuyGzbm7mvX5+f/7LFcmNYtBixOp89NZt0KXWLUj1AMAAAWoaNjE/nUvmP5m3ddlZ6eoupyauHbXndt1q/oz09/fH/VpQDwDB/54kgmprr5xrt0Pr8URVHk+992c0bOTORD9x+uuhyA53Tq3GTWr7RPjPoRigEAwCL0O184nG6ZfIMDxJds5bK+fOcbb8jHh47mi4fOVF0OADM+dP/h3LB5ZV51zbqqS6mNN968Ka+6Zl1+7s/2Z6rTrbocgL/m1LmprNcpRg0JxQAAYJEpyzIfuv9w7ty+LjduXlV1ObXy977s2qwZ7MtPf9xuMYDF4OCJc7nviZP5xruuTlHofH6pLnaL3ZRDp87ntx/ULQYsPmfOTxmfSC0JxQAAYJHZfWQsw6NtY6YuwerB/vz9N1yfj+4Zzd6RsarLAVjyPvTAoRRF8g13XVV1KbXzlp1bcvtVa/Kzn9ifad1iwCJz6txk1i03PpH6EYoBAMAi8/sPj6Svp8jXvfLKqkuppfe8/vqsWtaXn7FbDKByf/DFkbzu+o25Yu3yqkupnaIo8o/eenOePHEuv/fwkarLAXhap1vmzPmprF8hFKN+hGIAALDIfHRPK19248as9UPmJVm7oj/f8frr8pFHRvLoaLvqcgCWrMePjWf/0fG88/ZtVZdSW2+/ZWt2bVudn/74/nS6ZdXlACRJxs5PpSxjfCK1JBQDAIBFZP/R8Tx+7GzefuvWqkuptb//huuzvL83P/MJ3WIAVfnYntEkyVd6p12ynp6L3WKPHzubj3xxpOpyAJJcHJ2YJOtXusRH/QjFAABgEXn6APEWB4hzsWHlQL7ty67N7z10JI8dG6+6HIAl6aN7RnP7VWty1TqjE+fiq2/flpu3rMpPf/zRdHWLAYvA6fNTSXSKUU9CMQAAWEQ+tqeVV1y1Nlc6QJyzf/DGGzLQ15Of1S0GsOCOtS/kgYOn8vZbjE6cq56eIt/31puyb3Q8f7y7VXU5ADk90ym2brlOMepHKAYAAIvE0bGJPPjU6bzDmKnLYtOqZfnW116b3/3CkTx54mzV5QAsKX+6dzRlmbzjNu+0y+FrX3llbti0Mj/18f0pS91iQLVOnb3YKbZepxg1JBQDAIBF4k/2Hk1ZJm93gHjZfNdX3JDeniI/94nHqi4FYEn56J7RXL1+eXZtW111KY3Q21Pke99yU/aOjOVP9h6tuhxgiXt6p5hQjBoSigEAwCLxsT2tbN+wIju3OkC8XLasGczfufua/NaDhzJy5nzV5QAsCWcvTOfe/cfzjlu3pSiKqstpjHe/6spcvX55fvYTusWAap0+N5WeIlk92Fd1KfCyCcUAAGARGL8wnc/sP5G337rVAeJl9t6vuCHdMvl/P3Wg6lIAloRP7TuWyelu3m4c8GXV19uT73rTjfnCU6fzF4+fqLocYAk7fX4y61YMpKfHzy3Uj1AMAAAWgU/tO5bJTtc+sXlwzYYVeferrsyv3XcwJ89OVl0OQON9bM9o1q3oz2uuW191KY3zTa++OptWLcvP/5mxwEB1Tp2byroV/VWXAZdEKAYAAIvAR3e3smHlQF59rQPE+fA9b7ox56c6+cBndIsBzKepTjd/OnQ0b9u1NX29jp0ut8H+3vyDN16fTz96PA89dbrqcoAl6vS5yaxbLhSjnnx3AgAAFZvqdPPxoaN5664tDhDnyc1bV+erbtuaD/z5E2lPTFVdDkBjfe6JkzlzfsroxHn0ra+7NmsG+/Jzf7a/6lKAJerU2amsXzFQdRlwSfzEDQAAFbvvwMmMTUwbnTjP/uGbb8rYxHR+9S8PVl0KQGN9dPdolvX15Ct2bKq6lMZatawv3/H66/LHu0fz6Gi76nKAJej0uYs7xaCOhGIAAFCxj+5uZbC/J2+8eXPVpTTaHdesyxtv3pT/9ukDmZjqVF0OQOOUZZmP7RnNG2/elBUDfVWX02jf8eXXZ3l/b37+k3aLAQvv9PmprLdTjJoSigEAQIW+dIC4OcsHeqsup/G+58035vj4hfyv+w9VXQpA4+wZGcvh0+fzjlu3VV1K421YOZC/+9rt+d0vHMlTJ89VXQ6whFyY7uTcZCfrV+oUo56EYgAAUKHdR8Zy5MyE3SsL5Mtu2Jg7t6/Lf/3kY5nudKsuB6BRPrp7NEWRvPWWLVWXsiT8gzfekJ4ief+nHq+6FGAJOX3u4n7etct1ilFPQjEAAKjQR/eMpqdI3rbLAeJCKIoi3/vmm3Lo1Pn83sNHqi4HoFE+tmc0d1+7PptWLau6lCVh29rBfONdV+fXP/9UjrYnqi4HWCJOnZtMkqy3U4yaEooBAECFPrq7lbuv3ZCNDhAXzFt3bcnOravzc594LN1uWXU5AI3w1Mlz2TMypvN5gX3Xm27MdKebX7j3iapLAZaI2U4xO8WoK6EYAABU5KmT5zLUaucdtzlAXEg9PUX+4VtuzKNHx/OxvaNVlwPQCH8y87+nb7dPbEFdv2llvuaVV+Z/fPbJnDk/VXU5wBJweqZTbJ1OMWpKKAYAABX56J7ZA0Sh2EL7mldcke0bVuTn/uyxlKVuMYC5+uju0dy8ZVWu37Sy6lKWnH/45hszfmE6v/IXT1RdCrAEnJrtFFupU4x6EooBAEBFPranlZ1bV+fajQ4QF1pfb0++60035KGnTufPHztRdTkAtXb63GTue+KkzueK3HLFmrx115b8wmeeyLnJ6arLARpudqfYuuU6xagnoRgAAFTg9LnJ3HfgpC6xCn3jXVfnDTdtikYxgLn5xPDRdLql0YkV+t633Ji7tq/P2HmhGDC/Tp+byrK+niwf6K26FLgkfVUXAAAAS9Fn9p9It0zesmtz1aUsWYP9vfkf3/naqssAqL1P7TuejSsH8sqr1lZdypL16ms35L99+4aqywCWgNPnJrPePjFqTKcYAABU4N79x7J6WV/uuHpd1aUAwCUryzL37j+e19+0KT09RdXlADDPTp2byroV9olRX0IxAABYYGVZ5tOPHs/rbtyYvl7fkgNQX8Oj7RxrX8gbb9pUdSkALACdYtSdn8ABAGCBPXniXA6dOp+vuNkBIgD1du+jx5Mkb/BOA1gSdIpRd0IxAABYYJ/eP3uAaJ8YAPX26UeP58bNK3PluuVVlwLAAjh9bjLrdIpRY0IxAABYYJ/edyxXrVue6zauqLoUALhkE1Od/OWBE3mjSx4AS0JZljl9birrdYpRY0IxAABYQNOdbv7isRN5482bUhRF1eUAwCV74MlTmZjq5g32iQEsCeMXpjPdLe0Uo9aEYgAAsIAeOnQm7QvTdq8AUHuf3n88fT1FXnfjxqpLAWABnD43lSR2ilFrQjEAAFhA9z56PEWRfPmNQjEA6u3eR4/nzu3rsmpZX9WlALAATp2bTBI7xag1oRgAACyge/cfy+1Xrs36lX6QBKC+Tp2dzCNHzuQNN9knBrBUnJrpFLNTjDoTigEAwAIZvzCdBw+eNjoRgNr7zGPHU5bxTgNYQk7rFKMBhGIAALBAPvvYiUx3y7zRASIANXfvo8ezerAvd1y9tupSAFggZ87bKUb9CcUAAGCBfPrRY1ne35tXX7u+6lIA4JKVZZlPP3o8r79xY/p6HS0BLBVnL3SSxC5Jas13LgAAsEA+vf947rl+Q5b19VZdCgBcsgPHz+bw6fN5w832iQEsJeenLoZiy/rECtSXpxcAABbAkdPn8/ixs0YnAlB79+4/niR5403eaQBLycRUJ4P9PSmKoupS4JIJxQAAYAHc++jFA8Q3CMUAqLlPP3o8V69fnms3rqi6FAAW0MRUJ8v7Tb2g3oRiAACwAD69/3g2r16WnVtXV10KAFyy6U43n33sRN548yadAgBLzPlJoRj1JxQDAIB51u2W+cz+43nDTQ4QAai3hw6dTvvCdN5wk31iAEvNxHQ3g0Ixak4oBgAA82zPyFhOnp20TwyA2vv0o8dTFMmX37Sx6lIAWGDnJztCMWpPKAYAAPPs07P7xG4SigFQb59+9HheedXarFsxUHUpACywialOBvtFCtSbJxgAAObZvfuPZefW1dmyZrDqUgDgko1NTOULT53OG3Q+AyxJE1OdLB/QKUa9CcUAAGAeTUx18rknTjlABKD2PvvYiXS6pX1iAEvU+alOlhufSM0JxQAAYB7dd+BkJqe7QjEAau/e/cezvL83d127rupSAKjA+alOlgnFqDmhGAAAzKN79x/PQG9PXnv9hqpLAYA5uffR43ntDRuyrM+BKMBSdGGqq1OM2hOKAQDAPPqLx07kzu3rsmKgr+pSAOCStc5M5PHjZ/OGm3Q+AyxV56c6GewXKVBvnmAAAJgn7Ymp7D5yRpcYALV33xMnkyT3eKcBLFkTdorRAEIxAACYJ/c/eSrdMrnn+o1VlwIAc3LfgRNZOdCbW69YU3UpAFSgLMucF4rRAEIxAACYJ/cdOJm+niJ3Xbuu6lIAYE7uO3Ayr75uQ/p6HSUBLEUXprspy2SZUIya850MAADMk889cTK3X7XWPjEAau3U2cnsGx03DhhgCbsw1U0SnWLUnlAMAADmwcRUJw89ZZ8YAPX3OfvEAJa881OdJMmgUIyaE4oBAMA8+MJTpzPZ6TpABKD27jtwMgN9PXnl1WurLgWAikzMhGLLB0QK1JsnGAAA5sF9B06mKJK7rxWKAVBv9z1xMndesy7L+nQHACxVs51ixidSd0IxAACYB/cdOJld29Zk7Yr+qksBgEs2fmE6jxw2DhhgqZsNxZYJxag5oRgAAFxmU51u7n/ylANEAGrv/idPpVsm91y/sepSAKjQhE4xGkIoBgAAl9kjh8/k/FTHPjEAau++AyfS11PkrmvXVV0KABUSitEUQjEAALjM7jtwMknymuuEYgDU230HTub2q9ZmxUBf1aUAUKGJqW6SZFAoRs0JxQAA4DK778DJ3LBpZTavXlZ1KQBwySamOnnoqTM6nwHI+UmdYjSDUAwAAC6jbrfM55446QARgNr7wlOnM9np5h6dzwBL3vmZ8YmD/SIF6s0TDAAAl9HwaDtjE9NCMQBq73MHTqYojAMG4Es7xQYHdIpRb0IxAAC4jGb3iQnFAKi7+544mZ1bV2ftiv6qSwGgYrOhmPGJ1J1QDAAALqP7DpzMVeuW5+r1K6ouBQAu2VSnm/ufPJXXuuQBQC6OT+ztKdLfK1Kg3jzBAABwmZRlmb88YJ8YAPW3+8hYzk12cs/1G6suBYBFYGKqq0uMRhCKAQDAZXLg+NkcH78gFAOg9u47cCJJ8prr11dcCQCLwfmpTgb7xQnUn6cYAAAuE/vEAGiK+w6czA2bVmbL6sGqSwFgEZiY6mRQpxgNIBQDAIDL5L4DJ7Np1UBu2LSy6lIA4JJ1u2XuMw4YgGeYmOoYn0gjCMUAAOAymd0nVhRF1aUAwCUbHm1nbGJaKAbA085P6hSjGYRiAABwGRw+fT6HT5/Pa65zgAhAvc2OA/ZOA2DWxFRXpxiNIBQDAIDL4HP2iQHQEPc9cTJXrh3M1euXV10KAIvE+alOlvWLE6g/TzEAAFwGf3ngZFYP9mXXtjVVlwIAl6wsv7RPzDhgAGbZKUZTCMUAAOAyuO/Aibzmug3p7XGACEB9PXHiXI61L+Se6zdWXQoAi8jEVCfLB4Ri1J9QDAAA5uj4+IU8duys0YkA1N59B04kMQ4YgL/q/FQng31CMepPKAYAAHP0wJOnkiR3X7u+4koAYG7uf/JU1q/oz42bV1ZdCgCLyMRUV6cYjSAUAwCAOXrg4On09xa5/aq1VZcCAHPywMHTuXP7evvEAPgrzk91sqxfnED9eYoBAGCOHjx4KrdesSaDFk8DUGNnzk9l/9Hx3HnNuqpLAWAR6XbLTE53s9zPOzSAUAwAAOZgutPNw4fO5M7tRicCUG9feOp0kuQu44ABeIaJ6U6SCMVoBKEYAADMwVCrnfNTHQeIANTeA0+eSlEkd+gUA+AZzk9eDMVMxqAJhGIAADAHDx48lSRGTQFQew8+dTo7t67OqmV9VZcCwCIyMd1NolOMZhCKAQDAHDxw8HQ2r16Wq9cvr7oUALhk3W6ZBw+eMg4YgL9mtlNsWb84gfrzFAMAwBw8ePBU7tq+LkVRVF0KAFyyx4+Ppz0xnbu2r6u6FAAWmYkpO8VoDqEYAABcohPjF/LEiXNu1QNQew88eTpJvNMA+GueDsUGhGLUn1AMAAAu0YMHTydJ7nKACEDNPXDwVNYu788Nm1ZWXQoAi8z5mVBsUKcYDSAUAwCAS/TgU6fS11PkFVetrboUAJiTBw+ezp3b16WnxzhgAP6qialuEuMTaQahGAAAXKIHnjydW65YY4wIALU2NjGVfUfbufManc8A/HVf6hQTJ1B/nmIAALgEnW6Zhw6dzl3b11VdCgDMycNPnUlZJnddu67qUgBYhCYmjU+kOYRiAABwCYZb7Zyb7ORO+8QAqLkHDp5KUSR3XLOu6lIAWIQmpi+GYsYn0gRCMQAAuAQPHDyVJLlLKAZAzT1w8FRu3rIqawb7qy4FgEXovE4xGkQoBgAAl+DBg6ezadVArtmwvOpSAOCSlWWZBw+edskDgOc1MdVNIhSjGYRiAABwCR48eCqvumZ9iqKouhQAuGSPHz+bM+encqcdmQA8j/NTnQz09qS3x88+1J9QDAAAXqZTZyfz+PGzuevadVWXAgBz8sCTxgED8MImpjoZ7Bcl0AyeZACYo6IofqEoiqNFUTzyPB//1qIoHp7558+LorhjoWsELq8vPHU6iQNEmsc7DZaeB586ndWDfblx86qqSwFgkZqY6mT5gNGJNINQDADm7gNJ3vkCHz+Q5E1lWb4yyf+d5P0LURQwfx44eCq9PUVeefXaqkuBy+0D8U6DJeWBJ0/lVdesS4+RWAA8j/NTHfvEaAyhGADMUVmWn0py8gU+/udlWZ6a+e1nk1y9IIUB8+bBg6eza9vqrBjoq7oUuKy802BpGb8wnX2jbZ3PALygialOlgvFaAihGAAsrP89yR9WXQRw6TrdMl946rQDRPBOg9p7+KnT6ZbJXdd6pwHw/M5PdbNMKEZDuNoKAAukKIq35OIB4hte4HPem+S9SbJ9+/YFqgx4OR492s74hencuX1d1aVAZbzToBkeOHix8fNVV6+rthAAFrWJyU6W9+uvoRk8yQCwAIqieGWS/5bk3WVZnni+zyvL8v1lWd5dluXdmzdvXrgCgZfswYOnk0SnGEuWdxo0x4MHT+emLauydkV/1aUAsIhNTBufSHMIxQBgnhVFsT3JbyX5trIs91VdDzA3Dzx5KhtWDuTajSuqLgUWnHcaNEdZlnnwqdO5S+czAC/i/GQng0IxGsL4RACYo6Iofi3Jm5NsKoriUJIfTdKfJGVZvi/JjyTZmOTniqJIkumyLO+uplpgrh44eCp3XrMuM///DI3inQZLxxMnzuXk2cncqfMZgBehU4wmEYoBwByVZfktL/Lx70zynQtUDjCPzpybymPHzuYb7rq66lJgXninwdLx4Mw+MeOAAXgx5ye7WSYUoyGMTwQAgJfowacuHiDeec26agsBgDl64OCprFrWl5u2rKq6FAAWuYkpnWI0h1AMAABeogcPnk5PkbxSKAZAzT148HTuuGZtenuMAwbghU1MdbJ8QJRAM3iSAQDgJfri4TO5acuqrFpmCjkA9TUx1clwq507rl5XdSkALHJTnW6mu2UG+3SK0QxCMQAAeAnKsszDh07nlQ4QAai5vSNjme6W3mkAvKjzU50kyfIBoRjNIBQDAICX4MiZiRwfn8wdV6+tuhQAmJOHD51JktxxjXcaAC9sYiYUW2anGA0hFAMAgJfg4adOJ4lb9QDU3kOHTmfz6mXZtmaw6lIAWOQmJrtJkuVCMRpCKAYAAC/BQ4fOpL+3yK4rVlddCgDMycOHzuSVV61NURRVlwLAIjcxPTM+UShGQwjFAADgJXj40Ons2rYmyyyYBqDGxi9M57Fj4zqfAXhJzk9eDMUG+0UJNIMnGQAAXkS3W+aLh8/klfaJAVBzjxw+k7JMXmmfGAAvwfkpnWI0i1AMAABexBMnzqY9MZ073KoHoOYePnQ6SbzTAHhJJmZCsWVCMRpCKAYAAC/i4UNnkrhVD0D9PXToTK5evzwbVg5UXQoANTChU4yGEYoBAMCLeOjQ6Qz29+SmzauqLgUA5uThQ6eNAwbgJZuY6iZJlg8IxWgGoRgAALyIhw+dye1Xrk1fr2+fAaivk2cn89TJ83ml0YkAvESzO8UG+/0sRDN4kgEA4AVMd7rZfeSMA0QAau+Lh2fGAesUA+AlOj9pfCLNIhQDAIAX8OjR8UxMdXOHfWIA1NzDT51OUSSvuMo7DYCXZmJ6tlNMKEYzCMUAAOAFPHzodJLoFAOg9h46dCY3bFqZ1YP9VZcC86ooisGiKO4riuKhoih2F0Xx48/xOUVRFD9VFMX+oigeLoriripqhcVuYrKTokiW9YkSaAZPMgAAvICHDp3J6sG+XLthRdWlAMCcPHzotEseLBUXkry1LMs7krwqyTuLonjdsz7nq5PcPPPPe5P8/IJWCDUxMd3NYF9viqKouhS4LIRiAADwAi4eIK5NT48fAgGor9aZiRxtX7BPjCWhvGh85rf9M/+Uz/q0dyf55ZnP/WySdUVRXLGQdUIdnJ/sZLBfjEBzeJoBAOB5TEx1MjTSdqsegNp7yDhglpiiKHqLovhCkqNJPlaW5V8+61OuSvLUM35/aObPgGc4P9XJcvvEaBChGAAAPI+hVjvT3TJ3uFUPQM198dCZ9PUUue3KNVWXAguiLMtOWZavSnJ1knuKorj9WZ/yXGMAnt1NdvETi+K9RVF8viiKzx87duwyVwqL28RUJ4MDQjGaQygGAADP42G36gFoiIcOnc6Orasz6LY/S0xZlqeT/FmSdz7rQ4eSXPOM31+d5MjzfI33l2V5d1mWd2/evHk+yoRFa2Kqk8E+7w6aQygGAADP46GnzmTTqmW5Yu1g1aUAwCUryzJfPHwmd1yj85mloSiKzUVRrJv59fIkX5lk6Fmf9uEkf6+46HVJzpRlObKwlcLid36qk+U6xWiQvqoLAACAxerhQ6fzyqvXpiiea7oOANTDwZPncvrcVF5x1bqqS4GFckWSXyqKojcXmwJ+oyzL3y+K4ruTpCzL9yX5SJJ3Jdmf5FyS91RVLCxmE1PdDPbrraE5hGIAAPAcxi9MZ/+x8XzNK6+ouhQAmJOHDp1JkrzSjkyWiLIsH05y53P8+fue8esyyfcuZF1QR5PT3awZFCPQHCJeAAB4DrsPn0lZJnfYJwZAzX3x0Oks6+vJzm2rqy4FgJqZ6nTT1ytGoDk8zQAA8BwedqsegIZ46NCZ3HrlmvQ71ATgZZrulunvNU6e5vDdEAAAPIeHDp3OVeuWZ+OqZVWXAgCXrNMt88jhMzqfAbgk051u+nrECDSHpxkAAJ7Dw4fO6BIDoPYeOzaec5OdvOIq7zQAXr6pTqnTmEbxNAMAwLOcOjuZgyfP5ZVu1QNQcw89dTpJcsc1QjEAXr6pTtf4RBpFKAYAAM/yxcMX94ndoVMMgJr74uEzWbWsLzdsWlV1KQDU0HS3TJ9QjAYRigEAwLM8fOh0kuR2oRgANffQoTO5/ao16elxoAnAyzdlpxgN42kGAIBnefjQmdywaWXWDPZXXQoAXLKpTjd7R8aMAwbgkk11uhnoEyPQHJ5mAAB4lt1HxnL7VbrEAKi3R0fHMznd9U4D4JJNd8r06TamQYRiAADwDCfPTubw6fO5/ao1VZcCAHPyyJGLOzJvv9I7DYCXryzLmZ1iYgSaw9MMAADPsPvpA0S36gGot92Hz2TlQG+u27iy6lIAqKHpbpkk6dcpRoMIxQAA4BkeOTyWJLlNKAZAzT1yZCy3Xbk2PQ4zAbgEU51ukqTfTjEaxNMMAADP8MiRM7lmw/KsXdFfdSkAcMk63TJ7jozlNuOAAbhEU52LnWJ2itEkQjEAAHiG3YfPGJ0IQO0dOD6e81Md7zQALtn0bKeYnWI0iKcZAABmjE1M5YkT53L7VQ4QAai32XHA3mkAXKrZnWJ9vTrFaA6hGAAAzNhzZHafmFFTANTbI4fPZFlfT27cvLLqUgCoqclpnWI0j6cZAABmPHL4TJLkNqOmAKi5R46cyS1XrEmfg0wALtFsp1i/TjEaxHdGAAAwY/eRsWxbM5jNq5dVXQoAXLJut8zuw2O5/SqdzwBcutmdYn09YgSaw9MMAAAzHjl8xgEiALX31KlzaV+Yzu06nwGYg6mOTjGaRygGAABJzk1O57Fj40YnAlB7jxy+uCPz9qu80wC4dFMdO8VoHk8zAAAk2TvSTrd0gAhA/T1y5Ez6e4vcvHVV1aUAUGPT3ZnxiUIxGsTTDAAASXYfOZMkxicCUHuPHD6THVtXZ1lfb9WlAFBjT49P7DE+keYQigEAQC4eIG5cOZBtawarLgUALllZltl9ZMw+MQDmbHomFNMpRpN4mgEAIBf3r9x21doUhVuQANTXyJmJnDw7qfMZgDn70k4xPyPRHEIxAACWvAvTnewbbef2Kx0gAlBvjxy+OA74NjsyAZijL4ViYgSaw9MMAMCSt681nulumdsdIAJQc48cGUtPkdyyzUUPAOZmujs7PlGnGM0hFAMAYMl75MjFW/X2rwBQd7sPn8lNW1Zl+UBv1aUAUHOznWJ9PWIEmsPTDADAkvfI4TNZPdiXazYsr7oUAJiTR46ccckDgMtiunOxU2zA+EQaxNMMAMCS98iRsdx+5doUhbEgANTX0fZERscu2CcGwGXxdKeY8Yk0iFAMAIAlbarTzd6Rsdx+ld0rANTb7sNjSZLbr/ROA2DupuwUo4GEYgAALGn7j45ncrqb292qB6DmHjl8cUfmrUIxAC6D6ZlOsX47xWgQTzMAAEva7AGiUAyAunvkyJncsGllVg/2V10KAA0wu1NMpxhNIhQDAGBJ231kLCsHenP9xpVVlwIAc/LI4TH7xAC4bCZnO8V6xQg0h6cZAIAl7ZHDZ3LrlWvS0+P2IwD1dersZA6fPm+fGACXzWynmFCMJvE0AwCwZHW6ZfaMjOW2K92qB6Dedh8ZS2IcMACXz3S3m6JIel0gpEGEYgAALFkHjp/NucmOA0QAau+RIxd3ZN6mUwyAy2SqU6a/R4RAs3iiAQBYsnbPHCDefpUDRADq7ZHDZ3L1+uVZt2Kg6lIAaIipTjf9vbrEaBahGAAAS9Yjh89kWV9Pbtq8qupSAGBOdh8Zy+3GAQNwGU13uumzT4yG8UQDALBk7T4yll3bVvtBD4BaG78wnQPHzxqdCMBlNdUtdYrROH76BwBgSSrLMntGxnKrA0QAam5oZCxJvNMAuKymO9302SlGw3iiAQBYkkbOTOT0uanceoUDRADqbY9QDIB5MNUp09+nU4xmEYoBALAk7TniABGAZthzZCzrV/Rn25rBqksBoEGmOt306xSjYTzRAAAsSXtGxlIUyc5tQjEA6m12HHBRuM0PwOUz3SnTZ6cYDSMUAwBgSdpzZCzXbVyZVcv6qi4FAC7ZdKeboVbbOGAALrvprp1iNI8nGgCAJWnPyJgDRABq7/HjZzM53TUOGIDLbrJTpr9PhECzeKIBAFhyxiamcvDkOQeIANTe0zsyr1hbcSUANM10p5v+HuMTaRahGAAAS87QSDtJdIoBUHt7RsYy0NeTGzavrLoUABrGTjGaSCgGAMCSs+fImSTRKQZA7e05MpadW1env9cRDwCX11S36/1C43iiAQBYcvaMjGXjyoFsWb2s6lIA4JKVZWlHJgDzZqojFKN5PNEAACw5e0bGcuuVa1IURoEAUF+jYxdy8uykzmcA5sV0p0yfnWI0jFAMAIAlZarTzb7WuFv1ANTenhHjgAGYPzrFaCJPNAAAS8pjx8Yz2ek6QASg9vYcGUuS7Nq2uuJKAGii6W6Zvl6dYjSLUAwAgCVl9gBRpxgAdbdnZCzXblyR1YP9VZcCQANNTesUo3k80QAALCl7joxlWV9Prt+0supSAGBO9hwZc8kDgHkz1S3Tr1OMhhGKAQCwpOwZGcuubavT58YjADU2fmE6T5w4JxQDYN5Md7rp6/FzE83iiQYAYMkoyzJ7RsbsEwOg9oZGZsYBe6cBME+mO3aK0TxCMQAAloyRMxM5fW7KrXoAam+PUAyAeTbV7WbAhA0axhMNAMCSseeIA0QAmmHPkbGsX9GfbWsGqy4FgIaa0ilGAwnFAABYMvaOjKUokp3bhGIA1NvemXHAReGwEoDLryzLdLqlnWI0jicaAIAlY8/IWK7buDKrlvVVXQoAXLLpTjdDrbZxwADMm6lOmSTp1ylGwwjFAABYMvaMjDlABKD2Dhw/mwvTXeOAAZg3091ukqTPTjEaxhMNAMCS0J6YypMnzjlABKD29ozM7Mi8Ym3FlQDQVFPTs51iIgSaxRMNAMCSMNRqJ4lOMQBqb8+RsQz09eSGzSurLgWAhpqa6RQzPpGmqWSZQlEUG5L8epLrkjyR5G+XZXnqOT7viSTtJJ0k02VZ3r1wVQIA0CR7jly8VX+LUAyAmtszMpYdW1e5vQ/AvJme2SnW1+NdQ7NU9UT/iyR/WpblzUn+dOb3z+ctZVm+SiAGAMBc7Dkylg0rB7J1zbKqSwGAS1aWZfYcsSMTgPk11ZndKaZTjGapKhR7d5Jfmvn1LyX5GxXVAQDAErFn5OIBYlH4oQ6A+jravpATZyeFYgDMq9lQbEBXMg1T1RO9tSzLkSSZ+feW5/m8MslHi6K4vyiK9y5YdQAANMpUp5vh0XZuvdIBIgD1NjsO+NYr11ZcCQBNNt2dGZ+oU4yGmbedYkVR/EmSbc/xoX/1Mr7Ml5dleaQoii1JPlYUxVBZlp96nr/vvUnemyTbt29/2fUCANBcjx87m8nprlv1ANTenpGLodiuK1ZXXAkATfb0+EQ7xWiYeQvFyrL8yuf7WFEUo0VRXFGW5UhRFFckOfo8X+PIzL+PFkXx20nuSfKcoVhZlu9P8v4kufvuu8u51g8AQHPsGTmTJDrFAKi9PUfGsn3DiqwZ7K+6FAAabLpz8Yi9X6cYDVNVzPvhJN8+8+tvT/K7z/6EoihWFkWxevbXSd6R5JEFqxAAgMbYc2QsA309uWHTyqpLAYA52TMyllt0iQEwz2Y7xfrtFKNhqnqi/12StxdF8WiSt8/8PkVRXFkUxUdmPmdrknuLongoyX1J/qAsyz+qpFoAAGpt70g7O7euTp8f6ACosbMXpvPEibO59Qr7xACYX1MdO8Vopnkbn/hCyrI8keRtz/HnR5K8a+bXjye5Y4FLAwCgYcqyzN6Rsbztli1VlwIAczI82k5ZRqcYAPNuuqtTjGbyRAMA0GjHxi/kxNnJ7NpmnxgA9TY00k6S3HKFdxoA82t2p1hfj04xmkUoBgBAo+11gAhAQ+wdGcuqZX25ev3yqksBoOEm7RSjoTzRAAA02tDIWJJk1zajpgCot6HWWHZtW52icGsfgPk12ykmFKNpPNEAADTaUKudbWsGs37lQNWlAMAlK8syQyPt7LJPDIAFMLtTrK/XRQyaRSgGAECj7R0Zyy0OEAGouUOnzqd9Ydo4YAAWxNRsp1iPCIFm8UQDANBYk9Pd7D86nl0OEAGouaHWxR2Zu7Z5pwEw/6Zmd4r16RSjWYRiAAA01v6j45nulm7VA1B7e+3IBGABTc+EYn06xWgYTzQAAI011Lp4gHiLA0QAam6oNZZrN67IymV9VZcCwBLw9PhEO8VoGKEYAACNtXdkLAN9Pbl+08qqSwGAOdk70s4tRicCsECmuzOdYr0iBJrFEw0AQGMNtdrZsXWVH+QAqLVzk9N54sTZ7LpC5zMAC0OnGE3ldAAAgMbaOzLmVj0AtTfcaqcsY0cmAAtmamanWL+dYjSMJxoAgEY61r6Q4+OT2eUAEYCaG2q1k8RFDwAWzHSnTE+R9PToFKNZhGIAADTS3pGxJMktRk0BUHN7R8ayallfrl6/vOpSAFgiprpdY+hpJE81AACNNNSaCcXcqgeg5oZG2tm5bbXb+gAsmOlOmQGhGA3kqQYAoJH2jrSzbc1g1q8cqLoUALhkZVlmb2tM5zMAC2qq001fr8sYNI9QDACARto7MpZdDhABqLnDp8+nPTGdXTqfAVhAU50yfT3iA5rHUw0AQONMTnfz2LHx3HKFA0QA6m3vSDtJvNMAWFDTnW76dYrRQEIxAAAa57Fj45nqlNm1TacYAPU2NHJxR+ZO7zQAFtB0tzQ+kUYSigEA0Dh7Zw4Qb3WrHoCa29say7UbV2TVsr6qSwFgCZnsdNPfKz6geTzVAAA0zlCrnYG+nly/aWXVpQDAnAyNtHU+A7Dgpjvd9NspRgN5qgEAaJy9I2PZsXVV+txsBKDGzk1O58CJs/aJAbDgpjvGJ9JMTgkAAGicvSPt7NrmABGAets3Op6yjHcaAAtuqlu6ZEgjeaoBAGiUY+0LOT5+wa16AGrPjkwAqjI13c2ATjEaSCgGAECjDLUuHiDeYv8KADU3NDKWlQO9uXr98qpLAWCJme5202enGA3kqQYAoFFmb9XvcqsegJrbO9LOrivWpKfHTX0AFtaUnWI0lFAMAIBGGRppZ+uaZdmwcqDqUgDgkpVlmb2tsezS+QxABaa73fTbKUYDeaoBAGiUPSNj9okBUHuHT59Pe2LaOw2ASkxNl+nXKUYDCcUAAGiMyeluHjs2nl3bHCACUG9DI+0kyS1X6BQDYOFNdbvp0ylGA3mqAQBojMeOjWeqUzpABKD2Zndk7nTRA4AKTHfK9NtpSQMJxQAAaIyh1sUDRJ1iANTdUKudazYsz6plfVWXAsASNN3RKUYzeaoBAGiMoVY7A709uWHzyqpLAYA5GWqN5RaXPACoyGSnTL9QjAbyVAMA0BhDI+3cuGWVH94AqLWJqU4OHD+bXduMAwagGtPdbvp7jU+keZwWAADQGMOtdm5xgAhAze0/Op5umey6QqcYANWY7pTp6xEf0DyeagAAGuH0ucm0xiayUygGQM3tHbm4I9M7DYCqTHV0itFMQjEAABphqNVO4lY9APU33GpnWV9PrttoRyYA1bgYiokPaB5PNQAAjTA0c6ve/hUA6m6o1c6OravT2+OGPgALr9st0y2TPp1iNJBQDACARhgebWf9iv5sWb2s6lIAYE6GWm2XPACozFS3myQ6xWgkTzUAAI2wd6SdndtWpyjcZgSgvo6PX8jx8Qv2iQFQmelOmSTp07FMAwnFAACovW63zL7RdnZts08MgHobntmReYsdmQBUZDYU0ylGE3mqAQCovadOncu5yY5RUwDU3t6ZHZk6xQCoymRndnyiTjGaRygGAEDtDc3cqneACEDdDbfa2bRqIJtW2ZEJQDWmZ3aK9ekUo4E81QAA1N7QSDtFkezYKhQDoN6GWsYBA1AtO8VoMqEYAAC1Nzw6lu0bVmTlsr6qSwGAS9aZ2ZGp8xmAKk3NjE8c6BMf0DyeagAAam9opG2fGAC198SJs7kw3fVOA6BSU093iokPaB5PNQAAtXZ+spMnTpzNTqOmAKi54ZkdmcYnAlCl2U6xvl7jE2keoRgAALX26NF2umVyi1v1ANTc0MhYeork5q2rqi4FgCVsunuxU6xfKEYDCcUAAKi1oZlb9favAFB3Q612rtu0MoP9vVWXAsASNj3bKWZ8Ig3kqQYAoNaGRtoZ7O/JtRtXVl0KAMzJUKudW4xOBKBikzOhWH+v+IDm8VQDAFBrw6Nj2bF1dXp7jPYAoL7OXpjOwZPndD4DULnpjvGJNJdQDACAWhsaaWeXA0QAam549OI4YO80AKo23Z0Zn6hTjAbyVAMAUFvH2hdy4uxkdho1BUDNDbdmQzHvNACqNTXTKdZnGgcNJBQDAKC2hlpjSZJb3KoHoOaGRsaycqA3V69fXnUpACxxUzM7xQb6xAc0j6caAIDamr1Vb/8KAHU31Gpnx7bV6XErH4CKTesUo8GEYgAA1NbekXY2r16WjauWVV0KAFyysiwz1GobnQjAojDbKdZvpxgN5KkGAKC2hkfHskuXGAA1Nzp2IWfOT3mnAbAoTHdnOsV6dYrRPEIxAABqabrTzb7RcQeIANTe3pkdmd5pACwGOsVoMk81AAC19MSJc5mc7manUVMA1NzsjkzjEwFYDKZmdor194gPaB5PNQAAtTTkVj0ADTE0MpYr1g5m7Yr+qksBgEzPdIoZn0gTCcUAAKil4VY7vT1FbtqyqupSAGBOhlrt7HTJA4BFwk4xmkwoBgBALe0daef6TSsz2N9bdSkAcMmmOt08dmzc6EQAFo3J6ZmdYsYn0kCeagAAaml4dMytegBq7/FjZzPVKY0DBmDRmO5209tTpKdHpxjNIxQDAKB2xi9M56mT57NrqwNEAOptdkemix4ALBbTnTJ9AjEaSigGAEDt7BttJ3GACED9Dbfa6espcuNmOzIBWBymOmX6e0UHNJMnGwCA2hluXQzF7F8BoO6GW+3csHllBvoc0QCwOEx1uunv1SlGM/mOCwCA2hlutbNioDdXr19edSkAMCdDrXZ2uuQBwCIy3e2mT6cYDeXJBgCgdoZaY7l562qLnwGotfbEVA6fPp+dW41OBGDxmOqU6fezFg0lFAMAoFbKssxwq51dW+0TA6De9o2OJ4lOMQAWlemOTjGay5MNAECtHBu/kFPnprJzm1AMgHr70o5M7zQAFo+pbmmnGI0lFAMAoFYcIALQFMOtsawc6M1V6+zIBGDxmJrupl+nGA3lyQYAoFZmQzGdYgDU3VCrnR3b7MgEYHGZ7pbp0ylGQwnFAAColaFWO5tWLcvGVcuqLgUALllZlhkebet8BmDRmep009cjOqCZPNkAANTKvtF2dm5bVXUZADAnx9oXcvrcVHZsFYoBsLhMd8oMGJ9IQ3myAQCojU63vBiKbV1TdSkAMCdDxgEDsEhNdbrGJ9JYQjEAAGrj4MlzmZjqGjUFQO3N7sjctc1FDwAWl6lumT6dYjSUJxsAgNoYbo0lcasegPobarWzefWybFg5UHUpAPBXTHe66e/RKUYzCcUAAKiNoVY7RRH7VwCoveHRMZ3PACxK050y/TrFaChPNgAAtbFvtJ1rN6zI8oHeqksBgEvW6ZZ5dHQ8O13yAGARslOMJhOKAQBQG0Otti4xAGrvyRNnc2G6mx06xQBYhKa6XZ1iNJYnGwCAWpiY6uSJ42eNmgKg9oZb7STxTgNgUZrulOmzU4yGEooBAFAL+4+Op1smO7etqboUAJiT2R2ZN28RigGw+Ex1yvTpFKOhPNkAANTC0Myt+p1u1QNQc8Otdq7buNKOTAAWpalONwN2itFQQjEAAGph32g7A309uW7jiqpLAYA52Tfazk47MgFYpKY7XZ1iNJYnGwCAWhhqtXPzllV+OAOg1iamOnnixFmdzwAsWlPdMn06xWgoJwoAANTCcGvMrXoAau/R0dkdmd5pACxO051u+ntEBzSTJxsAgEXv9LnJjI5dcIAIQO0NtcaSCMUAWJw63TLdMuk3oYOG8mQDALDoDbXaSRwgAlB/w612lvX15LqNK6suBQD+mqlON0mMT6SxhGIAACx6+0YvhmK7tq2puBIAmJvh0XZu3roqvT0OGwFYfKa7ZZKkXyhGQwnFAABY9IZa7axd3p+ta5ZVXQoAzMlwq52dW13yAGBxmp7tFLNTjIbyZAMAsOgNt9rZuW11isJtRQDq69TZyRxtX8gu44ABWKQmZ0Kx/j7RAc3kyQYAYFEryzL7Wu3s3OoAEYB6m92RuUMoBsAiNd2ZGZ9ozC8NJRQDAGBRO3z6fNoXprPTASIANTfcGksSnWIALFqdmZ1idl/SVEIxAAAWtX2jF2/VO0AEoO6GR8ezbkV/tqy2IxOAxUkoRtMJxQAAWNSMmgKgKYZbY9mx1Y5MABavTikUo9mEYgAALGr7Wu1cuXYwawb7qy4FAC5ZWZbZNzqu8xmARa2rU4yGE4oBALCoDbXa9okBUHuHT5/PuB2ZACxy07OhmK5mGkooBgDAojXV6ebxY2eNTgSg9mZ3ZO7c6p0GwOI1u1OsR6cYDSUUAwBg0Xri+NlMdrpGTQFQe3ZkAlAH3VKnGM0mFAMAYNEanrlVv8OtegBqzo5MAOqgY6cYDScUAwBg0RputdPbU+TGzauqLgUA5sSOTADqQChG0wnFAABYtIZb7Vy3cUUG+3urLgUALpkdmQDUhVCMphOKAQCwaA2PtrNr25qqywCAObEjE4C66MzsFOuxU4yGEooBALAonZuczsGT5+wTA6D27MgEoC663Yv/1ilGUwnFAABYlB4dHU9Zxv4VAGrPjkwA6mK2U0woRlMJxQAAWJRmb9ULxQCoOzsyAaiLzkyrmFCMphKKAQCwKA232hns78n2DSuqLgUA5sSOTADqojM7PtFOMRpKKAYAwKK0b7Sdm7esdkMRgFqzIxOAOul0L45P7JEc0FAebQAAFqWhVtvoRABqz45MAOqka6cYDScUAwBg0Tl5djLH2hey0616AGrOjkwA6mS2U6xPKEZDCcUAAFh0hlsOEAFoBjsyAaiTp8cn2ilGQwnFAABYdPa5VQ9AQ9iRCUCdzIZi3ls0lVAMAIBFZ6jVzroV/dmyelnVpQDAnNiRCUCddEqdYjSbUAwAgEVn32g7O7auTuEHMQBqzI5MAOqmq1OMhhOKAQCwqJRlmX2tdna5VQ9AzdmRCUDdTM+EYn1CMRpKKAYAwKJy5MxE2hems8OtegBqzo5MAOqmOzs+UShGQwnFAABYVPbN3KrXKQZA3Q2P2pEJQL10ZscnGmVPQwnFAABYVIZmQrGbdYoBUHPDLTsyAaiX2VBMpxhNJRQDAGBR2TfazpVrB7N2eX/VpQDAJbMjE4A6mh2faKcYTSUUAwBgURlqtbPDASIANWdHJgB1ND07PlEoRkMJxQAAWDSmO908dnQ8Ox0gAlBzszsyd7roAUCNdGfHJxr9S0MJxQBgjoqi+IWiKI4WRfHI83y8KIrip4qi2F8UxcNFUdy10DVCXTxx4mwmO10HiFAR7zS4fGZ3ZOoUA6BOOt2L/9YpRlMJxQBg7j6Q5J0v8PGvTnLzzD/vTfLzC1AT1NJwazyJA0So0AfinQaXxb7Rdq6wIxOAmumUs51iFRcC80QoBgBzVJblp5KcfIFPeXeSXy4v+mySdUVRXLEw1UG9DLfG0lMkN21ZVXUpsCR5p8HlM9Rq63wGoHa63TK9PUUK4xNpKKEYAMy/q5I89YzfH5r5M+BZhkfbuW7Tygz291ZdCvDcvNPgJbAjE4C6mu6W6RWI0WBCMQCYf8/13WT5nJ9YFO8tiuLzRVF8/tixY/NcFiw+w612drlVD4uZdxq8BHZkAlBX3bJMj9SABvN4A8D8O5Tkmmf8/uokR57rE8uyfH9ZlneXZXn35s2bF6Q4WCzOT3by5Mlz9onB4uadBi+BHZkA1FVHpxgNJxQDgPn34SR/r7jodUnOlGU5UnVRsNjsPzqesoxOMVjcvNPgJRgebduRCUAtdbplenqEYjRXX9UFAEDdFUXxa0nenGRTURSHkvxokv4kKcvyfUk+kuRdSfYnOZfkPdVUCovbUGssiVv1UCXvNLg8hltjdmQCUEudbpk+oRgNJhQDgDkqy/JbXuTjZZLvXaByoLb2jbazrK8n125cWXUpsGR5p8HlsW90XOczALXUKcv0CsVoMOMTAQBYFIZHx3Pz1lV+AAOg1iamOnnixNnsFIoBUEPdbpkeO8VoMKEYAACLwnBrzOhEAGrv0dGLOzJ3eqcBUEOdrk4xmk0oBgBA5U6fm8zo2AUHiADU3vBoO0myQ6cYADVkfCJNJxQDAKByw62LB4hGTQFQd8OtsQz09eQ6OzIBqCGdYjSdUAwAgMrtGxWKAdAMw6PjuXmLHZkA1FOnW6bXTjEaTCgGAEDlhkfbWTPYl21rBqsuBQDmZF+r7ZIHALXVLcv0uNhBgwnFAACo3PDMAWLhRiIANXbm3FRaYxN2ZAJQWzrFaDqhGAAAlSrLMsOtdnY4QASg5oZnxgHv0CkGQE11ujECmEYTigEAUKnRsQsZm5jOLgeIANTcbCjmnQZAXXW6XaEYjSYUAwCgUkOtsSTRKQZA7Q23xrLajkyoXFEU1xRF8YmiKPYWRbG7KIofeI7PeXNRFGeKovjCzD8/UkWtsNh0ytgpRqP1VV0AAABL276ZW/U73aoHoOb2tcazc6sdmbAITCf5p2VZPlAUxeok9xdF8bGyLPc86/M+XZbl11ZQHyxa3W6ZXq8xGkynGAAAlRpujWfrmmVZt2Kg6lIA4JKVZZnh0bZLHrAIlGU5UpblAzO/bifZm+SqaquCeuh0S+MTaTShGAAAlRoeHTM6EYDaGx27kDPnp4RisMgURXFdkjuT/OVzfPjLiqJ4qCiKPyyK4raFrQwWJ6EYTScUAwCgMp1umUdHL46aAoA6G54ZB+yiByweRVGsSvKhJP+4LMuxZ334gSTXlmV5R5KfTvI7L/B13lsUxeeLovj8sWPH5q1eWAw6pVCMZhOKAQBQmSdPnM2F6a5b9QDU3nDr4nm7ix6wOBRF0Z+LgdivlmX5W8/+eFmWY2VZjs/8+iNJ+oui2PRcX6ssy/eXZXl3WZZ3b968eV7rhqp1umV67MakwYRiAABUZt/MrXqhGAB1N9waz5bVy7J+pR2ZULWiKIok/z3J3rIs/9PzfM62mc9LURT35OI56YmFqxIWp65OMRqur+oCAABYuoZb4ymK5OYtQjEA6m3faNslD1g8vjzJtyX5YlEUX5j5sx9Osj1JyrJ8X5K/leR7iqKYTnI+yTeXZVlWUCssKp1umT6hGA0mFAMAoDLDo2O5dsOKLB/orboUALhknW6ZfaPtfNvrrq26FCBJWZb3JnnBU/2yLH8myc8sTEVQH8Yn0nTGJwIAUJnhVjs77F4BoOYOnjyXC9Pd7NApBkDNdbrGJ9JsQjEAACoxMdXJEyfOZZcDRABqbrh1cUemdxoAddcpy/QIxWgwoRgAAJV47Nh4Ot3SrXoAam+41U5RJDdtWVV1KQAwJ91umV7jE2kwoRgAAJXYN3rxVv1O4xMBqLl9o+1s37AiKwasbgeg3jplmT6dYjSYUAwAgEoMt8Yz0NuT6zatrLoUAJiT4dG2Sx4ANEKnY3wizSYUAwCgEsOtsdyweWX6e31LCkB9XZju5MDxs9lpHDAADdApjU+k2ZxAAABQiX2j4w4QAai9x46evbgjU6cYAA3Q6UanGI0mFAMAYMGNTUzl8OnzQjEAam94dCxJsss7DYAG6JZlDPOgyTzeAAAsuEdH20li/woAtTfcGk9/b2FHJgCNMN3ppq9HbEBzeboBAFhwQ62ZUMytegBqbrg1lhs3r7IjE4BG6JZJj51iNJjv2AAAWHD7Wu2sWtaXq9Ytr7oUAJgTOzIBaJJO1/hEms3jDQDAghsebWfH1lUp3EAEoMbadmQC0DCdskxPj5/TaC6hGAAAC6osywy32g4QAai9fXZkAtAw3W6ZPqEYDSYUAwBgQR0bv5BT56YcIAJQe8Ot8SR2ZALQHNPdMr0metBgQjEAABbUcOvirfodDhABqLnh1lhWDvTakQlAI3S7ZZIYn0ijCcUAAFhQs6GYTjEA6m54tJ0d21bbkQlAI3TKi6GYTjGaTCgGAMCCGm61s2nVsmxctazqUgDgks3uyNyl8xmAhujoFGMJEIoBALCg9o22s3PbqqrLAIA5md2RuUPnMwAN0Z3pFOsTitFgQjEAABZMt1tm3+h4dm5dU3UpADAnT48D1ikGQENMz3SK9QrFaDChGAAAC+apU+dyfqqjUwyA2rMjE4Cm6c6OT7RTjAYTigEAsGCGnr5Vr1MMgHqzIxOApunoFGMJEIoBALBg9s2EYjdv0SkGQL3ZkQlA03Rmdor1CMVoMKEYAAALZni0ne0bVmTlsr6qSwGAS2ZHJgBNNNsp1icUo8GEYgAALJjhVjs77F4BoObsyASgiZ4en2inGA0mFAMAYEFcmO7kwPGz2bVNKAZAvQ3bkQlAA3W7F/9tfCJNJhQDAGBBPH7sbKa7ZXYIxQCouWE7MgFooNmdYr1SAxrM4w0AwILYNzpzq974RABqbni0nWs2LLcjE4BGeXp8Yo/YgObydAMAsCCGWu309xa5ftPKqksBgDkZbrWzc6vRiQA0i51iLAVCMQAAFsS+Vjs3bFqVgT7fggJQX7M7MnduMzoRgGb5UqdYxYXAPPJ4AwCwIIZa7ey0TwyAmpvdkblzm04xAJqlO7NTrEenGA0mFAMAYN61J6Zy+PR5oRgAtWdHJgBN9aVOMaEYzSUUAwBg3u0bHU/iABGA+rMjE4Cm6pRCMZpPKAYAwLx7+la9TjEAas6OTACaSqcYS4Hv4AAAmHfDrXZWDvTmqnXLqy4FAOZkeNSOTACa6elQzE4xGkwoBgDAvBtutXPz1tXpceMQgBobvzCdQ6fsyASgmbozoZif22gyoRgAAPOqLMuLt+rtEwOg5oZbF8cB7/BOA6CB7BRjKRCKAQAwr46PT+bk2Um36gGovdkdmbu80wBooGk7xVgChGIAAMyr2Vv1DhABqDs7MgFosq6dYiwBQjEAAObVUGssSbJDKAZAzQ21xuzIBKCxOjrFWAKEYgAAzKvhVjubVg1k06plVZcCAJesLMsMt9o6nwForO7MTrEenWI0mFAMAIB5tW+0bZ8YALV3bPxCTp2b8k4DoLE63Yv/7usVitFcQjEAAOZNt1tm3+h4dm5dU3UpADAnszsyhWIANNV092IqplOMJhOKAQAwbw6ePJfzU53s3Laq6lIAYE6eDsW2CsUAaKbZ8Yl2itFkQjEAAObN0NO36nWKAVBvF3dkLstGOzIBaKjZ8Ym9OsVoMKEYAADzZt/oxVBsx1adYgDU2/BoO7uMTgSgwbrdi51iPVIDGszjDQDAvBlutbN9w4qsGOiruhQAuGSdbpl9o+3sMDoRgAbrzIxP7JOK0WCebgAA5s1Qayw73aoHoOaeOnkuE1NdnWIANNq0TjGWAI83AADzYmKqkydOnHOACEDtfWlHpncaAM01Oz7RTjGaTCgGAMC8eOzYeDrd0qgpAGpvuNVOUSQ325EJQIN1ZkOxHqEYzSUUAwBgXgzP3KrXKQZA3Q2PjtmRCUDjdcvZ8YlCMZpLKAYAwLwYbrUz0NuT6zatrLoUAJiT4VY7O3U+A9BwszvF+oRiNJhQDACAeTHUaufGLavS3+tbTgDqy45MAJaK2fGJPXaK0WBOKAAAmBf7RtvZafcKADW3/+jMjkyhGAAN17VTjCVAKAYAwGV35txURs5MZOe2NVWXAgBzsm/UjkwAlobOzE6xXp1iNJhQDACAy27YASIADfH0jsyNdmQC0GzdbpmiSHp0itFgQjEAAC674dZYkhg1BUDtze7I7LMjE4CGm+6WusRoPN/RAQBw2Q2PtrN6sC9Xrh2suhQAmJN9o22dzwAsCZ2y1CVG4wnFAAC47IZb7ezcujqFW4YA1NiXdmQKxQBovq5OMZYAoRgAAJdVWZYZarUdIAJQe7M7Mr3TAFgKOt2kV6cYDScUAwDgsmqNTaQ9Me0AEYDam92RuXOrdxoAzdctS6EYjScUAwDgshpqzdyqd4AIQM3N7si8wo5MAJaA6W5XKEbjCcUAALishltGTQHQDMOtdnZtsyMTgKWh0016vPNoOKEYAACX1XCrna1rlmXdioGqSwGAS1aWZYZb7ezQ+QzAEtHtlumVGNBwHnEAAC6roVY7O7etqboMAJiTkTMTGZuYzi6dzwAsEZ2yTK9OMRpOKAYAwGUz1enmsaPjDhABqL0vjQN20QOApaHTLdPbKxSj2YRiAABcNk8cP5vJTjc7jZoCoOaGZkMx7zQAlohOV6cYzScUAwDgsnn6AFGnGAA1N9wayxVrB7N2RX/VpQDAguiUZXp6hGI0m1AMAIDLZrjVTm9PkZu2rKq6FACYk6FW2zhgAJaUrk4xlgChGAAAl81Qq53rN63MYH9v1aUAwCWb6nTz2LFx+8QAWFI63TK9OsVoOKEYAACXzfDomNGJANTegeNnM9UpdYoBsKQIxVgKhGIAAFwW4xem89TJ89m11QEiAPW2d2QsiR2ZACwtnVIoRvMJxQAAuCz2jbaTOEAEoP6GW+309RS5cbMdmQAsHZ1umR47xWg4oRgAAJfF0MjFUGyX/SsA1Nxwq50bNq/MQJ9jEwCWjq5OMZYA390BAHBZDLfGsmKgN1evX151KQAwJ0Otdna65AHAEmOnGEuBUAwAgMtiqNXOjq2r0+OHKABqrD0xlcOnz2eXccAALDGdbple4xNpOKEYAABzVpZlhkfbueUKB4gA1NvsjkyhGABLjU4xlgKhGAAAc3a0fSGnz01l51YHiADU21DrYii2UygGwBLTKWPyB40nFAMAYM6+dIBo/woA9TY00s7qZX25ap0dmQAsLd1umV6ZGA0nFAMAYM6GW2NJjJoCoP6GW+3s2LY6hZ0qACwx090yvT0iA5rNEw4AwJwNtdrZsnpZ1q8cqLoUALhkZVlmqDVmdCIAS1K3W6ZXYkDDecQBAJiz4VbbASIAtdcam8jYxLTOZwCWpE5ZptdOMRpOKAYAwJxMd7p59Oi4A0QAau/pHZlbvdMAWHq63TI9xgfTcEIxAADm5IkT5zI53c3ObWuqLgUA5mR4JhTb5Z0GwBLUKcv06RSj4YRiAADMyVBrLEl0igFQe8Otdq5YO5i1K/qrLgUAFtx0p0yPUIyGE4oBADAnw612enuK3LRlVdWlAMCcDNmRCcAS1i3L9BqfSMMJxQAAmJOhVjvXbVyRwf7eqksBgEs21elm/1GhGABLV6dbplenGA0nFAMAYE6GW227VwCovQPHz2aqUxoHDMCS1S2NT6T5hGIAAFyysxemc/DkObfqAai9oVY7SbJzq4seACxNnW6ZPqEYDScUAwDgku0bnTlAFIoBUHPDrbH09hS5ccvKqksBgEpMd8v02ClGw1USihVF8U1FUewuiqJbFMXdL/B57yyKYrgoiv1FUfyLhawRAIAXNzxzq96oKQDqbrjVzg2bVmZZnx2ZACxNXTvFWAKq6hR7JMk3JPnU831CURS9SX42yVcnuTXJtxRFcevClAcAwEsx1GpnxUBvrlm/oupSAGBOhlptnc8ALGmdUihG81USipVlubcsy+EX+bR7kuwvy/Lxsiwnk3wwybvnvzoAAF6qodZYdmxdbRkzALXWnpjKoVPnc8sV9okBsHR1uzE+kcZbzDvFrkry1DN+f2jmzwAAWATKssxwq51brnCrHoB6m92RaRwwAEvZdLebPhceabi++frCRVH8SZJtz/Ghf1WW5e++lC/xHH9WvsDf994k702S7du3v6QaAQC4dEfbF3Lq3FR2bXOrHoB62zsyE4rpFANgiSrLMt0ypoDQePMWipVl+ZVz/BKHklzzjN9fneTIC/x970/y/iS5++67nzc8AwDg8tg7MpYk9q8AUHtDrbGsHuzLlWsHqy4FACrRnTlR7zU+kYZbzOMTP5fk5qIori+KYiDJNyf5cMU1AQAwY7hl1BQAzTDcamfXttUpHAQCsER1ZlKx3sWcGMBlUMkjXhTF3yyK4lCSL0vyB0VR/PHMn19ZFMVHkqQsy+kk35fkj5PsTfIbZVnurqJeAAD+uqFWO1esHcy6FQNVlwIAl6wsywyNtI0DBmBJ65azoZhUjGabt/GJL6Qsy99O8tvP8edHkrzrGb//SJKPLGBpAAC8RHtHxoxOBKD2Dp8+n/aFae80AJa0aZ1iLBEecQAAXrapTjePHRt3qx6A2psdB3zLFUIxAJau2fGJPUYJ03BCMQAAXrbHj53NVKd0gAhA7Q3NhGI7tnqnAbB0dZ/uFBOK0WxCMQAAXrah1liSGDUFQO3tHRnL1euXZ/Vgf9WlAEBlOqVQjKVBKAYAwMs21Gqnv7fIDZtWVV0KAMzJcKttHDAAS55OMZYKoRgAAC/b0MhYbty8KgN9vp0EoL4uTHfy+PGz2aXzGYAlbno2FLNTjIZzigEAwMt28Va9A0QA6m3/0fF0umV22ZEJwBLXmQnFenSK0XBCMQAAXpYz56Zy5MxEdl1h1BQA9TY00k4S4xMBWPK6pU4xlgahGAAAL8tQayxJslOnGAA1N9Qay0BfT67buKLqUgCgUh07xVgihGIAALwsw6MXb9Xf4lY9ADU31Gpnx9ZV6et1PALA0iYUY6nwXR8AAC/L3pF21q3oz9Y1y6ouBQDmZKjVNjoRAJJ0SqEYS4NQDACAl2WoNZadW1enMGsegBo7MX4hx9oXsss4YAB4ulOsx895NJxQDACAl6zbLbOv1c4tV7hVD0C9DbcujgPWKQYASbd78d86xWg6oRgAAC/ZoVPnc3ayk51u1QNQc3tnQjHvNAD40vjEPqEYDScUAwDgJdvbGksSo6YAqL2hkbFsWjWQzavtyASAzkyrWI9QjIYTigEA8JINt9opimTHVqEYAPU2PNo2OhEAZnRmxyfaKUbDCcUAAHjJhlpj2b5hRVYu66u6FAC4ZJ1umeFW2+hEAJjR6V4cn9gjMaDhPOIAALxkQ6220YkA1N6TJ87mwnTXOw3+P/b+PErPNL8Lu79Xlfa11Ku2VnfPeGZ6372ACcEmgE3wAhhsAyGYHAaI2SHgF4c9J3lZ3wB2MCaxMcTGBLDBwGDjEGOHEGC0tNRaumdzV6lKpd5Um3bV81zvH1Wl0fRILbVKVXfdz/35nFNHqqXV3z/qnPt5ru91/S6ARf3FO8WcFGPQKcUAALgjl6728ua7F4yaAqD1Xj87lyR5co9nGgAkXzwptm5YKcZgU4oBAHBHPvv2XPo1dtUD0HqvT85mqCRf8dC2pqMAwJpwfXyik2IMOKUYAAB35PVJu+oBGAynzs7lIw9uy6b1w01HAYA1YakUGx5SijHYlGIAANyRU2dns3n9cA7ct6XpKACwLK+fnXXyGQBu0KtOitENSjEAAO7IqcnZfGL39gzZOQhAi81dvpbT5y45+QwAN+g7KUZHKMUAALitWmtePzuXJ/fYVQ9Au71xdmEcsJNiAPBF84ul2DqlGANOKQYAwG29NXsl0xev2VUPQOudOuuOTAB4v/7S+ESlGANOKQYAwG2dmpxNkjyx2wIiAO12anI2Ozaty56dm5qOAgBrRm9pfKI7xRhwSjEAAG7r1NmFUuwTRk0B0HKvT87miT07Uiz6AcB1PXeK0RFKMQAAbuv1ybnsG9mcnZvXNx0FAO5av1/zxtm5PGV0IgB8iaXxiUoxBp1SDACA23r97Gye3OOUGADtNj51KReu9vKEk88A8CXmnRSjI5RiAAB8oMvXevn8OxfcJwZA651cuiPTSTEA+BL9xVJsyHhhBpxSDACAD/S5t8+n1695wkkxAFru9bOzKSX5+MPbmo4CAGuKO8XoCqUYAAAf6PWzc0mSJ+2qB6DlXp+cy+P3b82WDeuajgIAa0pvoRPLsJNiDDilGAAAH+j1ydlsXDeUx+7f2nQUAFiW18/OOvkMADexND5xeFgpxmBTigEA8IFOnZ3NJ3ZvN0YDgFa7cGU+o+cuuiMTAG5ifqkUc1KMAacUAwDglmqtOTU5lyd221UPQLu98dZcao1nGgDcRL8ulGJDGgMGnF9xAABu6Z3zV3LuwlX3iQHQeq9PuiMTAG6l56QYHaEUAwDglpYWEI2aAqDtXj87m20b12X/rs1NRwGANed6KWZsPgNOKQYAwC2dmpxNYtQUAO13anI2T+zenmIHPAB8mV6/ZqjEc5KBpxQDAOCWXj87l907NmXX1g1NRwGAu1ZrzeuTc3lij00eAHAzvVqdEqMTlGIAANzSqcnZPGkBEYCWm5i+lLkr8+4TA4Bb6PdrhpwSowOUYgAA3NTV+X4+/875PGEBEYCWc0cmAHywXt9JMbpBKQYAwE19/p3zudar7hMDoPWW7sj8hGcaANyU8Yl0hVIMAICbev3swgKiUVMAtN3rZ+dy4L4t2bZxXdNRAGBNclKMrlCKAQBwU69PzmXD8FA+8sDWpqMAwLKcOuuOTAD4IL1+zbA7xegApRgAADd1cnI2H3t4W9YNe8kIQHtdutrLm+9ecJ8YAHyAfq0ZclKMDrDCAQDATZ2anDM6EYDWe+OtufSrccAA8EGcFKMrlGIAAHyZd+au5N3zVywgAtB6pyYX7sh8yjMNAG6p1487xegEpRgAAF9maQHR/SsAtN2pydls27gu+3dtbjoKAKxZvX5fKUYnKMUAAPgydtUDMChOTc7mid3b3ZMCAB+gV50UoxuUYgAAfJlTk7PZs3NTRrZsaDoKANy1Wmted0cmANxWv1+jE6MLlGIAAHyZUxYQARgA41OXMndl3jMNAG6j169OitEJSjEAAL7ElflePv/O+Tyx231iALTbycVxwE+4IxMAPtB8v2Z4SF3A4PNbDgDAl/jsW+cz36921QPQeqcmZ1NKbPQAgNvo15phbQEd4NccAIAvcWpxV71SDIC2OzU5m8fu35otG9Y1HQUA1rRev2a4GJ/I4FOKAQDwJU5NzmXT+qE8/sDWpqMAwLIs3JHplBgA3E6/1gy5U4wOUIoBAPAlTk3O5hMPb3fJMgCtNnf5WsbOXcyTu518BoDb6fVr1nkPSAcoxQAAuK7WmlNnZ41OBKD13jg7l8Q4YAC4E/P9miHjE+kApRgAANednb2c6YvXLCAC0HrX78jc65kGALfT71fTQugEpRgAANddX0BUigHQcicn57Jj07rs3bmp6SgAsOb1qlKMblCKAQBw3anJhVFTT+zZ3nASAFieU5ML44CLUVAAcFt94xPpCKUYAADXnZyczf5dm7Nj0/qmowDAXev1a944O+fkMwDcoV6tWeekGB2gFAMA4LqlXfUA0Gaj713IpWu9POWZBgB3ZL5XM6QUowOUYgAAJEkuXe3lzXcvKMUAaL2lccCeaQBwZ/q1Ztj4RDpAKQYAQJLkjbfm0q/JU+4TA6DlTk3OZnio5GMPb2s6CgC0Qq9fM+ykGB2gFAMAIMnCAmJiVz0A7XdqcjYfeWBrNq0fbjoKALRCv8b4RDpBKQYAQJKFBcStG4bzyK4tTUcBgGVxRyYAfDjz/X7WKcXoAKUYAABJFhYQn9izw+5AAFpt+uLVnJm5rBQDgA+h30+G3ClGByjFAABIrTWvT87lSfeJAdBypybnksQzDQA+hIU7xZpOASvPrzkAABmfupS5K/N21QPQekt3ZD7lmQYAd6xXa4ZNDaEDlGIAAOSkBUQABsSpydk8sG1DHty+sekoANAa/b5SjG5QigEAkJNnZjNUkid2K8UAaLeTk7N5cs+OFPeiAMAdm+/XDHt20gFKMQAAcnJyNo8/sDWbNww3HQUA7trV+X4++9b5PLXXJg8A+DD6/ZohJ8XoAKUYAAA5eWbWfWIAtN7n3zmfq72+ccAA8CH1qpNidINSDACg42YuXcvE9CW76gFovVPuyASAu9JzpxgdoRQDAOg4C4gADIqTZ2azcd1QHn9ga9NRAKBV+lUpRjcoxQAAOu7kmcVSzEkxAFru5ORsnti9PeuGLXcAwIcx76QYHeFVIgBAx52cnM0D2zbkoe2bmo4CAHet1pqTk+7IBIAPq9aaWpMhd4rRAUoxAICOO2UBEYABcHb2cqYvXnPyGQA+pF6/JomTYnSCUgwAoMOuzvfz2bfOW0AEoPWujwO20QMAPpReVYrRHUoxAIAO+/w753O117eACEDrLZViT3imAcCH4qQYXaIUAwDoMLvqARgUJydn8+j9W7Jt47qmowBAq1wvxdwpRgcoxQAAOuzU5Gw2rhvK4w9sbToKACzLqclZmzwA4C70+wt/DjkpRgcoxQAAOuzk5Gye2L0964a9LASgvc5fmc+b711UigHAXbh+p5hOjA6w+gEA0FG11pycnM2TFhABaLnXJxfGAXumAcCHd318os2SdIDfcgCAjpqcuZzpi9fy1F4LiAC028nFUswzDQA+PHeK0SVKMQCAjjq1tIBoVz0ALXdqcjYjW9Znz85NTUcBgNa5Pj5RW0AH+DUHAOiok2cWSrEnlGIAtNzJM7N5as+OFDvcAeBD6y+eFBvyHKUDlGIAAB11cnI2j96/Jds2rms6CgDctfleP6+fnXOfGADcpevjE4eUYgw+pRgAQEednJw1OhGA1vvFdy/kynzfMw0A7tIXxycqxRh8SjEAgA46f2U+o+9dtIAIQOudXLojc69nGgDcDSfF6BKlGABAB71uARGAAXFycjYbhofy0Qe3NR0FAFrpeinmTjE6QCkGANBBS7vq3b8CQNudPDObr3hoWzass8QBAHdjqRQbclKMDvCKEQCgg05MzGbXlvXZs3NT01EA4K7VWnPyzGyedvIZAO5avzopRncoxQAAOujk5Gye2rsjxZseAFrs7bkree/CVeOAAWAZ5pfGJw57f8jgU4oBAHTMtV4/b5ydy9N7dzYdBQCW5cSZmSTxTAOAZei7U4wOUYoBAHTM594+n6u9vlFTALTeiYmlOzK3N5wEANpr6U6xYXeK0QFKMQCAjjl5ZmEB8ak9SjEA2u3k5GwevX9Ltm9a33QUAGit3uKdYkNOitEBSjEAgI45cWY2m9YP5SMPbms6CgAsy4kzs04+A8Ay9fsLf65zpxgdoBQDAOiYk5Mz+cTuHUZjANBqs5evZezcRSefAWCZ5hdbMSfF6AKlGABAh9Rac9KuegAGwKnFccBP793ZcBIAaLd+dacY3aEUAwDokPGpS5m9PK8UA6D1Tk4ulWKeaQCwHL3F8YnDTorRAUoxALgHSinfUEp5o5TyuVLK99zk+ztLKf+8lHK0lHKilPJdTeSEE4u76o2aAm7FM422OHFmNg9s25AHt29sOgoAtFqvv3BSbEhbQAf4NQeAZSqlDCf5/iTfmOSpJN9ZSnnqfT/23UlO1lqfT/IrkvzVUsqGVQ0KSU6emclQSZ7YrRQDvpxnGm1y4sxsntq7M8WudgBYlqXxieu0YnSA33IAWL6vSvK5WusXaq1Xk/x4km9538/UJNvLwqrNtiTnksyvbkxYGDX1kQe3ZfOG4aajAGuTZxqtcHW+n8+9PefkMwDcA/P9pTvFGg4Cq8CvOQAs374kp2/4fHzxazf6viRPJjmT5LUkf7DW2l+dePBFJ87MunsF+CCeabTCZ96ay7Ve9UwDgHugvzQ+0elrOkApBgDLd7NXjfV9n/+aJK8m2ZvkhSTfV0r5slWcUsonSykHSykH33nnnXudk447d+FqJmcuW0AEPohnGq1wcnLhjkzPNABYvt71k2JKMQafUgwAlm88ySM3fL4/C7vnb/RdSX6iLvhckl9M8sT7/6Fa6w/WWl+ptb7y4IMPrlhguunkmYUFxKf27Gw4CbCGeabRCifPzGbLhuE8dv/WpqMAQOv1qpNidIdSDACW79NJPlZKebyUsiHJdyT5qff9zFiSX5kkpZSHk3wiyRdWNSWdd3JyJold9cAH8kyjFU6emc2Te3ZkyI52AFi2pZNi64Y9Vxl865oOAABtV2udL6X8viQ/k2Q4yQ/VWk+UUn7P4vd/IMlfSPJ3SymvZWE01Z+otb7bWGg66cSZ2ezduSm7tm5oOgqwRnmm0Qb9fs3Jydn8hpfef90dAHA3ro9PdFKMDlCKAcA9UGv9VJJPve9rP3DD388k+dWrnQtudOLMbJ5ySgy4Dc801rqxcxdz/sp8ntrjmQYA90J/aXyiE9h0gPGJAAAdcOlqL19453ye2us+MQDa7eTkwh2ZT3umAcA94aQYXaIUAwDogNfPzqZfY1c9AK134sxMhodKPvbwtqajAMBAuF6KuVOMDlCKAQB0wBd31SvFAGi3k2dm87GHtmXT+uGmowDAQHBSjC5RigEAdMCJM7PZsWld9u/a3HQUAFiWE2dmnXwGPlAp5ZFSys+VUk6VUk6UUv7gTX6mlFL+Rinlc6WUY6WUl5rICmvBYieWIaUYHbCu6QAAAKy8E2dm8/TenSne5ADQYm/PXc7bc1fy9D73iQEfaD7JH621Hi6lbE9yqJTys7XWkzf8zDcm+djix1cn+VuLf0Ln9OtCKzbkCA0d4NccAGDAzff6eX1y1uhEAFrvxBnjgIHbq7VO1loPL/59LsmpJPve92PfkuTv1QX/IclIKWXPKkeFNaFvfCIdohQDABhwn3/nQq7M9/OMXfUAtNzJxVLsKaUYcIdKKY8leTHJf3zft/YlOX3D5+P58uIMOqG3dFJMKUYHKMUAAAbc8YmZJHbVA9B+xydm8uj9W7Jj0/qmowAtUErZluSfJPlDtdbZ93/7Jv9JvcW/88lSysFSysF33nnnXseExl2/U2xIKcbgU4oBAAy4E2dms2n9UD7y4LamowDAspw4M5tn9jr5DNxeKWV9FgqxH621/sRNfmQ8ySM3fL4/yZmb/Vu11h+stb5Sa33lwQcfvPdhoWG11ujD6AqlGADAgDt+ZiZP7tmRYe9yAGixmUvXMnbuotGJwG2VUkqS/y3JqVrrX7vFj/1Ukt9eFnxNkpla6+SqhYQ1pNevRifSGeuaDgAAwMrp92tOnZnNt77oegQA2m3pPjF3ZAJ34GuT/FdJXiulvLr4tT+Z5ECS1Fp/IMmnkvzaJJ9LcjHJd61+TFgb+tXoRLpDKQYAMMDGzl3M3JV594kB0HonzrgjE7gztdZ/l5vfGXbjz9Qk3706iWBt6xufSIcYnwgAMMBO2FUPwIA4cWY2u3dsygPbNjYdBQAGSr9fM2x8Ih2hFAMAGGDHz8xk3VDJxx7e1nQUAFiW4xMzTokBwAroVXeK0R1KMQCAAXbizGw+/vD2bFw33HQUALhrl6728vl3zudpJ58B4J6r7hSjQ5RiAAADqtaaE3bVAzAATp2dTb+6TwwAVoI7xegSpRgAwIB6a/ZK3rtw1QIiAK23dEemZxoA3Hu9vvGJdIdSDABgQJ04M5MkecaoKQBa7uSZmYxsWZ99I5ubjgIAA6dvfCIdohQDABhQxydmU0ry5B676gFot+MTs3l6744Uu9gB4J7r941PpDuUYgAAA+rEmZk8/sDWbN24rukoAHDXrvX6eePsXJ7Z6+QzAKyEfq0ZtvGEjlCKAQAMqBNnZvO0BUQAWu6zb53P1V4/T7lPDABWRL/GaWw6QykGADCApi5czcT0pTxjARGAlnNHJgCsrH6tGdIU0BF+1QEABtCJM7NJ4qQYAK134sxstmwYzuP3b206CgAMJOMT6RKlGADAAFraVf+0k2IAtNyJMzN5as+ODA1ZrAOAldDr1wwpxegIpRgAwAA6fmY2+0Y2Z9fWDU1HAYC71u/XnDwza5MHAKygWmPzCZ2hFAMAGEAnJmYsIALQer/43oVcuNrL0+4TA4AVs3BSrOkUsDqUYgAAA2bu8rV84d0LedYCIgAtd3xiYRywZxoArJx+NT6R7lCKAQAMmJNnZpMkz1hABKDljk/MZMO6oXzFQ9uajgIAA6tfoxSjM5RiAAAD5vhiKfb0PuMTAWi34xOzeXL39qwftnwBACulX2uGPGrpCL/qAAAD5sTETB7esTEPbd/UdBQAuGu11hw/M+PkMwCssH6tGXZSjI5QigEADJjXJmbyzF4LiAC029i5i5m7PK8UA4AV1uvXFKUYHaEUAwAYIBevzufz75zP0xYQAWi54xOLd2Ta6AEAK6rWZHhIKUY3KMUAAAbIqcm59GvyrFIMgJY7fmYm64dLPr57W9NRAGCg9WuNToyuUIoBAAyQ4xMzSZJn9u1oOAkALM/xiZl8/OHt2bhuuOkoADDQjE+kS5RiAAAD5PjETO7fuiG7d2xqOgoA3LVaa467IxMAVkWtybBSjI5QigEADJDXJmbyzL6ddvkB0GoT05cydfFantmvFAOAldarNUOaAjrCrzoAwIC4fK2Xz7593uhEAFrv+MRskuSZvZ5pALDSFu4Us7GSblCKAQAMiDfOzqXXr0ZNAdB6J87MZHio5Mk9SjEAWGn9vlKM7lCKAQAMiNcmZpIkz+xTigHQbq9NzORjD23LpvXDTUcBgIHXr8mQToyOUIoBAAyIE2dmsnPz+uzftbnpKABw12qtOT4xk6edfAaAVdGvNcNaMTpCKQYAMCCOT8zmmX07Uoy9AKDF3p67knfPX3VHJgCskl6/eh9JZyjFAAAGwNX5ft44O2d0IgCt99r4wjjgZz3TAGBV1JoMK8XoCKUYAMAA+Mxbc7na6+cZo6YAaLnjZ2ZSSvLkHifFAGA19GrNkKaAjvCrDgAwAE6cWdhV76QYAG13fGI2H3lga7ZuXNd0FADohH6tGXJSjI5QigEADIDXJmayfeO6PHrflqajAMCyHJ+YMToRAFZRrVGK0RlKMQCAAfDaxGye2rsjQ0PeyADQXu/MXcnZ2ctOPgPAKur1a7yVpCuUYgAALXet18+pyVm76gFoveMTxgEDwGrr12qDJZ2hFAMAaLnPvnU+V+f7eXa/BUQA2u21iZmUkjy9d0fTUQCgM/p9d4rRHUoxAICWe21iOkmcFAOg9Y6Nz+TxB7Zm+6b1TUcBgM7o12RYKUZHKMUAAFrutYmZbNu4Lo/dv7XpKACwLMcnZmzyAIBVtjA+sekUsDr8qgMAtNxrE7N5Zt8OM+ABaLV35q7k7OxlpRgArLJ+rSlOitERSjEAgBa71uvn1OSsBUQAWu/4xEwS44ABYLUZn0iXKMUAAFrsM2/N5ep8P89YQASg5Y6Nz6SU5GnPNABYVb1+jcEjdIVSDACgxeyqB2BQvDYxk8cf2JptG9c1HQUAOmXhTjGtGN2gFAMAaLHXJmayfeO6PHb/1qajAMCyHJ+YyXM2eQDAquv3a4aMT6QjlGIAAC322sRsnt63w64+AFrt7bnLOTt72ThgAGhAvybD3lPSEUoxAICWutbr59TkrNGJALSeccAA0Jx+rXFQjK5QigEAtNRn3prL1fl+nt0/0nQUAFiW18ZnU0rytFIMAFZdvxqfSHcoxQAAWsquegAGxWsTM/nIA1uzbeO6pqMAQOf0azKsFKMjlGIAAC312sRMtm9cl0fv29J0FABYluMTMzZ5AEBDev0aV4rRFUoxAICWem18Jk/v25Eh714AaLG35y7n7OzlPKMUA4BVV2tNEu8r6QylGABAC13r9XPq7Fyec58YAC23NA7YMw0AVl9/oRNzpxidoRQDAGihz7w1l6vzfbvqAWi918ZnU0ry9N4dTUcBgM7pLbZiDorRFUoxAIAWWtpV7/4VANrutYmZfOSBrdm6cV3TUQCgc/rGJ9IxSjEAgBZ6bWIm2zeuy6P3bWk6CgAsy/GJGZs8AKAh10sx4xPpCKUYAEALHRufybP7d9rNB0CrvT17OWdnL7tPDAAasnSn2LBSjI5QigEAtMyV+V5OTc7m2f121QPQbsfGF8YBP+eZBgCNWLpTTCdGVyjFAABa5jNnz+dar+a5fSNNRwGAZTk2MZOhkjy1d0fTUQCgk6rxiXSMUgwAoGWOTUwnsasegPZ7bXw6H3toe7ZsWNd0FADopOvjE43mpyOUYgAALfPa+Ex2bVmf/bs2Nx0FAO5arTWvTczY5AEADVoan6gToyuUYgAALXN0fCbP7h9JMd4CgBY7M3M5756/qhQDgAZdH5+oFaMjlGIAAC1y+Vovn3lrLs/ts4AIQLu9Nj6dJHl2/0ijOQCgy3ruFKNjlGIAAC1ycnI2vX7Ns3bVA9Byx8Znsm6o5Ind25uOAgCddf1OMaUYHaEUAwBokdfGZ5LEqCkAWu+1iZl8Yvf2bFo/3HQUAOis/mIrphOjK5RiAAAtcmx8Jg9s25jdOzY1HQUA7lqtNcfGZ2zyAICG9Y1PpGOUYgAALfLaxHSe378zxRsWAFrs9LlLmbl0Lc+5TwwAGnV9fOKQ95h0g1IMAKAlLlyZz+fePu8+MQBa7+j4dJLk2X2eaQDQpJ7xiXSMUgwAoCVOnJlNv7pPDID2e21iJhvWDeXjD29vOgoAdFpdHJ/opBhdoRQDAGiJY4u76p+xqx6Aljs2Pp0n9+zIhnWWJQCgST13itExXn0CALTEaxMz2bNzUx7avqnpKABw1/r9muMTs3nOJg8AaFy/v/Cng2J0hVIMAKAlXhufMToRgNb7xfcu5PyVec80AFgD+k6K0TFKMQCAFpi5dC1fePdCnts/0nQUAFiWpXHAnmkA0DylGF2jFAMAaIETEzNJkmeNmgKg5Y6Nz2Tz+uF89MGtTUcBgM7rL3RiGTY/kY5QigEAtMDRcaUYAIPh2PhMnt67I+uGLUkAQNN6i62Yg2J0hVegAAAtcGx8Ogfu25JdWzc0HQUA7tp8r58TZ2aMTgSANaIujk90UoyuUIoBALTAsfGZPLffKTEA2u0zb53P5Wv9PP+IZxoArAVL4xPdKUZXKMUAANa4d89fycT0pTxvVz0ALXdsfDpJnBQDgDXC+ES6RikGALDGfXEB0a56ANrt6PhMdmxal8fu39J0FAAgN4xP1IrREUoxAIA17ujpmQyV5Jl9SjEA2u3Y+HSe2z+SYuENANaE3mIpNuROMTpCKQYAsMYdG5/OVzy0LVs3rms6CgDctcvXennj7JyTzwCwhrhTjK5RigEArGG11hwbn3H3CgCtd3JyNvP96pkGAGtIf+mkmE6MjlCKAQCsYeNTl/Lehat53q56AFru6OnpJMnzj3imAcBa0e8vlWJaMbpBKQYAsIYdG59Jkjz/yEizQQBgmY6Nz+Sh7Ruze8empqMAAIuWxicOOypGR9y2FCul/JVSytOrEQYAgC91bHw6G4aH8sTuHU1HAYBlOTo+nef2j6TYiQ4Aa0ZvsRXzeKYr7uSk2OtJfrCU8h9LKb+nlGLOAQDAKjk6Pp0n92zPhnUO+APQXrOXr+UL71wwDhgA1pi6eKeYk2J0xW1XV2qt/2ut9WuT/PYkjyU5Vkr5sVLK1610OACALuv3a45PzOa5/SNNRwGAZTm+OA74OeOAAWBN6VV3itEtd7TluJQynOSJxY93kxxN8kdKKT++gtkAADrtC++ez/kr83nOrnoAWu7oUim2zzMNANaSpTvFlGJ0xbrb/UAp5a8l+aYk/1eS/7HW+p8Wv/UXSylvrGQ4AIAuO3p6YQHxebvqAWi5Y+PTOXDfluzauqHpKADADer1k2INB4FVcttSLMnxJP99rfXiTb73Vfc4DwAAi46NT2fLhuF89MFtTUcBgGU5Nj6TFw+MNB0DAHifXt/4RLrlTsYn/tb3F2KllH+TJLXWmRVJBQANKKX8ulLKHY0WhtVwdHwmz+zb6cJj4EMrpRwspXx3KWVX01ng3fNXMjF9Kc+7IxMA1pyl8Yned9IVt1z4K6VsKqXcl+SBUsquUsp9ix+PJdm7agkBYPV8R5LPllL+UinlyabD0G1X5/s5OTmb590nBtyd78jC+7ZPl1J+vJTya0qx/ZdmHBufThJ3ZALAGtRfbMW8UqQrPmg3/O9OcijJE0kOL/79UJJ/luT7Vz4aAKyuWutvS/Jiks8n+eFSyv9bSvlkKWV7w9HooDfOzuXqfD/P2VUP3IVa6+dqrd+b5ONJfizJDyUZK6X8ucXNj7BqXj09k6GSPLNPKQYAa01/8U4xJ8XoiluWYrXWv15rfTzJH6u1Pn7Dx/O11u9bxYwAsGpqrbNJ/kmSH0+yJ8mvT3K4lPL7Gw1G5xxd3FX/wiMjjeYA2quU8lySv5rkL2fh2fZtSWaT/F9N5qJ7jo1P5+MPb8/WjXdyrTkAsJqWxie6U4yuuOUr0lLK19da/68kE6WU3/D+79daf2JFkwHAKiulfHOS70ry0SR/P8lX1VrfLqVsSXIqyd9sMh/dcvT0dO7fuiH7d21uOgrQQqWUQ0mmk/xvSb6n1npl8Vv/sZTytY0Fo3NqrTl6ejq/+qndTUcBAG6iV41PpFs+aJvWf56FHYTfdJPv1SRKMQAGzbcl+f/VWn/hxi/WWi+WUn5nQ5noqKPj03n+kZG4Agi4S7+p1vqFG79QSnm81vqLtdYv2/QIK+X0uUuZungtzzv5DABrUl0an+i9Jx1xy1Ks1vpnFv/8rtWLAwCNmnx/IVZK+Yu11j9Ra/03TYWie85fmc9n3z6f//LZvU1HAdrrHyd56SZfe7mBLHTYq4vjgJ9/xH1iALAW9RbnJxqfSFfc8k6xJaWU/7GUMnLD57tKKf/DiqYCgGb8qpt87RtXPQWd99r4TGq1gAh8eKWUJ0opvzHJzlLKb7jh43ck2dRwPDro6OnpbFo/lI8/vL3pKADATVy/U2xIKUY33Mktt99Ya/2TS5/UWqdKKb82yX+/crEAYPWUUn5vkv82yUdLKcdu+Nb2JP9PM6nosqNLu+r3jzSaA2ilTyT5dUlG8qWj8OeS/K4mAtFtR09P55m9O7N++LZ7cgGABvSvnxRrOAiskjspxYZLKRuXLmYupWxOsnFlYwHAqvqxJP8qyf+U5Htu+PpcrfVcM5HosqOnp/Po/Vuya+uGpqMALVNr/WdJ/lkp5ZfUWv/fpvPQbdd6/Rw/M5Pf+tWPNh0FALiFfjU+kW65k1Lsf0/yb0opP5ykJvmdSX5kRVMBwOqqtdY3Synf/f5vlFLuU4yx2o6ens4rj93XdAyghUopf7zW+peS/JZSyne+//u11j/QQCw66jNvzeXytX6ef2Sk6SgAwC0sjU8cdlSMjrhtKVZr/UuLo6T+i8Uv/YVa68+sbCwAWFU/loVRU4eysAHkxleCNclHmghFN709ezlnZi5bQATu1qnFPw82mgKSHD09kyR5wThgAFizlk6KOShGV9zJSbEkOZJkfRYWBo+sXBwAWH211l+3+OfjTWeBo+OLC4iP7Gw4CdBGtdZ/vvin6R407ujp6ezasj6P3Le56SgAwC0s3Sk2rBWjI257020p5Tcn+U9Jvi3Jb07yH0sp37bSwQBgtZVSfn0pZecNn4+UUr61wUh00NHT0xkeKnl6r1IMuHullJ8tpYzc8PmuUoqJH6yqo+PTef6RkRSLbACwZvXcKUbH3LYUS/K9Sb6y1vpf11p/e5KvSvKnVjYWADTiz9RaZ5Y+qbVOJ/kzzcWhi46OT+eJ3duzaf1w01GAdntw8TmWJKm1TiV5qLk4dM2FK/P5zFtzed7oRABY05buFBtypxgdcSel2FCt9e0bPn/vDv87AGibmz3f7nTUMCxbv19z9PS0+8SAe6FXSjmw9Ekp5dEsjMOHVXF8Yib9mrzgmQYAa1qtNfowuuROFvp+enHMxj9Y/Pzbk3xq5SIBQGMOllL+WpLvz8LC4e9PcqjZSHTJm+9dyOzl+bxgVz2wfN+b5N+VUn5+8fNfnuSTDeahY46OTydJnttvHDAArGW9fjU6kU65bSlWa/3vSim/McnXJilJfrDW+pMrngwAVt/vz8KI4H+YhWfev07y3Y0molOWFhCdFAOWq9b606WUl5J8zeKX/nCt9d0mM9EtR0/P5JH7Nuf+bRubjgIAfIB+NTqRbrmjkVC11n+S5J+scBYAaFSt9UKS7yml7EjSr7WebzoT3XL09Ey2bBjOVzy0rekowGD4pVk4IbbkXzQVhO559fR0Xjww0nQMAOA2+sYn0jG3vBuslDJXSpm9ycdcKWV2NUMCwGoopTxbSjmS5LUkJ0oph0opzzSdi+44cno6z+7bmWHvSIBlKqX8f5P8wSQnFz/+YCnlf2o2FV3xztyVTExfcp8YALRAv18zbHwiHXLLk2K11u2rGQQA1oC/neSP1Fp/LklKKb8iyQ9mYac9rKgr872cOjOb7/pljzUdBRgMvzbJC7XWfpKUUn4kyZEk/59GU9EJr56eThKlGAC0QK+6U4xuueVJsRuVUn5ZKeW7Fv/+QCnl8ZWNBQCN2LpUiCVJrfXfJtnaXBy65NTkXK72+nlh/0jTUYDBMXLD33c2FYLuOXp6OsNDJU/v9WsHAGtdrYlOjC657Z1ipZQ/k+SVJJ9I8sNJNiT535N87cpGA4BV94VSyp9K8vcXP/9tSX6xwTx0yKtjU0mSF9y/Atwb/1OSI6WUn0tSsnC3mFNirIpXT0/nid3bs3nDcNNRAIDb6NdqhD+dcicnxX59km9OciFJaq1nkhitCMAg+p1JHkzyE0l+cvHv39VoIjrj1dPTeXjHxuzZubnpKMAAqLX+gyRfk4Vn2k8k+SW11h9vNhVd0O/XHD09bXQiALREr298It1y25NiSa7WWmsppSZJKcUYKQAGUq11KskfaDoH3fSqBUTgHiilvPS+L40v/rm3lLK31np4tTPRLV9493zmrsx7pgFAS/RrMuSkGB1yJ6XY/1FK+dtJRkopvysLu+j/zsrGAoDVU0r550nqrb5fa/3mVYxDB01duJo337uYb//KA01HAdrvr37A92qSr1+tIHTTkbHpJMmLxgEDQCv0+zU6MbrktqVYrfWvlFJ+VZLZLNwr9qdrrT+74skAYPX8laYD0G2vjk8niV31wLLVWr+u6Qx026unp7N947p85IFtTUcBBkQpZWOS35jksdywlllr/fNNZYJB0q81w8Yn0iG3LcVKKX84yT+6l0VYKeU3JfmzSZ5M8lW11oO3+Lk3k8wl6SWZr7W+cq8yAMCSWuvPL/29lLI5yYFa6xsNRqJjjp6eTinJs/t3Nh0FGBCllC1J/kgWnmmfLKV8LMknaq3/ouFoDLij49N57pGdxjAB99I/SzKT5FCSKw1ngYHTr0lRitEhdzI+cUeSnymlnEvy40n+ca31rWX+f48n+Q1J/vYd/OzX1VrfXeb/DwBuq5TyTVk4NbYhyeOllBeS/HnjE1lpr56ezscf2p5tG+/kpRnAHfnhLCwe/tLFz8eT/KMkSjFWzOVrvbw+OZff/Z9/pOkowGDZX2v9hqZDwKDq15qhoaZTwOq57a97rfXP1VqfTvLdSfYm+flSyv+5nP9prfWUHfgArEF/NslXJZlOklrrq1kY0QErptaao6enjU4E7rWP1lr/UpJrSVJrvZTEFmBW1PGJmcz3a154ZFfTUYDB8u9LKc82HQIGlfGJdM2H6YDfTnI2yXtJHlqZOF+mJvnXpZRDpZRPrtL/E4Dumq+1zjQdgm4Zfe9ipi5eywsHRpqOAgyWq4sjgWuSlFI+GiOnWGGvnp5O4o5M4J77ZUkOlVLeKKUcK6W8Vko51nQoGBS9fs2QUowOuZM7xX5vkm9P8mCSf5zkd9VaT97Bf/d/Jtl9k299b631n91hvq+ttZ4ppTyU5GdLKa/XWn/hFv+/Tyb5ZJIcOHDgDv95APgSx0spvyXJ8OLdK38gyb9vOBMDzgIisEL+bJKfTvJIKeVHk3xtkt/RZCAG35HT09k3sjkPbt/YdBRgsHxj0wFgkNUad4HSKXdyccWjSf7Q4gipO1Zr/S/uKtGX/htnFv98u5Tyk1kYaXXTUqzW+oNJfjBJXnnllbrc/zcAnfT7k3xvFnbS/1iSn0nyPzSaiIH36unpbNkwnI8/vL3pKMAAqbX+61LKoSRfk4WxiX/QXc2stFfHpp18Bu65WutoKeX5JP/Z4pf+71rr0SYzwSDp1xqdGF1yJ3eKfc+HLcTuhVLK1lLK9qW/J/nVSY6vdg4AOuUTtdbvrbV+5eLHf19rvdx0KAbbkdPTeWbfzgx7FwLcQ6WUn8rCe6h/W2v9FwoxVto7c1cyMX0pL+wfaToKMGBKKX8wyY9m4TqXh5L876WU399sKhgcxifSNR/mTrF7ppTy60sp40l+SZJ/WUr5mcWv7y2lfGrxxx5O8u9KKUeT/Kck/7LW+tNN5AWgM/5aKeX1UspfKKU83XQYBt+V+V5OnZnNi0YnAvfeX83CjvqTpZR/VEr5tlLKpqZDMbiOLo0DdlIMuPf+myRfXWv907XWP52FU9C/q+FMMDD6NUoxOuVOxifec7XWn0zykzf5+pkkv3bx719I8vwqRwOgw2qtX1dK2Z3kNyf5wVLKjiT/sNZqhCIr4tTkXK72+u4TA+65WuvPJ/n5Uspwkq/PwuLhDyXZ0WgwBtarp6czPFTyzN6dTUcBBk9J0rvh897i14B7oF9rhho5OgPNaKQUA4C1qtZ6NsnfKKX8XJI/nuRPx71irJBXx6aS2FUPrIxSyuYk35Tk25O8lORHmk3EIHv19HSe2L09mzcMNx0FGDw/nOQ/llKWNth/a5L/rbk4MFj6tWbYSTE65JalWCllLkm92beS1FqrHYYADJRSypNZWDj8tiTvJfnxJH+00VAMtCOnp7N7x6bs2bm56SjAgCml/MMkX53kp5N8fxbuFus3m4pB1evXvHp6Ot/64t6mowADqNb610op/zbJL8vCuuR31VqPNJsKBkevX1OUYnTILUuxWuv21QwCAGvADyf5B0l+9eJIX1hRR8am86JTYsDK+OEkv6XW2rvtT8Iyff6d8zl/ZT4vPrKr6SjAACml7Ki1zpZS7kvy5uLH0vfuq7WeayobDJJak+EhpRjdccfjE0spDyW5fjFzrXVsRRIBQENqrV/TdAa6473zVzJ27mJ+61cfaDoKMIBqrT/ddAa649Wx6STGAQP33I8l+XVJDuVLp1mVxc8/0kQoGDT9WqMTo0tuW4qVUr45yV9NsjfJ20keTXIqydMrGw0AYHC9eno6SfLiAbvqAWi3I6ensnPz+jx+/9amowADpNb66xb/fLzpLDDIjE+ka4bu4Gf+QpKvSfKZxYfQr0zy/6xoKgCAAXdkbDrDQyXP7tvZdBRgwJQFjzSdg+44MjadFx4ZyZBt5sAKKKX8mzv5GnB3ak2GlWJ0yJ2UYtdqre8lGSqlDNVafy7JCysbCwBgsL16ejpP7N6ezRuGm44CDJhaa03yT5vOQTecvzKfz7w1lxceGWk6CjBgSimbFu8Te6CUsquUct/ix2NZmGgF3AO9WjN0Jy0BDIg7uVNsupSyLckvJPnRUsrbSeZXNhYArJ5Syj/Pl86o/xK11m9exTh0QK9f8+rp6Xzri97LAyvmP5RSvrLW+ummgzDYjo1Pp1+TF90nBtx7vzvJH8pCAXYoC3eJJclsku9vKBMMnIU7xZwUozvupBT7liSXkvzhJL81yc4kf24lQwHAKvsrTQegWz7/zvmcvzKfFx9xnxiwYr4uye8upYwmuZCFhcRaa32u2VgMmiNj00nipBhwz9Va/3qSv15K+f211r/ZdB4YVP0apRidciel2J+utf6JJP0kP5IkpZS/mORPrGQwAFgttdafbzoD3fLq0gKiXfXAyvnGpgPQDa+ens5HHtiakS0bmo4CDK5+KWWk1jqdJKWUXUm+s9b6vzQbCwZDv1/jWlC65E6mhf6qm3zNGywABk4p5WOllH9cSjlZSvnC0kfTuRg8R05PZefm9Xn8/q1NRwEGVK11tNY6moWpH/WGD7hnaq05MjZtkwew0n7XUiGWJLXWqSS/q7k4MFj6tWZYK0aH3LIUK6X83lLKa0k+UUo5dsPHLyY5tnoRAWDV/HCSv5WFuzO/LsnfS/L3G03EQDoyNp0XHhnJkDcewAoppXxzKeWzSX4xyc8neTPJv2o0FANnfOpS3j1/JS8eMA4YWFFDpXxxtlspZTiJ46lwj/T6NcX4RDrkg06K/ViSb0ryU4t/Ln28XGv9bauQDQBW2+Za679JUhZ32P/ZJF/fcCYGzPkr8/nMW3PuXgFW2l9I8jVJPlNrfTzJr0zy/zQbiUHz6unpJMmLnmnAyvqZJP9HKeVXllK+Psk/iI0ecM/UmgwrxeiQW94pVmudSTKT5DsXd2A8vPjz20op22qtY6uUEQBWy+VSylCSz5ZSfl+SiSQPNZyJAXNsfDr9mrxo1BSwsq7VWt8rpQyVUoZqrT+3eDc03DNHxqazaf1QPrF7e9NRgMH2J5J8MsnvTVKSHEmyp9FEMEB6tWboTi5ZggFxy1JsyeKi4J9N8laS/uKXa5LnVi4WADTiDyXZkuQPZGGH/dcl+a+bDMTgOTI2nSROigErbbqUsi3JLyT50VLK21kYDwz3zJHTU3lu30jWD1tJA1ZOrbVfSvkPST6S5NuT3JfknzSbCgZHvxqfSLfcthTLwgLhJ2qt761wFgBoVK3104t/PZ/ku5rMwuB69fR0PvLA1oxscQ0CsKK+JcnlJH84yW9NsjPJn280EQPlynwvJ87M5nf80seajgIMqFLKx5N8R5LvTPJekn+YJLXWr2syFwwa4xPpmjvZznU6C2MUAWCglVJ+tpQycsPnu0opP9NgJAZMrTVHxqadEgNWXK31Qq21V2udr7X+SK31b9joyL10anIuV+f7nmnASno9C3diflOt9ZfVWv9mkl7DmWDg9Po1QzoxOuROTop9Icm/LaX8yyRXlr5Ya/1rK5YKAJrxQK11eumTWutUKcWdYtwz41OX8u75K3nx0V1NRwEGVCllLgvj7r/sW0lqrXXHKkdiQB0enUqSvHTAMw1YMb8xCyfFfq6U8tNJfjwLzzPgHurXmiGtGB1yJ6XY2OLHhsUPABhU/VLKgVrrWJKUUh7NzRcW4a4cHltaQBxpNggwsGqt25vOQDccOT2dvTs3ZffOTU1HAQZUrfUnk/xkKWVrkm/Nwkjgh0spfyvJT9Za/3WT+WBQ9Ps1Q8Yn0iG3LcVqrX8uSUop2xc+redXPBUANON7k/y7UsrPL37+y5N8ssE8DJgjY9PZsmE4n3jYmjWwskopB2729aWNH7Bch0en8qJTYsAqqLVeSPKjSX60lHJfkt+U5HuSKMXgHui7U4yOuW0pVkp5JsnfT3Lf4ufvJvnttdYTK5wNAFZVrfWnSykvJfmaLIzl+MO11ncbjsUAOTI2lef278y64Tu51hVgWf7lDX/flOTxJG8kebqZOAySt2cvZ2L6Ur7rax9rOgrQMbXWc0n+9uIHcA8sjE9sOgWsnjv5df/BJH+k1vporfXRJH80yd9Z2VgAsHpKKU8s/vlSkgNJziSZSHJg8WuwbJev9XLizKxd9cCqqLU+e8PHx5J8VZJ/13QuBsPhsekk8UwDgAHQrzXFSTE65E7uFNtaa/25pU9qrf92cZYvAAyKP5KFMYl/9Sbfq0m+fnXjMIiOT8xkvl/z4iMjTUcBOqjWeriU8pVN52AwHDk9lfXDJU/v3dF0FABgmYxPpGvupBT7QinlT2VhhGKS/LYkv7hykQBgddVal+4N+8Za6+Ubv1dKcXs898ThsakkdtUDq6OU8kdu+HQoyUtJ3mkoDgPmyOh0nt67M5vWDzcdBQBYpl6/ZkgnRofcyfjE35nkwSQ/sfjxQJLvWslQANCQf3+HX4MP7cjYdB65b3Me3L6x6ShAN2y/4WNjFu4Y+5ZGEzEQrvX6OTYxnRcPjDQdBQC4BxbuFNOK0R13clLsmSR/uNbaW/rC4v0qUyuWCgBWUSlld5J9STaXUl5MsvRqcEeSLY0FY6AcGZvOV3/kvqZjAB1Ra/1zTWdgML1xdi6Xr/XzkpPPADAQ+v2aIeMT6ZA7KcV+JsmnSym/udb61uLX/tcsjN8AgEHwa5L8jiT7s3Cv2NKrwdkkf7KhTAyQM9OXcnb2svvEgFVTSvmpm3x5JsnBJH/7/eOC4U59cRzwSLNBAIB7ol9jfCKdciel2BtJ/nKSf1tK+W9qrf8+X1wsBIDWq7X+SCnl7yf5zlrrjzadh8FzZGw6SfLSo3bVA6vmF7MwBv8fLH7+7UneSvLxJH8nyX/VUC5a7sjYdB7avjH7RjY3HQUAuAeMT6Rr7qQUq7XWf1FKeSPJPyyl/FCSusK5AGBV1Vr7pZTfnUQpxj13eGwqG9cN5YndO5qOAnTHi7XWX37D5/+8lPILtdZfXko50VgqWu/w2FRePDCSYswSAAyEfjU+kW4ZuoOfKUlSa/1skv8syS9P8txKhgKAhvxsKeWPlVIeKaXct/TRdCja78jYVJ7dtzMb1t3JSy+Ae+LBUsqBpU8W//7A4qdXm4lE2713/kpG37uYF90nBgADo1+TYaUYHXLbk2K11hdv+PuFJL/5xjdXADBAfufin999w9dqko80kIUBcWW+l+MTs/kdX/tY01GAbvmjSf5dKeXzWdjo+HiS/7aUsjXJjzSajNa6Pg5YKQYAA6PXr+4Uo1NuWYqVUv54rfUvlVL+Zm4+LvEPrFwsAFh9tdbHm87A4Dl5ZjZXe/28+MhI01GADqm1fqqU8rEkT2ShFHu91np58dv/c2PBaLUjp6eybqjk2X07m44CANwDtS4s+7tTjC75oJNipxb/PLgaQQCgaaWULUn+SJIDtdZPLi4mfqLW+i8ajkaLHV7aVf+oXfXAqns5yWNZeN/3XCkltda/12wk2uzw6HSe3LMjmzcMNx0FALgH+otHYdwpRpfcshSrtf7zUspwkmdqrf/dKmYCgKb8cJJDSX7p4ufjSf5REqUYd+3w2FT2jWzOwzs2NR0F6JBSyt9P8tEkrybpLX65JlGKcVfme/0cHZ/Ob3p5f9NRAIB7pLfYijkoRpd84J1itdZeKeXl1QoDAA37aK3120sp35kktdZLpdguxfIcHp3Ky06JAavvlSRP1aWZOLBMr5+dy8WrPSefAWCA9I1PpIM+sBRbdKSU8lNZ2Cl/YemLtdafWLFUANCMq6WUzVm8S7OU8tEkV5qNRJtNzlzK5MzlvHTAAiKw6o4n2Z1ksukgDIYjY1NJ4pkGAAPkeilmPzAdciel2H1J3kvy9Td8rSZRigEwaP5skp9O8kgp5UeTfG2S39FkINrt8Oh0EveJAY14IMnJUsp/yg0bPGqt39xcJNrs8Nh0Hti2Mft3bW46CgBwjyzdKTasFKNDbluK1Vq/azWCAEBTSinfl+THaq3/upRyKMnXJClJ/mCt9d1m09Fmh8emsnHdUJ7as6PpKED3/NmmAzBYDo9N5eVHR2KyNAAMjqWTYh7vdMnQ7X6glLK/lPKTpZS3SylvlVL+SSnFzboADJLPJvmrpZQ3k/zxJBO11n+hEGO5Do9N5bn9O7Nh3W1fcgHcU7XWn7/xI8l8kt/cdC7a6d3zVzL63kWjEwFgwPT7xifSPXeyQvPDSX4qyd4k+5L888WvAcBAqLX+9VrrL0nynyc5l+SHSymnSil/upTy8Ybj0VJX5ns5MTFrARFoTCnlhVLKX1rc9PE/JDnVcCRa6sjYdBLjgAFg0FwfnzikFKM77qQUe7DW+sO11vnFj7+b5MEVzgUAq67WOlpr/Yu11heT/JYkvz4WELlLxydmc7XXz4tKMWAVlVI+vrip41SS70tyOkmptX5drfX7Go5HSx0em8q6oZJn9+1sOgoAcA/1rp8UazgIrKI7KcXeLaX8tlLK8OLHb0vy3koHA4DVVkpZX0r5plLKjyb5V0k+k+Q3NhyLljo8OpUkeenRkWaDAF3zepJfmeSbaq2/rNb6N5P0Gs5Eyx0ancrTe3dk0/rhpqMAAPdQXbxTbEgrRofcSSn2O7Mwe/5skskk37b4NQAYCKWUX1VK+aEk40k+meRTST5aa/32Wus/bTQcrXV4bCr7d23OQ9s3NR0F6JbfmIX3bj9XSvk7pZRfmcQqB3ftWq+fY+PTTj4DwADqVXeK0T3rbvcDtdaxJN+8ClkAoCl/MsmPJfljtdZzTYeh/WqtOTw2la9+/P6mowAdU2v9ySQ/WUrZmuRbk/zhJA+XUv5Wkp+stf7rJvPRPq9PzuXytb77xABgAF2/U0wpRofcshQrpfzNJPVW36+1/oEVSQQAq6zW+nVNZ2CwnJm5nLdmr+SlAyNNRwE6qtZ6IcmPJvnRUsp9SX5Tku9JohTjQzk8tjgO2DMNAAZOf7EV04nRJR90UuzgDX//c0n+zApnAQAYCEv3ib386H0NJwFIFk9B/+3FD/hQDo9N5eEdG7NvZHPTUQCAe6xvfCIddMtSrNb6I0t/L6X8oRs/BwDg1g6PTWXT+qE8sWd701EAYFkOj03lpQO7UiyWAcDAuT4+cchznu4YusOfu+UYRQAAvtTh0ak8t38k64fv9KUWAKw9b89dzulzl/LSAfeJAcAg6hmfSAdZqQEAuIcuX+vlxJnZvPyoBUQA2u3w6HSS5CXPNAAYSHVxfKKTYnTJLccnllLm8sUTYltKKbNL30pSa607VjocAEDbHBufyXy/5mW76gFoucNjU9kwPJRn9nn7DwCDaGl8ojvF6JIPulPMJRgAAB/SodGpJHbVA9B+h0an8uz+ndm4brjpKADAClgan+igGF1ifCIAwD10aHQqjz+wNfdt3dB0FAC4a1fme3ltfCYvHRhpOgoAsEL6dakU04rRHUoxAIB7pNaaI2NTecnoRABa7sSZ2Vzt9d2RCQADTClGFynFAADukdH3Lua9C1ctIALQeoeXxgHb6AEAA2vpTrFh8xPpEKUYAMA98sX7xEaaDQIAy3RodCr7d23OQzs2NR0FAFghS3eKOShGlyjFAADukcNjU9m+cV0+9tD2pqMAwF2rtebw2JSTzwAw4KrxiXSQUgwA4B45NDqVFw6MGD0BQKtNTF/KW7NXlGIAMOCMT6SLlGIAAPfA3OVreeOtOQuIALTeIfeJAUAnGJ9IFynFAADugVdPT6dWC4gAtN/h0als2TCcJ3YbBwwAg2xpfOKwVowOUYoBANwDh0enU0rywoGRpqMAwLIcHpvO8/tHsm7YkgEADLLe0p1ixifSIV7hAgDcA4fGpvKJh7dnx6b1TUcBgLt28ep8Tk7OGgcMAB2wdKfYkJNidIhSDABgmfr9miNjU3nR6EQAWu7o6Zn0+jUvPTrSdBQAYIX1l06K6cToEKUYAMAyffbt85m7PJ9X7KoHoOUOj00lcUcmAHRBv79UimnF6A6lGADAMh0cPZckRk0B0HoH3zyXr3hoW0a2bGg6CgCwwpbGJw47KkaHKMUAAJbp0OhU7t+6IY/ev6XpKABw1/r9msNj03nZKTEA6ITeYivmoBhdohQDAFimw6NTefnRXSneSQDQYl9493xmLl3Ly48pxQCgC+rinWJOitElSjEAgGV49/yVvPneRaMTAWi9Q6ML94l5pgFANyyNT3SnGF2iFAMAWAYLiAAMioNvTmXXlvX5yANbm44CAKyC3uJJMQfF6BKlGADAMhwencqG4aE8s29n01EAYFkOjRkHDABdUq+XYp79dIdSDABgGQ6NTuWZfTuyaf1w01EA4K6du3A1X3jnQl5y8hkAOqPXV4rRPUoxAIC7dGW+l2MTM0YnAtB6R8YWxwEf8EwDgK5YulNs2PxEOkQpBgBwl45PzObqfD8vP3pf01EAYFkOjk5l3VDJ84+MNB0FAFgl/cVWzEExukQpBgBwlw6PLuyqf+nRkWaDAMAyHRqdytP7dhoHDAAd0l+8U8xJMbpEKQYAcJcOjU7lwH1b8tD2TU1HAYC7dq3Xz9HT00YnAkDHLI1PdKcYXaIUAwC4C7XWHBydyivuEwOg5U6cmc2V+X5eecwzDQC6pFeNT6R7lGIAAHfh9LlLeff8lbyoFAOg5Q4tjQN2UgwAOqUujU/UitEhSjEAgLtwcPRckjgpBkDrHRo9l30jm7N7p3HAANAlvcX5icYn0iVKMQCAu3BwdCrbN67Lxx/e3nQUALhrtdYcGp0yOhEAOuj6nWJDSjG6QykGAHAXDo9O5cVHd2XYmwcAWmx86lLemr3i5DMAdNDS+ERva+kSpRgAwIc0c+la3nhrLi+7ewWAlrt+n5hSDAA6x/hEukgpBgDwIR0Zm0qtMWoKgNY7NDqVbRvX5YndO5qOAgCssqXxiSag0CVKMQC4B0op31BKeaOU8rlSyvfc4md+RSnl1VLKiVLKz692Ru6dQ6NTGSrJC4+MNB0F4J7zTOuWg6NTefHAiMUwAOig/uL4RAfF6JJ1TQcAgLYrpQwn+f4kvyrJeJJPl1J+qtZ68oafGUnyvyT5hlrrWCnloUbCck8cGp3Kk3t2ZOtGL6WAweKZ1i1zl6/ljbOz+dVf/7GmowAADegvHhUb1orRIU6KAcDyfVWSz9Vav1BrvZrkx5N8y/t+5rck+Yla61iS1FrfXuWM3CPzvX5ePT2dV9y9Agwmz7QOefX0dPrGAQNAZ/WqO8XoHqUYACzfviSnb/h8fPFrN/p4kl2llH9bSjlUSvntN/uHSimfLKUcLKUcfOedd1YoLstxanIuF6/28vJj9zUdBWAleKZ1yME3jQMGgC5bulNsyBhlOkQpBgDLd7NXj/V9n69L8nKS/zLJr0nyp0opH/+y/6jWH6y1vlJrfeXBBx+890lZtoOj55IkLzspBgwmz7QOOTQ6lU/s3pHtm9Y3HQUAaECtNfowukYpBgDLN57kkRs+35/kzE1+5qdrrRdqre8m+YUkz69SPu6hQ6NT2bNzU/aNbG46CsBK8EzriF6/5sjYlHHAwMAqpfxQKeXtUsrxW3z/V5RSZkopry5+/OnVzghN6/Wr0Yl0jlIMAJbv00k+Vkp5vJSyIcl3JPmp9/3MP0vyn5VS1pVStiT56iSnVjkn98Ch0SmnxIBB5pnWEa+fnc2Fqz33iQGD7O8m+Ybb/Mz/XWt9YfHjz69CJlhT+tXoRLpnXdMBAKDtaq3zpZTfl+Rnkgwn+aFa64lSyu9Z/P4P1FpPlVJ+OsmxJP0k/2ut9aY7Flm7JqYvZXLmslIMGFiead1xaHQqSfLSAc80YDDVWn+hlPJY0zlgLesbn0gHKcUA4B6otX4qyafe97UfeN/nfznJX17NXNxbB99cuE/slUfvazgJwMrxTOuGg29O5eEdG7N/l3HAQKf9klLK0SyMCv5jtdYTTQeC1dTv1wwbn0jHKMUAAO7QodGpbNkwnCf3bG86CgAsy6HRqbzy6H0pFsKA7jqc5NFa6/lSyq9N8k+TfOxmP1hK+WSSTybJgQMHVi0grLR+jTvF6Bx3igEA3KGDb07lhUdGsm7YSygA2mty5lImpi8ZBwx0Wq11ttZ6fvHvn0qyvpTywC1+9gdrra/UWl958MEHVzUnrKR+rdGJ0TVWdAAA7sD5K/N5/exsXrGACEDLHXxz4T6xVx7zTAO6q5Syuywely2lfFUW1knfazYVrK5+rRl2qRgdY3wiAMAdODI2lX5NXn7MfWIAtNuh0alsXj+cJ/fsaDoKwIoppfyDJL8iyQOllPEkfybJ+uT6XZnfluT3llLmk1xK8h211tpQXGhEr1+NT6RzlGIAAHfg4JtTKSV58cBI01EAYFkOjp7LC4+MZL1xwMAAq7V+522+/31Jvm+V4sCa1K/JkJNidIxXwAAAd+DQ6FSe2L0jOzatbzoKANy181fmc/LMbL7S6EQA6Lx+v0YnRtcoxQAAbmO+18+RsSn3iQHQeq+OTRsHDAAkWbhTzPhEukYpBgBwG6+fncuFq728Ylc9AC13cPScccAAQJLF8YlKMTpGKQYAcBuHRqeSJC87KQZAyx0anconHt5uHDAAsHBSTENAx/iVBwC4jYOjU9m9Y1P2jWxuOgoA3LVev+bI2LSTzwBAkoVSbNhJMTpGKQYAcBuH3jyXlx/bleLNAgAt9vrZ2Zy/Mp9XHnWfGACwsGHG+ES6RikGAPABzkxfypmZy3nF6EQAWs44YADgRrUmQ0NKMbpFKQYA8AEOLi4g2lUPQNsdfHMqD+/YmP27jAMGABbvFNOJ0TFKMQCAD3DozXPZsmE4T+7Z3nQUAFiWQ6NTeeXR+4wDBgCSGJ9INynFAAA+wKffnMqLB0aybtjLJgDa68z0pUxMX8orjxmdCAAs6NcoxegcqzsAALdw/sp8Xj87m5eNTgSg5YwDBgDer19rhjQEdIxfeQCAWzgyNpV+TV551K56ANrNOGAA4P36tWbYSTE6RikGAHALB9+cylBJXjww0nQUAFiWg6NTeeER44ABgC/q17hrlM7xahgA4BYOjp7LE7t3ZPum9U1HAYC7dv7KfE5NzuaVx4xOBAC+qN+vGdKJ0TFKMQCAm5jv9XNkbDqvPGZ0IgDtZhwwAHAz/VozrBWjY5RiAAA38frZuVy82svLFhABaDnjgAGAm+n1q/GJdI5SDADgJg6+eS5JjJoCoPUOjU7lE8YBAwDvU2syrBSjY5RiAAA38enRqezduSn7RjY3HQUA7tp8r5/DY1P5SuOAAYD36dWaIQ0BHeNXHgDgfWqtOfTmVF52SgyAljMOGAC4lX6tGXJSjI5RigEAvM/E9KWcnb2cVywgAtByxgEDALfSr1GK0TlKMQCA9zk0OpUkdtUD0HoHR6eyxzhgAOAm+v2aIZ0YHaMUAwB4n0+/eS7bNq7LE7u3Nx0FAO5arTUH35yyyQMAuKl+rRnWitExSjEAgPc5+OZUXjwwknXDXioB0F5L44C/0uhEAOAmev2aYnwiHWOlBwDgBrOXr+WNt+byyqMWEAFot6VxwK885qQYAPDlak2GlWJ0jFIMAOAGh0enUqsFRADa74vjgHc0HQUAWIP6tWZIQ0DH+JUHALjBodGpDA+VvPDISNNRAGBZlsYBuysEALiZXjU+ke5RigEA3ODTb57LU3t2ZOvGdU1HAYC7NnPJOGAA4IMZn0gXKcUAABZd6/Xz6ulpoxMBaL0jY8YBAwAfrNevcaCcrlGKAQAsOnFmNpev9e2qB6D1Dr5pHDAA8MEW7hTTitEtSjEAgEUH3zyXxK56ANrv4KhxwADAB+v3a4aMT6RjlGIAAIsOvjmVR+7bnId3bGo6CgDctaVxwC8/apMHAHBrfXeK0UFKMQCAJLXWHBydMjoRgNZbGgf8lY95pgEAt7YwPrHpFLC6/MoDACQZfe9i3j1/xehEAFrPOGAA4E70a01xUoyOUYoBACQ5ODqVJE6KAdB6B9+cyv5dxgEDAB/M+ES6SCkGAJCFXfU7Nq3Lxx7a1nQUALhrC+OAzxmdCADcVq9fM6QTo2OUYgAAWTgp9vKjuzLkHQEALbYwDvhqXn7U6EQA4IMt3CnmPTDdohQDADpv6sLVfO7t83nFrnoAWm5pHLCTYgDA7dSaDBmfSMcoxQCAzjt0/T4xu+oBaDfjgAGAO2V8Il2kFAMAOu/g6FTWD5c8/8hI01EAYFkOjk7lJeOAAYA7YHwiXaQUAwA67+Cb5/LMvp3ZtH646SgAcNeWxgEbnQgA3Il+rcYn0jlKMQCg067M93JsYsboRABab2kc8MueaQDAHejXZFgpRscoxQCATjs+MZOr8/28Ylc9AC13fRzw/pGmowAALeBOMbpIKQYAdNqn37SrHoDBcPDNc3l6785s3mAcMADwwWqtSZLipBgdoxQDADrt4JtT+cgDW/PAto1NRwGAu3b5Wi/HxmfylY/Z5AEA3F5/oRPLsKNidIxSDADorFprDo2ec0oMgNY7PjGTq71+Xn7UOGAA4PZ6i62YToyuUYoBAJ31+XcuZOritbxiVz0ALXdw1DhgAODO9RfHJw5pxegYpRgA0FmHRs8liV31ALTewTen8tj9W/LgduOAAYDbu16KuVOMjlGKAQCd9ek3p3Lf1g356INbm44CAHdtaRzwK4/Z5AEA3Jnrd4opxegYpRgA0FmHRqfy0oFdKd4EANBi18cBG50IANyhpZNi3g7TNUoxAKCT3j1/Jb/47oV8pfvEAGi5pXHATooBAHeq3zc+kW5SigEAnXRodCpJ8opSDICWO/jmVHZtWW8cMABwx66PTxxSitEtSjEAoJMOvnkuG9YN5Zl9O5uOAgDLcnB0Ki8/ep9xwADAHetdPynWcBBYZUoxAKCTDo5O5bl9O7Nx3XDTUQDgri2NA3byGQD4MOrinWJDWjE6RikGAHTO5Wu9HJ+YcfcKAK13fRzwo0oxAODOLY1PdKcYXaMUAwA65+jp6VzrVQuIALTe0jjgZ/cbBwwA3LleNT6RblKKAQCdc3BxV/3LSjEAWs44YADgbvSv3ymmFaNblGIAQOccGp3KRx/cml1bNzQdBQDu2tI44JfdJwYAfEj9qhSjm5RiAECn9Ps1B988l690nxgALbc0DvgrH/VMAwA+nKU7xYbNT6RjlGIAQKd87p3zmb08b3QiAK1nHDAAcLd6i62Yg2J0jVIMAOiUg28uLCC+4qQYAC1nHDAAcLfq4vhEJ8XoGqUYANApB0fP5f6tG/LY/VuajgIAd63frzk0OpVXjE4EAO7C0vhEd4rRNUoxAKBTDo1O5eVHd6V44Q9Ai33+nfOZuXQtLz9mdCIA8OEtjU90UIyuUYoBAJ3xztyVjL53Ma9YQASg5ZbuE3vFfWIAwF3o16VSTCtGtyjFAIDOODR6LknyslFTALTcwTencv/WDXn8ga1NRwEAWkgpRlcpxQCAzjj45lQ2rBvKM/t2NB0FAJbl0Oi5vGQcMABwl5buFBs2P5GOUYoBAJ1xcHQqz+/fmY3rhpuOAgB37Z25K3nzvYtGJwIAd23ppJj9NXSNUgwA6ITL13o5cWbG6EQAWu/Q0n1i7sgEAO5Sv298It2kFAMAOuHo6elc61W76gFovUOj5xbHAe9sOgoA0FLGJ9JVSjEAoBMOLu6qf1kpBkDLHRydynP7jAMGAO5er298It2kFAMAOuHQ6FQ++uDW7Nq6oekoAHDXLl/r5fjETF42OhEAWIa6eKfYsFaMjlGKAQADr9+vOTw2lVfcJwZAyx0bn1kcB+yZBgDcvd5iKTZkfCIdoxQDAAbeF949n+mL1+yqB6D1DhkHDADcA0t3ig05KUbHKMUAgIF38M2FBcRXLCAC0HKHRs/lIw9uzX3GAQMAy9BfOimmE6NjlGIAwMA7ODqV+7ZuyOMPbG06CgDctVprDo1O5eUDNnkAAMvT7y+VYloxukUpBgAMvEOjU3npwK4UL/YBaLEvvHshUxev5RXjgAGAZVoanzjsqBgdoxQDAAbae+ev5BffvWABEYDWO/Tm0n1i9zWcBABou95iK2bvKF2jFAMABtqh0aUFRKUYAO12cPRcRrasz0eMAwYAlqku3inmpBhdoxQDAAbaodGpbBgeyrP7djYdBQCWZek+sSGLVwDAMi2NT3SnGF2jFAMABtrB0ak8s29HNq0fbjoKANy1qQtX8/l3LuRl44ABgHugt3hSzF4bukYpBgAMrMvXenltfCavPObuFQDabWkc8CvuEwMA7oF6vRTTitEtSjEAYGCdODOTq71+XjpgVz0A7XZobCrrh0ue228cMACwfL2+UoxuUooBAAPr4JsLu+pfflQpBkC7HXpzKk/v3WkcMABwTyzdKTZsfiIdoxQDAAbWwdGpPHr/ljy4fWPTUQDgrl2d7+fo+LRNHgDAPdNfbMUcFKNrlGIAwECqtebw6JQFRABa78SZmVyZ7+cVzzQA4B7pu1OMjlKKAQADafS9i3nvwlWlGACtd2jUOGAA4N4yPpGuUooBAANpaQHxlUfvazgJACzP4bGpPHLf5jy0Y1PTUQCAAdGrxifSTUoxAGAgHRqbyvaN6/Kxh7Y1HQUA7lqtNYdGp/LyAafEAIB7py6WYsNaMTpGKQYADKRDb07lxUd3ZcgoCABabHzqUt6avWJ0IgBwT/X67hSjm5RiAMDAmbl0LZ95e86uegBa7/DYwjjgl5RiAMA9tHSnmI2kdI1SDAAYOK+enk6tySuPWUAEoN0OjU5l64bhPLF7R9NRAIABsjQ+USdG1yjFAICBc2h0KkMlef6RkaajAMCyHBqdyosHdmXYihUAcA8Zn0hXKcUAgIFzeHQqT+zekW0b1zUdBQDu2oUr8zk1OWt0IgBwzy2NT7Txhq5RigEAA2W+18+Rsam8bAERgJZ79fR0+jWeaQDAPddfHJ/ooBhdoxQDAAbKG2/N5cLVnvvEAGi9Q6NTKSV58cBI01EAgAHTXzwqNqwVo2OUYgDAQDk8OpUkeemAUgyAdjs0OpWPP7Q9OzatbzoKADBglsYnulOMrlGKAQAD5dDoVB7cvjH7d21uOgoA3LV+v+bw2JT7xACAFdEzPpGOUooBAAPl8Nh0Xj6wK8UrewBa7PPvnM/c5Xn3iQEAK6LWmqES753pHKUYADAw3pm7krFzFy0gAtB6hxbHAXumAQArodevRifSSUoxAGBgHB5bvE/s0ZFmgwDAMh0ancp9Wzfksfu3NB0FABhA/ZoMDSnF6B6lGAAwMA6PTmXD8FCe3ruz6SgAsCyHx6by0oERI40AgBXRXxyfCF2jFAMABsbhsak8s29HNq0fbjoKANy1qQtX8/l3LuQloxMBgBXS79cM23xDBynFAICBcHW+n6PjM3npgAVEANrtyOnFccCeaQDACunXuFOMTlKKAQAD4eTkbK7O9/OyXfUAtNzh0ekMD5U8v3+k6SgAwIDq1xqdGF2kFAMABsKh0cVd9UoxAFru0OhUnt67I5s3GAcMAKyMfq0ZdqkYHaQUAwAGwuHRqewb2ZyHd2xqOgoA3LX5Xj9Hx6eNTgQAVlSvX41PpJOUYgDAQDg8NmV0IgCt9/rZuVy82nPyGQBYUf2aDDkpRgcpxQCA1jszfSmTM5fz0oGRpqMAwLIcHlscB+yZBgCsoFprdGJ0kVIMAGi9I2PTSdwnBkD7HRmbzkPbN2bfyOamowAAA8z4RLpKKQYAtN7hsalsWj+UJ/fsaDoKACzL4bGpvHRgV4pFKgBgBfVrlGJ0klIMAGi9w2NTeW7fSNYPe2kDQHu9e/5KRt+7mJceHWk6CgAw4Pq1ZshbaDrIrz0A0GpX5ns5MTGbFy0gAtBy18cBHzAOGABYWf1aM+ykGB2kFAMAWu34xGyu9voWEAFovcNjU1k/XPLMvp1NRwEABpw7xegqpRgA0GpHxqaSJC8eGGk2CAAs0+HRqTy1Z0c2rR9uOgoAMOBqTXRidJFSDABotcNjU9m/a3Me2r6p6SgAcNfme/0cG5/Ji04+AwCroF9rhoe0YnSPUgwAaLXDo9NGJwLQeq+fncula7289KhnGgCw8oxPpKuUYgBAa52ZvpSzs5fzktGJALTc4cVxwJ5pAMBq6NcoxegkpRgA0FrXFxDtqgeg5Q6PTuWh7Ruzb2Rz01EAgA7o15oh7QAd5NceAGitI2PT2bhuKE/u2dF0FABYliOnp/PigZEUO7YBgFXQrzXDXnfQQUoxAKC1Do9N5bn9O7N+2EsaANrr3fNXMvreRXdkAgCrpl9jMw6dZAUJAGilK/O9nJiYtYAIQOu9OjadxDhgAGD19Ps1QzoxOkgpBgC00skzs7na6+fFAyNNRwGAZTlyeirrhkqe2buz6SgAQEf0a82wVowOUooBAK10ZHFX/YtOigHQckfGpvPknh3ZvGG46SgAQEf0+tX4RDpJKQYAtNKR09PZu3NTHt6xqekoAHDXev2ao6ennXwGAFZVrcmwUowOUooBAK10ZGzKKTEAWu+zb8/lwtWeUgwAWFW9WjOkHaCD/NoDAK3z9tzljE9dsoAIQOtdHwf8iI0eAMDq6deaISfF6CClGADQOq9ev09spNEcALBcR8amct/WDXn0/i1NRwEAOqRfoxSjk5RiAEDrHB6bzvrhkqf37mw6CgAsy+Gx6bz4yIiL7gGAVdXv1wx5+UEHKcUAgNY5MjaVp/buzKb1w01HAYC7NnPpWj739nknnwGAVWd8Il2lFAMAWmW+18+x8Zm8+MhI01EAYFmOnp5Okrx4wH1iAMDq6vVrhhwVo4OUYgBAq7zx1lwuXevZVQ9A6x0Zm04pyXP7jQMGAFZXv9YMOylGBynFAIBWeXVpV/0jdtUD0G6vnp7Kxx7alu2b1jcdBQDomH5NhrQDdJBfewCgVV4dm859Wzfkkfs2Nx0FAO5arTWvnp7OC8YBAwAN6PfdKUY3KcUAgFY5sriAWLx4B6DFxs5dzNTFa3nByWcAoAH9WjPsTjE6SCkGALTG7OVr+fw75+2qB6D1joxNJ4lnGgDQiF51UoxuUooBAK1x7PRMak1ePDDSdBQAWJZXT09ny4bhfPzhbU1HAQA6qN+PUoxOUooBAK1xZGwqSfLc/pFmgwDAMh05PZ1n9+3MumFvywGA1bcwPrHpFLD6/NoDAK3x6unpfPTBrdm5eX3TUQDgrl2Z7+XUmdm84OQzANCQXt/4RLpJKQYAtEKtNa+ens4Lj+xqOgoALMvJM7O52uvnRfeJAQAN6ddkaEgpRvcoxQCAVhifupT3Llx1nxgArXdkbDpJ8uIBGz0AgGb0a41OjC5SigEArXB48T6xF+yqB6DlXj09nT07N+XhHZuajgIAdFSvXzNsfCIdpBQDAFrh1dPT2bR+KJ/Yvb3pKACwLAvjgEeajgEAdFi/VuMT6aRGSrFSyl8upbxeSjlWSvnJUsrILX7uG0opb5RSPldK+Z5VjgkArCFHT0/n2X07s37Ynh4A2uvchasZO3dRKQYANKrfrxlyUowOampV6WeTPFNrfS7JZ5L8f97/A6WU4STfn+QbkzyV5DtLKU+takoAYE241uvn+JnZPL9/pOkoALAsR8enkyTPK8UAgAb1as2wk2J0UCOlWK31X9da5xc//Q9J9t/kx74qyedqrV+otV5N8uNJvmW1MgIAa8cbZ+dydb5vARGA1nt1bDpDJXl2386mowAAHdaviYNidNFamD/0O5P8q5t8fV+S0zd8Pr74NQCgY149PZ0kRk0B0HpHx6fzsYe2Z+vGdU1HAQA6rN+vGdaK0UEr9iq8lPJ/Jtl9k299b631ny3+zPcmmU/yozf7J27ytfoB/79PJvlkkhw4cOBD5wUA1q5XT0/n/q0bsn/X5qajAMBdq7Xm6Onp/OqnbvZWGQBg9fSNT6SjVqwUq7X+Fx/0/VLKf53k1yX5lbXWm5Vd40keueHz/UnOfMD/7weT/GCSvPLKK7cszwCA9jl6ejrPPzKSYhcbAC12+tylTF28ZhwwANCoWuvi+ETvsemeRsYnllK+IcmfSPLNtdaLt/ixTyf5WCnl8VLKhiTfkeSnVisjALA2zF2+ls+9cz7P7x9pOgoALMuR01NJkucfcZ8YANCc/uKREuMT6aKm7hT7viTbk/xsKeXVUsoPJEkpZW8p5VNJUmudT/L7kvxMklNJ/o9a64mG8gIADXltYia1WkAEoP2Onp7JpvVD+fjD25uOAgB0WH9xcNtwU+0ANKiRm31rrV9xi6+fSfJrb/j8U0k+tVq5AIC15+jpmSRxUgyA1js6Pp1n9u7MeitQAECDeotHxYxPpIu8EgcA1rRXT0/lsfu3ZNfWDU1HAYC7dq3Xz/GJmbzgPjEAoGF1aXzikFKM7lGKAQBr2tHTM3neAiIALffG2blcme97pgEAjesttmI6MbpIKQYArFlvzV7O2dnLec7oRABa7tXT00mMAwYAmrc0PnHI+EQ6SCkGAKxZRxcXEF94ZGezQQBgmY6NT2fXlvV55L7NTUcBADquLp4UMz6RLlKKAQBr1rHxmQwPlTy1RykGQLsdG5/Jc/tHXGgPADTOSTG6TCkGAKxZR8en8/GHt2fzhuGmowDAXbt4dT6feWsuz++3yQMAaN5iJ5YhJ8XoIKUYALAm1VpzbHzGAiIArXfizGz6Ne7IBADWhH5dOinWcBBogFIMAFiTRt+7mJlL1/L8IyNNRwGAZVm6I/M5d2QCAGvA0vjEYeMT6SClGACwJh0dn06SPOekGAAtd3R8Jnt3bspD2zc1HQUA4IsnxRwVo4OUYgDAmnRsfCYb1w3l4w9vbzoKACzLsfFpoxMBgDWj31/4c8hJMTpIKQYArEnHxqfz9N4dWT/s5QoA7TV98WpG37todCIAsGb0Fk+KebtNF/m1BwDWnPleP8cnZu2qB6D1jo3PJEme90wDANaI6+MTnRSjg5RiAMCa87l3zufStV5eeGSk6SgAsCzHFu/IfNYdmQDAGtHvK8XoLqUYALDmHDu9sKveAiIAbXd0fCYfeWBrdmxa33QUAIAkyWInluEhpRjdoxQDANacYxPT2b5xXR6/f2vTUQBgWV4bn8lzNnkAAGtI7/pJsYaDQAOUYgDAmvPa+Eye2bczQ16hA9Bib89eztnZy3nWfWIAwBriTjG6TCkGAKwpV+f7OTU5Z1c9AK332sTCOGDPNABgLVkqxYxPpIuUYgDAmvKZt+Zytdd3nxgArXdsfCZDJXlqz46mowAAXPfF8YlKMbpHKQYArCnHxhd31e8baTYIACzTaxMz+YqHtmXrxnVNRwEAuG6xE3NlAZ2kFAMA1pTXJqazc/P6PHLf5qajAMBdq7Xm2PhMnrXJAwBYY754p1jDQaABSjEAYE05Nj6T5/bvTDHGAYAWOzt7Oe+ev+I+MQBgzVkanzjsfTcdpBQDANaMy9d6eePsXJ7dZwERgHZbGgfsjkwAYK25flLMUTE6SCkGAKwZr5+dy3y/2lUPQOu9Nj6T4aGSp/bsaDoKAMCX6PcX/hxyUowOUooBAGvGa+PTSZJn9480mgMAluvYxEw+/vD2bFo/3HQUAIAv0Vs8KTasHaCD/NoDAGvGsfGZ3L91Q/bu3NR0FAC4a7XWvDY+nWf3OSUGAKw9S+MT3eVNFynFAIA147WJmTyzb6cX5gC02sT0pUxdvOaOTABgTer3F0+Kee9NBynFAIA14fK1Xj779nkLiAC03vGJmSTJM55pAMAatNiJZXhIKUb3KMUAgDXh1ORsev1qARGA1nttYibDQyVP7jE+EQBYe3r9pfGJDQeBBijFAIA1YWlX/bP7lWIAtNvxidl87KFt2bR+uOkoAABfZulOMSfF6CKlGACwJrw2MZNdW9Zn785NTUcBgLtWa83xiRnjgAGANet6KeaoGB2kFAMA1oTXJmbzzL6dKV6UA9BikzOX896Fq04+AwBr1hfHJ3r/TfcoxQCAxl2+1stn35qzqx6A1nttcRywOzIBgLVq8aCY8Yl0klIMAGjcG2fnMt+vSjEAWu/ExEyGh0qe2rOj6SgAADe1dFJMJ0YXKcUAgMbZVQ/AoHhtYiZf8eC2bFo/3HQUAICb6tWlUkwrRvcoxQCAxh2fmMnIlvXZv2tz01EA4K7VWq/fkQkAsFbVxVLM+ES6SCkGADTutYmZPLN3p0t+AWi1t2av5N3zV/LsPqMTAYC1q9df+NNJMbpIKQYANOrqfD+feWsuT1tABKDljhsHDAC0wPXxidoBOsivPQDQqM+8NZdrvZpn9lpABKDdTpyZTSnJk3ts9AAA1q7qTjE6TCkGADTqxBm76gEYDMfPzOQjD2zN1o3rmo4CAHBLvf7inWJKMTpIKQYANOrEmdls27guj963pekoALAsJ8/M5mknnwGANW6xE8vQkFKM7lGKAQCNOj4xk6f27PBiHIBWm7pwNRPTl/KMOzIBgDWu318an9hwEGiAUgwAaEyvX3Nqci5P7bWACEC7nTgzmyROigEAa15v8U6xYa0YHaQUAwAa84vvns+laz33iQHQescX78h82kYPAGCN69elk2JKMbpHKQYANOaLu+otIALQbscnZrJvZHNGtmxoOgoAwAf64vhEpRjdoxQDABpz4sxsNqwbylc8tK3pKACwLCfPzLpPDABohcVOzPhEOkkpBgA05vjETJ7cvT3rh70kAaC9zl+ZzxfevZBn3CcGALRA7/pJsYaDQAOsQAEAjai15sSZ2TxlARGAljs1uTgO2EkxAKAF+rWmlKQYn0gHKcUAgEZMTF/KzKVr7hMDoPVOTMwkSZ620QMAaIF+rRlWiNFRSjEAoBEnzizuqleKAdByJ87M5oFtG/LQ9o1NRwEAuK1ePxlSitFRSjEAoBEnz8xmqCRP7FaKAdBuJydn8+SeHUYQAQCtUGvNkGaAjvKrDwA04uTkbB5/YGs2bxhuOgoA3LWr8/189q3zecrJZwCgJXr96qQYnaUUAwAacfLMrLtXAGi9z79zPld7fc80AKA1eu4Uo8OUYgDAqpu+eDUT05fsqgeg9ZbuyHxqj2caANAOtSZDQ0oxukkpBgCsupOTFhABGAwnz8xm0/qhPP7A1qajAADckYXxiU2ngGYoxQCAVXdyaVe9k2IAtNzJyZk8sXtHhq0sAQAt0avVaxc6SykGAKy6k5OzeXjHxjywbWPTUQDgrtVaF+/ItMkDAGiPWmuG3ClGRynFAIBVd/LMrNGJALTexPSlzF6ed/IZAGiVhfGJSjG6SSkGAKyqK/O9fO7t8xYQAWi9E2fckQkAtE+/xvhEOkspBgCsqs++dT7z/Zqn9uxsOgoALMvJM7MZKskTu5ViAEB79Ps1DorRVUoxAGBVnZxc2FX/5J7tDScBgOU5NTmbxx7Yms0bhpuOAsD7lFJ+qJTydinl+C2+X0opf6OU8rlSyrFSykurnRGa0qvVSTE6SykGAPdAKeUbSilvLL6h+p4P+LmvLKX0Sinftpr51pJTk7PZvH44j96/tekoANyEZ9qdO3V2Nk8anQiwVv3dJN/wAd//xiQfW/z4ZJK/tQqZYE3o12TYUTE6SikGAMtUShlO8v1ZeFP1VJLvLKU8dYuf+4tJfmZ1E64tpyZn84nd2+1KA1iDPNPu3Nzlazl97pL7xADWqFrrLyQ59wE/8i1J/l5d8B+SjJRS9qxOOmiW8Yl0mVIMAJbvq5J8rtb6hVrr1SQ/noU3WO/3+5P8kyRvr2a4taTWmlOTc3bVA6xdnml36PWzc0mMAwZosX1JTt/w+fji12Dg9Y1PpMOUYgCwfLd9M1VK2Zfk1yf5gVXMteZMzlzOzKVrecoCIsBa5Zl2h05dvyPTRg+AlrpZI1Bv+oOlfLKUcrCUcvCdd95Z4Viw8nr9miFHxegopRgALN+dvJn6n5P8iVpr7wP/oQF/s2UBEWDN80y7Q6cmZzOyZX1279jUdBQA7s54kkdu+Hx/kjM3+8Fa6w/WWl+ptb7y4IMPrko4WEn9qhSju5RiALB8d/Jm6pUkP15KeTPJtyX5X0op3/r+f2jQ32wtlWJPKMUA1irPtDt0anIuT+7ekWJBCaCtfirJby8LvibJTK11sulQsBr6NcYn0lnrmg4AAAPg00k+Vkp5PMlEku9I8ltu/IFa6+NLfy+l/N0k/6LW+k9XMeOacGpyLgfu25JtG70EAVijPNPuQK9f88bZuXznVx1oOgoAt1BK+QdJfkWSB0op40n+TJL1SVJr/YEkn0rya5N8LsnFJN/VTFJYfQvjE5tOAc2wIgUAy1RrnS+l/L4kP5NkOMkP1VpPlFJ+z+L3O33nyo1OTc7mSfeJAaxZnml3ZvS9C7l0reeZBrCG1Vq/8zbfr0m+e5XiwJrSrzVDWjE6SikGAPdArfVTWdhpeOPXbrpwWGv9HauRaa25eHU+v/jehXzzC3ubjgLAB/BMu71Tk3NJ3JEJALSTO8XoMneKAQCr4o2zc6nVAiIA7XdqcjbDQyUfe3hb01EAAD60Xr9mWClGRynFAIBV8frZxV31u5ViALTb62dn89EHt2bjuuGmowAAfGj9mgxpBugov/oAwKp44+xctm4Yzv5dm5uOAgDL8vrZuTxhkwcA0FL9vvGJdJdSDABYFacmZ/Px3dtd5gtAq81dvpbxqUv5xO7tTUcBALgrvVoz7L05HaUUAwBWXK01b7xlVz0A7feZtxbHAe9RigEA7dSvcVKMzlKKAQAr7q3ZK5m+eC1P2FUPQMudmlwoxT5howcA0FIL4xObTgHNUIoBACvu9bOzSaIUA6D1Xj87m+2b1mXvzk1NRwEAuCt94xPpMKUYALDiXj+7sKve+EQA2u6Ns3N5Yvf2FCOHAICW6vWr1zJ0llIMAFhxb5ydy56dm7Jzy/qmowDAXau15vWz7sgEANqtX2uGlWJ0lFIMAFhxr5+dyyeMTgSg5c7MXM7c5XnPNACg1fo1xifSWUoxAGBFXev187m37aoHoP1en1y4I/PJPUoxAKC9+v0aB8XoKqUYALCifvHdC7nWq3nCrnoAWm7pjsyPP+yZBgC0V69WJ8XoLKUYALCilhYQjZoCoO3eODuXfSObs32TOzIBgPbq15ohR8XoKKUYALCiPnN2LuuGSj764LamowDAsnzmrTknnwGA1uv3oxSjs5RiAMCKev3sXB5/YGs2rPOyA4D2utbr5/PvnM/HlWIAQMv1a82wt+h0lF99AGBFfeatOQuIALTe0h2Zn3CfGADQcr2+8Yl0l1IMAFgxF6/OZ+zcRQuIALTeG4t3ZH7cMw0AaLl+rRkaUorRTUoxAGDFfPat80ksIALQfp95ay7DQyUfeXBr01EAAJalX5NhJ8X+/+39eZhk2V0feH9PLrX1vi/qbq2NjGBYRFsWxsbIYBAYI2Pjx2IYYxZboxkW4xnbr2y/g5nxMAOG1wYMRqPBWDDGyBiz6AWBBBgMGAskQBISIKnV3VKvVdW1554R98wfEZGVXZ1ZlVmZVVH33s/nefqpyszIzBO3K+JEnO/5/Q49JRQDAK6YDx8d7ap/ufaJALTch585lxfddiSH5menPRQAgD0ZtU+c9ihgOoRiAMAV85FnzuXQ/EweuPXItIcCAHvykaPnbPIAADpB+0T6TCgGAFwxHz56Lg/eeUNmvdgGoMWW14b5+MmlvPyuG6c9FACAPWuamhntE+kpoRgAcMV85Og554kB0HoPH1tIrcnL775+2kMBANizYa02r9JbQjEA4Io4vbSWo2dXLSAC0HqTMzJt9AAAuqCpUSlGbwnFAIAr4iNHF5JYQASg/T5y9FwOzM3khbddN+2hAADs2ah94rRHAdMhFAMAroiP2FUPQEd85Oi5vOyO67UZAgA6odE+kR4TigEAV8RHj57L9Qfncs9Nh6Y9FADYk48eXcgn3aUdMADQfrXWNDUp2ifSU0IxAOCK+MjRhbzszuu90Aag1RZWB3ny9HIeVPkMAHRAU0d/znqvTk8JxQCAK+Kjx+yqB6D9Hj42OiPzwTvNaQBA+zV1lIrNSgboKf/0AYB9d2pxLc8urDpPDIDWc0YmANAlw3GpmK4u9JVQDADYd5MFxJfZVQ9Ay3306LkcnJvJ/bcemfZQAAD27HylmFCMfhKKAQD77qPjVlN21QPQdh89tpCX3nG9hSMAoBOcKUbfCcUAgH330aPncv3Budxz06FpDwUA9uSjRxfyoDMyAYCOON8+ccoDgSkRigEA++4jRxfysjuv16McgFZbWB3kydPLKp8BgM6o2ifSc0IxAGDfffTYQj7JrnoAWu7hcTvgB52RCQB0xKRSbMYmVnpKKAYA7KtTi2t5dmE1D95pVz0A7faRo+eSJA+qFAMAOmI4rhSbUSlGTwnFAIB99dHxrvqXqRQDoOUePraQA3MzeeDWI9MeCgDAvhhnYplVKUZPCcUAgH310WPjXfVaTQHQch89ei4vuf06Z24AAJ1xvn3ilAcCUyIUAwD21cPHFnJ4fjb33nR42kMBgD15+PhCXmaTBwDQIY32ifScUAwA2FcPHxstIHqBDUCbLa8N88SpZWdkAgCd0jSjP2e0T6SnhGIAwL6ahGIA0GYfO76QWmNOAwA6ZTiuFJuVDNBT/ukDAPtmYXWQp8+sWEAEoPU+dnwhiVAMAOiWjfaJKsXoKaEYALBvPnZstID40jssIALQbg8fW8hMSV50+5FpDwUAYN80jVCMfhOKAQD75uFjdtUD0A0PH1vIC2+7LgfnZqc9FACAfXO+faJQjH4SigEA++bh4wuZny154W121QPQbs7IBAC6qGlGf8rE6CuhGACwbx4+tpAX3XZd5p3YC0CLDYZNHjuxKBQDADrHmWL0nRUrAGDffMyuegA64OMnl7I+rHmZMzIBgI5ptE+k54RiAMC+WB0M7aoHoBM+etQZmQBANw0blWL0m1AMANgXHz+xlKZaQASg/T52fBSKvdScBgB0zEb7RJVi9JRQDADYFx87Nl5A1GoKgJb72PGF3H3joVx/cG7aQwEA2FfjQrHMqhSjp4RiAMC+eOTZxSTJi2+/bsojAYC9eeT4Yl56p/kMAOie8+0TpzwQmBKhGACwLz52bCH33nQo19lVD0CL1VrzseMLKp8BgE7SPpG+E4oBAPviY8cX8hILiAC03PGF1ZxbGeQlKp8BgA5qmtGfM9on0lNCMQBgz0a76hfz0jssIALQbh87NmoH/NI7bfQAALpnOK4Um5UM0FP+6QMAe3bs3GoWVgcWEAFovY8dX0gS7RMBgE7aaJ+oUoyeEooBAHs2WUB8ye0WEAFot0eOL+bw/GzuvvHQtIcCALDvmkYoRr8JxQCAPfvY8UmrKe0TAWi30RmZ1zl8HgDopGEzaZ/otQ79JBQDAPbsY8cWcuSAXfUAtN/Hji9onQgAdNY4E4tCMfpKKAYA7NlkAbF4VQ1Aiy2vDfPk6WWhGADQWZMzxVSK0VdCMQBgzx45vpiX3KF1IgDt9uizi6k15jQAoLM2QjGbWukpoRgAsCcr66Nd9S+53a56ANrt0WdHZ2QKxQCArpqcKabTC30lFAMA9sQCIgBd8cjxhSTJi283pwEA3aR9In0nFAMA9mQSillABKDtHn12MffcdChHDsxNeygAAFdE04z+1D6RvhKKAQB7IhQDoCseeXbRfAYAdNqwTtonTnkgMCVCMQBgTx45vpi7bzyU6w7aVQ9Ae9Va88jxBe2AAYBOq9on0nNCMQBgTx55dsGuegBa7+TiWs6uDPLi26+f9lAAAK6Y4bh94oxSMXpKKAYA7Mmjzy7mxXbVA9Byk3bAL7HRAwDosEn7xBnJAD3lnz4AcNlOLa7l9NK6BUQAWu8RZ2QCAD2w0T5RpRg9JRQDAC7bZAHR+SsAtN2jzy5mfrbkvlsOT3soAABXzLAZV4oJxegpoRgAcNkeOb6QJM5fAaD1Hjm+kAduPZK5WW+TAYDuGmdimZkRitFPXu0DAJft0WcXMzdjVz0A7ffos4s2eQAAnddsVIpNeSAwJUIxAOCyPfrsYh649Ujm7aoHoMWGTc1jJ5a0AwYAOm84OVNMKkZPWcECAC7baFe9BUQA2u2p08tZGzTmNACg85rqTDH6TSgGAFyWWmseO7GYF95mARGAdvv4iaUkyQtvOzLlkQAAXFnn2ycKxegnoRgAcFmOnl3NynqTF99uARGAdnv0xGKSqBQDADpv2Iz+1D6RvhKKAQCX5dFnRwuIL7KACEDLPfbsYg7Nz+SuGw5NeygAAFfU+faJUx4ITIlQDAC4LI+Nd9W/SPtEAFrusWcX86LbrsuM1SEAoOOaWlNKUrRPpKeEYgDAZXns2cUcmJ3JvTcfnvZQAGBPHj2x6DwxAKAXmlozKxCjx4RiAMBleezEYu6/9bA+5AC02rCpefzkknbAAEAvDJtkRihGjwnFAIDL8tizS3mxBUQAWu6p08tZH9a8WDtgAKAHmlozIxWgx/zzBwB2rWlqHjux6DwxAFrv0WfHZ2Ta6AEA9EDTaJ9IvwnFAIBde+bsSlYHTV5oARGAlnvsxDgUs9EDAOiBYa3aJ9JrQjEAYNceG++q12oKgLZ79NnFHJ6fzV03Hpz2UAAArrhakxlng9NjQjEAYNceO7GUJHnhbUemPBIA2JuPn1jKC287kmLHNADQA8OmRiZGnwnFAIBd+/iJxRyYncm9Nx+e9lAAYE+ckQkA9Mmw1sxKxegxoRgAsGsfP7GU+2497IU0AK02bGqeOLms8hkA6I3qTDF6TigGAOzax08u5YW3WkAEoN2eObuStWGTB4RiAEBPjNonCsXoL6EYALArtdZ8/MRiXqjVFAAt9/FnF5NE+0QAoDeGTXR9odeEYgDArjy7sJaltaFWUwC03sdPLiVJHlD9DAD0RK01CsXoM6EYALArnzg52lUvFAOg7T5+YinzsyX33nx42kMBALgqhrWqFKPXhGIAwK489uxoV732iQC03cdPLOb+W45YGAIAeqOpyaxSMXpMKAYA7MrHTy6llOS+W+yqB6DdPn5iKQ+ofAYAeqRptE+k34RiAMCufOLEYu696XAOzs1OeygAcNlqrfnEyaW80HliAECPDBvtE+k3oRgAsCsfP7nkPDEAWu/k4loWVgfaAQMAvdLUmhmlYvSYUAwA2JWPnxCKAdB+j52YnJFpTgMA+kMoRt8JxQCAHTu3sp6Ti2t54Fa76gFot0+cXEwiFAMA+qWp0T6RXhOKAQA79omTdtUD0A2fOLGcJLnvFnMaANAfw6ZGJkafCcUAgB17fByKPXCrBUQA2u0TJ5dy942Hcmh+dtpDAQC4appaMyMVo8eEYgDAjj1+crSr/n6hGAAt9/ipJZs8AIDeaWrNrDPF6DGhGACwY584uZQbD83lpsPz0x4KAOzJ4yeXct+th6c9DACAq2rUPlEoRn8JxQCAHfvEyaU84DwxAFpuZX2YZ86uqBQDAHqnaZIZqQA95p8/ALBjj5/UagqA9nvy9HJqdUYmANA/TVUpRr8JxQCAHRk2NU+cWnaeGACt94mTS0mEYgBA/wxrzeyMUIz+EooBADty9OxK1oaNBUQAWu9xoRgA0FNNjUoxek0oBgDsiF31AHTFJ04s5eDcTO644eC0hwIAcFU1TY1CMfpMKAYA7IhQDICu+MT4jMxilzQA0DPDRvtE+k0oBgDsyOMnlzJTkntvPjztoQDAnkxCMQCAvmlq1T6RXhOKAQA78vjJpdxz0+HMz3r5AEB71VrzxKnl3C8UAwB6SChG31nVAgB25PFTy7n/VlViALTb6aX1LKwOct8t5jQAoH+aGu0T6TWhGACwI0+cWsr9t9hVD0C7PXFqOUlUigEAvdQ0NQrF6DOhGABwSSvrwxw9u5r7hGIAtNzjp5aSRKUYANBLw1pVitFrQjEA4JKeOj3ZVW8BEYB2e2IjFLPRAwDon6bWzCoVo8eEYgDAJT0+bjVlARGAtnv85HJuPDSXmw7PT3soAABXXdMkRShGjwnFAIBLmuyqVykGQNs9cWrJeWIAQG81tWZWKkCP+ecPAFzSE6eWMz9bcucNh6Y9FADYkydOLTtPDADorWFTM6NSjB4TigEAl/T4yaXce/Nhh/EC0Gq11nEoplIMAOinptbMeG9PjwnFAIBLeuLUcu63gAhAy51YXMvy+jD3qxQDAHqqqcmsSjF6TCgGAFzSE6eWtJoCoPUePzk6I1OlGADQV6P2idMeBUyPUAwAuKjltWGeXVjL/bdaQASg3Z44tZwk5jQAoLeaRvtE+k0oBgBc1JOnJ7vqVYoB0G6TUOwF5jQAoKeaWrVPpNeEYgDART0+WUC82QIiAO32xKml3HxkPtcfnJv2UAAApmJYVYrRb0IxAOCinrSrHoCOePL0sk0eAECvNTWZUSlGjwnFAICLevL0cuZmSu684dC0hwIAe/LkKaEYANBvTVOjUIw+E4oBABf15Knl3HPzocx61QxAi9VaR5ViKp8BgB4b1ur9Pb0mFAMALkqrKQC64PTSepbWhuY0AKC3aq2p2ifSc0IxAOCiRq2mjkx7GACwJ0+eHp2ReZ9KMQCgp5o6+lMoRp8JxQCAba0Nmhw9t6LVFACt98SpUShmowcA0FdNHaVis1IBesw/fwBgW8+cWUmtyX1aTQHQcpNKMRs9AIC+Go5LxYpKMXpMKAYAbOuJ00tJLCAC0H5PnlrO4fnZ3HJkftpDAQCYivOVYkIx+ksoBgBs68mNVlNCMQDa7cnTS3nBLYftjAYAemtyptis10P0mFAMANjWpNXUPTcfmvJIAGBvnjy9bJMHANBr59snTnkgMEVCMQBgW0+dXs6dNxzMwbnZaQ8FAPbkqdMr2gEDAL3WNNonglAMANjWU6dXcq9d9QC03PLaMCcX11SKAQC9NjlTbEapGD0mFAMAtvWUVlMAdMBTZ0btgO/VDhgA6LHhJBRTKUaPCcUAgC3VWvPUmWULiAC03tOnV5Ik995kowcA0F/jTCyzKsXoMaEYALClU0vrWVlvco8FRABa7qnTk0oxcxoA0F/DZtI+ccoDgSkSigEAW7KACEBXPHl6OaUkd92o+hkA6K+NUEwqRo8JxQCALZ0PxSwgAtBuT59Zzh3XH8yBOW+BAYD+0j4RhGIAwDZUigHQFU+dXjGfAQC9N6yTSrEpDwSmyD9/AGBLT59ZyYG5mdx23YFpDwUA9uSpM8sqnwGA3msmoZhKMXpMKAYAbOnJ08u596ZDKV4sA9BitdY8dXo5996kUgwA6LemEYqBUAwA2NJTp5dzjwVEAFru1NJ6Vtab3KN9IgDQc5P2ibMzQjH6SygGAGzp6TPOXwGg/SZnZL5A+0QAoOeaZvSnSjH6TCgGADzPYNjk6NkV568A0HqTUEz1MwDQd+fPFJvyQGCKhGIAwPMcPbeaplpABKD9nj6zkiS5x0YPAKDnho32iSAUAwCe55kz4131FhABaLmnz6xkfrbk9usOTnsoAABTdb5STChGfwnFAIDn2dhVf5NQDIB2e+bMcu668VBm7IgGAHpuIxTzuogeE4oBAM/zzCQUu1H7RADa7ekzKzZ5AAAkGXdPzKxKMXpMKAYAPM/TZ1Zy5MBsbjw8N+2hAMCePHN2xRmZAAA5f6aYQjH6TCgGADzP02eWc/dNh1LsHgOgxWqtKsUAAMaaRvtEEIoBAM9jARGALji1tJ61QZO7zWkAAOfbJwrF6DGhGADwPM+cWcndzhMDoOWePrOcJDZ6AAAkGVbtE0EoBgA8x2DY5Ni5VQuIALTeM2dWkiR3O1MMACDNRigmFaO/hGIAwHM8u7CWYVNzz81CMQDa7elxKHavjR4AAOfPFBOK0WNCMQDgObSaAqArnj6znLmZktuuPzjtoQAATN1wHIo5U4w+E4oBAM8x2VXvTDEA2u7pMyu568ZDFn4AAJKMMzGVYvSaUAwAeI6NUEylGAAt98yZldx1oyoxAIBk05liUgF6zD9/AOA5jp5dyYG5mdxyZH7aQwGAPXnm7EruuUnlMwBAcj4Um1UpRo8JxQCA53jmzEruvvFQihfJALTc0XH7RAAAzp8p5v0+fSYUAwCe4+hZraYAaL+F1UEW14bmNACAsY1KMeet0mNCMQDgOUahmF31ALTbM87IBAB4jqYZ/al9In0mFAMANtRa88zZUftEAGizo2dHoZiNHgAAI8M6aZ845YHAFAnFAIANZ1cGWVlvLCAC0HqTSjFzGgDASNNonwhCMQBgw8aueq2mAGi5Z8ZzmupnAICRcSYmFKPXhGIAwIaN81csIALQcsfOruTGQ3M5fGB22kMBALgmaJ8IQjEAYJOjdtUD0BHPnF3J3SqfAQA21HEoNisVo8eEYgDAhkkodueNB6c8EgDYm2fOrjpPDABgk+G4f+KMUIwem5vGLy2lfFeSv5RkLcnHknxtrfX0Frd7LMm5JMMkg1rrQ1dxmADQO8+cXcnNR+ZzaF6rKQDa7eiZlTx45+3THgYAwDVjIxRzphg9Nq1KsV9K8qm11k9L8pEk//Ait31NrfUzBGIAcOUdPbuqdSIArTdsao4vmNMAADYbd0/MrFCMHptKKFZrfVetdTD+8N1J7pvGOACA5zp2diV3WkAEoOVOLK5m2NTcpR0wAMCGYZ20T5zyQGCKroUzxb4uyS9s87Wa5F2llN8tpbzhKo4JAHrp6NnV3HmDBUQA2u3Y2dUkyR032OgBADDRVGeKwRU7U6yU8stJ7t7iS/+41vqz49v84ySDJD+2zY/5nFrrU6WUO5P8Uinlj2utv77N73tDkjckyQMPPLDn8QNA3zRNzbMLq3bVA9B6x86tJIk5DQBgk6YRisEVC8VqrV9wsa+XUv5mki9N8vm1TrqZPu9nPDX+81gp5aeTvCrJlqFYrfUtSd6SJA899NCWPw8A2N7JpbUMmpo77aoHoOUmlWJaAgMAnDdsRn86U4w+m0r7xFLKa5P8f5J8Wa11aZvbXFdKuWHy9yRfmOSDV2+UANAvR8+OdtVrnwhA2x2dtE+83pwGADDROFMMpnam2PcnuSGjlojvK6W8OUlKKfeWUt4xvs1dSX6zlPL+JL+T5Odrrb84neECQPcdO2dXPQDdcOzcSm697kAOzF0Lx2gDAFwbmlpTSlK0T6THrlj7xIuptb5sm88/leRLxn9/JMmnX81xAUCfHZ+0mlIpBkDLHTu3aj4DALjAsKmZFYjRc7bNAQBJzrdPvMMiIgAtd+zsivkMAOACTU1mhGL0nFAMAEgy2lV/85H5HJqfnfZQAGBPjp1bzV3aAQMAPEdTa2YkAvSchwAAkGR0/opWUwC0XdPUHNc+EQDgeRrtE0EoBgCMHD27mjtvsKsegHY7ubSWQVOFYgAAFxjWqn0ivScUAwCSZLSr/kYLiAC027Gzq0mifSIAwAWapmZmRihGvwnFAIDUOmk1ZQERgHY7dm4lSWz0AAC4QFOTWaEYPScUAwByZnk9a8NGqykAWu/4uVGlmI0eAADPNWqfOO1RwHQJxQCAjQXEO4RiALTc8YXRnHb79eY0AIDNqjPFQCgGAAjFAOiO4+dWc8PBuRw+MDvtoQAAXFOGjVAMhGIAwMaueqEYAG13/Nyq+QwAYAvDxpliIBQDAFSKAdAZx8+t5nbzGQDA89RaMyMRoOc8BACAHDu3moNzM7nh4Ny0hwIAe6JSDABga0NnioFQDAA4v4BYvDgGoOWOn1vNHdcLxQAALjRsama976fnhGIAgF31AHTC8tow51YH5jQAgC3UmsjE6DuhGABgVz0AnfDsgjMyAQC2M2xqZmekYvSbUAwAyPEFlWIAtN+xc0IxAIDtNM4UA6EYAPTd+rDJycU1C4gAtN7xSSim+hkA4HmEYiAUA4DeO7GwlsSuegDa7/i4feKd5jQAgOfRPhGEYgDQe5Nd9bfbVQ9Ayx0/t5pSkluvOzDtoQAAXHOamswIxeg5oRgA9Nyzi0IxALrhxMJqbjlyIHOz3uoCAFxo1D5x2qOA6fJOAQB67tmNSjG76gFot2cXVnObKjEAgC01tWbWmWL0nFAMAHruxOLoTDGVYgC03YmFNfMZAMA2hk3NjFCMnhOKAUDPPXtuNYfnZ3PdwblpDwUA9uTZhdXcfoNQDABgK02TzEgE6DkPAQDouROLa7lN60QAOuDEwpr2iQAA22hqzaxDxeg5oRgA9NyzC6taTQHQeivrw5xbHeQOlWIAAFsaVu0TQSgGAD13/JxQDID2e3ZhNUlyu+pnAIAtNc4UA6EYAPTdicU1C4gAtN6JhbUkyW3X2egBALCVpia6J9J3QjEA6LGmqTm5uKZSDIDW26gU0z4RAGBLw8aZYiAUA4AeO728nmFTVYoB0HqTSjFzGgDA1hpnioFQDAD6bLKr/jaVYgC03PGNM8XMaQAAWxGKgVAMAHrtWQuIAHTEiYW1XH9wLofmZ6c9FACAa5L2iSAUA4Be02oKgK44sbia28xnAADbqjWZEYrRc0IxAOixE+NKsVuvs4gIQLudWFgznwEAXMSw1sjE6DuhGAD02MnFtZSS3HzEIiIA7XZicS23CcUAALbV1JpZZ4rRc0IxAOixE4trufXIAT3FAWi9k4urue06Z2QCMFJKeW0p5cOllIdLKW/a4uufV0o5U0p53/i/b53GOOFqapqkCMXoublpDwAAmB6tpgDoglprTi6u5VZnigGQpJQym+QHkvyFJE8keU8p5e211j+84Ka/UWv90qs+QJiSYVMzq0yGnvMQAIAeO7koFAOg/c6uDLI+rNonAjDxqiQP11ofqbWuJXlbktdNeUwwdU2tOsXQe0IxAOixE4uruf16raYAaLeTi2tJkttUigEw8oIkj2/6+Inx5y702aWU95dSfqGU8inb/bBSyhtKKe8tpbz3+PHj+z1WuGqaWrVPpPeEYgDQYydUigHQAScWVpMktzpTDICRrVb96wUf/16SF9ZaPz3Jv0zyM9v9sFrrW2qtD9VaH7rjjjv2b5RwlTU1mRWK0XNCMQDoqcGwyemldaEYAK13YlIpZk4DYOSJJPdv+vi+JE9tvkGt9WytdWH893ckmS+l3H71hghX37Cp0T2RvhOKAUBPnVpaT6LVFADtN2mfaKMHAGPvSfJgKeXFpZQDSV6f5O2bb1BKubuM+8iVUl6V0Trpias+UriKmqZmRipGzwnFAGAflFJeW0r5cCnl4VLKm7b4+leVUj4w/u+3SimfPo1xbnZicdRq6jatpgDYpJVz2kb7RKEYAEmtdZDkG5O8M8kfJfmJWuuHSilvLKW8cXyzr0jywVLK+5N8X5LX11ovbLEIndLUqn0ivTc37QEAQNuVUmaT/ECSv5BRm473lFLeXmv9w003ezTJn6u1niqlfHGStyT5U1d/tOedXLCrHoDnauucdmJxLdcfnMuh+dlpDgOAa8i4JeI7Lvjcmzf9/fuTfP/VHhdM07CqFAOVYgCwd69K8nCt9ZFa61qStyV53eYb1Fp/q9Z6avzhuzPqaT9VG+evaJ8IwHmtnNNOLq7Z5AEAcAlNk8yoFKPnhGIAsHcvSPL4po+fGH9uO1+f5Beu6Ih24NSSSjEAnqeVc5pQDADg0ppao1CMvtM+EQD2bquXlFv2oi+lvCajBcQ/s83X35DkDUnywAMP7Nf4tnRyXCl28+H5K/p7AGiVVs5pp5bWcucNh67o7wAAaLthrZmVitFzKsUAYO+eSHL/po/vS/LUhTcqpXxakh9K8rpa64mtflCt9S211odqrQ/dcccdV2SwE6cW13LT4fnMzXo5AMCGls5p67nliEoxAIDt1FpTq/aJYBUMAPbuPUkeLKW8uJRyIMnrk7x98w1KKQ8k+akkf6PW+pEpjPF5Ti6tazUFwIXaOactruXW61Q+AwBspxnX/gvF6DvtEwFgj2qtg1LKNyZ5Z5LZJD9ca/1QKeWN46+/Ocm3Jrktyb8qoxegg1rrQ9MaczKqFLvliAVEAM5r45y2vDbM8vowN6sUAwDY1nCcimkWQ98JxQBgH9Ra35HkHRd87s2b/v63kvytqz2uizm5uJZ7b3b+CgDP1bY57dTS6IxM1c8AANtr6igUm3GmGD0nFwaAnjq1tOb8FQBa7+TiKBQzpwEAbG8jFNM+kZ4TigFAT43OX7GACEC7qRQDALi0yZlis0Ixek4oBgA9tLw2zOqgyS0WEAFouVNL60mSW69zTiYAwHYmZ4rJxOg7oRgA9NDJya56raYAaLlT2icCAFxSMw7FZp0pRs8JxQCghzYWEFWKAdByJxfXUkpy02GVYgAA25mcKSYUo++EYgDQQycXJ+evWEAEoN1OLa3lpsPzmZv19hYAYDvDOmmfKBSj37xrAIAeOjVun3izVlMAtNzJxTWtEwEALqFpRn/OCsXoOaEYAPSQ81cA6IrTS+u5+YjKZwCAi5m0T9Q9kb4TigFAD51aWnf+CgCdcGpJpRgAwKUMm3EoJhWj54RiANBDZ5bXc+OheQfsAtB6KsUAAC5tXCimfSK9JxQDgB46tbRmARGATji9tJabD6sUAwC4mOGkfaJEgJ7zEACAHjq1tJ6btZoCoOXWBk0W14a5xUYPAICLGjZNkmROKkbPeQQAQA+NdtVbQASg3U4vrSWJ6mcAgEtYG4wqxeZntU+k34RiANBDp5fW7aoHoPVOL68niepnAIBLGKgUgyRCMQDopdGZYhYQAWi3U4ujSrFbzGkAABe1PhxVis2pFKPnhGIA0DODYZNzKwOtpgBovVNLk0oxcxoAwMUMhqNKsQOzIgH6zSMAAHrmzLjVlF31ALTdmWVnigEA7MT5SjGRAP3mEQAAPWNXPQBdMZnTbPQAALi49cmZYton0nNCMQDomdNLk131FhABaLdTS2uZny05cmB22kMBALimDcaVYvMzIgH6zSMAAHrm9KRS7LBKMQDa7czSem46fCCl2PEMAHAxkzPFVIrRd0IxAOiZ08vaJwLQDaeX1s1nAAA7sDYOxeadKUbPeQQAQM+cmYRih7VPBKDdziyvq3wGANiBjfaJKsXoOaEYAPTMmeX1lJLccGhu2kMBgD05s7yem4RiAACXNGgm7RNFAvSbRwAA9MyZpbXccHAuMzN2hwHQbmeW13OT9okAAJe0PqkUsxZAzwnFAKBnziyv5+YjWicC0H4qxQAAdmbdmWKQRCgGAL1jARGALlgfNllYHZjTAAB2YHKm2Jwzxeg5oRgA9MxpoRgAHXB2eT1JcrM5DQDgktYblWKQCMUAoHdUigHQBWfGoZgzxQAALm2jUsyZYvScUAwAeubs8roFRABabyMUs9EDAOCSBsMmpSSzQjF6TigGAD1Sa1UpBkAnnA/FDkx5JAAA1761Yc38zExKEYrRb0IxAOiRpbVh1odVKAZA66kUAwDYucGwydysQAyEYgDQI5MFxJstIALQchtzmpbAAACXNGiq88QgQjEA6BW76gHoijNLozntxkPmNACAS1kfNjkwJw4AjwIA6JGz41DsRqEYAC13dmU9h+dnLe4AAOzA+rDJ3IzXTeBRAAA9cnZlkMSuegDa7+zyIDcenpv2MAAAWmEwrM4UgwjFAKBXzleKWUQEoN3Orqzb5AEAsEPrTc38rDgAPAoAoEfOrjh/BYBuOLuyrh0wAMAODYZN5lWKgVAMAPrk7PKofeINh1SKAdBuZ5cHudF8BgCwI84UgxGPAgDokbMr67nuwGzmtEwAoOVUigEA7Nz6sKoUgwjFAKBXzixbQASgG84sO1MMAGCnBk1jgyxEKAYAvXLWAiIAHVBrHc1ph7VPBADYCZViMCIUA4AeGbWasoAIQLstrg3T1NjoAQCwQ+vDJvMqxUAoBgB9cnZ5YAERgNY7u7yeJFoCAwDs0GBYMzejUgyEYgDQI6NKMQuIALTb2ZVxKGajBwDAjqwPnSkGiVAMAHpldKaY9okAtNvZ5UGSaAkMALBDg8aZYpAIxQCgN5qm5tzqQKUYAK230T5RpRgAwI4MnCkGSYRiANAbi2uD1JrcoFIMgJY7tzoKxcxpAAA7sz6smZsRB4BHAQD0xLmVUaupG+yqB6DlzGkAALuzPmy0T4QIxQCgN84vINpVD0C7mdMAAHZn0NTMCcVAKAYAfXFuZdRq6vqDFhABaLdzK4PMz5YcnPOWFgBgJ9adKQZJhGIA0BvnVrWaAqAbzq2s54ZD8ynFbmcAgJ0QisGIRwEA9MSk1dSNWk0B0HLnVgZaJwIA7MJgWDM3Y0MRCMUAoCcm7RNVigHQdgurQjEAgJ2qtY7PFBMHgEcBAPTEpFLMIiIAbXduZT03HLTJAwBgJwZNTZIcmFUpBkIxAOiJhZVBZkpy5MDstIcCAHtybmWQ623yAADYkfVhkyQqxSBCMQDojXMr67n+4FxKsTMMgHZzphgAwM6tD0eVYs4UA6EYAPTGaAFRqykA2u/cynpuNKcBAOzIYFwpNq9SDIRiANAXZ+2qB6ADaq1ZWDWnAQDs1ORMMaEYCMUAoDcWVtctIALQektrwzQ1uf6gOQ0AYCfWBpMzxbRPBKEYAPTEaFe9VlMAtNvC6iBJzGkAADt0vlJMKAZCMQDoiYWVQa6zqx6Alju3MgrFrjs4O+WRAAC0w+RMsbkZcQB4FABATyysDrWaAqD1FjcqxcxpAAA7sT50jgSjrQAALrNJREFUphhMeBQAQE8srg5yvV31ALTcpH3idQeEYgAAOzFoRpVi2ieCUAwAemEwbLK8Psz1B52/AkC7TUKx61WKAQDsyPqkfaJKMRCKAUAfLK4Nkzh/BYD2WxifKaYlMADAzmy0T5xRKQZCMQDogQXnrwDQEYtrQjEAgN0YjEMxlWIgFAOAXlicnL9iARGAlju3Yk4DANiNdWeKwQahGAD0wDmtpgDoiMXVQeZnSw7OeTsLALAT64NJKOb1E3gUAEAPTCrFhGIAtN3C6iDXHZxLKXY6AwDsxKCZtE/0+gmEYgDQAxuhmDPFAGi5hdWBTR4AALuwPhxVis3NiAPAowAAeuDc5EyxAxYRAWi3hRWhGADAbgyGo0qxA9onglAMAPpA+0QAumJxbdQ+EQCAndmoFNM+EYRiANAHk1DMIiIAbbewOrTJAwBgF9adKQYbhGIA0AOLa8McmJ3JgTlTPwDttrQ6yHUHZ6c9DACA1hiMK8XmnSkGQjEA6IOl1UGOWEAEoAOW1oY54oxMAIAdm5wpNm+jLAjFAKAPFlaHuc4CIgAdsLA6yHUHbPQAANiptcmZYjPaJ4JQDAB6YGlNqykAumE0p9noAQCwUxuVYrPiAPAoAIAeWNRqCoAOWBs0WR9WoRgAwC4MmialJLMqxUAoBgB9sLSqUgyA9ltaGyRJjmifCACwY+vDqkoMxjwSAKAHVIoB0AWLa8MkcU4mAMAuDIZN5lWJQRKhGAD0wuLqINdrNQVAyy2ujirFtE8EANi59WGTOZVikEQoBgC9sLQ20GoKgNabhGJHtAQGANix9aZmflalGCRCMQDohcXVoV31ALTekvaJAAC7Nhg2zhSDMY8EAOi4YVOzvD5UKQZA621UipnTAAB2bDCsmVMpBkmEYgDQeUtrowVEZ4oB0HaL5jQAgF1bGzaZnxEFQCIUA4DOm7SaOmxXPQAtt7g6mtNUigEA7JxKMThPKAYAHTcJxSwgAtB2yzZ6AADs2qBpMqdSDJIIxQCg8ybtEw/PazUFQLud3+hhTgMA2Kn1Yc38nCgAEqEYAHTeskoxADpiaX2QA3MzmZ3R/gcAYKfWh03mvX6CJEIxAOg87RMB6IrltaH5DABgl5wpBucJxQCg45acvwJARyytDXNk3nwGALAb602T+VlRACRCMQDovOX10Zlizl8BoO2W14Y2eQAA7NJgWIViMOaRAAAdp30iAF2xtDawyQMAYJfWh03mnCkGSYRiANB5y9onAtARSyrFAAB2bX2ofSJMeCQAQMdtnCnmDBYAWm55fWg+AwDYpUFTMzerUgwSoRgAdN7S2jDzs8WuMABab2ltqB0wAMAuOVMMzvNIAICOW14b2FUPQCcsa58IALBro/aJKsUgEYoBQOeNdtXPTXsYALBnS2sDlWIAALu0PmwyNyMKgEQoBgCdt7yu1RQA3TCa02z0AADYjcHQmWIwIRQDgI5bWR/mkPaJALRc09SsrDfmNACAXVpvmhxwphgkEYoBQOctrzt/BYD2Wx00SeKcTACAXVIpBucJxQCg45bXhhYQAWi95fVhkuTwvLexAAA7VWvNoKnOFIMxjwQA6DitpgDogpVJKKb6GQBgx9aHNUkyr1IMkgjFAKDzRmeKmfIBaLdJpZiNHgAAOzdoRi2o550pBkmEYgDQecvr2icC0H7La0IxAIDdmlSKzQnFIIlQDAA6b3l9qNUUAK230T5RKAYAsGPrw0mlmPaJkAjFAKDzVlSKAdABK+ujBR0bPQAAdm4wqRSbEQVAIhQDgE5rmpqV9SYHhWIAtNzGmWJz5jQAgJ1SKQbPJRQDgA5bHYx31QvFAGi5SSh2+IC3sQAAOzVoRpVi884UgyRCMQDotI0FxHlTPgDttrI2rhSz0QMAYMcmlWJzKsUgiVAMADptZWNXvQVEANptZTDZ6GFOAwDYqY1QzJlikEQoBgCdtnH+igVEAFpuWaUYAMCuDYaT9okqxSARigFAp00qxQ7OWUAEoN1W1ke7nIViAAA7N2hGr6GcKQYjHgkA0GHnFxBN+QC028pgmPnZktkZu5wBAHZqfVwp5kwxGLFCBgAdtjpQKQZAN6yuN+YzAIBdmpwpplIMRjwSAKDDVlWKAdARK4Oh+QwAYJcmZ4rNqbaHJEIxAOg0lWIAdIVKMQCA3VMpBs/lkQAAHeZMMQC6YmUwzEHzGQDArgyaUaWYUAxGPBIAoMM2KsXm7awHoN1UigEA7N6kUmxuVvtESIRiANBpG5Vic6Z8ANpt1ZliAAC7tj4+U2x+xusoSIRiANBpKsUA6IpRpZi3sAAAuzGYnCk2p1IMEqEYAHSaSjEAumJlMMwhmzwAAHZlfXym2JxKMUgiFAOATlsdDDM3UzLnQF0AWm51vckhZ4oBAOzK+mBcKeZMMUgiFAOATlvRagqAjlgZDHPQmWIAALsyaEahmM2yMOKRAAAdtrKu1RQA3bCyPlQpBgCwS+vDUftElWIwIhQDgA5bHTQ5oFIMgA4wpwEA7N5gEoo5UwySCMUAoNPWBtonAtAN5jQAgN0bNE1mSjIzo1IMEqEYAHTaml31AHSEOQ0AYPfWho3zxGATjwYA6LC1oQVEANpv2NQMmmpOAwDYpcGw5oBQDDZ4NABAh60Ohjk4NzvtYQDAnqwNmiQxpwEA7NJg2GRuVutEmBCKAUCHrQ0aO8IAaL1JKKZSDABgd9abmrkZr6FgwqMBADrM+SsAdMHqcJhEKAYAsFvrgybzKsVgg3cUANBhq0IxADpgo32i6mcAgF0ZNFX7RNjEOwoA6LC1QZODQjEAWm51EorNm9MAAHZjfdhk3sYi2ODRAAAdplIMgC7YOFPMgg4AwK4MhjXzzhSDDR4NANBha0OVYgC030YoZk4DANiV9WGjfSJs4h0FAHTY2qCxqx6A1lsbCsUAAC7HelMzZ10ANng0AECHrQ6GOTg/O+1hAMCerK6PzxSbM6cBAOzGYNjkgEox2CAUA4AOWxs0mffiF4CWWxsOk8ScBgCwS4NhzZwzxWCDRwMAdNSwqWlqcmDWrnoA2m1tUJNonwgAsFtrzhSD5/COAgA6an18/sr8nBe/ALTbZE5zTiYAwO4MmibzXkPBBo8GAOioNQuIAHTExkYPcxoAwK4MhlULatjEOwoA6Kj1gQVEALrhfPWzOQ0AYDfWh03mrAvABo8GAOio9eHo/BWhGABtt7Yxp9nlDACwG4OmZn7GayiYsEoGAB11vtWUF78AtNuk+llLYACA3VkfqBSDzTwaAKCjNs4U02oKgJZbN6cBAFyW9abqIAObeDQAQEdtLCB68QtAy52vfjanAQDsxmDY6CADm3hHAQAdtT5wphgA3TA5U2zOeRgAALsyGNbMzVgXgAmPBgDoqEn7xHmtpgBoufVhkwOzMylFKAYAsBtrKsXgOaySAUBHnW815cUvAO22PrCYAwBwOQbOFIPn8GgAgI5yphgAXbE+bFQ+AwDsUq01w6ZmzuYi2OBdBQB01CQUmxOKAdBya87CAADYtfWhs8bhQh4NANBRa4PJi187wgBot9GZYuYzAIDd2NgsO+N1FEwIxQCgowbN5Ewx0z0A7TYYNiqfAQB2aTCuFPM6Cs7zaACAjho24xe/doQB0HKDpprPAAB2ab2ZnDXudRRMCMUAoKMmvcOdwQJA2w2GDogHANgtlWLwfB4NANBRg0nvcIuIALTcoGls8gAA2CVnisHzeVcBAB21PmmfKBQDoOXWhzXz5jMAgF2ZhGLOGofzPBoAoKMmlWLzdtYD0HKDptH2BwBglwbjzbJCMTjPowEAOup873A76wFot/Vh1fYHAGCX1h2rAM8jFAOAjrIjDICuGDbVYg4AwC5NNstqQw3nWSUDgI4aOFAXgI4YDJvMaQcMALArG5ViXkfBBo8GAOio9XGl2KxQDICWWx9WO5wBAHZpfaiDDFzIowEAOmowbDI/W1KKRUQA2m3QqBQDANitQTOqFLO5CM7zrgIAOmrQVAuIAHTCYOhMMQCA3ZqcKTanUgw2eDQAQEcNhtV5YgB0wmijhzkNAGA31pw1Ds8jFAOAjho2TWbtqgegA4ZNzazqZwCAXZlUih2Y8zoKJjwaAKCjhtWuegC6YahSDABg1yZninkdBecJxQCgo4ZNzUzxwheA9hs0VfUzAMAurY8rxeadKQYbPBoAoKOcKQZAVwybJrM2egAA7Mr65Ewxm4tgg1AMADpqWO2qB6AbRmeKmdMAAHZjMA7FVIrBeR4NANBRw6baVQ9AJzhTDABg9zbaJ86IAWDCowEAOmpgVz0AHWFOAwDYvUGjfSJcSCgGAB3VWEAEoCOaak4DANitSaWYUAzOE4oBQEeNdtWb6gFov4H2iQAAu7awOsjcTMkBZ4rBBo8GAOioYVPjdS8Abdc0NbUmM0IxAIBdOXpmJXfdeCjFeeOwwVIZAHTUUKUYAB0wrOO2P0IxAIBdeebsSu668eC0hwHXFCtlANBRQ62mAOiAYTMKxVSKAQDszjNnV3L3TYemPQy4pgjFAKCjBk2TWS0SAGi5wTgUM6cBAOzO0TMrufvGw9MeBlxThGIA0FFNTXRPBKDtmnH7xFmVYgAAO3ZuZT2La8PcfZP2ibCZpTIA6KimqZmxqx6Almsm7RPNaQAAO3b07EqS5K4btU+EzYRiANBRTa121QPQeuNMzJwGALALT58ZhWJ3C8XgOYRiANBRw5oUu+oBaLnhRqXYlAcCANAiz0xCsZuEYrCZUAwAOqrWmlkLiAC0XB2fKTYjFQMA2DHtE2FrQjEA6KihM8UA6IBhdaYYAMBuPXN2JTcfmc+h+dlpDwWuKVMJxUop/7SU8oFSyvtKKe8qpdy7ze1eW0r5cCnl4VLKm672OAGgzZpqVz0A7bdxpphQDABgx545s+o8MdjCtCrFvqvW+mm11s9I8nNJvvXCG5RSZpP8QJIvTvKKJF9ZSnnFVR0lALRY01TnrwDQes04FZOJAQDs3NGzK1onwhamEorVWs9u+vC6JHWLm70qycO11kdqrWtJ3pbkdVdjfADQBU2tmZWKAdByzbh9ojkNAGDnnjm7olIMtjA3rV9cSvn2JF+d5EyS12xxkxckeXzTx08k+VNXYWgA0AlNrSm21QPQcpP2ic4UAwDYmfVhk2cXVnPXTUIxuNAVqxQrpfxyKeWDW/z3uiSptf7jWuv9SX4syTdu9SO2+NxWFWWT3/eGUsp7SynvPX78+P7cCQBosaZaQASg/YbaJwIA7Mrxc6upNSrFYAtXrFKs1voFO7zpv0vy80n+yQWffyLJ/Zs+vi/JUxf5fW9J8pYkeeihh7YNzwCgL5paM2sBEYCWq9onAgDsyjNnV5Ik96gUg+eZyplipZQHN334ZUn+eIubvSfJg6WUF5dSDiR5fZK3X43xAUAXDJuqUgyA1huOQzFzGgDAzjxzZhSK3aVSDJ5nWmeKfUcp5eVJmiQfT/LGJCml3Jvkh2qtX1JrHZRSvjHJO5PMJvnhWuuHpjReAGidWuNMMQBar2lGfyoUAwDYmUkodrdKMXieqYRitda/us3nn0ryJZs+fkeSd1ytcQFAl9RaLSAC0Ho1kzPFTGoAADtx9OxKDszN5JYj89MeClxzptI+EQC48pqaWD8EoO3G3RNjSgMA2Jlnzq7krhsP2lQEWxCKAUBH1dQUS4gAtNxGKGZRBwBgR545s5K7nScGWxKKAUBHVZViAHTARvvEKY8DAKAtjp5dyV1CMdiSUAwAOqpGKAZA+52vFJvuOAAA2qDWmmfOqhSD7QjFAKCjRpViVhABaLdxJpYZcxoAwCWdXR5kZb3J3TcJxWArQjEA6Khaq1ZTALRes1EqNt1xAAC0wTNnV5JE+0TYhlAMADpK+0QAukAmBgCwc0+fWU4SlWKwDaEYAHTUqFLMEiIAbTdKxbQEBgC4tKPjSjFnisHWhGIA0FEqxQDoApViAFyOUsprSykfLqU8XEp50xZfL6WU7xt//QOllFdOY5yw3545s5okufPGg1MeCVybhGIA0FG1WkAEoP3GmZiNHgDsWCllNskPJPniJK9I8pWllFdccLMvTvLg+L83JPnBqzpIuEKeObuS2647kINzs9MeClyThGIA0FG1Vq2mAGi9SaXYjDkNgJ17VZKHa62P1FrXkrwtyesuuM3rkvxoHXl3kptLKfdc7YHCfjt6diV3aZ0I25qb9gAAgCujVrvqAWi/ZpyKmdIA2IUXJHl808dPJPlTO7jNC5I8faUG9X++44/yQ7/56JX68ZAkGTY1n/8n7pz2MOCaJRSDFnjFvTdOewhAC73hc1+ST3mB5w8A2u0FNx/ON77mZbnvliPTHgoA7bHVXop6GbcZ3bCUN2TUYjEPPPDAZQ/q1S+9LfOzGndx5X3Rp9w97SHANUsoBi3wT/7Sp0x7CEALfdPnPzjtIQDAnt1/65H8vS96+bSHAUC7PJHk/k0f35fkqcu4TZKk1vqWJG9JkoceemjL4GwnXvPyO/Oal6vgAZgmWxMAAAAAgC55T5IHSykvLqUcSPL6JG+/4DZvT/LVZeTVSc7UWq9Y60QArg0qxQAAAACAzqi1Dkop35jknUlmk/xwrfVDpZQ3jr/+5iTvSPIlSR5OspTka6c1XgCuHqEYAAAAANAptdZ3ZBR8bf7cmzf9vSb5hqs9LgCmS/tEAAAAAAAAOk8oBgAAAAAAQOcJxQAAAAAAAOg8oRgAAAAAAACdJxQDgH1QSnltKeXDpZSHSylv2uLrpZTyfeOvf6CU8sppjBMALsWcBgAAdJVQDAD2qJQym+QHknxxklck+cpSyisuuNkXJ3lw/N8bkvzgVR0kAOyAOQ0AAOgyoRgA7N2rkjxca32k1rqW5G1JXnfBbV6X5EfryLuT3FxKuedqDxQALsGcBgAAdJZQDAD27gVJHt/08RPjz+32NgAwbeY0AACgs4RiALB3ZYvP1cu4TUopbyilvLeU8t7jx4/vy+AAYBfMaQAAQGcJxQBg755Icv+mj+9L8tRl3Ca11rfUWh+qtT50xx137PtAAeASzGkAAEBnCcUAYO/ek+TBUsqLSykHkrw+ydsvuM3bk3x1GXl1kjO11qev9kAB4BLMaQAAQGfNTXsAANB2tdZBKeUbk7wzyWySH661fqiU8sbx19+c5B1JviTJw0mWknzttMYLANsxpwEAAF0mFAOAfVBrfUdGi4SbP/fmTX+vSb7hao8LAHbLnAYAAHSV9okAAAAAAAB0nlAMAAAAAACAzhOKAQAAAAAA0HlCMQAAAAAAADpPKAYAAAAAAEDnCcUAAAAAAADoPKEYAAAAAAAAnScUAwAAAAAAoPOEYgAAAAAAAHSeUAwAAAAAAIDOE4oBAAAAAADQeUIxAAAAAAAAOk8oBgAAAAAAQOcJxQAAAAAAAOg8oRgAAAAAAACdJxQDAAAAAACg84RiAAAAAAA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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -757,15 +791,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[29] loss: 0.000\n"
+      "[29] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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JvqDW+j9v/mGbJpj/Jcl7k/xWkv81ye+Pf84/SvKjm77lTyT5oiSvSvJPSinzSd6U5GPjn/X3k6wk+fJa6yuTvCbJ/6+UUra7Q6WUz8qoCuAzk/yVJH9yi9vcmuTLk3zKeFz/+6YvvyjJn0vyF5O8uZRy6IJv/+Mkn1tr/cwk35rk/xh//g1JXpzkMyfXbHx//mWSr6i1flaSH07y7Zt+1lqt9XMzmpB/Nsk3JPnUJF9TRrtYPjnJX0/yOePrOkzyVePvvS7Ju2utn57k15P87VrrbyV5e5K/P75+H9vuOgH0Qa31RJLfSfLa8aden+TfJ7ktyf83o7nslRnNWf/Tpm9dqbX+mVrrvx1/7avGz6vLkxuUUu5I8n8n+avj5+K/Nv7SdvPEdv6HJEvjuePbk3zWFrd5bZKnaq2fXmv91CS/uOlrZ2utr8po3v6eLb73p2qtf3I8xj9K8vXjz39fkv88/vwrk3xoB/POr43ns3MZzZ1/IaP5dPL64euTnKm1/smM5t+/XUp58fhrn5lRVcErkrxk/Du+L8lTSV5Ta33NJa4TALuz+b3eT1/itt+b5HvHz99PXfC1y33+3mp++s0krx7PkW9L8g/GFWybFyh/Y3zbe5L8mSRfmtHGya183XheeijJN5dSbht//nnvlXZwPycuNpcB0CHluW2Fv62U8iOllHeNN3f8lVLKPyujze+/OF7j23bz+zY//5vL+Q35b9tqI0gp5Y4y2rz4nvF/n7NpPP9PKeU/ldEG+r+93e+BaZib9gBgD5bHi15JRrsFM3pDkSSfnVGolCT/T5J/tun7/kOtdbjVDyylPJjku5L8+VrreinlzyT5q0lSa/1P47DnpvHNf77WuppktZRyLMldW/3IJP9HKeVzkzRJXjC+3TPb3Kc/m+Sna61L4/G8fYvbnM0obPuhUsrPJ9ncJ/8naq1Nko+WUh7JKLjb7KYkPzK+nzXJ/PjzX5DkzbXWwfi+niylfGpGIdcvjXO82SRPb/pZk7H9QZIP1VqfHo/5kST3Z/Qm8LOSvGf8/YeTHBt/z9qmcf9uRguTADzfpIXiz47//Lokr85oce+/jJ9fDyT5r5u+59/v4Oe+Osmv11ofTUbP++PPbzdPbOdzM954Umv9QCnlA1vc5g+SfHcp5TuT/NymBcPJ/Zv8+S+2+N5PLaMK5JuTXJ/knePP//kkXz3+vcMkZ0opfyMXn3cmYdwfJFkdz/N/kNGGkiT5wiSftmlH/01JHhx/7+/UWp9IRpXl4+/5ze0uCgB79pz3epfw2Rm1YU+Sf5fkuzd97XKfv7ean+5L8u/HC4gHkjx6ke//mfH7sj+cVHpt4ZtLKV8+/vv9Gc05J7L9e6WL3c+J7eayi40VgG54aUYb8l+R0fvDv1pr/QfjzSV/cbyG+C+TvK7WeryMOnh8e0bvMbfypiQvrrWullJurrWeLqW8OclCrXXSterfZbQx5DfLqEvXO5N88vj7Py2j953XJfn9UsrP11q329QBV5VQjL6om/6+uNUNSinXJfmJjKqWJk/SW1V1TX7W6qbPDbP14+mrktyR5LPGi2+PJbmweutiY33+F2sdlFJeleTzM1og/caMFge3+t4LP/6nSX611vrl4x0evzb+fNnitiWjsOuztxnK5P43ee61aDK6FiXJj9Ra/+EW37tea538vu2uHQDJzyT556WUVyY5XGv9vVLKC5L8Uq31K7f5ni3nuQts9byfbD9PXMyl5q2PjCuhvyTJ/1lKeVetdVKdtfl7t/o5b03yl2ut7x9vfvm8i/yqnc47G/NWrbUppcxt+v5vqrW+c/M3llI+Lzub8wG49lzu8/dW89O/TPLPa61vH88N37bD3/u895Tj7/+CJJ9da10qpfxazr9P3Mt7pS3nMgB64Rc2bfybzXM3Bb4ooyNaLrb5/UIfyKiT1M9k9L50K1+Q5BWbmmLdWEq5Yfz3nx13K1kuo3bFr7rIz4GrSvtEuuq3MgqMklEwtZPdgP8myb+5YAf7r4+/f/LG5dla69mL/IxzSW7Y9PFNSY6NJ6XXJHnhJcbw60m+vIzOaLkhyV+68AZldG7MTbXWd2TUCuQzNn35r5VSZsroPK6XJPnwBd9+U5Inx3//mk2ff1eSN04WBsctGj+c5I5SymePPzdfSvmUS4x/s19J8hWllDsnP7OUcqn7f+H1A+i1WutCRsHUD+f8rvV3J/mccv6MkyOllE/a5kds97z6X5P8uUlLpfHzfrL9PLGdzfPkp2a0G/A5Sin3ZtRi8d9mtKv9lZu+/Nc3/flfL/ze8difHrf7+KpNn/+VjFo3Ts5PuTGXN+9s9s4k/8Om1iKfNN4wczHmLYDpe3fG3T1y/j3gpVzq+Xur+WnzHPk3d/GztnJTklPjQOxPZLST/lJ2cj8vZy4DoBs2Nv7l+ZsCJ5vXPzQ5PqbW+t/UWr/wIj/vLyb5gYy6cfzups2Em81ktMFj8jNfUGs9N/7apTbuw9QIxeiqb07yteM2Tn8jyd+52I3Hi2ZfkeTryvne9Q9ltPvvofHP+Y48983P84zPf/kvpZQPllK+K6PzzB4qpbw3o8W8P77E9/9eRm2v3pfkPyb5jS1udkOSnxuP6T8n+bubvvbh8ed+Ickba60rF3zvP8tol/5/yWhHyMQPJflEkg+UUt6f5L+tta6Nr8l3jj/3vuziMM1a6x9mdObNu8Zj/aWMeutfzNuS/P0yOrz6pTv9XQAd9+NJPj2j58jUWo9nFFj9+Pj59d15frvcibdmdMbk+0ophyefHP+MNyT5qfFz/KTl4nbzxHZ+MMn143H8g4zOQLvQf5Pkd8Ztq/5xnnsW5sFSym9nNE//3S2+939J8tsZzSGb59C/k+Q1412Qv5vROZuXM+9s9kNJ/jDJ75VSPpjk/8qld+e/JckvjHc+AjAd35Lkfyql/E5Gz/tndvA9l3r+3mp++rYk/6GU8htJnt102/9/Rhsb31dK+bM7HPMvJpkbz1f/NKO5/FK+JZe+n5czlwHQDzve/F5KmUlyf631VzN6n3dzRu3sL9wI8q6MOlhNvu8zNn3tdaWUQ2V0ZubnJXnPvt0T2KNyPjQG2qyU8taMzmr5yWmPBQAuZdxS+KFa67OXui0AbKeUciSjM8hqKeX1Sb6y1vq6Pfy8x3INzk/7fT8BaJ9SyrdlfKbXuKPV36u1funmz49vt1BrvX6L7/mMjM6EvimjTRPfU2v9v7f4PfNJfnV8u5Lk39Zav2PcoeQnM6o++6Ykf5RRNdknj3/er9da3zj+nfdmdM7ZA0n+2Va/B6ZFKAYdIRQDoE2u1UVHANplXJ31/Rkt2p1O8nW11of38PMeyzU4P+33/QSAK+XCkA6uNUIxAAAAAABgz4RiXOuEYgAAAAAA0DOllB9I8jkXfPp7a63/ZhrjgatBKAYAAAAAAEDnzUx7AAAAAAAAAHClCcUAAAAAAADoPKEYAAAAAAAAnScUAwAAAAAAoPOEYgAAAAAAAHTe/wvzATNrOz4lxQAAAABJRU5ErkJggg==",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -776,15 +810,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[30] loss: 0.000\n"
+      "[30] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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f20Ny/37Mn5JudzndoiHRDVlJUUQEB7AuTw85KaW67o2co+wpquTBWSO86qlzXaEh0Q3+fsLkjBg9L6GU6rLK+ib+tGI/k9Nj+O6YRLvL6TYNiW46f8gADp2s4USFnpdQSnXuiVUHOVXbyG++NwoRsbucbtOQ6KbzBlvnJXRvQinViQPFVby49jDXZ6cyOtm7b7/REQ2JbhqZGElkiJ6XUEp9O2MMv1m6i4iQAH45Y4Td5Zw1l0JCRGJEZKWIHLTeozuYb4aI7BeRXBF5oM3410Vkm/U6LCLbrPHpIlLXZtoCV+rsSf5+wrmDB/BF7km9j5NSqkPLth9nff4pfjF9uE91eW3P1T2JB4DVxphMYLU1/DUi4g88DcwERgE3iMgoAGPM9caY8caY8cC/gLfaLJrXOs0Yc5eLdfaoqcPjOHa6jrzSartLUUp5oYq6Jh55fy9jkqOYOynN7nJc4mpIzAYWW58XA3OczDMZyDXG5BtjGoEl1nJfkTNnc74PvOZiPR4xdXg8AJ/uL7W5EqWUN3psxT7Kqhv476vH4O/neyer23I1JBKMMUUA1nu8k3mSgaNthgutcW1dBBQbYw62GZchIltF5DMRuaijAkTkDhHJEZGc0lLPfGkn9+9HZny4hoRS6hu2FJTzyoYC5k/J8PpnRXRFQGcziMgqYKCTSb/u4jacxWj7g/k38PW9iCIgzRhTJiITgXdEJMsYU/mNFRnzLPAsQHZ2tsdOEkwdHsfitUeoaWgmLLjTH6NSqg9oanHwH2/tZGBkCD+7wjfu8tqZTvckjDHTjDGjnbyWAsUikghgvZc4WUUhkNpmOAU43jogIgHANcDrbbbZYIwpsz5vBvIAr/qJTx0eT2OLg7Xay0kpZfnfz/LYd6KK312VRXgv+ePR1cNNy4B51ud5wFIn82wCMkUkQ0SCgLnWcq2mAfuMMYWtI0QkzjrhjYgMBjKBfBdr7VHZ6dGEBvnz6X5nuaiU6mtyS6p4YnUu3x2byBVZzg6++CZXQ+JR4HIROQhcbg0jIkkishzAGNMM3AusAPYCbxhjdrdZx1y+ecL6YmCHiGwH3gTuMsZ41V31ggP8mTIklk/3l2pXWKX6uBaH4Zdv7iA02J/fXZVldzk9yqX9IeuQ0GVOxh8HZrUZXg4s72Ad852M+xdnusR6tanD41i1t5jckmoyE7z/MYRKKfdYtPYwWwpO8/j144gND7a7nB6lV1y74LKRZzpzfbSn2OZKlFJ2yS+t5o8f7uOyEfHMGd++46bv05BwQWJUP8an9ufDXSfsLkUpZYMWh+Hn/9xOSKA//3PNGJ+8gV9nNCRcNGP0QHYeq6CwvNbuUpRSHrZwTT5bCk7z8Ows4iND7C7HLTQkXDTD6sWgexNK9S17iyr580cHmJE1kKvGJdldjttoSLgoPTaMEQMjWLFbQ0KpvqK+qYX7X99GZL9A/nD16F55mKmVhkQPmDF6IDlHyimp0gcRKdUX/GnFfvadqOKxa8cyoJf1ZmpPQ6IHzBg9EGNgpfZyUqrX+zL3JAu/OMRN56Vx6Qhnt6vrXTQkesDwhAjSB4TqeQmlerlTNY3c//o2BseF8R+zRtpdjkdoSPQAEWHWmETW5pVxsrrB7nKUUm5gjOGXb27ndG0TT95wDqFBvePeTJ3RkOghc85JpsVheG/78c5nVkr5nJfXH2HV3hIemDmCrCTfvwV4V2lI9JBhCRGMSozk7W0aEkr1NruPV/DI+3u5dHgct16Qbnc5HqUh0YOuPieZ7UdPk6+PNVWq16iqb+LeV7cSExrEn64b16u7uzqjIdGDrhqfhAi8o3sTSvUKxhgefGsnBadqefLGc3p9d1dnNCR6UEJkCBcMieWdrcf09uFK9QKvbCjgvR1F/J8rhjEpPcbucmyhIdHD5pyTTMGpWrYUnLa7FKWUC7YfPc3D7+7hkmFx3HXxELvLsY2GRA+bnpVASKAfb28t7HxmpZRXOlXTyI//sZm4iGD+ev14/Pz61nmItjQkelhESCBXjBrIsm3HqW9qsbscpVQ3tTgM9y3ZysnqRv5+0wSiw4LsLslWGhJucMPkNCrrm3l/R5HdpSiluunxlQdYc/Akv5udxdiU/naXYzsNCTc4b3AMg2PDeG1jgd2lKKW64cNdRTz1SS7XZ6cyd1Kq3eV4BQ0JNxARbpicRs6Rcg4UV9ldjlKqC/afqOJnb2xnfGp/Hp6T1eeuh+iIhoSb/NvEFIL8/Xh1g+5NKOXtKmqbuOPlHMKCA1hw00SCA/ztLslruBQSIhIjIitF5KD1Ht3BfC+ISImI7Orq8iLyoIjkish+EZnuSp12iAkLYvrogby1pVBPYCvlxZpbHNz72haOn67j7z+YwMCo3vkY0rPl6p7EA8BqY0wmsNoadmYRMKOry4vIKGAukGUt94yI+Fy032idwF6+U09gK+WtHnl/L2sOnuSROaPJ7qMXzH0bV0NiNrDY+rwYmONsJmPM58Cpbiw/G1hijGkwxhwCcoHJLtbqcecNjiEjNox/rD9idylKKSde3VDAorWHuf3CDK6flGZ3OV7J1ZBIMMYUAVjv3X1MU0fLJwNH28xXaI37BhG5Q0RyRCSntLS0m5t3LxHh5vMGsaXgNNuOnra7HKVUG+vyyvjN0l1cMiyOB2eOsLscr9VpSIjIKhHZ5eQ12411OetW4PRmSMaYZ40x2caY7Li4ODeWdHa+PymViOAAnv/ikN2lKKUsuSXV3PlyDumxYTx54zkE+Gsfno50+pMxxkwzxox28loKFItIIoD1XtLN7Xe0fCHQtpNyCuCTt1YNDw5g7uRUlu8s4vjpOrvLUarPK6tu4LZFmwj09+PF+ZOIDAm0uySv5mp8LgPmWZ/nAUt7aPllwFwRCRaRDCAT2OhirbaZNyUdYwyL1x62uxSl+rT6phZ+9FIOxZX1PDcvm9SYULtL8nquhsSjwOUichC43BpGRJJEZHnrTCLyGrAOGC4ihSJy+7ctb4zZDbwB7AE+BO4xxvhsP9KU6FBmjknk1Y0F1DQ0212OUn2Sw2H4P29sZ0vBaR6/fjwT0pz22FftSG967kF2drbJycmxuwynthSUc80za/nt90Yx/4IMu8tRqs/5/Xt7eP6LQzw4cwR3XtJ3b/3tjIhsNsZkO5umZ2s8ZEJaNBPS+vPi2sO0OHpPMCvlCxauyef5Lw4xf0o6d1w82O5yfIqGhAf96KLBHCmr5X29uE4pj3lvx3EeeX8vM0cP5L+uHKX3ZOomDQkPmp41kMz4cJ5cfRCH7k0o5XZfHDzJ/a9vY1J6NI9fPx7/PvzwoLOlIeFBfn7Cvd8ZysGSaj7cfcLucpTq1XYUnubOl3MYEhfOwlsmERLoc3f28QoaEh525dgkBseG8YTuTSjlNnml1cx/cRPRYUEsvm0yUaF6LcTZ0pDwMH8/4Z5Lh7LvRBWr9hbbXY5Svc6x03Xc8vxG/ARevv1cEiL1rq6u0JCwwezxSaTFhPLExwfpTV2QlbJbaVUDNy3cQGVdE4tunUxGbJjdJfk8DQkbBPj7ce+lQ9l1rJJP9nf3TiZKKWdO1zZy8/MbOFFRz4u3TmJ0cpTdJfUKGhI2uXpCMqkx/XhsxQE9N6GUi6obmpn/4ibyS2t47pZsfS5ED9KQsEmgvx8/v2I4e4sqeWfbMbvLUcpn1TY2c9uLm9h5rIKnbjyHCzNj7S6pV9GQsNH3xiYxJjmKP390QB9xqtRZqGts4bZFm8g5coq/zR3PFVkD7S6p19GQsJGfn/DAzBEcO12nT69Tqpta7+i64dAp/vL98Vw5NsnuknolDQmbXTA0losyY3nqk1wq6prsLkcpn1Df1MKdL2/my7yTPHbtOOac4/TBlaoHaEh4gQdmjqCirokFn+XZXYpSXq91D+Lzg6U8es0Yrp2YYndJvZqGhBfISopizvhkXvjiEIXltXaXo5TXqmts4fbFm/gi9yR//LexXD8pze6Sej0NCS/xi+nD8RPh9+/tsbsUpbxSbWMzty3axNq8Mv507Tiuy07tfCHlMg0JL5HUvx8/uWwoK3YX86leYKfU11TWN3HL8xvZcKiMx78/nn/TQ0weoyHhRX544WAGx4bx22W7aWjWLrFKAZTXNHLTwg1sO3qap26coCepPUxDwosEBfjx26uyOFxWy8I1h+wuRynblVTVM/fZ9ew7UcWzt0xk1phEu0vqczQkvMzFw+KYkTWQJz8+qCexVZ9WWF7L9f+7nqPltSyaP4nvjEiwu6Q+SUPCC/3X90YB8PC7ehJb9U0Hiqu49u/rKKtu4OXbJzNlqN5qwy4uhYSIxIjIShE5aL1HdzDfCyJSIiK72o1/TET2icgOEXlbRPpb49NFpE5EtlmvBa7U6WuS+/fjvsuG8dGeYt7foc/DVn3LloJyrluwDocxvHHX+UwcpDfrs5OrexIPAKuNMZnAamvYmUXADCfjVwKjjTFjgQPAg22m5Rljxluvu1ys0+f86KIMxqZE8ZuluyirbrC7HKU84rMDpfzguQ30Dw3kXz+ewoiBkXaX1Oe5GhKzgcXW58XAHGczGWM+B045Gf+RMabZGlwPaL82S4C/H49dO47K+iYeWrbb7nKUcrs3Nxdy+6JNpMeG8c+7zic1JtTukhSuh0SCMaYIwHqPd2FdtwEftBnOEJGtIvKZiFzU0UIicoeI5IhITmlpqQub9z7DB0bw0+9k8t6OIj7cdcLucpRyC2MMT3+Sy8//uZ1zB8fw+p3nER+hjxz1FgGdzSAiqwBn99/9dU8VISK/BpqBV6xRRUCaMaZMRCYC74hIljGmsv2yxphngWcBsrOze93Te+6aOoQPd5/gP9/ZxbkZMUSHBdldklI9psVh+M3SXbyyoYA545P447XjCArQ/jTepNPfhjFmmjFmtJPXUqBYRBIBrPduXyosIvOAK4EfGOuBz8aYBmNMmfV5M5AHDOvuunuDQOuw0+naRh5atlufia16jZqGZu54KYdXNhRw5yWD+cv3x2tAeCFXfyPLgHnW53nA0u4sLCIzgF8BVxljatuMjxMRf+vzYCATyHexVp81KimS+y7LZNn24/xriz7FTvm+ooo6rluwjk/2l/Dw7CwenDkSPz+xuyzlhKsh8ShwuYgcBC63hhGRJBFZ3jqTiLwGrAOGi0ihiNxuTXoKiABWtuvqejGwQ0S2A28CdxljvnHiuy+5+9KhnDc4hv96Zxd5pdV2l6PUWdt1rII5T3/JkbIanp8/iVvOT7e7JPUtpDcdvsjOzjY5OTl2l+E2Jyrqmfm3z0mM6sfb90whOMDf7pKU6paVe4q5b8lW+vcL5Pn5kxiZqF1cvYGIbDbGZDubpgcAfcjAqBAeu3Yce4oq+Z/l++wuR6kua+3BdMfLOQyND+edey7QgPARGhI+ZtqoBOZPSWfR2sOs2lNsdzlKdaq+qYX7lmzjsRX7uWpcEm/ceT7xkdrF1VdoSPigB2eNICspkp+9sY3DJ2vsLkepDrWeoH53x3F+OWM4f71+PCGBepjUl2hI+KDgAH8W3DQRPz/hRy/lUN3Q3PlCSnnYurwyrnziC/JLq3nu5mzunjoUEe3B5Gs0JHxUakwoT984gfyTNfzs9W04HL2nA4LybcYYFq7J56bnNxAVGsjSey9g2ii9zbev0pDwYRcMjeU/Zo3koz3FPPHxQbvLUYraxmbuW7KNR97fy7SR8Sy95wKGxkfYXZZyQae35VDe7bYL0tlzvJK/rjrIyMRIpmc5u4OKUu53sLiKu1/ZQm5pNb+YPpy7pw7Rw0u9gO5J+DgR4Q9Xj2ZcShT3v76NnYUVdpek+qC3txZy1VNfcqqmkZdvO5d7LtXzD72FhkQvEBLoz3O3ZBMdGsStizZypEx7PCnPqG9q4cG3dnD/69sZkxLF8vsu4sJMfYpcb6Ih0UvER4bw0u2TaXEYbnlhIyf1QUXKzQ4UVzHn6S95beNR7p46hFd/eC4Jev1Dr6Mh0YsMiQvn+fmTKK6s57ZFm6jRrrHKDYwx/GP9Eb735BecrG5g0a2T+OWMEQT469dJb6S/1V5mQlo0T984gd3HK/nxK1tobHbYXZLqRcprGrnz5c1nnm8yeAAf3HcxU4e78qwx5e00JHqhy0Ym8N9Xj+bzA6X85LUtNLVoUCjXfX6glJl/W8Mn+0v4z++OZNH8ScRFBNtdlnIz7QLbS10/KY3axhZ+9+4e7n11C0/dOIFAPRygzkJtYzOPfrCPl9YdYWh8OAvnZTM6OcruspSHaEj0YrdekAGgQaHO2taCcn72xnYOnazhtgsy+OWM4XrvpT5GQ6KXu/WCDIyBh9/bw09e3cqTN56jQaE6Vd/Uwl9XHeS5NfkkRATz6o/OZcoQ7draF2lI9AG3XZiBAX7/3h5+/I8tPHXjOfrXoOpQzuFT/PLNHeSfrOH72Sn855WjiAwJtLssZRMNiT7i9gszCPATfvvubm5auIGF87LpHxpkd1nKi9Q0NPPYiv0sXneYpKh+vHz7ZC7KjLO7LGUzDYk+ZN6UdAaEB/Gz17dz3YJ1LL5tMkn9+9ldlvICq/YU89Cy3Rw7Xce88wfxyxkjCAvWrwelXWD7nCvHJrH4tsmcqKjnmmfWsv9Eld0lKRsdP13HnS/n8MOXcggL9uefd53P72aP1oBQX9GQ6IPOHzKAN+46H4cxXLdgLZ8fKLW7JOVhTS0OFq7J5/K/fMZnB0r51YwRvPeTi5iUHmN3acrLuBQSIhIjIitF5KD1Ht3BfC+ISImI7Go3/rcickxEtlmvWW2mPSgiuSKyX0Smu1Kn+qaRiZG8dfcUkvr3Y/6LG1nwWR7G6IOL+oIvDp5k1t/W8Mj7e5mcEcPK+y/hx1OHEBSgfzOqb3L1X8UDwGpjTCaw2hp2ZhEwo4Npjxtjxluv5QAiMgqYC2RZyz0jItodp4elRIfy1t1TmDk6kUc/2MdPXttKbaPe76m3OnqqljtfzuGm5zfQ0OzguVuyeWH+JFJjQu0uTXkxVw88zgamWp8XA58Cv2o/kzHmcxFJ7+Z6lxhjGoBDIpILTAbWuVKs+qbQoACeuvEcRn8WxR9X7CO3pJpnb84mbYB+cfQWlfVN/O9neTy35hD+Ivxi+nBuvzBDu0GrLnF1TyLBGFMEYL2fzZ2+7hWRHdYhqdbDVcnA0TbzFFrjvkFE7hCRHBHJKS3VY+tnQ0T48dQhLLp1MsdP1/HdJ9ewbPtxu8tSLmpsdrB47WGmPvYpT3+Sx6zRA/n455dwz6VDNSBUl3UaEiKySkR2OXnN7oHt/x0YAowHioA/t27WybxOD5gbY541xmQbY7Lj4rRPtysuGRbH+z+9iMz4cH762lZ+9vo2quqb7C5LdZMxhg92FnHF45/x0LLdDE+I4N17L+Svc88hMUq7PKvu6fRwkzFmWkfTRKRYRBKNMUUikgiUdGfjxpjiNut6DnjPGiwEUtvMmgLon7YekBoTyht3ns9Tn+TyxOqDbDpyir9eP56Jg7TXi7czxvDJ/hL+svIAu45VMiwhnBfnT2Lq8Dh9lKg6a64ebloGzLM+zwOWdmdhK1haXQ209n5aBswVkWARyQAygY0u1qq6KMDfj3+fNox/3jUFgOsWrOPRD/ZR19hic2XKGWMMaw6WcvUza7ltUQ4VdU386bpxLP/pRVw6Il4DQrlEXOn2KCIDgDeANKAAuM4Yc0pEkoCFxphZ1nyvceYEdyxQDDxkjHleRF7mzKEmAxwG7mw9xyEivwZuA5qBfzfGfNBZPdnZ2SYnJ+es26O+qaq+iUfe28vrOUdJjenHw7NHc6k+ZMYrGGP4dH8pT3+SS86RcpKiQvjJZZlcOzFFb+KoukVENhtjsp1O60194zUk3Gd9fhm/fnsneaU1fHdsIg9dOYp4fZ6xLVochuU7i3jm0zz2FlWSFBXCnZcMYe7kVIID9IS06j4NCdUjGppbePazfJ78JJdgfz/u+c5Q5k9J154yHlLb2MxbW46xcE0+h8tqGRwXxl2XDGHO+GS9EE65RENC9ahDJ2t4+N3dfLK/lKSoEO6/fBjXTEjB30+PfbvDsdN1vLTuMEs2HqWirokxyVHcPXUIV2QN1J+56hEaEsot1uWV8egHe9leWMGIgRH8asYI7UnTQxwOw/r8Ml7ZUMCHu09gjGHG6IHcekEG2YOi9WesepSGhHIbYwzv7yzisRX7OVJWy+jkSH58yVBmjNa/cs9GaVUDb24u5PVNBRwuqyUyJIAbJqdx8/mDSInWq+CVe2hIKLdrbHbw1pZCnv08n/yTNaQPCOWOi4dwzYRkPWfRiYbmFj7dX8rbW46xam8xzQ7D5PQYbjg3lZmjE/Xnp9xOQ0J5TIvD8NHuE/z9szx2FFYQGx7EtRNTmTsplfTYMLvL8xoOh2H9oTKWbTvO8p1FVNY3MyAsiGsmJHP9pDSGxofbXaLqQzQklMcZY1iXV8aLaw/z8b4SWhyG8wcPYO7kVKZnDeyTfx03NjvYcKiMj3YX89GeExRXNhAa5M/0rIHMHp/EhUNjCdDrG5QNvi0k9PFTyi1EhClDY5kyNJbiynre3FzIkk0F3LdkG5EhAUwblcCs0YlcmBnbqwPjVE0jX+aeZNXeYj7eV0JVfTMhgX5cnBnHleOSuHxkAv2Cem/7le/TPQnlMQ6HYW1eGW9tLWTVnmIq65sJC/LnOyMTmJ6VwJQhscSEBdldpkvqm1rIOVzOF7kn+SK3lN3HKzEGYsKCmDYynstHDeTCobEaDMqr6OEm5XUamx2syy/jw11FrNhdzKmaRgBGJUYyZcgALhgay6SMGMK9/FnLRRV1bDlymi0F5Ww+Us6e45U0tjgI9BfOSYvmwqGxXJgZy7iU/trbS3ktDQnl1ZpbHGwvPM3a3DK+zDvJliOnaWxx4CcwOC6cMclRZCVFMiY5ilFJkUSEBHq8xobmFvJKathfXMm+oir2nahi34lKiisbAAgO8GNsShQT0qI5b/AAJmfEEOblAadUKw0J5VNaD9lsPHyK3ccq2HW84qsvY4DY8CDSYkIZNCCMtJhQ0mJCGRAeREzY/3+FBnXtC9oYQ01jC+U1jZTVNH71fqy8joJTtRwtr6XwVC1FlfW0/lcJ8vdjSHw4IwZGMCY5iomDohmZGKm3xlA+S0NC+bySqnp2H6tk74lKCspqOVxWQ0HZ17+82woK8CMkwI+gAD8C/c+8B/gJTS2GxmYHjS0OGppaaGh20Oxw/n9gYGQIqTH9SI0OJSUmlKFWMGTEhuldVlWvor2blM+LjwghfkQIl474+m3K65taKKqo51RNA6dqmiivaeRUbSPltY00NDloajnzamx20OQwBPoJwQH+BFkBEhzgR//QQKJDgxgQHkR06Jk9kYTIkF7d60qprtKQUD4tJNCfjNgwMvRCPaXcQveZlVJKdUhDQimlVIc0JJRSSnVIQ0IppVSHNCSUUkp1SENCKaVUhzQklFJKdUhDQimlVId61W05RKQUONLNxWKBk24ox9v1xXZrm/uOvthuV9o8yBgT52xCrwqJsyEiOR3ds6Q364vt1jb3HX2x3e5qsx5uUkop1SENCaWUUh3SkIBn7S7AJn2x3drmvqMvttstbe7z5ySUUkp1TPcklFJKdUhDQimlVIf6TEiIyAwR2S8iuSLygJPpIiJPWNN3iMgEO+rsSV1o8w+stu4QkbUiMs6OOntaZ+1uM98kEWkRkWs9WZ87dKXNIjJVRLaJyG4R+czTNfa0Lvz7jhKRd0Vku9XmW+2osyeJyAsiUiIiuzqY3vPfY8aYXv8C/IE8YDAQBGwHRrWbZxbwASDAecAGu+v2QJunANHW55m+3uautrvNfB8Dy4Fr7a7bA7/r/sAeIM0ajre7bg+0+T+A/2t9jgNOAUF21+5iuy8GJgC7Opje499jfWVPYjKQa4zJN8Y0AkuA2e3mmQ28ZM5YD/QXkURPF9qDOm2zMWatMabcGlwPpHi4Rnfoyu8a4CfAv4ASTxbnJl1p843AW8aYAgBjjK+3uyt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JvqDW+j9v/mGbJpj/Jcl7k/xWkv81ye+Pf84/SvKjm77lTyT5oiSvSvJPSinzSd6U5GPjn/X3k6wk+fJa6yuTvCbJ/6+UUra7Q6WUz8qoCuAzk/yVJH9yi9vcmuTLk3zKeFz/+6YvvyjJn0vyF5O8uZRy6IJv/+Mkn1tr/cwk35rk/xh//g1JXpzkMyfXbHx//mWSr6i1flaSH07y7Zt+1lqt9XMzmpB/Nsk3JPnUJF9TRrtYPjnJX0/yOePrOkzyVePvvS7Ju2utn57k15P87VrrbyV5e5K/P75+H9vuOgH0Qa31RJLfSfLa8aden+TfJ7ktyf83o7nslRnNWf/Tpm9dqbX+mVrrvx1/7avGz6vLkxuUUu5I8n8n+avj5+K/Nv7SdvPEdv6HJEvjuePbk3zWFrd5bZKnaq2fXmv91CS/uOlrZ2utr8po3v6eLb73p2qtf3I8xj9K8vXjz39fkv88/vwrk3xoB/POr43ns3MZzZ1/IaP5dPL64euTnKm1/smM5t+/XUp58fhrn5lRVcErkrxk/Du+L8lTSV5Ta33NJa4TALuz+b3eT1/itt+b5HvHz99PXfC1y33+3mp++s0krx7PkW9L8g/GFWybFyh/Y3zbe5L8mSRfmtHGya183XheeijJN5dSbht//nnvlXZwPycuNpcB0CHluW2Fv62U8iOllHeNN3f8lVLKPyujze+/OF7j23bz+zY//5vL+Q35b9tqI0gp5Y4y2rz4nvF/n7NpPP9PKeU/ldEG+r+93e+BaZib9gBgD5bHi15JRrsFM3pDkSSfnVGolCT/T5J/tun7/kOtdbjVDyylPJjku5L8+VrreinlzyT5q0lSa/1P47DnpvHNf77WuppktZRyLMldW/3IJP9HKeVzkzRJXjC+3TPb3Kc/m+Sna61L4/G8fYvbnM0obPuhUsrPJ9ncJ/8naq1Nko+WUh7JKLjb7KYkPzK+nzXJ/PjzX5DkzbXWwfi+niylfGpGIdcvjXO82SRPb/pZk7H9QZIP1VqfHo/5kST3Z/Qm8LOSvGf8/YeTHBt/z9qmcf9uRguTADzfpIXiz47//Lokr85oce+/jJ9fDyT5r5u+59/v4Oe+Osmv11ofTUbP++PPbzdPbOdzM954Umv9QCnlA1vc5g+SfHcp5TuT/NymBcPJ/Zv8+S+2+N5PLaMK5JuTXJ/knePP//kkXz3+vcMkZ0opfyMXn3cmYdwfJFkdz/N/kNGGkiT5wiSftmlH/01JHhx/7+/UWp9IRpXl4+/5ze0uCgB79pz3epfw2Rm1YU+Sf5fkuzd97XKfv7ean+5L8u/HC4gHkjx6ke//mfH7sj+cVHpt4ZtLKV8+/vv9Gc05J7L9e6WL3c+J7eayi40VgG54aUYb8l+R0fvDv1pr/QfjzSV/cbyG+C+TvK7WeryMOnh8e0bvMbfypiQvrrWullJurrWeLqW8OclCrXXSterfZbQx5DfLqEvXO5N88vj7Py2j953XJfn9UsrP11q329QBV5VQjL6om/6+uNUNSinXJfmJjKqWJk/SW1V1TX7W6qbPDbP14+mrktyR5LPGi2+PJbmweutiY33+F2sdlFJeleTzM1og/caMFge3+t4LP/6nSX611vrl4x0evzb+fNnitiWjsOuztxnK5P43ee61aDK6FiXJj9Ra/+EW37tea538vu2uHQDJzyT556WUVyY5XGv9vVLKC5L8Uq31K7f5ni3nuQts9byfbD9PXMyl5q2PjCuhvyTJ/1lKeVetdVKdtfl7t/o5b03yl2ut7x9vfvm8i/yqnc47G/NWrbUppcxt+v5vqrW+c/M3llI+Lzub8wG49lzu8/dW89O/TPLPa61vH88N37bD3/u895Tj7/+CJJ9da10qpfxazr9P3Mt7pS3nMgB64Rc2bfybzXM3Bb4ooyNaLrb5/UIfyKiT1M9k9L50K1+Q5BWbmmLdWEq5Yfz3nx13K1kuo3bFr7rIz4GrSvtEuuq3MgqMklEwtZPdgP8myb+5YAf7r4+/f/LG5dla69mL/IxzSW7Y9PFNSY6NJ6XXJHnhJcbw60m+vIzOaLkhyV+68AZldG7MTbXWd2TUCuQzNn35r5VSZsroPK6XJPnwBd9+U5Inx3//mk2ff1eSN04WBsctGj+c5I5SymePPzdfSvmUS4x/s19J8hWllDsnP7OUcqn7f+H1A+i1WutCRsHUD+f8rvV3J/mccv6MkyOllE/a5kds97z6X5P8uUlLpfHzfrL9PLGdzfPkp2a0G/A5Sin3ZtRi8d9mtKv9lZu+/Nc3/flfL/ze8difHrf7+KpNn/+VjFo3Ts5PuTGXN+9s9s4k/8Om1iKfNN4wczHmLYDpe3fG3T1y/j3gpVzq+Xur+WnzHPk3d/GztnJTklPjQOxPZLST/lJ2cj8vZy4DoBs2Nv7l+ZsCJ5vXPzQ5PqbW+t/UWr/wIj/vLyb5gYy6cfzups2Em81ktMFj8jNfUGs9N/7apTbuw9QIxeiqb07yteM2Tn8jyd+52I3Hi2ZfkeTryvne9Q9ltPvvofHP+Y48983P84zPf/kvpZQPllK+K6PzzB4qpbw3o8W8P77E9/9eRm2v3pfkPyb5jS1udkOSnxuP6T8n+bubvvbh8ed+Ickba60rF3zvP8tol/5/yWhHyMQPJflEkg+UUt6f5L+tta6Nr8l3jj/3vuziMM1a6x9mdObNu8Zj/aWMeutfzNuS/P0yOrz6pTv9XQAd9+NJPj2j58jUWo9nFFj9+Pj59d15frvcibdmdMbk+0ophyefHP+MNyT5qfFz/KTl4nbzxHZ+MMn143H8g4zOQLvQf5Pkd8Ztq/5xnnsW5sFSym9nNE//3S2+939J8tsZzSGb59C/k+Q1412Qv5vROZuXM+9s9kNJ/jDJ75VSPpjk/8qld+e/JckvjHc+AjAd35Lkfyql/E5Gz/tndvA9l3r+3mp++rYk/6GU8htJnt102/9/Rhsb31dK+bM7HPMvJpkbz1f/NKO5/FK+JZe+n5czlwHQDzve/F5KmUlyf631VzN6n3dzRu3sL9wI8q6MOlhNvu8zNn3tdaWUQ2V0ZubnJXnPvt0T2KNyPjQG2qyU8taMzmr5yWmPBQAuZdxS+KFa67OXui0AbKeUciSjM8hqKeX1Sb6y1vq6Pfy8x3INzk/7fT8BaJ9SyrdlfKbXuKPV36u1funmz49vt1BrvX6L7/mMjM6EvimjTRPfU2v9v7f4PfNJfnV8u5Lk39Zav2PcoeQnM6o++6Ykf5RRNdknj3/er9da3zj+nfdmdM7ZA0n+2Va/B6ZFKAYdIRQDoE2u1UVHANplXJ31/Rkt2p1O8nW11of38PMeyzU4P+33/QSAK+XCkA6uNUIxAAAAAABgz4RiXOuEYgAAAAAA0DOllB9I8jkXfPp7a63/ZhrjgatBKAYAAAAAAEDnzUx7AAAAAAAAAHClCcUAAAAAAADoPKEYAAAAAAAAnScUAwAAAAAAoPOEYgAAAAAAAHTe/wvzATNrOz4lxQAAAABJRU5ErkJggg==",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -795,15 +829,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[31] loss: 0.000\n"
+      "[31] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -814,15 +848,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[32] loss: 0.000\n"
+      "[32] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -833,15 +867,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[33] loss: 0.000\n"
+      "[33] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -852,15 +886,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[34] loss: 0.000\n"
+      "[34] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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vZ2Ih0QHnZSRQ1+hhs10Ka4zpoAff3kNNQxOLZ492u5QOsZDogHPT+yEC6/OOu12KMSaI7Cqo4NmPD3HTeUMY3r+32+V0iIVEB8RHhzM2JY71eXZewhjTPqrKz/+5k7he4fz7jBFul9NhFhIddF5GPzYeKqO2wc5LGGPa9ub2Y6zLK+U/Zo6kT3SE2+V0mIVEB52f0Y/6Rg+b7X4JY0wbauqb+O9/7WLUgFgWBHAnfmdiIdFB56QnIALr9lmTkzHmzB5+N5cjJ2r4xbxxQXHjnDc+VS0iCSKySkT2Ou99W5lvlojkiEiuiCxuMf4FEdnsvA6IyGZn/FARqWkx7TFf6vSn+F7hjB8Yz4e5JW6XYowJYHnFJ1nyQR7XTh7ItPQEt8s5a75G22JgtaqOAFY7w58jIqHAw8BsYCywQETGAqjq11V1kqpOAl4GXmmx6L5T01R1kY91+tUlI5PYdKiM8uoGt0sxxgQgVeUny3cQGRbC4jnBdcnr6XwNibnAUufzUmCel3mmAbmqmqeq9cDzznKfkeZbD78GPOdjPV3i0lFJeBTW5Ba7XYoxJgAt33KUNXtLuOfKUfSPjXK7HJ/4GhIDVLUAwHnv72WegcDhFsP5zriWLgIKVXVvi3HpIrJJRN4XkYtaK0BEbhORbBHJLi7umi/tSYP7Et8rnPdyLCSMMZ93orqen/9zJxMH9+HG84a4XY7PwtqaQUTeBrz1RHVfO7fhrYOS0x8WvYDPH0UUAGmqWioiU4HXRCRTVSu+sCLVJcASgKysrC55CHVoiHDRiETe31OMx6OEhARHHyzGmM736xW7OVHTwNPXjCe0G3w3tBkSqjqjtWkiUigiKapaICIpQJGX2fKBlo9eGgQcbbGOMOBaYGqLbdYBdc7njSKyDxgJZLdVb1e5dFR/Xt9awM6CCsYNjHe7HGNMAFi7r4QXsg9z+8UZjE2Nc7scv/C1uWk5sND5vBBY5mWeDcAIEUkXkQhgvrPcKTOA3aqaf2qEiCQ5J7wRkQxgBJDnY61+dfHIRADe32NNTsYYqK5vZPHL2xjaL5p/nzHS7XL8xteQuB+YKSJ7gZnOMCKSKiIrAFS1EbgLWAnsAl5U1R0t1jGfL56wvhjYKiJbgJeARaoaUB0m9Y+NIjM1jvdyvB08GWN6mgfe2sOh49Xc/9UJ9IoI7EeSdkSbzU1noqqlwBVexh8F5rQYXgGsaGUdN3sZ9zLNl8QGtEtHJfHY+3mUVzcQHx3udjnGGJd8eqiMJz7azw3npgVVN+DtEZy3AAaImWOTafIoq3cXul2KMcYlNfVN3PPiFlLiooKuG/D2sJDwwYSB8aTER/Hm9mNul2KMccnvVuaQV1LFb6+bSGxU92tRsJDwQUiIcGVmMu/vKaa6vtHtcowxXezjvFL+d+1+bjpvCBeOSHS7nE5hIeGjKzOTqWv08L7dWGdMj3KyrpF7XtpCWkJ0t2xmOsVCwkfnDO1LQkwEb+6wJidjepKfLd/BkbIaHrh+IjGRPl0DFNAsJHwUFhrCzDEDeGdXEXWN9iAiY3qCN7cX8I+N+dx52XCyhgZvD6/tYSHhB7PGJVNZ18hae8aEMd1eYUUt976yjQmD4vm3K4LvcaQdZSHhBxcM70fvyDDe3GZNTsZ0Zx6PcveLm6lt8PDg1ycRHqQPEuqI7r+HXSAyLJSZYwfw5o5j1uRkTDf22Af7+Ci3lJ9ePZZhSb3dLqdLWEj4ydxJqZTXNFj34cZ0U58eKuOBt/bw5QkpfC1rcNsLdBMWEn5y4fBEEntH8NqmI26XYozxs/KaBr7//CZS4qP41TXjaX5OWs9gIeEnYaEhfGViKqt3F1FeY481Naa7UFV++NIWCk7U8tCCycT36n53VZ+JhYQfzZs0kPpGD29uL3C7FGOMn/zvRwdYuaOQxbNHMyWtr9vldDkLCT+aMCiejMQYXrUmJ2O6hc2HT/DrN3YxY8wAbr0w3e1yXGEh4UciwrzJA/l4/3GOnqhxuxxjjA+OV9Vz598/pX9sFP9z/YQedR6iJQsJP5s7KRVVWLb5aNszG2MCUpNH+f7zmyiurOPRG6fQJzrC7ZJcYyHhZ0P6xXDO0L68mH0YVXW7HGPMWfjD23tYs7eEn83NZMKgPm6X4yoLiU6wYFoa+0uqWJ8XUE9cNca0w9s7C/nTO7l8LWsQ88/pOfdDtMZCohPMGZ9CXFQYz31yyO1SjDEdkFt0kh+8sJlxA+P4+dxxPfY8REsWEp0gKjyUa6cM4s3txzheVe92OcaYdqiobeC2p7OJCAvhLzdlERUe6nZJAcGnkBCRBBFZJSJ7nXevFxGLyBMiUiQi29u7vIjcKyK5IpIjIlf6UqcbFkxLo77Jwyuf5rtdijGmDR6P8oPnN3OwtJqHb5jCwD693C4pYPh6JLEYWK2qI4DVzrA3TwKz2ru8iIwF5gOZznKPiEhQxfqo5FimDunLs58cshPYxgS4B1blsHp3ET++aiznZfRzu5yA4mtIzAWWOp+XAvO8zaSqHwDezuK2tvxc4HlVrVPV/UAuMM3HWrvcgmlp5BVX8cl+O4FtTKB6bdMRHn53H1/PGsw3zx/idjkBx9eQGKCqBQDOe38/LT8QONxivnxn3BeIyG0iki0i2cXFgdUD65fHpxAbFcbT6w+6XYoxxotNh8r44ctbmZaewC/m2Ylqb9oMCRF5W0S2e3nN7cS6vP2kvLbZqOoSVc1S1aykpKROLKnjekWE8vWswbyx/ZjdgW1MgDl6oobvPLWR5LgoHrtxKhFhdh2PN23+q6jqDFUd5+W1DCgUkRQA572og9tvbfl8oOUFyoOAoLyFeeEFQ1FVlq474HYpxhhHZW0D33pyA7UNTfx1YRYJMT33juq2+Bqdy4GFzueFwDI/Lb8cmC8ikSKSDowAPvGxVlcMTohm1rhknvv4EFV1jW6XY0yP19jk4a5nN7G36CSP3DCFkQNi3S4poPkaEvcDM0VkLzDTGUZEUkVkxamZROQ5YB0wSkTyReTWMy2vqjuAF4GdwJvAnaoatM8FvfXCDCpqG3lpo10Oa4ybVJWfLN/B+3uK+e9547h4ZGA1UQci6U6XZ2ZlZWl2drbbZXg17+GPOFFdzzv/cSkhIXZyzBg3LPlgH79asZtFlwxj8ezRbpcTMERko6pmeZtmZ2q6yK0XpnOgtJrVuzt62sYY4w/LNh/hVyt28+XxKfzwylFulxM0LCS6yOxxyaTGR/H4mjy3SzGmx1mbW8I9/9jCtPQEHvjaRDua7wALiS4SFhrCty5M55P9x9lwwG6uM6ar7Cqo4PanN5KeGMPj1idTh1lIdKEbzh1Cv5gIHlq91+1SjOkRDh+vZuETnxATGcaTt0wjPjrc7ZKCjoVEF+oVEcq3L8pgzd4SNh8+4XY5xnRrxZV13Pi3j6lr9PDUrdNItU77zoqFRBe76fwh9IkO5092NGFMp6mobWDhE59QVFHHEzefY/dC+MBCoov1jgzj1unprN5dxPYj5W6XY0y3U9vQxHeWZrOnsJJHb5zC1CFen2Bg2slCwgULpw8lNiqMP71jRxPG+FN9o4dFz2zkkwPHeeBrE7l0VEf7HDWns5BwQVxUOLdMT2fljkJ2FVS4XY4x3UJjk4fvP7+J93KK+dU145k7yWvH0aaDLCRccuv0dOKiwvjtm7vdLsWYoOfxKD98eStvbD/G//3yGBZMS3O7pG7DQsIl8dHhfPey4bybU8y6faVul2NM0FJV/u+y7bzy6RF+MGMk374ow+2SuhULCRfdfMFQUuKjuP/N3faIU2POwqkO+579+BCLLhnGv10x3O2Suh0LCRdFhYdy98yRbDl8gje2H3O7HGOCiqry89d38tS6g3znonR+NGuUPVmuE1hIuOzaKYMYNSCW363MoaHJ43Y5xgQFVeVXK3bxvx8d4JbpQ/nPOWMsIDqJhYTLQkOEH80exf6SKp7fcLjtBYzp4VSV//7XLh5fs5+F5w/hx1eNtYDoRBYSAeCyUf2Zlp7AH1btobymwe1yjAlYqsrP/rmTv324n1umD+WnV2daQHQyC4kAICL8+KqxlFXX8+CqPW6XY0xA8niU/1q2nSfXHuDbF6bbEUQXsZAIEOMGxnPDuUN4at0Bdh61G+yMaanJo9z7yjaeWX+I2y/J4L4v2zmIrmIhEUDu+dIo+kRH8JPl2+2SWGMcDc6d1C9kH+bfLh/O4lmjLSC6kIVEAImPDudHs0ax4UAZr2464nY5xriutqGJO57ZyOtbC7h39mju/pJd5trVLCQCzPVTBzNpcB9+tWI3FbV2Etv0XFV1jdy6dANv7yriF3Mzuf2SYW6X1CP5FBIikiAiq0Rkr/PutU9eEXlCRIpEZPtp438nIrtFZKuIvCoifZzxQ0WkRkQ2O6/HfKkzmISECD+fm0lpVR0PrMxxuxxjXHG8qp5vPL6e9XnH+Z/rJ3LT+UPdLqnH8vVIYjGwWlVHAKudYW+eBGZ5Gb8KGKeqE4A9wL0tpu1T1UnOa5GPdQaVCYP68M3zhvDU+oP2PGzT4xw5UcP1j61l17FKHrtxKtdNHeR2ST2aryExF1jqfF4KzPM2k6p+AHzh205V31LVRmdwPWC/DY4fzhrNoL69+OFLW6mpb3K7HGO6RG7RSa57dC1FFXU8/a1pzBw7wO2SejxfQ2KAqhYAOO++POHjW8AbLYbTRWSTiLwvIhe1tpCI3CYi2SKSXVxc7MPmA0tMZBi/uXYC+0uq+P0qa3Yy3V/2geNc99haGpqUF24/n3Mz+rldkqEdISEib4vIdi+vuf4qQkTuAxqBvzujCoA0VZ0M3A08KyJx3pZV1SWqmqWqWUlJSf4qKSBcMDyRb5ybxt8+3M/Gg2Vul2NMp3lz+zFu+OvH9I2O4JU7LmBsqtf/7sYFbYaEqs5Q1XFeXsuAQhFJAXDeizpagIgsBK4CblDn5gBVrVPVUufzRmAfMLKj6+4O7p09muS4KH740hZqG6zZyXQ/S9ce4I6/b2Rsahwv33EBaf2i3S7JtOBrc9NyYKHzeSGwrCMLi8gs4EfA1apa3WJ8koiEOp8zgBFAno+1BqXYqHB+/dUJ7Cuu4oG3rNnJdB9NHuWX/9rJT5bvYOaYATz77fNIiIlwuyxzGl9D4n5gpojsBWY6w4hIqoisODWTiDwHrANGiUi+iNzqTPozEAusOu1S14uBrSKyBXgJWKSqPfYyn0tGJnHjeWk8vmY/7+V0+GDNmIBTXd/IHc9s/Kwn10dvnEqviFC3yzJeSHfq/iErK0uzs7PdLqNT1DY0Me/hjyg5WceK719E/9got0sy5qwUVtRy69IN7DxawY+vGsvN09PdLqnHE5GNqprlbZrdcR0kosJD+dOCyZysa+TuF7bg8XSfcDc9x46j5cz980fsL67irwuzLCCCgIVEEBkxIJYfX5XJh7kl/OWDHnmKxgSxf20t4LpH1yEC/1h0AZePtnsggoGFRJBZMG0wXx6fwgNv5fDpIbss1gQ+j0f5/Vs53Pnsp4xNjWPZXdPtEtcgYiERZESEX107nuT4KL77zKcUVda6XZIxraqqa2TRMxt56J1crp86iGe/c66dTwsyFhJBKL5XOH+5aSonaur57jOfUt/ocbskY75gX/FJ5j38EW/vKuTHV43lt9dNIDLMrmAKNhYSQSozNZ7fXTeR7INl/PSfO9wux5jPWbnjGHP//BGlVfU8feu5fOvCdHsORJAKc7sAc/a+MjGVHUcreOz9fWSmxnHDuUPcLsn0cE0e5cFVe/jzu7lMGBTPozdOZWCfXm6XZXxgIRHk/s+Vo9h9rIKfLNvByAGxnDM0we2STA9VcrKOH7ywmTV7S5h/zmB+enUmUeHWvBTsrLkpyIWGCH+cP5nBCdHc9lQ2ecUn3S7J9EDr80qZ88c1fLL/OPdfO577vzrBAqKbsJDoBuJ7hfPEzecQIsI3n/jErngyXcbjUR5+N5dvPL6e3pFhvHbndOZPS3O7LONHFhLdRHpiDE/cfA6lJ+u5+YkNVNrzsU0nK6qs5eYnN/C7lTl8eUIqy793IWNS7P6H7sZCohuZOLgPj9w4hZzCShY9s9EujTWd5t3dRcz54xo+zivlv+eN46H5k+gdaac4uyMLiW7mslH9+c1XJ/BRbin3/GMLTdbHk/Gj2oYmfvbPHdzy5AYSe0fy+vcu5Mbzhtjlrd2YRX83dN3UQRRV1vLbN3OIDAvhN1+dQEiI/Sc2vtlVUMEPXtjM7mOV3HzBUBbPHm0np3sAC4lu6ruXDqe2wcNDq/cCWFCYs9bkUZZ8kMfvV+UQ3yuCJ27Oss75ehALiW7sBzNGgCoPvZOLCNx/rQWF6ZiDpVXc/eIWNh4sY/a4ZH55zXh7elwPYyHRjYkIP5g5EgX+9E4ugvDra8dbUJg2eTzKU+sO8NuVOYSGCH/4+iTmTkq1cw89kIVENyci3D1zJKrw53dzaWjy8JvrJhAeatcsGO/2FZ9k8ctb2XCgjItHJvGbr44nJd661uipLCR6ABHhP740ksiwEB5YtYeSqnoevWEKMXbJommhscnD42v28+Dbe+gVHsr/XD+Rr04ZaEcPPZx9S/QQIsL3rhhBUmwk//nqNhY8vp4nbj6HxN6RbpdmAsDmwye479Vt7DhawazMZH4+L9Oe+2AAH++TEJEEEVklInud976tzPeEiBSJyPbTxv9URI6IyGbnNafFtHtFJFdEckTkSl/qNP/f/GlpLLkpi5xjlVz36FoOlVa7XZJxUXlNA//12naueeQjSk7W8egNU3jspqkWEOYzvjZMLwZWq+oIYLUz7M2TwKxWpj2oqpOc1woAERkLzAcyneUeERG7INtPZowdwLPfOZcTNQ1c++hHbDhw3O2STBdTVZZtPsKM37/P3z8+yM0XDOXtuy9h9vgUt0szAcbXkJgLLHU+LwXmeZtJVT8AOvJNNBd4XlXrVHU/kAtM86FOc5qpQxJ4adEFxEaFs2DJep5efxBVuzu7J9hxtJyvL1nP95/fTEp8FMvuvJCffCWT2Khwt0szAcjXkBigqgUAznv/s1jHXSKy1WmSOtVcNRA43GKefGec8aPh/Xvz2p3TuWhEIv/12nYWv7yNusYmt8syneR4VT33vbqNr/zpQ/YWVvLLa8bx6nenM35QvNulmQDW5olrEXkbSPYy6T4/bP9R4BeAOu8PAN8CvF1O4fXPXBG5DbgNIC3NuijuqPhe4fx14TmfPU1sT1Elj94wleR4a5PuLuobPTyz/iB/eHsPVfVNLLxgKP9+xUjio+3IwbStzZBQ1RmtTRORQhFJUdUCEUkBijqycVUtbLGux4HXncF8YHCLWQcBR1tZxxJgCUBWVpa1l5yF0BDhnitHkZkax3/8Ywuz//gB9391AldmevvbwAQLj0f517YCfrcyh0PHq7loRCI/vmosIwbEul2aCSK+NjctBxY6nxcCyzqysBMsp1wDnLr6aTkwX0QiRSQdGAF84mOtpg2zx6ew/K4LGdi3F7c/vZF7X9lGdX2j22WZs7BuXynzHvmI7z23ieiIUJ761jSevvVcCwjTYb7eJ3E/8KKI3AocAq4HEJFU4K+qOscZfg64FEgUkXzgJ6r6N+C3IjKJ5qakA8DtAKq6Q0ReBHYCjcCdqmqN5V1geP/evHLHdB5YlcOSD/L4OK+UP86fbO3WQeLTQ2U8uGoPa/aWkBofxQPXT2Te5IGEWlcs5ixJd7qiJSsrS7Ozs90uo9tYm1vC3S9uobSqjjsuGcZ3LxtuXUMHqK35J3hw1R7ezSmmX0wEiy4Zxk3nD7Gfl2kXEdmoqllep1lImDM5UV3Pz/65k1c3HSE9MYZfzhvHBcMT3S7LOD49VMYj7+by9q4i+kSHc/vFw/jm+UOsyxXTIRYSxmcf7i3hvte2cbC0mmunDOS+OWPoZ116uEJV+WBvCY++l8v6vOP0iQ7n1unp3Dx9qN3rYM6KhYTxi9qGJv78Ti5/+WAf0RFhfO/y4dx0/hAiw6xJoys0NHl4Y/sxlnywj+1HKkiOi+LbF6WzYFqaHTkYn1hIGL/aU1jJL17fyZq9JQzq24t7vjSKqyem2nMqOknpyTqe++QQT68/SGFFHRmJMSy6ZBhzJ6daQBu/sJAwnWLN3mJ+vWI3OwsqyEyN40ezRnPRiETrWtoPVJXtRyp4ev0BXtt8lPpGDxeNSOSW6UO5dGR/C2TjVxYSptN4PMryLUf53cocjpyoYcKgeO64ZBhfyky2yy7PQnlNA8s3H+G5Tw6zs6CCXuGhXDtlIDdfMNTucTCdxkLCdLq6xiZe3niEv3ywj4Ol1WQkxnD7JRnMmzzQmkTa0ORR1u0r5ZVN+azYVkBtg4fM1DjmT0vj6ompxPeyk9Gmc1lImC7T5FHe2F7Ao+/tY8fRChJ7R3Ld1EHMP2cwQxNj3C4vYKgqmw+fYPmWo7y+tYDiyjpiI8O4elIqC6alMW6g3bxouo6FhOlyqsqavSU8te4g7+YU0eRRLhjWjwXT0vhS5oAeeXTR5FE2Hixj1c5jrNxRyKHj1USEhXD5qP7MnZTKZaP7281vxhUWEsZVx8pr+Uf2YZ7fcJgjJ2qIjQpj5tgBzBmXwoUjErv1F2NlbQPr9pWyamch7+wuorSqnvBQ4fxhiVw1IYUrM5OtOcm4zkLCBASPR/kwt4TlW47y1o5jVNQ20jsyjCvG9Gfm2AFcMCyRhJgIt8v0SX2jh02Hyvgot4QPc0vYkl9Ok0eJjQrj8tHN+3nJyCS76c0EFAsJE3DqGz2syyvljW0FrNxxjLLqBgDGpMQxfVg/pg9PJGto34D/Mi2urOPTQ2VsOnSCTw+VsTX/BLUNHkIEJgzqw4XDEz/bl/BQXztdNqZzWEiYgNbY5GHrkXLW5pbwUW4pGw+WUd/kQQTSE2MYPzD+s9eY1DjiXAiOhiYPecVV5BRWknOsgpxjlewqqOTIiRoAwkOFzNR4Jqf14fyMfpyb0c+akUzQsJAwQaW2oYnsA2VsPFjGtiPlbD9SzrGK2s+mJ8REMKRfNEP7xZCWEM2gvr1I7B1JQkwECTER9OsdQXRE+7qpUFWq6psoq6rneFU9x6vrOX6yniMnajh8vJr8shoOl1VTUF5Lk6f5/0pYiJCRFMOo5DgmDmoOhszU+G59bsV0bxYSJugVVday/Ug5ewpPcrC0moOlVRwsreZoeQ3efoUjQkOICAshMqz5PSIshNAQobFJqW/0UN/kob7RQ11jEw1N3v8P9I+NZLATQoP7RjO8f29GJceSkRTTI6/OMt3XmULCegUzQaF/bBSXj47i8tEDPje+tqGJwopaSquajwCOV9VTWlXPiZr65jA49Wry0OhRIkJDCA+V5uAIDSUiLIS+0eH0jYkgITqi+T0mgpT4KDsyMAYLCRPkosJDGdIvhiH97EY9YzqDXW5hjDGmVRYSxhhjWmUhYYwxplUWEsYYY1rlU0iISIKIrBKRvc5731bme0JEikRk+2njXxCRzc7rgIhsdsYPFZGaFtMe86VOY4wxZ8fXI4nFwGpVHQGsdoa9eRKYdfpIVf26qk5S1UnAy8ArLSbvOzVNVRf5WKcxxpiz4GtIzAWWOp+XAvO8zaSqHwDHW1uJND/v8mvAcz7WY4wxxo98DYkBqloA4Lz3P8v1XAQUqureFuPSRWSTiLwvIhe1tqCI3CYi2SKSXVxcfJabN8YY402bN9OJyNtAspdJ9/mxjgV8/iiiAEhT1VIRmQq8JiKZqlpx+oKqugRY4tRaLCIHz7KGRKDkLJcNVrbPPYPtc8/gyz4PaW1CmyGhqjNamyYihSKSoqoFIpICFHW0MhEJA64FprbYZh1Q53zeKCL7gJHAGTtmUtWkjm6/RR3ZrfVd0l3ZPvcMts89Q2fts6/NTcuBhc7nhcCys1jHDGC3quafGiEiSSIS6nzOAEYAeT7WaowxpoN8DYn7gZkisheY6QwjIqkisuLUTCLyHLAOGCUi+SJya4t1zOeLJ6wvBraKyBbgJWCRqrZ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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -871,15 +905,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[35] loss: 0.000\n"
+      "[35] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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JvqDW+j9v/mGbJpj/Jcl7k/xWkv81ye+Pf84/SvKjm77lTyT5oiSvSvJPSinzSd6U5GPjn/X3k6wk+fJa6yuTvCbJ/6+UUra7Q6WUz8qoCuAzk/yVJH9yi9vcmuTLk3zKeFz/+6YvvyjJn0vyF5O8uZRy6IJv/+Mkn1tr/cwk35rk/xh//g1JXpzkMyfXbHx//mWSr6i1flaSH07y7Zt+1lqt9XMzmpB/Nsk3JPnUJF9TRrtYPjnJX0/yOePrOkzyVePvvS7Ju2utn57k15P87VrrbyV5e5K/P75+H9vuOgH0Qa31RJLfSfLa8aden+TfJ7ktyf83o7nslRnNWf/Tpm9dqbX+mVrrvx1/7avGz6vLkxuUUu5I8n8n+avj5+K/Nv7SdvPEdv6HJEvjuePbk3zWFrd5bZKnaq2fXmv91CS/uOlrZ2utr8po3v6eLb73p2qtf3I8xj9K8vXjz39fkv88/vwrk3xoB/POr43ns3MZzZ1/IaP5dPL64euTnKm1/smM5t+/XUp58fhrn5lRVcErkrxk/Du+L8lTSV5Ta33NJa4TALuz+b3eT1/itt+b5HvHz99PXfC1y33+3mp++s0krx7PkW9L8g/GFWybFyh/Y3zbe5L8mSRfmtHGya183XheeijJN5dSbht//nnvlXZwPycuNpcB0CHluW2Fv62U8iOllHeNN3f8lVLKPyujze+/OF7j23bz+zY//5vL+Q35b9tqI0gp5Y4y2rz4nvF/n7NpPP9PKeU/ldEG+r+93e+BaZib9gBgD5bHi15JRrsFM3pDkSSfnVGolCT/T5J/tun7/kOtdbjVDyylPJjku5L8+VrreinlzyT5q0lSa/1P47DnpvHNf77WuppktZRyLMldW/3IJP9HKeVzkzRJXjC+3TPb3Kc/m+Sna61L4/G8fYvbnM0obPuhUsrPJ9ncJ/8naq1Nko+WUh7JKLjb7KYkPzK+nzXJ/PjzX5DkzbXWwfi+niylfGpGIdcvjXO82SRPb/pZk7H9QZIP1VqfHo/5kST3Z/Qm8LOSvGf8/YeTHBt/z9qmcf9uRguTADzfpIXiz47//Lokr85oce+/jJ9fDyT5r5u+59/v4Oe+Osmv11ofTUbP++PPbzdPbOdzM954Umv9QCnlA1vc5g+SfHcp5TuT/NymBcPJ/Zv8+S+2+N5PLaMK5JuTXJ/knePP//kkXz3+vcMkZ0opfyMXn3cmYdwfJFkdz/N/kNGGkiT5wiSftmlH/01JHhx/7+/UWp9IRpXl4+/5ze0uCgB79pz3epfw2Rm1YU+Sf5fkuzd97XKfv7ean+5L8u/HC4gHkjx6ke//mfH7sj+cVHpt4ZtLKV8+/vv9Gc05J7L9e6WL3c+J7eayi40VgG54aUYb8l+R0fvDv1pr/QfjzSV/cbyG+C+TvK7WeryMOnh8e0bvMbfypiQvrrWullJurrWeLqW8OclCrXXSterfZbQx5DfLqEvXO5N88vj7Py2j953XJfn9UsrP11q329QBV5VQjL6om/6+uNUNSinXJfmJjKqWJk/SW1V1TX7W6qbPDbP14+mrktyR5LPGi2+PJbmweutiY33+F2sdlFJeleTzM1og/caMFge3+t4LP/6nSX611vrl4x0evzb+fNnitiWjsOuztxnK5P43ee61aDK6FiXJj9Ra/+EW37tea538vu2uHQDJzyT556WUVyY5XGv9vVLKC5L8Uq31K7f5ni3nuQts9byfbD9PXMyl5q2PjCuhvyTJ/1lKeVetdVKdtfl7t/o5b03yl2ut7x9vfvm8i/yqnc47G/NWrbUppcxt+v5vqrW+c/M3llI+Lzub8wG49lzu8/dW89O/TPLPa61vH88N37bD3/u895Tj7/+CJJ9da10qpfxazr9P3Mt7pS3nMgB64Rc2bfybzXM3Bb4ooyNaLrb5/UIfyKiT1M9k9L50K1+Q5BWbmmLdWEq5Yfz3nx13K1kuo3bFr7rIz4GrSvtEuuq3MgqMklEwtZPdgP8myb+5YAf7r4+/f/LG5dla69mL/IxzSW7Y9PFNSY6NJ6XXJHnhJcbw60m+vIzOaLkhyV+68AZldG7MTbXWd2TUCuQzNn35r5VSZsroPK6XJPnwBd9+U5Inx3//mk2ff1eSN04WBsctGj+c5I5SymePPzdfSvmUS4x/s19J8hWllDsnP7OUcqn7f+H1A+i1WutCRsHUD+f8rvV3J/mccv6MkyOllE/a5kds97z6X5P8uUlLpfHzfrL9PLGdzfPkp2a0G/A5Sin3ZtRi8d9mtKv9lZu+/Nc3/flfL/ze8difHrf7+KpNn/+VjFo3Ts5PuTGXN+9s9s4k/8Om1iKfNN4wczHmLYDpe3fG3T1y/j3gpVzq+Xur+WnzHPk3d/GztnJTklPjQOxPZLST/lJ2cj8vZy4DoBs2Nv7l+ZsCJ5vXPzQ5PqbW+t/UWr/wIj/vLyb5gYy6cfzups2Em81ktMFj8jNfUGs9N/7apTbuw9QIxeiqb07yteM2Tn8jyd+52I3Hi2ZfkeTryvne9Q9ltPvvofHP+Y48983P84zPf/kvpZQPllK+K6PzzB4qpbw3o8W8P77E9/9eRm2v3pfkPyb5jS1udkOSnxuP6T8n+bubvvbh8ed+Ickba60rF3zvP8tol/5/yWhHyMQPJflEkg+UUt6f5L+tta6Nr8l3jj/3vuziMM1a6x9mdObNu8Zj/aWMeutfzNuS/P0yOrz6pTv9XQAd9+NJPj2j58jUWo9nFFj9+Pj59d15frvcibdmdMbk+0ophyefHP+MNyT5qfFz/KTl4nbzxHZ+MMn143H8g4zOQLvQf5Pkd8Ztq/5xnnsW5sFSym9nNE//3S2+939J8tsZzSGb59C/k+Q1412Qv5vROZuXM+9s9kNJ/jDJ75VSPpjk/8qld+e/JckvjHc+AjAd35Lkfyql/E5Gz/tndvA9l3r+3mp++rYk/6GU8htJnt102/9/Rhsb31dK+bM7HPMvJpkbz1f/NKO5/FK+JZe+n5czlwHQDzve/F5KmUlyf631VzN6n3dzRu3sL9wI8q6MOlhNvu8zNn3tdaWUQ2V0ZubnJXnPvt0T2KNyPjQG2qyU8taMzmr5yWmPBQAuZdxS+KFa67OXui0AbKeUciSjM8hqKeX1Sb6y1vq6Pfy8x3INzk/7fT8BaJ9SyrdlfKbXuKPV36u1funmz49vt1BrvX6L7/mMjM6EvimjTRPfU2v9v7f4PfNJfnV8u5Lk39Zav2PcoeQnM6o++6Ykf5RRNdknj3/er9da3zj+nfdmdM7ZA0n+2Va/B6ZFKAYdIRQDoE2u1UVHANplXJ31/Rkt2p1O8nW11of38PMeyzU4P+33/QSAK+XCkA6uNUIxAAAAAABgz4RiXOuEYgAAAAAA0DOllB9I8jkXfPp7a63/ZhrjgatBKAYAAAAAAEDnzUx7AAAAAAAAAHClCcUAAAAAAADoPKEYAAAAAAAAnScUAwAAAAAAoPOEYgAAAAAAAHTe/wvzATNrOz4lxQAAAABJRU5ErkJggg==",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -890,15 +924,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[36] loss: 0.000\n"
+      "[36] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -909,15 +943,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[37] loss: 0.000\n"
+      "[37] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -928,15 +962,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[38] loss: 0.000\n"
+      "[38] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -947,15 +981,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[39] loss: 0.000\n"
+      "[39] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -966,15 +1000,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[40] loss: 0.000\n"
+      "[40] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -985,15 +1019,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[41] loss: 0.000\n"
+      "[41] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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JvqDW+j9v/mGbJpj/Jcl7k/xWkv81ye+Pf84/SvKjm77lTyT5oiSvSvJPSinzSd6U5GPjn/X3k6wk+fJa6yuTvCbJ/6+UUra7Q6WUz8qoCuAzk/yVJH9yi9vcmuTLk3zKeFz/+6YvvyjJn0vyF5O8uZRy6IJv/+Mkn1tr/cwk35rk/xh//g1JXpzkMyfXbHx//mWSr6i1flaSH07y7Zt+1lqt9XMzmpB/Nsk3JPnUJF9TRrtYPjnJX0/yOePrOkzyVePvvS7Ju2utn57k15P87VrrbyV5e5K/P75+H9vuOgH0Qa31RJLfSfLa8aden+TfJ7ktyf83o7nslRnNWf/Tpm9dqbX+mVrrvx1/7avGz6vLkxuUUu5I8n8n+avj5+K/Nv7SdvPEdv6HJEvjuePbk3zWFrd5bZKnaq2fXmv91CS/uOlrZ2utr8po3v6eLb73p2qtf3I8xj9K8vXjz39fkv88/vwrk3xoB/POr43ns3MZzZ1/IaP5dPL64euTnKm1/smM5t+/XUp58fhrn5lRVcErkrxk/Du+L8lTSV5Ta33NJa4TALuz+b3eT1/itt+b5HvHz99PXfC1y33+3mp++s0krx7PkW9L8g/GFWybFyh/Y3zbe5L8mSRfmtHGya183XheeijJN5dSbht//nnvlXZwPycuNpcB0CHluW2Fv62U8iOllHeNN3f8lVLKPyujze+/OF7j23bz+zY//5vL+Q35b9tqI0gp5Y4y2rz4nvF/n7NpPP9PKeU/ldEG+r+93e+BaZib9gBgD5bHi15JRrsFM3pDkSSfnVGolCT/T5J/tun7/kOtdbjVDyylPJjku5L8+VrreinlzyT5q0lSa/1P47DnpvHNf77WuppktZRyLMldW/3IJP9HKeVzkzRJXjC+3TPb3Kc/m+Sna61L4/G8fYvbnM0obPuhUsrPJ9ncJ/8naq1Nko+WUh7JKLjb7KYkPzK+nzXJ/PjzX5DkzbXWwfi+niylfGpGIdcvjXO82SRPb/pZk7H9QZIP1VqfHo/5kST3Z/Qm8LOSvGf8/YeTHBt/z9qmcf9uRguTADzfpIXiz47//Lokr85oce+/jJ9fDyT5r5u+59/v4Oe+Osmv11ofTUbP++PPbzdPbOdzM954Umv9QCnlA1vc5g+SfHcp5TuT/NymBcPJ/Zv8+S+2+N5PLaMK5JuTXJ/knePP//kkXz3+vcMkZ0opfyMXn3cmYdwfJFkdz/N/kNGGkiT5wiSftmlH/01JHhx/7+/UWp9IRpXl4+/5ze0uCgB79pz3epfw2Rm1YU+Sf5fkuzd97XKfv7ean+5L8u/HC4gHkjx6ke//mfH7sj+cVHpt4ZtLKV8+/vv9Gc05J7L9e6WL3c+J7eayi40VgG54aUYb8l+R0fvDv1pr/QfjzSV/cbyG+C+TvK7WeryMOnh8e0bvMbfypiQvrrWullJurrWeLqW8OclCrXXSterfZbQx5DfLqEvXO5N88vj7Py2j953XJfn9UsrP11q329QBV5VQjL6om/6+uNUNSinXJfmJjKqWJk/SW1V1TX7W6qbPDbP14+mrktyR5LPGi2+PJbmweutiY33+F2sdlFJeleTzM1og/caMFge3+t4LP/6nSX611vrl4x0evzb+fNnitiWjsOuztxnK5P43ee61aDK6FiXJj9Ra/+EW37tea538vu2uHQDJzyT556WUVyY5XGv9vVLKC5L8Uq31K7f5ni3nuQts9byfbD9PXMyl5q2PjCuhvyTJ/1lKeVetdVKdtfl7t/o5b03yl2ut7x9vfvm8i/yqnc47G/NWrbUppcxt+v5vqrW+c/M3llI+Lzub8wG49lzu8/dW89O/TPLPa61vH88N37bD3/u895Tj7/+CJJ9da10qpfxazr9P3Mt7pS3nMgB64Rc2bfybzXM3Bb4ooyNaLrb5/UIfyKiT1M9k9L50K1+Q5BWbmmLdWEq5Yfz3nx13K1kuo3bFr7rIz4GrSvtEuuq3MgqMklEwtZPdgP8myb+5YAf7r4+/f/LG5dla69mL/IxzSW7Y9PFNSY6NJ6XXJHnhJcbw60m+vIzOaLkhyV+68AZldG7MTbXWd2TUCuQzNn35r5VSZsroPK6XJPnwBd9+U5Inx3//mk2ff1eSN04WBsctGj+c5I5SymePPzdfSvmUS4x/s19J8hWllDsnP7OUcqn7f+H1A+i1WutCRsHUD+f8rvV3J/mccv6MkyOllE/a5kds97z6X5P8uUlLpfHzfrL9PLGdzfPkp2a0G/A5Sin3ZtRi8d9mtKv9lZu+/Nc3/flfL/ze8difHrf7+KpNn/+VjFo3Ts5PuTGXN+9s9s4k/8Om1iKfNN4wczHmLYDpe3fG3T1y/j3gpVzq+Xur+WnzHPk3d/GztnJTklPjQOxPZLST/lJ2cj8vZy4DoBs2Nv7l+ZsCJ5vXPzQ5PqbW+t/UWr/wIj/vLyb5gYy6cfzups2Em81ktMFj8jNfUGs9N/7apTbuw9QIxeiqb07yteM2Tn8jyd+52I3Hi2ZfkeTryvne9Q9ltPvvofHP+Y48983P84zPf/kvpZQPllK+K6PzzB4qpbw3o8W8P77E9/9eRm2v3pfkPyb5jS1udkOSnxuP6T8n+bubvvbh8ed+Ickba60rF3zvP8tol/5/yWhHyMQPJflEkg+UUt6f5L+tta6Nr8l3jj/3vuziMM1a6x9mdObNu8Zj/aWMeutfzNuS/P0yOrz6pTv9XQAd9+NJPj2j58jUWo9nFFj9+Pj59d15frvcibdmdMbk+0ophyefHP+MNyT5qfFz/KTl4nbzxHZ+MMn143H8g4zOQLvQf5Pkd8Ztq/5xnnsW5sFSym9nNE//3S2+939J8tsZzSGb59C/k+Q1412Qv5vROZuXM+9s9kNJ/jDJ75VSPpjk/8qld+e/JckvjHc+AjAd35Lkfyql/E5Gz/tndvA9l3r+3mp++rYk/6GU8htJnt102/9/Rhsb31dK+bM7HPMvJpkbz1f/NKO5/FK+JZe+n5czlwHQDzve/F5KmUlyf631VzN6n3dzRu3sL9wI8q6MOlhNvu8zNn3tdaWUQ2V0ZubnJXnPvt0T2KNyPjQG2qyU8taMzmr5yWmPBQAuZdxS+KFa67OXui0AbKeUciSjM8hqKeX1Sb6y1vq6Pfy8x3INzk/7fT8BaJ9SyrdlfKbXuKPV36u1funmz49vt1BrvX6L7/mMjM6EvimjTRPfU2v9v7f4PfNJfnV8u5Lk39Zav2PcoeQnM6o++6Ykf5RRNdknj3/er9da3zj+nfdmdM7ZA0n+2Va/B6ZFKAYdIRQDoE2u1UVHANplXJ31/Rkt2p1O8nW11of38PMeyzU4P+33/QSAK+XCkA6uNUIxAAAAAABgz4RiXOuEYgAAAAAA0DOllB9I8jkXfPp7a63/ZhrjgatBKAYAAAAAAEDnzUx7AAAAAAAAAHClCcUAAAAAAADoPKEYAAAAAAAAnScUAwAAAAAAoPOEYgAAAAAAAHTe/wvzATNrOz4lxQAAAABJRU5ErkJggg==",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -1004,15 +1038,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[42] loss: 0.000\n"
+      "[42] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -1023,15 +1057,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[43] loss: 0.000\n"
+      "[43] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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JvqDW+j9v/mGbJpj/Jcl7k/xWkv81ye+Pf84/SvKjm77lTyT5oiSvSvJPSinzSd6U5GPjn/X3k6wk+fJa6yuTvCbJ/6+UUra7Q6WUz8qoCuAzk/yVJH9yi9vcmuTLk3zKeFz/+6YvvyjJn0vyF5O8uZRy6IJv/+Mkn1tr/cwk35rk/xh//g1JXpzkMyfXbHx//mWSr6i1flaSH07y7Zt+1lqt9XMzmpB/Nsk3JPnUJF9TRrtYPjnJX0/yOePrOkzyVePvvS7Ju2utn57k15P87VrrbyV5e5K/P75+H9vuOgH0Qa31RJLfSfLa8aden+TfJ7ktyf83o7nslRnNWf/Tpm9dqbX+mVrrvx1/7avGz6vLkxuUUu5I8n8n+avj5+K/Nv7SdvPEdv6HJEvjuePbk3zWFrd5bZKnaq2fXmv91CS/uOlrZ2utr8po3v6eLb73p2qtf3I8xj9K8vXjz39fkv88/vwrk3xoB/POr43ns3MZzZ1/IaP5dPL64euTnKm1/smM5t+/XUp58fhrn5lRVcErkrxk/Du+L8lTSV5Ta33NJa4TALuz+b3eT1/itt+b5HvHz99PXfC1y33+3mp++s0krx7PkW9L8g/GFWybFyh/Y3zbe5L8mSRfmtHGya183XheeijJN5dSbht//nnvlXZwPycuNpcB0CHluW2Fv62U8iOllHeNN3f8lVLKPyujze+/OF7j23bz+zY//5vL+Q35b9tqI0gp5Y4y2rz4nvF/n7NpPP9PKeU/ldEG+r+93e+BaZib9gBgD5bHi15JRrsFM3pDkSSfnVGolCT/T5J/tun7/kOtdbjVDyylPJjku5L8+VrreinlzyT5q0lSa/1P47DnpvHNf77WuppktZRyLMldW/3IJP9HKeVzkzRJXjC+3TPb3Kc/m+Sna61L4/G8fYvbnM0obPuhUsrPJ9ncJ/8naq1Nko+WUh7JKLjb7KYkPzK+nzXJ/PjzX5DkzbXWwfi+niylfGpGIdcvjXO82SRPb/pZk7H9QZIP1VqfHo/5kST3Z/Qm8LOSvGf8/YeTHBt/z9qmcf9uRguTADzfpIXiz47//Lokr85oce+/jJ9fDyT5r5u+59/v4Oe+Osmv11ofTUbP++PPbzdPbOdzM954Umv9QCnlA1vc5g+SfHcp5TuT/NymBcPJ/Zv8+S+2+N5PLaMK5JuTXJ/knePP//kkXz3+vcMkZ0opfyMXn3cmYdwfJFkdz/N/kNGGkiT5wiSftmlH/01JHhx/7+/UWp9IRpXl4+/5ze0uCgB79pz3epfw2Rm1YU+Sf5fkuzd97XKfv7ean+5L8u/HC4gHkjx6ke//mfH7sj+cVHpt4ZtLKV8+/vv9Gc05J7L9e6WL3c+J7eayi40VgG54aUYb8l+R0fvDv1pr/QfjzSV/cbyG+C+TvK7WeryMOnh8e0bvMbfypiQvrrWullJurrWeLqW8OclCrXXSterfZbQx5DfLqEvXO5N88vj7Py2j953XJfn9UsrP11q329QBV5VQjL6om/6+uNUNSinXJfmJjKqWJk/SW1V1TX7W6qbPDbP14+mrktyR5LPGi2+PJbmweutiY33+F2sdlFJeleTzM1og/caMFge3+t4LP/6nSX611vrl4x0evzb+fNnitiWjsOuztxnK5P43ee61aDK6FiXJj9Ra/+EW37tea538vu2uHQDJzyT556WUVyY5XGv9vVLKC5L8Uq31K7f5ni3nuQts9byfbD9PXMyl5q2PjCuhvyTJ/1lKeVetdVKdtfl7t/o5b03yl2ut7x9vfvm8i/yqnc47G/NWrbUppcxt+v5vqrW+c/M3llI+Lzub8wG49lzu8/dW89O/TPLPa61vH88N37bD3/u895Tj7/+CJJ9da10qpfxazr9P3Mt7pS3nMgB64Rc2bfybzXM3Bb4ooyNaLrb5/UIfyKiT1M9k9L50K1+Q5BWbmmLdWEq5Yfz3nx13K1kuo3bFr7rIz4GrSvtEuuq3MgqMklEwtZPdgP8myb+5YAf7r4+/f/LG5dla69mL/IxzSW7Y9PFNSY6NJ6XXJHnhJcbw60m+vIzOaLkhyV+68AZldG7MTbXWd2TUCuQzNn35r5VSZsroPK6XJPnwBd9+U5Inx3//mk2ff1eSN04WBsctGj+c5I5SymePPzdfSvmUS4x/s19J8hWllDsnP7OUcqn7f+H1A+i1WutCRsHUD+f8rvV3J/mccv6MkyOllE/a5kds97z6X5P8uUlLpfHzfrL9PLGdzfPkp2a0G/A5Sin3ZtRi8d9mtKv9lZu+/Nc3/flfL/ze8difHrf7+KpNn/+VjFo3Ts5PuTGXN+9s9s4k/8Om1iKfNN4wczHmLYDpe3fG3T1y/j3gpVzq+Xur+WnzHPk3d/GztnJTklPjQOxPZLST/lJ2cj8vZy4DoBs2Nv7l+ZsCJ5vXPzQ5PqbW+t/UWr/wIj/vLyb5gYy6cfzups2Em81ktMFj8jNfUGs9N/7apTbuw9QIxeiqb07yteM2Tn8jyd+52I3Hi2ZfkeTryvne9Q9ltPvvofHP+Y48983P84zPf/kvpZQPllK+K6PzzB4qpbw3o8W8P77E9/9eRm2v3pfkPyb5jS1udkOSnxuP6T8n+bubvvbh8ed+Ickba60rF3zvP8tol/5/yWhHyMQPJflEkg+UUt6f5L+tta6Nr8l3jj/3vuziMM1a6x9mdObNu8Zj/aWMeutfzNuS/P0yOrz6pTv9XQAd9+NJPj2j58jUWo9nFFj9+Pj59d15frvcibdmdMbk+0ophyefHP+MNyT5qfFz/KTl4nbzxHZ+MMn143H8g4zOQLvQf5Pkd8Ztq/5xnnsW5sFSym9nNE//3S2+939J8tsZzSGb59C/k+Q1412Qv5vROZuXM+9s9kNJ/jDJ75VSPpjk/8qld+e/JckvjHc+AjAd35Lkfyql/E5Gz/tndvA9l3r+3mp++rYk/6GU8htJnt102/9/Rhsb31dK+bM7HPMvJpkbz1f/NKO5/FK+JZe+n5czlwHQDzve/F5KmUlyf631VzN6n3dzRu3sL9wI8q6MOlhNvu8zNn3tdaWUQ2V0ZubnJXnPvt0T2KNyPjQG2qyU8taMzmr5yWmPBQAuZdxS+KFa67OXui0AbKeUciSjM8hqKeX1Sb6y1vq6Pfy8x3INzk/7fT8BaJ9SyrdlfKbXuKPV36u1funmz49vt1BrvX6L7/mMjM6EvimjTRPfU2v9v7f4PfNJfnV8u5Lk39Zav2PcoeQnM6o++6Ykf5RRNdknj3/er9da3zj+nfdmdM7ZA0n+2Va/B6ZFKAYdIRQDoE2u1UVHANplXJ31/Rkt2p1O8nW11of38PMeyzU4P+33/QSAK+XCkA6uNUIxAAAAAABgz4RiXOuEYgAAAAAA0DOllB9I8jkXfPp7a63/ZhrjgatBKAYAAAAAAEDnzUx7AAAAAAAAAHClCcUAAAAAAADoPKEYAAAAAAAAnScUAwAAAAAAoPOEYgAAAAAAAHTe/wvzATNrOz4lxQAAAABJRU5ErkJggg==",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -1042,15 +1076,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[44] loss: 0.000\n"
+      "[44] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -1061,15 +1095,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[45] loss: 0.000\n"
+      "[45] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -1080,15 +1114,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[46] loss: 0.000\n"
+      "[46] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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P4TP7j2d07ILO5xfx+ps25XU3bMj7PvmYbjFgUZsdn7huuU4x6kUoBgAAi9TH9oymPTHtAPEl+NbXXptNqwbyU3/6aNWlAPAcPvTAoaxd3p+33bKl6lIWve9/28052r6Q3/j8U1WXAvC8Tp2bysqB3gz0iRioF08sAAAsUh964FCuXDuYL7thY9WlLHrLB3rznW+8IZ9+9HgePGi3GMBi0p6Yyh/vbuXr7rgiy/p6qy5n0fuyGzbm7mvX5+f/7LFcmNYtBixOp89NZt0KXWLUj1AMAAAWoaNjE/nUvmP5m3ddlZ6eoupyauHbXndt1q/oz09/fH/VpQDwDB/54kgmprr5xrt0Pr8URVHk+992c0bOTORD9x+uuhyA53Tq3GTWr7RPjPoRigEAwCL0O184nG6ZfIMDxJds5bK+fOcbb8jHh47mi4fOVF0OADM+dP/h3LB5ZV51zbqqS6mNN968Ka+6Zl1+7s/2Z6rTrbocgL/m1LmprNcpRg0JxQAAYJEpyzIfuv9w7ty+LjduXlV1ObXy977s2qwZ7MtPf9xuMYDF4OCJc7nviZP5xruuTlHofH6pLnaL3ZRDp87ntx/ULQYsPmfOTxmfSC0JxQAAYJHZfWQsw6NtY6YuwerB/vz9N1yfj+4Zzd6RsarLAVjyPvTAoRRF8g13XVV1KbXzlp1bcvtVa/Kzn9ifad1iwCJz6txk1i03PpH6EYoBAMAi8/sPj6Svp8jXvfLKqkuppfe8/vqsWtaXn7FbDKByf/DFkbzu+o25Yu3yqkupnaIo8o/eenOePHEuv/fwkarLAXhap1vmzPmprF8hFKN+hGIAALDIfHRPK19248as9UPmJVm7oj/f8frr8pFHRvLoaLvqcgCWrMePjWf/0fG88/ZtVZdSW2+/ZWt2bVudn/74/nS6ZdXlACRJxs5PpSxjfCK1JBQDAIBFZP/R8Tx+7GzefuvWqkuptb//huuzvL83P/MJ3WIAVfnYntEkyVd6p12ynp6L3WKPHzubj3xxpOpyAJJcHJ2YJOtXusRH/QjFAABgEXn6APEWB4hzsWHlQL7ty67N7z10JI8dG6+6HIAl6aN7RnP7VWty1TqjE+fiq2/flpu3rMpPf/zRdHWLAYvA6fNTSXSKUU9CMQAAWEQ+tqeVV1y1Nlc6QJyzf/DGGzLQ15Of1S0GsOCOtS/kgYOn8vZbjE6cq56eIt/31puyb3Q8f7y7VXU5ADk90ym2brlOMepHKAYAAIvE0bGJPPjU6bzDmKnLYtOqZfnW116b3/3CkTx54mzV5QAsKX+6dzRlmbzjNu+0y+FrX3llbti0Mj/18f0pS91iQLVOnb3YKbZepxg1JBQDAIBF4k/2Hk1ZJm93gHjZfNdX3JDeniI/94nHqi4FYEn56J7RXL1+eXZtW111KY3Q21Pke99yU/aOjOVP9h6tuhxgiXt6p5hQjBoSigEAwCLxsT2tbN+wIju3OkC8XLasGczfufua/NaDhzJy5nzV5QAsCWcvTOfe/cfzjlu3pSiKqstpjHe/6spcvX55fvYTusWAap0+N5WeIlk92Fd1KfCyCcUAAGARGL8wnc/sP5G337rVAeJl9t6vuCHdMvl/P3Wg6lIAloRP7TuWyelu3m4c8GXV19uT73rTjfnCU6fzF4+fqLocYAk7fX4y61YMpKfHzy3Uj1AMAAAWgU/tO5bJTtc+sXlwzYYVeferrsyv3XcwJ89OVl0OQON9bM9o1q3oz2uuW191KY3zTa++OptWLcvP/5mxwEB1Tp2byroV/VWXAZdEKAYAAIvAR3e3smHlQF59rQPE+fA9b7ox56c6+cBndIsBzKepTjd/OnQ0b9u1NX29jp0ut8H+3vyDN16fTz96PA89dbrqcoAl6vS5yaxbLhSjnnx3AgAAFZvqdPPxoaN5664tDhDnyc1bV+erbtuaD/z5E2lPTFVdDkBjfe6JkzlzfsroxHn0ra+7NmsG+/Jzf7a/6lKAJerU2amsXzFQdRlwSfzEDQAAFbvvwMmMTUwbnTjP/uGbb8rYxHR+9S8PVl0KQGN9dPdolvX15Ct2bKq6lMZatawv3/H66/LHu0fz6Gi76nKAJej0uYs7xaCOhGIAAFCxj+5uZbC/J2+8eXPVpTTaHdesyxtv3pT/9ukDmZjqVF0OQOOUZZmP7RnNG2/elBUDfVWX02jf8eXXZ3l/b37+k3aLAQvv9PmprLdTjJoSigEAQIW+dIC4OcsHeqsup/G+58035vj4hfyv+w9VXQpA4+wZGcvh0+fzjlu3VV1K421YOZC/+9rt+d0vHMlTJ89VXQ6whFyY7uTcZCfrV+oUo56EYgAAUKHdR8Zy5MyE3SsL5Mtu2Jg7t6/Lf/3kY5nudKsuB6BRPrp7NEWRvPWWLVWXsiT8gzfekJ4ief+nHq+6FGAJOX3u4n7etct1ilFPQjEAAKjQR/eMpqdI3rbLAeJCKIoi3/vmm3Lo1Pn83sNHqi4HoFE+tmc0d1+7PptWLau6lCVh29rBfONdV+fXP/9UjrYnqi4HWCJOnZtMkqy3U4yaEooBAECFPrq7lbuv3ZCNDhAXzFt3bcnOravzc594LN1uWXU5AI3w1Mlz2TMypvN5gX3Xm27MdKebX7j3iapLAZaI2U4xO8WoK6EYAABU5KmT5zLUaucdtzlAXEg9PUX+4VtuzKNHx/OxvaNVlwPQCH8y87+nb7dPbEFdv2llvuaVV+Z/fPbJnDk/VXU5wBJweqZTbJ1OMWpKKAYAABX56J7ZA0Sh2EL7mldcke0bVuTn/uyxlKVuMYC5+uju0dy8ZVWu37Sy6lKWnH/45hszfmE6v/IXT1RdCrAEnJrtFFupU4x6EooBAEBFPranlZ1bV+fajQ4QF1pfb0++60035KGnTufPHztRdTkAtXb63GTue+KkzueK3HLFmrx115b8wmeeyLnJ6arLARpudqfYuuU6xagnoRgAAFTg9LnJ3HfgpC6xCn3jXVfnDTdtikYxgLn5xPDRdLql0YkV+t633Ji7tq/P2HmhGDC/Tp+byrK+niwf6K26FLgkfVUXAAAAS9Fn9p9It0zesmtz1aUsWYP9vfkf3/naqssAqL1P7TuejSsH8sqr1lZdypL16ms35L99+4aqywCWgNPnJrPePjFqTKcYAABU4N79x7J6WV/uuHpd1aUAwCUryzL37j+e19+0KT09RdXlADDPTp2byroV9olRX0IxAABYYGVZ5tOPHs/rbtyYvl7fkgNQX8Oj7RxrX8gbb9pUdSkALACdYtSdn8ABAGCBPXniXA6dOp+vuNkBIgD1du+jx5Mkb/BOA1gSdIpRd0IxAABYYJ/eP3uAaJ8YAPX26UeP58bNK3PluuVVlwLAAjh9bjLrdIpRY0IxAABYYJ/edyxXrVue6zauqLoUALhkE1Od/OWBE3mjSx4AS0JZljl9birrdYpRY0IxAABYQNOdbv7isRN5482bUhRF1eUAwCV74MlTmZjq5g32iQEsCeMXpjPdLe0Uo9aEYgAAsIAeOnQm7QvTdq8AUHuf3n88fT1FXnfjxqpLAWABnD43lSR2ilFrQjEAAFhA9z56PEWRfPmNQjEA6u3eR4/nzu3rsmpZX9WlALAATp2bTBI7xag1oRgAACyge/cfy+1Xrs36lX6QBKC+Tp2dzCNHzuQNN9knBrBUnJrpFLNTjDoTigEAwAIZvzCdBw+eNjoRgNr7zGPHU5bxTgNYQk7rFKMBhGIAALBAPvvYiUx3y7zRASIANXfvo8ezerAvd1y9tupSAFggZ87bKUb9CcUAAGCBfPrRY1ne35tXX7u+6lIA4JKVZZlPP3o8r79xY/p6HS0BLBVnL3SSxC5Jas13LgAAsEA+vf947rl+Q5b19VZdCgBcsgPHz+bw6fN5w832iQEsJeenLoZiy/rECtSXpxcAABbAkdPn8/ixs0YnAlB79+4/niR5403eaQBLycRUJ4P9PSmKoupS4JIJxQAAYAHc++jFA8Q3CMUAqLlPP3o8V69fnms3rqi6FAAW0MRUJ8v7Tb2g3oRiAACwAD69/3g2r16WnVtXV10KAFyy6U43n33sRN548yadAgBLzPlJoRj1JxQDAIB51u2W+cz+43nDTQ4QAai3hw6dTvvCdN5wk31iAEvNxHQ3g0Ixak4oBgAA82zPyFhOnp20TwyA2vv0o8dTFMmX37Sx6lIAWGDnJztCMWpPKAYAAPPs07P7xG4SigFQb59+9HheedXarFsxUHUpACywialOBvtFCtSbJxgAAObZvfuPZefW1dmyZrDqUgDgko1NTOULT53OG3Q+AyxJE1OdLB/QKUa9CcUAAGAeTUx18rknTjlABKD2PvvYiXS6pX1iAEvU+alOlhufSM0JxQAAYB7dd+BkJqe7QjEAau/e/cezvL83d127rupSAKjA+alOlgnFqDmhGAAAzKN79x/PQG9PXnv9hqpLAYA5uffR43ntDRuyrM+BKMBSdGGqq1OM2hOKAQDAPPqLx07kzu3rsmKgr+pSAOCStc5M5PHjZ/OGm3Q+AyxV56c6GewXKVBvnmAAAJgn7Ymp7D5yRpcYALV33xMnkyT3eKcBLFkTdorRAEIxAACYJ/c/eSrdMrnn+o1VlwIAc3LfgRNZOdCbW69YU3UpAFSgLMucF4rRAEIxAACYJ/cdOJm+niJ3Xbuu6lIAYE7uO3Ayr75uQ/p6HSUBLEUXprspy2SZUIya850MAADMk889cTK3X7XWPjEAau3U2cnsGx03DhhgCbsw1U0SnWLUnlAMAADmwcRUJw89ZZ8YAPX3OfvEAJa881OdJMmgUIyaE4oBAMA8+MJTpzPZ6TpABKD27jtwMgN9PXnl1WurLgWAikzMhGLLB0QK1JsnGAAA5sF9B06mKJK7rxWKAVBv9z1xMndesy7L+nQHACxVs51ixidSd0IxAACYB/cdOJld29Zk7Yr+qksBgEs2fmE6jxw2DhhgqZsNxZYJxag5oRgAAFxmU51u7n/ylANEAGrv/idPpVsm91y/sepSAKjQhE4xGkIoBgAAl9kjh8/k/FTHPjEAau++AyfS11PkrmvXVV0KABUSitEUQjEAALjM7jtwMknymuuEYgDU230HTub2q9ZmxUBf1aUAUKGJqW6SZFAoRs0JxQAA4DK778DJ3LBpZTavXlZ1KQBwySamOnnoqTM6nwHI+UmdYjSDUAwAAC6jbrfM55446QARgNr7wlOnM9np5h6dzwBL3vmZ8YmD/SIF6s0TDAAAl9HwaDtjE9NCMQBq73MHTqYojAMG4Es7xQYHdIpRb0IxAAC4jGb3iQnFAKi7+544mZ1bV2ftiv6qSwGgYrOhmPGJ1J1QDAAALqP7DpzMVeuW5+r1K6ouBQAu2VSnm/ufPJXXuuQBQC6OT+ztKdLfK1Kg3jzBAABwmZRlmb88YJ8YAPW3+8hYzk12cs/1G6suBYBFYGKqq0uMRhCKAQDAZXLg+NkcH78gFAOg9u47cCJJ8prr11dcCQCLwfmpTgb7xQnUn6cYAAAuE/vEAGiK+w6czA2bVmbL6sGqSwFgEZiY6mRQpxgNIBQDAIDL5L4DJ7Np1UBu2LSy6lIA4JJ1u2XuMw4YgGeYmOoYn0gjCMUAAOAymd0nVhRF1aUAwCUbHm1nbGJaKAbA085P6hSjGYRiAABwGRw+fT6HT5/Pa65zgAhAvc2OA/ZOA2DWxFRXpxiNIBQDAIDL4HP2iQHQEPc9cTJXrh3M1euXV10KAIvE+alOlvWLE6g/TzEAAFwGf3ngZFYP9mXXtjVVlwIAl6wsv7RPzDhgAGbZKUZTCMUAAOAyuO/Aibzmug3p7XGACEB9PXHiXI61L+Se6zdWXQoAi8jEVCfLB4Ri1J9QDAAA5uj4+IU8duys0YkA1N59B04kMQ4YgL/q/FQng31CMepPKAYAAHP0wJOnkiR3X7u+4koAYG7uf/JU1q/oz42bV1ZdCgCLyMRUV6cYjSAUAwCAOXrg4On09xa5/aq1VZcCAHPywMHTuXP7evvEAPgrzk91sqxfnED9eYoBAGCOHjx4KrdesSaDFk8DUGNnzk9l/9Hx3HnNuqpLAWAR6XbLTE53s9zPOzSAUAwAAOZgutPNw4fO5M7tRicCUG9feOp0kuQu44ABeIaJ6U6SCMVoBKEYAADMwVCrnfNTHQeIANTeA0+eSlEkd+gUA+AZzk9eDMVMxqAJhGIAADAHDx48lSRGTQFQew8+dTo7t67OqmV9VZcCwCIyMd1NolOMZhCKAQDAHDxw8HQ2r16Wq9cvr7oUALhk3W6ZBw+eMg4YgL9mtlNsWb84gfrzFAMAwBw8ePBU7tq+LkVRVF0KAFyyx4+Ppz0xnbu2r6u6FAAWmYkpO8VoDqEYAABcohPjF/LEiXNu1QNQew88eTpJvNMA+GueDsUGhGLUn1AMAAAu0YMHTydJ7nKACEDNPXDwVNYu788Nm1ZWXQoAi8z5mVBsUKcYDSAUAwCAS/TgU6fS11PkFVetrboUAJiTBw+ezp3b16WnxzhgAP6qialuEuMTaQahGAAAXKIHnjydW65YY4wIALU2NjGVfUfbufManc8A/HVf6hQTJ1B/nmIAALgEnW6Zhw6dzl3b11VdCgDMycNPnUlZJnddu67qUgBYhCYmjU+kOYRiAABwCYZb7Zyb7ORO+8QAqLkHDp5KUSR3XLOu6lIAWIQmpi+GYsYn0gRCMQAAuAQPHDyVJLlLKAZAzT1w8FRu3rIqawb7qy4FgEXovE4xGkQoBgAAl+DBg6ezadVArtmwvOpSAOCSlWWZBw+edskDgOc1MdVNIhSjGYRiAABwCR48eCqvumZ9iqKouhQAuGSPHz+bM+encqcdmQA8j/NTnQz09qS3x88+1J9QDAAAXqZTZyfz+PGzuevadVWXAgBz8sCTxgED8MImpjoZ7Bcl0AyeZACYo6IofqEoiqNFUTzyPB//1qIoHp7558+LorhjoWsELq8vPHU6iQNEmsc7DZaeB586ndWDfblx86qqSwFgkZqY6mT5gNGJNINQDADm7gNJ3vkCHz+Q5E1lWb4yyf+d5P0LURQwfx44eCq9PUVeefXaqkuBy+0D8U6DJeWBJ0/lVdesS4+RWAA8j/NTHfvEaAyhGADMUVmWn0py8gU+/udlWZ6a+e1nk1y9IIUB8+bBg6eza9vqrBjoq7oUuKy802BpGb8wnX2jbZ3PALygialOlgvFaAihGAAsrP89yR9WXQRw6TrdMl946rQDRPBOg9p7+KnT6ZbJXdd6pwHw/M5PdbNMKEZDuNoKAAukKIq35OIB4hte4HPem+S9SbJ9+/YFqgx4OR492s74hencuX1d1aVAZbzToBkeOHix8fNVV6+rthAAFrWJyU6W9+uvoRk8yQCwAIqieGWS/5bk3WVZnni+zyvL8v1lWd5dluXdmzdvXrgCgZfswYOnk0SnGEuWdxo0x4MHT+emLauydkV/1aUAsIhNTBufSHMIxQBgnhVFsT3JbyX5trIs91VdDzA3Dzx5KhtWDuTajSuqLgUWnHcaNEdZlnnwqdO5S+czAC/i/GQng0IxGsL4RACYo6Iofi3Jm5NsKoriUJIfTdKfJGVZvi/JjyTZmOTniqJIkumyLO+uplpgrh44eCp3XrMuM///DI3inQZLxxMnzuXk2cncqfMZgBehU4wmEYoBwByVZfktL/Lx70zynQtUDjCPzpybymPHzuYb7rq66lJgXninwdLx4Mw+MeOAAXgx5ye7WSYUoyGMTwQAgJfowacuHiDeec26agsBgDl64OCprFrWl5u2rKq6FAAWuYkpnWI0h1AMAABeogcPnk5PkbxSKAZAzT148HTuuGZtenuMAwbghU1MdbJ8QJRAM3iSAQDgJfri4TO5acuqrFpmCjkA9TUx1clwq507rl5XdSkALHJTnW6mu2UG+3SK0QxCMQAAeAnKsszDh07nlQ4QAai5vSNjme6W3mkAvKjzU50kyfIBoRjNIBQDAICX4MiZiRwfn8wdV6+tuhQAmJOHD51JktxxjXcaAC9sYiYUW2anGA0hFAMAgJfg4adOJ4lb9QDU3kOHTmfz6mXZtmaw6lIAWOQmJrtJkuVCMRpCKAYAAC/BQ4fOpL+3yK4rVlddCgDMycOHzuSVV61NURRVlwLAIjcxPTM+UShGQwjFAADgJXj40Ons2rYmyyyYBqDGxi9M57Fj4zqfAXhJzk9eDMUG+0UJNIMnGQAAXkS3W+aLh8/klfaJAVBzjxw+k7JMXmmfGAAvwfkpnWI0i1AMAABexBMnzqY9MZ073KoHoOYePnQ6SbzTAHhJJmZCsWVCMRpCKAYAAC/i4UNnkrhVD0D9PXToTK5evzwbVg5UXQoANTChU4yGEYoBAMCLeOjQ6Qz29+SmzauqLgUA5uThQ6eNAwbgJZuY6iZJlg8IxWgGoRgAALyIhw+dye1Xrk1fr2+fAaivk2cn89TJ83ml0YkAvESzO8UG+/0sRDN4kgEA4AVMd7rZfeSMA0QAau+Lh2fGAesUA+AlOj9pfCLNIhQDAIAX8OjR8UxMdXOHfWIA1NzDT51OUSSvuMo7DYCXZmJ6tlNMKEYzCMUAAOAFPHzodJLoFAOg9h46dCY3bFqZ1YP9VZcC86ooisGiKO4riuKhoih2F0Xx48/xOUVRFD9VFMX+oigeLoriripqhcVuYrKTokiW9YkSaAZPMgAAvICHDp3J6sG+XLthRdWlAMCcPHzotEseLBUXkry1LMs7krwqyTuLonjdsz7nq5PcPPPPe5P8/IJWCDUxMd3NYF9viqKouhS4LIRiAADwAi4eIK5NT48fAgGor9aZiRxtX7BPjCWhvGh85rf9M/+Uz/q0dyf55ZnP/WySdUVRXLGQdUIdnJ/sZLBfjEBzeJoBAOB5TEx1MjTSdqsegNp7yDhglpiiKHqLovhCkqNJPlaW5V8+61OuSvLUM35/aObPgGc4P9XJcvvEaBChGAAAPI+hVjvT3TJ3uFUPQM198dCZ9PUUue3KNVWXAguiLMtOWZavSnJ1knuKorj9WZ/yXGMAnt1NdvETi+K9RVF8viiKzx87duwyVwqL28RUJ4MDQjGaQygGAADP42G36gFoiIcOnc6Orasz6LY/S0xZlqeT/FmSdz7rQ4eSXPOM31+d5MjzfI33l2V5d1mWd2/evHk+yoRFa2Kqk8E+7w6aQygGAADP46GnzmTTqmW5Yu1g1aUAwCUryzJfPHwmd1yj85mloSiKzUVRrJv59fIkX5lk6Fmf9uEkf6+46HVJzpRlObKwlcLid36qk+U6xWiQvqoLAACAxerhQ6fzyqvXpiiea7oOANTDwZPncvrcVF5x1bqqS4GFckWSXyqKojcXmwJ+oyzL3y+K4ruTpCzL9yX5SJJ3Jdmf5FyS91RVLCxmE1PdDPbrraE5hGIAAPAcxi9MZ/+x8XzNK6+ouhQAmJOHDp1JkrzSjkyWiLIsH05y53P8+fue8esyyfcuZF1QR5PT3awZFCPQHCJeAAB4DrsPn0lZJnfYJwZAzX3x0Oks6+vJzm2rqy4FgJqZ6nTT1ytGoDk8zQAA8BwedqsegIZ46NCZ3HrlmvQ71ATgZZrulunvNU6e5vDdEAAAPIeHDp3OVeuWZ+OqZVWXAgCXrNMt88jhMzqfAbgk051u+nrECDSHpxkAAJ7Dw4fO6BIDoPYeOzaec5OdvOIq7zQAXr6pTqnTmEbxNAMAwLOcOjuZgyfP5ZVu1QNQcw89dTpJcsc1QjEAXr6pTtf4RBpFKAYAAM/yxcMX94ndoVMMgJr74uEzWbWsLzdsWlV1KQDU0HS3TJ9QjAYRigEAwLM8fOh0kuR2oRgANffQoTO5/ao16elxoAnAyzdlpxgN42kGAIBnefjQmdywaWXWDPZXXQoAXLKpTjd7R8aMAwbgkk11uhnoEyPQHJ5mAAB4lt1HxnL7VbrEAKi3R0fHMznd9U4D4JJNd8r06TamQYRiAADwDCfPTubw6fO5/ao1VZcCAHPyyJGLOzJvv9I7DYCXryzLmZ1iYgSaw9MMAADPsPvpA0S36gGot92Hz2TlQG+u27iy6lIAqKHpbpkk6dcpRoMIxQAA4BkeOTyWJLlNKAZAzT1yZCy3Xbk2PQ4zAbgEU51ukqTfTjEaxNMMAADP8MiRM7lmw/KsXdFfdSkAcMk63TJ7jozlNuOAAbhEU52LnWJ2itEkQjEAAHiG3YfPGJ0IQO0dOD6e81Md7zQALtn0bKeYnWI0iKcZAABmjE1M5YkT53L7VQ4QAai32XHA3mkAXKrZnWJ9vTrFaA6hGAAAzNhzZHafmFFTANTbI4fPZFlfT27cvLLqUgCoqclpnWI0j6cZAABmPHL4TJLkNqOmAKi5R46cyS1XrEmfg0wALtFsp1i/TjEaxHdGAAAwY/eRsWxbM5jNq5dVXQoAXLJut8zuw2O5/SqdzwBcutmdYn09YgSaw9MMAAAzHjl8xgEiALX31KlzaV+Yzu06nwGYg6mOTjGaRygGAABJzk1O57Fj40YnAlB7jxy+uCPz9qu80wC4dFMdO8VoHk8zAAAk2TvSTrd0gAhA/T1y5Ez6e4vcvHVV1aUAUGPT3ZnxiUIxGsTTDAAASXYfOZMkxicCUHuPHD6THVtXZ1lfb9WlAFBjT49P7DE+keYQigEAQC4eIG5cOZBtawarLgUALllZltl9ZMw+MQDmbHomFNMpRpN4mgEAIBf3r9x21doUhVuQANTXyJmJnDw7qfMZgDn70k4xPyPRHEIxAACWvAvTnewbbef2Kx0gAlBvjxy+OA74NjsyAZijL4ViYgSaw9MMAMCSt681nulumdsdIAJQc48cGUtPkdyyzUUPAOZmujs7PlGnGM0hFAMAYMl75MjFW/X2rwBQd7sPn8lNW1Zl+UBv1aUAUHOznWJ9PWIEmsPTDADAkvfI4TNZPdiXazYsr7oUAJiTR46ccckDgMtiunOxU2zA+EQaxNMMAMCS98iRsdx+5doUhbEgANTX0fZERscu2CcGwGXxdKeY8Yk0iFAMAIAlbarTzd6Rsdx+ld0rANTb7sNjSZLbr/ROA2DupuwUo4GEYgAALGn7j45ncrqb292qB6DmHjl8cUfmrUIxAC6D6ZlOsX47xWgQTzMAAEva7AGiUAyAunvkyJncsGllVg/2V10KAA0wu1NMpxhNIhQDAGBJ231kLCsHenP9xpVVlwIAc/LI4TH7xAC4bCZnO8V6xQg0h6cZAIAl7ZHDZ3LrlWvS0+P2IwD1dersZA6fPm+fGACXzWynmFCMJvE0AwCwZHW6ZfaMjOW2K92qB6Dedh8ZS2IcMACXz3S3m6JIel0gpEGEYgAALFkHjp/NucmOA0QAau+RIxd3ZN6mUwyAy2SqU6a/R4RAs3iiAQBYsnbPHCDefpUDRADq7ZHDZ3L1+uVZt2Kg6lIAaIipTjf9vbrEaBahGAAAS9Yjh89kWV9Pbtq8qupSAGBOdh8Zy+3GAQNwGU13uumzT4yG8UQDALBk7T4yll3bVvtBD4BaG78wnQPHzxqdCMBlNdUtdYrROH76BwBgSSrLMntGxnKrA0QAam5oZCxJvNMAuKymO9302SlGw3iiAQBYkkbOTOT0uanceoUDRADqbY9QDIB5MNUp09+nU4xmEYoBALAk7TniABGAZthzZCzrV/Rn25rBqksBoEGmOt306xSjYTzRAAAsSXtGxlIUyc5tQjEA6m12HHBRuM0PwOUz3SnTZ6cYDSMUAwBgSdpzZCzXbVyZVcv6qi4FAC7ZdKeboVbbOGAALrvprp1iNI8nGgCAJWnPyJgDRABq7/HjZzM53TUOGIDLbrJTpr9PhECzeKIBAFhyxiamcvDkOQeIANTe0zsyr1hbcSUANM10p5v+HuMTaRahGAAAS87QSDtJdIoBUHt7RsYy0NeTGzavrLoUABrGTjGaSCgGAMCSs+fImSTRKQZA7e05MpadW1env9cRDwCX11S36/1C43iiAQBYcvaMjGXjyoFsWb2s6lIA4JKVZWlHJgDzZqojFKN5PNEAACw5e0bGcuuVa1IURoEAUF+jYxdy8uykzmcA5sV0p0yfnWI0jFAMAIAlZarTzb7WuFv1ANTenhHjgAGYPzrFaCJPNAAAS8pjx8Yz2ek6QASg9vYcGUuS7Nq2uuJKAGii6W6Zvl6dYjSLUAwAgCVl9gBRpxgAdbdnZCzXblyR1YP9VZcCQANNTesUo3k80QAALCl7joxlWV9Prt+0supSAGBO9hwZc8kDgHkz1S3Tr1OMhhGKAQCwpOwZGcuubavT58YjADU2fmE6T5w4JxQDYN5Md7rp6/FzE83iiQYAYMkoyzJ7RsbsEwOg9oZGZsYBe6cBME+mO3aK0TxCMQAAloyRMxM5fW7KrXoAam+PUAyAeTbV7WbAhA0axhMNAMCSseeIA0QAmmHPkbGsX9GfbWsGqy4FgIaa0ilGAwnFAABYMvaOjKUokp3bhGIA1NvemXHAReGwEoDLryzLdLqlnWI0jicaAIAlY8/IWK7buDKrlvVVXQoAXLLpTjdDrbZxwADMm6lOmSTp1ylGwwjFAABYMvaMjDlABKD2Dhw/mwvTXeOAAZg3091ukqTPTjEaxhMNAMCS0J6YypMnzjlABKD29ozM7Mi8Ym3FlQDQVFPTs51iIgSaxRMNAMCSMNRqJ4lOMQBqb8+RsQz09eSGzSurLgWAhpqa6RQzPpGmqWSZQlEUG5L8epLrkjyR5G+XZXnqOT7viSTtJJ0k02VZ3r1wVQIA0CR7jly8VX+LUAyAmtszMpYdW1e5vQ/AvJme2SnW1+NdQ7NU9UT/iyR/WpblzUn+dOb3z+ctZVm+SiAGAMBc7Dkylg0rB7J1zbKqSwGAS1aWZfYcsSMTgPk11ZndKaZTjGapKhR7d5Jfmvn1LyX5GxXVAQDAErFn5OIBYlH4oQ6A+jravpATZyeFYgDMq9lQbEBXMg1T1RO9tSzLkSSZ+feW5/m8MslHi6K4vyiK9y5YdQAANMpUp5vh0XZuvdIBIgD1NjsO+NYr11ZcCQBNNt2dGZ+oU4yGmbedYkVR/EmSbc/xoX/1Mr7Ml5dleaQoii1JPlYUxVBZlp96nr/vvUnemyTbt29/2fUCANBcjx87m8nprlv1ANTenpGLodiuK1ZXXAkATfb0+EQ7xWiYeQvFyrL8yuf7WFEUo0VRXFGW5UhRFFckOfo8X+PIzL+PFkXx20nuSfKcoVhZlu9P8v4kufvuu8u51g8AQHPsGTmTJDrFAKi9PUfGsn3DiqwZ7K+6FAAabLpz8Yi9X6cYDVNVzPvhJN8+8+tvT/K7z/6EoihWFkWxevbXSd6R5JEFqxAAgMbYc2QsA309uWHTyqpLAYA52TMyllt0iQEwz2Y7xfrtFKNhqnqi/12StxdF8WiSt8/8PkVRXFkUxUdmPmdrknuLongoyX1J/qAsyz+qpFoAAGpt70g7O7euTp8f6ACosbMXpvPEibO59Qr7xACYX1MdO8Vopnkbn/hCyrI8keRtz/HnR5K8a+bXjye5Y4FLAwCgYcqyzN6Rsbztli1VlwIAczI82k5ZRqcYAPNuuqtTjGbyRAMA0GjHxi/kxNnJ7NpmnxgA9TY00k6S3HKFdxoA82t2p1hfj04xmkUoBgBAo+11gAhAQ+wdGcuqZX25ev3yqksBoOEm7RSjoTzRAAA02tDIWJJk1zajpgCot6HWWHZtW52icGsfgPk12ykmFKNpPNEAADTaUKudbWsGs37lQNWlAMAlK8syQyPt7LJPDIAFMLtTrK/XRQyaRSgGAECj7R0Zyy0OEAGouUOnzqd9Ydo4YAAWxNRsp1iPCIFm8UQDANBYk9Pd7D86nl0OEAGouaHWxR2Zu7Z5pwEw/6Zmd4r16RSjWYRiAAA01v6j45nulm7VA1B7e+3IBGABTc+EYn06xWgYTzQAAI011Lp4gHiLA0QAam6oNZZrN67IymV9VZcCwBLw9PhEO8VoGKEYAACNtXdkLAN9Pbl+08qqSwGAOdk70s4tRicCsECmuzOdYr0iBJrFEw0AQGMNtdrZsXWVH+QAqLVzk9N54sTZ7LpC5zMAC0OnGE3ldAAAgMbaOzLmVj0AtTfcaqcsY0cmAAtmamanWL+dYjSMJxoAgEY61r6Q4+OT2eUAEYCaG2q1k8RFDwAWzHSnTE+R9PToFKNZhGIAADTS3pGxJMktRk0BUHN7R8ayallfrl6/vOpSAFgiprpdY+hpJE81AACNNNSaCcXcqgeg5oZG2tm5bbXb+gAsmOlOmQGhGA3kqQYAoJH2jrSzbc1g1q8cqLoUALhkZVlmb2tM5zMAC2qq001fr8sYNI9QDACARto7MpZdDhABqLnDp8+nPTGdXTqfAVhAU50yfT3iA5rHUw0AQONMTnfz2LHx3HKFA0QA6m3vSDtJvNMAWFDTnW76dYrRQEIxAAAa57Fj45nqlNm1TacYAPU2NHJxR+ZO7zQAFtB0tzQ+kUYSigEA0Dh7Zw4Qb3WrHoCa29say7UbV2TVsr6qSwFgCZnsdNPfKz6geTzVAAA0zlCrnYG+nly/aWXVpQDAnAyNtHU+A7Dgpjvd9NspRgN5qgEAaJy9I2PZsXVV+txsBKDGzk1O58CJs/aJAbDgpjvGJ9JMTgkAAGicvSPt7NrmABGAets3Op6yjHcaAAtuqlu6ZEgjeaoBAGiUY+0LOT5+wa16AGrPjkwAqjI13c2ATjEaSCgGAECjDLUuHiDeYv8KADU3NDKWlQO9uXr98qpLAWCJme5202enGA3kqQYAoFFmb9XvcqsegJrbO9LOrivWpKfHTX0AFtaUnWI0lFAMAIBGGRppZ+uaZdmwcqDqUgDgkpVlmb2tsezS+QxABaa73fTbKUYDeaoBAGiUPSNj9okBUHuHT59Pe2LaOw2ASkxNl+nXKUYDCcUAAGiMyeluHjs2nl3bHCACUG9DI+0kyS1X6BQDYOFNdbvp0ylGA3mqAQBojMeOjWeqUzpABKD2Zndk7nTRA4AKTHfK9NtpSQMJxQAAaIyh1sUDRJ1iANTdUKudazYsz6plfVWXAsASNN3RKUYzeaoBAGiMoVY7A709uWHzyqpLAYA5GWqN5RaXPACoyGSnTL9QjAbyVAMA0BhDI+3cuGWVH94AqLWJqU4OHD+bXduMAwagGtPdbvp7jU+keZwWAADQGMOtdm5xgAhAze0/Op5umey6QqcYANWY7pTp6xEf0DyeagAAGuH0ucm0xiayUygGQM3tHbm4I9M7DYCqTHV0itFMQjEAABphqNVO4lY9APU33GpnWV9PrttoRyYA1bgYiokPaB5PNQAAjTA0c6ve/hUA6m6o1c6OravT2+OGPgALr9st0y2TPp1iNJBQDACARhgebWf9iv5sWb2s6lIAYE6GWm2XPACozFS3myQ6xWgkTzUAAI2wd6SdndtWpyjcZgSgvo6PX8jx8Qv2iQFQmelOmSTp07FMAwnFAACovW63zL7RdnZts08MgHobntmReYsdmQBUZDYU0ylGE3mqAQCovadOncu5yY5RUwDU3t6ZHZk6xQCoymRndnyiTjGaRygGAEDtDc3cqneACEDdDbfa2bRqIJtW2ZEJQDWmZ3aK9ekUo4E81QAA1N7QSDtFkezYKhQDoN6GWsYBA1AtO8VoMqEYAAC1Nzw6lu0bVmTlsr6qSwGAS9aZ2ZGp8xmAKk3NjE8c6BMf0DyeagAAam9opG2fGAC198SJs7kw3fVOA6BSU093iokPaB5PNQAAtXZ+spMnTpzNTqOmAKi54ZkdmcYnAlCl2U6xvl7jE2keoRgAALX26NF2umVyi1v1ANTc0MhYeork5q2rqi4FgCVsunuxU6xfKEYDCcUAAKi1oZlb9favAFB3Q612rtu0MoP9vVWXAsASNj3bKWZ8Ig3kqQYAoNaGRtoZ7O/JtRtXVl0KAMzJUKudW4xOBKBikzOhWH+v+IDm8VQDAFBrw6Nj2bF1dXp7jPYAoL7OXpjOwZPndD4DULnpjvGJNJdQDACAWhsaaWeXA0QAam549OI4YO80AKo23Z0Zn6hTjAbyVAMAUFvH2hdy4uxkdho1BUDNDbdmQzHvNACqNTXTKdZnGgcNJBQDAKC2hlpjSZJb3KoHoOaGRsaycqA3V69fXnUpACxxUzM7xQb6xAc0j6caAIDamr1Vb/8KAHU31Gpnx7bV6XErH4CKTesUo8GEYgAA1NbekXY2r16WjauWVV0KAFyysiwz1GobnQjAojDbKdZvpxgN5KkGAKC2hkfHskuXGAA1Nzp2IWfOT3mnAbAoTHdnOsV6dYrRPEIxAABqabrTzb7RcQeIANTe3pkdmd5pACwGOsVoMk81AAC19MSJc5mc7manUVMA1NzsjkzjEwFYDKZmdor194gPaB5PNQAAtTTkVj0ADTE0MpYr1g5m7Yr+qksBgEzPdIoZn0gTCcUAAKil4VY7vT1FbtqyqupSAGBOhlrt7HTJA4BFwk4xmkwoBgBALe0daef6TSsz2N9bdSkAcMmmOt08dmzc6EQAFo3J6ZmdYsYn0kCeagAAaml4dMytegBq7/FjZzPVKY0DBmDRmO5209tTpKdHpxjNIxQDAKB2xi9M56mT57NrqwNEAOptdkemix4ALBbTnTJ9AjEaSigGAEDt7BttJ3GACED9Dbfa6espcuNmOzIBWBymOmX6e0UHNJMnGwCA2hluXQzF7F8BoO6GW+3csHllBvoc0QCwOEx1uunv1SlGM/mOCwCA2hlutbNioDdXr19edSkAMCdDrXZ2uuQBwCIy3e2mT6cYDeXJBgCgdoZaY7l562qLnwGotfbEVA6fPp+dW41OBGDxmOqU6fezFg0lFAMAoFbKssxwq51dW+0TA6De9o2OJ4lOMQAWlemOTjGay5MNAECtHBu/kFPnprJzm1AMgHr70o5M7zQAFo+pbmmnGI0lFAMAoFYcIALQFMOtsawc6M1V6+zIBGDxmJrupl+nGA3lyQYAoFZmQzGdYgDU3VCrnR3b7MgEYHGZ7pbp0ylGQwnFAAColaFWO5tWLcvGVcuqLgUALllZlhkebet8BmDRmep009cjOqCZPNkAANTKvtF2dm5bVXUZADAnx9oXcvrcVHZsFYoBsLhMd8oMGJ9IQ3myAQCojU63vBiKbV1TdSkAMCdDxgEDsEhNdbrGJ9JYQjEAAGrj4MlzmZjqGjUFQO3N7sjctc1FDwAWl6lumT6dYjSUJxsAgNoYbo0lcasegPobarWzefWybFg5UHUpAPBXTHe66e/RKUYzCcUAAKiNoVY7RRH7VwCoveHRMZ3PACxK050y/TrFaChPNgAAtbFvtJ1rN6zI8oHeqksBgEvW6ZZ5dHQ8O13yAGARslOMJhOKAQBQG0Otti4xAGrvyRNnc2G6mx06xQBYhKa6XZ1iNJYnGwCAWpiY6uSJ42eNmgKg9oZb7STxTgNgUZrulOmzU4yGEooBAFAL+4+Op1smO7etqboUAJiT2R2ZN28RigGw+Ex1yvTpFKOhPNkAANTC0Myt+p1u1QNQc8Otdq7buNKOTAAWpalONwN2itFQQjEAAGph32g7A309uW7jiqpLAYA52Tfazk47MgFYpKY7XZ1iNJYnGwCAWhhqtXPzllV+OAOg1iamOnnixFmdzwAsWlPdMn06xWgoJwoAANTCcGvMrXoAau/R0dkdmd5pACxO051u+ntEBzSTJxsAgEXv9LnJjI5dcIAIQO0NtcaSCMUAWJw63TLdMuk3oYOG8mQDALDoDbXaSRwgAlB/w612lvX15LqNK6suBQD+mqlON0mMT6SxhGIAACx6+0YvhmK7tq2puBIAmJvh0XZu3roqvT0OGwFYfKa7ZZKkXyhGQwnFAABY9IZa7axd3p+ta5ZVXQoAzMlwq52dW13yAGBxmp7tFLNTjIbyZAMAsOgNt9rZuW11isJtRQDq69TZyRxtX8gu44ABWKQmZ0Kx/j7RAc3kyQYAYFEryzL7Wu3s3OoAEYB6m92RuUMoBsAiNd2ZGZ9ozC8NJRQDAGBRO3z6fNoXprPTASIANTfcGksSnWIALFqdmZ1idl/SVEIxAAAWtX2jF2/VO0AEoO6GR8ezbkV/tqy2IxOAxUkoRtMJxQAAWNSMmgKgKYZbY9mx1Y5MABavTikUo9mEYgAALGr7Wu1cuXYwawb7qy4FAC5ZWZbZNzqu8xmARa2rU4yGE4oBALCoDbXa9okBUHuHT5/PuB2ZACxy07OhmK5mGkooBgDAojXV6ebxY2eNTgSg9mZ3ZO7c6p0GwOI1u1OsR6cYDSUUAwBg0Xri+NlMdrpGTQFQe3ZkAlAH3VKnGM0mFAMAYNEanrlVv8OtegBqzo5MAOqgY6cYDScUAwBg0RputdPbU+TGzauqLgUA5sSOTADqQChG0wnFAABYtIZb7Vy3cUUG+3urLgUALpkdmQDUhVCMphOKAQCwaA2PtrNr25qqywCAObEjE4C66MzsFOuxU4yGEooBALAonZuczsGT5+wTA6D27MgEoC663Yv/1ilGUwnFAABYlB4dHU9Zxv4VAGrPjkwA6mK2U0woRlMJxQAAWJRmb9ULxQCoOzsyAaiLzkyrmFCMphKKAQCwKA232hns78n2DSuqLgUA5sSOTADqojM7PtFOMRpKKAYAwKK0b7Sdm7esdkMRgFqzIxOAOul0L45P7JEc0FAebQAAFqWhVtvoRABqz45MAOqka6cYDScUAwBg0Tl5djLH2hey0616AGrOjkwA6mS2U6xPKEZDCcUAAFh0hlsOEAFoBjsyAaiTp8cn2ilGQwnFAABYdPa5VQ9AQ9iRCUCdzIZi3ls0lVAMAIBFZ6jVzroV/dmyelnVpQDAnNiRCUCddEqdYjSbUAwAgEVn32g7O7auTuEHMQBqzI5MAOqmq1OMhhOKAQCwqJRlmX2tdna5VQ9AzdmRCUDdTM+EYn1CMRpKKAYAwKJy5MxE2hems8OtegBqzo5MAOqmOzs+UShGQwnFAABYVPbN3KrXKQZA3Q2P2pEJQL10ZscnGmVPQwnFAABYVIZmQrGbdYoBUHPDLTsyAaiX2VBMpxhNJRQDAGBR2TfazpVrB7N2eX/VpQDAJbMjE4A6mh2faKcYTSUUAwBgURlqtbPDASIANWdHJgB1ND07PlEoRkMJxQAAWDSmO908dnQ8Ox0gAlBzszsyd7roAUCNdGfHJxr9S0MJxQBgjoqi+IWiKI4WRfHI83y8KIrip4qi2F8UxcNFUdy10DVCXTxx4mwmO10HiFAR7zS4fGZ3ZOoUA6BOOt2L/9YpRlMJxQBg7j6Q5J0v8PGvTnLzzD/vTfLzC1AT1NJwazyJA0So0AfinQaXxb7Rdq6wIxOAmumUs51iFRcC80QoBgBzVJblp5KcfIFPeXeSXy4v+mySdUVRXLEw1UG9DLfG0lMkN21ZVXUpsCR5p8HlM9Rq63wGoHa63TK9PUUK4xNpKKEYAMy/q5I89YzfH5r5M+BZhkfbuW7Tygz291ZdCvDcvNPgJbAjE4C6mu6W6RWI0WBCMQCYf8/13WT5nJ9YFO8tiuLzRVF8/tixY/NcFiw+w612drlVD4uZdxq8BHZkAlBX3bJMj9SABvN4A8D8O5Tkmmf8/uokR57rE8uyfH9ZlneXZXn35s2bF6Q4WCzOT3by5Mlz9onB4uadBi+BHZkA1FVHpxgNJxQDgPn34SR/r7jodUnOlGU5UnVRsNjsPzqesoxOMVjcvNPgJRgebduRCUAtdbplenqEYjRXX9UFAEDdFUXxa0nenGRTURSHkvxokv4kKcvyfUk+kuRdSfYnOZfkPdVUCovbUGssiVv1UCXvNLg8hltjdmQCUEudbpk+oRgNJhQDgDkqy/JbXuTjZZLvXaByoLb2jbazrK8n125cWXUpsGR5p8HlsW90XOczALXUKcv0CsVoMOMTAQBYFIZHx3Pz1lV+AAOg1iamOnnixNnsFIoBUEPdbpkeO8VoMKEYAACLwnBrzOhEAGrv0dGLOzJ3eqcBUEOdrk4xmk0oBgBA5U6fm8zo2AUHiADU3vBoO0myQ6cYADVkfCJNJxQDAKByw62LB4hGTQFQd8OtsQz09eQ6OzIBqCGdYjSdUAwAgMrtGxWKAdAMw6PjuXmLHZkA1FOnW6bXTjEaTCgGAEDlhkfbWTPYl21rBqsuBQDmZF+r7ZIHALXVLcv0uNhBgwnFAACo3PDMAWLhRiIANXbm3FRaYxN2ZAJQWzrFaDqhGAAAlSrLMsOtdnY4QASg5oZnxgHv0CkGQE11ujECmEYTigEAUKnRsQsZm5jOLgeIANTcbCjmnQZAXXW6XaEYjSYUAwCgUkOtsSTRKQZA7Q23xrLajkyoXFEU1xRF8YmiKPYWRbG7KIofeI7PeXNRFGeKovjCzD8/UkWtsNh0ytgpRqP1VV0AAABL276ZW/U73aoHoOb2tcazc6sdmbAITCf5p2VZPlAUxeok9xdF8bGyLPc86/M+XZbl11ZQHyxa3W6ZXq8xGkynGAAAlRpujWfrmmVZt2Kg6lIA4JKVZZnh0bZLHrAIlGU5UpblAzO/bifZm+SqaquCeuh0S+MTaTShGAAAlRoeHTM6EYDaGx27kDPnp4RisMgURXFdkjuT/OVzfPjLiqJ4qCiKPyyK4raFrQwWJ6EYTScUAwCgMp1umUdHL46aAoA6G54ZB+yiByweRVGsSvKhJP+4LMuxZ334gSTXlmV5R5KfTvI7L/B13lsUxeeLovj8sWPH5q1eWAw6pVCMZhOKAQBQmSdPnM2F6a5b9QDU3nDr4nm7ix6wOBRF0Z+LgdivlmX5W8/+eFmWY2VZjs/8+iNJ+oui2PRcX6ssy/eXZXl3WZZ3b968eV7rhqp1umV67MakwYRiAABUZt/MrXqhGAB1N9waz5bVy7J+pR2ZULWiKIok/z3J3rIs/9PzfM62mc9LURT35OI56YmFqxIWp65OMRqur+oCAABYuoZb4ymK5OYtQjEA6m3faNslD1g8vjzJtyX5YlEUX5j5sx9Osj1JyrJ8X5K/leR7iqKYTnI+yTeXZVlWUCssKp1umT6hGA0mFAMAoDLDo2O5dsOKLB/orboUALhknW6ZfaPtfNvrrq26FCBJWZb3JnnBU/2yLH8myc8sTEVQH8Yn0nTGJwIAUJnhVjs77F4BoOYOnjyXC9Pd7NApBkDNdbrGJ9JsQjEAACoxMdXJEyfOZZcDRABqbrh1cUemdxoAddcpy/QIxWgwoRgAAJV47Nh4Ot3SrXoAam+41U5RJDdtWVV1KQAwJ91umV7jE2kwoRgAAJXYN3rxVv1O4xMBqLl9o+1s37AiKwasbgeg3jplmT6dYjSYUAwAgEoMt8Yz0NuT6zatrLoUAJiT4dG2Sx4ANEKnY3wizSYUAwCgEsOtsdyweWX6e31LCkB9XZju5MDxs9lpHDAADdApjU+k2ZxAAABQiX2j4w4QAai9x46evbgjU6cYAA3Q6UanGI0mFAMAYMGNTUzl8OnzQjEAam94dCxJsss7DYAG6JZlDPOgyTzeAAAsuEdH20li/woAtTfcGk9/b2FHJgCNMN3ppq9HbEBzeboBAFhwQ62ZUMytegBqbrg1lhs3r7IjE4BG6JZJj51iNJjv2AAAWHD7Wu2sWtaXq9Ytr7oUAJgTOzIBaJJO1/hEms3jDQDAghsebWfH1lUp3EAEoMbadmQC0DCdskxPj5/TaC6hGAAAC6osywy32g4QAai9fXZkAtAw3W6ZPqEYDSYUAwBgQR0bv5BT56YcIAJQe8Ot8SR2ZALQHNPdMr0metBgQjEAABbUcOvirfodDhABqLnh1lhWDvTakQlAI3S7ZZIYn0ijCcUAAFhQs6GYTjEA6m54tJ0d21bbkQlAI3TKi6GYTjGaTCgGAMCCGm61s2nVsmxctazqUgDgks3uyNyl8xmAhujoFGMJEIoBALCg9o22s3PbqqrLAIA5md2RuUPnMwAN0Z3pFOsTitFgQjEAABZMt1tm3+h4dm5dU3UpADAnT48D1ikGQENMz3SK9QrFaDChGAAAC+apU+dyfqqjUwyA2rMjE4Cm6c6OT7RTjAYTigEAsGCGnr5Vr1MMgHqzIxOApunoFGMJEIoBALBg9s2EYjdv0SkGQL3ZkQlA03Rmdor1CMVoMKEYAAALZni0ne0bVmTlsr6qSwGAS2ZHJgBNNNsp1icUo8GEYgAALJjhVjs77F4BoObsyASgiZ4en2inGA0mFAMAYEFcmO7kwPGz2bVNKAZAvQ3bkQlAA3W7F/9tfCJNJhQDAGBBPH7sbKa7ZXYIxQCouWE7MgFooNmdYr1SAxrM4w0AwILYNzpzq974RABqbni0nWs2LLcjE4BGeXp8Yo/YgObydAMAsCCGWu309xa5ftPKqksBgDkZbrWzc6vRiQA0i51iLAVCMQAAFsS+Vjs3bFqVgT7fggJQX7M7MnduMzoRgGb5UqdYxYXAPPJ4AwCwIIZa7ey0TwyAmpvdkblzm04xAJqlO7NTrEenGA0mFAMAYN61J6Zy+PR5oRgAtWdHJgBN9aVOMaEYzSUUAwBg3u0bHU/iABGA+rMjE4Cm6pRCMZpPKAYAwLx7+la9TjEAas6OTACaSqcYS4Hv4AAAmHfDrXZWDvTmqnXLqy4FAOZkeNSOTACa6elQzE4xGkwoBgDAvBtutXPz1tXpceMQgBobvzCdQ6fsyASgmbozoZif22gyoRgAAPOqLMuLt+rtEwOg5oZbF8cB7/BOA6CB7BRjKRCKAQAwr46PT+bk2Um36gGovdkdmbu80wBooGk7xVgChGIAAMyr2Vv1DhABqDs7MgFosq6dYiwBQjEAAObVUGssSbJDKAZAzQ21xuzIBKCxOjrFWAKEYgAAzKvhVjubVg1k06plVZcCAJesLMsMt9o6nwForO7MTrEenWI0mFAMAIB5tW+0bZ8YALV3bPxCTp2b8k4DoLE63Yv/7usVitFcQjEAAOZNt1tm3+h4dm5dU3UpADAnszsyhWIANNV092IqplOMJhOKAQAwbw6ePJfzU53s3Laq6lIAYE6eDsW2CsUAaKbZ8Yl2itFkQjEAAObN0NO36nWKAVBvF3dkLstGOzIBaKjZ8Ym9OsVoMKEYAADzZt/oxVBsx1adYgDU2/BoO7uMTgSgwbrdi51iPVIDGszjDQDAvBlutbN9w4qsGOiruhQAuGSdbpl9o+3sMDoRgAbrzIxP7JOK0WCebgAA5s1Qayw73aoHoOaeOnkuE1NdnWIANNq0TjGWAI83AADzYmKqkydOnHOACEDtfWlHpncaAM01Oz7RTjGaTCgGAMC8eOzYeDrd0qgpAGpvuNVOUSQ325EJQIN1ZkOxHqEYzSUUAwBgXgzP3KrXKQZA3Q2PjtmRCUDjdcvZ8YlCMZpLKAYAwLwYbrUz0NuT6zatrLoUAJiT4VY7O3U+A9BwszvF+oRiNJhQDACAeTHUaufGLavS3+tbTgDqy45MAJaK2fGJPXaK0WBOKAAAmBf7RtvZafcKADW3/+jMjkyhGAAN17VTjCVAKAYAwGV35txURs5MZOe2NVWXAgBzsm/UjkwAlobOzE6xXp1iNJhQDACAy27YASIADfH0jsyNdmQC0GzdbpmiSHp0itFgQjEAAC674dZYkhg1BUDtze7I7LMjE4CGm+6WusRoPN/RAQBw2Q2PtrN6sC9Xrh2suhQAmJN9o22dzwAsCZ2y1CVG4wnFAAC47IZb7ezcujqFW4YA1NiXdmQKxQBovq5OMZYAoRgAAJdVWZYZarUdIAJQe7M7Mr3TAFgKOt2kV6cYDScUAwDgsmqNTaQ9Me0AEYDam92RuXOrdxoAzdctS6EYjScUAwDgshpqzdyqd4AIQM3N7si8wo5MAJaA6W5XKEbjCcUAALishltGTQHQDMOtdnZtsyMTgKWh0016vPNoOKEYAACX1XCrna1rlmXdioGqSwGAS1aWZYZb7ezQ+QzAEtHtlumVGNBwHnEAAC6roVY7O7etqboMAJiTkTMTGZuYzi6dzwAsEZ2yTK9OMRpOKAYAwGUz1enmsaPjDhABqL0vjQN20QOApaHTLdPbKxSj2YRiAABcNk8cP5vJTjc7jZoCoOaGZkMx7zQAlohOV6cYzScUAwDgsnn6AFGnGAA1N9wayxVrB7N2RX/VpQDAguiUZXp6hGI0m1AMAIDLZrjVTm9PkZu2rKq6FACYk6FW2zhgAJaUrk4xlgChGAAAl81Qq53rN63MYH9v1aUAwCWb6nTz2LFx+8QAWFI63TK9OsVoOKEYAACXzfDomNGJANTegeNnM9UpdYoBsKQIxVgKhGIAAFwW4xem89TJ89m11QEiAPW2d2QsiR2ZACwtnVIoRvMJxQAAuCz2jbaTOEAEoP6GW+309RS5cbMdmQAsHZ1umR47xWg4oRgAAJfF0MjFUGyX/SsA1Nxwq50bNq/MQJ9jEwCWjq5OMZYA390BAHBZDLfGsmKgN1evX151KQAwJ0Otdna65AHAEmOnGEuBUAwAgMtiqNXOjq2r0+OHKABqrD0xlcOnz2eXccAALDGdbple4xNpOKEYAABzVpZlhkfbueUKB4gA1NvsjkyhGABLjU4xlgKhGAAAc3a0fSGnz01l51YHiADU21DrYii2UygGwBLTKWPyB40nFAMAYM6+dIBo/woA9TY00s7qZX25ap0dmQAsLd1umV6ZGA0nFAMAYM6GW2NJjJoCoP6GW+3s2LY6hZ0qACwx090yvT0iA5rNEw4AwJwNtdrZsnpZ1q8cqLoUALhkZVlmqDVmdCIAS1K3W6ZXYkDDecQBAJiz4VbbASIAtdcam8jYxLTOZwCWpE5ZptdOMRpOKAYAwJxMd7p59Oi4A0QAau/pHZlbvdMAWHq63TI9xgfTcEIxAADm5IkT5zI53c3ObWuqLgUA5mR4JhTb5Z0GwBLUKcv06RSj4YRiAADMyVBrLEl0igFQe8Otdq5YO5i1K/qrLgUAFtx0p0yPUIyGE4oBADAnw612enuK3LRlVdWlAMCcDNmRCcAS1i3L9BqfSMMJxQAAmJOhVjvXbVyRwf7eqksBgEs21elm/1GhGABLV6dbplenGA0nFAMAYE6GW227VwCovQPHz2aqUxoHDMCS1S2NT6T5hGIAAFyysxemc/DkObfqAai9oVY7SbJzq4seACxNnW6ZPqEYDScUAwDgku0bnTlAFIoBUHPDrbH09hS5ccvKqksBgEpMd8v02ClGw1USihVF8U1FUewuiqJbFMXdL/B57yyKYrgoiv1FUfyLhawRAIAXNzxzq96oKQDqbrjVzg2bVmZZnx2ZACxNXTvFWAKq6hR7JMk3JPnU831CURS9SX42yVcnuTXJtxRFcevClAcAwEsx1GpnxUBvrlm/oupSAGBOhlptnc8ALGmdUihG81USipVlubcsy+EX+bR7kuwvy/Lxsiwnk3wwybvnvzoAAF6qodZYdmxdbRkzALXWnpjKoVPnc8sV9okBsHR1uzE+kcZbzDvFrkry1DN+f2jmzwAAWATKssxwq51brnCrHoB6m92RaRwwAEvZdLebPhceabi++frCRVH8SZJtz/Ghf1WW5e++lC/xHH9WvsDf994k702S7du3v6QaAQC4dEfbF3Lq3FR2bXOrHoB62zsyE4rpFANgiSrLMt0ypoDQePMWipVl+ZVz/BKHklzzjN9fneTIC/x970/y/iS5++67nzc8AwDg8tg7MpYk9q8AUHtDrbGsHuzLlWsHqy4FACrRnTlR7zU+kYZbzOMTP5fk5qIori+KYiDJNyf5cMU1AQAwY7hl1BQAzTDcamfXttUpHAQCsER1ZlKx3sWcGMBlUMkjXhTF3yyK4lCSL0vyB0VR/PHMn19ZFMVHkqQsy+kk35fkj5PsTfIbZVnurqJeAAD+uqFWO1esHcy6FQNVlwIAl6wsywyNtI0DBmBJ65azoZhUjGabt/GJL6Qsy99O8tvP8edHkrzrGb//SJKPLGBpAAC8RHtHxoxOBKD2Dp8+n/aFae80AJa0aZ1iLBEecQAAXrapTjePHRt3qx6A2psdB3zLFUIxAJau2fGJPUYJ03BCMQAAXrbHj53NVKd0gAhA7Q3NhGI7tnqnAbB0dZ/uFBOK0WxCMQAAXrah1liSGDUFQO3tHRnL1euXZ/Vgf9WlAEBlOqVQjKVBKAYAwMs21Gqnv7fIDZtWVV0KAMzJcKttHDAAS55OMZYKoRgAAC/b0MhYbty8KgN9vp0EoL4uTHfy+PGz2aXzGYAlbno2FLNTjIZzigEAwMt28Va9A0QA6m3/0fF0umV22ZEJwBLXmQnFenSK0XBCMQAAXpYz56Zy5MxEdl1h1BQA9TY00k4S4xMBWPK6pU4xlgahGAAAL8tQayxJslOnGAA1N9Qay0BfT67buKLqUgCgUh07xVgihGIAALwsw6MXb9Xf4lY9ADU31Gpnx9ZV6et1PALA0iYUY6nwXR8AAC/L3pF21q3oz9Y1y6ouBQDmZKjVNjoRAJJ0SqEYS4NQDACAl2WoNZadW1enMGsegBo7MX4hx9oXsss4YAB4ulOsx895NJxQDACAl6zbLbOv1c4tV7hVD0C9DbcujgPWKQYASbd78d86xWg6oRgAAC/ZoVPnc3ayk51u1QNQc3tnQjHvNAD40vjEPqEYDScUAwDgJdvbGksSo6YAqL2hkbFsWjWQzavtyASAzkyrWI9QjIYTigEA8JINt9opimTHVqEYAPU2PNo2OhEAZnRmxyfaKUbDCcUAAHjJhlpj2b5hRVYu66u6FAC4ZJ1umeFW2+hEAJjR6V4cn9gjMaDhPOIAALxkQ6220YkA1N6TJ87mwnTXOw3+P/b+PErPNL8Lu79Xlfa11Ku2VnfPeGZ6372ACcEmgE3wAhhsAyGYHAaI2SHgF4c9J3lZ3wB2MCaxMcTGBLDBwGDjEGOHEGC0tNRaumdzV6lKpd5Um3bV81zvH1Wl0fRILbVKVXfdz/35nFNHqqXV3z/qnPt5ru91/S6ARf3FO8WcFGPQKcUAALgjl6728ua7F4yaAqD1Xj87lyR5co9nGgAkXzwptm5YKcZgU4oBAHBHPvv2XPo1dtUD0HqvT85mqCRf8dC2pqMAwJpwfXyik2IMOKUYAAB35PVJu+oBGAynzs7lIw9uy6b1w01HAYA1YakUGx5SijHYlGIAANyRU2dns3n9cA7ct6XpKACwLK+fnXXyGQBu0KtOitENSjEAAO7IqcnZfGL39gzZOQhAi81dvpbT5y45+QwAN+g7KUZHKMUAALitWmtePzuXJ/fYVQ9Au71xdmEcsJNiAPBF84ul2DqlGANOKQYAwG29NXsl0xev2VUPQOudOuuOTAB4v/7S+ESlGANOKQYAwG2dmpxNkjyx2wIiAO12anI2Ozaty56dm5qOAgBrRm9pfKI7xRhwSjEAAG7r1NmFUuwTRk0B0HKvT87miT07Uiz6AcB1PXeK0RFKMQAAbuv1ybnsG9mcnZvXNx0FAO5av1/zxtm5PGV0IgB8iaXxiUoxBp1SDACA23r97Gye3OOUGADtNj51KReu9vKEk88A8CXmnRSjI5RiAAB8oMvXevn8OxfcJwZA651cuiPTSTEA+BL9xVJsyHhhBpxSDACAD/S5t8+n1695wkkxAFru9bOzKSX5+MPbmo4CAGuKO8XoCqUYAAAf6PWzc0mSJ+2qB6DlXp+cy+P3b82WDeuajgIAa0pvoRPLsJNiDDilGAAAH+j1ydlsXDeUx+7f2nQUAFiW18/OOvkMADexND5xeFgpxmBTigEA8IFOnZ3NJ3ZvN0YDgFa7cGU+o+cuuiMTAG5ifqkUc1KMAacUAwDglmqtOTU5lyd221UPQLu98dZcao1nGgDcRL8ulGJDGgMGnF9xAABu6Z3zV3LuwlX3iQHQeq9PuiMTAG6l56QYHaEUAwDglpYWEI2aAqDtXj87m20b12X/rs1NRwGANed6KWZsPgNOKQYAwC2dmpxNYtQUAO13anI2T+zenmIHPAB8mV6/ZqjEc5KBpxQDAOCWXj87l907NmXX1g1NRwGAu1ZrzeuTc3lij00eAHAzvVqdEqMTlGIAANzSqcnZPGkBEYCWm5i+lLkr8+4TA4Bb6PdrhpwSowOUYgAA3NTV+X4+/875PGEBEYCWc0cmAHywXt9JMbpBKQYAwE19/p3zudar7hMDoPWW7sj8hGcaANyU8Yl0hVIMAICbev3swgKiUVMAtN3rZ+dy4L4t2bZxXdNRAGBNclKMrlCKAQBwU69PzmXD8FA+8sDWpqMAwLKcOuuOTAD4IL1+zbA7xegApRgAADd1cnI2H3t4W9YNe8kIQHtdutrLm+9ecJ8YAHyAfq0ZclKMDrDCAQDATZ2anDM6EYDWe+OtufSrccAA8EGcFKMrlGIAAHyZd+au5N3zVywgAtB6pyYX7sh8yjMNAG6p1487xegEpRgAAF9maQHR/SsAtN2pydls27gu+3dtbjoKAKxZvX5fKUYnKMUAAPgydtUDMChOTc7mid3b3ZMCAB+gV50UoxuUYgAAfJlTk7PZs3NTRrZsaDoKANy1Wmted0cmANxWv1+jE6MLlGIAAHyZUxYQARgA41OXMndl3jMNAG6j169OitEJSjEAAL7ElflePv/O+Tyx231iALTbycVxwE+4IxMAPtB8v2Z4SF3A4PNbDgDAl/jsW+cz36921QPQeqcmZ1NKbPQAgNvo15phbQEd4NccAIAvcWpxV71SDIC2OzU5m8fu35otG9Y1HQUA1rRev2a4GJ/I4FOKAQDwJU5NzmXT+qE8/sDWpqMAwLIs3JHplBgA3E6/1gy5U4wOUIoBAPAlTk3O5hMPb3fJMgCtNnf5WsbOXcyTu518BoDb6fVr1nkPSAcoxQAAuK7WmlNnZ41OBKD13jg7l8Q4YAC4E/P9miHjE+kApRgAANednb2c6YvXLCAC0HrX78jc65kGALfT71fTQugEpRgAANddX0BUigHQcicn57Jj07rs3bmp6SgAsOb1qlKMblCKAQBw3anJhVFTT+zZ3nASAFieU5ML44CLUVAAcFt94xPpCKUYAADXnZyczf5dm7Nj0/qmowDAXev1a944O+fkMwDcoV6tWeekGB2gFAMA4LqlXfUA0Gaj713IpWu9POWZBgB3ZL5XM6QUowOUYgAAJEkuXe3lzXcvKMUAaL2lccCeaQBwZ/q1Ztj4RDpAKQYAQJLkjbfm0q/JU+4TA6DlTk3OZnio5GMPb2s6CgC0Qq9fM+ykGB2gFAMAIMnCAmJiVz0A7XdqcjYfeWBrNq0fbjoKALRCv8b4RDpBKQYAQJKFBcStG4bzyK4tTUcBgGVxRyYAfDjz/X7WKcXoAKUYAABJFhYQn9izw+5AAFpt+uLVnJm5rBQDgA+h30+G3ClGByjFAABIrTWvT87lSfeJAdBypybnksQzDQA+hIU7xZpOASvPrzkAABmfupS5K/N21QPQekt3ZD7lmQYAd6xXa4ZNDaEDlGIAAOSkBUQABsSpydk8sG1DHty+sekoANAa/b5SjG5QigEAkJNnZjNUkid2K8UAaLeTk7N5cs+OFPeiAMAdm+/XDHt20gFKMQAAcnJyNo8/sDWbNww3HQUA7trV+X4++9b5PLXXJg8A+DD6/ZohJ8XoAKUYAAA5eWbWfWIAtN7n3zmfq72+ccAA8CH1qpNidINSDACg42YuXcvE9CW76gFovVPuyASAu9JzpxgdoRQDAOg4C4gADIqTZ2azcd1QHn9ga9NRAKBV+lUpRjcoxQAAOu7kmcVSzEkxAFru5ORsnti9PeuGLXcAwIcx76QYHeFVIgBAx52cnM0D2zbkoe2bmo4CAHet1pqTk+7IBIAPq9aaWpMhd4rRAUoxAICOO2UBEYABcHb2cqYvXnPyGQA+pF6/JomTYnSCUgwAoMOuzvfz2bfOW0AEoPWujwO20QMAPpReVYrRHUoxAIAO+/w753O117eACEDrLZViT3imAcCH4qQYXaIUAwDoMLvqARgUJydn8+j9W7Jt47qmowBAq1wvxdwpRgcoxQAAOuzU5Gw2rhvK4w9sbToKACzLqclZmzwA4C70+wt/DjkpRgcoxQAAOuzk5Gye2L0964a9LASgvc5fmc+b711UigHAXbh+p5hOjA6w+gEA0FG11pycnM2TFhABaLnXJxfGAXumAcCHd318os2SdIDfcgCAjpqcuZzpi9fy1F4LiAC028nFUswzDQA+PHeK0SVKMQCAjjq1tIBoVz0ALXdqcjYjW9Znz85NTUcBgNa5Pj5RW0AH+DUHAOiok2cWSrEnlGIAtNzJM7N5as+OFDvcAeBD6y+eFBvyHKUDlGIAAB11cnI2j96/Jds2rms6CgDctfleP6+fnXOfGADcpevjE4eUYgw+pRgAQEednJw1OhGA1vvFdy/kynzfMw0A7tIXxycqxRh8SjEAgA46f2U+o+9dtIAIQOudXLojc69nGgDcDSfF6BKlGABAB71uARGAAXFycjYbhofy0Qe3NR0FAFrpeinmTjE6QCkGANBBS7vq3b8CQNudPDObr3hoWzass8QBAHdjqRQbclKMDvCKEQCgg05MzGbXlvXZs3NT01EA4K7VWnPyzGyedvIZAO5avzopRncoxQAAOujk5Gye2rsjxZseAFrs7bkree/CVeOAAWAZ5pfGJw57f8jgU4oBAHTMtV4/b5ydy9N7dzYdBQCW5cSZmSTxTAOAZei7U4wOUYoBAHTM594+n6u9vlFTALTeiYmlOzK3N5wEANpr6U6xYXeK0QFKMQCAjjl5ZmEB8ak9SjEA2u3k5GwevX9Ltm9a33QUAGit3uKdYkNOitEBSjEAgI45cWY2m9YP5SMPbms6CgAsy4kzs04+A8Ay9fsLf65zpxgdoBQDAOiYk5Mz+cTuHUZjANBqs5evZezcRSefAWCZ5hdbMSfF6AKlGABAh9Rac9KuegAGwKnFccBP793ZcBIAaLd+dacY3aEUAwDokPGpS5m9PK8UA6D1Tk4ulWKeaQCwHL3F8YnDTorRAUoxALgHSinfUEp5o5TyuVLK99zk+ztLKf+8lHK0lHKilPJdTeSEE4u76o2aAm7FM422OHFmNg9s25AHt29sOgoAtFqvv3BSbEhbQAf4NQeAZSqlDCf5/iTfmOSpJN9ZSnnqfT/23UlO1lqfT/IrkvzVUsqGVQ0KSU6emclQSZ7YrRQDvpxnGm1y4sxsntq7M8WudgBYlqXxieu0YnSA33IAWL6vSvK5WusXaq1Xk/x4km9538/UJNvLwqrNtiTnksyvbkxYGDX1kQe3ZfOG4aajAGuTZxqtcHW+n8+9PefkMwDcA/P9pTvFGg4Cq8CvOQAs374kp2/4fHzxazf6viRPJjmT5LUkf7DW2l+dePBFJ87MunsF+CCeabTCZ96ay7Ve9UwDgHugvzQ+0elrOkApBgDLd7NXjfV9n/+aJK8m2ZvkhSTfV0r5slWcUsonSykHSykH33nnnXudk447d+FqJmcuW0AEPohnGq1wcnLhjkzPNABYvt71k2JKMQafUgwAlm88ySM3fL4/C7vnb/RdSX6iLvhckl9M8sT7/6Fa6w/WWl+ptb7y4IMPrlhguunkmYUFxKf27Gw4CbCGeabRCifPzGbLhuE8dv/WpqMAQOv1qpNidIdSDACW79NJPlZKebyUsiHJdyT5qff9zFiSX5kkpZSHk3wiyRdWNSWdd3JyJold9cAH8kyjFU6emc2Te3ZkyI52AFi2pZNi64Y9Vxl865oOAABtV2udL6X8viQ/k2Q4yQ/VWk+UUn7P4vd/IMlfSPJ3SymvZWE01Z+otb7bWGg66cSZ2ezduSm7tm5oOgqwRnmm0Qb9fs3Jydn8hpfef90dAHA3ro9PdFKMDlCKAcA9UGv9VJJPve9rP3DD388k+dWrnQtudOLMbJ5ySgy4Dc801rqxcxdz/sp8ntrjmQYA90J/aXyiE9h0gPGJAAAdcOlqL19453ye2us+MQDa7eTkwh2ZT3umAcA94aQYXaIUAwDogNfPzqZfY1c9AK134sxMhodKPvbwtqajAMBAuF6KuVOMDlCKAQB0wBd31SvFAGi3k2dm87GHtmXT+uGmowDAQHBSjC5RigEAdMCJM7PZsWld9u/a3HQUAFiWE2dmnXwGPlAp5ZFSys+VUk6VUk6UUv7gTX6mlFL+Rinlc6WUY6WUl5rICmvBYieWIaUYHbCu6QAAAKy8E2dm8/TenSne5ADQYm/PXc7bc1fy9D73iQEfaD7JH621Hi6lbE9yqJTys7XWkzf8zDcm+djix1cn+VuLf0Ln9OtCKzbkCA0d4NccAGDAzff6eX1y1uhEAFrvxBnjgIHbq7VO1loPL/59LsmpJPve92PfkuTv1QX/IclIKWXPKkeFNaFvfCIdohQDABhwn3/nQq7M9/OMXfUAtNzJxVLsKaUYcIdKKY8leTHJf3zft/YlOX3D5+P58uIMOqG3dFJMKUYHKMUAAAbc8YmZJHbVA9B+xydm8uj9W7Jj0/qmowAtUErZluSfJPlDtdbZ93/7Jv9JvcW/88lSysFSysF33nnnXseExl2/U2xIKcbgU4oBAAy4E2dms2n9UD7y4LamowDAspw4M5tn9jr5DNxeKWV9FgqxH621/sRNfmQ8ySM3fL4/yZmb/Vu11h+stb5Sa33lwQcfvPdhoWG11ujD6AqlGADAgDt+ZiZP7tmRYe9yAGixmUvXMnbuotGJwG2VUkqS/y3JqVrrX7vFj/1Ukt9eFnxNkpla6+SqhYQ1pNevRifSGeuaDgAAwMrp92tOnZnNt77oegQA2m3pPjF3ZAJ34GuT/FdJXiulvLr4tT+Z5ECS1Fp/IMmnkvzaJJ9LcjHJd61+TFgb+tXoRLpDKQYAMMDGzl3M3JV594kB0HonzrgjE7gztdZ/l5vfGXbjz9Qk3706iWBt6xufSIcYnwgAMMBO2FUPwIA4cWY2u3dsygPbNjYdBQAGSr9fM2x8Ih2hFAMAGGDHz8xk3VDJxx7e1nQUAFiW4xMzTokBwAroVXeK0R1KMQCAAXbizGw+/vD2bFw33HQUALhrl6728vl3zudpJ58B4J6r7hSjQ5RiAAADqtaaE3bVAzAATp2dTb+6TwwAVoI7xegSpRgAwIB6a/ZK3rtw1QIiAK23dEemZxoA3Hu9vvGJdIdSDABgQJ04M5MkecaoKQBa7uSZmYxsWZ99I5ubjgIAA6dvfCIdohQDABhQxydmU0ry5B676gFot+MTs3l6744Uu9gB4J7r941PpDuUYgAAA+rEmZk8/sDWbN24rukoAHDXrvX6eePsXJ7Z6+QzAKyEfq0ZtvGEjlCKAQAMqBNnZvO0BUQAWu6zb53P1V4/T7lPDABWRL/GaWw6QykGADCApi5czcT0pTxjARGAlnNHJgCsrH6tGdIU0BF+1QEABtCJM7NJ4qQYAK134sxstmwYzuP3b206CgAMJOMT6RKlGADAAFraVf+0k2IAtNyJMzN5as+ODA1ZrAOAldDr1wwpxegIpRgAwAA6fmY2+0Y2Z9fWDU1HAYC71u/XnDwza5MHAKygWmPzCZ2hFAMAGEAnJmYsIALQer/43oVcuNrL0+4TA4AVs3BSrOkUsDqUYgAAA2bu8rV84d0LedYCIgAtd3xiYRywZxoArJx+NT6R7lCKAQAMmJNnZpMkz1hABKDljk/MZMO6oXzFQ9uajgIAA6tfoxSjM5RiAAAD5vhiKfb0PuMTAWi34xOzeXL39qwftnwBACulX2uGPGrpCL/qAAAD5sTETB7esTEPbd/UdBQAuGu11hw/M+PkMwCssH6tGXZSjI5QigEADJjXJmbyzF4LiAC029i5i5m7PK8UA4AV1uvXFKUYHaEUAwAYIBevzufz75zP0xYQAWi54xOLd2Ta6AEAK6rWZHhIKUY3KMUAAAbIqcm59GvyrFIMgJY7fmYm64dLPr57W9NRAGCg9WuNToyuUIoBAAyQ4xMzSZJn9u1oOAkALM/xiZl8/OHt2bhuuOkoADDQjE+kS5RiAAAD5PjETO7fuiG7d2xqOgoA3LVaa467IxMAVkWtybBSjI5QigEADJDXJmbyzL6ddvkB0GoT05cydfFantmvFAOAldarNUOaAjrCrzoAwIC4fK2Xz7593uhEAFrv+MRskuSZvZ5pALDSFu4Us7GSblCKAQAMiDfOzqXXr0ZNAdB6J87MZHio5Mk9SjEAWGn9vlKM7lCKAQAMiNcmZpIkz+xTigHQbq9NzORjD23LpvXDTUcBgIHXr8mQToyOUIoBAAyIE2dmsnPz+uzftbnpKABw12qtOT4xk6edfAaAVdGvNcNaMTpCKQYAMCCOT8zmmX07Uoy9AKDF3p67knfPX3VHJgCskl6/eh9JZyjFAAAGwNX5ft44O2d0IgCt99r4wjjgZz3TAGBV1JoMK8XoCKUYAMAA+Mxbc7na6+cZo6YAaLnjZ2ZSSvLkHifFAGA19GrNkKaAjvCrDgAwAE6cWdhV76QYAG13fGI2H3lga7ZuXNd0FADohH6tGXJSjI5QigEADIDXJmayfeO6PHrflqajAMCyHJ+YMToRAFZRrVGK0RlKMQCAAfDaxGye2rsjQ0PeyADQXu/MXcnZ2ctOPgPAKur1a7yVpCuUYgAALXet18+pyVm76gFoveMTxgEDwGrr12qDJZ2hFAMAaLnPvnU+V+f7eXa/BUQA2u21iZmUkjy9d0fTUQCgM/p9d4rRHUoxAICWe21iOkmcFAOg9Y6Nz+TxB7Zm+6b1TUcBgM7o12RYKUZHKMUAAFrutYmZbNu4Lo/dv7XpKACwLMcnZmzyAIBVtjA+sekUsDr8qgMAtNxrE7N5Zt8OM+ABaLV35q7k7OxlpRgArLJ+rSlOitERSjEAgBa71uvn1OSsBUQAWu/4xEwS44ABYLUZn0iXKMUAAFrsM2/N5ep8P89YQASg5Y6Nz6SU5GnPNABYVb1+jcEjdIVSDACgxeyqB2BQvDYxk8cf2JptG9c1HQUAOmXhTjGtGN2gFAMAaLHXJmayfeO6PHb/1qajAMCyHJ+YyXM2eQDAquv3a4aMT6QjlGIAAC322sRsnt63w64+AFrt7bnLOTt72ThgAGhAvybD3lPSEUoxAICWutbr59TkrNGJALSeccAA0Jx+rXFQjK5QigEAtNRn3prL1fl+nt0/0nQUAFiW18ZnU0rytFIMAFZdvxqfSHcoxQAAWsquegAGxWsTM/nIA1uzbeO6pqMAQOf0azKsFKMjlGIAAC312sRMtm9cl0fv29J0FABYluMTMzZ5AEBDev0aV4rRFUoxAICWem18Jk/v25Eh714AaLG35y7n7OzlPKMUA4BVV2tNEu8r6QylGABAC13r9XPq7Fyec58YAC23NA7YMw0AVl9/oRNzpxidoRQDAGihz7w1l6vzfbvqAWi918ZnU0ry9N4dTUcBgM7pLbZiDorRFUoxAIAWWtpV7/4VANrutYmZfOSBrdm6cV3TUQCgc/rGJ9IxSjEAgBZ6bWIm2zeuy6P3bWk6CgAsy/GJGZs8AKAh10sx4xPpCKUYAEALHRufybP7d9rNB0CrvT17OWdnL7tPDAAasnSn2LBSjI5QigEAtMyV+V5OTc7m2f121QPQbsfGF8YBP+eZBgCNWLpTTCdGVyjFAABa5jNnz+dar+a5fSNNRwGAZTk2MZOhkjy1d0fTUQCgk6rxiXSMUgwAoGWOTUwnsasegPZ7bXw6H3toe7ZsWNd0FADopOvjE43mpyOUYgAALfPa+Ex2bVmf/bs2Nx0FAO5arTWvTczY5AEADVoan6gToyuUYgAALXN0fCbP7h9JMd4CgBY7M3M5756/qhQDgAZdH5+oFaMjlGIAAC1y+Vovn3lrLs/ts4AIQLu9Nj6dJHl2/0ijOQCgy3ruFKNjlGIAAC1ycnI2vX7Ns3bVA9Byx8Znsm6o5Ind25uOAgCddf1OMaUYHaEUAwBokdfGZ5LEqCkAWu+1iZl8Yvf2bFo/3HQUAOis/mIrphOjK5RiAAAtcmx8Jg9s25jdOzY1HQUA7lqtNcfGZ2zyAICG9Y1PpGOUYgAALfLaxHSe378zxRsWAFrs9LlLmbl0Lc+5TwwAGnV9fOKQ95h0g1IMAKAlLlyZz+fePu8+MQBa7+j4dJLk2X2eaQDQpJ7xiXSMUgwAoCVOnJlNv7pPDID2e21iJhvWDeXjD29vOgoAdFpdHJ/opBhdoRQDAGiJY4u76p+xqx6Aljs2Pp0n9+zIhnWWJQCgST13itExXn0CALTEaxMz2bNzUx7avqnpKABw1/r9muMTs3nOJg8AaFy/v/Cng2J0hVIMAKAlXhufMToRgNb7xfcu5PyVec80AFgD+k6K0TFKMQCAFpi5dC1fePdCnts/0nQUAFiWpXHAnmkA0DylGF2jFAMAaIETEzNJkmeNmgKg5Y6Nz2Tz+uF89MGtTUcBgM7rL3RiGTY/kY5QigEAtMDRcaUYAIPh2PhMnt67I+uGLUkAQNN6i62Yg2J0hVegAAAtcGx8Ogfu25JdWzc0HQUA7tp8r58TZ2aMTgSANaIujk90UoyuUIoBALTAsfGZPLffKTEA2u0zb53P5Wv9PP+IZxoArAVL4xPdKUZXKMUAANa4d89fycT0pTxvVz0ALXdsfDpJnBQDgDXC+ES6RikGALDGfXEB0a56ANrt6PhMdmxal8fu39J0FAAgN4xP1IrREUoxAIA17ujpmQyV5Jl9SjEA2u3Y+HSe2z+SYuENANaE3mIpNuROMTpCKQYAsMYdG5/OVzy0LVs3rms6CgDctcvXennj7JyTzwCwhrhTjK5RigEArGG11hwbn3H3CgCtd3JyNvP96pkGAGtIf+mkmE6MjlCKAQCsYeNTl/Lehat53q56AFru6OnpJMnzj3imAcBa0e8vlWJaMbpBKQYAsIYdG59Jkjz/yEizQQBgmY6Nz+Sh7Ruze8empqMAAIuWxicOOypGR9y2FCul/JVSytOrEQYAgC91bHw6G4aH8sTuHU1HAYBlOTo+nef2j6TYiQ4Aa0ZvsRXzeKYr7uSk2OtJfrCU8h9LKb+nlGLOAQDAKjk6Pp0n92zPhnUO+APQXrOXr+UL71wwDhgA1pi6eKeYk2J0xW1XV2qt/2ut9WuT/PYkjyU5Vkr5sVLK1610OACALuv3a45PzOa5/SNNRwGAZTm+OA74OeOAAWBN6VV3itEtd7TluJQynOSJxY93kxxN8kdKKT++gtkAADrtC++ez/kr83nOrnoAWu7oUim2zzMNANaSpTvFlGJ0xbrb/UAp5a8l+aYk/1eS/7HW+p8Wv/UXSylvrGQ4AIAuO3p6YQHxebvqAWi5Y+PTOXDfluzauqHpKADADer1k2INB4FVcttSLMnxJP99rfXiTb73Vfc4DwAAi46NT2fLhuF89MFtTUcBgGU5Nj6TFw+MNB0DAHifXt/4RLrlTsYn/tb3F2KllH+TJLXWmRVJBQANKKX8ulLKHY0WhtVwdHwmz+zb6cJj4EMrpRwspXx3KWVX01ng3fNXMjF9Kc+7IxMA1pyl8Yned9IVt1z4K6VsKqXcl+SBUsquUsp9ix+PJdm7agkBYPV8R5LPllL+UinlyabD0G1X5/s5OTmb590nBtyd78jC+7ZPl1J+vJTya0qx/ZdmHBufThJ3ZALAGtRfbMW8UqQrPmg3/O9OcijJE0kOL/79UJJ/luT7Vz4aAKyuWutvS/Jiks8n+eFSyv9bSvlkKWV7w9HooDfOzuXqfD/P2VUP3IVa6+dqrd+b5ONJfizJDyUZK6X8ucXNj7BqXj09k6GSPLNPKQYAa01/8U4xJ8XoiluWYrXWv15rfTzJH6u1Pn7Dx/O11u9bxYwAsGpqrbNJ/kmSH0+yJ8mvT3K4lPL7Gw1G5xxd3FX/wiMjjeYA2quU8lySv5rkL2fh2fZtSWaT/F9N5qJ7jo1P5+MPb8/WjXdyrTkAsJqWxie6U4yuuOUr0lLK19da/68kE6WU3/D+79daf2JFkwHAKiulfHOS70ry0SR/P8lX1VrfLqVsSXIqyd9sMh/dcvT0dO7fuiH7d21uOgrQQqWUQ0mmk/xvSb6n1npl8Vv/sZTytY0Fo3NqrTl6ejq/+qndTUcBAG6iV41PpFs+aJvWf56FHYTfdJPv1SRKMQAGzbcl+f/VWn/hxi/WWi+WUn5nQ5noqKPj03n+kZG4Agi4S7+p1vqFG79QSnm81vqLtdYv2/QIK+X0uUuZungtzzv5DABrUl0an+i9Jx1xy1Ks1vpnFv/8rtWLAwCNmnx/IVZK+Yu11j9Ra/03TYWie85fmc9n3z6f//LZvU1HAdrrHyd56SZfe7mBLHTYq4vjgJ9/xH1iALAW9RbnJxqfSFfc8k6xJaWU/7GUMnLD57tKKf/DiqYCgGb8qpt87RtXPQWd99r4TGq1gAh8eKWUJ0opvzHJzlLKb7jh43ck2dRwPDro6OnpbFo/lI8/vL3pKADATVy/U2xIKUY33Mktt99Ya/2TS5/UWqdKKb82yX+/crEAYPWUUn5vkv82yUdLKcdu+Nb2JP9PM6nosqNLu+r3jzSaA2ilTyT5dUlG8qWj8OeS/K4mAtFtR09P55m9O7N++LZ7cgGABvSvnxRrOAiskjspxYZLKRuXLmYupWxOsnFlYwHAqvqxJP8qyf+U5Htu+PpcrfVcM5HosqOnp/Po/Vuya+uGpqMALVNr/WdJ/lkp5ZfUWv/fpvPQbdd6/Rw/M5Pf+tWPNh0FALiFfjU+kW65k1Lsf0/yb0opP5ykJvmdSX5kRVMBwOqqtdY3Synf/f5vlFLuU4yx2o6ens4rj93XdAyghUopf7zW+peS/JZSyne+//u11j/QQCw66jNvzeXytX6ef2Sk6SgAwC0sjU8cdlSMjrhtKVZr/UuLo6T+i8Uv/YVa68+sbCwAWFU/loVRU4eysAHkxleCNclHmghFN709ezlnZi5bQATu1qnFPw82mgKSHD09kyR5wThgAFizlk6KOShGV9zJSbEkOZJkfRYWBo+sXBwAWH211l+3+OfjTWeBo+OLC4iP7Gw4CdBGtdZ/vvin6R407ujp6ezasj6P3Le56SgAwC0s3Sk2rBWjI257020p5Tcn+U9Jvi3Jb07yH0sp37bSwQBgtZVSfn0pZecNn4+UUr61wUh00NHT0xkeKnl6r1IMuHullJ8tpYzc8PmuUoqJH6yqo+PTef6RkRSLbACwZvXcKUbH3LYUS/K9Sb6y1vpf11p/e5KvSvKnVjYWADTiz9RaZ5Y+qbVOJ/kzzcWhi46OT+eJ3duzaf1w01GAdntw8TmWJKm1TiV5qLk4dM2FK/P5zFtzed7oRABY05buFBtypxgdcSel2FCt9e0bPn/vDv87AGibmz3f7nTUMCxbv19z9PS0+8SAe6FXSjmw9Ekp5dEsjMOHVXF8Yib9mrzgmQYAa1qtNfowuuROFvp+enHMxj9Y/Pzbk3xq5SIBQGMOllL+WpLvz8LC4e9PcqjZSHTJm+9dyOzl+bxgVz2wfN+b5N+VUn5+8fNfnuSTDeahY46OTydJnttvHDAArGW9fjU6kU65bSlWa/3vSim/McnXJilJfrDW+pMrngwAVt/vz8KI4H+YhWfev07y3Y0molOWFhCdFAOWq9b606WUl5J8zeKX/nCt9d0mM9EtR0/P5JH7Nuf+bRubjgIAfIB+NTqRbrmjkVC11n+S5J+scBYAaFSt9UKS7yml7EjSr7WebzoT3XL09Ey2bBjOVzy0rekowGD4pVk4IbbkXzQVhO559fR0Xjww0nQMAOA2+sYn0jG3vBuslDJXSpm9ycdcKWV2NUMCwGoopTxbSjmS5LUkJ0oph0opzzSdi+44cno6z+7bmWHvSIBlKqX8f5P8wSQnFz/+YCnlf2o2FV3xztyVTExfcp8YALRAv18zbHwiHXLLk2K11u2rGQQA1oC/neSP1Fp/LklKKb8iyQ9mYac9rKgr872cOjOb7/pljzUdBRgMvzbJC7XWfpKUUn4kyZEk/59GU9EJr56eThKlGAC0QK+6U4xuueVJsRuVUn5ZKeW7Fv/+QCnl8ZWNBQCN2LpUiCVJrfXfJtnaXBy65NTkXK72+nlh/0jTUYDBMXLD33c2FYLuOXp6OsNDJU/v9WsHAGtdrYlOjC657Z1ipZQ/k+SVJJ9I8sNJNiT535N87cpGA4BV94VSyp9K8vcXP/9tSX6xwTx0yKtjU0mSF9y/Atwb/1OSI6WUn0tSsnC3mFNirIpXT0/nid3bs3nDcNNRAIDb6NdqhD+dcicnxX59km9OciFJaq1nkhitCMAg+p1JHkzyE0l+cvHv39VoIjrj1dPTeXjHxuzZubnpKMAAqLX+gyRfk4Vn2k8k+SW11h9vNhVd0O/XHD09bXQiALREr298It1y25NiSa7WWmsppSZJKcUYKQAGUq11KskfaDoH3fSqBUTgHiilvPS+L40v/rm3lLK31np4tTPRLV9493zmrsx7pgFAS/RrMuSkGB1yJ6XY/1FK+dtJRkopvysLu+j/zsrGAoDVU0r550nqrb5fa/3mVYxDB01duJo337uYb//KA01HAdrvr37A92qSr1+tIHTTkbHpJMmLxgEDQCv0+zU6MbrktqVYrfWvlFJ+VZLZLNwr9qdrrT+74skAYPX8laYD0G2vjk8niV31wLLVWr+u6Qx026unp7N947p85IFtTUcBBkQpZWOS35jksdywlllr/fNNZYJB0q81w8Yn0iG3LcVKKX84yT+6l0VYKeU3JfmzSZ5M8lW11oO3+Lk3k8wl6SWZr7W+cq8yAMCSWuvPL/29lLI5yYFa6xsNRqJjjp6eTinJs/t3Nh0FGBCllC1J/kgWnmmfLKV8LMknaq3/ouFoDLij49N57pGdxjAB99I/SzKT5FCSKw1ngYHTr0lRitEhdzI+cUeSnymlnEvy40n+ca31rWX+f48n+Q1J/vYd/OzX1VrfXeb/DwBuq5TyTVk4NbYhyeOllBeS/HnjE1lpr56ezscf2p5tG+/kpRnAHfnhLCwe/tLFz8eT/KMkSjFWzOVrvbw+OZff/Z9/pOkowGDZX2v9hqZDwKDq15qhoaZTwOq57a97rfXP1VqfTvLdSfYm+flSyv+5nP9prfWUHfgArEF/NslXJZlOklrrq1kY0QErptaao6enjU4E7rWP1lr/UpJrSVJrvZTEFmBW1PGJmcz3a154ZFfTUYDB8u9LKc82HQIGlfGJdM2H6YDfTnI2yXtJHlqZOF+mJvnXpZRDpZRPrtL/E4Dumq+1zjQdgm4Zfe9ipi5eywsHRpqOAgyWq4sjgWuSlFI+GiOnWGGvnp5O4o5M4J77ZUkOlVLeKKUcK6W8Vko51nQoGBS9fs2QUowOuZM7xX5vkm9P8mCSf5zkd9VaT97Bf/d/Jtl9k299b631n91hvq+ttZ4ppTyU5GdLKa/XWn/hFv+/Tyb5ZJIcOHDgDv95APgSx0spvyXJ8OLdK38gyb9vOBMDzgIisEL+bJKfTvJIKeVHk3xtkt/RZCAG35HT09k3sjkPbt/YdBRgsHxj0wFgkNUad4HSKXdyccWjSf7Q4gipO1Zr/S/uKtGX/htnFv98u5Tyk1kYaXXTUqzW+oNJfjBJXnnllbrc/zcAnfT7k3xvFnbS/1iSn0nyPzSaiIH36unpbNkwnI8/vL3pKMAAqbX+61LKoSRfk4WxiX/QXc2stFfHpp18Bu65WutoKeX5JP/Z4pf+71rr0SYzwSDp1xqdGF1yJ3eKfc+HLcTuhVLK1lLK9qW/J/nVSY6vdg4AOuUTtdbvrbV+5eLHf19rvdx0KAbbkdPTeWbfzgx7FwLcQ6WUn8rCe6h/W2v9FwoxVto7c1cyMX0pL+wfaToKMGBKKX8wyY9m4TqXh5L876WU399sKhgcxifSNR/mTrF7ppTy60sp40l+SZJ/WUr5mcWv7y2lfGrxxx5O8u9KKUeT/Kck/7LW+tNN5AWgM/5aKeX1UspfKKU83XQYBt+V+V5OnZnNi0YnAvfeX83CjvqTpZR/VEr5tlLKpqZDMbiOLo0DdlIMuPf+myRfXWv907XWP52FU9C/q+FMMDD6NUoxOuVOxifec7XWn0zykzf5+pkkv3bx719I8vwqRwOgw2qtX1dK2Z3kNyf5wVLKjiT/sNZqhCIr4tTkXK72+u4TA+65WuvPJ/n5Uspwkq/PwuLhDyXZ0WgwBtarp6czPFTyzN6dTUcBBk9J0rvh897i14B7oF9rhho5OgPNaKQUA4C1qtZ6NsnfKKX8XJI/nuRPx71irJBXx6aS2FUPrIxSyuYk35Tk25O8lORHmk3EIHv19HSe2L09mzcMNx0FGDw/nOQ/llKWNth/a5L/rbk4MFj6tWbYSTE65JalWCllLkm92beS1FqrHYYADJRSypNZWDj8tiTvJfnxJH+00VAMtCOnp7N7x6bs2bm56SjAgCml/MMkX53kp5N8fxbuFus3m4pB1evXvHp6Ot/64t6mowADqNb610op/zbJL8vCuuR31VqPNJsKBkevX1OUYnTILUuxWuv21QwCAGvADyf5B0l+9eJIX1hRR8am86JTYsDK+OEkv6XW2rvtT8Iyff6d8zl/ZT4vPrKr6SjAACml7Ki1zpZS7kvy5uLH0vfuq7WeayobDJJak+EhpRjdccfjE0spDyW5fjFzrXVsRRIBQENqrV/TdAa6473zVzJ27mJ+61cfaDoKMIBqrT/ddAa649Wx6STGAQP33I8l+XVJDuVLp1mVxc8/0kQoGDT9WqMTo0tuW4qVUr45yV9NsjfJ20keTXIqydMrGw0AYHC9eno6SfLiAbvqAWi3I6ensnPz+jx+/9amowADpNb66xb/fLzpLDDIjE+ka4bu4Gf+QpKvSfKZxYfQr0zy/6xoKgCAAXdkbDrDQyXP7tvZdBRgwJQFjzSdg+44MjadFx4ZyZBt5sAKKKX8mzv5GnB3ak2GlWJ0yJ2UYtdqre8lGSqlDNVafy7JCysbCwBgsL16ejpP7N6ezRuGm44CDJhaa03yT5vOQTecvzKfz7w1lxceGWk6CjBgSimbFu8Te6CUsquUct/ix2NZmGgF3AO9WjN0Jy0BDIg7uVNsupSyLckvJPnRUsrbSeZXNhYArJ5Syj/Pl86o/xK11m9exTh0QK9f8+rp6Xzri97LAyvmP5RSvrLW+ummgzDYjo1Pp1+TF90nBtx7vzvJH8pCAXYoC3eJJclsku9vKBMMnIU7xZwUozvupBT7liSXkvzhJL81yc4kf24lQwHAKvsrTQegWz7/zvmcvzKfFx9xnxiwYr4uye8upYwmuZCFhcRaa32u2VgMmiNj00nipBhwz9Va/3qSv15K+f211r/ZdB4YVP0apRidciel2J+utf6JJP0kP5IkpZS/mORPrGQwAFgttdafbzoD3fLq0gKiXfXAyvnGpgPQDa+ens5HHtiakS0bmo4CDK5+KWWk1jqdJKWUXUm+s9b6vzQbCwZDv1/jWlC65E6mhf6qm3zNGywABk4p5WOllH9cSjlZSvnC0kfTuRg8R05PZefm9Xn8/q1NRwEGVK11tNY6moWpH/WGD7hnaq05MjZtkwew0n7XUiGWJLXWqSS/q7k4MFj6tWZYK0aH3LIUK6X83lLKa0k+UUo5dsPHLyY5tnoRAWDV/HCSv5WFuzO/LsnfS/L3G03EQDoyNp0XHhnJkDcewAoppXxzKeWzSX4xyc8neTPJv2o0FANnfOpS3j1/JS8eMA4YWFFDpXxxtlspZTiJ46lwj/T6NcX4RDrkg06K/ViSb0ryU4t/Ln28XGv9bauQDQBW2+Za679JUhZ32P/ZJF/fcCYGzPkr8/nMW3PuXgFW2l9I8jVJPlNrfTzJr0zy/zQbiUHz6unpJMmLnmnAyvqZJP9HKeVXllK+Psk/iI0ecM/UmgwrxeiQW94pVmudSTKT5DsXd2A8vPjz20op22qtY6uUEQBWy+VSylCSz5ZSfl+SiSQPNZyJAXNsfDr9mrxo1BSwsq7VWt8rpQyVUoZqrT+3eDc03DNHxqazaf1QPrF7e9NRgMH2J5J8MsnvTVKSHEmyp9FEMEB6tWboTi5ZggFxy1JsyeKi4J9N8laS/uKXa5LnVi4WADTiDyXZkuQPZGGH/dcl+a+bDMTgOTI2nSROigErbbqUsi3JLyT50VLK21kYDwz3zJHTU3lu30jWD1tJA1ZOrbVfSvkPST6S5NuT3JfknzSbCgZHvxqfSLfcthTLwgLhJ2qt761wFgBoVK3104t/PZ/ku5rMwuB69fR0PvLA1oxscQ0CsKK+JcnlJH84yW9NsjPJn280EQPlynwvJ87M5nf80seajgIMqFLKx5N8R5LvTPJekn+YJLXWr2syFwwa4xPpmjvZznU6C2MUAWCglVJ+tpQycsPnu0opP9NgJAZMrTVHxqadEgNWXK31Qq21V2udr7X+SK31b9joyL10anIuV+f7nmnASno9C3diflOt9ZfVWv9mkl7DmWDg9Po1QzoxOuROTop9Icm/LaX8yyRXlr5Ya/1rK5YKAJrxQK11eumTWutUKcWdYtwz41OX8u75K3nx0V1NRwEGVCllLgvj7r/sW0lqrXXHKkdiQB0enUqSvHTAMw1YMb8xCyfFfq6U8tNJfjwLzzPgHurXmiGtGB1yJ6XY2OLHhsUPABhU/VLKgVrrWJKUUh7NzRcW4a4cHltaQBxpNggwsGqt25vOQDccOT2dvTs3ZffOTU1HAQZUrfUnk/xkKWVrkm/Nwkjgh0spfyvJT9Za/3WT+WBQ9Ps1Q8Yn0iG3LcVqrX8uSUop2xc+redXPBUANON7k/y7UsrPL37+y5N8ssE8DJgjY9PZsmE4n3jYmjWwskopB2729aWNH7Bch0en8qJTYsAqqLVeSPKjSX60lHJfkt+U5HuSKMXgHui7U4yOuW0pVkp5JsnfT3Lf4ufvJvnttdYTK5wNAFZVrfWnSykvJfmaLIzl+MO11ncbjsUAOTI2lef278y64Tu51hVgWf7lDX/flOTxJG8kebqZOAySt2cvZ2L6Ur7rax9rOgrQMbXWc0n+9uIHcA8sjE9sOgWsnjv5df/BJH+k1vporfXRJH80yd9Z2VgAsHpKKU8s/vlSkgNJziSZSHJg8WuwbJev9XLizKxd9cCqqLU+e8PHx5J8VZJ/13QuBsPhsekk8UwDgAHQrzXFSTE65E7uFNtaa/25pU9qrf92cZYvAAyKP5KFMYl/9Sbfq0m+fnXjMIiOT8xkvl/z4iMjTUcBOqjWeriU8pVN52AwHDk9lfXDJU/v3dF0FABgmYxPpGvupBT7QinlT2VhhGKS/LYkv7hykQBgddVal+4N+8Za6+Ubv1dKcXs898ThsakkdtUDq6OU8kdu+HQoyUtJ3mkoDgPmyOh0nt67M5vWDzcdBQBYpl6/ZkgnRofcyfjE35nkwSQ/sfjxQJLvWslQANCQf3+HX4MP7cjYdB65b3Me3L6x6ShAN2y/4WNjFu4Y+5ZGEzEQrvX6OTYxnRcPjDQdBQC4BxbuFNOK0R13clLsmSR/uNbaW/rC4v0qUyuWCgBWUSlld5J9STaXUl5MsvRqcEeSLY0FY6AcGZvOV3/kvqZjAB1Ra/1zTWdgML1xdi6Xr/XzkpPPADAQ+v2aIeMT6ZA7KcV+JsmnSym/udb61uLX/tcsjN8AgEHwa5L8jiT7s3Cv2NKrwdkkf7KhTAyQM9OXcnb2svvEgFVTSvmpm3x5JsnBJH/7/eOC4U59cRzwSLNBAIB7ol9jfCKdciel2BtJ/nKSf1tK+W9qrf8+X1wsBIDWq7X+SCnl7yf5zlrrjzadh8FzZGw6SfLSo3bVA6vmF7MwBv8fLH7+7UneSvLxJH8nyX/VUC5a7sjYdB7avjH7RjY3HQUAuAeMT6Rr7qQUq7XWf1FKeSPJPyyl/FCSusK5AGBV1Vr7pZTfnUQpxj13eGwqG9cN5YndO5qOAnTHi7XWX37D5/+8lPILtdZfXko50VgqWu/w2FRePDCSYswSAAyEfjU+kW4ZuoOfKUlSa/1skv8syS9P8txKhgKAhvxsKeWPlVIeKaXct/TRdCja78jYVJ7dtzMb1t3JSy+Ae+LBUsqBpU8W//7A4qdXm4lE2713/kpG37uYF90nBgADo1+TYaUYHXLbk2K11hdv+PuFJL/5xjdXADBAfufin999w9dqko80kIUBcWW+l+MTs/kdX/tY01GAbvmjSf5dKeXzWdjo+HiS/7aUsjXJjzSajNa6Pg5YKQYAA6PXr+4Uo1NuWYqVUv54rfUvlVL+Zm4+LvEPrFwsAFh9tdbHm87A4Dl5ZjZXe/28+MhI01GADqm1fqqU8rEkT2ShFHu91np58dv/c2PBaLUjp6eybqjk2X07m44CANwDtS4s+7tTjC75oJNipxb/PLgaQQCgaaWULUn+SJIDtdZPLi4mfqLW+i8ajkaLHV7aVf+oXfXAqns5yWNZeN/3XCkltda/12wk2uzw6HSe3LMjmzcMNx0FALgH+otHYdwpRpfcshSrtf7zUspwkmdqrf/dKmYCgKb8cJJDSX7p4ufjSf5REqUYd+3w2FT2jWzOwzs2NR0F6JBSyt9P8tEkrybpLX65JlGKcVfme/0cHZ/Ob3p5f9NRAIB7pLfYijkoRpd84J1itdZeKeXl1QoDAA37aK3120sp35kktdZLpdguxfIcHp3Ky06JAavvlSRP1aWZOLBMr5+dy8WrPSefAWCA9I1PpIM+sBRbdKSU8lNZ2Cl/YemLtdafWLFUANCMq6WUzVm8S7OU8tEkV5qNRJtNzlzK5MzlvHTAAiKw6o4n2Z1ksukgDIYjY1NJ4pkGAAPkeilmPzAdciel2H1J3kvy9Td8rSZRigEwaP5skp9O8kgp5UeTfG2S39FkINrt8Oh0EveJAY14IMnJUsp/yg0bPGqt39xcJNrs8Nh0Hti2Mft3bW46CgBwjyzdKTasFKNDbluK1Vq/azWCAEBTSinfl+THaq3/upRyKMnXJClJ/mCt9d1m09Fmh8emsnHdUJ7as6PpKED3/NmmAzBYDo9N5eVHR2KyNAAMjqWTYh7vdMnQ7X6glLK/lPKTpZS3SylvlVL+SSnFzboADJLPJvmrpZQ3k/zxJBO11n+hEGO5Do9N5bn9O7Nh3W1fcgHcU7XWn7/xI8l8kt/cdC7a6d3zVzL63kWjEwFgwPT7xifSPXeyQvPDSX4qyd4k+5L888WvAcBAqLX+9VrrL0nynyc5l+SHSymnSil/upTy8Ybj0VJX5ns5MTFrARFoTCnlhVLKX1rc9PE/JDnVcCRa6sjYdBLjgAFg0FwfnzikFKM77qQUe7DW+sO11vnFj7+b5MEVzgUAq67WOlpr/Yu11heT/JYkvz4WELlLxydmc7XXz4tKMWAVlVI+vrip41SS70tyOkmptX5drfX7Go5HSx0em8q6oZJn9+1sOgoAcA/1rp8UazgIrKI7KcXeLaX8tlLK8OLHb0vy3koHA4DVVkpZX0r5plLKjyb5V0k+k+Q3NhyLljo8OpUkeenRkWaDAF3zepJfmeSbaq2/rNb6N5P0Gs5Eyx0ancrTe3dk0/rhpqMAAPdQXbxTbEgrRofcSSn2O7Mwe/5skskk37b4NQAYCKWUX1VK+aEk40k+meRTST5aa/32Wus/bTQcrXV4bCr7d23OQ9s3NR0F6JbfmIX3bj9XSvk7pZRfmcQqB3ftWq+fY+PTTj4DwADqVXeK0T3rbvcDtdaxJN+8ClkAoCl/MsmPJfljtdZzTYeh/WqtOTw2la9+/P6mowAdU2v9ySQ/WUrZmuRbk/zhJA+XUv5Wkp+stf7rJvPRPq9PzuXytb77xABgAF2/U0wpRofcshQrpfzNJPVW36+1/oEVSQQAq6zW+nVNZ2CwnJm5nLdmr+SlAyNNRwE6qtZ6IcmPJvnRUsp9SX5Tku9JohTjQzk8tjgO2DMNAAZOf7EV04nRJR90UuzgDX//c0n+zApnAQAYCEv3ib386H0NJwFIFk9B/+3FD/hQDo9N5eEdG7NvZHPTUQCAe6xvfCIddMtSrNb6I0t/L6X8oRs/BwDg1g6PTWXT+qE8sWd701EAYFkOj03lpQO7UiyWAcDAuT4+cchznu4YusOfu+UYRQAAvtTh0ak8t38k64fv9KUWAKw9b89dzulzl/LSAfeJAcAg6hmfSAdZqQEAuIcuX+vlxJnZvPyoBUQA2u3w6HSS5CXPNAAYSHVxfKKTYnTJLccnllLm8sUTYltKKbNL30pSa607VjocAEDbHBufyXy/5mW76gFoucNjU9kwPJRn9nn7DwCDaGl8ojvF6JIPulPMJRgAAB/SodGpJHbVA9B+h0an8uz+ndm4brjpKADAClgan+igGF1ifCIAwD10aHQqjz+wNfdt3dB0FAC4a1fme3ltfCYvHRhpOgoAsEL6dakU04rRHUoxAIB7pNaaI2NTecnoRABa7sSZ2Vzt9d2RCQADTClGFynFAADukdH3Lua9C1ctIALQeoeXxgHb6AEAA2vpTrFh8xPpEKUYAMA98sX7xEaaDQIAy3RodCr7d23OQzs2NR0FAFghS3eKOShGlyjFAADukcNjU9m+cV0+9tD2pqMAwF2rtebw2JSTzwAw4KrxiXSQUgwA4B45NDqVFw6MGD0BQKtNTF/KW7NXlGIAMOCMT6SLlGIAAPfA3OVreeOtOQuIALTeIfeJAUAnGJ9IFynFAADugVdPT6dWC4gAtN/h0als2TCcJ3YbBwwAg2xpfOKwVowOUYoBANwDh0enU0rywoGRpqMAwLIcHpvO8/tHsm7YkgEADLLe0p1ixifSIV7hAgDcA4fGpvKJh7dnx6b1TUcBgLt28ep8Tk7OGgcMAB2wdKfYkJNidIhSDABgmfr9miNjU3nR6EQAWu7o6Zn0+jUvPTrSdBQAYIX1l06K6cToEKUYAMAyffbt85m7PJ9X7KoHoOUOj00lcUcmAHRBv79UimnF6A6lGADAMh0cPZckRk0B0HoH3zyXr3hoW0a2bGg6CgCwwpbGJw47KkaHKMUAAJbp0OhU7t+6IY/ev6XpKABw1/r9msNj03nZKTEA6ITeYivmoBhdohQDAFimw6NTefnRXSneSQDQYl9493xmLl3Ly48pxQCgC+rinWJOitElSjEAgGV49/yVvPneRaMTAWi9Q6ML94l5pgFANyyNT3SnGF2iFAMAWAYLiAAMioNvTmXXlvX5yANbm44CAKyC3uJJMQfF6BKlGADAMhwencqG4aE8s29n01EAYFkOjRkHDABdUq+XYp79dIdSDABgGQ6NTuWZfTuyaf1w01EA4K6du3A1X3jnQl5y8hkAOqPXV4rRPUoxAIC7dGW+l2MTM0YnAtB6R8YWxwEf8EwDgK5YulNs2PxEOkQpBgBwl45PzObqfD8vP3pf01EAYFkOjk5l3VDJ84+MNB0FAFgl/cVWzEExukQpBgBwlw6PLuyqf+nRkWaDAMAyHRqdytP7dhoHDAAd0l+8U8xJMbpEKQYAcJcOjU7lwH1b8tD2TU1HAYC7dq3Xz9HT00YnAkDHLI1PdKcYXaIUAwC4C7XWHBydyivuEwOg5U6cmc2V+X5eecwzDQC6pFeNT6R7lGIAAHfh9LlLeff8lbyoFAOg5Q4tjQN2UgwAOqUujU/UitEhSjEAgLtwcPRckjgpBkDrHRo9l30jm7N7p3HAANAlvcX5icYn0iVKMQCAu3BwdCrbN67Lxx/e3nQUALhrtdYcGp0yOhEAOuj6nWJDSjG6QykGAHAXDo9O5cVHd2XYmwcAWmx86lLemr3i5DMAdNDS+ERva+kSpRgAwIc0c+la3nhrLi+7ewWAlrt+n5hSDAA6x/hEukgpBgDwIR0Zm0qtMWoKgNY7NDqVbRvX5YndO5qOAgCssqXxiSag0CVKMQC4B0op31BKeaOU8rlSyvfc4md+RSnl1VLKiVLKz692Ru6dQ6NTGSrJC4+MNB0F4J7zTOuWg6NTefHAiMUwAOig/uL4RAfF6JJ1TQcAgLYrpQwn+f4kvyrJeJJPl1J+qtZ68oafGUnyvyT5hlrrWCnloUbCck8cGp3Kk3t2ZOtGL6WAweKZ1i1zl6/ljbOz+dVf/7GmowAADegvHhUb1orRIU6KAcDyfVWSz9Vav1BrvZrkx5N8y/t+5rck+Yla61iS1FrfXuWM3CPzvX5ePT2dV9y9Agwmz7QOefX0dPrGAQNAZ/WqO8XoHqUYACzfviSnb/h8fPFrN/p4kl2llH9bSjlUSvntN/uHSimfLKUcLKUcfOedd1YoLstxanIuF6/28vJj9zUdBWAleKZ1yME3jQMGgC5bulNsyBhlOkQpBgDLd7NXj/V9n69L8nKS/zLJr0nyp0opH/+y/6jWH6y1vlJrfeXBBx+890lZtoOj55IkLzspBgwmz7QOOTQ6lU/s3pHtm9Y3HQUAaECtNfowukYpBgDLN57kkRs+35/kzE1+5qdrrRdqre8m+YUkz69SPu6hQ6NT2bNzU/aNbG46CsBK8EzriF6/5sjYlHHAwMAqpfxQKeXtUsrxW3z/V5RSZkopry5+/OnVzghN6/Wr0Yl0jlIMAJbv00k+Vkp5vJSyIcl3JPmp9/3MP0vyn5VS1pVStiT56iSnVjkn98Ch0SmnxIBB5pnWEa+fnc2Fqz33iQGD7O8m+Ybb/Mz/XWt9YfHjz69CJlhT+tXoRLpnXdMBAKDtaq3zpZTfl+Rnkgwn+aFa64lSyu9Z/P4P1FpPlVJ+OsmxJP0k/2ut9aY7Flm7JqYvZXLmslIMGFiead1xaHQqSfLSAc80YDDVWn+hlPJY0zlgLesbn0gHKcUA4B6otX4qyafe97UfeN/nfznJX17NXNxbB99cuE/slUfvazgJwMrxTOuGg29O5eEdG7N/l3HAQKf9klLK0SyMCv5jtdYTTQeC1dTv1wwbn0jHKMUAAO7QodGpbNkwnCf3bG86CgAsy6HRqbzy6H0pFsKA7jqc5NFa6/lSyq9N8k+TfOxmP1hK+WSSTybJgQMHVi0grLR+jTvF6Bx3igEA3KGDb07lhUdGsm7YSygA2mty5lImpi8ZBwx0Wq11ttZ6fvHvn0qyvpTywC1+9gdrra/UWl958MEHVzUnrKR+rdGJ0TVWdAAA7sD5K/N5/exsXrGACEDLHXxz4T6xVx7zTAO6q5Syuywely2lfFUW1knfazYVrK5+rRl2qRgdY3wiAMAdODI2lX5NXn7MfWIAtNuh0alsXj+cJ/fsaDoKwIoppfyDJL8iyQOllPEkfybJ+uT6XZnfluT3llLmk1xK8h211tpQXGhEr1+NT6RzlGIAAHfg4JtTKSV58cBI01EAYFkOjp7LC4+MZL1xwMAAq7V+522+/31Jvm+V4sCa1K/JkJNidIxXwAAAd+DQ6FSe2L0jOzatbzoKANy181fmc/LMbL7S6EQA6Lx+v0YnRtcoxQAAbmO+18+RsSn3iQHQeq+OTRsHDAAkWbhTzPhEukYpBgBwG6+fncuFq728Ylc9AC13cPScccAAQJLF8YlKMTpGKQYAcBuHRqeSJC87KQZAyx0anconHt5uHDAAsHBSTENAx/iVBwC4jYOjU9m9Y1P2jWxuOgoA3LVev+bI2LSTzwBAkoVSbNhJMTpGKQYAcBuH3jyXlx/bleLNAgAt9vrZ2Zy/Mp9XHnWfGACwsGHG+ES6RikGAPABzkxfypmZy3nF6EQAWs44YADgRrUmQ0NKMbpFKQYA8AEOLi4g2lUPQNsdfHMqD+/YmP27jAMGABbvFNOJ0TFKMQCAD3DozXPZsmE4T+7Z3nQUAFiWQ6NTeeXR+4wDBgCSGJ9INynFAAA+wKffnMqLB0aybtjLJgDa68z0pUxMX8orjxmdCAAs6NcoxegcqzsAALdw/sp8Xj87m5eNTgSg5YwDBgDer19rhjQEdIxfeQCAWzgyNpV+TV551K56ANrNOGAA4P36tWbYSTE6RikGAHALB9+cylBJXjww0nQUAFiWg6NTeeER44ABgC/q17hrlM7xahgA4BYOjp7LE7t3ZPum9U1HAYC7dv7KfE5NzuaVx4xOBAC+qN+vGdKJ0TFKMQCAm5jv9XNkbDqvPGZ0IgDtZhwwAHAz/VozrBWjY5RiAAA38frZuVy82svLFhABaDnjgAGAm+n1q/GJdI5SDADgJg6+eS5JjJoCoPUOjU7lE8YBAwDvU2syrBSjY5RiAAA38enRqezduSn7RjY3HQUA7tp8r5/DY1P5SuOAAYD36dWaIQ0BHeNXHgDgfWqtOfTmVF52SgyAljMOGAC4lX6tGXJSjI5RigEAvM/E9KWcnb2cVywgAtByxgEDALfSr1GK0TlKMQCA9zk0OpUkdtUD0HoHR6eyxzhgAOAm+v2aIZ0YHaMUAwB4n0+/eS7bNq7LE7u3Nx0FAO5arTUH35yyyQMAuKl+rRnWitExSjEAgPc5+OZUXjwwknXDXioB0F5L44C/0uhEAOAmev2aYnwiHWOlBwDgBrOXr+WNt+byyqMWEAFot6VxwK885qQYAPDlak2GlWJ0jFIMAOAGh0enUqsFRADa74vjgHc0HQUAWIP6tWZIQ0DH+JUHALjBodGpDA+VvPDISNNRAGBZlsYBuysEALiZXjU+ke5RigEA3ODTb57LU3t2ZOvGdU1HAYC7NnPJOGAA4IMZn0gXKcUAABZd6/Xz6ulpoxMBaL0jY8YBAwAfrNevcaCcrlGKAQAsOnFmNpev9e2qB6D1Dr5pHDAA8MEW7hTTitEtSjEAgEUH3zyXxK56ANrv4KhxwADAB+v3a4aMT6RjlGIAAIsOvjmVR+7bnId3bGo6CgDctaVxwC8/apMHAHBrfXeK0UFKMQCAJLXWHBydMjoRgNZbGgf8lY95pgEAt7YwPrHpFLC6/MoDACQZfe9i3j1/xehEAFrPOGAA4E70a01xUoyOUYoBACQ5ODqVJE6KAdB6B9+cyv5dxgEDAB/M+ES6SCkGAJCFXfU7Nq3Lxx7a1nQUALhrC+OAzxmdCADcVq9fM6QTo2OUYgAAWTgp9vKjuzLkHQEALbYwDvhqXn7U6EQA4IMt3CnmPTDdohQDADpv6sLVfO7t83nFrnoAWm5pHLCTYgDA7dSaDBmfSMcoxQCAzjt0/T4xu+oBaDfjgAGAO2V8Il2kFAMAOu/g6FTWD5c8/8hI01EAYFkOjk7lJeOAAYA7YHwiXaQUAwA67+Cb5/LMvp3ZtH646SgAcNeWxgEbnQgA3Il+rcYn0jlKMQCg067M93JsYsboRABab2kc8MueaQDAHejXZFgpRscoxQCATjs+MZOr8/28Ylc9AC13fRzw/pGmowAALeBOMbpIKQYAdNqn37SrHoDBcPDNc3l6785s3mAcMADwwWqtSZLipBgdoxQDADrt4JtT+cgDW/PAto1NRwGAu3b5Wi/HxmfylY/Z5AEA3F5/oRPLsKNidIxSDADorFprDo2ec0oMgNY7PjGTq71+Xn7UOGAA4PZ6i62YToyuUYoBAJ31+XcuZOritbxiVz0ALXdw1DhgAODO9RfHJw5pxegYpRgA0FmHRs8liV31ALTewTen8tj9W/LgduOAAYDbu16KuVOMjlGKAQCd9ek3p3Lf1g356INbm44CAHdtaRzwK4/Z5AEA3Jnrd4opxegYpRgA0FmHRqfy0oFdKd4EANBi18cBG50IANyhpZNi3g7TNUoxAKCT3j1/Jb/47oV8pfvEAGi5pXHATooBAHeq3zc+kW5SigEAnXRodCpJ8opSDICWO/jmVHZtWW8cMABwx66PTxxSitEtSjEAoJMOvnkuG9YN5Zl9O5uOAgDLcnB0Ki8/ep9xwADAHetdPynWcBBYZUoxAKCTDo5O5bl9O7Nx3XDTUQDgri2NA3byGQD4MOrinWJDWjE6RikGAHTO5Wu9HJ+YcfcKAK13fRzwo0oxAODOLY1PdKcYXaMUAwA65+jp6VzrVQuIALTe0jjgZ/cbBwwA3LleNT6RblKKAQCdc3BxV/3LSjEAWs44YADgbvSv3ymmFaNblGIAQOccGp3KRx/cml1bNzQdBQDu2tI44JfdJwYAfEj9qhSjm5RiAECn9Ps1B988l690nxgALbc0DvgrH/VMAwA+nKU7xYbNT6RjlGIAQKd87p3zmb08b3QiAK1nHDAAcLd6i62Yg2J0jVIMAOiUg28uLCC+4qQYAC1nHDAAcLfq4vhEJ8XoGqUYANApB0fP5f6tG/LY/VuajgIAd63frzk0OpVXjE4EAO7C0vhEd4rRNUoxAKBTDo1O5eVHd6V44Q9Ai33+nfOZuXQtLz9mdCIA8OEtjU90UIyuUYoBAJ3xztyVjL53Ma9YQASg5ZbuE3vFfWIAwF3o16VSTCtGtyjFAIDOODR6LknyslFTALTcwTencv/WDXn8ga1NRwEAWkgpRlcpxQCAzjj45lQ2rBvKM/t2NB0FAJbl0Oi5vGQcMABwl5buFBs2P5GOUYoBAJ1xcHQqz+/fmY3rhpuOAgB37Z25K3nzvYtGJwIAd23ppJj9NXSNUgwA6ITL13o5cWbG6EQAWu/Q0n1i7sgEAO5Sv298It2kFAMAOuHo6elc61W76gFovUOj5xbHAe9sOgoA0FLGJ9JVSjEAoBMOLu6qf1kpBkDLHRydynP7jAMGAO5er298It2kFAMAOuHQ6FQ++uDW7Nq6oekoAHDXLl/r5fjETF42OhEAWIa6eKfYsFaMjlGKAQADr9+vOTw2lVfcJwZAyx0bn1kcB+yZBgDcvd5iKTZkfCIdoxQDAAbeF949n+mL1+yqB6D1DhkHDADcA0t3ig05KUbHKMUAgIF38M2FBcRXLCAC0HKHRs/lIw9uzX3GAQMAy9BfOimmE6NjlGIAwMA7ODqV+7ZuyOMPbG06CgDctVprDo1O5eUDNnkAAMvT7y+VYloxukUpBgAMvEOjU3npwK4UL/YBaLEvvHshUxev5RXjgAGAZVoanzjsqBgdoxQDAAbae+ev5BffvWABEYDWO/Tm0n1i9zWcBABou95iK2bvKF2jFAMABtqh0aUFRKUYAO12cPRcRrasz0eMAwYAlqku3inmpBhdoxQDAAbaodGpbBgeyrP7djYdBQCWZek+sSGLVwDAMi2NT3SnGF2jFAMABtrB0ak8s29HNq0fbjoKANy1qQtX8/l3LuRl44ABgHugt3hSzF4bukYpBgAMrMvXenltfCavPObuFQDabWkc8CvuEwMA7oF6vRTTitEtSjEAYGCdODOTq71+XjpgVz0A7XZobCrrh0ue228cMACwfL2+UoxuUooBAAPr4JsLu+pfflQpBkC7HXpzKk/v3WkcMABwTyzdKTZsfiIdoxQDAAbWwdGpPHr/ljy4fWPTUQDgrl2d7+fo+LRNHgDAPdNfbMUcFKNrlGIAwECqtebw6JQFRABa78SZmVyZ7+cVzzQA4B7pu1OMjlKKAQADafS9i3nvwlWlGACtd2jUOGAA4N4yPpGuUooBAANpaQHxlUfvazgJACzP4bGpPHLf5jy0Y1PTUQCAAdGrxifSTUoxAGAgHRqbyvaN6/Kxh7Y1HQUA7lqtNYdGp/LyAafEAIB7py6WYsNaMTpGKQYADKRDb07lxUd3ZcgoCABabHzqUt6avWJ0IgBwT/X67hSjm5RiAMDAmbl0LZ95e86uegBa7/DYwjjgl5RiAMA9tHSnmI2kdI1SDAAYOK+enk6tySuPWUAEoN0OjU5l64bhPLF7R9NRAIABsjQ+USdG1yjFAICBc2h0KkMlef6RkaajAMCyHBqdyosHdmXYihUAcA8Zn0hXKcUAgIFzeHQqT+zekW0b1zUdBQDu2oUr8zk1OWt0IgBwzy2NT7Txhq5RigEAA2W+18+Rsam8bAERgJZ79fR0+jWeaQDAPddfHJ/ooBhdoxQDAAbKG2/N5cLVnvvEAGi9Q6NTKSV58cBI01EAgAHTXzwqNqwVo2OUYgDAQDk8OpUkeemAUgyAdjs0OpWPP7Q9OzatbzoKADBglsYnulOMrlGKAQAD5dDoVB7cvjH7d21uOgoA3LV+v+bw2JT7xACAFdEzPpGOUooBAAPl8Nh0Xj6wK8UrewBa7PPvnM/c5Xn3iQEAK6LWmqES753pHKUYADAw3pm7krFzFy0gAtB6hxbHAXumAQArodevRifSSUoxAGBgHB5bvE/s0ZFmgwDAMh0ancp9Wzfksfu3NB0FABhA/ZoMDSnF6B6lGAAwMA6PTmXD8FCe3ruz6SgAsCyHx6by0oERI40AgBXRXxyfCF2jFAMABsbhsak8s29HNq0fbjoKANy1qQtX8/l3LuQloxMBgBXS79cM23xDBynFAICBcHW+n6PjM3npgAVEANrtyOnFccCeaQDACunXuFOMTlKKAQAD4eTkbK7O9/OyXfUAtNzh0ekMD5U8v3+k6SgAwIDq1xqdGF2kFAMABsKh0cVd9UoxAFru0OhUnt67I5s3GAcMAKyMfq0ZdqkYHaQUAwAGwuHRqewb2ZyHd2xqOgoA3LX5Xj9Hx6eNTgQAVlSvX41PpJOUYgDAQDg8NmV0IgCt9/rZuVy82nPyGQBYUf2aDDkpRgcpxQCA1jszfSmTM5fz0oGRpqMAwLIcHlscB+yZBgCsoFprdGJ0kVIMAGi9I2PTSdwnBkD7HRmbzkPbN2bfyOamowAAA8z4RLpKKQYAtN7hsalsWj+UJ/fsaDoKACzL4bGpvHRgV4pFKgBgBfVrlGJ0klIMAGi9w2NTeW7fSNYPe2kDQHu9e/5KRt+7mJceHWk6CgAw4Pq1ZshbaDrIrz0A0GpX5ns5MTGbFy0gAtBy18cBHzAOGABYWf1aM+ykGB2kFAMAWu34xGyu9voWEAFovcNjU1k/XPLMvp1NRwEABpw7xegqpRgA0GpHxqaSJC8eGGk2CAAs0+HRqTy1Z0c2rR9uOgoAMOBqTXRidJFSDABotcNjU9m/a3Me2r6p6SgAcNfme/0cG5/Ji04+AwCroF9rhoe0YnSPUgwAaLXDo9NGJwLQeq+fncula7289KhnGgCw8oxPpKuUYgBAa52ZvpSzs5fzktGJALTc4cVxwJ5pAMBq6NcoxegkpRgA0FrXFxDtqgeg5Q6PTuWh7Ruzb2Rz01EAgA7o15oh7QAd5NceAGitI2PT2bhuKE/u2dF0FABYliOnp/PigZEUO7YBgFXQrzXDXnfQQUoxAKC1Do9N5bn9O7N+2EsaANrr3fNXMvreRXdkAgCrpl9jMw6dZAUJAGilK/O9nJiYtYAIQOu9OjadxDhgAGD19Ps1QzoxOkgpBgC00skzs7na6+fFAyNNRwGAZTlyeirrhkqe2buz6SgAQEf0a82wVowOUooBAK10ZHFX/YtOigHQckfGpvPknh3ZvGG46SgAQEf0+tX4RDpJKQYAtNKR09PZu3NTHt6xqekoAHDXev2ao6ennXwGAFZVrcmwUowOUooBAK10ZGzKKTEAWu+zb8/lwtWeUgwAWFW9WjOkHaCD/NoDAK3z9tzljE9dsoAIQOtdHwf8iI0eAMDq6deaISfF6CClGADQOq9ev09spNEcALBcR8amct/WDXn0/i1NRwEAOqRfoxSjk5RiAEDrHB6bzvrhkqf37mw6CgAsy+Gx6bz4yIiL7gGAVdXv1wx5+UEHKcUAgNY5MjaVp/buzKb1w01HAYC7NnPpWj739nknnwGAVWd8Il2lFAMAWmW+18+x8Zm8+MhI01EAYFmOnp5Okrx4wH1iAMDq6vVrhhwVo4OUYgBAq7zx1lwuXevZVQ9A6x0Zm04pyXP7jQMGAFZXv9YMOylGBynFAIBWeXVpV/0jdtUD0G6vnp7Kxx7alu2b1jcdBQDomH5NhrQDdJBfewCgVV4dm859Wzfkkfs2Nx0FAO5arTWvnp7OC8YBAwAN6PfdKUY3KcUAgFY5sriAWLx4B6DFxs5dzNTFa3nByWcAoAH9WjPsTjE6SCkGALTG7OVr+fw75+2qB6D1joxNJ4lnGgDQiF51UoxuUooBAK1x7PRMak1ePDDSdBQAWJZXT09ny4bhfPzhbU1HAQA6qN+PUoxOUooBAK1xZGwqSfLc/pFmgwDAMh05PZ1n9+3MumFvywGA1bcwPrHpFLD6/NoDAK3x6unpfPTBrdm5eX3TUQDgrl2Z7+XUmdm84OQzANCQXt/4RLpJKQYAtEKtNa+ens4Lj+xqOgoALMvJM7O52uvnRfeJAQAN6ddkaEgpRvcoxQCAVhifupT3Llx1nxgArXdkbDpJ8uIBGz0AgGb0a41OjC5SigEArXB48T6xF+yqB6DlXj09nT07N+XhHZuajgIAdFSvXzNsfCIdpBQDAFrh1dPT2bR+KJ/Yvb3pKACwLAvjgEeajgEAdFi/VuMT6aRGSrFSyl8upbxeSjlWSvnJUsrILX7uG0opb5RSPldK+Z5VjgkArCFHT0/n2X07s37Ynh4A2uvchasZO3dRKQYANKrfrxlyUowOampV6WeTPFNrfS7JZ5L8f97/A6WU4STfn+QbkzyV5DtLKU+takoAYE241uvn+JnZPL9/pOkoALAsR8enkyTPK8UAgAb1as2wk2J0UCOlWK31X9da5xc//Q9J9t/kx74qyedqrV+otV5N8uNJvmW1MgIAa8cbZ+dydb5vARGA1nt1bDpDJXl2386mowAAHdaviYNidNFamD/0O5P8q5t8fV+S0zd8Pr74NQCgY149PZ0kRk0B0HpHx6fzsYe2Z+vGdU1HAQA6rN+vGdaK0UEr9iq8lPJ/Jtl9k299b631ny3+zPcmmU/yozf7J27ytfoB/79PJvlkkhw4cOBD5wUA1q5XT0/n/q0bsn/X5qajAMBdq7Xm6Onp/OqnbvZWGQBg9fSNT6SjVqwUq7X+Fx/0/VLKf53k1yX5lbXWm5Vd40keueHz/UnOfMD/7weT/GCSvPLKK7cszwCA9jl6ejrPPzKSYhcbAC12+tylTF28ZhwwANCoWuvi+ETvsemeRsYnllK+IcmfSPLNtdaLt/ixTyf5WCnl8VLKhiTfkeSnVisjALA2zF2+ls+9cz7P7x9pOgoALMuR01NJkucfcZ8YANCc/uKREuMT6aKm7hT7viTbk/xsKeXVUsoPJEkpZW8p5VNJUmudT/L7kvxMklNJ/o9a64mG8gIADXltYia1WkAEoP2Onp7JpvVD+fjD25uOAgB0WH9xcNtwU+0ANKiRm31rrV9xi6+fSfJrb/j8U0k+tVq5AIC15+jpmSRxUgyA1js6Pp1n9u7MeitQAECDeotHxYxPpIu8EgcA1rRXT0/lsfu3ZNfWDU1HAYC7dq3Xz/GJmbzgPjEAoGF1aXzikFKM7lGKAQBr2tHTM3neAiIALffG2blcme97pgEAjesttmI6MbpIKQYArFlvzV7O2dnLec7oRABa7tXT00mMAwYAmrc0PnHI+EQ6SCkGAKxZRxcXEF94ZGezQQBgmY6NT2fXlvV55L7NTUcBADquLp4UMz6RLlKKAQBr1rHxmQwPlTy1RykGQLsdG5/Jc/tHXGgPADTOSTG6TCkGAKxZR8en8/GHt2fzhuGmowDAXbt4dT6feWsuz++3yQMAaN5iJ5YhJ8XoIKUYALAm1VpzbHzGAiIArXfizGz6Ne7IBADWhH5dOinWcBBogFIMAFiTRt+7mJlL1/L8IyNNRwGAZVm6I/M5d2QCAGvA0vjEYeMT6SClGACwJh0dn06SPOekGAAtd3R8Jnt3bspD2zc1HQUA4IsnxRwVo4OUYgDAmnRsfCYb1w3l4w9vbzoKACzLsfFpoxMBgDWj31/4c8hJMTpIKQYArEnHxqfz9N4dWT/s5QoA7TV98WpG37todCIAsGb0Fk+KebtNF/m1BwDWnPleP8cnZu2qB6D1jo3PJEme90wDANaI6+MTnRSjg5RiAMCa87l3zufStV5eeGSk6SgAsCzHFu/IfNYdmQDAGtHvK8XoLqUYALDmHDu9sKveAiIAbXd0fCYfeWBrdmxa33QUAIAkyWInluEhpRjdoxQDANacYxPT2b5xXR6/f2vTUQBgWV4bn8lzNnkAAGtI7/pJsYaDQAOUYgDAmvPa+Eye2bczQ16hA9Bib89eztnZy3nWfWIAwBriTjG6TCkGAKwpV+f7OTU5Z1c9AK332sTCOGDPNABgLVkqxYxPpIuUYgDAmvKZt+Zytdd3nxgArXdsfCZDJXlqz46mowAAXPfF8YlKMbpHKQYArCnHxhd31e8baTYIACzTaxMz+YqHtmXrxnVNRwEAuG6xE3NlAZ2kFAMA1pTXJqazc/P6PHLf5qajAMBdq7Xm2PhMnrXJAwBYY754p1jDQaABSjEAYE05Nj6T5/bvTDHGAYAWOzt7Oe+ev+I+MQBgzVkanzjsfTcdpBQDANaMy9d6eePsXJ7dZwERgHZbGgfsjkwAYK25flLMUTE6SCkGAKwZr5+dy3y/2lUPQOu9Nj6T4aGSp/bsaDoKAMCX6PcX/hxyUowOUooBAGvGa+PTSZJn9480mgMAluvYxEw+/vD2bFo/3HQUAIAv0Vs8KTasHaCD/NoDAGvGsfGZ3L91Q/bu3NR0FAC4a7XWvDY+nWf3OSUGAKw9S+MT3eVNFynFAIA147WJmTyzb6cX5gC02sT0pUxdvOaOTABgTer3F0+Kee9NBynFAIA14fK1Xj779nkLiAC03vGJmSTJM55pAMAatNiJZXhIKUb3KMUAgDXh1ORsev1qARGA1nttYibDQyVP7jE+EQBYe3r9pfGJDQeBBijFAIA1YWlX/bP7lWIAtNvxidl87KFt2bR+uOkoAABfZulOMSfF6CKlGACwJrw2MZNdW9Zn785NTUcBgLtWa83xiRnjgAGANet6KeaoGB2kFAMA1oTXJmbzzL6dKV6UA9BikzOX896Fq04+AwBr1hfHJ3r/TfcoxQCAxl2+1stn35qzqx6A1nttcRywOzIBgLVq8aCY8Yl0klIMAGjcG2fnMt+vSjEAWu/ExEyGh0qe2rOj6SgAADe1dFJMJ0YXKcUAgMbZVQ/AoHhtYiZf8eC2bFo/3HQUAICb6tWlUkwrRvcoxQCAxh2fmMnIlvXZv2tz01EA4K7VWq/fkQkAsFbVxVLM+ES6SCkGADTutYmZPLN3p0t+AWi1t2av5N3zV/LsPqMTAYC1q9df+NNJMbpIKQYANOrqfD+feWsuT1tABKDljhsHDAC0wPXxidoBOsivPQDQqM+8NZdrvZpn9lpABKDdTpyZTSnJk3ts9AAA1q7qTjE6TCkGADTqxBm76gEYDMfPzOQjD2zN1o3rmo4CAHBLvf7inWJKMTpIKQYANOrEmdls27guj963pekoALAsJ8/M5mknnwGANW6xE8vQkFKM7lGKAQCNOj4xk6f27PBiHIBWm7pwNRPTl/KMOzIBgDWu318an9hwEGiAUgwAaEyvX3Nqci5P7bWACEC7nTgzmyROigEAa15v8U6xYa0YHaQUAwAa84vvns+laz33iQHQescX78h82kYPAGCN69elk2JKMbpHKQYANOaLu+otIALQbscnZrJvZHNGtmxoOgoAwAf64vhEpRjdoxQDABpz4sxsNqwbylc8tK3pKACwLCfPzLpPDABohcVOzPhEOkkpBgA05vjETJ7cvT3rh70kAaC9zl+ZzxfevZBn3CcGALRA7/pJsYaDQAOsQAEAjai15sSZ2TxlARGAljs1uTgO2EkxAKAF+rWmlKQYn0gHKcUAgEZMTF/KzKVr7hMDoPVOTMwkSZ620QMAaIF+rRlWiNFRSjEAoBEnzizuqleKAdByJ87M5oFtG/LQ9o1NRwEAuK1ePxlSitFRSjEAoBEnz8xmqCRP7FaKAdBuJydn8+SeHUYQAQCtUGvNkGaAjvKrDwA04uTkbB5/YGs2bxhuOgoA3LWr8/189q3zecrJZwCgJXr96qQYnaUUAwAacfLMrLtXAGi9z79zPld7fc80AKA1eu4Uo8OUYgDAqpu+eDUT05fsqgeg9ZbuyHxqj2caANAOtSZDQ0oxukkpBgCsupOTFhABGAwnz8xm0/qhPP7A1qajAADckYXxiU2ngGYoxQCAVXdyaVe9k2IAtNzJyZk8sXtHhq0sAQAt0avVaxc6SykGAKy6k5OzeXjHxjywbWPTUQDgrtVaF+/ItMkDAGiPWmuG3ClGRynFAIBVd/LMrNGJALTexPSlzF6ed/IZAGiVhfGJSjG6SSkGAKyqK/O9fO7t8xYQAWi9E2fckQkAtE+/xvhEOkspBgCsqs++dT7z/Zqn9uxsOgoALMvJM7MZKskTu5ViAEB79Ps1DorRVUoxAGBVnZxc2FX/5J7tDScBgOU5NTmbxx7Yms0bhpuOAsD7lFJ+qJTydinl+C2+X0opf6OU8rlSyrFSykurnRGa0qvVSTE6SykGAPdAKeUbSilvLL6h+p4P+LmvLKX0Sinftpr51pJTk7PZvH44j96/tekoANyEZ9qdO3V2Nk8anQiwVv3dJN/wAd//xiQfW/z4ZJK/tQqZYE3o12TYUTE6SikGAMtUShlO8v1ZeFP1VJLvLKU8dYuf+4tJfmZ1E64tpyZn84nd2+1KA1iDPNPu3Nzlazl97pL7xADWqFrrLyQ59wE/8i1J/l5d8B+SjJRS9qxOOmiW8Yl0mVIMAJbvq5J8rtb6hVrr1SQ/noU3WO/3+5P8kyRvr2a4taTWmlOTc3bVA6xdnml36PWzc0mMAwZosX1JTt/w+fji12Dg9Y1PpMOUYgCwfLd9M1VK2Zfk1yf5gVXMteZMzlzOzKVrecoCIsBa5Zl2h05dvyPTRg+AlrpZI1Bv+oOlfLKUcrCUcvCdd95Z4Viw8nr9miFHxegopRgALN+dvJn6n5P8iVpr7wP/oQF/s2UBEWDN80y7Q6cmZzOyZX1279jUdBQA7s54kkdu+Hx/kjM3+8Fa6w/WWl+ptb7y4IMPrko4WEn9qhSju5RiALB8d/Jm6pUkP15KeTPJtyX5X0op3/r+f2jQ32wtlWJPKMUA1irPtDt0anIuT+7ekWJBCaCtfirJby8LvibJTK11sulQsBr6NcYn0lnrmg4AAAPg00k+Vkp5PMlEku9I8ltu/IFa6+NLfy+l/N0k/6LW+k9XMeOacGpyLgfu25JtG70EAVijPNPuQK9f88bZuXznVx1oOgoAt1BK+QdJfkWSB0op40n+TJL1SVJr/YEkn0rya5N8LsnFJN/VTFJYfQvjE5tOAc2wIgUAy1RrnS+l/L4kP5NkOMkP1VpPlFJ+z+L3O33nyo1OTc7mSfeJAaxZnml3ZvS9C7l0reeZBrCG1Vq/8zbfr0m+e5XiwJrSrzVDWjE6SikGAPdArfVTWdhpeOPXbrpwWGv9HauRaa25eHU+v/jehXzzC3ubjgLAB/BMu71Tk3NJ3JEJALSTO8XoMneKAQCr4o2zc6nVAiIA7XdqcjbDQyUfe3hb01EAAD60Xr9mWClGRynFAIBV8frZxV31u5ViALTb62dn89EHt2bjuuGmowAAfGj9mgxpBugov/oAwKp44+xctm4Yzv5dm5uOAgDL8vrZuTxhkwcA0FL9vvGJdJdSDABYFacmZ/Px3dtd5gtAq81dvpbxqUv5xO7tTUcBALgrvVoz7L05HaUUAwBWXK01b7xlVz0A7feZtxbHAe9RigEA7dSvcVKMzlKKAQAr7q3ZK5m+eC1P2FUPQMudmlwoxT5howcA0FIL4xObTgHNUIoBACvu9bOzSaIUA6D1Xj87m+2b1mXvzk1NRwEAuCt94xPpMKUYALDiXj+7sKve+EQA2u6Ns3N5Yvf2FCOHAICW6vWr1zJ0llIMAFhxb5ydy56dm7Jzy/qmowDAXau15vWz7sgEANqtX2uGlWJ0lFIMAFhxr5+dyyeMTgSg5c7MXM7c5XnPNACg1fo1xifSWUoxAGBFXev187m37aoHoP1en1y4I/PJPUoxAKC9+v0aB8XoKqUYALCifvHdC7nWq3nCrnoAWm7pjsyPP+yZBgC0V69WJ8XoLKUYALCilhYQjZoCoO3eODuXfSObs32TOzIBgPbq15ohR8XoKKUYALCiPnN2LuuGSj764LamowDAsnzmrTknnwGA1uv3oxSjs5RiAMCKev3sXB5/YGs2rPOyA4D2utbr5/PvnM/HlWIAQMv1a82wt+h0lF99AGBFfeatOQuIALTe0h2Zn3CfGADQcr2+8Yl0l1IMAFgxF6/OZ+zcRQuIALTeG4t3ZH7cMw0AaLl+rRkaUorRTUoxAGDFfPat80ksIALQfp95ay7DQyUfeXBr01EAAJalX5NhJ8X+/+39eZhk2V0feH9PLrX1vi/qbq2NjGBYRFsWxsbIYBAYI2Pjx2IYYxZboxkW4xnbr2y/g5nxMAOG1wYMRqPBWDDGyBiz6AWBBBgMGAskQBISIKnV3VKvVdW1554R98wfEZGVXZ1ZlVmZVVH33s/nefqpyszIzBO3K+JEnO/5/Q49JRQDAK6YDx8d7ap/ufaJALTch585lxfddiSH5menPRQAgD0ZtU+c9ihgOoRiAMAV85FnzuXQ/EweuPXItIcCAHvykaPnbPIAADpB+0T6TCgGAFwxHz56Lg/eeUNmvdgGoMWW14b5+MmlvPyuG6c9FACAPWuamhntE+kpoRgAcMV85Og554kB0HoPH1tIrcnL775+2kMBANizYa02r9JbQjEA4Io4vbSWo2dXLSAC0HqTMzJt9AAAuqCpUSlGbwnFAIAr4iNHF5JYQASg/T5y9FwOzM3khbddN+2hAADs2ah94rRHAdMhFAMAroiP2FUPQEd85Oi5vOyO67UZAgA6odE+kR4TigEAV8RHj57L9Qfncs9Nh6Y9FADYk48eXcgn3aUdMADQfrXWNDUp2ifSU0IxAOCK+MjRhbzszuu90Aag1RZWB3ny9HIeVPkMAHRAU0d/znqvTk8JxQCAK+Kjx+yqB6D9Hj42OiPzwTvNaQBA+zV1lIrNSgboKf/0AYB9d2pxLc8urDpPDIDWc0YmANAlw3GpmK4u9JVQDADYd5MFxJfZVQ9Ay3306LkcnJvJ/bcemfZQAAD27HylmFCMfhKKAQD77qPjVlN21QPQdh89tpCX3nG9hSMAoBOcKUbfCcUAgH330aPncv3Budxz06FpDwUA9uSjRxfyoDMyAYCOON8+ccoDgSkRigEA++4jRxfysjuv16McgFZbWB3kydPLKp8BgM6o2ifSc0IxAGDfffTYQj7JrnoAWu7hcTvgB52RCQB0xKRSbMYmVnpKKAYA7KtTi2t5dmE1D95pVz0A7faRo+eSJA+qFAMAOmI4rhSbUSlGTwnFAIB99dHxrvqXqRQDoOUePraQA3MzeeDWI9MeCgDAvhhnYplVKUZPCcUAgH310WPjXfVaTQHQch89ei4vuf06Z24AAJ1xvn3ilAcCUyIUAwD21cPHFnJ4fjb33nR42kMBgD15+PhCXmaTBwDQIY32ifScUAwA2FcPHxstIHqBDUCbLa8N88SpZWdkAgCd0jSjP2e0T6SnhGIAwL6ahGIA0GYfO76QWmNOAwA6ZTiuFJuVDNBT/ukDAPtmYXWQp8+sWEAEoPU+dnwhiVAMAOiWjfaJKsXoKaEYALBvPnZstID40jssIALQbg8fW8hMSV50+5FpDwUAYN80jVCMfhOKAQD75uFjdtUD0A0PH1vIC2+7LgfnZqc9FACAfXO+faJQjH4SigEA++bh4wuZny154W121QPQbs7IBAC6qGlGf8rE6CuhGACwbx4+tpAX3XZd5p3YC0CLDYZNHjuxKBQDADrHmWL0nRUrAGDffMyuegA64OMnl7I+rHmZMzIBgI5ptE+k54RiAMC+WB0M7aoHoBM+etQZmQBANw0blWL0m1AMANgXHz+xlKZaQASg/T52fBSKvdScBgB0zEb7RJVi9JRQDADYFx87Nl5A1GoKgJb72PGF3H3joVx/cG7aQwEA2FfjQrHMqhSjp4RiAMC+eOTZxSTJi2+/bsojAYC9eeT4Yl56p/kMAOie8+0TpzwQmBKhGACwLz52bCH33nQo19lVD0CL1VrzseMLKp8BgE7SPpG+E4oBAPviY8cX8hILiAC03PGF1ZxbGeQlKp8BgA5qmtGfM9on0lNCMQBgz0a76hfz0jssIALQbh87NmoH/NI7bfQAALpnOK4Um5UM0FP+6QMAe3bs3GoWVgcWEAFovY8dX0gS7RMBgE7aaJ+oUoyeEooBAHs2WUB8ye0WEAFot0eOL+bw/GzuvvHQtIcCALDvmkYoRr8JxQCAPfvY8UmrKe0TAWi30RmZ1zl8HgDopGEzaZ/otQ79JBQDAPbsY8cWcuSAXfUAtN/Hji9onQgAdNY4E4tCMfpKKAYA7NlkAbF4VQ1Aiy2vDfPk6WWhGADQWZMzxVSK0VdCMQBgzx45vpiX3KF1IgDt9uizi6k15jQAoLM2QjGbWukpoRgAsCcr66Nd9S+53a56ANrt0WdHZ2QKxQCArpqcKabTC30lFAMA9sQCIgBd8cjxhSTJi283pwEA3aR9In0nFAMA9mQSillABKDtHn12MffcdChHDsxNeygAAFdE04z+1D6RvhKKAQB7IhQDoCseeXbRfAYAdNqwTtonTnkgMCVCMQBgTx45vpi7bzyU6w7aVQ9Ae9Va88jxBe2AAYBOq9on0nNCMQBgTx55dsGuegBa7+TiWs6uDPLi26+f9lAAAK6Y4bh94oxSMXpKKAYA7Mmjzy7mxXbVA9Byk3bAL7HRAwDosEn7xBnJAD3lnz4AcNlOLa7l9NK6BUQAWu8RZ2QCAD2w0T5RpRg9JRQDAC7bZAHR+SsAtN2jzy5mfrbkvlsOT3soAABXzLAZV4oJxegpoRgAcNkeOb6QJM5fAaD1Hjm+kAduPZK5WW+TAYDuGmdimZkRitFPXu0DAJft0WcXMzdjVz0A7ffos4s2eQAAnddsVIpNeSAwJUIxAOCyPfrsYh649Ujm7aoHoMWGTc1jJ5a0AwYAOm84OVNMKkZPWcECAC7baFe9BUQA2u2p08tZGzTmNACg85rqTDH6TSgGAFyWWmseO7GYF95mARGAdvv4iaUkyQtvOzLlkQAAXFnn2ycKxegnoRgAcFmOnl3NynqTF99uARGAdnv0xGKSqBQDADpv2Iz+1D6RvhKKAQCX5dFnRwuIL7KACEDLPfbsYg7Nz+SuGw5NeygAAFfU+faJUx4ITIlQDAC4LI+Nd9W/SPtEAFrusWcX86LbrsuM1SEAoOOaWlNKUrRPpKeEYgDAZXns2cUcmJ3JvTcfnvZQAGBPHj2x6DwxAKAXmlozKxCjx4RiAMBleezEYu6/9bA+5AC02rCpefzkknbAAEAvDJtkRihGjwnFAIDL8tizS3mxBUQAWu6p08tZH9a8WDtgAKAHmlozIxWgx/zzBwB2rWlqHjux6DwxAFrv0WfHZ2Ta6AEA9EDTaJ9IvwnFAIBde+bsSlYHTV5oARGAlnvsxDgUs9EDAOiBYa3aJ9JrQjEAYNceG++q12oKgLZ79NnFHJ6fzV03Hpz2UAAArrhakxlng9NjQjEAYNceO7GUJHnhbUemPBIA2JuPn1jKC287kmLHNADQA8OmRiZGnwnFAIBd+/iJxRyYncm9Nx+e9lAAYE+ckQkA9Mmw1sxKxegxoRgAsGsfP7GU+2497IU0AK02bGqeOLms8hkA6I3qTDF6TigGAOzax08u5YW3WkAEoN2eObuStWGTB4RiAEBPjNonCsXoL6EYALArtdZ8/MRiXqjVFAAt9/FnF5NE+0QAoDeGTXR9odeEYgDArjy7sJaltaFWUwC03sdPLiVJHlD9DAD0RK01CsXoM6EYALArnzg52lUvFAOg7T5+YinzsyX33nx42kMBALgqhrWqFKPXhGIAwK489uxoV732iQC03cdPLOb+W45YGAIAeqOpyaxSMXpMKAYA7MrHTy6llOS+W+yqB6DdPn5iKQ+ofAYAeqRptE+k34RiAMCufOLEYu696XAOzs1OeygAcNlqrfnEyaW80HliAECPDBvtE+k3oRgAsCsfP7nkPDEAWu/k4loWVgfaAQMAvdLUmhmlYvSYUAwA2JWPnxCKAdB+j52YnJFpTgMA+kMoRt8JxQCAHTu3sp6Ti2t54Fa76gFot0+cXEwiFAMA+qWp0T6RXhOKAQA79omTdtUD0A2fOLGcJLnvFnMaANAfw6ZGJkafCcUAgB17fByKPXCrBUQA2u0TJ5dy942Hcmh+dtpDAQC4appaMyMVo8eEYgDAjj1+crSr/n6hGAAt9/ipJZs8AIDeaWrNrDPF6DGhGACwY584uZQbD83lpsPz0x4KAOzJ4yeXct+th6c9DACAq2rUPlEoRn8JxQCAHfvEyaU84DwxAFpuZX2YZ86uqBQDAHqnaZIZqQA95p8/ALBjj5/UagqA9nvy9HJqdUYmANA/TVUpRr8JxQCAHRk2NU+cWnaeGACt94mTS0mEYgBA/wxrzeyMUIz+EooBADty9OxK1oaNBUQAWu9xoRgA0FNNjUoxek0oBgDsiF31AHTFJ04s5eDcTO644eC0hwIAcFU1TY1CMfpMKAYA7IhQDICu+MT4jMxilzQA0DPDRvtE+k0oBgDsyOMnlzJTkntvPjztoQDAnkxCMQCAvmlq1T6RXhOKAQA78vjJpdxz0+HMz3r5AEB71VrzxKnl3C8UAwB6SChG31nVAgB25PFTy7n/VlViALTb6aX1LKwOct8t5jQAoH+aGu0T6TWhGACwI0+cWsr9t9hVD0C7PXFqOUlUigEAvdQ0NQrF6DOhGABwSSvrwxw9u5r7hGIAtNzjp5aSRKUYANBLw1pVitFrQjEA4JKeOj3ZVW8BEYB2e2IjFLPRAwDon6bWzCoVo8eEYgDAJT0+bjVlARGAtnv85HJuPDSXmw7PT3soAABXXdMkRShGjwnFAIBLmuyqVykGQNs9cWrJeWIAQG81tWZWKkCP+ecPAFzSE6eWMz9bcucNh6Y9FADYkydOLTtPDADorWFTM6NSjB4TigEAl/T4yaXce/Nhh/EC0Gq11nEoplIMAOinptbMeG9PjwnFAIBLeuLUcu63gAhAy51YXMvy+jD3qxQDAHqqqcmsSjF6TCgGAFzSE6eWtJoCoPUePzk6I1OlGADQV6P2idMeBUyPUAwAuKjltWGeXVjL/bdaQASg3Z44tZwk5jQAoLeaRvtE+k0oBgBc1JOnJ7vqVYoB0G6TUOwF5jQAoKeaWrVPpNeEYgDART0+WUC82QIiAO32xKml3HxkPtcfnJv2UAAApmJYVYrRb0IxAOCinrSrHoCOePL0sk0eAECvNTWZUSlGjwnFAICLevL0cuZmSu684dC0hwIAe/LkKaEYANBvTVOjUIw+E4oBABf15Knl3HPzocx61QxAi9VaR5ViKp8BgB4b1ur9Pb0mFAMALkqrKQC64PTSepbWhuY0AKC3aq2p2ifSc0IxAOCiRq2mjkx7GACwJ0+eHp2ReZ9KMQCgp5o6+lMoRp8JxQCAba0Nmhw9t6LVFACt98SpUShmowcA0FdNHaVis1IBesw/fwBgW8+cWUmtyX1aTQHQcpNKMRs9AIC+Go5LxYpKMXpMKAYAbOuJ00tJLCAC0H5PnlrO4fnZ3HJkftpDAQCYivOVYkIx+ksoBgBs68mNVlNCMQDa7cnTS3nBLYftjAYAemtyptis10P0mFAMANjWpNXUPTcfmvJIAGBvnjy9bJMHANBr59snTnkgMEVCMQBgW0+dXs6dNxzMwbnZaQ8FAPbkqdMr2gEDAL3WNNonglAMANjWU6dXcq9d9QC03PLaMCcX11SKAQC9NjlTbEapGD0mFAMAtvWUVlMAdMBTZ0btgO/VDhgA6LHhJBRTKUaPCcUAgC3VWvPUmWULiAC03tOnV5Ik995kowcA0F/jTCyzKsXoMaEYALClU0vrWVlvco8FRABa7qnTk0oxcxoA0F/DZtI+ccoDgSkSigEAW7KACEBXPHl6OaUkd92o+hkA6K+NUEwqRo8JxQCALZ0PxSwgAtBuT59Zzh3XH8yBOW+BAYD+0j4RhGIAwDZUigHQFU+dXjGfAQC9N6yTSrEpDwSmyD9/AGBLT59ZyYG5mdx23YFpDwUA9uSpM8sqnwGA3msmoZhKMXpMKAYAbOnJ08u596ZDKV4sA9BitdY8dXo5996kUgwA6LemEYqBUAwA2NJTp5dzjwVEAFru1NJ6Vtab3KN9IgDQc5P2ibMzQjH6SygGAGzp6TPOXwGg/SZnZL5A+0QAoOeaZvSnSjH6TCgGADzPYNjk6NkV568A0HqTUEz1MwDQd+fPFJvyQGCKhGIAwPMcPbeaplpABKD9nj6zkiS5x0YPAKDnho32iSAUAwCe55kz4131FhABaLmnz6xkfrbk9usOTnsoAABTdb5STChGfwnFAIDn2dhVf5NQDIB2e+bMcu668VBm7IgGAHpuIxTzuogeE4oBAM/zzCQUu1H7RADa7ekzKzZ5AAAkGXdPzKxKMXpMKAYAPM/TZ1Zy5MBsbjw8N+2hAMCePHN2xRmZAAA5f6aYQjH6TCgGADzP02eWc/dNh1LsHgOgxWqtKsUAAMaaRvtEEIoBAM9jARGALji1tJ61QZO7zWkAAOfbJwrF6DGhGADwPM+cWcndzhMDoOWePrOcJDZ6AAAkGVbtE0EoBgA8x2DY5Ni5VQuIALTeM2dWkiR3O1MMACDNRigmFaO/hGIAwHM8u7CWYVNzz81CMQDa7elxKHavjR4AAOfPFBOK0WNCMQDgObSaAqArnj6znLmZktuuPzjtoQAATN1wHIo5U4w+E4oBAM8x2VXvTDEA2u7pMyu568ZDFn4AAJKMMzGVYvSaUAwAeI6NUEylGAAt98yZldx1oyoxAIBk05liUgF6zD9/AOA5jp5dyYG5mdxyZH7aQwGAPXnm7EruuUnlMwBAcj4Um1UpRo8JxQCA53jmzEruvvFQihfJALTc0XH7RAAAzp8p5v0+fSYUAwCe4+hZraYAaL+F1UEW14bmNACAsY1KMeet0mNCMQDgOUahmF31ALTbM87IBAB4jqYZ/al9In0mFAMANtRa88zZUftEAGizo2dHoZiNHgAAI8M6aZ845YHAFAnFAIANZ1cGWVlvLCAC0HqTSjFzGgDASNNonwhCMQBgw8aueq2mAGi5Z8ZzmupnAICRcSYmFKPXhGIAwIaN81csIALQcsfOruTGQ3M5fGB22kMBALgmaJ8IQjEAYJOjdtUD0BHPnF3J3SqfAQA21HEoNisVo8eEYgDAhkkodueNB6c8EgDYm2fOrjpPDABgk+G4f+KMUIwem5vGLy2lfFeSv5RkLcnHknxtrfX0Frd7LMm5JMMkg1rrQ1dxmADQO8+cXcnNR+ZzaF6rKQDa7eiZlTx45+3THgYAwDVjIxRzphg9Nq1KsV9K8qm11k9L8pEk//Ait31NrfUzBGIAcOUdPbuqdSIArTdsao4vmNMAADYbd0/MrFCMHptKKFZrfVetdTD+8N1J7pvGOACA5zp2diV3WkAEoOVOLK5m2NTcpR0wAMCGYZ20T5zyQGCKroUzxb4uyS9s87Wa5F2llN8tpbzhKo4JAHrp6NnV3HmDBUQA2u3Y2dUkyR032OgBADDRVGeKwRU7U6yU8stJ7t7iS/+41vqz49v84ySDJD+2zY/5nFrrU6WUO5P8Uinlj2utv77N73tDkjckyQMPPLDn8QNA3zRNzbMLq3bVA9B6x86tJIk5DQBgk6YRisEVC8VqrV9wsa+XUv5mki9N8vm1TrqZPu9nPDX+81gp5aeTvCrJlqFYrfUtSd6SJA899NCWPw8A2N7JpbUMmpo77aoHoOUmlWJaAgMAnDdsRn86U4w+m0r7xFLKa5P8f5J8Wa11aZvbXFdKuWHy9yRfmOSDV2+UANAvR8+OdtVrnwhA2x2dtE+83pwGADDROFMMpnam2PcnuSGjlojvK6W8OUlKKfeWUt4xvs1dSX6zlPL+JL+T5Odrrb84neECQPcdO2dXPQDdcOzcSm697kAOzF0Lx2gDAFwbmlpTSlK0T6THrlj7xIuptb5sm88/leRLxn9/JMmnX81xAUCfHZ+0mlIpBkDLHTu3aj4DALjAsKmZFYjRc7bNAQBJzrdPvMMiIgAtd+zsivkMAOACTU1mhGL0nFAMAEgy2lV/85H5HJqfnfZQAGBPjp1bzV3aAQMAPEdTa2YkAvSchwAAkGR0/opWUwC0XdPUHNc+EQDgeRrtE0EoBgCMHD27mjtvsKsegHY7ubSWQVOFYgAAFxjWqn0ivScUAwCSZLSr/kYLiAC027Gzq0mifSIAwAWapmZmRihGvwnFAIDUOmk1ZQERgHY7dm4lSWz0AAC4QFOTWaEYPScUAwByZnk9a8NGqykAWu/4uVGlmI0eAADPNWqfOO1RwHQJxQCAjQXEO4RiALTc8YXRnHb79eY0AIDNqjPFQCgGAAjFAOiO4+dWc8PBuRw+MDvtoQAAXFOGjVAMhGIAwMaueqEYAG13/Nyq+QwAYAvDxpliIBQDAFSKAdAZx8+t5nbzGQDA89RaMyMRoOc8BACAHDu3moNzM7nh4Ny0hwIAe6JSDABga0NnioFQDAA4v4BYvDgGoOWOn1vNHdcLxQAALjRsama976fnhGIAgF31AHTC8tow51YH5jQAgC3UmsjE6DuhGABgVz0AnfDsgjMyAQC2M2xqZmekYvSbUAwAyPEFlWIAtN+xc0IxAIDtNM4UA6EYAPTd+rDJycU1C4gAtN7xSSim+hkA4HmEYiAUA4DeO7GwlsSuegDa7/i4feKd5jQAgOfRPhGEYgDQe5Nd9bfbVQ9Ayx0/t5pSkluvOzDtoQAAXHOamswIxeg5oRgA9Nyzi0IxALrhxMJqbjlyIHOz3uoCAFxo1D5x2qOA6fJOAQB67tmNSjG76gFot2cXVnObKjEAgC01tWbWmWL0nFAMAHruxOLoTDGVYgC03YmFNfMZAMA2hk3NjFCMnhOKAUDPPXtuNYfnZ3PdwblpDwUA9uTZhdXcfoNQDABgK02TzEgE6DkPAQDouROLa7lN60QAOuDEwpr2iQAA22hqzaxDxeg5oRgA9NyzC6taTQHQeivrw5xbHeQOlWIAAFsaVu0TQSgGAD13/JxQDID2e3ZhNUlyu+pnAIAtNc4UA6EYAPTdicU1C4gAtN6JhbUkyW3X2egBALCVpia6J9J3QjEA6LGmqTm5uKZSDIDW26gU0z4RAGBLw8aZYiAUA4AeO728nmFTVYoB0HqTSjFzGgDA1hpnioFQDAD6bLKr/jaVYgC03PGNM8XMaQAAWxGKgVAMAHrtWQuIAHTEiYW1XH9wLofmZ6c9FACAa5L2iSAUA4Be02oKgK44sbia28xnAADbqjWZEYrRc0IxAOixE+NKsVuvs4gIQLudWFgznwEAXMSw1sjE6DuhGAD02MnFtZSS3HzEIiIA7XZicS23CcUAALbV1JpZZ4rRc0IxAOixE4trufXIAT3FAWi9k4urue06Z2QCMFJKeW0p5cOllIdLKW/a4uufV0o5U0p53/i/b53GOOFqapqkCMXoublpDwAAmB6tpgDoglprTi6u5VZnigGQpJQym+QHkvyFJE8keU8p5e211j+84Ka/UWv90qs+QJiSYVMzq0yGnvMQAIAeO7koFAOg/c6uDLI+rNonAjDxqiQP11ofqbWuJXlbktdNeUwwdU2tOsXQe0IxAOixE4uruf16raYAaLeTi2tJkttUigEw8oIkj2/6+Inx5y702aWU95dSfqGU8inb/bBSyhtKKe8tpbz3+PHj+z1WuGqaWrVPpPeEYgDQYydUigHQAScWVpMktzpTDICRrVb96wUf/16SF9ZaPz3Jv0zyM9v9sFrrW2qtD9VaH7rjjjv2b5RwlTU1mRWK0XNCMQDoqcGwyemldaEYAK13YlIpZk4DYOSJJPdv+vi+JE9tvkGt9WytdWH893ckmS+l3H71hghX37Cp0T2RvhOKAUBPnVpaT6LVFADtN2mfaKMHAGPvSfJgKeXFpZQDSV6f5O2bb1BKubuM+8iVUl6V0Trpias+UriKmqZmRipGzwnFAGAflFJeW0r5cCnl4VLKm7b4+leVUj4w/u+3SimfPo1xbnZicdRq6jatpgDYpJVz2kb7RKEYAEmtdZDkG5O8M8kfJfmJWuuHSilvLKW8cXyzr0jywVLK+5N8X5LX11ovbLEIndLUqn0ivTc37QEAQNuVUmaT/ECSv5BRm473lFLeXmv9w003ezTJn6u1niqlfHGStyT5U1d/tOedXLCrHoDnauucdmJxLdcfnMuh+dlpDgOAa8i4JeI7Lvjcmzf9/fuTfP/VHhdM07CqFAOVYgCwd69K8nCt9ZFa61qStyV53eYb1Fp/q9Z6avzhuzPqaT9VG+evaJ8IwHmtnNNOLq7Z5AEAcAlNk8yoFKPnhGIAsHcvSPL4po+fGH9uO1+f5Beu6Ih24NSSSjEAnqeVc5pQDADg0ppao1CMvtM+EQD2bquXlFv2oi+lvCajBcQ/s83X35DkDUnywAMP7Nf4tnRyXCl28+H5K/p7AGiVVs5pp5bWcucNh67o7wAAaLthrZmVitFzKsUAYO+eSHL/po/vS/LUhTcqpXxakh9K8rpa64mtflCt9S211odqrQ/dcccdV2SwE6cW13LT4fnMzXo5AMCGls5p67nliEoxAIDt1FpTq/aJYBUMAPbuPUkeLKW8uJRyIMnrk7x98w1KKQ8k+akkf6PW+pEpjPF5Ti6tazUFwIXaOactruXW61Q+AwBspxnX/gvF6DvtEwFgj2qtg1LKNyZ5Z5LZJD9ca/1QKeWN46+/Ocm3Jrktyb8qoxegg1rrQ9MaczKqFLvliAVEAM5r45y2vDbM8vowN6sUAwDY1nCcimkWQ98JxQBgH9Ra35HkHRd87s2b/v63kvytqz2uizm5uJZ7b3b+CgDP1bY57dTS6IxM1c8AANtr6igUm3GmGD0nFwaAnjq1tOb8FQBa7+TiKBQzpwEAbG8jFNM+kZ4TigFAT43OX7GACEC7qRQDALi0yZlis0Ixek4oBgA9tLw2zOqgyS0WEAFouVNL60mSW69zTiYAwHYmZ4rJxOg7oRgA9NDJya56raYAaLlT2icCAFxSMw7FZp0pRs8JxQCghzYWEFWKAdByJxfXUkpy02GVYgAA25mcKSYUo++EYgDQQycXJ+evWEAEoN1OLa3lpsPzmZv19hYAYDvDOmmfKBSj37xrAIAeOjVun3izVlMAtNzJxTWtEwEALqFpRn/OCsXoOaEYAPSQ81cA6IrTS+u5+YjKZwCAi5m0T9Q9kb4TigFAD51aWnf+CgCdcGpJpRgAwKUMm3EoJhWj54RiANBDZ5bXc+OheQfsAtB6KsUAAC5tXCimfSK9JxQDgB46tbRmARGATji9tJabD6sUAwC4mOGkfaJEgJ7zEACAHjq1tJ6btZoCoOXWBk0W14a5xUYPAICLGjZNkmROKkbPeQQAQA+NdtVbQASg3U4vrSWJ6mcAgEtYG4wqxeZntU+k34RiANBDp5fW7aoHoPVOL68niepnAIBLGKgUgyRCMQDopdGZYhYQAWi3U4ujSrFbzGkAABe1PhxVis2pFKPnhGIA0DODYZNzKwOtpgBovVNLk0oxcxoAwMUMhqNKsQOzIgH6zSMAAHrmzLjVlF31ALTdmWVnigEA7MT5SjGRAP3mEQAAPWNXPQBdMZnTbPQAALi49cmZYton0nNCMQDomdNLk131FhABaLdTS2uZny05cmB22kMBALimDcaVYvMzIgH6zSMAAHrm9KRS7LBKMQDa7czSem46fCCl2PEMAHAxkzPFVIrRd0IxAOiZ08vaJwLQDaeX1s1nAAA7sDYOxeadKUbPeQQAQM+cmYRih7VPBKDdziyvq3wGANiBjfaJKsXoOaEYAPTMmeX1lJLccGhu2kMBgD05s7yem4RiAACXNGgm7RNFAvSbRwAA9MyZpbXccHAuMzN2hwHQbmeW13OT9okAAJe0PqkUsxZAzwnFAKBnziyv5+YjWicC0H4qxQAAdmbdmWKQRCgGAL1jARGALlgfNllYHZjTAAB2YHKm2Jwzxeg5oRgA9MxpoRgAHXB2eT1JcrM5DQDgktYblWKQCMUAoHdUigHQBWfGoZgzxQAALm2jUsyZYvScUAwAeubs8roFRABabyMUs9EDAOCSBsMmpSSzQjF6TigGAD1Sa1UpBkAnnA/FDkx5JAAA1761Yc38zExKEYrRb0IxAOiRpbVh1odVKAZA66kUAwDYucGwydysQAyEYgDQI5MFxJstIALQchtzmpbAAACXNGiq88QgQjEA6BW76gHoijNLozntxkPmNACAS1kfNjkwJw4AjwIA6JGz41DsRqEYAC13dmU9h+dnLe4AAOzA+rDJ3IzXTeBRAAA9cnZlkMSuegDa7+zyIDcenpv2MAAAWmEwrM4UgwjFAKBXzleKWUQEoN3Orqzb5AEAsEPrTc38rDgAPAoAoEfOrjh/BYBuOLuyrh0wAMAODYZN5lWKgVAMAPrk7PKofeINh1SKAdBuZ5cHudF8BgCwI84UgxGPAgDokbMr67nuwGzmtEwAoOVUigEA7Nz6sKoUgwjFAKBXzixbQASgG84sO1MMAGCnBk1jgyxEKAYAvXLWAiIAHVBrHc1ph7VPBADYCZViMCIUA4AeGbWasoAIQLstrg3T1NjoAQCwQ+vDJvMqxUAoBgB9cnZ5YAERgNY7u7yeJFoCAwDs0GBYMzejUgyEYgDQI6NKMQuIALTb2ZVxKGajBwDAjqwPnSkGiVAMAHpldKaY9okAtNvZ5UGSaAkMALBDg8aZYpAIxQCgN5qm5tzqQKUYAK230T5RpRgAwI4MnCkGSYRiANAbi2uD1JrcoFIMgJY7tzoKxcxpAAA7sz6smZsRB4BHAQD0xLmVUaupG+yqB6DlzGkAALuzPmy0T4QIxQCgN84vINpVD0C7mdMAAHZn0NTMCcVAKAYAfXFuZdRq6vqDFhABaLdzK4PMz5YcnPOWFgBgJ9adKQZJhGIA0BvnVrWaAqAbzq2s54ZD8ynFbmcAgJ0QisGIRwEA9MSk1dSNWk0B0HLnVgZaJwIA7MJgWDM3Y0MRCMUAoCcm7RNVigHQdgurQjEAgJ2qtY7PFBMHgEcBAPTEpFLMIiIAbXduZT03HLTJAwBgJwZNTZIcmFUpBkIxAOiJhZVBZkpy5MDstIcCAHtybmWQ623yAADYkfVhkyQqxSBCMQDojXMr67n+4FxKsTMMgHZzphgAwM6tD0eVYs4UA6EYAPTGaAFRqykA2u/cynpuNKcBAOzIYFwpNq9SDIRiANAXZ+2qB6ADaq1ZWDWnAQDs1ORMMaEYCMUAoDcWVtctIALQektrwzQ1uf6gOQ0AYCfWBpMzxbRPBKEYAPTEaFe9VlMAtNvC6iBJzGkAADt0vlJMKAZCMQDoiYWVQa6zqx6Alju3MgrFrjs4O+WRAAC0w+RMsbkZcQB4FABATyysDrWaAqD1FjcqxcxpAAA7sT50jgSjrQAALrNJREFUphhMeBQAQE8srg5yvV31ALTcpH3idQeEYgAAOzFoRpVi2ieCUAwAemEwbLK8Psz1B52/AkC7TUKx61WKAQDsyPqkfaJKMRCKAUAfLK4Nkzh/BYD2WxifKaYlMADAzmy0T5xRKQZCMQDogQXnrwDQEYtrQjEAgN0YjEMxlWIgFAOAXlicnL9iARGAlju3Yk4DANiNdWeKwQahGAD0wDmtpgDoiMXVQeZnSw7OeTsLALAT64NJKOb1E3gUAEAPTCrFhGIAtN3C6iDXHZxLKXY6AwDsxKCZtE/0+gmEYgDQAxuhmDPFAGi5hdWBTR4AALuwPhxVis3NiAPAowAAeuDc5EyxAxYRAWi3hRWhGADAbgyGo0qxA9onglAMAPpA+0QAumJxbdQ+EQCAndmoFNM+EYRiANAHk1DMIiIAbbewOrTJAwBgF9adKQYbhGIA0AOLa8McmJ3JgTlTPwDttrQ6yHUHZ6c9DACA1hiMK8XmnSkGQjEA6IOl1UGOWEAEoAOW1oY54oxMAIAdm5wpNm+jLAjFAKAPFlaHuc4CIgAdsLA6yHUHbPQAANiptcmZYjPaJ4JQDAB6YGlNqykAumE0p9noAQCwUxuVYrPiAPAoAIAeWNRqCoAOWBs0WR9WoRgAwC4MmialJLMqxUAoBgB9sLSqUgyA9ltaGyRJjmifCACwY+vDqkoMxjwSAKAHVIoB0AWLa8MkcU4mAMAuDIZN5lWJQRKhGAD0wuLqINdrNQVAyy2ujirFtE8EANi59WGTOZVikEQoBgC9sLQ20GoKgNabhGJHtAQGANix9aZmflalGCRCMQDohcXVoV31ALTekvaJAAC7Nhg2zhSDMY8EAOi4YVOzvD5UKQZA621UipnTAAB2bDCsmVMpBkmEYgDQeUtrowVEZ4oB0HaL5jQAgF1bGzaZnxEFQCIUA4DOm7SaOmxXPQAtt7g6mtNUigEA7JxKMThPKAYAHTcJxSwgAtB2yzZ6AADs2qBpMqdSDJIIxQCg8ybtEw/PazUFQLud3+hhTgMA2Kn1Yc38nCgAEqEYAHTeskoxADpiaX2QA3MzmZ3R/gcAYKfWh03mvX6CJEIxAOg87RMB6IrltaH5DABgl5wpBucJxQCg45acvwJARyytDXNk3nwGALAb602T+VlRACRCMQDovOX10Zlizl8BoO2W14Y2eQAA7NJgWIViMOaRAAAdp30iAF2xtDawyQMAYJfWh03mnCkGSYRiANB5y9onAtARSyrFAAB2bX2ofSJMeCQAQMdtnCnmDBYAWm55fWg+AwDYpUFTMzerUgwSoRgAdN7S2jDzs8WuMABab2ltqB0wAMAuOVMMzvNIAICOW14b2FUPQCcsa58IALBro/aJKsUgEYoBQOeNdtXPTXsYALBnS2sDlWIAALu0PmwyNyMKgEQoBgCdt7yu1RQA3TCa02z0AADYjcHQmWIwIRQDgI5bWR/mkPaJALRc09SsrDfmNACAXVpvmhxwphgkEYoBQOctrzt/BYD2Wx00SeKcTACAXVIpBucJxQCg45bXhhYQAWi95fVhkuTwvLexAAA7VWvNoKnOFIMxjwQA6DitpgDogpVJKKb6GQBgx9aHNUkyr1IMkgjFAKDzRmeKmfIBaLdJpZiNHgAAOzdoRi2o550pBkmEYgDQecvr2icC0H7La0IxAIDdmlSKzQnFIIlQDAA6b3l9qNUUAK230T5RKAYAsGPrw0mlmPaJkAjFAKDzVlSKAdABK+ujBR0bPQAAdm4wqRSbEQVAIhQDgE5rmpqV9SYHhWIAtNzGmWJz5jQAgJ1SKQbPJRQDgA5bHYx31QvFAGi5SSh2+IC3sQAAOzVoRpVi884UgyRCMQDotI0FxHlTPgDttrI2rhSz0QMAYMcmlWJzKsUgiVAMADptZWNXvQVEANptZTDZ6GFOAwDYqY1QzJlikEQoBgCdtnH+igVEAFpuWaUYAMCuDYaT9okqxSARigFAp00qxQ7OWUAEoN1W1ke7nIViAAA7N2hGr6GcKQYjHgkA0GHnFxBN+QC028pgmPnZktkZu5wBAHZqfVwp5kwxGLFCBgAdtjpQKQZAN6yuN+YzAIBdmpwpplIMRjwSAKDDVlWKAdARK4Oh+QwAYJcmZ4rNqbaHJEIxAOg0lWIAdIVKMQCA3VMpBs/lkQAAHeZMMQC6YmUwzEHzGQDArgyaUaWYUAxGPBIAoMM2KsXm7awHoN1UigEA7N6kUmxuVvtESIRiANBpG5Vic6Z8ANpt1ZliAAC7tj4+U2x+xusoSIRiANBpKsUA6IpRpZi3sAAAuzGYnCk2p1IMEqEYAHSaSjEAumJlMMwhmzwAAHZlfXym2JxKMUgiFAOATlsdDDM3UzLnQF0AWm51vckhZ4oBAOzK+mBcKeZMMUgiFAOATlvRagqAjlgZDHPQmWIAALsyaEahmM2yMOKRAAAdtrKu1RQA3bCyPlQpBgCwS+vDUftElWIwIhQDgA5bHTQ5oFIMgA4wpwEA7N5gEoo5UwySCMUAoNPWBtonAtAN5jQAgN0bNE1mSjIzo1IMEqEYAHTaml31AHSEOQ0AYPfWho3zxGATjwYA6LC1oQVEANpv2NQMmmpOAwDYpcGw5oBQDDZ4NABAh60Ohjk4NzvtYQDAnqwNmiQxpwEA7NJg2GRuVutEmBCKAUCHrQ0aO8IAaL1JKKZSDABgd9abmrkZr6FgwqMBADrM+SsAdMHqcJhEKAYAsFvrgybzKsVgg3cUANBhq0IxADpgo32i6mcAgF0ZNFX7RNjEOwoA6LC1QZODQjEAWm51EorNm9MAAHZjfdhk3sYi2ODRAAAdplIMgC7YOFPMgg4AwK4MhjXzzhSDDR4NANBha0OVYgC030YoZk4DANiV9WGjfSJs4h0FAHTY2qCxqx6A1lsbCsUAAC7HelMzZ10ANng0AECHrQ6GOTg/O+1hAMCerK6PzxSbM6cBAOzGYNjkgEox2CAUA4AOWxs0mffiF4CWWxsOk8ScBgCwS4NhzZwzxWCDRwMAdNSwqWlqcmDWrnoA2m1tUJNonwgAsFtrzhSD5/COAgA6an18/sr8nBe/ALTbZE5zTiYAwO4MmibzXkPBBo8GAOioNQuIAHTExkYPcxoAwK4MhlULatjEOwoA6Kj1gQVEALrhfPWzOQ0AYDfWh03mrAvABo8GAOio9eHo/BWhGABtt7Yxp9nlDACwG4OmZn7GayiYsEoGAB11vtWUF78AtNuk+llLYACA3VkfqBSDzTwaAKCjNs4U02oKgJZbN6cBAFyW9abqIAObeDQAQEdtLCB68QtAy52vfjanAQDsxmDY6CADm3hHAQAdtT5wphgA3TA5U2zOeRgAALsyGNbMzVgXgAmPBgDoqEn7xHmtpgBoufVhkwOzMylFKAYAsBtrKsXgOaySAUBHnW815cUvAO22PrCYAwBwOQbOFIPn8GgAgI5yphgAXbE+bFQ+AwDsUq01w6ZmzuYi2OBdBQB01CQUmxOKAdBya87CAADYtfWhs8bhQh4NANBRa4PJi187wgBot9GZYuYzAIDd2NgsO+N1FEwIxQCgowbN5Ewx0z0A7TYYNiqfAQB2aTCuFPM6Cs7zaACAjho24xe/doQB0HKDpprPAAB2ab2ZnDXudRRMCMUAoKMmvcOdwQJA2w2GDogHANgtlWLwfB4NANBRg0nvcIuIALTcoGls8gAA2CVnisHzeVcBAB21PmmfKBQDoOXWhzXz5jMAgF2ZhGLOGofzPBoAoKMmlWLzdtYD0HKDptH2BwBglwbjzbJCMTjPowEAOup873A76wFot/Vh1fYHAGCX1h2rAM8jFAOAjrIjDICuGDbVYg4AwC5NNstqQw3nWSUDgI4aOFAXgI4YDJvMaQcMALArG5ViXkfBBo8GAOio9XGl2KxQDICWWx9WO5wBAHZpfaiDDFzIowEAOmowbDI/W1KKRUQA2m3QqBQDANitQTOqFLO5CM7zrgIAOmrQVAuIAHTCYOhMMQCA3ZqcKTanUgw2eDQAQEcNhtV5YgB0wmijhzkNAGA31pw1Ds8jFAOAjho2TWbtqgegA4ZNzazqZwCAXZlUih2Y8zoKJjwaAKCjhtWuegC6YahSDABg1yZninkdBecJxQCgo4ZNzUzxwheA9hs0VfUzAMAurY8rxeadKQYbPBoAoKOcKQZAVwybJrM2egAA7Mr65Ewxm4tgg1AMADpqWO2qB6AbRmeKmdMAAHZjMA7FVIrBeR4NANBRw6baVQ9AJzhTDABg9zbaJ86IAWDCowEAOmpgVz0AHWFOAwDYvUGjfSJcSCgGAB3VWEAEoCOaak4DANitSaWYUAzOE4oBQEeNdtWb6gFov4H2iQAAu7awOsjcTMkBZ4rBBo8GAOioYVPjdS8Abdc0NbUmM0IxAIBdOXpmJXfdeCjFeeOwwVIZAHTUUKUYAB0wrOO2P0IxAIBdeebsSu668eC0hwHXFCtlANBRQ62mAOiAYTMKxVSKAQDszjNnV3L3TYemPQy4pgjFAKCjBk2TWS0SAGi5wTgUM6cBAOzO0TMrufvGw9MeBlxThGIA0FFNTXRPBKDtmnH7xFmVYgAAO3ZuZT2La8PcfZP2ibCZpTIA6KimqZmxqx6Almsm7RPNaQAAO3b07EqS5K4btU+EzYRiANBRTa121QPQeuNMzJwGALALT58ZhWJ3C8XgOYRiANBRw5oUu+oBaLnhRqXYlAcCANAiz0xCsZuEYrCZUAwAOqrWmlkLiAC0XB2fKTYjFQMA2DHtE2FrQjEA6KihM8UA6IBhdaYYAMBuPXN2JTcfmc+h+dlpDwWuKVMJxUop/7SU8oFSyvtKKe8qpdy7ze1eW0r5cCnl4VLKm672OAGgzZpqVz0A7bdxpphQDABgx545s+o8MdjCtCrFvqvW+mm11s9I8nNJvvXCG5RSZpP8QJIvTvKKJF9ZSnnFVR0lALRY01TnrwDQes04FZOJAQDs3NGzK1onwhamEorVWs9u+vC6JHWLm70qycO11kdqrWtJ3pbkdVdjfADQBU2tmZWKAdByzbh9ojkNAGDnnjm7olIMtjA3rV9cSvn2JF+d5EyS12xxkxckeXzTx08k+VNXYWgA0AlNrSm21QPQcpP2ic4UAwDYmfVhk2cXVnPXTUIxuNAVqxQrpfxyKeWDW/z3uiSptf7jWuv9SX4syTdu9SO2+NxWFWWT3/eGUsp7SynvPX78+P7cCQBosaZaQASg/YbaJwIA7Mrxc6upNSrFYAtXrFKs1voFO7zpv0vy80n+yQWffyLJ/Zs+vi/JUxf5fW9J8pYkeeihh7YNzwCgL5paM2sBEYCWq9onAgDsyjNnV5Ik96gUg+eZyplipZQHN334ZUn+eIubvSfJg6WUF5dSDiR5fZK3X43xAUAXDJuqUgyA1huOQzFzGgDAzjxzZhSK3aVSDJ5nWmeKfUcp5eVJmiQfT/LGJCml3Jvkh2qtX1JrHZRSvjHJO5PMJvnhWuuHpjReAGidWuNMMQBar2lGfyoUAwDYmUkodrdKMXieqYRitda/us3nn0ryJZs+fkeSd1ytcQFAl9RaLSAC0Ho1kzPFTGoAADtx9OxKDszN5JYj89MeClxzptI+EQC48pqaWD8EoO3G3RNjSgMA2Jlnzq7krhsP2lQEWxCKAUBH1dQUS4gAtNxGKGZRBwBgR545s5K7nScGWxKKAUBHVZViAHTARvvEKY8DAKAtjp5dyV1CMdiSUAwAOqpGKAZA+52vFJvuOAAA2qDWmmfOqhSD7QjFAKCjRpViVhABaLdxJpYZcxoAwCWdXR5kZb3J3TcJxWArQjEA6Khaq1ZTALRes1EqNt1xAAC0wTNnV5JE+0TYhlAMADpK+0QAukAmBgCwc0+fWU4SlWKwDaEYAHTUqFLMEiIAbTdKxbQEBgC4tKPjSjFnisHWhGIA0FEqxQDoApViAFyOUsprSykfLqU8XEp50xZfL6WU7xt//QOllFdOY5yw3545s5okufPGg1MeCVybhGIA0FG1WkAEoP3GmZiNHgDsWCllNskPJPniJK9I8pWllFdccLMvTvLg+L83JPnBqzpIuEKeObuS2647kINzs9MeClyThGIA0FG1Vq2mAGi9SaXYjDkNgJ17VZKHa62P1FrXkrwtyesuuM3rkvxoHXl3kptLKfdc7YHCfjt6diV3aZ0I25qb9gAAgCujVrvqAWi/ZpyKmdIA2IUXJHl808dPJPlTO7jNC5I8faUG9X++44/yQ7/56JX68ZAkGTY1n/8n7pz2MOCaJRSDFnjFvTdOewhAC73hc1+ST3mB5w8A2u0FNx/ON77mZbnvliPTHgoA7bHVXop6GbcZ3bCUN2TUYjEPPPDAZQ/q1S+9LfOzGndx5X3Rp9w97SHANUsoBi3wT/7Sp0x7CEALfdPnPzjtIQDAnt1/65H8vS96+bSHAUC7PJHk/k0f35fkqcu4TZKk1vqWJG9JkoceemjL4GwnXvPyO/Oal6vgAZgmWxMAAAAAgC55T5IHSykvLqUcSPL6JG+/4DZvT/LVZeTVSc7UWq9Y60QArg0qxQAAAACAzqi1Dkop35jknUlmk/xwrfVDpZQ3jr/+5iTvSPIlSR5OspTka6c1XgCuHqEYAAAAANAptdZ3ZBR8bf7cmzf9vSb5hqs9LgCmS/tEAAAAAAAAOk8oBgAAAAAAQOcJxQAAAAAAAOg8oRgAAAAAAACdJxQDgH1QSnltKeXDpZSHSylv2uLrpZTyfeOvf6CU8sppjBMALsWcBgAAdJVQDAD2qJQym+QHknxxklck+cpSyisuuNkXJ3lw/N8bkvzgVR0kAOyAOQ0AAOgyoRgA7N2rkjxca32k1rqW5G1JXnfBbV6X5EfryLuT3FxKuedqDxQALsGcBgAAdJZQDAD27gVJHt/08RPjz+32NgAwbeY0AACgs4RiALB3ZYvP1cu4TUopbyilvLeU8t7jx4/vy+AAYBfMaQAAQGcJxQBg755Icv+mj+9L8tRl3Ca11rfUWh+qtT50xx137PtAAeASzGkAAEBnCcUAYO/ek+TBUsqLSykHkrw+ydsvuM3bk3x1GXl1kjO11qev9kAB4BLMaQAAQGfNTXsAANB2tdZBKeUbk7wzyWySH661fqiU8sbx19+c5B1JviTJw0mWknzttMYLANsxpwEAAF0mFAOAfVBrfUdGi4SbP/fmTX+vSb7hao8LAHbLnAYAAHSV9okAAAAAAAB0nlAMAAAAAACAzhOKAQAAAAAA0HlCMQAAAAAAADpPKAYAAAAAAEDnCcUAAAAAAADoPKEYAAAAAAAAnScUAwAAAAAAoPOEYgAAAAAAAHSeUAwAAAAAAIDOE4oBAAAAAADQeUIxAAAAAAAAOk8oBgAAAAAAQOcJxQAAAAAAAOg8oRgAAAAAAACdJxQDAAAAAACg84RiAAAAAAA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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -1099,15 +1133,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[47] loss: 0.000\n"
+      "[47] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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P4TP7j2d07ILO5xfx+ps25XU3bMj7PvmYbjFgUZsdn7huuU4x6kUoBgAAi9TH9oymPTHtAPEl+NbXXptNqwbyU3/6aNWlAPAcPvTAoaxd3p+33bKl6lIWve9/28052r6Q3/j8U1WXAvC8Tp2bysqB3gz0iRioF08sAAAsUh964FCuXDuYL7thY9WlLHrLB3rznW+8IZ9+9HgePGi3GMBi0p6Yyh/vbuXr7rgiy/p6qy5n0fuyGzbm7mvX5+f/7LFcmNYtBixOp89NZt0KXWLUj1AMAAAWoaNjE/nUvmP5m3ddlZ6eoupyauHbXndt1q/oz09/fH/VpQDwDB/54kgmprr5xrt0Pr8URVHk+992c0bOTORD9x+uuhyA53Tq3GTWr7RPjPoRigEAwCL0O184nG6ZfIMDxJds5bK+fOcbb8jHh47mi4fOVF0OADM+dP/h3LB5ZV51zbqqS6mNN968Ka+6Zl1+7s/2Z6rTrbocgL/m1LmprNcpRg0JxQAAYJEpyzIfuv9w7ty+LjduXlV1ObXy977s2qwZ7MtPf9xuMYDF4OCJc7nviZP5xruuTlHofH6pLnaL3ZRDp87ntx/ULQYsPmfOTxmfSC0JxQAAYJHZfWQsw6NtY6YuwerB/vz9N1yfj+4Zzd6RsarLAVjyPvTAoRRF8g13XVV1KbXzlp1bcvtVa/Kzn9ifad1iwCJz6txk1i03PpH6EYoBAMAi8/sPj6Svp8jXvfLKqkuppfe8/vqsWtaXn7FbDKByf/DFkbzu+o25Yu3yqkupnaIo8o/eenOePHEuv/fwkarLAXhap1vmzPmprF8hFKN+hGIAALDIfHRPK19248as9UPmJVm7oj/f8frr8pFHRvLoaLvqcgCWrMePjWf/0fG88/ZtVZdSW2+/ZWt2bVudn/74/nS6ZdXlACRJxs5PpSxjfCK1JBQDAIBFZP/R8Tx+7GzefuvWqkuptb//huuzvL83P/MJ3WIAVfnYntEkyVd6p12ynp6L3WKPHzubj3xxpOpyAJJcHJ2YJOtXusRH/QjFAABgEXn6APEWB4hzsWHlQL7ty67N7z10JI8dG6+6HIAl6aN7RnP7VWty1TqjE+fiq2/flpu3rMpPf/zRdHWLAYvA6fNTSXSKUU9CMQAAWEQ+tqeVV1y1Nlc6QJyzf/DGGzLQ15Of1S0GsOCOtS/kgYOn8vZbjE6cq56eIt/31puyb3Q8f7y7VXU5ADk90ym2brlOMepHKAYAAIvE0bGJPPjU6bzDmKnLYtOqZfnW116b3/3CkTx54mzV5QAsKX+6dzRlmbzjNu+0y+FrX3llbti0Mj/18f0pS91iQLVOnb3YKbZepxg1JBQDAIBF4k/2Hk1ZJm93gHjZfNdX3JDeniI/94nHqi4FYEn56J7RXL1+eXZtW111KY3Q21Pke99yU/aOjOVP9h6tuhxgiXt6p5hQjBoSigEAwCLxsT2tbN+wIju3OkC8XLasGczfufua/NaDhzJy5nzV5QAsCWcvTOfe/cfzjlu3pSiKqstpjHe/6spcvX55fvYTusWAap0+N5WeIlk92Fd1KfCyCcUAAGARGL8wnc/sP5G337rVAeJl9t6vuCHdMvl/P3Wg6lIAloRP7TuWyelu3m4c8GXV19uT73rTjfnCU6fzF4+fqLocYAk7fX4y61YMpKfHzy3Uj1AMAAAWgU/tO5bJTtc+sXlwzYYVeferrsyv3XcwJ89OVl0OQON9bM9o1q3oz2uuW191KY3zTa++OptWLcvP/5mxwEB1Tp2byroV/VWXAZdEKAYAAIvAR3e3smHlQF59rQPE+fA9b7ox56c6+cBndIsBzKepTjd/OnQ0b9u1NX29jp0ut8H+3vyDN16fTz96PA89dbrqcoAl6vS5yaxbLhSjnnx3AgAAFZvqdPPxoaN5664tDhDnyc1bV+erbtuaD/z5E2lPTFVdDkBjfe6JkzlzfsroxHn0ra+7NmsG+/Jzf7a/6lKAJerU2amsXzFQdRlwSfzEDQAAFbvvwMmMTUwbnTjP/uGbb8rYxHR+9S8PVl0KQGN9dPdolvX15Ct2bKq6lMZatawv3/H66/LHu0fz6Gi76nKAJej0uYs7xaCOhGIAAFCxj+5uZbC/J2+8eXPVpTTaHdesyxtv3pT/9ukDmZjqVF0OQOOUZZmP7RnNG2/elBUDfVWX02jf8eXXZ3l/b37+k3aLAQvv9PmprLdTjJoSigEAQIW+dIC4OcsHeqsup/G+58035vj4hfyv+w9VXQpA4+wZGcvh0+fzjlu3VV1K421YOZC/+9rt+d0vHMlTJ89VXQ6whFyY7uTcZCfrV+oUo56EYgAAUKHdR8Zy5MyE3SsL5Mtu2Jg7t6/Lf/3kY5nudKsuB6BRPrp7NEWRvPWWLVWXsiT8gzfekJ4ief+nHq+6FGAJOX3u4n7etct1ilFPQjEAAKjQR/eMpqdI3rbLAeJCKIoi3/vmm3Lo1Pn83sNHqi4HoFE+tmc0d1+7PptWLau6lCVh29rBfONdV+fXP/9UjrYnqi4HWCJOnZtMkqy3U4yaEooBAECFPrq7lbuv3ZCNDhAXzFt3bcnOravzc594LN1uWXU5AI3w1Mlz2TMypvN5gX3Xm27MdKebX7j3iapLAZaI2U4xO8WoK6EYAABU5KmT5zLUaucdtzlAXEg9PUX+4VtuzKNHx/OxvaNVlwPQCH8y87+nb7dPbEFdv2llvuaVV+Z/fPbJnDk/VXU5wBJweqZTbJ1OMWpKKAYAABX56J7ZA0Sh2EL7mldcke0bVuTn/uyxlKVuMYC5+uju0dy8ZVWu37Sy6lKWnH/45hszfmE6v/IXT1RdCrAEnJrtFFupU4x6EooBAEBFPranlZ1bV+fajQ4QF1pfb0++60035KGnTufPHztRdTkAtXb63GTue+KkzueK3HLFmrx115b8wmeeyLnJ6arLARpudqfYuuU6xagnoRgAAFTg9LnJ3HfgpC6xCn3jXVfnDTdtikYxgLn5xPDRdLql0YkV+t633Ji7tq/P2HmhGDC/Tp+byrK+niwf6K26FLgkfVUXAAAAS9Fn9p9It0zesmtz1aUsWYP9vfkf3/naqssAqL1P7TuejSsH8sqr1lZdypL16ms35L99+4aqywCWgNPnJrPePjFqTKcYAABU4N79x7J6WV/uuHpd1aUAwCUryzL37j+e19+0KT09RdXlADDPTp2byroV9olRX0IxAABYYGVZ5tOPHs/rbtyYvl7fkgNQX8Oj7RxrX8gbb9pUdSkALACdYtSdn8ABAGCBPXniXA6dOp+vuNkBIgD1du+jx5Mkb/BOA1gSdIpRd0IxAABYYJ/eP3uAaJ8YAPX26UeP58bNK3PluuVVlwLAAjh9bjLrdIpRY0IxAABYYJ/edyxXrVue6zauqLoUALhkE1Od/OWBE3mjSx4AS0JZljl9birrdYpRY0IxAABYQNOdbv7isRN5482bUhRF1eUAwCV74MlTmZjq5g32iQEsCeMXpjPdLe0Uo9aEYgAAsIAeOnQm7QvTdq8AUHuf3n88fT1FXnfjxqpLAWABnD43lSR2ilFrQjEAAFhA9z56PEWRfPmNQjEA6u3eR4/nzu3rsmpZX9WlALAATp2bTBI7xag1oRgAACyge/cfy+1Xrs36lX6QBKC+Tp2dzCNHzuQNN9knBrBUnJrpFLNTjDoTigEAwAIZvzCdBw+eNjoRgNr7zGPHU5bxTgNYQk7rFKMBhGIAALBAPvvYiUx3y7zRASIANXfvo8ezerAvd1y9tupSAFggZ87bKUb9CcUAAGCBfPrRY1ne35tXX7u+6lIA4JKVZZlPP3o8r79xY/p6HS0BLBVnL3SSxC5Jas13LgAAsEA+vf947rl+Q5b19VZdCgBcsgPHz+bw6fN5w832iQEsJeenLoZiy/rECtSXpxcAABbAkdPn8/ixs0YnAlB79+4/niR5403eaQBLycRUJ4P9PSmKoupS4JIJxQAAYAHc++jFA8Q3CMUAqLlPP3o8V69fnms3rqi6FAAW0MRUJ8v7Tb2g3oRiAACwAD69/3g2r16WnVtXV10KAFyy6U43n33sRN548yadAgBLzPlJoRj1JxQDAIB51u2W+cz+43nDTQ4QAai3hw6dTvvCdN5wk31iAEvNxHQ3g0Ixak4oBgAA82zPyFhOnp20TwyA2vv0o8dTFMmX37Sx6lIAWGDnJztCMWpPKAYAAPPs07P7xG4SigFQb59+9HheedXarFsxUHUpACywialOBvtFCtSbJxgAAObZvfuPZefW1dmyZrDqUgDgko1NTOULT53OG3Q+AyxJE1OdLB/QKUa9CcUAAGAeTUx18rknTjlABKD2PvvYiXS6pX1iAEvU+alOlhufSM0JxQAAYB7dd+BkJqe7QjEAau/e/cezvL83d127rupSAKjA+alOlgnFqDmhGAAAzKN79x/PQG9PXnv9hqpLAYA5uffR43ntDRuyrM+BKMBSdGGqq1OM2hOKAQDAPPqLx07kzu3rsmKgr+pSAOCStc5M5PHjZ/OGm3Q+AyxV56c6GewXKVBvnmAAAJgn7Ymp7D5yRpcYALV33xMnkyT3eKcBLFkTdorRAEIxAACYJ/c/eSrdMrnn+o1VlwIAc3LfgRNZOdCbW69YU3UpAFSgLMucF4rRAEIxAACYJ/cdOJm+niJ3Xbuu6lIAYE7uO3Ayr75uQ/p6HSUBLEUXprspy2SZUIya850MAADMk889cTK3X7XWPjEAau3U2cnsGx03DhhgCbsw1U0SnWLUnlAMAADmwcRUJw89ZZ8YAPX3OfvEAJa881OdJMmgUIyaE4oBAMA8+MJTpzPZ6TpABKD27jtwMgN9PXnl1WurLgWAikzMhGLLB0QK1JsnGAAA5sF9B06mKJK7rxWKAVBv9z1xMndesy7L+nQHACxVs51ixidSd0IxAACYB/cdOJld29Zk7Yr+qksBgEs2fmE6jxw2DhhgqZsNxZYJxag5oRgAAFxmU51u7n/ylANEAGrv/idPpVsm91y/sepSAKjQhE4xGkIoBgAAl9kjh8/k/FTHPjEAau++AyfS11PkrmvXVV0KABUSitEUQjEAALjM7jtwMknymuuEYgDU230HTub2q9ZmxUBf1aUAUKGJqW6SZFAoRs0JxQAA4DK778DJ3LBpZTavXlZ1KQBwySamOnnoqTM6nwHI+UmdYjSDUAwAAC6jbrfM55446QARgNr7wlOnM9np5h6dzwBL3vmZ8YmD/SIF6s0TDAAAl9HwaDtjE9NCMQBq73MHTqYojAMG4Es7xQYHdIpRb0IxAAC4jGb3iQnFAKi7+544mZ1bV2ftiv6qSwGgYrOhmPGJ1J1QDAAALqP7DpzMVeuW5+r1K6ouBQAu2VSnm/ufPJXXuuQBQC6OT+ztKdLfK1Kg3jzBAABwmZRlmb88YJ8YAPW3+8hYzk12cs/1G6suBYBFYGKqq0uMRhCKAQDAZXLg+NkcH78gFAOg9u47cCJJ8prr11dcCQCLwfmpTgb7xQnUn6cYAAAuE/vEAGiK+w6czA2bVmbL6sGqSwFgEZiY6mRQpxgNIBQDAIDL5L4DJ7Np1UBu2LSy6lIA4JJ1u2XuMw4YgGeYmOoYn0gjCMUAAOAymd0nVhRF1aUAwCUbHm1nbGJaKAbA085P6hSjGYRiAABwGRw+fT6HT5/Pa65zgAhAvc2OA/ZOA2DWxFRXpxiNIBQDAIDL4HP2iQHQEPc9cTJXrh3M1euXV10KAIvE+alOlvWLE6g/TzEAAFwGf3ngZFYP9mXXtjVVlwIAl6wsv7RPzDhgAGbZKUZTCMUAAOAyuO/Aibzmug3p7XGACEB9PXHiXI61L+Se6zdWXQoAi8jEVCfLB4Ri1J9QDAAA5uj4+IU8duys0YkA1N59B04kMQ4YgL/q/FQng31CMepPKAYAAHP0wJOnkiR3X7u+4koAYG7uf/JU1q/oz42bV1ZdCgCLyMRUV6cYjSAUAwCAOXrg4On09xa5/aq1VZcCAHPywMHTuXP7evvEAPgrzk91sqxfnED9eYoBAGCOHjx4KrdesSaDFk8DUGNnzk9l/9Hx3HnNuqpLAWAR6XbLTE53s9zPOzSAUAwAAOZgutPNw4fO5M7tRicCUG9feOp0kuQu44ABeIaJ6U6SCMVoBKEYAADMwVCrnfNTHQeIANTeA0+eSlEkd+gUA+AZzk9eDMVMxqAJhGIAADAHDx48lSRGTQFQew8+dTo7t67OqmV9VZcCwCIyMd1NolOMZhCKAQDAHDxw8HQ2r16Wq9cvr7oUALhk3W6ZBw+eMg4YgL9mtlNsWb84gfrzFAMAwBw8ePBU7tq+LkVRVF0KAFyyx4+Ppz0xnbu2r6u6FAAWmYkpO8VoDqEYAABcohPjF/LEiXNu1QNQew88eTpJvNMA+GueDsUGhGLUn1AMAAAu0YMHTydJ7nKACEDNPXDwVNYu788Nm1ZWXQoAi8z5mVBsUKcYDSAUAwCAS/TgU6fS11PkFVetrboUAJiTBw+ezp3b16WnxzhgAP6qialuEuMTaQahGAAAXKIHnjydW65YY4wIALU2NjGVfUfbufManc8A/HVf6hQTJ1B/nmIAALgEnW6Zhw6dzl3b11VdCgDMycNPnUlZJnddu67qUgBYhCYmjU+kOYRiAABwCYZb7Zyb7ORO+8QAqLkHDp5KUSR3XLOu6lIAWIQmpi+GYsYn0gRCMQAAuAQPHDyVJLlLKAZAzT1w8FRu3rIqawb7qy4FgEXovE4xGkQoBgAAl+DBg6ezadVArtmwvOpSAOCSlWWZBw+edskDgOc1MdVNIhSjGYRiAABwCR48eCqvumZ9iqKouhQAuGSPHz+bM+encqcdmQA8j/NTnQz09qS3x88+1J9QDAAAXqZTZyfz+PGzuevadVWXAgBz8sCTxgED8MImpjoZ7Bcl0AyeZACYo6IofqEoiqNFUTzyPB//1qIoHp7558+LorhjoWsELq8vPHU6iQNEmsc7DZaeB586ndWDfblx86qqSwFgkZqY6mT5gNGJNINQDADm7gNJ3vkCHz+Q5E1lWb4yyf+d5P0LURQwfx44eCq9PUVeefXaqkuBy+0D8U6DJeWBJ0/lVdesS4+RWAA8j/NTHfvEaAyhGADMUVmWn0py8gU+/udlWZ6a+e1nk1y9IIUB8+bBg6eza9vqrBjoq7oUuKy802BpGb8wnX2jbZ3PALygialOlgvFaAihGAAsrP89yR9WXQRw6TrdMl946rQDRPBOg9p7+KnT6ZbJXdd6pwHw/M5PdbNMKEZDuNoKAAukKIq35OIB4hte4HPem+S9SbJ9+/YFqgx4OR492s74hencuX1d1aVAZbzToBkeOHix8fNVV6+rthAAFrWJyU6W9+uvoRk8yQCwAIqieGWS/5bk3WVZnni+zyvL8v1lWd5dluXdmzdvXrgCgZfswYOnk0SnGEuWdxo0x4MHT+emLauydkV/1aUAsIhNTBufSHMIxQBgnhVFsT3JbyX5trIs91VdDzA3Dzx5KhtWDuTajSuqLgUWnHcaNEdZlnnwqdO5S+czAC/i/GQng0IxGsL4RACYo6Iofi3Jm5NsKoriUJIfTdKfJGVZvi/JjyTZmOTniqJIkumyLO+uplpgrh44eCp3XrMuM///DI3inQZLxxMnzuXk2cncqfMZgBehU4wmEYoBwByVZfktL/Lx70zynQtUDjCPzpybymPHzuYb7rq66lJgXninwdLx4Mw+MeOAAXgx5ye7WSYUoyGMTwQAgJfowacuHiDeec26agsBgDl64OCprFrWl5u2rKq6FAAWuYkpnWI0h1AMAABeogcPnk5PkbxSKAZAzT148HTuuGZtenuMAwbghU1MdbJ8QJRAM3iSAQDgJfri4TO5acuqrFpmCjkA9TUx1clwq507rl5XdSkALHJTnW6mu2UG+3SK0QxCMQAAeAnKsszDh07nlQ4QAai5vSNjme6W3mkAvKjzU50kyfIBoRjNIBQDAICX4MiZiRwfn8wdV6+tuhQAmJOHD51JktxxjXcaAC9sYiYUW2anGA0hFAMAgJfg4adOJ4lb9QDU3kOHTmfz6mXZtmaw6lIAWOQmJrtJkuVCMRpCKAYAAC/BQ4fOpL+3yK4rVlddCgDMycOHzuSVV61NURRVlwLAIjcxPTM+UShGQwjFAADgJXj40Ons2rYmyyyYBqDGxi9M57Fj4zqfAXhJzk9eDMUG+0UJNIMnGQAAXkS3W+aLh8/klfaJAVBzjxw+k7JMXmmfGAAvwfkpnWI0i1AMAABexBMnzqY9MZ073KoHoOYePnQ6SbzTAHhJJmZCsWVCMRpCKAYAAC/i4UNnkrhVD0D9PXToTK5evzwbVg5UXQoANTChU4yGEYoBAMCLeOjQ6Qz29+SmzauqLgUA5uThQ6eNAwbgJZuY6iZJlg8IxWgGoRgAALyIhw+dye1Xrk1fr2+fAaivk2cn89TJ83ml0YkAvESzO8UG+/0sRDN4kgEA4AVMd7rZfeSMA0QAau+Lh2fGAesUA+AlOj9pfCLNIhQDAIAX8OjR8UxMdXOHfWIA1NzDT51OUSSvuMo7DYCXZmJ6tlNMKEYzCMUAAOAFPHzodJLoFAOg9h46dCY3bFqZ1YP9VZcC86ooisGiKO4riuKhoih2F0Xx48/xOUVRFD9VFMX+oigeLoriripqhcVuYrKTokiW9YkSaAZPMgAAvICHDp3J6sG+XLthRdWlAMCcPHzotEseLBUXkry1LMs7krwqyTuLonjdsz7nq5PcPPPPe5P8/IJWCDUxMd3NYF9viqKouhS4LIRiAADwAi4eIK5NT48fAgGor9aZiRxtX7BPjCWhvGh85rf9M/+Uz/q0dyf55ZnP/WySdUVRXLGQdUIdnJ/sZLBfjEBzeJoBAOB5TEx1MjTSdqsegNp7yDhglpiiKHqLovhCkqNJPlaW5V8+61OuSvLUM35/aObPgGc4P9XJcvvEaBChGAAAPI+hVjvT3TJ3uFUPQM198dCZ9PUUue3KNVWXAguiLMtOWZavSnJ1knuKorj9WZ/yXGMAnt1NdvETi+K9RVF8viiKzx87duwyVwqL28RUJ4MDQjGaQygGAADP42G36gFoiIcOnc6Orasz6LY/S0xZlqeT/FmSdz7rQ4eSXPOM31+d5MjzfI33l2V5d1mWd2/evHk+yoRFa2Kqk8E+7w6aQygGAADP46GnzmTTqmW5Yu1g1aUAwCUryzJfPHwmd1yj85mloSiKzUVRrJv59fIkX5lk6Fmf9uEkf6+46HVJzpRlObKwlcLid36qk+U6xWiQvqoLAACAxerhQ6fzyqvXpiiea7oOANTDwZPncvrcVF5x1bqqS4GFckWSXyqKojcXmwJ+oyzL3y+K4ruTpCzL9yX5SJJ3Jdmf5FyS91RVLCxmE1PdDPbrraE5hGIAAPAcxi9MZ/+x8XzNK6+ouhQAmJOHDp1JkrzSjkyWiLIsH05y53P8+fue8esyyfcuZF1QR5PT3awZFCPQHCJeAAB4DrsPn0lZJnfYJwZAzX3x0Oks6+vJzm2rqy4FgJqZ6nTT1ytGoDk8zQAA8BwedqsegIZ46NCZ3HrlmvQ71ATgZZrulunvNU6e5vDdEAAAPIeHDp3OVeuWZ+OqZVWXAgCXrNMt88jhMzqfAbgk051u+nrECDSHpxkAAJ7Dw4fO6BIDoPYeOzaec5OdvOIq7zQAXr6pTqnTmEbxNAMAwLOcOjuZgyfP5ZVu1QNQcw89dTpJcsc1QjEAXr6pTtf4RBpFKAYAAM/yxcMX94ndoVMMgJr74uEzWbWsLzdsWlV1KQDU0HS3TJ9QjAYRigEAwLM8fOh0kuR2oRgANffQoTO5/ao16elxoAnAyzdlpxgN42kGAIBnefjQmdywaWXWDPZXXQoAXLKpTjd7R8aMAwbgkk11uhnoEyPQHJ5mAAB4lt1HxnL7VbrEAKi3R0fHMznd9U4D4JJNd8r06TamQYRiAADwDCfPTubw6fO5/ao1VZcCAHPyyJGLOzJvv9I7DYCXryzLmZ1iYgSaw9MMAADPsPvpA0S36gGot92Hz2TlQG+u27iy6lIAqKHpbpkk6dcpRoMIxQAA4BkeOTyWJLlNKAZAzT1yZCy3Xbk2PQ4zAbgEU51ukqTfTjEaxNMMAADP8MiRM7lmw/KsXdFfdSkAcMk63TJ7jozlNuOAAbhEU52LnWJ2itEkQjEAAHiG3YfPGJ0IQO0dOD6e81Md7zQALtn0bKeYnWI0iKcZAABmjE1M5YkT53L7VQ4QAai32XHA3mkAXKrZnWJ9vTrFaA6hGAAAzNhzZHafmFFTANTbI4fPZFlfT27cvLLqUgCoqclpnWI0j6cZAABmPHL4TJLkNqOmAKi5R46cyS1XrEmfg0wALtFsp1i/TjEaxHdGAAAwY/eRsWxbM5jNq5dVXQoAXLJut8zuw2O5/SqdzwBcutmdYn09YgSaw9MMAAAzHjl8xgEiALX31KlzaV+Yzu06nwGYg6mOTjGaRygGAABJzk1O57Fj40YnAlB7jxy+uCPz9qu80wC4dFMdO8VoHk8zAAAk2TvSTrd0gAhA/T1y5Ez6e4vcvHVV1aUAUGPT3ZnxiUIxGsTTDAAASXYfOZMkxicCUHuPHD6THVtXZ1lfb9WlAFBjT49P7DE+keYQigEAQC4eIG5cOZBtawarLgUALllZltl9ZMw+MQDmbHomFNMpRpN4mgEAIBf3r9x21doUhVuQANTXyJmJnDw7qfMZgDn70k4xPyPRHEIxAACWvAvTnewbbef2Kx0gAlBvjxy+OA74NjsyAZijL4ViYgSaw9MMAMCSt681nulumdsdIAJQc48cGUtPkdyyzUUPAOZmujs7PlGnGM0hFAMAYMl75MjFW/X2rwBQd7sPn8lNW1Zl+UBv1aUAUHOznWJ9PWIEmsPTDADAkvfI4TNZPdiXazYsr7oUAJiTR46ccckDgMtiunOxU2zA+EQaxNMMAMCS98iRsdx+5doUhbEgANTX0fZERscu2CcGwGXxdKeY8Yk0iFAMAIAlbarTzd6Rsdx+ld0rANTb7sNjSZLbr/ROA2DupuwUo4GEYgAALGn7j45ncrqb292qB6DmHjl8cUfmrUIxAC6D6ZlOsX47xWgQTzMAAEva7AGiUAyAunvkyJncsGllVg/2V10KAA0wu1NMpxhNIhQDAGBJ231kLCsHenP9xpVVlwIAc/LI4TH7xAC4bCZnO8V6xQg0h6cZAIAl7ZHDZ3LrlWvS0+P2IwD1dersZA6fPm+fGACXzWynmFCMJvE0AwCwZHW6ZfaMjOW2K92qB6Dedh8ZS2IcMACXz3S3m6JIel0gpEGEYgAALFkHjp/NucmOA0QAau+RIxd3ZN6mUwyAy2SqU6a/R4RAs3iiAQBYsnbPHCDefpUDRADq7ZHDZ3L1+uVZt2Kg6lIAaIipTjf9vbrEaBahGAAAS9Yjh89kWV9Pbtq8qupSAGBOdh8Zy+3GAQNwGU13uumzT4yG8UQDALBk7T4yll3bVvtBD4BaG78wnQPHzxqdCMBlNdUtdYrROH76BwBgSSrLMntGxnKrA0QAam5oZCxJvNMAuKymO9302SlGw3iiAQBYkkbOTOT0uanceoUDRADqbY9QDIB5MNUp09+nU4xmEYoBALAk7TniABGAZthzZCzrV/Rn25rBqksBoEGmOt306xSjYTzRAAAsSXtGxlIUyc5tQjEA6m12HHBRuM0PwOUz3SnTZ6cYDSMUAwBgSdpzZCzXbVyZVcv6qi4FAC7ZdKeboVbbOGAALrvprp1iNI8nGgCAJWnPyJgDRABq7/HjZzM53TUOGIDLbrJTpr9PhECzeKIBAFhyxiamcvDkOQeIANTe0zsyr1hbcSUANM10p5v+HuMTaRahGAAAS87QSDtJdIoBUHt7RsYy0NeTGzavrLoUABrGTjGaSCgGAMCSs+fImSTRKQZA7e05MpadW1env9cRDwCX11S36/1C43iiAQBYcvaMjGXjyoFsWb2s6lIA4JKVZWlHJgDzZqojFKN5PNEAACw5e0bGcuuVa1IURoEAUF+jYxdy8uykzmcA5sV0p0yfnWI0jFAMAIAlZarTzb7WuFv1ANTenhHjgAGYPzrFaCJPNAAAS8pjx8Yz2ek6QASg9vYcGUuS7Nq2uuJKAGii6W6Zvl6dYjSLUAwAgCVl9gBRpxgAdbdnZCzXblyR1YP9VZcCQANNTesUo3k80QAALCl7joxlWV9Prt+0supSAGBO9hwZc8kDgHkz1S3Tr1OMhhGKAQCwpOwZGcuubavT58YjADU2fmE6T5w4JxQDYN5Md7rp6/FzE83iiQYAYMkoyzJ7RsbsEwOg9oZGZsYBe6cBME+mO3aK0TxCMQAAloyRMxM5fW7KrXoAam+PUAyAeTbV7WbAhA0axhMNAMCSseeIA0QAmmHPkbGsX9GfbWsGqy4FgIaa0ilGAwnFAABYMvaOjKUokp3bhGIA1NvemXHAReGwEoDLryzLdLqlnWI0jicaAIAlY8/IWK7buDKrlvVVXQoAXLLpTjdDrbZxwADMm6lOmSTp1ylGwwjFAABYMvaMjDlABKD2Dhw/mwvTXeOAAZg3091ukqTPTjEaxhMNAMCS0J6YypMnzjlABKD29ozM7Mi8Ym3FlQDQVFPTs51iIgSaxRMNAMCSMNRqJ4lOMQBqb8+RsQz09eSGzSurLgWAhpqa6RQzPpGmqWSZQlEUG5L8epLrkjyR5G+XZXnqOT7viSTtJJ0k02VZ3r1wVQIA0CR7jly8VX+LUAyAmtszMpYdW1e5vQ/AvJme2SnW1+NdQ7NU9UT/iyR/WpblzUn+dOb3z+ctZVm+SiAGAMBc7Dkylg0rB7J1zbKqSwGAS1aWZfYcsSMTgPk11ZndKaZTjGapKhR7d5Jfmvn1LyX5GxXVAQDAErFn5OIBYlH4oQ6A+jravpATZyeFYgDMq9lQbEBXMg1T1RO9tSzLkSSZ+feW5/m8MslHi6K4vyiK9y5YdQAANMpUp5vh0XZuvdIBIgD1NjsO+NYr11ZcCQBNNt2dGZ+oU4yGmbedYkVR/EmSbc/xoX/1Mr7Ml5dleaQoii1JPlYUxVBZlp96nr/vvUnemyTbt29/2fUCANBcjx87m8nprlv1ANTenpGLodiuK1ZXXAkATfb0+EQ7xWiYeQvFyrL8yuf7WFEUo0VRXFGW5UhRFFckOfo8X+PIzL+PFkXx20nuSfKcoVhZlu9P8v4kufvuu8u51g8AQHPsGTmTJDrFAKi9PUfGsn3DiqwZ7K+6FAAabLpz8Yi9X6cYDVNVzPvhJN8+8+tvT/K7z/6EoihWFkWxevbXSd6R5JEFqxAAgMbYc2QsA309uWHTyqpLAYA52TMyllt0iQEwz2Y7xfrtFKNhqnqi/12StxdF8WiSt8/8PkVRXFkUxUdmPmdrknuLongoyX1J/qAsyz+qpFoAAGpt70g7O7euTp8f6ACosbMXpvPEibO59Qr7xACYX1MdO8Vopnkbn/hCyrI8keRtz/HnR5K8a+bXjye5Y4FLAwCgYcqyzN6Rsbztli1VlwIAczI82k5ZRqcYAPNuuqtTjGbyRAMA0GjHxi/kxNnJ7NpmnxgA9TY00k6S3HKFdxoA82t2p1hfj04xmkUoBgBAo+11gAhAQ+wdGcuqZX25ev3yqksBoOEm7RSjoTzRAAA02tDIWJJk1zajpgCot6HWWHZtW52icGsfgPk12ykmFKNpPNEAADTaUKudbWsGs37lQNWlAMAlK8syQyPt7LJPDIAFMLtTrK/XRQyaRSgGAECj7R0Zyy0OEAGouUOnzqd9Ydo4YAAWxNRsp1iPCIFm8UQDANBYk9Pd7D86nl0OEAGouaHWxR2Zu7Z5pwEw/6Zmd4r16RSjWYRiAAA01v6j45nulm7VA1B7e+3IBGABTc+EYn06xWgYTzQAAI011Lp4gHiLA0QAam6oNZZrN67IymV9VZcCwBLw9PhEO8VoGKEYAACNtXdkLAN9Pbl+08qqSwGAOdk70s4tRicCsECmuzOdYr0iBJrFEw0AQGMNtdrZsXWVH+QAqLVzk9N54sTZ7LpC5zMAC0OnGE3ldAAAgMbaOzLmVj0AtTfcaqcsY0cmAAtmamanWL+dYjSMJxoAgEY61r6Q4+OT2eUAEYCaG2q1k8RFDwAWzHSnTE+R9PToFKNZhGIAADTS3pGxJMktRk0BUHN7R8ayallfrl6/vOpSAFgiprpdY+hpJE81AACNNNSaCcXcqgeg5oZG2tm5bbXb+gAsmOlOmQGhGA3kqQYAoJH2jrSzbc1g1q8cqLoUALhkZVlmb2tM5zMAC2qq001fr8sYNI9QDACARto7MpZdDhABqLnDp8+nPTGdXTqfAVhAU50yfT3iA5rHUw0AQONMTnfz2LHx3HKFA0QA6m3vSDtJvNMAWFDTnW76dYrRQEIxAAAa57Fj45nqlNm1TacYAPU2NHJxR+ZO7zQAFtB0tzQ+kUYSigEA0Dh7Zw4Qb3WrHoCa29say7UbV2TVsr6qSwFgCZnsdNPfKz6geTzVAAA0zlCrnYG+nly/aWXVpQDAnAyNtHU+A7Dgpjvd9NspRgN5qgEAaJy9I2PZsXVV+txsBKDGzk1O58CJs/aJAbDgpjvGJ9JMTgkAAGicvSPt7NrmABGAets3Op6yjHcaAAtuqlu6ZEgjeaoBAGiUY+0LOT5+wa16AGrPjkwAqjI13c2ATjEaSCgGAECjDLUuHiDeYv8KADU3NDKWlQO9uXr98qpLAWCJme5202enGA3kqQYAoFFmb9XvcqsegJrbO9LOrivWpKfHTX0AFtaUnWI0lFAMAIBGGRppZ+uaZdmwcqDqUgDgkpVlmb2tsezS+QxABaa73fTbKUYDeaoBAGiUPSNj9okBUHuHT59Pe2LaOw2ASkxNl+nXKUYDCcUAAGiMyeluHjs2nl3bHCACUG9DI+0kyS1X6BQDYOFNdbvp0ylGA3mqAQBojMeOjWeqUzpABKD2Zndk7nTRA4AKTHfK9NtpSQMJxQAAaIyh1sUDRJ1iANTdUKudazYsz6plfVWXAsASNN3RKUYzeaoBAGiMoVY7A709uWHzyqpLAYA5GWqN5RaXPACoyGSnTL9QjAbyVAMA0BhDI+3cuGWVH94AqLWJqU4OHD+bXduMAwagGtPdbvp7jU+keZwWAADQGMOtdm5xgAhAze0/Op5umey6QqcYANWY7pTp6xEf0DyeagAAGuH0ucm0xiayUygGQM3tHbm4I9M7DYCqTHV0itFMQjEAABphqNVO4lY9APU33GpnWV9PrttoRyYA1bgYiokPaB5PNQAAjTA0c6ve/hUA6m6o1c6OravT2+OGPgALr9st0y2TPp1iNJBQDACARhgebWf9iv5sWb2s6lIAYE6GWm2XPACozFS3myQ6xWgkTzUAAI2wd6SdndtWpyjcZgSgvo6PX8jx8Qv2iQFQmelOmSTp07FMAwnFAACovW63zL7RdnZts08MgHobntmReYsdmQBUZDYU0ylGE3mqAQCovadOncu5yY5RUwDU3t6ZHZk6xQCoymRndnyiTjGaRygGAEDtDc3cqneACEDdDbfa2bRqIJtW2ZEJQDWmZ3aK9ekUo4E81QAA1N7QSDtFkezYKhQDoN6GWsYBA1AtO8VoMqEYAAC1Nzw6lu0bVmTlsr6qSwGAS9aZ2ZGp8xmAKk3NjE8c6BMf0DyeagAAam9opG2fGAC198SJs7kw3fVOA6BSU093iokPaB5PNQAAtXZ+spMnTpzNTqOmAKi54ZkdmcYnAlCl2U6xvl7jE2keoRgAALX26NF2umVyi1v1ANTc0MhYeork5q2rqi4FgCVsunuxU6xfKEYDCcUAAKi1oZlb9favAFB3Q612rtu0MoP9vVWXAsASNj3bKWZ8Ig3kqQYAoNaGRtoZ7O/JtRtXVl0KAMzJUKudW4xOBKBikzOhWH+v+IDm8VQDAFBrw6Nj2bF1dXp7jPYAoL7OXpjOwZPndD4DULnpjvGJNJdQDACAWhsaaWeXA0QAam549OI4YO80AKo23Z0Zn6hTjAbyVAMAUFvH2hdy4uxkdho1BUDNDbdmQzHvNACqNTXTKdZnGgcNJBQDAKC2hlpjSZJb3KoHoOaGRsaycqA3V69fXnUpACxxUzM7xQb6xAc0j6caAIDamr1Vb/8KAHU31Gpnx7bV6XErH4CKTesUo8GEYgAA1NbekXY2r16WjauWVV0KAFyysiwz1GobnQjAojDbKdZvpxgN5KkGAKC2hkfHskuXGAA1Nzp2IWfOT3mnAbAoTHdnOsV6dYrRPEIxAABqabrTzb7RcQeIANTe3pkdmd5pACwGOsVoMk81AAC19MSJc5mc7manUVMA1NzsjkzjEwFYDKZmdor194gPaB5PNQAAtTTkVj0ADTE0MpYr1g5m7Yr+qksBgEzPdIoZn0gTCcUAAKil4VY7vT1FbtqyqupSAGBOhlrt7HTJA4BFwk4xmkwoBgBALe0daef6TSsz2N9bdSkAcMmmOt08dmzc6EQAFo3J6ZmdYsYn0kCeagAAaml4dMytegBq7/FjZzPVKY0DBmDRmO5209tTpKdHpxjNIxQDAKB2xi9M56mT57NrqwNEAOptdkemix4ALBbTnTJ9AjEaSigGAEDt7BttJ3GACED9Dbfa6espcuNmOzIBWBymOmX6e0UHNJMnGwCA2hluXQzF7F8BoO6GW+3csHllBvoc0QCwOEx1uunv1SlGM/mOCwCA2hlutbNioDdXr19edSkAMCdDrXZ2uuQBwCIy3e2mT6cYDeXJBgCgdoZaY7l562qLnwGotfbEVA6fPp+dW41OBGDxmOqU6fezFg0lFAMAoFbKssxwq51dW+0TA6De9o2OJ4lOMQAWlemOTjGay5MNAECtHBu/kFPnprJzm1AMgHr70o5M7zQAFo+pbmmnGI0lFAMAoFYcIALQFMOtsawc6M1V6+zIBGDxmJrupl+nGA3lyQYAoFZmQzGdYgDU3VCrnR3b7MgEYHGZ7pbp0ylGQwnFAAColaFWO5tWLcvGVcuqLgUALllZlhkebet8BmDRmep009cjOqCZPNkAANTKvtF2dm5bVXUZADAnx9oXcvrcVHZsFYoBsLhMd8oMGJ9IQ3myAQCojU63vBiKbV1TdSkAMCdDxgEDsEhNdbrGJ9JYQjEAAGrj4MlzmZjqGjUFQO3N7sjctc1FDwAWl6lumT6dYjSUJxsAgNoYbo0lcasegPobarWzefWybFg5UHUpAPBXTHe66e/RKUYzCcUAAKiNoVY7RRH7VwCoveHRMZ3PACxK050y/TrFaChPNgAAtbFvtJ1rN6zI8oHeqksBgEvW6ZZ5dHQ8O13yAGARslOMJhOKAQBQG0Otti4xAGrvyRNnc2G6mx06xQBYhKa6XZ1iNJYnGwCAWpiY6uSJ42eNmgKg9oZb7STxTgNgUZrulOmzU4yGEooBAFAL+4+Op1smO7etqboUAJiT2R2ZN28RigGw+Ex1yvTpFKOhPNkAANTC0Myt+p1u1QNQc8Otdq7buNKOTAAWpalONwN2itFQQjEAAGph32g7A309uW7jiqpLAYA52Tfazk47MgFYpKY7XZ1iNJYnGwCAWhhqtXPzllV+OAOg1iamOnnixFmdzwAsWlPdMn06xWgoJwoAANTCcGvMrXoAau/R0dkdmd5pACxO051u+ntEBzSTJxsAgEXv9LnJjI5dcIAIQO0NtcaSCMUAWJw63TLdMuk3oYOG8mQDALDoDbXaSRwgAlB/w612lvX15LqNK6suBQD+mqlON0mMT6SxhGIAACx6+0YvhmK7tq2puBIAmJvh0XZu3roqvT0OGwFYfKa7ZZKkXyhGQwnFAABY9IZa7axd3p+ta5ZVXQoAzMlwq52dW13yAGBxmp7tFLNTjIbyZAMAsOgNt9rZuW11isJtRQDq69TZyRxtX8gu44ABWKQmZ0Kx/j7RAc3kyQYAYFEryzL7Wu3s3OoAEYB6m92RuUMoBsAiNd2ZGZ9ozC8NJRQDAGBRO3z6fNoXprPTASIANTfcGksSnWIALFqdmZ1idl/SVEIxAAAWtX2jF2/VO0AEoO6GR8ezbkV/tqy2IxOAxUkoRtMJxQAAWNSMmgKgKYZbY9mx1Y5MABavTikUo9mEYgAALGr7Wu1cuXYwawb7qy4FAC5ZWZbZNzqu8xmARa2rU4yGE4oBALCoDbXa9okBUHuHT5/PuB2ZACxy07OhmK5mGkooBgDAojXV6ebxY2eNTgSg9mZ3ZO7c6p0GwOI1u1OsR6cYDSUUAwBg0Xri+NlMdrpGTQFQe3ZkAlAH3VKnGM0mFAMAYNEanrlVv8OtegBqzo5MAOqgY6cYDScUAwBg0RputdPbU+TGzauqLgUA5sSOTADqQChG0wnFAABYtIZb7Vy3cUUG+3urLgUALpkdmQDUhVCMphOKAQCwaA2PtrNr25qqywCAObEjE4C66MzsFOuxU4yGEooBALAonZuczsGT5+wTA6D27MgEoC663Yv/1ilGUwnFAABYlB4dHU9Zxv4VAGrPjkwA6mK2U0woRlMJxQAAWJRmb9ULxQCoOzsyAaiLzkyrmFCMphKKAQCwKA232hns78n2DSuqLgUA5sSOTADqojM7PtFOMRpKKAYAwKK0b7Sdm7esdkMRgFqzIxOAOul0L45P7JEc0FAebQAAFqWhVtvoRABqz45MAOqka6cYDScUAwBg0Tl5djLH2hey0616AGrOjkwA6mS2U6xPKEZDCcUAAFh0hlsOEAFoBjsyAaiTp8cn2ilGQwnFAABYdPa5VQ9AQ9iRCUCdzIZi3ls0lVAMAIBFZ6jVzroV/dmyelnVpQDAnNiRCUCddEqdYjSbUAwAgEVn32g7O7auTuEHMQBqzI5MAOqmq1OMhhOKAQCwqJRlmX2tdna5VQ9AzdmRCUDdTM+EYn1CMRpKKAYAwKJy5MxE2hems8OtegBqzo5MAOqmOzs+UShGQwnFAABYVPbN3KrXKQZA3Q2P2pEJQL10ZscnGmVPQwnFAABYVIZmQrGbdYoBUHPDLTsyAaiX2VBMpxhNJRQDAGBR2TfazpVrB7N2eX/VpQDAJbMjE4A6mh2faKcYTSUUAwBgURlqtbPDASIANWdHJgB1ND07PlEoRkMJxQAAWDSmO908dnQ8Ox0gAlBzszsyd7roAUCNdGfHJxr9S0MJxQBgjoqi+IWiKI4WRfHI83y8KIrip4qi2F8UxcNFUdy10DVCXTxx4mwmO10HiFAR7zS4fGZ3ZOoUA6BOOt2L/9YpRlMJxQBg7j6Q5J0v8PGvTnLzzD/vTfLzC1AT1NJwazyJA0So0AfinQaXxb7Rdq6wIxOAmumUs51iFRcC80QoBgBzVJblp5KcfIFPeXeSXy4v+mySdUVRXLEw1UG9DLfG0lMkN21ZVXUpsCR5p8HlM9Rq63wGoHa63TK9PUUK4xNpKKEYAMy/q5I89YzfH5r5M+BZhkfbuW7Tygz291ZdCvDcvNPgJbAjE4C6mu6W6RWI0WBCMQCYf8/13WT5nJ9YFO8tiuLzRVF8/tixY/NcFiw+w612drlVD4uZdxq8BHZkAlBX3bJMj9SABvN4A8D8O5Tkmmf8/uokR57rE8uyfH9ZlneXZXn35s2bF6Q4WCzOT3by5Mlz9onB4uadBi+BHZkA1FVHpxgNJxQDgPn34SR/r7jodUnOlGU5UnVRsNjsPzqesoxOMVjcvNPgJRgebduRCUAtdbplenqEYjRXX9UFAEDdFUXxa0nenGRTURSHkvxokv4kKcvyfUk+kuRdSfYnOZfkPdVUCovbUGssiVv1UCXvNLg8hltjdmQCUEudbpk+oRgNJhQDgDkqy/JbXuTjZZLvXaByoLb2jbazrK8n125cWXUpsGR5p8HlsW90XOczALXUKcv0CsVoMOMTAQBYFIZHx3Pz1lV+AAOg1iamOnnixNnsFIoBUEPdbpkeO8VoMKEYAACLwnBrzOhEAGrv0dGLOzJ3eqcBUEOdrk4xmk0oBgBA5U6fm8zo2AUHiADU3vBoO0myQ6cYADVkfCJNJxQDAKByw62LB4hGTQFQd8OtsQz09eQ6OzIBqCGdYjSdUAwAgMrtGxWKAdAMw6PjuXmLHZkA1FOnW6bXTjEaTCgGAEDlhkfbWTPYl21rBqsuBQDmZF+r7ZIHALXVLcv0uNhBgwnFAACo3PDMAWLhRiIANXbm3FRaYxN2ZAJQWzrFaDqhGAAAlSrLMsOtdnY4QASg5oZnxgHv0CkGQE11ujECmEYTigEAUKnRsQsZm5jOLgeIANTcbCjmnQZAXXW6XaEYjSYUAwCgUkOtsSTRKQZA7Q23xrLajkyoXFEU1xRF8YmiKPYWRbG7KIofeI7PeXNRFGeKovjCzD8/UkWtsNh0ytgpRqP1VV0AAABL276ZW/U73aoHoOb2tcazc6sdmbAITCf5p2VZPlAUxeok9xdF8bGyLPc86/M+XZbl11ZQHyxa3W6ZXq8xGkynGAAAlRpujWfrmmVZt2Kg6lIA4JKVZZnh0bZLHrAIlGU5UpblAzO/bifZm+SqaquCeuh0S+MTaTShGAAAlRoeHTM6EYDaGx27kDPnp4RisMgURXFdkjuT/OVzfPjLiqJ4qCiKPyyK4raFrQwWJ6EYTScUAwCgMp1umUdHL46aAoA6G54ZB+yiByweRVGsSvKhJP+4LMuxZ334gSTXlmV5R5KfTvI7L/B13lsUxeeLovj8sWPH5q1eWAw6pVCMZhOKAQBQmSdPnM2F6a5b9QDU3nDr4nm7ix6wOBRF0Z+LgdivlmX5W8/+eFmWY2VZjs/8+iNJ+oui2PRcX6ssy/eXZXl3WZZ3b968eV7rhqp1umV67MakwYRiAABUZt/MrXqhGAB1N9waz5bVy7J+pR2ZULWiKIok/z3J3rIs/9PzfM62mc9LURT35OI56YmFqxIWp65OMRqur+oCAABYuoZb4ymK5OYtQjEA6m3faNslD1g8vjzJtyX5YlEUX5j5sx9Osj1JyrJ8X5K/leR7iqKYTnI+yTeXZVlWUCssKp1umT6hGA0mFAMAoDLDo2O5dsOKLB/orboUALhknW6ZfaPtfNvrrq26FCBJWZb3JnnBU/2yLH8myc8sTEVQH8Yn0nTGJwIAUJnhVjs77F4BoOYOnjyXC9Pd7NApBkDNdbrGJ9JsQjEAACoxMdXJEyfOZZcDRABqbrh1cUemdxoAddcpy/QIxWgwoRgAAJV47Nh4Ot3SrXoAam+41U5RJDdtWVV1KQAwJ91umV7jE2kwoRgAAJXYN3rxVv1O4xMBqLl9o+1s37AiKwasbgeg3jplmT6dYjSYUAwAgEoMt8Yz0NuT6zatrLoUAJiT4dG2Sx4ANEKnY3wizSYUAwCgEsOtsdyweWX6e31LCkB9XZju5MDxs9lpHDAADdApjU+k2ZxAAABQiX2j4w4QAai9x46evbgjU6cYAA3Q6UanGI0mFAMAYMGNTUzl8OnzQjEAam94dCxJsss7DYAG6JZlDPOgyTzeAAAsuEdH20li/woAtTfcGk9/b2FHJgCNMN3ppq9HbEBzeboBAFhwQ62ZUMytegBqbrg1lhs3r7IjE4BG6JZJj51iNJjv2AAAWHD7Wu2sWtaXq9Ytr7oUAJgTOzIBaJJO1/hEms3jDQDAghsebWfH1lUp3EAEoMbadmQC0DCdskxPj5/TaC6hGAAAC6osywy32g4QAai9fXZkAtAw3W6ZPqEYDSYUAwBgQR0bv5BT56YcIAJQe8Ot8SR2ZALQHNPdMr0metBgQjEAABbUcOvirfodDhABqLnh1lhWDvTakQlAI3S7ZZIYn0ijCcUAAFhQs6GYTjEA6m54tJ0d21bbkQlAI3TKi6GYTjGaTCgGAMCCGm61s2nVsmxctazqUgDgks3uyNyl8xmAhujoFGMJEIoBALCg9o22s3PbqqrLAIA5md2RuUPnMwAN0Z3pFOsTitFgQjEAABZMt1tm3+h4dm5dU3UpADAnT48D1ikGQENMz3SK9QrFaDChGAAAC+apU+dyfqqjUwyA2rMjE4Cm6c6OT7RTjAYTigEAsGCGnr5Vr1MMgHqzIxOApunoFGMJEIoBALBg9s2EYjdv0SkGQL3ZkQlA03Rmdor1CMVoMKEYAAALZni0ne0bVmTlsr6qSwGAS2ZHJgBNNNsp1icUo8GEYgAALJjhVjs77F4BoObsyASgiZ4en2inGA0mFAMAYEFcmO7kwPGz2bVNKAZAvQ3bkQlAA3W7F/9tfCJNJhQDAGBBPH7sbKa7ZXYIxQCouWE7MgFooNmdYr1SAxrM4w0AwILYNzpzq974RABqbni0nWs2LLcjE4BGeXp8Yo/YgObydAMAsCCGWu309xa5ftPKqksBgDkZbrWzc6vRiQA0i51iLAVCMQAAFsS+Vjs3bFqVgT7fggJQX7M7MnduMzoRgGb5UqdYxYXAPPJ4AwCwIIZa7ey0TwyAmpvdkblzm04xAJqlO7NTrEenGA0mFAMAYN61J6Zy+PR5oRgAtWdHJgBN9aVOMaEYzSUUAwBg3u0bHU/iABGA+rMjE4Cm6pRCMZpPKAYAwLx7+la9TjEAas6OTACaSqcYS4Hv4AAAmHfDrXZWDvTmqnXLqy4FAOZkeNSOTACa6elQzE4xGkwoBgDAvBtutXPz1tXpceMQgBobvzCdQ6fsyASgmbozoZif22gyoRgAAPOqLMuLt+rtEwOg5oZbF8cB7/BOA6CB7BRjKRCKAQAwr46PT+bk2Um36gGovdkdmbu80wBooGk7xVgChGIAAMyr2Vv1DhABqDs7MgFosq6dYiwBQjEAAObVUGssSbJDKAZAzQ21xuzIBKCxOjrFWAKEYgAAzKvhVjubVg1k06plVZcCAJesLMsMt9o6nwForO7MTrEenWI0mFAMAIB5tW+0bZ8YALV3bPxCTp2b8k4DoLE63Yv/7usVitFcQjEAAOZNt1tm3+h4dm5dU3UpADAnszsyhWIANNV092IqplOMJhOKAQAwbw6ePJfzU53s3Laq6lIAYE6eDsW2CsUAaKbZ8Yl2itFkQjEAAObN0NO36nWKAVBvF3dkLstGOzIBaKjZ8Ym9OsVoMKEYAADzZt/oxVBsx1adYgDU2/BoO7uMTgSgwbrdi51iPVIDGszjDQDAvBlutbN9w4qsGOiruhQAuGSdbpl9o+3sMDoRgAbrzIxP7JOK0WCebgAA5s1Qayw73aoHoOaeOnkuE1NdnWIANNq0TjGWAI83AADzYmKqkydOnHOACEDtfWlHpncaAM01Oz7RTjGaTCgGAMC8eOzYeDrd0qgpAGpvuNVOUSQ325EJQIN1ZkOxHqEYzSUUAwBgXgzP3KrXKQZA3Q2PjtmRCUDjdcvZ8YlCMZpLKAYAwLwYbrUz0NuT6zatrLoUAJiT4VY7O3U+A9BwszvF+oRiNJhQDACAeTHUaufGLavS3+tbTgDqy45MAJaK2fGJPXaK0WBOKAAAmBf7RtvZafcKADW3/+jMjkyhGAAN17VTjCVAKAYAwGV35txURs5MZOe2NVWXAgBzsm/UjkwAlobOzE6xXp1iNJhQDACAy27YASIADfH0jsyNdmQC0GzdbpmiSHp0itFgQjEAAC674dZYkhg1BUDtze7I7LMjE4CGm+6WusRoPN/RAQBw2Q2PtrN6sC9Xrh2suhQAmJN9o22dzwAsCZ2y1CVG4wnFAAC47IZb7ezcujqFW4YA1NiXdmQKxQBovq5OMZYAoRgAAJdVWZYZarUdIAJQe7M7Mr3TAFgKOt2kV6cYDScUAwDgsmqNTaQ9Me0AEYDam92RuXOrdxoAzdctS6EYjScUAwDgshpqzdyqd4AIQM3N7si8wo5MAJaA6W5XKEbjCcUAALishltGTQHQDMOtdnZtsyMTgKWh0016vPNoOKEYAACX1XCrna1rlmXdioGqSwGAS1aWZYZb7ezQ+QzAEtHtlumVGNBwHnEAAC6roVY7O7etqboMAJiTkTMTGZuYzi6dzwAsEZ2yTK9OMRpOKAYAwGUz1enmsaPjDhABqL0vjQN20QOApaHTLdPbKxSj2YRiAABcNk8cP5vJTjc7jZoCoOaGZkMx7zQAlohOV6cYzScUAwDgsnn6AFGnGAA1N9wayxVrB7N2RX/VpQDAguiUZXp6hGI0m1AMAIDLZrjVTm9PkZu2rKq6FACYk6FW2zhgAJaUrk4xlgChGAAAl81Qq53rN63MYH9v1aUAwCWb6nTz2LFx+8QAWFI63TK9OsVoOKEYAACXzfDomNGJANTegeNnM9UpdYoBsKQIxVgKhGIAAFwW4xem89TJ89m11QEiAPW2d2QsiR2ZACwtnVIoRvMJxQAAuCz2jbaTOEAEoP6GW+309RS5cbMdmQAsHZ1umR47xWg4oRgAAJfF0MjFUGyX/SsA1Nxwq50bNq/MQJ9jEwCWjq5OMZYA390BAHBZDLfGsmKgN1evX151KQAwJ0Otdna65AHAEmOnGEuBUAwAgMtiqNXOjq2r0+OHKABqrD0xlcOnz2eXccAALDGdbple4xNpOKEYAABzVpZlhkfbueUKB4gA1NvsjkyhGABLjU4xlgKhGAAAc3a0fSGnz01l51YHiADU21DrYii2UygGwBLTKWPyB40nFAMAYM6+dIBo/woA9TY00s7qZX25ap0dmQAsLd1umV6ZGA0nFAMAYM6GW2NJjJoCoP6GW+3s2LY6hZ0qACwx090yvT0iA5rNEw4AwJwNtdrZsnpZ1q8cqLoUALhkZVlmqDVmdCIAS1K3W6ZXYkDDecQBAJiz4VbbASIAtdcam8jYxLTOZwCWpE5ZptdOMRpOKAYAwJxMd7p59Oi4A0QAau/pHZlbvdMAWHq63TI9xgfTcEIxAADm5IkT5zI53c3ObWuqLgUA5mR4JhTb5Z0GwBLUKcv06RSj4YRiAADMyVBrLEl0igFQe8Otdq5YO5i1K/qrLgUAFtx0p0yPUIyGE4oBADAnw612enuK3LRlVdWlAMCcDNmRCcAS1i3L9BqfSMMJxQAAmJOhVjvXbVyRwf7eqksBgEs21elm/1GhGABLV6dbplenGA0nFAMAYE6GW227VwCovQPHz2aqUxoHDMCS1S2NT6T5hGIAAFyysxemc/DkObfqAai9oVY7SbJzq4seACxNnW6ZPqEYDScUAwDgku0bnTlAFIoBUHPDrbH09hS5ccvKqksBgEpMd8v02ClGw1USihVF8U1FUewuiqJbFMXdL/B57yyKYrgoiv1FUfyLhawRAIAXNzxzq96oKQDqbrjVzg2bVmZZnx2ZACxNXTvFWAKq6hR7JMk3JPnU831CURS9SX42yVcnuTXJtxRFcevClAcAwEsx1GpnxUBvrlm/oupSAGBOhlptnc8ALGmdUihG81USipVlubcsy+EX+bR7kuwvy/Lxsiwnk3wwybvnvzoAAF6qodZYdmxdbRkzALXWnpjKoVPnc8sV9okBsHR1uzE+kcZbzDvFrkry1DN+f2jmzwAAWATKssxwq51brnCrHoB6m92RaRwwAEvZdLebPhceabi++frCRVH8SZJtz/Ghf1WW5e++lC/xHH9WvsDf994k702S7du3v6QaAQC4dEfbF3Lq3FR2bXOrHoB62zsyE4rpFANgiSrLMt0ypoDQePMWipVl+ZVz/BKHklzzjN9fneTIC/x970/y/iS5++67nzc8AwDg8tg7MpYk9q8AUHtDrbGsHuzLlWsHqy4FACrRnTlR7zU+kYZbzOMTP5fk5qIori+KYiDJNyf5cMU1AQAwY7hl1BQAzTDcamfXttUpHAQCsER1ZlKx3sWcGMBlUMkjXhTF3yyK4lCSL0vyB0VR/PHMn19ZFMVHkqQsy+kk35fkj5PsTfIbZVnurqJeAAD+uqFWO1esHcy6FQNVlwIAl6wsywyNtI0DBmBJ65azoZhUjGabt/GJL6Qsy99O8tvP8edHkrzrGb//SJKPLGBpAAC8RHtHxoxOBKD2Dp8+n/aFae80AJa0aZ1iLBEecQAAXrapTjePHRt3qx6A2psdB3zLFUIxAJau2fGJPUYJ03BCMQAAXrbHj53NVKd0gAhA7Q3NhGI7tnqnAbB0dZ/uFBOK0WxCMQAAXrah1liSGDUFQO3tHRnL1euXZ/Vgf9WlAEBlOqVQjKVBKAYAwMs21Gqnv7fIDZtWVV0KAMzJcKttHDAAS55OMZYKoRgAAC/b0MhYbty8KgN9vp0EoL4uTHfy+PGz2aXzGYAlbno2FLNTjIZzigEAwMt28Va9A0QA6m3/0fF0umV22ZEJwBLXmQnFenSK0XBCMQAAXpYz56Zy5MxEdl1h1BQA9TY00k4S4xMBWPK6pU4xlgahGAAAL8tQayxJslOnGAA1N9Qay0BfT67buKLqUgCgUh07xVgihGIAALwsw6MXb9Xf4lY9ADU31Gpnx9ZV6et1PALA0iYUY6nwXR8AAC/L3pF21q3oz9Y1y6ouBQDmZKjVNjoRAJJ0SqEYS4NQDACAl2WoNZadW1enMGsegBo7MX4hx9oXsss4YAB4ulOsx895NJxQDACAl6zbLbOv1c4tV7hVD0C9DbcujgPWKQYASbd78d86xWg6oRgAAC/ZoVPnc3ayk51u1QNQc3tnQjHvNAD40vjEPqEYDScUAwDgJdvbGksSo6YAqL2hkbFsWjWQzavtyASAzkyrWI9QjIYTigEA8JINt9opimTHVqEYAPU2PNo2OhEAZnRmxyfaKUbDCcUAAHjJhlpj2b5hRVYu66u6FAC4ZJ1umeFW2+hEAJjR6V4cn9gjMaDhPOIAALxkQ6220YkA1N6TJ87mwnTXOw3+P/b+PErPNL8Lu79Xlfa11Ku2VnfPeGZ6372ACcEmgE3wAhhsAyGYHAaI2SHgF4c9J3lZ3wB2MCaxMcTGBLDBwGDjEGOHEGC0tNRaumdzV6lKpd5Um3bV81zvH1Wl0fRILbVKVXfdz/35nFNHqqXV3z/qnPt5ru91/S6ARf3FO8WcFGPQKcUAALgjl6728ua7F4yaAqD1Xj87lyR5co9nGgAkXzwptm5YKcZgU4oBAHBHPvv2XPo1dtUD0HqvT85mqCRf8dC2pqMAwJpwfXyik2IMOKUYAAB35PVJu+oBGAynzs7lIw9uy6b1w01HAYA1YakUGx5SijHYlGIAANyRU2dns3n9cA7ct6XpKACwLK+fnXXyGQBu0KtOitENSjEAAO7IqcnZfGL39gzZOQhAi81dvpbT5y45+QwAN+g7KUZHKMUAALitWmtePzuXJ/fYVQ9Au71xdmEcsJNiAPBF84ul2DqlGANOKQYAwG29NXsl0xev2VUPQOudOuuOTAB4v/7S+ESlGANOKQYAwG2dmpxNkjyx2wIiAO12anI2Ozaty56dm5qOAgBrRm9pfKI7xRhwSjEAAG7r1NmFUuwTRk0B0HKvT87miT07Uiz6AcB1PXeK0RFKMQAAbuv1ybnsG9mcnZvXNx0FAO5av1/zxtm5PGV0IgB8iaXxiUoxBp1SDACA23r97Gye3OOUGADtNj51KReu9vKEk88A8CXmnRSjI5RiAAB8oMvXevn8OxfcJwZA651cuiPTSTEA+BL9xVJsyHhhBpxSDACAD/S5t8+n1695wkkxAFru9bOzKSX5+MPbmo4CAGuKO8XoCqUYAAAf6PWzc0mSJ+2qB6DlXp+cy+P3b82WDeuajgIAa0pvoRPLsJNiDDilGAAAH+j1ydlsXDeUx+7f2nQUAFiW18/OOvkMADexND5xeFgpxmBTigEA8IFOnZ3NJ3ZvN0YDgFa7cGU+o+cuuiMTAG5ifqkUc1KMAacUAwDglmqtOTU5lyd221UPQLu98dZcao1nGgDcRL8ulGJDGgMGnF9xAABu6Z3zV3LuwlX3iQHQeq9PuiMTAG6l56QYHaEUAwDglpYWEI2aAqDtXj87m20b12X/rs1NRwGANed6KWZsPgNOKQYAwC2dmpxNYtQUAO13anI2T+zenmIHPAB8mV6/ZqjEc5KBpxQDAOCWXj87l907NmXX1g1NRwGAu1ZrzeuTc3lij00eAHAzvVqdEqMTlGIAANzSqcnZPGkBEYCWm5i+lLkr8+4TA4Bb6PdrhpwSowOUYgAA3NTV+X4+/875PGEBEYCWc0cmAHywXt9JMbpBKQYAwE19/p3zudar7hMDoPWW7sj8hGcaANyU8Yl0hVIMAICbev3swgKiUVMAtN3rZ+dy4L4t2bZxXdNRAGBNclKMrlCKAQBwU69PzmXD8FA+8sDWpqMAwLKcOuuOTAD4IL1+zbA7xegApRgAADd1cnI2H3t4W9YNe8kIQHtdutrLm+9ecJ8YAHyAfq0ZclKMDrDCAQDATZ2anDM6EYDWe+OtufSrccAA8EGcFKMrlGIAAHyZd+au5N3zVywgAtB6pyYX7sh8yjMNAG6p1487xegEpRgAAF9maQHR/SsAtN2pydls27gu+3dtbjoKAKxZvX5fKUYnKMUAAPgydtUDMChOTc7mid3b3ZMCAB+gV50UoxuUYgAAfJlTk7PZs3NTRrZsaDoKANy1Wmted0cmANxWv1+jE6MLlGIAAHyZUxYQARgA41OXMndl3jMNAG6j169OitEJSjEAAL7ElflePv/O+Tyx231iALTbycVxwE+4IxMAPtB8v2Z4SF3A4PNbDgDAl/jsW+cz36921QPQeqcmZ1NKbPQAgNvo15phbQEd4NccAIAvcWpxV71SDIC2OzU5m8fu35otG9Y1HQUA1rRev2a4GJ/I4FOKAQDwJU5NzmXT+qE8/sDWpqMAwLIs3JHplBgA3E6/1gy5U4wOUIoBAPAlTk3O5hMPb3fJMgCtNnf5WsbOXcyTu518BoDb6fVr1nkPSAcoxQAAuK7WmlNnZ41OBKD13jg7l8Q4YAC4E/P9miHjE+kApRgAANednb2c6YvXLCAC0HrX78jc65kGALfT71fTQugEpRgAANddX0BUigHQcicn57Jj07rs3bmp6SgAsOb1qlKMblCKAQBw3anJhVFTT+zZ3nASAFieU5ML44CLUVAAcFt94xPpCKUYAADXnZyczf5dm7Nj0/qmowDAXev1a944O+fkMwDcoV6tWeekGB2gFAMA4LqlXfUA0Gaj713IpWu9POWZBgB3ZL5XM6QUowOUYgAAJEkuXe3lzXcvKMUAaL2lccCeaQBwZ/q1Ztj4RDpAKQYAQJLkjbfm0q/JU+4TA6DlTk3OZnio5GMPb2s6CgC0Qq9fM+ykGB2gFAMAIMnCAmJiVz0A7XdqcjYfeWBrNq0fbjoKALRCv8b4RDpBKQYAQJKFBcStG4bzyK4tTUcBgGVxRyYAfDjz/X7WKcXoAKUYAABJFhYQn9izw+5AAFpt+uLVnJm5rBQDgA+h30+G3ClGByjFAABIrTWvT87lSfeJAdBypybnksQzDQA+hIU7xZpOASvPrzkAABmfupS5K/N21QPQekt3ZD7lmQYAd6xXa4ZNDaEDlGIAAOSkBUQABsSpydk8sG1DHty+sekoANAa/b5SjG5QigEAkJNnZjNUkid2K8UAaLeTk7N5cs+OFPeiAMAdm+/XDHt20gFKMQAAcnJyNo8/sDWbNww3HQUA7trV+X4++9b5PLXXJg8A+DD6/ZohJ8XoAKUYAAA5eWbWfWIAtN7n3zmfq72+ccAA8CH1qpNidINSDACg42YuXcvE9CW76gFovVPuyASAu9JzpxgdoRQDAOg4C4gADIqTZ2azcd1QHn9ga9NRAKBV+lUpRjcoxQAAOu7kmcVSzEkxAFru5ORsnti9PeuGLXcAwIcx76QYHeFVIgBAx52cnM0D2zbkoe2bmo4CAHet1pqTk+7IBIAPq9aaWpMhd4rRAUoxAICOO2UBEYABcHb2cqYvXnPyGQA+pF6/JomTYnSCUgwAoMOuzvfz2bfOW0AEoPWujwO20QMAPpReVYrRHUoxAIAO+/w753O117eACEDrLZViT3imAcCH4qQYXaIUAwDoMLvqARgUJydn8+j9W7Jt47qmowBAq1wvxdwpRgcoxQAAOuzU5Gw2rhvK4w9sbToKACzLqclZmzwA4C70+wt/DjkpRgcoxQAAOuzk5Gye2L0964a9LASgvc5fmc+b711UigHAXbh+p5hOjA6w+gEA0FG11pycnM2TFhABaLnXJxfGAXumAcCHd318os2SdIDfcgCAjpqcuZzpi9fy1F4LiAC028nFUswzDQA+PHeK0SVKMQCAjjq1tIBoVz0ALXdqcjYjW9Znz85NTUcBgNa5Pj5RW0AH+DUHAOiok2cWSrEnlGIAtNzJM7N5as+OFDvcAeBD6y+eFBvyHKUDlGIAAB11cnI2j96/Jds2rms6CgDctfleP6+fnXOfGADcpevjE4eUYgw+pRgAQEednJw1OhGA1vvFdy/kynzfMw0A7tIXxycqxRh8SjEAgA46f2U+o+9dtIAIQOudXLojc69nGgDcDSfF6BKlGABAB71uARGAAXFycjYbhofy0Qe3NR0FAFrpeinmTjE6QCkGANBBS7vq3b8CQNudPDObr3hoWzass8QBAHdjqRQbclKMDvCKEQCgg05MzGbXlvXZs3NT01EA4K7VWnPyzGyedvIZAO5avzopRncoxQAAOujk5Gye2rsjxZseAFrs7bkree/CVeOAAWAZ5pfGJw57f8jgU4oBAHTMtV4/b5ydy9N7dzYdBQCW5cSZmSTxTAOAZei7U4wOUYoBAHTM594+n6u9vlFTALTeiYmlOzK3N5wEANpr6U6xYXeK0QFKMQCAjjl5ZmEB8ak9SjEA2u3k5GwevX9Ltm9a33QUAGit3uKdYkNOitEBSjEAgI45cWY2m9YP5SMPbms6CgAsy4kzs04+A8Ay9fsLf65zpxgdoBQDAOiYk5Mz+cTuHUZjANBqs5evZezcRSefAWCZ5hdbMSfF6AKlGABAh9Rac9KuegAGwKnFccBP793ZcBIAaLd+dacY3aEUAwDokPGpS5m9PK8UA6D1Tk4ulWKeaQCwHL3F8YnDTorRAUoxALgHSinfUEp5o5TyuVLK99zk+ztLKf+8lHK0lHKilPJdTeSEE4u76o2aAm7FM422OHFmNg9s25AHt29sOgoAtFqvv3BSbEhbQAf4NQeAZSqlDCf5/iTfmOSpJN9ZSnnqfT/23UlO1lqfT/IrkvzVUsqGVQ0KSU6emclQSZ7YrRQDvpxnGm1y4sxsntq7M8WudgBYlqXxieu0YnSA33IAWL6vSvK5WusXaq1Xk/x4km9538/UJNvLwqrNtiTnksyvbkxYGDX1kQe3ZfOG4aajAGuTZxqtcHW+n8+9PefkMwDcA/P9pTvFGg4Cq8CvOQAs374kp2/4fHzxazf6viRPJjmT5LUkf7DW2l+dePBFJ87MunsF+CCeabTCZ96ay7Ve9UwDgHugvzQ+0elrOkApBgDLd7NXjfV9n/+aJK8m2ZvkhSTfV0r5slWcUsonSykHSykH33nnnXudk447d+FqJmcuW0AEPohnGq1wcnLhjkzPNABYvt71k2JKMQafUgwAlm88ySM3fL4/C7vnb/RdSX6iLvhckl9M8sT7/6Fa6w/WWl+ptb7y4IMPrlhguunkmYUFxKf27Gw4CbCGeabRCifPzGbLhuE8dv/WpqMAQOv1qpNidIdSDACW79NJPlZKebyUsiHJdyT5qff9zFiSX5kkpZSHk3wiyRdWNSWdd3JyJold9cAH8kyjFU6emc2Te3ZkyI52AFi2pZNi64Y9Vxl865oOAABtV2udL6X8viQ/k2Q4yQ/VWk+UUn7P4vd/IMlfSPJ3SymvZWE01Z+otb7bWGg66cSZ2ezduSm7tm5oOgqwRnmm0Qb9fs3Jydn8hpfef90dAHA3ro9PdFKMDlCKAcA9UGv9VJJPve9rP3DD388k+dWrnQtudOLMbJ5ySgy4Dc801rqxcxdz/sp8ntrjmQYA90J/aXyiE9h0gPGJAAAdcOlqL19453ye2us+MQDa7eTkwh2ZT3umAcA94aQYXaIUAwDogNfPzqZfY1c9AK134sxMhodKPvbwtqajAMBAuF6KuVOMDlCKAQB0wBd31SvFAGi3k2dm87GHtmXT+uGmowDAQHBSjC5RigEAdMCJM7PZsWld9u/a3HQUAFiWE2dmnXwGPlAp5ZFSys+VUk6VUk6UUv7gTX6mlFL+Rinlc6WUY6WUl5rICmvBYieWIaUYHbCu6QAAAKy8E2dm8/TenSne5ADQYm/PXc7bc1fy9D73iQEfaD7JH621Hi6lbE9yqJTys7XWkzf8zDcm+djix1cn+VuLf0Ln9OtCKzbkCA0d4NccAGDAzff6eX1y1uhEAFrvxBnjgIHbq7VO1loPL/59LsmpJPve92PfkuTv1QX/IclIKWXPKkeFNaFvfCIdohQDABhwn3/nQq7M9/OMXfUAtNzJxVLsKaUYcIdKKY8leTHJf3zft/YlOX3D5+P58uIMOqG3dFJMKUYHKMUAAAbc8YmZJHbVA9B+xydm8uj9W7Jj0/qmowAtUErZluSfJPlDtdbZ93/7Jv9JvcW/88lSysFSysF33nnnXseExl2/U2xIKcbgU4oBAAy4E2dms2n9UD7y4LamowDAspw4M5tn9jr5DNxeKWV9FgqxH621/sRNfmQ8ySM3fL4/yZmb/Vu11h+stb5Sa33lwQcfvPdhoWG11ujD6AqlGADAgDt+ZiZP7tmRYe9yAGixmUvXMnbuotGJwG2VUkqS/y3JqVrrX7vFj/1Ukt9eFnxNkpla6+SqhYQ1pNevRifSGeuaDgAAwMrp92tOnZnNt77oegQA2m3pPjF3ZAJ34GuT/FdJXiulvLr4tT+Z5ECS1Fp/IMmnkvzaJJ9LcjHJd61+TFgb+tXoRLpDKQYAMMDGzl3M3JV594kB0HonzrgjE7gztdZ/l5vfGXbjz9Qk3706iWBt6xufSIcYnwgAMMBO2FUPwIA4cWY2u3dsygPbNjYdBQAGSr9fM2x8Ih2hFAMAGGDHz8xk3VDJxx7e1nQUAFiW4xMzTokBwAroVXeK0R1KMQCAAXbizGw+/vD2bFw33HQUALhrl6728vl3zudpJ58B4J6r7hSjQ5RiAAADqtaaE3bVAzAATp2dTb+6TwwAVoI7xegSpRgAwIB6a/ZK3rtw1QIiAK23dEemZxoA3Hu9vvGJdIdSDABgQJ04M5MkecaoKQBa7uSZmYxsWZ99I5ubjgIAA6dvfCIdohQDABhQxydmU0ry5B676gFot+MTs3l6744Uu9gB4J7r941PpDuUYgAAA+rEmZk8/sDWbN24rukoAHDXrvX6eePsXJ7Z6+QzAKyEfq0ZtvGEjlCKAQAMqBNnZvO0BUQAWu6zb53P1V4/T7lPDABWRL/GaWw6QykGADCApi5czcT0pTxjARGAlnNHJgCsrH6tGdIU0BF+1QEABtCJM7NJ4qQYAK134sxstmwYzuP3b206CgAMJOMT6RKlGADAAFraVf+0k2IAtNyJMzN5as+ODA1ZrAOAldDr1wwpxegIpRgAwAA6fmY2+0Y2Z9fWDU1HAYC71u/XnDwza5MHAKygWmPzCZ2hFAMAGEAnJmYsIALQer/43oVcuNrL0+4TA4AVs3BSrOkUsDqUYgAAA2bu8rV84d0LedYCIgAtd3xiYRywZxoArJx+NT6R7lCKAQAMmJNnZpMkz1hABKDljk/MZMO6oXzFQ9uajgIAA6tfoxSjM5RiAAAD5vhiKfb0PuMTAWi34xOzeXL39qwftnwBACulX2uGPGrpCL/qAAAD5sTETB7esTEPbd/UdBQAuGu11hw/M+PkMwCssH6tGXZSjI5QigEADJjXJmbyzF4LiAC029i5i5m7PK8UA4AV1uvXFKUYHaEUAwAYIBevzufz75zP0xYQAWi54xOLd2Ta6AEAK6rWZHhIKUY3KMUAAAbIqcm59GvyrFIMgJY7fmYm64dLPr57W9NRAGCg9WuNToyuUIoBAAyQ4xMzSZJn9u1oOAkALM/xiZl8/OHt2bhuuOkoADDQjE+kS5RiAAAD5PjETO7fuiG7d2xqOgoA3LVaa467IxMAVkWtybBSjI5QigEADJDXJmbyzL6ddvkB0GoT05cydfFantmvFAOAldarNUOaAjrCrzoAwIC4fK2Xz7593uhEAFrv+MRskuSZvZ5pALDSFu4Us7GSblCKAQAMiDfOzqXXr0ZNAdB6J87MZHio5Mk9SjEAWGn9vlKM7lCKAQAMiNcmZpIkz+xTigHQbq9NzORjD23LpvXDTUcBgIHXr8mQToyOUIoBAAyIE2dmsnPz+uzftbnpKABw12qtOT4xk6edfAaAVdGvNcNaMTpCKQYAMCCOT8zmmX07Uoy9AKDF3p67knfPX3VHJgCskl6/eh9JZyjFAAAGwNX5ft44O2d0IgCt99r4wjjgZz3TAGBV1JoMK8XoCKUYAMAA+Mxbc7na6+cZo6YAaLnjZ2ZSSvLkHifFAGA19GrNkKaAjvCrDgAwAE6cWdhV76QYAG13fGI2H3lga7ZuXNd0FADohH6tGXJSjI5QigEADIDXJmayfeO6PHrflqajAMCyHJ+YMToRAFZRrVGK0RlKMQCAAfDaxGye2rsjQ0PeyADQXu/MXcnZ2ctOPgPAKur1a7yVpCuUYgAALXet18+pyVm76gFoveMTxgEDwGrr12qDJZ2hFAMAaLnPvnU+V+f7eXa/BUQA2u21iZmUkjy9d0fTUQCgM/p9d4rRHUoxAICWe21iOkmcFAOg9Y6Nz+TxB7Zm+6b1TUcBgM7o12RYKUZHKMUAAFrutYmZbNu4Lo/dv7XpKACwLMcnZmzyAIBVtjA+sekUsDr8qgMAtNxrE7N5Zt8OM+ABaLV35q7k7OxlpRgArLJ+rSlOitERSjEAgBa71uvn1OSsBUQAWu/4xEwS44ABYLUZn0iXKMUAAFrsM2/N5ep8P89YQASg5Y6Nz6SU5GnPNABYVb1+jcEjdIVSDACgxeyqB2BQvDYxk8cf2JptG9c1HQUAOmXhTjGtGN2gFAMAaLHXJmayfeO6PHb/1qajAMCyHJ+YyXM2eQDAquv3a4aMT6QjlGIAAC322sRsnt63w64+AFrt7bnLOTt72ThgAGhAvybD3lPSEUoxAICWutbr59TkrNGJALSeccAA0Jx+rXFQjK5QigEAtNRn3prL1fl+nt0/0nQUAFiW18ZnU0rytFIMAFZdvxqfSHcoxQAAWsquegAGxWsTM/nIA1uzbeO6pqMAQOf0azKsFKMjlGIAAC312sRMtm9cl0fv29J0FABYluMTMzZ5AEBDev0aV4rRFUoxAICWem18Jk/v25Eh714AaLG35y7n7OzlPKMUA4BVV2tNEu8r6QylGABAC13r9XPq7Fyec58YAC23NA7YMw0AVl9/oRNzpxidoRQDAGihz7w1l6vzfbvqAWi918ZnU0ry9N4dTUcBgM7pLbZiDorRFUoxAIAWWtpV7/4VANrutYmZfOSBrdm6cV3TUQCgc/rGJ9IxSjEAgBZ6bWIm2zeuy6P3bWk6CgAsy/GJGZs8AKAh10sx4xPpCKUYAEALHRufybP7d9rNB0CrvT17OWdnL7tPDAAasnSn2LBSjI5QigEAtMyV+V5OTc7m2f121QPQbsfGF8YBP+eZBgCNWLpTTCdGVyjFAABa5jNnz+dar+a5fSNNRwGAZTk2MZOhkjy1d0fTUQCgk6rxiXSMUgwAoGWOTUwnsasegPZ7bXw6H3toe7ZsWNd0FADopOvjE43mpyOUYgAALfPa+Ex2bVmf/bs2Nx0FAO5arTWvTczY5AEADVoan6gToyuUYgAALXN0fCbP7h9JMd4CgBY7M3M5756/qhQDgAZdH5+oFaMjlGIAAC1y+Vovn3lrLs/ts4AIQLu9Nj6dJHl2/0ijOQCgy3ruFKNjlGIAAC1ycnI2vX7Ns3bVA9Byx8Znsm6o5Ind25uOAgCddf1OMaUYHaEUAwBokdfGZ5LEqCkAWu+1iZl8Yvf2bFo/3HQUAOis/mIrphOjK5RiAAAtcmx8Jg9s25jdOzY1HQUA7lqtNcfGZ2zyAICG9Y1PpGOUYgAALfLaxHSe378zxRsWAFrs9LlLmbl0Lc+5TwwAGnV9fOKQ95h0g1IMAKAlLlyZz+fePu8+MQBa7+j4dJLk2X2eaQDQpJ7xiXSMUgwAoCVOnJlNv7pPDID2e21iJhvWDeXjD29vOgoAdFpdHJ/opBhdoRQDAGiJY4u76p+xqx6Aljs2Pp0n9+zIhnWWJQCgST13itExXn0CALTEaxMz2bNzUx7avqnpKABw1/r9muMTs3nOJg8AaFy/v/Cng2J0hVIMAKAlXhufMToRgNb7xfcu5PyVec80AFgD+k6K0TFKMQCAFpi5dC1fePdCnts/0nQUAFiWpXHAnmkA0DylGF2jFAMAaIETEzNJkmeNmgKg5Y6Nz2Tz+uF89MGtTUcBgM7rL3RiGTY/kY5QigEAtMDRcaUYAIPh2PhMnt67I+uGLUkAQNN6i62Yg2J0hVegAAAtcGx8Ogfu25JdWzc0HQUA7tp8r58TZ2aMTgSANaIujk90UoyuUIoBALTAsfGZPLffKTEA2u0zb53P5Wv9PP+IZxoArAVL4xPdKUZXKMUAANa4d89fycT0pTxvVz0ALXdsfDpJnBQDgDXC+ES6RikGALDGfXEB0a56ANrt6PhMdmxal8fu39J0FAAgN4xP1IrREUoxAIA17ujpmQyV5Jl9SjEA2u3Y+HSe2z+SYuENANaE3mIpNuROMTpCKQYAsMYdG5/OVzy0LVs3rms6CgDctcvXennj7JyTzwCwhrhTjK5RigEArGG11hwbn3H3CgCtd3JyNvP96pkGAGtIf+mkmE6MjlCKAQCsYeNTl/Lehat53q56AFru6OnpJMnzj3imAcBa0e8vlWJaMbpBKQYAsIYdG59Jkjz/yEizQQBgmY6Nz+Sh7Ruze8empqMAAIuWxicOOypGR9y2FCul/JVSytOrEQYAgC91bHw6G4aH8sTuHU1HAYBlOTo+nef2j6TYiQ4Aa0ZvsRXzeKYr7uSk2OtJfrCU8h9LKb+nlGLOAQDAKjk6Pp0n92zPhnUO+APQXrOXr+UL71wwDhgA1pi6eKeYk2J0xW1XV2qt/2ut9WuT/PYkjyU5Vkr5sVLK1610OACALuv3a45PzOa5/SNNRwGAZTm+OA74OeOAAWBN6VV3itEtd7TluJQynOSJxY93kxxN8kdKKT++gtkAADrtC++ez/kr83nOrnoAWu7oUim2zzMNANaSpTvFlGJ0xbrb/UAp5a8l+aYk/1eS/7HW+p8Wv/UXSylvrGQ4AIAuO3p6YQHxebvqAWi5Y+PTOXDfluzauqHpKADADer1k2INB4FVcttSLMnxJP99rfXiTb73Vfc4DwAAi46NT2fLhuF89MFtTUcBgGU5Nj6TFw+MNB0DAHifXt/4RLrlTsYn/tb3F2KllH+TJLXWmRVJBQANKKX8ulLKHY0WhtVwdHwmz+zb6cJj4EMrpRwspXx3KWVX01ng3fNXMjF9Kc+7IxMA1pyl8Yned9IVt1z4K6VsKqXcl+SBUsquUsp9ix+PJdm7agkBYPV8R5LPllL+UinlyabD0G1X5/s5OTmb590nBtyd78jC+7ZPl1J+vJTya0qx/ZdmHBufThJ3ZALAGtRfbMW8UqQrPmg3/O9OcijJE0kOL/79UJJ/luT7Vz4aAKyuWutvS/Jiks8n+eFSyv9bSvlkKWV7w9HooDfOzuXqfD/P2VUP3IVa6+dqrd+b5ONJfizJDyUZK6X8ucXNj7BqXj09k6GSPLNPKQYAa01/8U4xJ8XoiluWYrXWv15rfTzJH6u1Pn7Dx/O11u9bxYwAsGpqrbNJ/kmSH0+yJ8mvT3K4lPL7Gw1G5xxd3FX/wiMjjeYA2quU8lySv5rkL2fh2fZtSWaT/F9N5qJ7jo1P5+MPb8/WjXdyrTkAsJqWxie6U4yuuOUr0lLK19da/68kE6WU3/D+79daf2JFkwHAKiulfHOS70ry0SR/P8lX1VrfLqVsSXIqyd9sMh/dcvT0dO7fuiH7d21uOgrQQqWUQ0mmk/xvSb6n1npl8Vv/sZTytY0Fo3NqrTl6ejq/+qndTUcBAG6iV41PpFs+aJvWf56FHYTfdJPv1SRKMQAGzbcl+f/VWn/hxi/WWi+WUn5nQ5noqKPj03n+kZG4Agi4S7+p1vqFG79QSnm81vqLtdYv2/QIK+X0uUuZungtzzv5DABrUl0an+i9Jx1xy1Ks1vpnFv/8rtWLAwCNmnx/IVZK+Yu11j9Ra/03TYWie85fmc9n3z6f//LZvU1HAdrrHyd56SZfe7mBLHTYq4vjgJ9/xH1iALAW9RbnJxqfSFfc8k6xJaWU/7GUMnLD57tKKf/DiqYCgGb8qpt87RtXPQWd99r4TGq1gAh8eKWUJ0opvzHJzlLKb7jh43ck2dRwPDro6OnpbFo/lI8/vL3pKADATVy/U2xIKUY33Mktt99Ya/2TS5/UWqdKKb82yX+/crEAYPWUUn5vkv82yUdLKcdu+Nb2JP9PM6nosqNLu+r3jzSaA2ilTyT5dUlG8qWj8OeS/K4mAtFtR09P55m9O7N++LZ7cgGABvSvnxRrOAiskjspxYZLKRuXLmYupWxOsnFlYwHAqvqxJP8qyf+U5Htu+PpcrfVcM5HosqOnp/Po/Vuya+uGpqMALVNr/WdJ/lkp5ZfUWv/fpvPQbdd6/Rw/M5Pf+tWPNh0FALiFfjU+kW65k1Lsf0/yb0opP5ykJvmdSX5kRVMBwOqqtdY3Synf/f5vlFLuU4yx2o6ens4rj93XdAyghUopf7zW+peS/JZSyne+//u11j/QQCw66jNvzeXytX6ef2Sk6SgAwC0sjU8cdlSMjrhtKVZr/UuLo6T+i8Uv/YVa68+sbCwAWFU/loVRU4eysAHkxleCNclHmghFN709ezlnZi5bQATu1qnFPw82mgKSHD09kyR5wThgAFizlk6KOShGV9zJSbEkOZJkfRYWBo+sXBwAWH211l+3+OfjTWeBo+OLC4iP7Gw4CdBGtdZ/vvin6R407ujp6ezasj6P3Le56SgAwC0s3Sk2rBWjI257020p5Tcn+U9Jvi3Jb07yH0sp37bSwQBgtZVSfn0pZecNn4+UUr61wUh00NHT0xkeKnl6r1IMuHullJ8tpYzc8PmuUoqJH6yqo+PTef6RkRSLbACwZvXcKUbH3LYUS/K9Sb6y1vpf11p/e5KvSvKnVjYWADTiz9RaZ5Y+qbVOJ/kzzcWhi46OT+eJ3duzaf1w01GAdntw8TmWJKm1TiV5qLk4dM2FK/P5zFtzed7oRABY05buFBtypxgdcSel2FCt9e0bPn/vDv87AGibmz3f7nTUMCxbv19z9PS0+8SAe6FXSjmw9Ekp5dEsjMOHVXF8Yib9mrzgmQYAa1qtNfowuuROFvp+enHMxj9Y/Pzbk3xq5SIBQGMOllL+WpLvz8LC4e9PcqjZSHTJm+9dyOzl+bxgVz2wfN+b5N+VUn5+8fNfnuSTDeahY46OTydJnttvHDAArGW9fjU6kU65bSlWa/3vSim/McnXJilJfrDW+pMrngwAVt/vz8KI4H+YhWfev07y3Y0molOWFhCdFAOWq9b606WUl5J8zeKX/nCt9d0mM9EtR0/P5JH7Nuf+bRubjgIAfIB+NTqRbrmjkVC11n+S5J+scBYAaFSt9UKS7yml7EjSr7WebzoT3XL09Ey2bBjOVzy0rekowGD4pVk4IbbkXzQVhO559fR0Xjww0nQMAOA2+sYn0jG3vBuslDJXSpm9ycdcKWV2NUMCwGoopTxbSjmS5LUkJ0oph0opzzSdi+44cno6z+7bmWHvSIBlKqX8f5P8wSQnFz/+YCnlf2o2FV3xztyVTExfcp8YALRAv18zbHwiHXLLk2K11u2rGQQA1oC/neSP1Fp/LklKKb8iyQ9mYac9rKgr872cOjOb7/pljzUdBRgMvzbJC7XWfpKUUn4kyZEk/59GU9EJr56eThKlGAC0QK+6U4xuueVJsRuVUn5ZKeW7Fv/+QCnl8ZWNBQCN2LpUiCVJrfXfJtnaXBy65NTkXK72+nlh/0jTUYDBMXLD33c2FYLuOXp6OsNDJU/v9WsHAGtdrYlOjC657Z1ipZQ/k+SVJJ9I8sNJNiT535N87cpGA4BV94VSyp9K8vcXP/9tSX6xwTx0yKtjU0mSF9y/Atwb/1OSI6WUn0tSsnC3mFNirIpXT0/nid3bs3nDcNNRAIDb6NdqhD+dcicnxX59km9OciFJaq1nkhitCMAg+p1JHkzyE0l+cvHv39VoIjrj1dPTeXjHxuzZubnpKMAAqLX+gyRfk4Vn2k8k+SW11h9vNhVd0O/XHD09bXQiALREr298It1y25NiSa7WWmsppSZJKcUYKQAGUq11KskfaDoH3fSqBUTgHiilvPS+L40v/rm3lLK31np4tTPRLV9493zmrsx7pgFAS/RrMuSkGB1yJ6XY/1FK+dtJRkopvysLu+j/zsrGAoDVU0r550nqrb5fa/3mVYxDB01duJo337uYb//KA01HAdrvr37A92qSr1+tIHTTkbHpJMmLxgEDQCv0+zU6MbrktqVYrfWvlFJ+VZLZLNwr9qdrrT+74skAYPX8laYD0G2vjk8niV31wLLVWr+u6Qx026unp7N947p85IFtTUcBBkQpZWOS35jksdywlllr/fNNZYJB0q81w8Yn0iG3LcVKKX84yT+6l0VYKeU3JfmzSZ5M8lW11oO3+Lk3k8wl6SWZr7W+cq8yAMCSWuvPL/29lLI5yYFa6xsNRqJjjp6eTinJs/t3Nh0FGBCllC1J/kgWnmmfLKV8LMknaq3/ouFoDLij49N57pGdxjAB99I/SzKT5FCSKw1ngYHTr0lRitEhdzI+cUeSnymlnEvy40n+ca31rWX+f48n+Q1J/vYd/OzX1VrfXeb/DwBuq5TyTVk4NbYhyeOllBeS/HnjE1lpr56ezscf2p5tG+/kpRnAHfnhLCwe/tLFz8eT/KMkSjFWzOVrvbw+OZff/Z9/pOkowGDZX2v9hqZDwKDq15qhoaZTwOq57a97rfXP1VqfTvLdSfYm+flSyv+5nP9prfWUHfgArEF/NslXJZlOklrrq1kY0QErptaao6enjU4E7rWP1lr/UpJrSVJrvZTEFmBW1PGJmcz3a154ZFfTUYDB8u9LKc82HQIGlfGJdM2H6YDfTnI2yXtJHlqZOF+mJvnXpZRDpZRPrtL/E4Dumq+1zjQdgm4Zfe9ipi5eywsHRpqOAgyWq4sjgWuSlFI+GiOnWGGvnp5O4o5M4J77ZUkOlVLeKKUcK6W8Vko51nQoGBS9fs2QUowOuZM7xX5vkm9P8mCSf5zkd9VaT97Bf/d/Jtl9k299b631n91hvq+ttZ4ppTyU5GdLKa/XWn/hFv+/Tyb5ZJIcOHDgDv95APgSx0spvyXJ8OLdK38gyb9vOBMDzgIisEL+bJKfTvJIKeVHk3xtkt/RZCAG35HT09k3sjkPbt/YdBRgsHxj0wFgkNUad4HSKXdyccWjSf7Q4gipO1Zr/S/uKtGX/htnFv98u5Tyk1kYaXXTUqzW+oNJfjBJXnnllbrc/zcAnfT7k3xvFnbS/1iSn0nyPzSaiIH36unpbNkwnI8/vL3pKMAAqbX+61LKoSRfk4WxiX/QXc2stFfHpp18Bu65WutoKeX5JP/Z4pf+71rr0SYzwSDp1xqdGF1yJ3eKfc+HLcTuhVLK1lLK9qW/J/nVSY6vdg4AOuUTtdbvrbV+5eLHf19rvdx0KAbbkdPTeWbfzgx7FwLcQ6WUn8rCe6h/W2v9FwoxVto7c1cyMX0pL+wfaToKMGBKKX8wyY9m4TqXh5L876WU399sKhgcxifSNR/mTrF7ppTy60sp40l+SZJ/WUr5mcWv7y2lfGrxxx5O8u9KKUeT/Kck/7LW+tNN5AWgM/5aKeX1UspfKKU83XQYBt+V+V5OnZnNi0YnAvfeX83CjvqTpZR/VEr5tlLKpqZDMbiOLo0DdlIMuPf+myRfXWv907XWP52FU9C/q+FMMDD6NUoxOuVOxifec7XWn0zykzf5+pkkv3bx719I8vwqRwOgw2qtX1dK2Z3kNyf5wVLKjiT/sNZqhCIr4tTkXK72+u4TA+65WuvPJ/n5Uspwkq/PwuLhDyXZ0WgwBtarp6czPFTyzN6dTUcBBk9J0rvh897i14B7oF9rhho5OgPNaKQUA4C1qtZ6NsnfKKX8XJI/nuRPx71irJBXx6aS2FUPrIxSyuYk35Tk25O8lORHmk3EIHv19HSe2L09mzcMNx0FGDw/nOQ/llKWNth/a5L/rbk4MFj6tWbYSTE65JalWCllLkm92beS1FqrHYYADJRSypNZWDj8tiTvJfnxJH+00VAMtCOnp7N7x6bs2bm56SjAgCml/MMkX53kp5N8fxbuFus3m4pB1evXvHp6Ot/64t6mowADqNb610op/zbJL8vCuuR31VqPNJsKBkevX1OUYnTILUuxWuv21QwCAGvADyf5B0l+9eJIX1hRR8am86JTYsDK+OEkv6XW2rvtT8Iyff6d8zl/ZT4vPrKr6SjAACml7Ki1zpZS7kvy5uLH0vfuq7WeayobDJJak+EhpRjdccfjE0spDyW5fjFzrXVsRRIBQENqrV/TdAa6473zVzJ27mJ+61cfaDoKMIBqrT/ddAa649Wx6STGAQP33I8l+XVJDuVLp1mVxc8/0kQoGDT9WqMTo0tuW4qVUr45yV9NsjfJ20keTXIqydMrGw0AYHC9eno6SfLiAbvqAWi3I6ensnPz+jx+/9amowADpNb66xb/fLzpLDDIjE+ka4bu4Gf+QpKvSfKZxYfQr0zy/6xoKgCAAXdkbDrDQyXP7tvZdBRgwJQFjzSdg+44MjadFx4ZyZBt5sAKKKX8mzv5GnB3ak2GlWJ0yJ2UYtdqre8lGSqlDNVafy7JCysbCwBgsL16ejpP7N6ezRuGm44CDJhaa03yT5vOQTecvzKfz7w1lxceGWk6CjBgSimbFu8Te6CUsquUct/ix2NZmGgF3AO9WjN0Jy0BDIg7uVNsupSyLckvJPnRUsrbSeZXNhYArJ5Syj/Pl86o/xK11m9exTh0QK9f8+rp6Xzri97LAyvmP5RSvrLW+ummgzDYjo1Pp1+TF90nBtx7vzvJH8pCAXYoC3eJJclsku9vKBMMnIU7xZwUozvupBT7liSXkvzhJL81yc4kf24lQwHAKvsrTQegWz7/zvmcvzKfFx9xnxiwYr4uye8upYwmuZCFhcRaa32u2VgMmiNj00nipBhwz9Va/3qSv15K+f211r/ZdB4YVP0apRidciel2J+utf6JJP0kP5IkpZS/mORPrGQwAFgttdafbzoD3fLq0gKiXfXAyvnGpgPQDa+ens5HHtiakS0bmo4CDK5+KWWk1jqdJKWUXUm+s9b6vzQbCwZDv1/jWlC65E6mhf6qm3zNGywABk4p5WOllH9cSjlZSvnC0kfTuRg8R05PZefm9Xn8/q1NRwEGVK11tNY6moWpH/WGD7hnaq05MjZtkwew0n7XUiGWJLXWqSS/q7k4MFj6tWZYK0aH3LIUK6X83lLKa0k+UUo5dsPHLyY5tnoRAWDV/HCSv5WFuzO/LsnfS/L3G03EQDoyNp0XHhnJkDcewAoppXxzKeWzSX4xyc8neTPJv2o0FANnfOpS3j1/JS8eMA4YWFFDpXxxtlspZTiJ46lwj/T6NcX4RDrkg06K/ViSb0ryU4t/Ln28XGv9bauQDQBW2+Za679JUhZ32P/ZJF/fcCYGzPkr8/nMW3PuXgFW2l9I8jVJPlNrfTzJr0zy/zQbiUHz6unpJMmLnmnAyvqZJP9HKeVXllK+Psk/iI0ecM/UmgwrxeiQW94pVmudSTKT5DsXd2A8vPjz20op22qtY6uUEQBWy+VSylCSz5ZSfl+SiSQPNZyJAXNsfDr9mrxo1BSwsq7VWt8rpQyVUoZqrT+3eDc03DNHxqazaf1QPrF7e9NRgMH2J5J8MsnvTVKSHEmyp9FEMEB6tWboTi5ZggFxy1JsyeKi4J9N8laS/uKXa5LnVi4WADTiDyXZkuQPZGGH/dcl+a+bDMTgOTI2nSROigErbbqUsi3JLyT50VLK21kYDwz3zJHTU3lu30jWD1tJA1ZOrbVfSvkPST6S5NuT3JfknzSbCgZHvxqfSLfcthTLwgLhJ2qt761wFgBoVK3104t/PZ/ku5rMwuB69fR0PvLA1oxscQ0CsKK+JcnlJH84yW9NsjPJn280EQPlynwvJ87M5nf80seajgIMqFLKx5N8R5LvTPJekn+YJLXWr2syFwwa4xPpmjvZznU6C2MUAWCglVJ+tpQycsPnu0opP9NgJAZMrTVHxqadEgNWXK31Qq21V2udr7X+SK31b9joyL10anIuV+f7nmnASno9C3diflOt9ZfVWv9mkl7DmWDg9Po1QzoxOuROTop9Icm/LaX8yyRXlr5Ya/1rK5YKAJrxQK11eumTWutUKcWdYtwz41OX8u75K3nx0V1NRwEGVCllLgvj7r/sW0lqrXXHKkdiQB0enUqSvHTAMw1YMb8xCyfFfq6U8tNJfjwLzzPgHurXmiGtGB1yJ6XY2OLHhsUPABhU/VLKgVrrWJKUUh7NzRcW4a4cHltaQBxpNggwsGqt25vOQDccOT2dvTs3ZffOTU1HAQZUrfUnk/xkKWVrkm/Nwkjgh0spfyvJT9Za/3WT+WBQ9Ps1Q8Yn0iG3LcVqrX8uSUop2xc+redXPBUANON7k/y7UsrPL37+y5N8ssE8DJgjY9PZsmE4n3jYmjWwskopB2729aWNH7Bch0en8qJTYsAqqLVeSPKjSX60lHJfkt+U5HuSKMXgHui7U4yOuW0pVkp5JsnfT3Lf4ufvJvnttdYTK5wNAFZVrfWnSykvJfmaLIzl+MO11ncbjsUAOTI2lef278y64Tu51hVgWf7lDX/flOTxJG8kebqZOAySt2cvZ2L6Ur7rax9rOgrQMbXWc0n+9uIHcA8sjE9sOgWsnjv5df/BJH+k1vporfXRJH80yd9Z2VgAsHpKKU8s/vlSkgNJziSZSHJg8WuwbJev9XLizKxd9cCqqLU+e8PHx5J8VZJ/13QuBsPhsekk8UwDgAHQrzXFSTE65E7uFNtaa/25pU9qrf92cZYvAAyKP5KFMYl/9Sbfq0m+fnXjMIiOT8xkvl/z4iMjTUcBOqjWeriU8pVN52AwHDk9lfXDJU/v3dF0FABgmYxPpGvupBT7QinlT2VhhGKS/LYkv7hykQBgddVal+4N+8Za6+Ubv1dKcXs898ThsakkdtUDq6OU8kdu+HQoyUtJ3mkoDgPmyOh0nt67M5vWDzcdBQBYpl6/ZkgnRofcyfjE35nkwSQ/sfjxQJLvWslQANCQf3+HX4MP7cjYdB65b3Me3L6x6ShAN2y/4WNjFu4Y+5ZGEzEQrvX6OTYxnRcPjDQdBQC4BxbuFNOK0R13clLsmSR/uNbaW/rC4v0qUyuWCgBWUSlld5J9STaXUl5MsvRqcEeSLY0FY6AcGZvOV3/kvqZjAB1Ra/1zTWdgML1xdi6Xr/XzkpPPADAQ+v2aIeMT6ZA7KcV+JsmnSym/udb61uLX/tcsjN8AgEHwa5L8jiT7s3Cv2NKrwdkkf7KhTAyQM9OXcnb2svvEgFVTSvmpm3x5JsnBJH/7/eOC4U59cRzwSLNBAIB7ol9jfCKdciel2BtJ/nKSf1tK+W9qrf8+X1wsBIDWq7X+SCnl7yf5zlrrjzadh8FzZGw6SfLSo3bVA6vmF7MwBv8fLH7+7UneSvLxJH8nyX/VUC5a7sjYdB7avjH7RjY3HQUAuAeMT6Rr7qQUq7XWf1FKeSPJPyyl/FCSusK5AGBV1Vr7pZTfnUQpxj13eGwqG9cN5YndO5qOAnTHi7XWX37D5/+8lPILtdZfXko50VgqWu/w2FRePDCSYswSAAyEfjU+kW4ZuoOfKUlSa/1skv8syS9P8txKhgKAhvxsKeWPlVIeKaXct/TRdCja78jYVJ7dtzMb1t3JSy+Ae+LBUsqBpU8W//7A4qdXm4lE2713/kpG37uYF90nBgADo1+TYaUYHXLbk2K11hdv+PuFJL/5xjdXADBAfufin999w9dqko80kIUBcWW+l+MTs/kdX/tY01GAbvmjSf5dKeXzWdjo+HiS/7aUsjXJjzSajNa6Pg5YKQYAA6PXr+4Uo1NuWYqVUv54rfUvlVL+Zm4+LvEPrFwsAFh9tdbHm87A4Dl5ZjZXe/28+MhI01GADqm1fqqU8rEkT2ShFHu91np58dv/c2PBaLUjp6eybqjk2X07m44CANwDtS4s+7tTjC75oJNipxb/PLgaQQCgaaWULUn+SJIDtdZPLi4mfqLW+i8ajkaLHV7aVf+oXfXAqns5yWNZeN/3XCkltda/12wk2uzw6HSe3LMjmzcMNx0FALgH+otHYdwpRpfcshSrtf7zUspwkmdqrf/dKmYCgKb8cJJDSX7p4ufjSf5REqUYd+3w2FT2jWzOwzs2NR0F6JBSyt9P8tEkrybpLX65JlGKcVfme/0cHZ/Ob3p5f9NRAIB7pLfYijkoRpd84J1itdZeKeXl1QoDAA37aK3120sp35kktdZLpdguxfIcHp3Ky06JAavvlSRP1aWZOLBMr5+dy8WrPSefAWCA9I1PpIM+sBRbdKSU8lNZ2Cl/YemLtdafWLFUANCMq6WUzVm8S7OU8tEkV5qNRJtNzlzK5MzlvHTAAiKw6o4n2Z1ksukgDIYjY1NJ4pkGAAPkeilmPzAdciel2H1J3kvy9Td8rSZRigEwaP5skp9O8kgp5UeTfG2S39FkINrt8Oh0EveJAY14IMnJUsp/yg0bPGqt39xcJNrs8Nh0Hti2Mft3bW46CgBwjyzdKTasFKNDbluK1Vq/azWCAEBTSinfl+THaq3/upRyKMnXJClJ/mCt9d1m09Fmh8emsnHdUJ7as6PpKED3/NmmAzBYDo9N5eVHR2KyNAAMjqWTYh7vdMnQ7X6glLK/lPKTpZS3SylvlVL+SSnFzboADJLPJvmrpZQ3k/zxJBO11n+hEGO5Do9N5bn9O7Nh3W1fcgHcU7XWn7/xI8l8kt/cdC7a6d3zVzL63kWjEwFgwPT7xifSPXeyQvPDSX4qyd4k+5L888WvAcBAqLX+9VrrL0nynyc5l+SHSymnSil/upTy8Ybj0VJX5ns5MTFrARFoTCnlhVLKX1rc9PE/JDnVcCRa6sjYdBLjgAFg0FwfnzikFKM77qQUe7DW+sO11vnFj7+b5MEVzgUAq67WOlpr/Yu11heT/JYkvz4WELlLxydmc7XXz4tKMWAVlVI+vrip41SS70tyOkmptX5drfX7Go5HSx0em8q6oZJn9+1sOgoAcA/1rp8UazgIrKI7KcXeLaX8tlLK8OLHb0vy3koHA4DVVkpZX0r5plLKjyb5V0k+k+Q3NhyLljo8OpUkeenRkWaDAF3zepJfmeSbaq2/rNb6N5P0Gs5Eyx0ancrTe3dk0/rhpqMAAPdQXbxTbEgrRofcSSn2O7Mwe/5skskk37b4NQAYCKWUX1VK+aEk40k+meRTST5aa/32Wus/bTQcrXV4bCr7d23OQ9s3NR0F6JbfmIX3bj9XSvk7pZRfmcQqB3ftWq+fY+PTTj4DwADqVXeK0T3rbvcDtdaxJN+8ClkAoCl/MsmPJfljtdZzTYeh/WqtOTw2la9+/P6mowAdU2v9ySQ/WUrZmuRbk/zhJA+XUv5Wkp+stf7rJvPRPq9PzuXytb77xABgAF2/U0wpRofcshQrpfzNJPVW36+1/oEVSQQAq6zW+nVNZ2CwnJm5nLdmr+SlAyNNRwE6qtZ6IcmPJvnRUsp9SX5Tku9JohTjQzk8tjgO2DMNAAZOf7EV04nRJR90UuzgDX//c0n+zApnAQAYCEv3ib386H0NJwFIFk9B/+3FD/hQDo9N5eEdG7NvZHPTUQCAe6xvfCIddMtSrNb6I0t/L6X8oRs/BwDg1g6PTWXT+qE8sWd701EAYFkOj03lpQO7UiyWAcDAuT4+cchznu4YusOfu+UYRQAAvtTh0ak8t38k64fv9KUWAKw9b89dzulzl/LSAfeJAcAg6hmfSAdZqQEAuIcuX+vlxJnZvPyoBUQA2u3w6HSS5CXPNAAYSHVxfKKTYnTJLccnllLm8sUTYltKKbNL30pSa607VjocAEDbHBufyXy/5mW76gFoucNjU9kwPJRn9nn7DwCDaGl8ojvF6JIPulPMJRgAAB/SodGpJHbVA9B+h0an8uz+ndm4brjpKADAClgan+igGF1ifCIAwD10aHQqjz+wNfdt3dB0FAC4a1fme3ltfCYvHRhpOgoAsEL6dakU04rRHUoxAIB7pNaaI2NTecnoRABa7sSZ2Vzt9d2RCQADTClGFynFAADukdH3Lua9C1ctIALQeoeXxgHb6AEAA2vpTrFh8xPpEKUYAMA98sX7xEaaDQIAy3RodCr7d23OQzs2NR0FAFghS3eKOShGlyjFAADukcNjU9m+cV0+9tD2pqMAwF2rtebw2JSTzwAw4KrxiXSQUgwA4B45NDqVFw6MGD0BQKtNTF/KW7NXlGIAMOCMT6SLlGIAAPfA3OVreeOtOQuIALTeIfeJAUAnGJ9IFynFAADugVdPT6dWC4gAtN/h0als2TCcJ3YbBwwAg2xpfOKwVowOUYoBANwDh0enU0rywoGRpqMAwLIcHpvO8/tHsm7YkgEADLLe0p1ixifSIV7hAgDcA4fGpvKJh7dnx6b1TUcBgLt28ep8Tk7OGgcMAB2wdKfYkJNidIhSDABgmfr9miNjU3nR6EQAWu7o6Zn0+jUvPTrSdBQAYIX1l06K6cToEKUYAMAyffbt85m7PJ9X7KoHoOUOj00lcUcmAHRBv79UimnF6A6lGADAMh0cPZckRk0B0HoH3zyXr3hoW0a2bGg6CgCwwpbGJw47KkaHKMUAAJbp0OhU7t+6IY/ev6XpKABw1/r9msNj03nZKTEA6ITeYivmoBhdohQDAFimw6NTefnRXSneSQDQYl9493xmLl3Ly48pxQCgC+rinWJOitElSjEAgGV49/yVvPneRaMTAWi9Q6ML94l5pgFANyyNT3SnGF2iFAMAWAYLiAAMioNvTmXXlvX5yANbm44CAKyC3uJJMQfF6BKlGADAMhwencqG4aE8s29n01EAYFkOjRkHDABdUq+XYp79dIdSDABgGQ6NTuWZfTuyaf1w01EA4K6du3A1X3jnQl5y8hkAOqPXV4rRPUoxAIC7dGW+l2MTM0YnAtB6R8YWxwEf8EwDgK5YulNs2PxEOkQpBgBwl45PzObqfD8vP3pf01EAYFkOjk5l3VDJ84+MNB0FAFgl/cVWzEExukQpBgBwlw6PLuyqf+nRkWaDAMAyHRqdytP7dhoHDAAd0l+8U8xJMbpEKQYAcJcOjU7lwH1b8tD2TU1HAYC7dq3Xz9HT00YnAkDHLI1PdKcYXaIUAwC4C7XWHBydyivuEwOg5U6cmc2V+X5eecwzDQC6pFeNT6R7lGIAAHfh9LlLeff8lbyoFAOg5Q4tjQN2UgwAOqUujU/UitEhSjEAgLtwcPRckjgpBkDrHRo9l30jm7N7p3HAANAlvcX5icYn0iVKMQCAu3BwdCrbN67Lxx/e3nQUALhrtdYcGp0yOhEAOuj6nWJDSjG6QykGAHAXDo9O5cVHd2XYmwcAWmx86lLemr3i5DMAdNDS+ERva+kSpRgAwIc0c+la3nhrLi+7ewWAlrt+n5hSDAA6x/hEukgpBgDwIR0Zm0qtMWoKgNY7NDqVbRvX5YndO5qOAgCssqXxiSag0CVKMQC4B0op31BKeaOU8rlSyvfc4md+RSnl1VLKiVLKz692Ru6dQ6NTGSrJC4+MNB0F4J7zTOuWg6NTefHAiMUwAOig/uL4RAfF6JJ1TQcAgLYrpQwn+f4kvyrJeJJPl1J+qtZ68oafGUnyvyT5hlrrWCnloUbCck8cGp3Kk3t2ZOtGL6WAweKZ1i1zl6/ljbOz+dVf/7GmowAADegvHhUb1orRIU6KAcDyfVWSz9Vav1BrvZrkx5N8y/t+5rck+Yla61iS1FrfXuWM3CPzvX5ePT2dV9y9Agwmz7QOefX0dPrGAQNAZ/WqO8XoHqUYACzfviSnb/h8fPFrN/p4kl2llH9bSjlUSvntN/uHSimfLKUcLKUcfOedd1YoLstxanIuF6/28vJj9zUdBWAleKZ1yME3jQMGgC5bulNsyBhlOkQpBgDLd7NXj/V9n69L8nKS/zLJr0nyp0opH/+y/6jWH6y1vlJrfeXBBx+890lZtoOj55IkLzspBgwmz7QOOTQ6lU/s3pHtm9Y3HQUAaECtNfowukYpBgDLN57kkRs+35/kzE1+5qdrrRdqre8m+YUkz69SPu6hQ6NT2bNzU/aNbG46CsBK8EzriF6/5sjYlHHAwMAqpfxQKeXtUsrxW3z/V5RSZkopry5+/OnVzghN6/Wr0Yl0jlIMAJbv00k+Vkp5vJSyIcl3JPmp9/3MP0vyn5VS1pVStiT56iSnVjkn98Ch0SmnxIBB5pnWEa+fnc2Fqz33iQGD7O8m+Ybb/Mz/XWt9YfHjz69CJlhT+tXoRLpnXdMBAKDtaq3zpZTfl+Rnkgwn+aFa64lSyu9Z/P4P1FpPlVJ+OsmxJP0k/2ut9aY7Flm7JqYvZXLmslIMGFiead1xaHQqSfLSAc80YDDVWn+hlPJY0zlgLesbn0gHKcUA4B6otX4qyafe97UfeN/nfznJX17NXNxbB99cuE/slUfvazgJwMrxTOuGg29O5eEdG7N/l3HAQKf9klLK0SyMCv5jtdYTTQeC1dTv1wwbn0jHKMUAAO7QodGpbNkwnCf3bG86CgAsy6HRqbzy6H0pFsKA7jqc5NFa6/lSyq9N8k+TfOxmP1hK+WSSTybJgQMHVi0grLR+jTvF6Bx3igEA3KGDb07lhUdGsm7YSygA2mty5lImpi8ZBwx0Wq11ttZ6fvHvn0qyvpTywC1+9gdrra/UWl958MEHVzUnrKR+rdGJ0TVWdAAA7sD5K/N5/exsXrGACEDLHXxz4T6xVx7zTAO6q5Syuywely2lfFUW1knfazYVrK5+rRl2qRgdY3wiAMAdODI2lX5NXn7MfWIAtNuh0alsXj+cJ/fsaDoKwIoppfyDJL8iyQOllPEkfybJ+uT6XZnfluT3llLmk1xK8h211tpQXGhEr1+NT6RzlGIAAHfg4JtTKSV58cBI01EAYFkOjp7LC4+MZL1xwMAAq7V+522+/31Jvm+V4sCa1K/JkJNidIxXwAAAd+DQ6FSe2L0jOzatbzoKANy181fmc/LMbL7S6EQA6Lx+v0YnRtcoxQAAbmO+18+RsSn3iQHQeq+OTRsHDAAkWbhTzPhEukYpBgBwG6+fncuFq728Ylc9AC13cPScccAAQJLF8YlKMTpGKQYAcBuHRqeSJC87KQZAyx0anconHt5uHDAAsHBSTENAx/iVBwC4jYOjU9m9Y1P2jWxuOgoA3LVev+bI2LSTzwBAkoVSbNhJMTpGKQYAcBuH3jyXlx/bleLNAgAt9vrZ2Zy/Mp9XHnWfGACwsGHG+ES6RikGAPABzkxfypmZy3nF6EQAWs44YADgRrUmQ0NKMbpFKQYA8AEOLi4g2lUPQNsdfHMqD+/YmP27jAMGABbvFNOJ0TFKMQCAD3DozXPZsmE4T+7Z3nQUAFiWQ6NTeeXR+4wDBgCSGJ9INynFAAA+wKffnMqLB0aybtjLJgDa68z0pUxMX8orjxmdCAAs6NcoxegcqzsAALdw/sp8Xj87m5eNTgSg5YwDBgDer19rhjQEdIxfeQCAWzgyNpV+TV551K56ANrNOGAA4P36tWbYSTE6RikGAHALB9+cylBJXjww0nQUAFiWg6NTeeER44ABgC/q17hrlM7xahgA4BYOjp7LE7t3ZPum9U1HAYC7dv7KfE5NzuaVx4xOBAC+qN+vGdKJ0TFKMQCAm5jv9XNkbDqvPGZ0IgDtZhwwAHAz/VozrBWjY5RiAAA38frZuVy82svLFhABaDnjgAGAm+n1q/GJdI5SDADgJg6+eS5JjJoCoPUOjU7lE8YBAwDvU2syrBSjY5RiAAA38enRqezduSn7RjY3HQUA7tp8r5/DY1P5SuOAAYD36dWaIQ0BHeNXHgDgfWqtOfTmVF52SgyAljMOGAC4lX6tGXJSjI5RigEAvM/E9KWcnb2cVywgAtByxgEDALfSr1GK0TlKMQCA9zk0OpUkdtUD0HoHR6eyxzhgAOAm+v2aIZ0YHaMUAwB4n0+/eS7bNq7LE7u3Nx0FAO5arTUH35yyyQMAuKl+rRnWitExSjEAgPc5+OZUXjwwknXDXioB0F5L44C/0uhEAOAmev2aYnwiHWOlBwDgBrOXr+WNt+byyqMWEAFot6VxwK885qQYAPDlak2GlWJ0jFIMAOAGh0enUqsFRADa74vjgHc0HQUAWIP6tWZIQ0DH+JUHALjBodGpDA+VvPDISNNRAGBZlsYBuysEALiZXjU+ke5RigEA3ODTb57LU3t2ZOvGdU1HAYC7NnPJOGAA4IMZn0gXKcUAABZd6/Xz6ulpoxMBaL0jY8YBAwAfrNevcaCcrlGKAQAsOnFmNpev9e2qB6D1Dr5pHDAA8MEW7hTTitEtSjEAgEUH3zyXxK56ANrv4KhxwADAB+v3a4aMT6RjlGIAAIsOvjmVR+7bnId3bGo6CgDctaVxwC8/apMHAHBrfXeK0UFKMQCAJLXWHBydMjoRgNZbGgf8lY95pgEAt7YwPrHpFLC6/MoDACQZfe9i3j1/xehEAFrPOGAA4E70a01xUoyOUYoBACQ5ODqVJE6KAdB6B9+cyv5dxgEDAB/M+ES6SCkGAJCFXfU7Nq3Lxx7a1nQUALhrC+OAzxmdCADcVq9fM6QTo2OUYgAAWTgp9vKjuzLkHQEALbYwDvhqXn7U6EQA4IMt3CnmPTDdohQDADpv6sLVfO7t83nFrnoAWm5pHLCTYgDA7dSaDBmfSMcoxQCAzjt0/T4xu+oBaDfjgAGAO2V8Il2kFAMAOu/g6FTWD5c8/8hI01EAYFkOjk7lJeOAAYA7YHwiXaQUAwA67+Cb5/LMvp3ZtH646SgAcNeWxgEbnQgA3Il+rcYn0jlKMQCg067M93JsYsboRABab2kc8MueaQDAHejXZFgpRscoxQCATjs+MZOr8/28Ylc9AC13fRzw/pGmowAALeBOMbpIKQYAdNqn37SrHoDBcPDNc3l6785s3mAcMADwwWqtSZLipBgdoxQDADrt4JtT+cgDW/PAto1NRwGAu3b5Wi/HxmfylY/Z5AEA3F5/oRPLsKNidIxSDADorFprDo2ec0oMgNY7PjGTq71+Xn7UOGAA4PZ6i62YToyuUYoBAJ31+XcuZOritbxiVz0ALXdw1DhgAODO9RfHJw5pxegYpRgA0FmHRs8liV31ALTewTen8tj9W/LgduOAAYDbu16KuVOMjlGKAQCd9ek3p3Lf1g356INbm44CAHdtaRzwK4/Z5AEA3Jnrd4opxegYpRgA0FmHRqfy0oFdKd4EANBi18cBG50IANyhpZNi3g7TNUoxAKCT3j1/Jb/47oV8pfvEAGi5pXHATooBAHeq3zc+kW5SigEAnXRodCpJ8opSDICWO/jmVHZtWW8cMABwx66PTxxSitEtSjEAoJMOvnkuG9YN5Zl9O5uOAgDLcnB0Ki8/ep9xwADAHetdPynWcBBYZUoxAKCTDo5O5bl9O7Nx3XDTUQDgri2NA3byGQD4MOrinWJDWjE6RikGAHTO5Wu9HJ+YcfcKAK13fRzwo0oxAODOLY1PdKcYXaMUAwA65+jp6VzrVQuIALTe0jjgZ/cbBwwA3LleNT6RblKKAQCdc3BxV/3LSjEAWs44YADgbvSv3ymmFaNblGIAQOccGp3KRx/cml1bNzQdBQDu2tI44JfdJwYAfEj9qhSjm5RiAECn9Ps1B988l690nxgALbc0DvgrH/VMAwA+nKU7xYbNT6RjlGIAQKd87p3zmb08b3QiAK1nHDAAcLd6i62Yg2J0jVIMAOiUg28uLCC+4qQYAC1nHDAAcLfq4vhEJ8XoGqUYANApB0fP5f6tG/LY/VuajgIAd63frzk0OpVXjE4EAO7C0vhEd4rRNUoxAKBTDo1O5eVHd6V44Q9Ai33+nfOZuXQtLz9mdCIA8OEtjU90UIyuUYoBAJ3xztyVjL53Ma9YQASg5ZbuE3vFfWIAwF3o16VSTCtGtyjFAIDOODR6LknyslFTALTcwTencv/WDXn8ga1NRwEAWkgpRlcpxQCAzjj45lQ2rBvKM/t2NB0FAJbl0Oi5vGQcMABwl5buFBs2P5GOUYoBAJ1xcHQqz+/fmY3rhpuOAgB37Z25K3nzvYtGJwIAd23ppJj9NXSNUgwA6ITL13o5cWbG6EQAWu/Q0n1i7sgEAO5Sv298It2kFAMAOuHo6elc61W76gFovUOj5xbHAe9sOgoA0FLGJ9JVSjEAoBMOLu6qf1kpBkDLHRydynP7jAMGAO5er298It2kFAMAOuHQ6FQ++uDW7Nq6oekoAHDXLl/r5fjETF42OhEAWIa6eKfYsFaMjlGKAQADr9+vOTw2lVfcJwZAyx0bn1kcB+yZBgDcvd5iKTZkfCIdoxQDAAbeF949n+mL1+yqB6D1DhkHDADcA0t3ig05KUbHKMUAgIF38M2FBcRXLCAC0HKHRs/lIw9uzX3GAQMAy9BfOimmE6NjlGIAwMA7ODqV+7ZuyOMPbG06CgDctVprDo1O5eUDNnkAAMvT7y+VYloxukUpBgAMvEOjU3npwK4UL/YBaLEvvHshUxev5RXjgAGAZVoanzjsqBgdoxQDAAbae+ev5BffvWABEYDWO/Tm0n1i9zWcBABou95iK2bvKF2jFAMABtqh0aUFRKUYAO12cPRcRrasz0eMAwYAlqku3inmpBhdoxQDAAbaodGpbBgeyrP7djYdBQCWZek+sSGLVwDAMi2NT3SnGF2jFAMABtrB0ak8s29HNq0fbjoKANy1qQtX8/l3LuRl44ABgHugt3hSzF4bukYpBgAMrMvXenltfCavPObuFQDabWkc8CvuEwMA7oF6vRTTitEtSjEAYGCdODOTq71+XjpgVz0A7XZobCrrh0ue228cMACwfL2+UoxuUooBAAPr4JsLu+pfflQpBkC7HXpzKk/v3WkcMABwTyzdKTZsfiIdoxQDAAbWwdGpPHr/ljy4fWPTUQDgrl2d7+fo+LRNHgDAPdNfbMUcFKNrlGIAwECqtebw6JQFRABa78SZmVyZ7+cVzzQA4B7pu1OMjlKKAQADafS9i3nvwlWlGACtd2jUOGAA4N4yPpGuUooBAANpaQHxlUfvazgJACzP4bGpPHLf5jy0Y1PTUQCAAdGrxifSTUoxAGAgHRqbyvaN6/Kxh7Y1HQUA7lqtNYdGp/LyAafEAIB7py6WYsNaMTpGKQYADKRDb07lxUd3ZcgoCABabHzqUt6avWJ0IgBwT/X67hSjm5RiAMDAmbl0LZ95e86uegBa7/DYwjjgl5RiAMA9tHSnmI2kdI1SDAAYOK+enk6tySuPWUAEoN0OjU5l64bhPLF7R9NRAIABsjQ+USdG1yjFAICBc2h0KkMlef6RkaajAMCyHBqdyosHdmXYihUAcA8Zn0hXKcUAgIFzeHQqT+zekW0b1zUdBQDu2oUr8zk1OWt0IgBwzy2NT7Txhq5RigEAA2W+18+Rsam8bAERgJZ79fR0+jWeaQDAPddfHJ/ooBhdoxQDAAbKG2/N5cLVnvvEAGi9Q6NTKSV58cBI01EAgAHTXzwqNqwVo2OUYgDAQDk8OpUkeemAUgyAdjs0OpWPP7Q9OzatbzoKADBglsYnulOMrlGKAQAD5dDoVB7cvjH7d21uOgoA3LV+v+bw2JT7xACAFdEzPpGOUooBAAPl8Nh0Xj6wK8UrewBa7PPvnM/c5Xn3iQEAK6LWmqES753pHKUYADAw3pm7krFzFy0gAtB6hxbHAXumAQArodevRifSSUoxAGBgHB5bvE/s0ZFmgwDAMh0ancp9Wzfksfu3NB0FABhA/ZoMDSnF6B6lGAAwMA6PTmXD8FCe3ruz6SgAsCyHx6by0oERI40AgBXRXxyfCF2jFAMABsbhsak8s29HNq0fbjoKANy1qQtX8/l3LuQloxMBgBXS79cM23xDBynFAICBcHW+n6PjM3npgAVEANrtyOnFccCeaQDACunXuFOMTlKKAQAD4eTkbK7O9/OyXfUAtNzh0ekMD5U8v3+k6SgAwIDq1xqdGF2kFAMABsKh0cVd9UoxAFru0OhUnt67I5s3GAcMAKyMfq0ZdqkYHaQUAwAGwuHRqewb2ZyHd2xqOgoA3LX5Xj9Hx6eNTgQAVlSvX41PpJOUYgDAQDg8NmV0IgCt9/rZuVy82nPyGQBYUf2aDDkpRgcpxQCA1jszfSmTM5fz0oGRpqMAwLIcHlscB+yZBgCsoFprdGJ0kVIMAGi9I2PTSdwnBkD7HRmbzkPbN2bfyOamowAAA8z4RLpKKQYAtN7hsalsWj+UJ/fsaDoKACzL4bGpvHRgV4pFKgBgBfVrlGJ0klIMAGi9w2NTeW7fSNYPe2kDQHu9e/5KRt+7mJceHWk6CgAw4Pq1ZshbaDrIrz0A0GpX5ns5MTGbFy0gAtBy18cBHzAOGABYWf1aM+ykGB2kFAMAWu34xGyu9voWEAFovcNjU1k/XPLMvp1NRwEABpw7xegqpRgA0GpHxqaSJC8eGGk2CAAs0+HRqTy1Z0c2rR9uOgoAMOBqTXRidJFSDABotcNjU9m/a3Me2r6p6SgAcNfme/0cG5/Ji04+AwCroF9rhoe0YnSPUgwAaLXDo9NGJwLQeq+fncula7289KhnGgCw8oxPpKuUYgBAa52ZvpSzs5fzktGJALTc4cVxwJ5pAMBq6NcoxegkpRgA0FrXFxDtqgeg5Q6PTuWh7Ruzb2Rz01EAgA7o15oh7QAd5NceAGitI2PT2bhuKE/u2dF0FABYliOnp/PigZEUO7YBgFXQrzXDXnfQQUoxAKC1Do9N5bn9O7N+2EsaANrr3fNXMvreRXdkAgCrpl9jMw6dZAUJAGilK/O9nJiYtYAIQOu9OjadxDhgAGD19Ps1QzoxOkgpBgC00skzs7na6+fFAyNNRwGAZTlyeirrhkqe2buz6SgAQEf0a82wVowOUooBAK10ZHFX/YtOigHQckfGpvPknh3ZvGG46SgAQEf0+tX4RDpJKQYAtNKR09PZu3NTHt6xqekoAHDXev2ao6ennXwGAFZVrcmwUowOUooBAK10ZGzKKTEAWu+zb8/lwtWeUgwAWFW9WjOkHaCD/NoDAK3z9tzljE9dsoAIQOtdHwf8iI0eAMDq6deaISfF6CClGADQOq9ev09spNEcALBcR8amct/WDXn0/i1NRwEAOqRfoxSjk5RiAEDrHB6bzvrhkqf37mw6CgAsy+Gx6bz4yIiL7gGAVdXv1wx5+UEHKcUAgNY5MjaVp/buzKb1w01HAYC7NnPpWj739nknnwGAVWd8Il2lFAMAWmW+18+x8Zm8+MhI01EAYFmOnp5Okrx4wH1iAMDq6vVrhhwVo4OUYgBAq7zx1lwuXevZVQ9A6x0Zm04pyXP7jQMGAFZXv9YMOylGBynFAIBWeXVpV/0jdtUD0G6vnp7Kxx7alu2b1jcdBQDomH5NhrQDdJBfewCgVV4dm859Wzfkkfs2Nx0FAO5arTWvnp7OC8YBAwAN6PfdKUY3KcUAgFY5sriAWLx4B6DFxs5dzNTFa3nByWcAoAH9WjPsTjE6SCkGALTG7OVr+fw75+2qB6D1joxNJ4lnGgDQiF51UoxuUooBAK1x7PRMak1ePDDSdBQAWJZXT09ny4bhfPzhbU1HAQA6qN+PUoxOUooBAK1xZGwqSfLc/pFmgwDAMh05PZ1n9+3MumFvywGA1bcwPrHpFLD6/NoDAK3x6unpfPTBrdm5eX3TUQDgrl2Z7+XUmdm84OQzANCQXt/4RLpJKQYAtEKtNa+ens4Lj+xqOgoALMvJM7O52uvnRfeJAQAN6ddkaEgpRvcoxQCAVhifupT3Llx1nxgArXdkbDpJ8uIBGz0AgGb0a41OjC5SigEArXB48T6xF+yqB6DlXj09nT07N+XhHZuajgIAdFSvXzNsfCIdpBQDAFrh1dPT2bR+KJ/Yvb3pKACwLAvjgEeajgEAdFi/VuMT6aRGSrFSyl8upbxeSjlWSvnJUsrILX7uG0opb5RSPldK+Z5VjgkArCFHT0/n2X07s37Ynh4A2uvchasZO3dRKQYANKrfrxlyUowOampV6WeTPFNrfS7JZ5L8f97/A6WU4STfn+QbkzyV5DtLKU+takoAYE241uvn+JnZPL9/pOkoALAsR8enkyTPK8UAgAb1as2wk2J0UCOlWK31X9da5xc//Q9J9t/kx74qyedqrV+otV5N8uNJvmW1MgIAa8cbZ+dydb5vARGA1nt1bDpDJXl2386mowAAHdaviYNidNFamD/0O5P8q5t8fV+S0zd8Pr74NQCgY149PZ0kRk0B0HpHx6fzsYe2Z+vGdU1HAQA6rN+vGdaK0UEr9iq8lPJ/Jtl9k299b631ny3+zPcmmU/yozf7J27ytfoB/79PJvlkkhw4cOBD5wUA1q5XT0/n/q0bsn/X5qajAMBdq7Xm6Onp/OqnbvZWGQBg9fSNT6SjVqwUq7X+Fx/0/VLKf53k1yX5lbXWm5Vd40keueHz/UnOfMD/7weT/GCSvPLKK7cszwCA9jl6ejrPPzKSYhcbAC12+tylTF28ZhwwANCoWuvi+ETvsemeRsYnllK+IcmfSPLNtdaLt/ixTyf5WCnl8VLKhiTfkeSnVisjALA2zF2+ls+9cz7P7x9pOgoALMuR01NJkucfcZ8YANCc/uKREuMT6aKm7hT7viTbk/xsKeXVUsoPJEkpZW8p5VNJUmudT/L7kvxMklNJ/o9a64mG8gIADXltYia1WkAEoP2Onp7JpvVD+fjD25uOAgB0WH9xcNtwU+0ANKiRm31rrV9xi6+fSfJrb/j8U0k+tVq5AIC15+jpmSRxUgyA1js6Pp1n9u7MeitQAECDeotHxYxPpIu8EgcA1rRXT0/lsfu3ZNfWDU1HAYC7dq3Xz/GJmbzgPjEAoGF1aXzikFKM7lGKAQBr2tHTM3neAiIALffG2blcme97pgEAjesttmI6MbpIKQYArFlvzV7O2dnLec7oRABa7tXT00mMAwYAmrc0PnHI+EQ6SCkGAKxZRxcXEF94ZGezQQBgmY6NT2fXlvV55L7NTUcBADquLp4UMz6RLlKKAQBr1rHxmQwPlTy1RykGQLsdG5/Jc/tHXGgPADTOSTG6TCkGAKxZR8en8/GHt2fzhuGmowDAXbt4dT6feWsuz++3yQMAaN5iJ5YhJ8XoIKUYALAm1VpzbHzGAiIArXfizGz6Ne7IBADWhH5dOinWcBBogFIMAFiTRt+7mJlL1/L8IyNNRwGAZVm6I/M5d2QCAGvA0vjEYeMT6SClGACwJh0dn06SPOekGAAtd3R8Jnt3bspD2zc1HQUA4IsnxRwVo4OUYgDAmnRsfCYb1w3l4w9vbzoKACzLsfFpoxMBgDWj31/4c8hJMTpIKQYArEnHxqfz9N4dWT/s5QoA7TV98WpG37todCIAsGb0Fk+KebtNF/m1BwDWnPleP8cnZu2qB6D1jo3PJEme90wDANaI6+MTnRSjg5RiAMCa87l3zufStV5eeGSk6SgAsCzHFu/IfNYdmQDAGtHvK8XoLqUYALDmHDu9sKveAiIAbXd0fCYfeWBrdmxa33QUAIAkyWInluEhpRjdoxQDANacYxPT2b5xXR6/f2vTUQBgWV4bn8lzNnkAAGtI7/pJsYaDQAOUYgDAmvPa+Eye2bczQ16hA9Bib89eztnZy3nWfWIAwBriTjG6TCkGAKwpV+f7OTU5Z1c9AK332sTCOGDPNABgLVkqxYxPpIuUYgDAmvKZt+Zytdd3nxgArXdsfCZDJXlqz46mowAAXPfF8YlKMbpHKQYArCnHxhd31e8baTYIACzTaxMz+YqHtmXrxnVNRwEAuG6xE3NlAZ2kFAMA1pTXJqazc/P6PHLf5qajAMBdq7Xm2PhMnrXJAwBYY754p1jDQaABSjEAYE05Nj6T5/bvTDHGAYAWOzt7Oe+ev+I+MQBgzVkanzjsfTcdpBQDANaMy9d6eePsXJ7dZwERgHZbGgfsjkwAYK25flLMUTE6SCkGAKwZr5+dy3y/2lUPQOu9Nj6T4aGSp/bsaDoKAMCX6PcX/hxyUowOUooBAGvGa+PTSZJn9480mgMAluvYxEw+/vD2bFo/3HQUAIAv0Vs8KTasHaCD/NoDAGvGsfGZ3L91Q/bu3NR0FAC4a7XWvDY+nWf3OSUGAKw9S+MT3eVNFynFAIA147WJmTyzb6cX5gC02sT0pUxdvOaOTABgTer3F0+Kee9NBynFAIA14fK1Xj779nkLiAC03vGJmSTJM55pAMAatNiJZXhIKUb3KMUAgDXh1ORsev1qARGA1nttYibDQyVP7jE+EQBYe3r9pfGJDQeBBijFAIA1YWlX/bP7lWIAtNvxidl87KFt2bR+uOkoAABfZulOMSfF6CKlGACwJrw2MZNdW9Zn785NTUcBgLtWa83xiRnjgAGANet6KeaoGB2kFAMA1oTXJmbzzL6dKV6UA9BikzOX896Fq04+AwBr1hfHJ3r/TfcoxQCAxl2+1stn35qzqx6A1nttcRywOzIBgLVq8aCY8Yl0klIMAGjcG2fnMt+vSjEAWu/ExEyGh0qe2rOj6SgAADe1dFJMJ0YXKcUAgMbZVQ/AoHhtYiZf8eC2bFo/3HQUAICb6tWlUkwrRvcoxQCAxh2fmMnIlvXZv2tz01EA4K7VWq/fkQkAsFbVxVLM+ES6SCkGADTutYmZPLN3p0t+AWi1t2av5N3zV/LsPqMTAYC1q9df+NNJMbpIKQYANOrqfD+feWsuT1tABKDljhsHDAC0wPXxidoBOsivPQDQqM+8NZdrvZpn9lpABKDdTpyZTSnJk3ts9AAA1q7qTjE6TCkGADTqxBm76gEYDMfPzOQjD2zN1o3rmo4CAHBLvf7inWJKMTpIKQYANOrEmdls27guj963pekoALAsJ8/M5mknnwGANW6xE8vQkFKM7lGKAQCNOj4xk6f27PBiHIBWm7pwNRPTl/KMOzIBgDWu318an9hwEGiAUgwAaEyvX3Nqci5P7bWACEC7nTgzmyROigEAa15v8U6xYa0YHaQUAwAa84vvns+laz33iQHQescX78h82kYPAGCN69elk2JKMbpHKQYANOaLu+otIALQbscnZrJvZHNGtmxoOgoAwAf64vhEpRjdoxQDABpz4sxsNqwbylc8tK3pKACwLCfPzLpPDABohcVOzPhEOkkpBgA05vjETJ7cvT3rh70kAaC9zl+ZzxfevZBn3CcGALRA7/pJsYaDQAOsQAEAjai15sSZ2TxlARGAljs1uTgO2EkxAKAF+rWmlKQYn0gHKcUAgEZMTF/KzKVr7hMDoPVOTMwkSZ620QMAaIF+rRlWiNFRSjEAoBEnzizuqleKAdByJ87M5oFtG/LQ9o1NRwEAuK1ePxlSitFRSjEAoBEnz8xmqCRP7FaKAdBuJydn8+SeHUYQAQCtUGvNkGaAjvKrDwA04uTkbB5/YGs2bxhuOgoA3LWr8/189q3zecrJZwCgJXr96qQYnaUUAwAacfLMrLtXAGi9z79zPld7fc80AKA1eu4Uo8OUYgDAqpu+eDUT05fsqgeg9ZbuyHxqj2caANAOtSZDQ0oxukkpBgCsupOTFhABGAwnz8xm0/qhPP7A1qajAADckYXxiU2ngGYoxQCAVXdyaVe9k2IAtNzJyZk8sXtHhq0sAQAt0avVaxc6SykGAKy6k5OzeXjHxjywbWPTUQDgrtVaF+/ItMkDAGiPWmuG3ClGRynFAIBVd/LMrNGJALTexPSlzF6ed/IZAGiVhfGJSjG6SSkGAKyqK/O9fO7t8xYQAWi9E2fckQkAtE+/xvhEOkspBgCsqs++dT7z/Zqn9uxsOgoALMvJM7MZKskTu5ViAEB79Ps1DorRVUoxAGBVnZxc2FX/5J7tDScBgOU5NTmbxx7Yms0bhpuOAsD7lFJ+qJTydinl+C2+X0opf6OU8rlSyrFSykurnRGa0qvVSTE6SykGAPdAKeUbSilvLL6h+p4P+LmvLKX0Sinftpr51pJTk7PZvH44j96/tekoANyEZ9qdO3V2Nk8anQiwVv3dJN/wAd//xiQfW/z4ZJK/tQqZYE3o12TYUTE6SikGAMtUShlO8v1ZeFP1VJLvLKU8dYuf+4tJfmZ1E64tpyZn84nd2+1KA1iDPNPu3Nzlazl97pL7xADWqFrrLyQ59wE/8i1J/l5d8B+SjJRS9qxOOmiW8Yl0mVIMAJbvq5J8rtb6hVrr1SQ/noU3WO/3+5P8kyRvr2a4taTWmlOTc3bVA6xdnml36PWzc0mMAwZosX1JTt/w+fji12Dg9Y1PpMOUYgCwfLd9M1VK2Zfk1yf5gVXMteZMzlzOzKVrecoCIsBa5Zl2h05dvyPTRg+AlrpZI1Bv+oOlfLKUcrCUcvCdd95Z4Viw8nr9miFHxegopRgALN+dvJn6n5P8iVpr7wP/oQF/s2UBEWDN80y7Q6cmZzOyZX1279jUdBQA7s54kkdu+Hx/kjM3+8Fa6w/WWl+ptb7y4IMPrko4WEn9qhSju5RiALB8d/Jm6pUkP15KeTPJtyX5X0op3/r+f2jQ32wtlWJPKMUA1irPtDt0anIuT+7ekWJBCaCtfirJby8LvibJTK11sulQsBr6NcYn0lnrmg4AAAPg00k+Vkp5PMlEku9I8ltu/IFa6+NLfy+l/N0k/6LW+k9XMeOacGpyLgfu25JtG70EAVijPNPuQK9f88bZuXznVx1oOgoAt1BK+QdJfkWSB0op40n+TJL1SVJr/YEkn0rya5N8LsnFJN/VTFJYfQvjE5tOAc2wIgUAy1RrnS+l/L4kP5NkOMkP1VpPlFJ+z+L3O33nyo1OTc7mSfeJAaxZnml3ZvS9C7l0reeZBrCG1Vq/8zbfr0m+e5XiwJrSrzVDWjE6SikGAPdArfVTWdhpeOPXbrpwWGv9HauRaa25eHU+v/jehXzzC3ubjgLAB/BMu71Tk3NJ3JEJALSTO8XoMneKAQCr4o2zc6nVAiIA7XdqcjbDQyUfe3hb01EAAD60Xr9mWClGRynFAIBV8frZxV31u5ViALTb62dn89EHt2bjuuGmowAAfGj9mgxpBugov/oAwKp44+xctm4Yzv5dm5uOAgDL8vrZuTxhkwcA0FL9vvGJdJdSDABYFacmZ/Px3dtd5gtAq81dvpbxqUv5xO7tTUcBALgrvVoz7L05HaUUAwBWXK01b7xlVz0A7feZtxbHAe9RigEA7dSvcVKMzlKKAQAr7q3ZK5m+eC1P2FUPQMudmlwoxT5howcA0FIL4xObTgHNUIoBACvu9bOzSaIUA6D1Xj87m+2b1mXvzk1NRwEAuCt94xPpMKUYALDiXj+7sKve+EQA2u6Ns3N5Yvf2FCOHAICW6vWr1zJ0llIMAFhxb5ydy56dm7Jzy/qmowDAXau15vWz7sgEANqtX2uGlWJ0lFIMAFhxr5+dyyeMTgSg5c7MXM7c5XnPNACg1fo1xifSWUoxAGBFXev187m37aoHoP1en1y4I/PJPUoxAKC9+v0aB8XoKqUYALCifvHdC7nWq3nCrnoAWm7pjsyPP+yZBgC0V69WJ8XoLKUYALCilhYQjZoCoO3eODuXfSObs32TOzIBgPbq15ohR8XoKKUYALCiPnN2LuuGSj764LamowDAsnzmrTknnwGA1uv3oxSjs5RiAMCKev3sXB5/YGs2rPOyA4D2utbr5/PvnM/HlWIAQMv1a82wt+h0lF99AGBFfeatOQuIALTe0h2Zn3CfGADQcr2+8Yl0l1IMAFgxF6/OZ+zcRQuIALTeG4t3ZH7cMw0AaLl+rRkaUorRTUoxAGDFfPat80ksIALQfp95ay7DQyUfeXBr01EAAJalX5NhJ8X+/+39eZhk2V0feH9PLrX1vi/qbq2NjGBYRFsWxsbIYBAYI2Pjx2IYYxZboxkW4xnbr2y/g5nxMAOG1wYMRqPBWDDGyBiz6AWBBBgMGAskQBISIKnV3VKvVdW1554R98wfEZGVXZ1ZlVmZVVH33s/nefqpyszIzBO3K+JEnO/5/Q49JRQDAK6YDx8d7ap/ufaJALTch585lxfddiSH5menPRQAgD0ZtU+c9ihgOoRiAMAV85FnzuXQ/EweuPXItIcCAHvykaPnbPIAADpB+0T6TCgGAFwxHz56Lg/eeUNmvdgGoMWW14b5+MmlvPyuG6c9FACAPWuamhntE+kpoRgAcMV85Og554kB0HoPH1tIrcnL775+2kMBANizYa02r9JbQjEA4Io4vbSWo2dXLSAC0HqTMzJt9AAAuqCpUSlGbwnFAIAr4iNHF5JYQASg/T5y9FwOzM3khbddN+2hAADs2ah94rRHAdMhFAMAroiP2FUPQEd85Oi5vOyO67UZAgA6odE+kR4TigEAV8RHj57L9Qfncs9Nh6Y9FADYk48eXcgn3aUdMADQfrXWNDUp2ifSU0IxAOCK+MjRhbzszuu90Aag1RZWB3ny9HIeVPkMAHRAU0d/znqvTk8JxQCAK+Kjx+yqB6D9Hj42OiPzwTvNaQBA+zV1lIrNSgboKf/0AYB9d2pxLc8urDpPDIDWc0YmANAlw3GpmK4u9JVQDADYd5MFxJfZVQ9Ay3306LkcnJvJ/bcemfZQAAD27HylmFCMfhKKAQD77qPjVlN21QPQdh89tpCX3nG9hSMAoBOcKUbfCcUAgH330aPncv3Budxz06FpDwUA9uSjRxfyoDMyAYCOON8+ccoDgSkRigEA++4jRxfysjuv16McgFZbWB3kydPLKp8BgM6o2ifSc0IxAGDfffTYQj7JrnoAWu7hcTvgB52RCQB0xKRSbMYmVnpKKAYA7KtTi2t5dmE1D95pVz0A7faRo+eSJA+qFAMAOmI4rhSbUSlGTwnFAIB99dHxrvqXqRQDoOUePraQA3MzeeDWI9MeCgDAvhhnYplVKUZPCcUAgH310WPjXfVaTQHQch89ei4vuf06Z24AAJ1xvn3ilAcCUyIUAwD21cPHFnJ4fjb33nR42kMBgD15+PhCXmaTBwDQIY32ifScUAwA2FcPHxstIHqBDUCbLa8N88SpZWdkAgCd0jSjP2e0T6SnhGIAwL6ahGIA0GYfO76QWmNOAwA6ZTiuFJuVDNBT/ukDAPtmYXWQp8+sWEAEoPU+dnwhiVAMAOiWjfaJKsXoKaEYALBvPnZstID40jssIALQbg8fW8hMSV50+5FpDwUAYN80jVCMfhOKAQD75uFjdtUD0A0PH1vIC2+7LgfnZqc9FACAfXO+faJQjH4SigEA++bh4wuZny154W121QPQbs7IBAC6qGlGf8rE6CuhGACwbx4+tpAX3XZd5p3YC0CLDYZNHjuxKBQDADrHmWL0nRUrAGDffMyuegA64OMnl7I+rHmZMzIBgI5ptE+k54RiAMC+WB0M7aoHoBM+etQZmQBANw0blWL0m1AMANgXHz+xlKZaQASg/T52fBSKvdScBgB0zEb7RJVi9JRQDADYFx87Nl5A1GoKgJb72PGF3H3joVx/cG7aQwEA2FfjQrHMqhSjp4RiAMC+eOTZxSTJi2+/bsojAYC9eeT4Yl56p/kMAOie8+0TpzwQmBKhGACwLz52bCH33nQo19lVD0CL1VrzseMLKp8BgE7SPpG+E4oBAPviY8cX8hILiAC03PGF1ZxbGeQlKp8BgA5qmtGfM9on0lNCMQBgz0a76hfz0jssIALQbh87NmoH/NI7bfQAALpnOK4Um5UM0FP+6QMAe3bs3GoWVgcWEAFovY8dX0gS7RMBgE7aaJ+oUoyeEooBAHs2WUB8ye0WEAFot0eOL+bw/GzuvvHQtIcCALDvmkYoRr8JxQCAPfvY8UmrKe0TAWi30RmZ1zl8HgDopGEzaZ/otQ79JBQDAPbsY8cWcuSAXfUAtN/Hji9onQgAdNY4E4tCMfpKKAYA7NlkAbF4VQ1Aiy2vDfPk6WWhGADQWZMzxVSK0VdCMQBgzx45vpiX3KF1IgDt9uizi6k15jQAoLM2QjGbWukpoRgAsCcr66Nd9S+53a56ANrt0WdHZ2QKxQCArpqcKabTC30lFAMA9sQCIgBd8cjxhSTJi283pwEA3aR9In0nFAMA9mQSillABKDtHn12MffcdChHDsxNeygAAFdE04z+1D6RvhKKAQB7IhQDoCseeXbRfAYAdNqwTtonTnkgMCVCMQBgTx45vpi7bzyU6w7aVQ9Ae9Va88jxBe2AAYBOq9on0nNCMQBgTx55dsGuegBa7+TiWs6uDPLi26+f9lAAAK6Y4bh94oxSMXpKKAYA7Mmjzy7mxXbVA9Byk3bAL7HRAwDosEn7xBnJAD3lnz4AcNlOLa7l9NK6BUQAWu8RZ2QCAD2w0T5RpRg9JRQDAC7bZAHR+SsAtN2jzy5mfrbkvlsOT3soAABXzLAZV4oJxegpoRgAcNkeOb6QJM5fAaD1Hjm+kAduPZK5WW+TAYDuGmdimZkRitFPXu0DAJft0WcXMzdjVz0A7ffos4s2eQAAnddsVIpNeSAwJUIxAOCyPfrsYh649Ujm7aoHoMWGTc1jJ5a0AwYAOm84OVNMKkZPWcECAC7baFe9BUQA2u2p08tZGzTmNACg85rqTDH6TSgGAFyWWmseO7GYF95mARGAdvv4iaUkyQtvOzLlkQAAXFnn2ycKxegnoRgAcFmOnl3NynqTF99uARGAdnv0xGKSqBQDADpv2Iz+1D6RvhKKAQCX5dFnRwuIL7KACEDLPfbsYg7Nz+SuGw5NeygAAFfU+faJUx4ITIlQDAC4LI+Nd9W/SPtEAFrusWcX86LbrsuM1SEAoOOaWlNKUrRPpKeEYgDAZXns2cUcmJ3JvTcfnvZQAGBPHj2x6DwxAKAXmlozKxCjx4RiAMBleezEYu6/9bA+5AC02rCpefzkknbAAEAvDJtkRihGjwnFAIDL8tizS3mxBUQAWu6p08tZH9a8WDtgAKAHmlozIxWgx/zzBwB2rWlqHjux6DwxAFrv0WfHZ2Ta6AEA9EDTaJ9IvwnFAIBde+bsSlYHTV5oARGAlnvsxDgUs9EDAOiBYa3aJ9JrQjEAYNceG++q12oKgLZ79NnFHJ6fzV03Hpz2UAAArrhakxlng9NjQjEAYNceO7GUJHnhbUemPBIA2JuPn1jKC287kmLHNADQA8OmRiZGnwnFAIBd+/iJxRyYncm9Nx+e9lAAYE+ckQkA9Mmw1sxKxegxoRgAsGsfP7GU+2497IU0AK02bGqeOLms8hkA6I3qTDF6TigGAOzax08u5YW3WkAEoN2eObuStWGTB4RiAEBPjNonCsXoL6EYALArtdZ8/MRiXqjVFAAt9/FnF5NE+0QAoDeGTXR9odeEYgDArjy7sJaltaFWUwC03sdPLiVJHlD9DAD0RK01CsXoM6EYALArnzg52lUvFAOg7T5+YinzsyX33nx42kMBALgqhrWqFKPXhGIAwK489uxoV732iQC03cdPLOb+W45YGAIAeqOpyaxSMXpMKAYA7MrHTy6llOS+W+yqB6DdPn5iKQ+ofAYAeqRptE+k34RiAMCufOLEYu696XAOzs1OeygAcNlqrfnEyaW80HliAECPDBvtE+k3oRgAsCsfP7nkPDEAWu/k4loWVgfaAQMAvdLUmhmlYvSYUAwA2JWPnxCKAdB+j52YnJFpTgMA+kMoRt8JxQCAHTu3sp6Ti2t54Fa76gFot0+cXEwiFAMA+qWp0T6RXhOKAQA79omTdtUD0A2fOLGcJLnvFnMaANAfw6ZGJkafCcUAgB17fByKPXCrBUQA2u0TJ5dy942Hcmh+dtpDAQC4appaMyMVo8eEYgDAjj1+crSr/n6hGAAt9/ipJZs8AIDeaWrNrDPF6DGhGACwY584uZQbD83lpsPz0x4KAOzJ4yeXct+th6c9DACAq2rUPlEoRn8JxQCAHfvEyaU84DwxAFpuZX2YZ86uqBQDAHqnaZIZqQA95p8/ALBjj5/UagqA9nvy9HJqdUYmANA/TVUpRr8JxQCAHRk2NU+cWnaeGACt94mTS0mEYgBA/wxrzeyMUIz+EooBADty9OxK1oaNBUQAWu9xoRgA0FNNjUoxek0oBgDsiF31AHTFJ04s5eDcTO644eC0hwIAcFU1TY1CMfpMKAYA7IhQDICu+MT4jMxilzQA0DPDRvtE+k0oBgDsyOMnlzJTkntvPjztoQDAnkxCMQCAvmlq1T6RXhOKAQA78vjJpdxz0+HMz3r5AEB71VrzxKnl3C8UAwB6SChG31nVAgB25PFTy7n/VlViALTb6aX1LKwOct8t5jQAoH+aGu0T6TWhGACwI0+cWsr9t9hVD0C7PXFqOUlUigEAvdQ0NQrF6DOhGABwSSvrwxw9u5r7hGIAtNzjp5aSRKUYANBLw1pVitFrQjEA4JKeOj3ZVW8BEYB2e2IjFLPRAwDon6bWzCoVo8eEYgDAJT0+bjVlARGAtnv85HJuPDSXmw7PT3soAABXXdMkRShGjwnFAIBLmuyqVykGQNs9cWrJeWIAQG81tWZWKkCP+ecPAFzSE6eWMz9bcucNh6Y9FADYkydOLTtPDADorWFTM6NSjB4TigEAl/T4yaXce/Nhh/EC0Gq11nEoplIMAOinptbMeG9PjwnFAIBLeuLUcu63gAhAy51YXMvy+jD3qxQDAHqqqcmsSjF6TCgGAFzSE6eWtJoCoPUePzk6I1OlGADQV6P2idMeBUyPUAwAuKjltWGeXVjL/bdaQASg3Z44tZwk5jQAoLeaRvtE+k0oBgBc1JOnJ7vqVYoB0G6TUOwF5jQAoKeaWrVPpNeEYgDART0+WUC82QIiAO32xKml3HxkPtcfnJv2UAAApmJYVYrRb0IxAOCinrSrHoCOePL0sk0eAECvNTWZUSlGjwnFAICLevL0cuZmSu684dC0hwIAe/LkKaEYANBvTVOjUIw+E4oBABf15Knl3HPzocx61QxAi9VaR5ViKp8BgB4b1ur9Pb0mFAMALkqrKQC64PTSepbWhuY0AKC3aq2p2ifSc0IxAOCiRq2mjkx7GACwJ0+eHp2ReZ9KMQCgp5o6+lMoRp8JxQCAba0Nmhw9t6LVFACt98SpUShmowcA0FdNHaVis1IBesw/fwBgW8+cWUmtyX1aTQHQcpNKMRs9AIC+Go5LxYpKMXpMKAYAbOuJ00tJLCAC0H5PnlrO4fnZ3HJkftpDAQCYivOVYkIx+ksoBgBs68mNVlNCMQDa7cnTS3nBLYftjAYAemtyptis10P0mFAMANjWpNXUPTcfmvJIAGBvnjy9bJMHANBr59snTnkgMEVCMQBgW0+dXs6dNxzMwbnZaQ8FAPbkqdMr2gEDAL3WNNonglAMANjWU6dXcq9d9QC03PLaMCcX11SKAQC9NjlTbEapGD0mFAMAtvWUVlMAdMBTZ0btgO/VDhgA6LHhJBRTKUaPCcUAgC3VWvPUmWULiAC03tOnV5Ik995kowcA0F/jTCyzKsXoMaEYALClU0vrWVlvco8FRABa7qnTk0oxcxoA0F/DZtI+ccoDgSkSigEAW7KACEBXPHl6OaUkd92o+hkA6K+NUEwqRo8JxQCALZ0PxSwgAtBuT59Zzh3XH8yBOW+BAYD+0j4RhGIAwDZUigHQFU+dXjGfAQC9N6yTSrEpDwSmyD9/AGBLT59ZyYG5mdx23YFpDwUA9uSpM8sqnwGA3msmoZhKMXpMKAYAbOnJ08u596ZDKV4sA9BitdY8dXo5996kUgwA6LemEYqBUAwA2NJTp5dzjwVEAFru1NJ6Vtab3KN9IgDQc5P2ibMzQjH6SygGAGzp6TPOXwGg/SZnZL5A+0QAoOeaZvSnSjH6TCgGADzPYNjk6NkV568A0HqTUEz1MwDQd+fPFJvyQGCKhGIAwPMcPbeaplpABKD9nj6zkiS5x0YPAKDnho32iSAUAwCe55kz4131FhABaLmnz6xkfrbk9usOTnsoAABTdb5STChGfwnFAIDn2dhVf5NQDIB2e+bMcu668VBm7IgGAHpuIxTzuogeE4oBAM/zzCQUu1H7RADa7ekzKzZ5AAAkGXdPzKxKMXpMKAYAPM/TZ1Zy5MBsbjw8N+2hAMCePHN2xRmZAAA5f6aYQjH6TCgGADzP02eWc/dNh1LsHgOgxWqtKsUAAMaaRvtEEIoBAM9jARGALji1tJ61QZO7zWkAAOfbJwrF6DGhGADwPM+cWcndzhMDoOWePrOcJDZ6AAAkGVbtE0EoBgA8x2DY5Ni5VQuIALTeM2dWkiR3O1MMACDNRigmFaO/hGIAwHM8u7CWYVNzz81CMQDa7elxKHavjR4AAOfPFBOK0WNCMQDgObSaAqArnj6znLmZktuuPzjtoQAATN1wHIo5U4w+E4oBAM8x2VXvTDEA2u7pMyu568ZDFn4AAJKMMzGVYvSaUAwAeI6NUEylGAAt98yZldx1oyoxAIBk05liUgF6zD9/AOA5jp5dyYG5mdxyZH7aQwGAPXnm7EruuUnlMwBAcj4Um1UpRo8JxQCA53jmzEruvvFQihfJALTc0XH7RAAAzp8p5v0+fSYUAwCe4+hZraYAaL+F1UEW14bmNACAsY1KMeet0mNCMQDgOUahmF31ALTbM87IBAB4jqYZ/al9In0mFAMANtRa88zZUftEAGizo2dHoZiNHgAAI8M6aZ845YHAFAnFAIANZ1cGWVlvLCAC0HqTSjFzGgDASNNonwhCMQBgw8aueq2mAGi5Z8ZzmupnAICRcSYmFKPXhGIAwIaN81csIALQcsfOruTGQ3M5fGB22kMBALgmaJ8IQjEAYJOjdtUD0BHPnF3J3SqfAQA21HEoNisVo8eEYgDAhkkodueNB6c8EgDYm2fOrjpPDABgk+G4f+KMUIwem5vGLy2lfFeSv5RkLcnHknxtrfX0Frd7LMm5JMMkg1rrQ1dxmADQO8+cXcnNR+ZzaF6rKQDa7eiZlTx45+3THgYAwDVjIxRzphg9Nq1KsV9K8qm11k9L8pEk//Ait31NrfUzBGIAcOUdPbuqdSIArTdsao4vmNMAADYbd0/MrFCMHptKKFZrfVetdTD+8N1J7pvGOACA5zp2diV3WkAEoOVOLK5m2NTcpR0wAMCGYZ20T5zyQGCKroUzxb4uyS9s87Wa5F2llN8tpbzhKo4JAHrp6NnV3HmDBUQA2u3Y2dUkyR032OgBADDRVGeKwRU7U6yU8stJ7t7iS/+41vqz49v84ySDJD+2zY/5nFrrU6WUO5P8Uinlj2utv77N73tDkjckyQMPPLDn8QNA3zRNzbMLq3bVA9B6x86tJIk5DQBgk6YRisEVC8VqrV9wsa+XUv5mki9N8vm1TrqZPu9nPDX+81gp5aeTvCrJlqFYrfUtSd6SJA899NCWPw8A2N7JpbUMmpo77aoHoOUmlWJaAgMAnDdsRn86U4w+m0r7xFLKa5P8f5J8Wa11aZvbXFdKuWHy9yRfmOSDV2+UANAvR8+OdtVrnwhA2x2dtE+83pwGADDROFMMpnam2PcnuSGjlojvK6W8OUlKKfeWUt4xvs1dSX6zlPL+JL+T5Odrrb84neECQPcdO2dXPQDdcOzcSm697kAOzF0Lx2gDAFwbmlpTSlK0T6THrlj7xIuptb5sm88/leRLxn9/JMmnX81xAUCfHZ+0mlIpBkDLHTu3aj4DALjAsKmZFYjRc7bNAQBJzrdPvMMiIgAtd+zsivkMAOACTU1mhGL0nFAMAEgy2lV/85H5HJqfnfZQAGBPjp1bzV3aAQMAPEdTa2YkAvSchwAAkGR0/opWUwC0XdPUHNc+EQDgeRrtE0EoBgCMHD27mjtvsKsegHY7ubSWQVOFYgAAFxjWqn0ivScUAwCSZLSr/kYLiAC027Gzq0mifSIAwAWapmZmRihGvwnFAIDUOmk1ZQERgHY7dm4lSWz0AAC4QFOTWaEYPScUAwByZnk9a8NGqykAWu/4uVGlmI0eAADPNWqfOO1RwHQJxQCAjQXEO4RiALTc8YXRnHb79eY0AIDNqjPFQCgGAAjFAOiO4+dWc8PBuRw+MDvtoQAAXFOGjVAMhGIAwMaueqEYAG13/Nyq+QwAYAvDxpliIBQDAFSKAdAZx8+t5nbzGQDA89RaMyMRoOc8BACAHDu3moNzM7nh4Ny0hwIAe6JSDABga0NnioFQDAA4v4BYvDgGoOWOn1vNHdcLxQAALjRsama976fnhGIAgF31AHTC8tow51YH5jQAgC3UmsjE6DuhGABgVz0AnfDsgjMyAQC2M2xqZmekYvSbUAwAyPEFlWIAtN+xc0IxAIDtNM4UA6EYAPTd+rDJycU1C4gAtN7xSSim+hkA4HmEYiAUA4DeO7GwlsSuegDa7/i4feKd5jQAgOfRPhGEYgDQe5Nd9bfbVQ9Ayx0/t5pSkluvOzDtoQAAXHOamswIxeg5oRgA9Nyzi0IxALrhxMJqbjlyIHOz3uoCAFxo1D5x2qOA6fJOAQB67tmNSjG76gFot2cXVnObKjEAgC01tWbWmWL0nFAMAHruxOLoTDGVYgC03YmFNfMZAMA2hk3NjFCMnhOKAUDPPXtuNYfnZ3PdwblpDwUA9uTZhdXcfoNQDABgK02TzEgE6DkPAQDouROLa7lN60QAOuDEwpr2iQAA22hqzaxDxeg5oRgA9NyzC6taTQHQeivrw5xbHeQOlWIAAFsaVu0TQSgGAD13/JxQDID2e3ZhNUlyu+pnAIAtNc4UA6EYAPTdicU1C4gAtN6JhbUkyW3X2egBALCVpia6J9J3QjEA6LGmqTm5uKZSDIDW26gU0z4RAGBLw8aZYiAUA4AeO728nmFTVYoB0HqTSjFzGgDA1hpnioFQDAD6bLKr/jaVYgC03PGNM8XMaQAAWxGKgVAMAHrtWQuIAHTEiYW1XH9wLofmZ6c9FACAa5L2iSAUA4Be02oKgK44sbia28xnAADbqjWZEYrRc0IxAOixE+NKsVuvs4gIQLudWFgznwEAXMSw1sjE6DuhGAD02MnFtZSS3HzEIiIA7XZicS23CcUAALbV1JpZZ4rRc0IxAOixE4trufXIAT3FAWi9k4urue06Z2QCMFJKeW0p5cOllIdLKW/a4uufV0o5U0p53/i/b53GOOFqapqkCMXoublpDwAAmB6tpgDoglprTi6u5VZnigGQpJQym+QHkvyFJE8keU8p5e211j+84Ka/UWv90qs+QJiSYVMzq0yGnvMQAIAeO7koFAOg/c6uDLI+rNonAjDxqiQP11ofqbWuJXlbktdNeUwwdU2tOsXQe0IxAOixE4uruf16raYAaLeTi2tJkttUigEw8oIkj2/6+Inx5y702aWU95dSfqGU8inb/bBSyhtKKe8tpbz3+PHj+z1WuGqaWrVPpPeEYgDQYydUigHQAScWVpMktzpTDICRrVb96wUf/16SF9ZaPz3Jv0zyM9v9sFrrW2qtD9VaH7rjjjv2b5RwlTU1mRWK0XNCMQDoqcGwyemldaEYAK13YlIpZk4DYOSJJPdv+vi+JE9tvkGt9WytdWH893ckmS+l3H71hghX37Cp0T2RvhOKAUBPnVpaT6LVFADtN2mfaKMHAGPvSfJgKeXFpZQDSV6f5O2bb1BKubuM+8iVUl6V0Trpias+UriKmqZmRipGzwnFAGAflFJeW0r5cCnl4VLKm7b4+leVUj4w/u+3SimfPo1xbnZicdRq6jatpgDYpJVz2kb7RKEYAEmtdZDkG5O8M8kfJfmJWuuHSilvLKW8cXyzr0jywVLK+5N8X5LX11ovbLEIndLUqn0ivTc37QEAQNuVUmaT/ECSv5BRm473lFLeXmv9w003ezTJn6u1niqlfHGStyT5U1d/tOedXLCrHoDnauucdmJxLdcfnMuh+dlpDgOAa8i4JeI7Lvjcmzf9/fuTfP/VHhdM07CqFAOVYgCwd69K8nCt9ZFa61qStyV53eYb1Fp/q9Z6avzhuzPqaT9VG+evaJ8IwHmtnNNOLq7Z5AEAcAlNk8yoFKPnhGIAsHcvSPL4po+fGH9uO1+f5Beu6Ih24NSSSjEAnqeVc5pQDADg0ppao1CMvtM+EQD2bquXlFv2oi+lvCajBcQ/s83X35DkDUnywAMP7Nf4tnRyXCl28+H5K/p7AGiVVs5pp5bWcucNh67o7wAAaLthrZmVitFzKsUAYO+eSHL/po/vS/LUhTcqpXxakh9K8rpa64mtflCt9S211odqrQ/dcccdV2SwE6cW13LT4fnMzXo5AMCGls5p67nliEoxAIDt1FpTq/aJYBUMAPbuPUkeLKW8uJRyIMnrk7x98w1KKQ8k+akkf6PW+pEpjPF5Ti6tazUFwIXaOactruXW61Q+AwBspxnX/gvF6DvtEwFgj2qtg1LKNyZ5Z5LZJD9ca/1QKeWN46+/Ocm3Jrktyb8qoxegg1rrQ9MaczKqFLvliAVEAM5r45y2vDbM8vowN6sUAwDY1nCcimkWQ98JxQBgH9Ra35HkHRd87s2b/v63kvytqz2uizm5uJZ7b3b+CgDP1bY57dTS6IxM1c8AANtr6igUm3GmGD0nFwaAnjq1tOb8FQBa7+TiKBQzpwEAbG8jFNM+kZ4TigFAT43OX7GACEC7qRQDALi0yZlis0Ixek4oBgA9tLw2zOqgyS0WEAFouVNL60mSW69zTiYAwHYmZ4rJxOg7oRgA9NDJya56raYAaLlT2icCAFxSMw7FZp0pRs8JxQCghzYWEFWKAdByJxfXUkpy02GVYgAA25mcKSYUo++EYgDQQycXJ+evWEAEoN1OLa3lpsPzmZv19hYAYDvDOmmfKBSj37xrAIAeOjVun3izVlMAtNzJxTWtEwEALqFpRn/OCsXoOaEYAPSQ81cA6IrTS+u5+YjKZwCAi5m0T9Q9kb4TigFAD51aWnf+CgCdcGpJpRgAwKUMm3EoJhWj54RiANBDZ5bXc+OheQfsAtB6KsUAAC5tXCimfSK9JxQDgB46tbRmARGATji9tJabD6sUAwC4mOGkfaJEgJ7zEACAHjq1tJ6btZoCoOXWBk0W14a5xUYPAICLGjZNkmROKkbPeQQAQA+NdtVbQASg3U4vrSWJ6mcAgEtYG4wqxeZntU+k34RiANBDp5fW7aoHoPVOL68niepnAIBLGKgUgyRCMQDopdGZYhYQAWi3U4ujSrFbzGkAABe1PhxVis2pFKPnhGIA0DODYZNzKwOtpgBovVNLk0oxcxoAwMUMhqNKsQOzIgH6zSMAAHrmzLjVlF31ALTdmWVnigEA7MT5SjGRAP3mEQAAPWNXPQBdMZnTbPQAALi49cmZYton0nNCMQDomdNLk131FhABaLdTS2uZny05cmB22kMBALimDcaVYvMzIgH6zSMAAHrm9KRS7LBKMQDa7czSem46fCCl2PEMAHAxkzPFVIrRd0IxAOiZ08vaJwLQDaeX1s1nAAA7sDYOxeadKUbPeQQAQM+cmYRih7VPBKDdziyvq3wGANiBjfaJKsXoOaEYAPTMmeX1lJLccGhu2kMBgD05s7yem4RiAACXNGgm7RNFAvSbRwAA9MyZpbXccHAuMzN2hwHQbmeW13OT9okAAJe0PqkUsxZAzwnFAKBnziyv5+YjWicC0H4qxQAAdmbdmWKQRCgGAL1jARGALlgfNllYHZjTAAB2YHKm2Jwzxeg5oRgA9MxpoRgAHXB2eT1JcrM5DQDgktYblWKQCMUAoHdUigHQBWfGoZgzxQAALm2jUsyZYvScUAwAeubs8roFRABabyMUs9EDAOCSBsMmpSSzQjF6TigGAD1Sa1UpBkAnnA/FDkx5JAAA1761Yc38zExKEYrRb0IxAOiRpbVh1odVKAZA66kUAwDYucGwydysQAyEYgDQI5MFxJstIALQchtzmpbAAACXNGiq88QgQjEA6BW76gHoijNLozntxkPmNACAS1kfNjkwJw4AjwIA6JGz41DsRqEYAC13dmU9h+dnLe4AAOzA+rDJ3IzXTeBRAAA9cnZlkMSuegDa7+zyIDcenpv2MAAAWmEwrM4UgwjFAKBXzleKWUQEoN3Orqzb5AEAsEPrTc38rDgAPAoAoEfOrjh/BYBuOLuyrh0wAMAODYZN5lWKgVAMAPrk7PKofeINh1SKAdBuZ5cHudF8BgCwI84UgxGPAgDokbMr67nuwGzmtEwAoOVUigEA7Nz6sKoUgwjFAKBXzixbQASgG84sO1MMAGCnBk1jgyxEKAYAvXLWAiIAHVBrHc1ph7VPBADYCZViMCIUA4AeGbWasoAIQLstrg3T1NjoAQCwQ+vDJvMqxUAoBgB9cnZ5YAERgNY7u7yeJFoCAwDs0GBYMzejUgyEYgDQI6NKMQuIALTb2ZVxKGajBwDAjqwPnSkGiVAMAHpldKaY9okAtNvZ5UGSaAkMALBDg8aZYpAIxQCgN5qm5tzqQKUYAK230T5RpRgAwI4MnCkGSYRiANAbi2uD1JrcoFIMgJY7tzoKxcxpAAA7sz6smZsRB4BHAQD0xLmVUaupG+yqB6DlzGkAALuzPmy0T4QIxQCgN84vINpVD0C7mdMAAHZn0NTMCcVAKAYAfXFuZdRq6vqDFhABaLdzK4PMz5YcnPOWFgBgJ9adKQZJhGIA0BvnVrWaAqAbzq2s54ZD8ynFbmcAgJ0QisGIRwEA9MSk1dSNWk0B0HLnVgZaJwIA7MJgWDM3Y0MRCMUAoCcm7RNVigHQdgurQjEAgJ2qtY7PFBMHgEcBAPTEpFLMIiIAbXduZT03HLTJAwBgJwZNTZIcmFUpBkIxAOiJhZVBZkpy5MDstIcCAHtybmWQ623yAADYkfVhkyQqxSBCMQDojXMr67n+4FxKsTMMgHZzphgAwM6tD0eVYs4UA6EYAPTGaAFRqykA2u/cynpuNKcBAOzIYFwpNq9SDIRiANAXZ+2qB6ADaq1ZWDWnAQDs1ORMMaEYCMUAoDcWVtctIALQektrwzQ1uf6gOQ0AYCfWBpMzxbRPBKEYAPTEaFe9VlMAtNvC6iBJzGkAADt0vlJMKAZCMQDoiYWVQa6zqx6Alju3MgrFrjs4O+WRAAC0w+RMsbkZcQB4FABATyysDrWaAqD1FjcqxcxpAAA7sT50jgSjrQAALrNJREFUphhMeBQAQE8srg5yvV31ALTcpH3idQeEYgAAOzFoRpVi2ieCUAwAemEwbLK8Psz1B52/AkC7TUKx61WKAQDsyPqkfaJKMRCKAUAfLK4Nkzh/BYD2WxifKaYlMADAzmy0T5xRKQZCMQDogQXnrwDQEYtrQjEAgN0YjEMxlWIgFAOAXlicnL9iARGAlju3Yk4DANiNdWeKwQahGAD0wDmtpgDoiMXVQeZnSw7OeTsLALAT64NJKOb1E3gUAEAPTCrFhGIAtN3C6iDXHZxLKXY6AwDsxKCZtE/0+gmEYgDQAxuhmDPFAGi5hdWBTR4AALuwPhxVis3NiAPAowAAeuDc5EyxAxYRAWi3hRWhGADAbgyGo0qxA9onglAMAPpA+0QAumJxbdQ+EQCAndmoFNM+EYRiANAHk1DMIiIAbbewOrTJAwBgF9adKQYbhGIA0AOLa8McmJ3JgTlTPwDttrQ6yHUHZ6c9DACA1hiMK8XmnSkGQjEA6IOl1UGOWEAEoAOW1oY54oxMAIAdm5wpNm+jLAjFAKAPFlaHuc4CIgAdsLA6yHUHbPQAANiptcmZYjPaJ4JQDAB6YGlNqykAumE0p9noAQCwUxuVYrPiAPAoAIAeWNRqCoAOWBs0WR9WoRgAwC4MmialJLMqxUAoBgB9sLSqUgyA9ltaGyRJjmifCACwY+vDqkoMxjwSAKAHVIoB0AWLa8MkcU4mAMAuDIZN5lWJQRKhGAD0wuLqINdrNQVAyy2ujirFtE8EANi59WGTOZVikEQoBgC9sLQ20GoKgNabhGJHtAQGANix9aZmflalGCRCMQDohcXVoV31ALTekvaJAAC7Nhg2zhSDMY8EAOi4YVOzvD5UKQZA621UipnTAAB2bDCsmVMpBkmEYgDQeUtrowVEZ4oB0HaL5jQAgF1bGzaZnxEFQCIUA4DOm7SaOmxXPQAtt7g6mtNUigEA7JxKMThPKAYAHTcJxSwgAtB2yzZ6AADs2qBpMqdSDJIIxQCg8ybtEw/PazUFQLud3+hhTgMA2Kn1Yc38nCgAEqEYAHTeskoxADpiaX2QA3MzmZ3R/gcAYKfWh03mvX6CJEIxAOg87RMB6IrltaH5DABgl5wpBucJxQCg45acvwJARyytDXNk3nwGALAb602T+VlRACRCMQDovOX10Zlizl8BoO2W14Y2eQAA7NJgWIViMOaRAAAdp30iAF2xtDawyQMAYJfWh03mnCkGSYRiANB5y9onAtARSyrFAAB2bX2ofSJMeCQAQMdtnCnmDBYAWm55fWg+AwDYpUFTMzerUgwSoRgAdN7S2jDzs8WuMABab2ltqB0wAMAuOVMMzvNIAICOW14b2FUPQCcsa58IALBro/aJKsUgEYoBQOeNdtXPTXsYALBnS2sDlWIAALu0PmwyNyMKgEQoBgCdt7yu1RQA3TCa02z0AADYjcHQmWIwIRQDgI5bWR/mkPaJALRc09SsrDfmNACAXVpvmhxwphgkEYoBQOctrzt/BYD2Wx00SeKcTACAXVIpBucJxQCg45bXhhYQAWi95fVhkuTwvLexAAA7VWvNoKnOFIMxjwQA6DitpgDogpVJKKb6GQBgx9aHNUkyr1IMkgjFAKDzRmeKmfIBaLdJpZiNHgAAOzdoRi2o550pBkmEYgDQecvr2icC0H7La0IxAIDdmlSKzQnFIIlQDAA6b3l9qNUUAK230T5RKAYAsGPrw0mlmPaJkAjFAKDzVlSKAdABK+ujBR0bPQAAdm4wqRSbEQVAIhQDgE5rmpqV9SYHhWIAtNzGmWJz5jQAgJ1SKQbPJRQDgA5bHYx31QvFAGi5SSh2+IC3sQAAOzVoRpVi884UgyRCMQDotI0FxHlTPgDttrI2rhSz0QMAYMcmlWJzKsUgiVAMADptZWNXvQVEANptZTDZ6GFOAwDYqY1QzJlikEQoBgCdtnH+igVEAFpuWaUYAMCuDYaT9okqxSARigFAp00qxQ7OWUAEoN1W1ke7nIViAAA7N2hGr6GcKQYjHgkA0GHnFxBN+QC028pgmPnZktkZu5wBAHZqfVwp5kwxGLFCBgAdtjpQKQZAN6yuN+YzAIBdmpwpplIMRjwSAKDDVlWKAdARK4Oh+QwAYJcmZ4rNqbaHJEIxAOg0lWIAdIVKMQCA3VMpBs/lkQAAHeZMMQC6YmUwzEHzGQDArgyaUaWYUAxGPBIAoMM2KsXm7awHoN1UigEA7N6kUmxuVvtESIRiANBpG5Vic6Z8ANpt1ZliAAC7tj4+U2x+xusoSIRiANBpKsUA6IpRpZi3sAAAuzGYnCk2p1IMEqEYAHSaSjEAumJlMMwhmzwAAHZlfXym2JxKMUgiFAOATlsdDDM3UzLnQF0AWm51vckhZ4oBAOzK+mBcKeZMMUgiFAOATlvRagqAjlgZDHPQmWIAALsyaEahmM2yMOKRAAAdtrKu1RQA3bCyPlQpBgCwS+vDUftElWIwIhQDgA5bHTQ5oFIMgA4wpwEA7N5gEoo5UwySCMUAoNPWBtonAtAN5jQAgN0bNE1mSjIzo1IMEqEYAHTaml31AHSEOQ0AYPfWho3zxGATjwYA6LC1oQVEANpv2NQMmmpOAwDYpcGw5oBQDDZ4NABAh60Ohjk4NzvtYQDAnqwNmiQxpwEA7NJg2GRuVutEmBCKAUCHrQ0aO8IAaL1JKKZSDABgd9abmrkZr6FgwqMBADrM+SsAdMHqcJhEKAYAsFvrgybzKsVgg3cUANBhq0IxADpgo32i6mcAgF0ZNFX7RNjEOwoA6LC1QZODQjEAWm51EorNm9MAAHZjfdhk3sYi2ODRAAAdplIMgC7YOFPMgg4AwK4MhjXzzhSDDR4NANBha0OVYgC030YoZk4DANiV9WGjfSJs4h0FAHTY2qCxqx6A1lsbCsUAAC7HelMzZ10ANng0AECHrQ6GOTg/O+1hAMCerK6PzxSbM6cBAOzGYNjkgEox2CAUA4AOWxs0mffiF4CWWxsOk8ScBgCwS4NhzZwzxWCDRwMAdNSwqWlqcmDWrnoA2m1tUJNonwgAsFtrzhSD5/COAgA6an18/sr8nBe/ALTbZE5zTiYAwO4MmibzXkPBBo8GAOioNQuIAHTExkYPcxoAwK4MhlULatjEOwoA6Kj1gQVEALrhfPWzOQ0AYDfWh03mrAvABo8GAOio9eHo/BWhGABtt7Yxp9nlDACwG4OmZn7GayiYsEoGAB11vtWUF78AtNuk+llLYACA3VkfqBSDzTwaAKCjNs4U02oKgJZbN6cBAFyW9abqIAObeDQAQEdtLCB68QtAy52vfjanAQDsxmDY6CADm3hHAQAdtT5wphgA3TA5U2zOeRgAALsyGNbMzVgXgAmPBgDoqEn7xHmtpgBoufVhkwOzMylFKAYAsBtrKsXgOaySAUBHnW815cUvAO22PrCYAwBwOQbOFIPn8GgAgI5yphgAXbE+bFQ+AwDsUq01w6ZmzuYi2OBdBQB01CQUmxOKAdBya87CAADYtfWhs8bhQh4NANBRa4PJi187wgBot9GZYuYzAIDd2NgsO+N1FEwIxQCgowbN5Ewx0z0A7TYYNiqfAQB2aTCuFPM6Cs7zaACAjho24xe/doQB0HKDpprPAAB2ab2ZnDXudRRMCMUAoKMmvcOdwQJA2w2GDogHANgtlWLwfB4NANBRg0nvcIuIALTcoGls8gAA2CVnisHzeVcBAB21PmmfKBQDoOXWhzXz5jMAgF2ZhGLOGofzPBoAoKMmlWLzdtYD0HKDptH2BwBglwbjzbJCMTjPowEAOup873A76wFot/Vh1fYHAGCX1h2rAM8jFAOAjrIjDICuGDbVYg4AwC5NNstqQw3nWSUDgI4aOFAXgI4YDJvMaQcMALArG5ViXkfBBo8GAOio9XGl2KxQDICWWx9WO5wBAHZpfaiDDFzIowEAOmowbDI/W1KKRUQA2m3QqBQDANitQTOqFLO5CM7zrgIAOmrQVAuIAHTCYOhMMQCA3ZqcKTanUgw2eDQAQEcNhtV5YgB0wmijhzkNAGA31pw1Ds8jFAOAjho2TWbtqgegA4ZNzazqZwCAXZlUih2Y8zoKJjwaAKCjhtWuegC6YahSDABg1yZninkdBecJxQCgo4ZNzUzxwheA9hs0VfUzAMAurY8rxeadKQYbPBoAoKOcKQZAVwybJrM2egAA7Mr65Ewxm4tgg1AMADpqWO2qB6AbRmeKmdMAAHZjMA7FVIrBeR4NANBRw6baVQ9AJzhTDABg9zbaJ86IAWDCowEAOmpgVz0AHWFOAwDYvUGjfSJcSCgGAB3VWEAEoCOaak4DANitSaWYUAzOE4oBQEeNdtWb6gFov4H2iQAAu7awOsjcTMkBZ4rBBo8GAOioYVPjdS8Abdc0NbUmM0IxAIBdOXpmJXfdeCjFeeOwwVIZAHTUUKUYAB0wrOO2P0IxAIBdeebsSu668eC0hwHXFCtlANBRQ62mAOiAYTMKxVSKAQDszjNnV3L3TYemPQy4pgjFAKCjBk2TWS0SAGi5wTgUM6cBAOzO0TMrufvGw9MeBlxThGIA0FFNTXRPBKDtmnH7xFmVYgAAO3ZuZT2La8PcfZP2ibCZpTIA6KimqZmxqx6Almsm7RPNaQAAO3b07EqS5K4btU+EzYRiANBRTa121QPQeuNMzJwGALALT58ZhWJ3C8XgOYRiANBRw5oUu+oBaLnhRqXYlAcCANAiz0xCsZuEYrCZUAwAOqrWmlkLiAC0XB2fKTYjFQMA2DHtE2FrQjEA6KihM8UA6IBhdaYYAMBuPXN2JTcfmc+h+dlpDwWuKVMJxUop/7SU8oFSyvtKKe8qpdy7ze1eW0r5cCnl4VLKm672OAGgzZpqVz0A7bdxpphQDABgx545s+o8MdjCtCrFvqvW+mm11s9I8nNJvvXCG5RSZpP8QJIvTvKKJF9ZSnnFVR0lALRY01TnrwDQes04FZOJAQDs3NGzK1onwhamEorVWs9u+vC6JHWLm70qycO11kdqrWtJ3pbkdVdjfADQBU2tmZWKAdByzbh9ojkNAGDnnjm7olIMtjA3rV9cSvn2JF+d5EyS12xxkxckeXzTx08k+VNXYWgA0AlNrSm21QPQcpP2ic4UAwDYmfVhk2cXVnPXTUIxuNAVqxQrpfxyKeWDW/z3uiSptf7jWuv9SX4syTdu9SO2+NxWFWWT3/eGUsp7SynvPX78+P7cCQBosaZaQASg/YbaJwIA7Mrxc6upNSrFYAtXrFKs1voFO7zpv0vy80n+yQWffyLJ/Zs+vi/JUxf5fW9J8pYkeeihh7YNzwCgL5paM2sBEYCWq9onAgDsyjNnV5Ik96gUg+eZyplipZQHN334ZUn+eIubvSfJg6WUF5dSDiR5fZK3X43xAUAXDJuqUgyA1huOQzFzGgDAzjxzZhSK3aVSDJ5nWmeKfUcp5eVJmiQfT/LGJCml3Jvkh2qtX1JrHZRSvjHJO5PMJvnhWuuHpjReAGidWuNMMQBar2lGfyoUAwDYmUkodrdKMXieqYRitda/us3nn0ryJZs+fkeSd1ytcQFAl9RaLSAC0Ho1kzPFTGoAADtx9OxKDszN5JYj89MeClxzptI+EQC48pqaWD8EoO3G3RNjSgMA2Jlnzq7krhsP2lQEWxCKAUBH1dQUS4gAtNxGKGZRBwBgR545s5K7nScGWxKKAUBHVZViAHTARvvEKY8DAKAtjp5dyV1CMdiSUAwAOqpGKAZA+52vFJvuOAAA2qDWmmfOqhSD7QjFAKCjRpViVhABaLdxJpYZcxoAwCWdXR5kZb3J3TcJxWArQjEA6Khaq1ZTALRes1EqNt1xAAC0wTNnV5JE+0TYhlAMADpK+0QAukAmBgCwc0+fWU4SlWKwDaEYAHTUqFLMEiIAbTdKxbQEBgC4tKPjSjFnisHWhGIA0FEqxQDoApViAFyOUsprSykfLqU8XEp50xZfL6WU7xt//QOllFdOY5yw3545s5okufPGg1MeCVybhGIA0FG1WkAEoP3GmZiNHgDsWCllNskPJPniJK9I8pWllFdccLMvTvLg+L83JPnBqzpIuEKeObuS2647kINzs9MeClyThGIA0FG1Vq2mAGi9SaXYjDkNgJ17VZKHa62P1FrXkrwtyesuuM3rkvxoHXl3kptLKfdc7YHCfjt6diV3aZ0I25qb9gAAgCujVrvqAWi/ZpyKmdIA2IUXJHl808dPJPlTO7jNC5I8faUG9X++44/yQ7/56JX68ZAkGTY1n/8n7pz2MOCaJRSDFnjFvTdOewhAC73hc1+ST3mB5w8A2u0FNx/ON77mZbnvliPTHgoA7bHVXop6GbcZ3bCUN2TUYjEPPPDAZQ/q1S+9LfOzGndx5X3Rp9w97SHANUsoBi3wT/7Sp0x7CEALfdPnPzjtIQDAnt1/65H8vS96+bSHAUC7PJHk/k0f35fkqcu4TZKk1vqWJG9JkoceemjL4GwnXvPyO/Oal6vgAZgmWxMAAAAAgC55T5IHSykvLqUcSPL6JG+/4DZvT/LVZeTVSc7UWq9Y60QArg0qxQAAAACAzqi1Dkop35jknUlmk/xwrfVDpZQ3jr/+5iTvSPIlSR5OspTka6c1XgCuHqEYAAAAANAptdZ3ZBR8bf7cmzf9vSb5hqs9LgCmS/tEAAAAAAAAOk8oBgAAAAAAQOcJxQAAAAAAAOg8oRgAAAAAAACdJxQDgH1QSnltKeXDpZSHSylv2uLrpZTyfeOvf6CU8sppjBMALsWcBgAAdJVQDAD2qJQym+QHknxxklck+cpSyisuuNkXJ3lw/N8bkvzgVR0kAOyAOQ0AAOgyoRgA7N2rkjxca32k1rqW5G1JXnfBbV6X5EfryLuT3FxKuedqDxQALsGcBgAAdJZQDAD27gVJHt/08RPjz+32NgAwbeY0AACgs4RiALB3ZYvP1cu4TUopbyilvLeU8t7jx4/vy+AAYBfMaQAAQGcJxQBg755Icv+mj+9L8tRl3Ca11rfUWh+qtT50xx137PtAAeASzGkAAEBnCcUAYO/ek+TBUsqLSykHkrw+ydsvuM3bk3x1GXl1kjO11qev9kAB4BLMaQAAQGfNTXsAANB2tdZBKeUbk7wzyWySH661fqiU8sbx19+c5B1JviTJw0mWknzttMYLANsxpwEAAF0mFAOAfVBrfUdGi4SbP/fmTX+vSb7hao8LAHbLnAYAAHSV9okAAAAAAAB0nlAMAAAAAACAzhOKAQAAAAAA0HlCMQAAAAAAADpPKAYAAAAAAEDnCcUAAAAAAADoPKEYAAAAAAAAnScUAwAAAAAAoPOEYgAAAAAAAHSeUAwAAAAAAIDOE4oBAAAAAADQeUIxAAAAAAAAOk8oBgAAAAAAQOcJxQAAAAAAAOg8oRgAAAAAAACdJxQDAAAAAACg84RiAAAAAAA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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -1118,15 +1152,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[48] loss: 0.000\n"
+      "[48] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -1137,15 +1171,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[49] loss: 0.000\n"
+      "[49] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -1156,15 +1190,15 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[50] loss: 0.000\n"
+      "[50] loss: 117.803\n"
      ]
     },
     {
      "output_type": "display_data",
      "data": {
-      "image/png": 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aDcwckQBgp5yMMZ1ytLqBh9/ezVmjEjlvTJLb5XSKhUQnWLuEMeZUPPRWDtUNzfx4XiYi3eepcx1hIdFJ1i5hjOmMHYVVPPd5PtfPHMbo5H5ul9NpFhKdZO0SxpiOUlXuX7mdAX3C+bcLR7tdzinxKSREJF5EVovIHuc9ro355ohIjojkisi9rcb/XUQ2Oa/9IrLJGZ8uIrWtpj3pS53+dKJd4tO8Iy5XYozp7l7eeIjP9x/le3PGMiA63O1yTomvRxL3AmtUNQNY4wx/iYiEAo8BlwCZwCIRyQRQ1WtUdYqqTgFeBF5qtWjeiWmqeruPdfrN0Phohsb34aNcCwljTNsqaxv5xaqdTBkay9VZQ90u55T5GhLzgWXO52XAAi/zzAByVXWvqjYAy53lviAtLTlXA8/5WE+XOG/0QD7JK6O+qdntUowx3dRv3srhaHUDDyyYQEhIcDVWt+ZrSCSrahGA8z7QyzyDgYOthgucca2dDRSr6p5W44aLyEYReV9EzvaxTr86d3QSNQ3N1kWHMcarzQcr+NPaA1w/cxgTBg9wuxyftHtfuIi8DQzyMukHHdyGtwg9+dKgRXz5KKIISFPVMhE5DXhFRMarapWX+m4FbgVIS0vrYEm+OXNUAhGhIbyXU8KsUYldsk1jTHBobPZw70tbGdgvku9ePMbtcnzW7pGEql6oqhO8vFYAxSKSAuC8l3hZRQHQ+oTcEKDwxICIhAFXAH9vtc16VS1zPq8H8gCvlwao6lJVzVLVrKSkrrlJJToijBnD43l/d2mXbM8YEzye+WgfO4uq+Ok3x9MvKjgbq1vz9XTTSmCx83kxsMLLPOuADBEZLiIRwEJnuRMuBHapasGJESKS5DR4IyIjgAxgr4+1+tV5Y5LYXXycwopat0sxxnQTB8qq+e3bu7lwXDIXj/d2Aib4+BoSDwKzRWQPMNsZRkRSRWQVgKo2AXcBbwI7gedVdXurdSzkqw3W5wBbRGQz8AJwu6oe9bFWvzp3dMtRy3s5djRhjGm5J+LeF7cSHhLCzxaMD7o7q9viU1+1zimhC7yMLwTmthpeBaxqYx03ehn3Ii2XxHZbowb2ZXBsH97fXcK1p3dNW4gxpvt67vODfLq3jF9eMZGUAX3cLsdv7I7rUyQinDsmiY/2HLFLYY3p5Yoqa/nFqp2cOTKBhdOD954IbywkfDA7M5nqhmY+ybUO/4zprVSVe17YQrNHefCKST3mNNMJFhI+OHNkAv0iw3hj22G3SzHGuOS5zw/y4Z4jfH/uWNISot0ux+8sJHwQGRbKN8YNZPXOYpqtV1hjep38shoeeG0HZ41K5LrTh7ldTkBYSPjo4vGDOFrdwLr93eriK2NMgDV7lO++sJlQEX515aSg7nrj61hI+Ojc0UlEhoXYKSdjepk/friXz/cd5cfzMhkc23OuZjqZhYSPYiLDOGd0Em9uP4yqnXIypjfYdqiSh97KYe7EQVx52hC3ywkoCwk/uHj8IIoq69hSUOl2KcaYAKtrbOb//n0T8TER/HzBxB53NdPJLCT84MJxAwkNEV63U07G9HgPvLaD3JLj/PqqycTFRLhdTsBZSPhBbHQEZ41K5NXNhfbsa2N6sDe2FfGXtfncds4Izs7omg5F3WYh4ScLpqZyqKKW9fn2jAljeqJDFbXc88IWJg0ZwH9cFPxdgHeUhYSfXJQ5iD7hoby88ZDbpRhj/Kyp2cP/Xb6RZo/yyMKpRIT1nq/O3rOnARYTGcZF45N5bUsRDU0et8sxxvjRQ6t3s25/OT+/fCLpiTFul9OlLCT8aMGUwVTWNvJejrdnLxljgtG7u0p44r08Fs0YyoKpJz95ueezkPCjszISSYiJYMWmwvZnNsZ0e4UVtfzb85sYl9Kfn8wb73Y5rrCQ8KPw0BAum5TC2zuLqaprdLscY4wPGpo83Pm3DTQ1K49fN42o8FC3S3KFhYSfLZg6mPomD29stXsmjAlmD7y2g435Ffz3lZMY3svaIVqzkPCzKUNjGZkUw/J1+W6XYow5RS9vLOBPnx7g1nNGMHdiitvluMpCws9EhEUz0tiQX0HO4WNul2OM6aSdRVXc99JWZo6I556Le8/9EG2xkAiAK6YNISI0hOc+t6MJY4JJeXUDt/45mwF9wvn9ommEhdpXpP0EAiA+JoI5Ewbx0oYC6hrt+dfGBIOmZg93PbeB4sp6/nB9Fkn9It0uqVvwKSREJF5EVovIHuc9ro35nhGREhHZ1tHlReQ+EckVkRwRudiXOt2waEYaVXVNrNpa5HYpxpgO+OXru/g4t4yfXz6BKUNj3S6n2/D1SOJeYI2qZgBrnGFvngXmdHR5EckEFgLjneUeF5Gguv5s5oh4hifG2CknY4LAi+sLePqjfdx4ZjpXZQ11u5xuxdeQmA8scz4vAxZ4m0lVPwC8Pd+zreXnA8tVtV5V9wG5wAwfa+1SLQ3YQ1m3v5w9xdaAbUx3tf7AUe57aStnjkzgB5eOc7ucbsfXkEhW1SIA532gn5YfDBxsNV+BM+4rRORWEckWkezS0tJObj6w/mXaEMJDhb+sPeB2KcYYLwrKa7j1T+tJjY3i8eumEW4N1V/R7k9ERN4WkW1eXvMDWJe3Rz15fVCDqi5V1SxVzUpK6l79uyf0jWTe5FT+sb6Aylq7A9uY7uR4fRO3LMumodnD0zdOJza65z9A6FS0GxKqeqGqTvDyWgEUi0gKgPPe2Z7t2lq+AGh9YnAIEJQdIt181nBqGppZbm0TxnQbTc0e/vVvG9hTcpzHr5vGyKS+bpfUbfl6bLUSWOx8Xgys8NPyK4GFIhIpIsOBDOBzH2t1xfjUAcwcEc+yT/bT1GxdiBvjNlXlp6/u4N2cUv5r/vhe84S5U+VrSDwIzBaRPcBsZxgRSRWRVSdmEpHngE+BMSJSICI3f93yqrodeB7YAbwB3KmqQXvDwS1njaCwss6egW1MN/D0R/v489qWLjeuO32Y2+V0e6Lac57JnJWVpdnZ2W6X8RUej3LBb95nQJ9wXrlzltvlGNNrvbGtiO/8dQNzxg/isWunERLirfmz9xGR9aqa5W2aNeV3gZAQYcmsdDYdrGD9AXsGtjFuWLf/KHcv38TkIbH89popFhAdZCHRRf5l2hD6R4Xx1Id73S7FmF4nt+QYtyzLZnBsH565cXqvfTbEqbCQ6CIxkWHccEY6b2w/TG6J3VxnTFcprqpj8TPrCA8NYdmSGcTH2KWunWEh0YVuOms4fcJDefSdXLdLMaZXqKxpZPEzn1NR08CzS6aTlhDtdklBx0KiC8XHRHD9zGGs3FzIviPVbpdjTI9W29DMzcvWkVd6nCevP40Jgwe4XVJQspDoYrecPYKIsBAee9eOJowJlMZmD3f8dT3r88t5+Jqpdi+EDywkulhSv0gWzUjj5Y2HOHi0xu1yjOlxPB7lnhe28G5OKQ8smMClk3r340d9ZSHhgtvOGUmoCI+/l+d2Kcb0KKrKj1Zs4+WNh/juRaPtZjk/sJBwwaABUVw9fQgvrD9IQbkdTRjjD6rKL1/fxV8/y+f2c0dy5/mj3C6pR7CQcMkd540iRITfvLXb7VKM6REeWZPL0g/2csMZw/jenDGI2M1y/mAh4ZLU2D7cOCudlzcdYkdhldvlGBPU/vB+Hr99ezdXnjaE++eNt4DwIwsJF91x7ij6R4Xzqzd2uV2KMUHrqQ/38svXd3HZpBR+9S+TrLsNP7OQcNGA6HDuPH8k7+8u5ZPcI26XY0zQefbjfTzw2k7mThzEw9dMIdQCwu8sJFx2wxnppA6I4sE3duHx9JweeY0JtD9/up/7X93BxeOT+d3CqYTZo0cDwn6qLosKD+XfLxrDloJKVm0rcrscY4LCsx/v40crtnPhuIH8fpE9mzqQ7CfbDVw+dTBjB/Xjwdd3UdcYtM9WMqZLPPXhXu5/dQezM5N5/LrTiAizr7FAsp9uNxAaIvxk3ngKymt5wm6wM6ZNf3g/jwde28klEwbx+HXTLCC6gP2Eu4kzRiYwb3IqT7yfR36Z3WBnTGuqyqPv7PniKqZHFk21U0xdxH7K3cj3544lLET4r39ud7sUY7oNVeVXb+Tw67d2c8XUwTx8zRQLiC5kP+luJGVAH+6+IIO3d5bwzq5it8sxxnUej/LjFdt58v08vjUzjV9fNdmuYupiPv20RSReRFaLyB7nPa6N+Z4RkRIR2XbS+P8RkV0iskVEXhaRWGd8uojUisgm5/WkL3UGk5tmDWdkUgz3r9xhjdimV2tq9vDdFzbz57UHuO3cEfxs/gS7Uc4FvkbyvcAaVc0A1jjD3jwLzPEyfjUwQVUnAbuB+1pNy1PVKc7rdh/rDBoRYSH89JsTyD9aY73Eml6rrrGZ2/+ynpc2HOI/Zo/m3jljrasNl/gaEvOBZc7nZcACbzOp6gfAUS/j31LVJmdwLTDEx3p6hLMyEpk/JZXH3821fp1Mr1NZ28j1T3/Gml0l/Gz+eP71ggwLCBf5GhLJqloE4LwP9GFdNwGvtxoeLiIbReR9ETm7rYVE5FYRyRaR7NLSUh82373cP288sdHh/OcLm2ls9rhdjjFdoqSqjmv+8CmbDlbw+0VTuf6MdLdL6vXaDQkReVtEtnl5zfdXESLyA6AJ+KszqghIU9WpwL8DfxOR/t6WVdWlqpqlqllJST3nEYVxMRH8bP4EthdWsfSDvW6XY0zA5ZUe54onPiH/aA3P3Didyyalul2SAcLam0FVL2xrmogUi0iKqhaJSApQ0tkCRGQxcBlwgaqqs816oN75vF5E8oDRQHZn1x/MLpmYwqUTU/jd23uYnZnM6OR+bpdkTEBk7z/KLX/KJixEWH7rTCYNiXW7JOPw9XTTSmCx83kxsKIzC4vIHOB7wDdVtabV+CQRCXU+jwAygF755/RP548nJjKU/3xhC0122sn0QK9vLeLapz4jLjqCl74zywKim/E1JB4EZovIHmC2M4yIpIrIqhMzichzwKfAGBEpEJGbnUmPAv2A1Sdd6noOsEVENgMvALer6lcavnuDxL6R3P/N8Ww+WMGT79vVTqbnUFWe+Wgfd/xtAxNS+/Pid84kLSHa7bLMScQ5w9MjZGVlaXZ2zzsjparcvXwTq7YW8fxtMzltWLzbJRnjk6ZmDz99dQd/Xnvgi66+o8JD3S6r1xKR9aqa5W2a3boYBESEn18+gdTYKO5+bhOVtY1ul2TMKauqa+SmZdlf3CT3xHWnWUB0YxYSQaJ/VDiPLJxKcVUd339pKz3pCND0HgeP1nDlE5/wSe4RHrxiIvddMs7uou7mLCSCyNS0OP7jojG8trWI5esOul2OMZ2ydm8Z8x/7mKLKOpbdNIOFM9LcLsl0gIVEkLntnBGcnZHIT1/dzu7iY26XY0yH/GXtAb711GfERoez4s5ZzBqV6HZJpoMsJIJMSIjw0NWT6RsZzm1/Xm/tE6Zba2z28MNXtvLDV7ZxVkYir9w5ixFJfd0uy3SChUQQGtgviie/NY2C8hrufm4jzR5rnzDdT8mxOq7742f8ZW0+t507gqcXT6d/VLjbZZlOspAIUlnp8fz0mxN4f3cpv34rx+1yjPmS7P1HueyRj9h6qJLfLZzCfZeMI9QaqINSu91ymO7r2tPT2F5YyRPv5ZGZ0p95k62vG+MuVWXZJ/t54LWdDI7rw59unsHYQV67XTNBwkIiyP1k3nh2Fx/jP1/YzIikGManDnC7JNNLVdc38f2Xt7JiUyEXjhvIQ1dPYUAfO70U7Ox0U5CLCAvh8etOIy46gpueXcehilq3SzK90M6iKuY9+hGvbi7kuxeNZun1WRYQPYSFRA+Q1C+S/10ynZqGZhY/8zkVNQ1ul2R6CVVl+ef5LHjsY47XNfG3b8/krm9k2A1yPYiFRA8xdlB/ll6fRX5ZDbcsy7bnY5uAO1bXyL/9fRP3vrSV6enxvHb32cwckeB2WcbPLCR6kDNGJvDba6awPr/cLo01AbUhv5y5j3zIys2F/Pvs0Sy7aQZJ/SLdLssEgIVED3PppBR+fFkmb+0o5kcrtlkfT8avmj3Ko+/s4aonP8XjgX/cfgZ3X5Bhl7f2YHZ1Uw+0ZNZwSo7V88R7eUSEhvCTeZn2IHnjs4NHa/iPf2zm831HmTc5lQcWTLDG6V7AQqKHuufiMTQ0eXj6o32IwI8vs6Awp0ZVeT77IP/16g5EhF9fNZl/mTbYfp96CQuJHkpE+OGl41CFZz7ehyD86LJx9h/bdErJsTrue3Era3aVMHNEPP9z5WSGxtvT43oTC4keTKQlGBRtCQqBH15qQWHap6qs3FzI/Su3U9PQzI8vy+TGM9Pt0tZeyEKihxMRfnxZJqrw9Ef7qG1s5mfzJ1hDo2nT4co6fvByy9HD5KGxPHTVZEYNtJ5beysLiV5ARPjJvEz6RITyxHt5HDlWzyOL7JnC5stUleXrDvKL13bS6PHww0vHsWTWcPuDopfz6RJYEYkXkdUissd5j2tjvmdEpEREtp00/n4ROSQim5zX3FbT7hORXBHJEZGLfanTtATF9+aM5SfzMlm9s5gbnv6cyhp7FoVpkVtyjIVL13LfS1sZP7g/b/yfc7jl7BEWEMbn+yTuBdaoagawxhn25llgThvTfquqU5zXKgARyQQWAuOd5R4XEfuz1w+WzBrO7xdNZdPBCq76wycUVVpfT71ZXWMzv34zh0t+9yE7i6r4xeUT+dstM0lPjHG7NNNN+BoS84FlzudlwAJvM6nqB8DRTq53uarWq+o+IBeY4UOdppXLJqXy7JLpFFbUseCxj9l0sMLtkowL3s0p4aLffsCj7+Yyb1Iq73z3PK49Pc0ap82X+BoSyapaBOC8DzyFddwlIlucU1InTlcNBg62mqfAGWf85MxRifzj9jMIDw3h6ic/5fnsg+0vZHqE/UequWVZNkv+dx1hocLfvn06v7lmCol9rVsN81XtNlyLyNvAIC+TfuCH7T8B/AxQ5/0h4CbA258yXvuXEJFbgVsB0tLS/FBS7zEupT+v3nUWdz23gXte2ML2Q5X88LJMwkOtt5ae6Hh9E4++k8szH+0jPFS4Z84Ybj5rOJFhdibXtK3dkFDVC9uaJiLFIpKiqkUikgKUdGbjqlrcal1/BP7pDBYAQ1vNOgQobGMdS4GlAFlZWdZRUSfFxUSwbMkMfvXGLv744T52Hj7GY9dOs87aepBmj/LShgL+580cSo7Vc8W0wXxvzliS+0e5XZoJAr7+ybgSWOx8Xgys6MzCTrCccDlw4uqnlcBCEYkUkeFABvC5j7WaNoSFhvCDSzN5+JopbD5YwSW/+4B3d3Uq7003pKq8m1PCpY98yH++sIWU2D68fMeZ/ObqKRYQpsN8vU/iQeB5EbkZyAeuAhCRVOApVZ3rDD8HnAckikgB8BNVfRr4bxGZQsuppP3AbQCqul1Engd2AE3AnapqD0gIsAVTB5OZ2p+7n9vIkmfXsfiMYdw3d5zdTxGEthRU8MtVu/h0bxnDEqJ59NqpXDoxxe62N50mPakr6aysLM3Ozna7jKBX19jMf7+RwzMf72N0cl9+t3Aq41LsYfbBIOfwMR5+ezevbztMfEwEd39jFNeePoyIMGtnMm0TkfWqmuV1moWEact7OSV89x9bqKpt5I7zR/Kd80ZaI2c3lVtyjIff3sNrW4uIiQjjplnpfPucEfSLsq68TfssJMwpKztez/2v7uDVzYWMSIrhF5dPtEdUdiO7DlfxxHt5rNxcSJ/wUJbMSufbZ48gNjrC7dJMELGQMD57N6eEH72yjYLyWq7OGsL3546zLyIXZe8/yhPv5bFmVwnREaFcP3MYt507kvgY+zcxnWchYfyitqGZh9fs5qkP99EvKox//UYG35qZZqeguojHo7yzq4Q/fJDHuv3lxEWHs2TWcG44Y5gFtvGJhYTxq51FVTzw2g4+zi1jaHwf7rl4LJdOTLHuHAKkqq6Rf2QX8KdP93OgrIbUAVF8+5wRXDN9KNER1pGz8Z2FhPE7VeWDPUf45aqd7Dp8jElDBnDPxWOZNSrBLrP0k9ySY/z50wO8sL6A6oZmsobFceOsdC4eP8juijd+ZSFhAqbZo7y88RAPvZVDUWUdk4cM4DvnjeSizEF2ZHEKquubeG1rEX9fd5D1B8qJCA1h3uRUbjwznYlDBrhdnumhLCRMwNU1NvPShkP84YM8DpTVMCIphtvPHcmCKYPtGv12eDzK+vxyXtpwiFc3F3K8vomRSTEsnJ7G5dMGW8d7JuAsJEyXaWr28Pq2wzzxXh47iqpI7BvJlacNYeH0ofaMglZUlZ1Fx1ix+RD/3FzEoYpaosJDuGxSKgunD+W0YXF22s50GQsJ0+VUlQ/3HOEvaw+wZlcJzR5l1qgEFs1IY3Zmcq+8IsrjUbYcquTtHcW8sf0wuSXHCQsRzs5IZP6UwVyYmUzfSGuINl3PQsK4qriqjufXHWT5uoMcqqilX1QYs8clM3diCmdlJPbovqFqGpr4bO9RVu8s5u0dxZQcqydEYHp6PPMmpzJ3Yord22BcZyFhuoVmj/JR7hH+ubmQt3YUU1nbSN/IMC4YN5ALxiVz5siEoD//3tTsYXNBJR/nHuHj3CNsyC+nsVmJjgjl3NFJzM5M5vwxA4mzYDDdiIWE6XYamz18klfG61uLeHP7YcprGgEYO6gfZ41KZNaoRLLS47p930NHqxvYdLCcjfkVbMyvYNPBCo7XNyECmSn9OWtUImeOSuT04fE9+ojJBDcLCdOtNTV72FZY9cVf39kHymlo8gAwIjGGiUMGMHFwy2tsSn8G9On64Ghs9nCgrJpdh4+x+/AxcoqPsevwMQ6U1QAQGiKMS+nH1KFxnDEygTNGJNjRggkaFhImqNQ1NpO9v5xNB8vZUlDJ1kOVFFXWfTE9LjqcYQkxpCdEMywhhsFxfUjsG0F8TCQJMREk9I3o8J3Iqkp1QzPl1Q2U1zRQXtNI2fF6DpXXUlBeS0FFDQXltRRW1NLY3PJ/JUQgPTGGMcn9mDw0lqlDY5k0JJY+EXakYIKThYQJeqXH6tl2qJLckuPsK6vmQFk1+4/UUFhZi7df4fBQITIslMiwECLCQogMCyEkRGhs9tDYpDQ2e2ho8lDX1PzFl//JkvpFMiSuD0PiohkS14fRyX0ZndyPkUl97dSR6VG+LiTsejsTFJL6RXL+2IGcP3bgl8bXNTZTeqyeI8frOVrdQNnxBo5U11NV20RDk4f6pmYamjw0NHto8igRoSGEhwoRYSGEh4YQGRZKXHQ4cdERxMVEEBcdTnxMBKmxfSwIjMFCwgS5qPBQhsZHMzQ+2u1SjOmRrL8EY4wxbbKQMMYY0yYLCWOMMW3yKSREJF5EVovIHuc9ro35nhGREhHZdtL4v4vIJue1X0Q2OePTRaS21bQnfanTGGPMqfH1SOJeYI2qZgBrnGFvngXmnDxSVa9R1SmqOgV4EXip1eS8E9NU9XYf6zTGGHMKfA2J+cAy5/MyYIG3mVT1A+BoWyuRlj6Rrwae87EeY4wxfuRrSCSrahGA8z6wnfnbcjZQrKp7Wo0bLiIbReR9ETm7rQVF5FYRyRaR7NLS0lPcvDHGGG/avU9CRN4GBnmZ9AM/1rGILx9FFAFpqlomIqcBr4jIeFWtOnlBVV0KLIWWO679WJMxxvR67YaEql7Y1jQRKRaRFFUtEpEUoKSzBYhIGHAFcFqrbdYD9c7n9SKSB4wGvrbPjfXr1x8RkQOdreEkicARH9cRbHrbPve2/YXet8+9bX/Bt30e1tYEX++4XgksBh503lecwjouBHapasGJESKSBBxV1WYRGQFkAHvbW5GqJp3C9r9ERLLb6sOkp+pt+9zb9hd63z73tv2FwO2zr20SDwKzRWQPMNsZRkRSRWTViZlE5DngU2CMiBSIyM2t1rGQrzZYnwNsEZHNwAvA7araZsO3McaYwPDpSEJVy4ALvIwvBOa2Gl70Neu40cu4F2m5JNYYY4yL7I7rr1rqdgEu6G373Nv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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 2160x2160 with 4 Axes>"
       ]
      },
      "metadata": {
diff --git a/Project/script_project.py b/Project/script_project.py
index e5a0349..70374ec 100644
--- a/Project/script_project.py
+++ b/Project/script_project.py
@@ -21,7 +21,7 @@
 DRAG_COEFF = 0.25 # Drag coefficient
 S = 1 # Surface Area
 RHO = 1.225 # Air Density at sea level
-
+RADIUS = 1
 
 # # the following parameters are not being used in the sample code
 # PLATFORM_WIDTH = 0.25  # landing platform width
@@ -42,6 +42,13 @@
 # 2. All math operations in "forward" has to be differentiable, e.g., default PyTorch functions.
 # 3. Do not use inplace operations, e.g., x += 1. Please see the following section for an example that does not work.
 
+# define system dynamics
+# Notes: 
+# 0. You only need to modify the "forward" function
+# 1. All variables in "forward" need to be PyTorch tensors.
+# 2. All math operations in "forward" has to be differentiable, e.g., default PyTorch functions.
+# 3. Do not use inplace operations, e.g., x += 1. Please see the following section for an example that does not work.
+
 class Dynamics(nn.Module):
     def __init__(self):
         super(Dynamics, self).__init__()
@@ -49,28 +56,28 @@ def __init__(self):
     def forward(state, action):
         """
         action: thrust or no thrust
-        state[0] = y
-        state[1] = y_dot
+        state[0] = x_h
+        state[1] = x_h_dot
+        state[2] = x_v
+        state[3] = x_v_dot
+        state[4] = fpa
+        state[5] = fpa_dot
         """
-        # Apply gravity
-        # Note: Here gravity is used to change velocity which is the second element of the state vector
-        # Normally, we would do x[1] = x[1] + gravity * delta_time
-        # but this is not allowed in PyTorch since it overwrites one variable (x[1]) that is part of the computational graph to be differentiated.
-        # Therefore, I define a tensor dx = [0., gravity * delta_time], and do x = x + dx. This is allowed... 
-        delta_state_gravity = t.tensor([0., GRAVITY_ACCEL * FRAME_TIME]) 
-        delta_state_drag = t.tensor([0., -0.5*RHO*S*DRAG_COEFF*(state.detach().clone()[1]**2)])
-        # Thrust
-        # Note: Same reason as above. Need a 2-by-1 tensor.
-        delta_state = BOOST_ACCEL * FRAME_TIME * t.tensor([0., -1.]) * action
-        # Update velocity
-        # Update state
-        # Note: Same as above. Use operators on matrices/tensors as much as possible. Do not use element-wise operators as they are considered inplace.
-        
-        step_mat = t.tensor([[1., FRAME_TIME],
-                            [0., 1.]])
+        vertical_component_velocity = (-0.5*RHO*S*DRAG_COEFF*FRAME_TIME*(state.detach().clone()[3]**2))*t.sin(state.detach().clone()[4]) + (GRAVITY_ACCEL * FRAME_TIME)
+        delta_state_vertical = t.tensor([0., 0., 0., vertical_component_velocity, 0., vertical_component_velocity/RADIUS])
+        horizontal_component_velocity = ((-0.5*RHO*S*DRAG_COEFF*FRAME_TIME*(state.detach().clone()[1]**2))*t.cos(state.detach().clone()[4]))
+        delta_state_horizontal =  t.tensor([0., horizontal_component_velocity, 0., 0., 0., 0.])
+        delta_state = BOOST_ACCEL * FRAME_TIME * t.tensor([0., -t.cos(state.detach().clone()[4]), 0., -t.sin(state.detach().clone()[4]), 0., (-t.sin(state.detach().clone()[4]))/RADIUS]) * action
+        step_mat = t.tensor([[1., FRAME_TIME, 0., 0., 0., 0.],
+                             [0., 1., 0., 0., 0., 0.],
+                             [0., 0., 1., FRAME_TIME, 0., 0.],
+                             [0., 0., 0., 1., 0., 0.],
+                             [0., 0., 0., 0., 1., FRAME_TIME],
+                             [0., 0., 0., 0., 0., 1.]
+                            ])
+
         state = t.matmul(step_mat, state)
-        # state = state + delta_state + delta_state_gravity
-        state = state + delta_state + delta_state_gravity + delta_state_drag
+        state = state + delta_state_horizontal + delta_state_vertical + delta_state
     
         return state
 # a deterministic controller
@@ -129,7 +136,7 @@ def forward(self, state):
 
     @staticmethod
     def initialize_state():
-        state = [1., 0.]  # TODO: need batch of initial states
+        state = [1., 0., 1., 0., 0., 0.]  # TODO: need batch of initial states
         return t.tensor(state, requires_grad=False).float()
 
     def error(self, state):
@@ -176,11 +183,11 @@ def visualize(self):
 # Now it's time to run the code!
 
 T = 100  # number of time steps
-dim_input = 2  # state space dimensions
+dim_input = 6  # state space dimensions
 dim_hidden = 6  # latent dimensions
 dim_output = 1  # action space dimensions
 d = Dynamics()  # define dynamics
 c = Controller(dim_input, dim_hidden, dim_output)  # define controller
 s = Simulation(c, d, T)  # define simulation
 o = Optimize(s)  # define optimizer
-o.train(1)  # solve the optimization problem
\ No newline at end of file
+o.train(2)  # solve the optimization problem
\ No newline at end of file

From 33889ccf1e9e83f908b671b0c24613521e48b9f6 Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Wed, 20 Oct 2021 19:34:41 -0700
Subject: [PATCH 20/33] more changes... added fpa control var for action

---
 .gitignore                                    |    1 +
 ...ithms and differentiable programming.ipynb |   68 +-
 Project/Project_1_rocket.ipynb                | 1114 ++---------------
 Project/script_project.py                     |   31 +-
 4 files changed, 153 insertions(+), 1061 deletions(-)
 create mode 100644 .gitignore

diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..537abe1
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1 @@
+Project/rocket_v2.ipynb
diff --git a/Project/Project 1 gradient based algorithms and differentiable programming.ipynb b/Project/Project 1 gradient based algorithms and differentiable programming.ipynb
index 9fd57d5..c92188c 100644
--- a/Project/Project 1 gradient based algorithms and differentiable programming.ipynb	
+++ b/Project/Project 1 gradient based algorithms and differentiable programming.ipynb	
@@ -2,6 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "# Project 1: Gradient-based Algorithms and Differentiable Programming\n",
     "\n",
@@ -46,12 +47,13 @@
     "## 2. Sample Code\n",
     "\n",
     "Before you start, please make sure you install the PyTorch package in Python. If you are using Pycharm, you can do so through *setting*->*Project: Your Project Name*->*Project Interpreter*->*Install (the little plus sign to the right of the window)*. "
-   ],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# overhead\n",
     "\n",
@@ -67,13 +69,13 @@
     "import matplotlib.pyplot as plt\n",
     "\n",
     "logger = logging.getLogger(__name__)"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# environment parameters\n",
     "\n",
@@ -84,13 +86,13 @@
     "# PLATFORM_WIDTH = 0.25  # landing platform width\n",
     "# PLATFORM_HEIGHT = 0.06  # landing platform height\n",
     "# ROTATION_ACCEL = 20  # rotation constant"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# define system dynamics\n",
     "# Notes: \n",
@@ -127,13 +129,13 @@
     "        state = t.matmul(step_mat, state)\n",
     "        state = state + delta_state + delta_state_gravity\n",
     "        return state"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# # Demonstrate the inplace operation issue\n",
     "\n",
@@ -160,13 +162,13 @@
     "#         state = t.matmul(step_mat, state)\n",
     "\n",
     "#         return state"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# a deterministic controller\n",
     "# Note:\n",
@@ -195,13 +197,13 @@
     "    def forward(self, state):\n",
     "        action = self.network(state)\n",
     "        return action"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# the simulator that rolls out x(1), x(2), ..., x(T)\n",
     "# Note:\n",
@@ -236,13 +238,13 @@
     "\n",
     "    def error(self, state):\n",
     "        return state[0]**2 + state[1]**2"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# set up the optimizer\n",
     "# Note:\n",
@@ -279,13 +281,13 @@
     "        y = data[:, 1]\n",
     "        plt.plot(x, y)\n",
     "        plt.show()"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Now it's time to run the code!\n",
     "\n",
@@ -298,12 +300,11 @@
     "s = Simulation(c, d, T)  # define simulation\n",
     "o = Optimize(s)  # define optimizer\n",
     "o.train(50)  # solve the optimization problem"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "## 3. A Better Problem Formulation\n",
     "\n",
@@ -342,11 +343,11 @@
     "$$\n",
     "\n",
     "The code up this new problem, you will fully utilize the tensor operations in PyTorch. For example, the state tensor \"x\" will now become a N-by-2 matrix, where the first dimension represents the number of trajectories to be optimized. "
-   ],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "## 4. Grading\n",
     "\n",
@@ -357,17 +358,16 @@
     "* (30%) Analysis of the results: Please document the convergence and the optimal solutions (e.g., the state trajectory if it is a control problem).\n",
     "\n",
     "* (Bonus 20%) Formulation of a problem different from rocket landing: The PyTorch framework can also be used for other engineering problems, e.g., for structure design with nonlinear mechanical properties. You get 20 bonus points for solving your own problems that are at least at the same level of difficulty as rocket landing. "
-   ],
-   "metadata": {}
+   ]
   }
  ],
  "metadata": {
   "interpreter": {
-   "hash": "283a19fe1c80cc8d674e9be3676f3725f85ae6255e6112c9eba9160b54893d27"
+   "hash": "01ef4f39dfdb6b9ac45b62b4072444b380e64c61157c7fbd20fb951243ee6c76"
   },
   "kernelspec": {
-   "name": "python3",
-   "display_name": "Python 3.7.3 64-bit ('base': conda)"
+   "display_name": "Python 3.7.3 64-bit ('base': conda)",
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -384,4 +384,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
\ No newline at end of file
+}
diff --git a/Project/Project_1_rocket.ipynb b/Project/Project_1_rocket.ipynb
index 9f838ee..1d3b4b1 100644
--- a/Project/Project_1_rocket.ipynb
+++ b/Project/Project_1_rocket.ipynb
@@ -2,7 +2,9 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 245,
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# overhead\n",
     "\n",
@@ -18,30 +20,31 @@
     "import matplotlib.pyplot as plt\n",
     "\n",
     "logger = logging.getLogger(__name__)"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": 246,
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# environment parameters\n",
     "\n",
     "FRAME_TIME = 0.1  # time interval\n",
-    "GRAVITY_ACCEL = 0.12  # gravity constant\n",
-    "BOOST_ACCEL = 0.18  # thrust constant\n",
+    "GRAVITY_ACCEL = 0.09  # gravity constant\n",
+    "BOOST_ACCEL = 0.55  # thrust constant\n",
     "DRAG_COEFF = 0.25 # Drag coefficient\n",
-    "S = 1 # Surface Area of rocket\n",
-    "RHO = 1.225 # Air Density at sea level\n",
-    "RADIUS = 1 # Test w/ unit radius of rotation first..."
-   ],
-   "outputs": [],
-   "metadata": {}
+    "S = 0.1 # Surface Area of rocket\n",
+    "RHO = 0.1225 # Air Density at sea level\n",
+    "RADIUS = 0.5 # Test w/ unit radius of rotation first...\n",
+    "FPA_GAIN = 0.25"
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": 247,
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# define system dynamics\n",
     "# Notes: \n",
@@ -56,19 +59,23 @@
     "    @staticmethod\n",
     "    def forward(state, action):\n",
     "        \"\"\"\n",
-    "        action: thrust or no thrust\n",
+    "        action[0]: thrust control\n",
+    "        action[1]: fpa control\n",
     "        state[0] = x_h\n",
     "        state[1] = x_h_dot\n",
     "        state[2] = x_v\n",
     "        state[3] = x_v_dot\n",
     "        state[4] = fpa\n",
     "        state[5] = fpa_dot\n",
+    "        ###\n",
+    "        fpa_dot(t+1) = fpa_dot(t) + action[1]*dt\n",
     "        \"\"\"\n",
-    "        vertical_component_velocity = (-0.5*RHO*S*DRAG_COEFF*FRAME_TIME*(state.detach().clone()[3]**2))*t.sin(state.detach().clone()[4]) + (GRAVITY_ACCEL * FRAME_TIME)\n",
+    "        vertical_component_velocity = (-0.5*RHO*S*DRAG_COEFF*FRAME_TIME*(state.detach()[1]**2 + state.detach()[3]**2))*t.cos(state.detach()[4]) + (GRAVITY_ACCEL * FRAME_TIME)\n",
     "        delta_state_vertical = t.tensor([0., 0., 0., vertical_component_velocity, 0., vertical_component_velocity/RADIUS])\n",
-    "        horizontal_component_velocity = ((-0.5*RHO*S*DRAG_COEFF*FRAME_TIME*(state.detach().clone()[1]**2))*t.cos(state.detach().clone()[4]))\n",
-    "        delta_state_horizontal =  t.tensor([0., horizontal_component_velocity, 0., 0., 0., horizontal_component_velocity/RADIUS])\n",
-    "        delta_state = BOOST_ACCEL * FRAME_TIME * t.tensor([0., -1., 0., -1, 0., -1/RADIUS]) * action\n",
+    "        horizontal_component_velocity = ((0.5*RHO*S*DRAG_COEFF*FRAME_TIME*(state.detach()[1]**2 + state.detach()[3]**2))*t.sin(state.detach()[4]))\n",
+    "        delta_state_horizontal =  t.tensor([0., horizontal_component_velocity, 0., 0., 0., 0.])\n",
+    "        delta_state = BOOST_ACCEL * FRAME_TIME * t.tensor([0., -t.cos(state.detach()[4]), 0., -t.sin(state.detach()[4]), 0., (-t.sin(state.detach()[4]))/RADIUS]) * action[0]\n",
+    "        delta_state_fpa = t.tensor([0.,0.,0.,0.,0.,-1.])*FPA_GAIN*FRAME_TIME*action[1]\n",
     "        step_mat = t.tensor([[1., FRAME_TIME, 0., 0., 0., 0.],\n",
     "                             [0., 1., 0., 0., 0., 0.],\n",
     "                             [0., 0., 1., FRAME_TIME, 0., 0.],\n",
@@ -78,7 +85,8 @@
     "                            ])\n",
     "\n",
     "        state = t.matmul(step_mat, state)\n",
-    "        state = state + delta_state_horizontal + delta_state_vertical + delta_state\n",
+    "        state = state + delta_state_horizontal + delta_state_vertical + delta_state + delta_state_fpa\n",
+    "    \n",
     "\n",
     "        # delta_state_gravity = t.tensor([0., GRAVITY_ACCEL * FRAME_TIME]) \n",
     "        # delta_state_drag = t.tensor([0., -0.5*RHO*S*DRAG_COEFF*FRAME_TIME*(state.detach().clone()[1]**2)])\n",
@@ -90,13 +98,13 @@
     "        # state = state + delta_state + delta_state_gravity + delta_state_drag\n",
     "        \n",
     "        return state"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": 248,
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# a deterministic controller\n",
     "# Note:\n",
@@ -117,7 +125,10 @@
     "        self.network = nn.Sequential(\n",
     "            nn.Linear(dim_input, dim_hidden),\n",
     "            nn.Tanh(),\n",
-    "            nn.Linear(dim_hidden, dim_output),\n",
+    "            nn.Linear(dim_hidden, 48),\n",
+    "            nn.Tanh(),\n",
+    "            nn.Linear(48, 64),\n",
+    "            nn.Linear(64, dim_output),\n",
     "            # You can add more layers here\n",
     "            nn.Sigmoid()\n",
     "        )\n",
@@ -125,13 +136,13 @@
     "    def forward(self, state):\n",
     "        action = self.network(state)\n",
     "        return action"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": 249,
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# the simulator that rolls out x(1), x(2), ..., x(T)\n",
     "# Note:\n",
@@ -161,19 +172,19 @@
     "\n",
     "    @staticmethod\n",
     "    def initialize_state():\n",
-    "        state = [1., 0., 1., 0., 1.57, 0.]  # TODO: need batch of initial states\n",
-    "        # state = [1., 0.]\n",
+    "        state = [0., 0., 1., 0., 0., 0.]  # TODO: need batch of initial states\n",
     "        return t.tensor(state, requires_grad=False).float()\n",
     "\n",
     "    def error(self, state):\n",
-    "        return state[0]**2 + state[1]**2 + state[2]**2 + state[3]**2 + state[4]**2 + state[5]**2"
-   ],
-   "outputs": [],
-   "metadata": {}
+    "        return (0.05*state[0]**2) + state[1]**2 + state[2]**2 + state[3]**2 + state[4]**2 + state[5]**2\n",
+    "        # return state[0]**2 + state[1]**2"
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": 250,
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# set up the optimizer\n",
     "# Note:\n",
@@ -188,1034 +199,93 @@
     "        self.simulation = simulation\n",
     "        self.parameters = simulation.controller.parameters()\n",
     "        self.optimizer = optim.LBFGS(self.parameters, lr=0.01)\n",
+    "        # self.scheduler = optim.lr_scheduler.StepLR(optimizer = self.optimizer, step_size = 10,gamma = 0.5)\n",
     "\n",
     "    def step(self):\n",
     "        def closure():\n",
     "            loss = self.simulation(self.simulation.state)\n",
     "            self.optimizer.zero_grad()\n",
     "            loss.backward()\n",
-    "            # print(loss)\n",
+    "            self.parameters\n",
     "            return loss\n",
     "        self.optimizer.step(closure)\n",
+    "        # self.scheduler.step()\n",
     "        return closure()\n",
     "    \n",
     "    def train(self, epochs):\n",
+    "        best_loss = 1e10\n",
     "        for epoch in range(epochs):\n",
     "            loss = self.step()\n",
+    "            if loss < best_loss:\n",
+    "                best_loss = loss\n",
+    "                best_state_trajectory = self.simulation.state_trajectory\n",
+    "                best_action_trajectory = self.simulation.action_trajectory\n",
+    "                print(\"Best loss:\", best_loss.data, \"Saving trajectory data...\")\n",
     "            if epoch%1 == 0: \n",
     "                print('[%d] loss: %.3f' % (epoch + 1, loss))\n",
-    "                self.visualize()\n",
-    "            \n",
+    "                if epoch == epochs -1:\n",
+    "                    self.visualize(best_state_trajectory, best_action_trajectory)\n",
+    "                    print(\"Final state vector for the best trajectory: \", best_state_trajectory[99])\n",
     "\n",
-    "    def visualize(self):\n",
-    "        data = np.array([self.simulation.state_trajectory[i].detach().numpy() for i in range(self.simulation.T)])\n",
-    "        action_data = np.array([self.simulation.action_trajectory[i].detach().numpy() for i in range(self.simulation.T)])\n",
+    "    def visualize(self, state_trajectory = None, action_trajectory = None):\n",
+    "        data = np.array([state_trajectory[i].detach().numpy() for i in range(self.simulation.T)])\n",
+    "        action_data = np.array([action_trajectory[i].detach().numpy() for i in range(self.simulation.T)])\n",
     "        x_h = data[:, 0]\n",
     "        x_h_dot = data[:, 1]\n",
     "        x_v = data[:, 2]\n",
     "        x_v_dot = data[:, 3]\n",
     "        fpa = data[:, 4]\n",
     "        fpa_dot = data[:, 5]\n",
-    "        fig = plt.figure(figsize= (30,30))\n",
-    "        plt.subplot(1,4,1)\n",
-    "        plt.plot(x_h, x_h_dot)\n",
+    "        fig = plt.figure(figsize= (50, 50))\n",
+    "        plt.subplot(1,5,1)\n",
+    "        plt.plot(x_h, x_v)\n",
     "        plt.xlabel('Horizontal displacement')\n",
-    "        plt.ylabel('Horizontal velocity')\n",
-    "        plt.subplot(1,4,2)\n",
-    "        plt.plot(x_v, x_v_dot)\n",
-    "        plt.xlabel('Vertical displacement')\n",
-    "        plt.ylabel('Vertical velocity')\n",
-    "        plt.subplot(1,4,3)\n",
-    "        plt.plot(fpa, fpa_dot)\n",
-    "        plt.xlabel('Flight path angle')\n",
-    "        plt.ylabel('Angular velocity')\n",
-    "        plt.subplot(1,4,4)\n",
-    "        plt.plot(action_data)\n",
+    "        plt.ylabel('Vertical displacement')\n",
+    "        plt.subplot(1,5,2)\n",
+    "        plt.plot(x_v_dot**2 + x_h_dot**2)\n",
     "        plt.xlabel('Time_step')\n",
-    "        plt.ylabel('Action')\n",
-    "        plt.show()"
-   ],
-   "outputs": [],
-   "metadata": {}
+    "        plt.ylabel('Velocity_magnitude')\n",
+    "        plt.subplot(1,5,3)\n",
+    "        plt.plot(fpa)\n",
+    "        plt.xlabel('Time_step')\n",
+    "        plt.ylabel('Flight Path Angle')\n",
+    "        plt.subplot(1,5,4)\n",
+    "        plt.plot(action_data[0])\n",
+    "        plt.xlabel('Time_step')\n",
+    "        plt.ylabel('Thrust input')\n",
+    "        plt.subplot(1,5,5)\n",
+    "        plt.plot(action_data[1])\n",
+    "        plt.xlabel('Time_step')\n",
+    "        plt.ylabel('FPA input')\n"
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": 251,
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Now it's time to run the code!\n",
     "\n",
     "T = 100  # number of time steps\n",
     "dim_input = 6  # state space dimensions\n",
     "dim_hidden = 24  # latent dimensions\n",
-    "dim_output = 1  # action space dimensions\n",
+    "dim_output = 2  # action space dimensions\n",
     "d = Dynamics()  # define dynamics\n",
     "c = Controller(dim_input, dim_hidden, dim_output)  # define controller\n",
     "s = Simulation(c, d, T)  # define simulation\n",
     "o = Optimize(s)  # define optimizer\n",
-    "o.train(50)  # solve the optimization problem"
-   ],
-   "outputs": [
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[1] loss: 27.568\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[2] loss: 26.126\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[3] loss: 25.647\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[4] loss: 25.446\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[5] loss: 25.360\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[6] loss: 25.329\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[7] loss: 25.328\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[8] loss: 25.346\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[9] loss: 25.380\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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MSTgS05eeOK133nKdbljtZh8mm7gBADmbOSnmOgUAP/q3Z87qlz75uNIZq3/7wG167x1rKXsuUltRrI++Ybvu/90Xa019pT58b1jv/vzTigxPuI4GAAAWUDgakyS1t4ac5gAAYC7Smaz++Dv7taKqVH9452ZnOSjFAAA5s+wUA7DE0pms/uS7+/U/vr1fN69Zrv/4nRc5e6rMKzY3VutbH7xdf/7G7Xr2zIhe/bGH9ZlHTiqTta6jAQCABdARickYaVdLresoAABc1RceO61DPaP68zduV01ZsbMclGIAgJxZWU5mAFgyE8m0PvCve/XVp87qgy9dry/92s2qqyp1HcsTigJG77l9jX784ZfqRRvq9Vf3H9ZbP/0Ep8YAACgAHZGYNqyoUrXDG4sAAMxF3+iU/vHBo3rllgbduaPRaRZKMQBAzjgpBmCpDI1N622feUo/PdKvv3jTDn3kri0qCvBvoFw1hcr1mXfv1t//Sps6exK68x8f0b3PRGQtp8YAAPAia606IjG1MToRAOAB/+f+w0plrT76hu3OH7SnFAMA5Mxa0YoBWHRnhsb15k8+rs6eUX3qnTfqXbde5zqSpxlj9OYbW/TD33uxdrbU6o++vU/v//JeDY5Nu44GAAByFB2Z1PB4kn1iAIC898zpYX2vo1sfeMk6ra6rcB2HUgwAkDtrrYoYnwhgER3pTejNn3xc8cmUvvb+W/Wa7W7HKxSSlmUV+tpv3Kr/9fqteuTYgF738Uf15Mkh17EAAEAOnovEJIlSDACQ1zJZq49+/6Caasv0Wy/b4DqOJEoxAMA8ZK0UoBQDsEiO9iX09s88qYAx+tZv3q4br1vmOlLBCQSMfuPF6/S937pDVaVBvf0zT+qfHjqmTJZxigAAeEHH2ZjKigPa3FjtOgoAAJf1tafP6lDPqP7k9dtUXlLkOo4kSjEAwDxkrVWAKwiARXBsthArChh9455btX5FletIBW1bU43u+50X6Y1tTfqHHx/Vuz//lAYSjFMEACDfdURGtKOpVsVF/GAGAMhPsYmk/u5HR3Tbujq9bmf+TH/hygkAyFnWyvlSTACF53h/Qm/7zFMyxujr99yqdRRiS6KqNKiPvaVdf/PmndpzekSv/6dHtffMsOtYAADgMpLprA50jzI6EQCQ1/7poeNKTKX00Tduy6v7iJRiAICcWWsVyJ9rGYACcGJgTG/99FMyRvr6+zkhttSMMXrLTav1vd++Q+UlRXrrp5/UV5864zoWAAC4hCO9CSXTWbWvDrmOAgDAJZ0eHNe/Pnlav7q7VVsaa1zHeR5KMQBAzrLWslMMwILpT0zp3Z97WpLV199/izY0UIi5snVVje777Rfp9vX1+pPvHtAff2efptMZ17EAAMAFOiIjksRJMQBA3vq/P+pUcVFAH371JtdRXoBSDACQs6wVpRiABTE2ndb7vvCMRiaS+vx7b9KGBpbFu1ZbUazPv/cm/dbL1uvrT0f0ln95Uv2jU65jAQCAWc9FYqqvKlFzqNx1FAAAXmDP6WHdv79XH3jJejXUlLmO8wKUYgCAnGWtFZ0YgGuVymT1W199Vp29CX3iHTdoV0vIdSTMKgoY/dGdW/TJd9ygo30J3f2Jx3Soe9R1LAAAIKkjElN7ayiv9rMAACDNrFz5yx8c1sqaUr3/JWtdx7kkSjEAQM4sJ8UAXCNrrT7y7f165OiA/s8v7tTLNze4joRLuGvnKt37gdtkrfTLn3pcDx7qcx0JAABfi0+kdHJgnNGJAIC89IP9PeqIxPQHr9msipKg6ziXRCkGAMjZzE4x1ykAeNnHHjymbz8b1e+9aqN+9aZW13FwBTuaa/X9D92h9Suq9P5/3aPPPnpS1lrXsQAA8KV9XTFJUnvrMrdBAAC4SDqT1d8/cFSbV1brzTe0uI5zWZRiAICczZRitGIA5ueH+3v0Tw8d06/c2KL/9sqNruNgDlbWlOneD9ym125r1F/+4LD+9PsHlMlSjAEAsNQ6zsYkSTtbat0GAQDgIt/aG9WpwXH999duVlEeP01PKQYAyFnWivn1AOblaF9Cf/DNsK5fHdJf/uIO/l3iIeUlRfrnd9ygD7x0nb7y5Fn95lf2aiqVcR0LAABf6YjEtH5FpWrLi11HAQDgvKlURh9/6JiuXx3Sq7bm93oESjEAQM4s4xMBzEN8MqUP/OteVZQE9al33qjSYJHrSMhRIGD0x3dt1Z+9YZt+fLhP7/jsU4pNJF3HAgDAF6y16ojEGJ0IAMg7X3nyjHriU/rD127O+4dfKcUAADnLZBmfCCA32azVh/+tQ5HhCX3ynTdoZU2Z60i4Bu+9Y60+8fYbtD8a15s/+biiIxOuIwEAUPCiI5MaGk+qfXXIdRQAAM4bm07rn392Qi/aUK/b19e7jnNVlGIAgJxl7cxpAQCYq48/dEwPdfbro2/YppvWLHcdBwvgdTtX6cu/frP6E9P6pX9+XEf7Eq4jAQBQ0DoiMUnS9a0hpzkAALjQ5x49peHxpP77aze7jjInlGIAgJxYayWJ8YkA5uzhowP6+EPH9Ms3tuidt17nOg4W0K3r6vStD94uSfrVf3lC4dmbdQAAYOF1RGIqDQa0ubHadRQAACTNrEn47M9P6jXbVqrdIw9tUIoBAHKSnenEZEQrBuDqBhLT+oN7O7R5ZbX+8k078n62OHK3ubFa3/zgbaouC+rtn3lST5wYch0JAICC1BGJaUdzrYqLuJ0HAMgPX3jslBJTaf23V210HWXOuIoCAHKSmW3F+DkMwNVYa/WH3worMZXWP73tepUVF7mOhEVyXV2lvvmB29UUKtd7vvC0Hjrc5zoSAAAFJZXJ6kBX3DNP4QMACl98MqXP/fyUXrNtpbY31bqOM2fc0gQA5CR7bnwi8xMBXMUXHjutnx0Z0P96/VbG/PhAY22Z/u0Dt2lLY7U+8K979e/hbteRAAAoGJ09CU2ns5RiAIC8ce6U2O++0junxCRKMQBAjs6fFGMEGoArONQ9qr/+YadetbWBPWI+sryyRF/9jVt0w+pl+m/feE7fe67LdSQAAApCRzQmSZRiAIC8EJ9M6fOzp8R2NHvnlJhEKQYAyFHGnhufSCkG4NImkxn97jeeU21Fsf7mzbvYI+Yz1WXF+uKv3aRb1tbp9+/t0Lf2Rl1HAgDA8zrOxlRXWaKWZeWuowAAoC8+dlqjHjwlJlGKAQBylJ09KRbgJjeAy/jrHx7W8f4x/cOvtqmuqtR1HDhQURLU5997k160oV5/+K2wvvH0WdeRAADwtI7IiNpbQzxsBABwLjGV0ud+flKv9uApMYlSDACQo/PjEzkpBuASnj41rC89cUbvvX2NXrxxhes4cKi8pEifefduvWzTCn3kO/v1lSfPuI4EAIAnxSdTOjEwzuhEAEBe+MqTZzU6ldbvvGKD6yjzQikGAMjJufGJAUoxABeZTGb0R98Kq3V5uf7ozs2u4yAPlBUX6VPvulGv2tqg//W9A/raU5wYAwAgV/tm94m1UYoBABybSmX0uZ+f0os31mtXS8h1nHmhFAMA5OTcSbEgpRiAi3zswaM6PTShv/6lXaooCbqOgzxRGizSJ95xg16+eYX+53f36949EdeRAADwlHAkJolSDADg3jf3RjU4Nq3ffNl611HmjVIMAJCT8+MTmWUP4AIdkZg+++hJve3mVt2xod51HOSZ0mCRPvnOG/XijfX6H9/ep+88G3UdCQAAz+iIxLRuRaVqy4tdRwEA+Fg6k9WnHzmh9taQbltX5zrOvFGKAQByks3O/DfjEwGcM52eGZvYUF2mP37dVtdxkKfKimd2jN2+vk7//Zthfb+jy3UkAADynrVWHZEY+8QAAM79x74eRYYn9VsvWy/j4YflKcUAADk5t1OsiCsIgFmf+MlxHe0b0//3SztUU8YTzLi8suIiffbdN+mmNcv14XvD+s8DPa4jAQCQ16IjkxocS1KKAQCcymatPvmzE9rYUKVXbV3pOs414ZYmACAn58YnBjz8RAiAhXO8f0yffPiE3tTepFds8fYbYyyN8pIiff69N6mtpVa/8/Xn9PDRAdeRAADIW+FoTJIoxQAATv30SL+O9CX0my9b7/npUZRiAICcZM+fFPP2BRDAtbPW6s/uO6iy4iL9yeu3uY4DD6ksDeoL77tZGxuq9YF/3aOnTw27jgQAQF4KR2IqCQa0pbHGdRQAgI/9yyMn1Rwq1xvamlxHuWaUYgCAnJw7KVbESTHA9354oFc/Pz6oP3j1Jq2oLnUdBx5TW16sL//6zWoKlevXvviM9s0+CQ8AAP5LRySm7U01KglyCw8A4Ma+aExPnxrW++5Yo+IC2Kfi/T8BAGBJnR+fyEkxwNcmkmn95X8c0tZVNXrnrde5jgOPqq8q1Vd/4xaFKor17s8/raN9CdeRAADIG+lMVvu74oxOBAA49ZlHT6m6NKi33NTqOsqCoBQDAOTk/PhETooBvvb/fnJc3fEp/cXd2xUsgCfF4M6q2nJ99TduUUlRQO/+3NOKjky4jgQAQF440pfQVCpLKQYAcKYrNqn79/forTe3qrqs2HWcBcEdDABATs6PT+SkGOBbJwbG9JlHT+qXbmjW7jXLXcdBAbiurlJf/vWbNZFM692fe1pDY9OuIwEA4Fw4EpckSjEAgDNf+PkpSdJ771jrOMnCoRQDAOTk/EkxSjHAl6y1+rP7DqosWKQ/vmur6zgoIFsaa/S5996krtik3vfFZzQ2nXYdCQAApzoiI1pWUazVyytcRwEA+NDoVErfeCai1+9cpeZQues4C4ZSDACQk1RmphQLUooBvvTg4X49emxQH37NJq2oLnUdBwXmpjXL9c/vuEEHu0f1gX/do+l0xnUkAACcCUfiamsNyTC6HgDgwL89HdHYdFrvf/E611EWFKUYACAnjE8E/Cudyeqvf3hY61ZU6p23Xuc6DgrUK7eu1P998y49dnxIH/63sLKz1x0AAPxkbDqto/0JtbWEXEcBAPhQOpPVFx8/rVvWLtfOllrXcRYUpRgAICfp2ZuTwSIuIYDffOOZiE4MjOsjd25RMf8OwCJ6840t+p+v26If7O/RX/zgkKylGAMA+Mv+aFzWSu2rQ66jAAB86MHD/TOj7Qtol9g5QdcBAADekslmJTE+EfCbsem0/vHBo7p5zXK9ettK13HgA+9/8Tr1xKf0hcdOq6m2XO9/SWGN7AAA4Eo6IjFJ4qQYAMCJLz5+Ss2hcr1qa4PrKAuOUgwAkJN0hvGJgB99+uETGhxL6jPv3sJeCywJY4z+9PXb1D86rb+6/7BW1pbpjW1NrmMBALAkwpGYVi+v0PLKEtdRAAA+09k7qidPDusjd20pyElRlGIAgJxkzo9P5KY44Bd9o1P6zKOn9Ppdq3T96mWu48BHAgGjv//VNg2MTesP7u1QfWWJbt9Q7zoWAACLriMS081rl7uOAQDwoS89flplxQG99aZW11EWReHVfACARXV+pxgnxQDf+IcHjiqdzep/vHaL6yjwobLiIn3mXbu1pq5SH/jXvTrSm3AdCQCARdUbn1Lv6JTaWkOuowAAfCY2kdR3n+vSm9qbFaoozNPKlGIAgJycOylWFOASAvjBkd6Evrk3onfdukar6ypcx4FP1VYU60u/drPKS4r0vi88rf7RKdeRAABYNOFoTJLUTikGAFhi//ZMRFOprN5z+xrXURYNdzQBADnhpBjgL3//wBFVlgb1O6/Y4DoKfK4pVK7Pv/cmxSZT+rUvPaPx6bTrSAAALIqOSEzBgNH2phrXUQAAPpLJWn35iTO6Ze1ybV1VuNcgSjEAQE4y2awkqYhSDCh4+6NxPXCoT7/xonVaxpJ35IEdzbX6f2+/Xoe6R/W7X3/u/OllAAAKSTgS09ZVNSorLnIdBQDgIz/t7FdXbFLvLeBTYhKlGAAgR5wUA/zjHx88qtryYr3vRWtcRwHOe8WWlfrzN27XQ539+vN/PyhrKcYAAIUjk7XaF42rrbXWdRQAgM985akzaqgu1au2rXQdZVFRigEAcpLOnNspRikGFLKOSEwPdfbrnpesU01Zses4wPO867Y1ev+L1+rLT5zR5x877ToOAAAL5uTAmMam02pvXeY6CgDARyLDE3r46IDeevNqFRcVdm0UdB0AAOAt/3VSrLAvkIDffezHR7Wsorigl+vC2/74rq06Ozyhv/rBIa2tr9ArthT204wAAH94LhKTJLVzUgwAsIS+9vRZGUlvvanVdZRFxx1NAEBOzu0UCxZxUgwoVHvPDOvhowP6wEvXq6qUZ6iQnwIBo4+9pV1bV9Xod772nDp7R11HAgDgmoUjMVWXBrWuvsp1FACAT0ynM7r3mYheuXWlmkLlruMsOkoxAEBOzp0UY3wiULg+9uNjqqss0btvu851FOCKKkqC+tx7blJVWVC//sU96k9MuY4EAMA16YjEtKu1VgF+3gIALJEfHezT0HhS77zVH/cAKMUAADnJsFMMKGhPnRzSz48P6jdftl4VJZwSQ/5rrC3T595zk4bHk7rny3s1lcq4jgQAwLxMpTLq7E2ovTXkOgoAwEe+8uQZrV5eoRdvqHcdZUlQigEAcpI6v1OMUgwoRP/44DGtqC7VO27xxxNiKAw7mmv1sbe0qyMS0x9+a5+sta4jAQCQswNdcWWyVm0tIddRAAA+cawvoadPDevtt6z2zSllSjEAQE7SmayCASNj/HGhBPzkubMjeuLkkO558TqVlxS5jgPk5M4djfqjOzfr38Pd+sRPj7uOAwBAzjoiMUnipBgAYMl87emzKi4y+pUbW1xHWTLMxAEA5CSdtQoWUYgBheiTPzuh2vJive2W1a6jAPPymy9dr6O9Cf3dA0e1oaFad+5odB0JAIA564jE1FRbpoaaMtdRAAA+MJXK6LvPdek12xtVV1XqOs6S4aQYACAnyXRWxQEuH0ChOd6f0AOH+vSe265TVSnPTcGbjDH66zfvUltrSB++t0OHukddRwIAYM7C0ZjaOCUGAFgiDxzqU2wipbfe1Oo6ypLiriYAICfpbFbFQS4fQKH55M9Oqqw4oPfesdZ1FOCalBUX6TPvulE1ZcV6/5f3aHBs2nUkAACuamhsWpHhSUYnAgCWzL89c1bNoXLdsb7edZQlxV1NAEBO0hmroE8WbwJ+0RWb1Pc7uvTWm1ZreWWJ6zjANWuoKdNn3r1bQ+PT+uC/7lUynXUdKe8YY+40xhwxxhw3xnzkEl+/2xizzxjTYYzZY4x50Vy/FwCQu3A0JkmcFAMALImzQxN67PiQ3nJTqwI+u89HKQYAyEkqY1VcxOUDKCSfffSkJOn9L1nnOAmwcHa21Opvf7lNe86M6KP3HXQdJ68YY4okfULSXZK2SXqbMWbbRS97SFKbtbZd0q9J+mwO3wsAyFFHJK6AkXY217qOAgDwgXv3RBQw0i/f2OI6ypLjriYAICfpbFbBIn89QQIUsuHxpL7xdER3tzerOVTuOg6woN7Q1qTfetl6ff3ps/rKk2dcx8knN0s6bq09aa1NSvqGpLsvfIG1dsxaa2c/rJRk5/q9AIDcdURi2rSyWpXsdgUALLJ0Jqtv7Y3qpZtWqMmH9wEoxQAAOWF8IlBYvvj4aU2mMvrgSzklhsL0B6/ZrJdvXqE/u++gnjo55DpOvmiWFLng4+js557HGPOLxphOST/QzGmxOX8vAGDurLUKR2LsEwMALIlHjg2od3RKb7lptesoTlCKAQBykspkGZ8IFIiJZFpfevy0Xr1tpTaurHYdB1gURQGjj7/teq2uq9BvffVZdcUmXUfKB5d6usW+4BPWftdau0XSmyT9RS7fK0nGmHtm95HtGRgYmG9WACh4p4cmFJ9MsU8MALAkvvF0RPVVJXrl1gbXUZzgriYAICfprGV8IlAgvvNsl+KTKd3DLjEUuJqyYn3m3buVTGd1z5f3aDKZcR3Jtaik1gs+bpHUfbkXW2sfkbTeGFOfy/daaz9trd1trd29YsWKa08NAAUqHIlJEifFAACLbmhsWj/p7Ncv3dDi24fe/fmnBgDMWyqTVTDA5QPwumzW6guPndKullrtvm6Z6zjAolu/okoff1u7DvWM6o+/s0//tS7Ll56RtNEYs9YYUyLprZLuu/AFxpgNxhgz++sbJJVIGprL9wIActMRiam8uEgbG6pcRwEAFLjvd3QrnbV68w0trqM4w11NAEBO0hmrYk6KAZ73yLEBnRgY16/dsVaz972BgveKLSv14Vdt0vc6uvWFx067juOMtTYt6UOSfiTpsKR7rbUHjTEfNMZ8cPZlb5Z0wBjTIekTkt5iZ1zye5f8DwEABaQjEtPOlloFffrEPgBg6Xxrb1Q7m2u1udG/KxSCrgMAALwlneWkGFAIPv/YaTVUl+p1O1e5jgIsqd9++Qbt74rrr+4/rK2ranTb+jrXkZyw1t4v6f6LPvepC379N5L+Zq7fCwCYn+l0Roe6R/XeO9a4jgIAKHCHukd1qGdUf/7G7a6jOMVdTQBATlIZdooBXnesL6FHjg7oXbdep5IgbwfhL4GA0d//apvW1FXoQ197Vl2xSdeRAAA+1tmTUDKTZZ8YAGDRffvZqIqLjN7Y1uQ6ilPcBQEA5CSVyfp2ESdQKL7w+GmVBAN6+y2rXUcBnKguK9an371b0+msfvMrezWVyriOBADwqY5ITJLURikGAFhEqUxW3+/o0iu3rNSyyhLXcZziriYAICfpjFUwwEkxwKtiE0l959mofrG9WXVVpa7jAM6sX1Glj72lXfuicX35idOu4wAAfCociWlFdamaastcRwEAFLCHjwxocCypN9/Y4jqKc+wUAwDkJJXNMm4N8LCvPx3RVCqr971ojesogHOv3rZSX/61m3W7T/eKAQDc64jE1NYSkjE8eAgAWDzffjaqusoSvWzzCtdRnOOuJgAgJ6lMViWMTwQ8KZXJ6stPnNYdG+q0pbHGdRwgL7xk0woFua4BAByIT6R0cnBc7a21rqMAAArYyHhSDx7u093tzaxEEaUYACBHqbTlAgp41I8P9aknPqX33b7WdRQAAADf29cVkyS1ty5zGwQAUNB+sL9HqYzVL93Q7DpKXuCuJgAgJ6lMVsVBRnsAXvTVp86oOVSul29pcB0FAADA9zrOxiRJO1s4KQYAWDzfe65LGxuqtL2JiTESpRgAIEfJTJaTYoAHnRwY02PHh/S2m1tVFKDYBgAAcC0cjWndikrVlhe7jgIAKFCR4QntOTOiN13fzP7KWdzVBADkhJ1igDd9/emzCgaMfnV3q+soAAAAvmetVUckrvbWkOsoAIACdl+4W5J0d3uT4yT5g7uaAICcpDLsFAO8ZiqV0Tf3RvWa7SvVUFPmOg4AAIDvdcUmNTg2TSkGAFg01lp997ku3bxmuVqWVbiOkze4qwkAmLNM1iqTpRQDvOaHB3oUm0jpnbdc5zoKAAAAJIUjcUmiFAMALJqD3aM63j+mu6/nlNiFuKsJAJizVCYrSSoOMoMY8JKvPnlW6+orddv6OtdRAAAAoJl9YiVFAW1prHEdBQBQoL73XJeKi4xev3OV6yh5hVIMADBnydlSjJ1igHd09o5qz5kRvf2W1SzVBQAAyBMdkZi2NdWoJMjPVgCAhZfJWt0X7tbLNjcoVFHiOk5e4coLAJizVHr2pBilGOAZX3vqrEqCAb35hhbXUQAAACApnclqfzTO6EQAwKJ54sSQ+hPT+sXrm11HyTvc1QQAzFkqYyWJpxkBjxifTus7z3bpF3au0rJKngwDAADIB8f6xzSZyqittdZ1FABAgbov3KXq0qBesaXBdZS8w11NAMCcnd8pxkkxwBP+Y1+3xqbTevstq11HAQAAwKxwJCZJam9d5jYIAKAgTacz+s8DvXr19pUqKy5yHSfvcFcTADBnyfOlmH/3Ehlj7jTGHDHGHDfGfOQSXzfGmH+a/fo+Y8wNF3zt940xB40xB4wxXzfGlC1tevjNvXui2tBQpRuv44YLAABAvghHY6opC2pNXYXrKACAAvTo0UGNTqX1hrYm11HyEqUYAGDOzp0UK/HpSTFjTJGkT0i6S9I2SW8zxmy76GV3Sdo4+597JH1y9nubJf2upN3W2h2SiiS9dYmiw4dODIxp75kR/cqNLTLGv0U2AABAvumIxNXWGuI9GgBgUfz7vm6FKor1og31rqPkJX/e1QQAzEsqPbNTzMfjE2+WdNxae9Jam5T0DUl3X/SauyV92c54UlLIGLNq9mtBSeXGmKCkCkndSxUc/vOtvVEVBYx+8QaW6gIAAOSLiWRaR/sSam8NuY4CAChAk8mMfnyoT3ftWOXn+3dXxN8VAMCcnRufGPTv+MRmSZELPo7Ofu6qr7HWdkn6O0lnJfVIiltrH1jErPCxdCar7zwb1cs2rVBDNVM6AQAA8sWBrlFlspZSDACwKH56pF8TyYzesGvV1V/sU5RiAIA5S6ZnxycGfXv5uFQbaOfyGmPMMs2cIlsrqUlSpTHmnS/4DYy5xxizxxizZ2Bg4JoDw58ePTaovtFp/cruFtdRAAAAcIFwJCZJ2tUScpoDAFCY/j3crfqqUt2yrs51lLzl27uaAIDcnTspVurfUiwqqfWCj1v0whGIl3vNqySdstYOWGtTkr4j6faLfwNr7aettbuttbtXrFixoOHhH9/cG9HyyhK9YstK11EAAABwgY5oTM2hcq2oLnUdBQBQYBJTKf2ks1+/sGuVigK+nfJ0Vb69qwkAyN10KiNJKikqcpzEmWckbTTGrDXGlEh6q6T7LnrNfZLebWbcqpkxiT2aGZt4qzGmwsxs1H6lpMNLGR7+MDKe1IOH+nV3e5OfT3UCAADkpXAkxuhEAMCiePBwn6bTWb2hjdGJV8KdEgDAnJ07KebXG+3W2rSkD0n6kWYKrXuttQeNMR80xnxw9mX3Szop6bikz0j6rdnvfUrStyQ9K2m/Zq7Bn17aPwH84PsdXUpmsvqVG1uv/mIAAAAsmcGxaUVHJtXWWus6CgCgAP17uEdNtWW6vnWZ6yh5Leg6AADAO87tFPPx+ERZa+/XTPF14ec+dcGvraTfvsz3flTSRxc1IHzv3j1R7Wiu0bamGtdRAAAAcIFz+8TauVkJAFhg8cmUHj02oPfevkYBRidekX/vagIAcnauFPPrSTEg3x3sjutQzyinxAAAAPJQOBJTwEg7mnl4CQCwsB463KdUxup1OxmdeDXc1QQAzJnfxycC+e7be7tUUhTQG9uaXEcBAADARTqicW1aWa2KEgY3AQAW1v37e9VUW8beyjngriYAYM44KQbkr3Qmq/vC3Xr5lhVaVlniOg4AAAAuYK1VOBLjZiUAYMElplJ65NiA7tyxSsYwOvFquKsJAJiz6XOlWBGXDyDfPH5iSINj03pTe7PrKAAAALjI6aEJxSdTlGIAgAX3k85+JdNZvW5no+sonsBdTQDAnCUpxYC89b2OLlWXBfXyLQ2uowAAAOAi4UhMktRGKQYAWGD37+9RQ3Wpbli9zHUUT+CuJgBgzpKZrIqLjAIBjmID+WQymdGPDvTqrh2NKisuch0HAAAAF+mIxFReXKSNDVWuowAACsj4dFo/OzKgu3Y0cr9ujijFAABzNp3KckoMyEMPHu7TeDLD6EQAAIA8FY7GtLO5VkF+ngIALKCfHunXdDqru3auch3FM7gSAwDmLJnJqJRTKEDe+X5Ht1bWlOqWdXWuowAAAOAiyXRWB7tH1dZa6zoKAKDA/HB/r+qrSnXTmuWuo3gGpRgAYM6SaU6KAfkmNpHUw0f79ca2JhUxKgEAACDvdPaOKpnOqr2VXS8AgIUzmczoJ539unPHSu4H5IA7mwCAOUumsyoJcukA8skP9vcolbG6m9GJAAAAeSkciUkSJ8UAAAvq4aMDmkxldNcORifmgjubAIA5S2YoxYB88/3nurWhoUrbm2pcRwEAAMAldETiqq8qUXOo3HUUAEABeeBgr2rLi3XzWkYn5oI7mwCAOWN8IpBfoiMTevr0sN7U3iRjGJUAAACQj8LRmNpaQrxfAwAsmFQmqwcP9+mVWxtUzL26nPB3CwAwZ9OMTwTyyn3hbklidCIAAECeGp1K6cTAmNpaQ66jAAAKyFMnhzU6ldZrtze6juI53NkEAMzZdDqrsmIuHUC++I9wj65fHVLr8grXUQAAAHAJ+6NxWSu1U4oBABbQjw72qqw4oJdsXOE6iudwZxMAMGfTqYxKg0WuYwCQdGpwXId6RvX6nSzUBQAAyFcdkZgkaVdLrdsgAICCkc1aPXCoVy/dtELlJdynyxWlGABgzqbTWZUyPhHIC/fv75EkvY5SDAAAIG+FIzGtra9UqKLEdRQAQIEIR2PqG51mdOI8cWcTADBn0+msSot5AgXIBz/Y16MbVofUFCp3HQUAAACXYK1VRySmNk6JAQAW0I8O9qkoYPTKLStdR/EkSjEAwJzNjE/k0gG4dm50IqfEAAAA8lfv6JT6E9PsEwMALKgHDvXq1nXLVVtR7DqKJ3FnEwAwZ9PprMqKuXQArjE6EQAAIP+FZ/eJtVGKAQAWyPH+hE4OjDM68RpwZxMAMGczO8UYnwi4xuhEAACA/NcRiau4yGjrqhrXUQAABeJHB/skSa/ZRik2X5RiAIA5m04zPhFwjdGJAAAA3hCOxLR1VY3K2MsMAFggPz7Up10ttWqsLXMdxbO4swkAmJNM1iqVsZwUAxxjdCIAAED+y2St9kVjamsJuY4CACgQ/YkpdURievXWla6jeBqlGABgTpLprCSplJ1igFOMTgQAAMh/JwbGNJ7MqJ19YgCABfLTzn5J0qu2UYpdC+5sAgDmZCqVkSTGJwIOMToRAADAGzoiMUlSG6UYAGCB/PhQv5pD5drSWO06iqdxZxMAMCfT506KMT4RcIbRiQAAAN4QjsRUXRrUuvpK11EAAAVgMpnRz48P6FVbG2SMcR3H0yjFAABzMp3mpBjg2g8P9Oh6RicCAADkvXA0pp0ttQoEuHEJALh2jx0f1FQqy+jEBcCdTQDAnEyzUwxwqis2qQNdo3rt9kbXUQAAAHAFU6mMOnsS7BMDACyYhzr7VFUa1C1r61xH8TzubAIA5mQ6xfhEwKUfH+yVJEoxAACAPHewe1TprGWfGABgQWSzVg8e7tdLN61QCROcrhl/BwEAc3JufGIZJ8UAJx441KeNDVVay14KAACAvBaOxCSJk2IAgAWxryuugcS0XrWtwXWUgsCdTQDAnEzNnhQrKeLSASy1kfGknjo1rNdsZ3Y4AABAvgtHY2qsKdPKmjLXUQAABeDBQ30qChi9fDOl2ELgziYAYE6mUjMnxcpLGJ8ILLWfdPYrk7V6zTZGJwIAAOS7cCSmttZa1zEAAAXiwcN9uvG6ZQpVlLiOUhAoxQAAczJ1fnwipRiw1B441KvGmjLtbObmCgAAQD6LTSR1emhC7a3LXEcBABSArtikOnsTetVWToktFEoxAMCcnBufWBakFAOW0mQyo4ePDujV21YqEDCu4wAAAOAKwtG4JHFSDACwIH7a2S9JesUWSrGFQikGAJiTc+MTy4q5dABL6efHBzWVyrJPDAAAwAPCkZiMESf8AQAL4mdH+tW6vFzrV1S5jlIwuLMJAJiTc6VYKeMTgSX1wMFeVZcFdcvaOtdRAAAAcBXhSEwbVlSpuqzYdRQAgMdNpTJ67PiQXr65QcYwOWahUIoBAOZkOj07PpGTYsCSSWeyevBwn165pUElQf7ZAwAAyGfWWoWjMbW1hlxHAQAUgCdPDmkyldHLGZ24oLi7AgCYk8lkRgEjlRRx6QCWyt4zIxqZSOk12xtdRwEAAMBVREcmNTiWpBQDACyIn3b2q6w4oNvWMTlmIXFnEwAwJ1OpjMqKiziuDSyhBw71qSQY0Es2rXAdBQAAAFcRjsYkSe0tIac5AADeZ63VT47064719SpjlcmCohQDAMzJVDrDRRhYQtZaPXi4T3esr1NVadB1HAAAAFxFOBJTSTCgzY3VrqMAADzuxMCYIsOTjE5cBJRiAIA5mUplVcZOI2DJnBgY15mhCb1i60rXUQAAADAH4Uhc25tq2AULALhmP+nslyRKsUXAVRoAMCfnxicCWBo/nX0D/AreAAMAAOS9dCar/V1xtTE6EQCwAH7aOaDNK6vVHCp3HaXgUIoBAOZkKpVVKaUYsGQe6uzTlkbeAAMAAHjBsf4xTaYyam8NuY4CAPC40amUnjk9zCmxRUIpBgCYk+l0RmXFXDaApTA6ldKe0yO8AQYAAPCIcCQmSWqjFAMAXKPHjw8qnbV6+eYVrqMUJO5uAgDmZCqVUTknxYAl8ejRmTfAjE4EAADwhnA0ppqyoNbUVbiOAgDwuIePDqi6NKgbrlvmOkpBohQDAMzJVCrLTjFgiTzU2adQRbGu50ljAAAAT+iIxNXWGpIxxnUUAICHWWv18JEBvWhjvYqLqG8WA39XAQBzMpVifCKwFDLZmTfAL920QkHeAAMAAOS9iWRaR/sS7BMDAFyzY/1j6o5P6aWbGJ24WLjTAgCYk6l0RmVBTooBiy0cjWloPMnoRAAAAI842D2qTNaqrSXkOgoAwOMePjIgSXoJpdiioRQDAMzJZDKr8hJKMWCx/bSzXwEjngoDAADwiHAkJkna1VrrNggAwPMePjqgTSur1BQqdx2lYFGKAQDmZDKZVjk7xYBF99Dhft143TKFKkpcRwEAAMAcdERiag6Vq6G6zHUUAICHTSTTevrUMA/JLjJKMQDAVVlrNZnKcFIMWGS98Skd6hnVK7asdB0FAAAAcxSOxtTGKTEAwDV68uSQkpmsXrqJdQqLiVIMAHBVyUxWWSuVcVIMWFQ/6eyXJPaJAQAAeMTQ2LQiw5PsEwMAXLOHjwyovLhIu9cscx2loFGKAQCuaiqZlSTGJwKL7Ced/WoOlWvTyirXUQAAADAH+6JxSVJba8htEACA5z18dEC3ra/jofRFRikGALiqyVRGkhifCCyiZDqrJ04M6qWbV8gY4zoOAAAA5qAjElPASDubGZ8IAJi/04PjOj00wT6xJUApBgC4qolkWhInxYDFtPfMiMaTGd4AAwAAeEg4GtPGhmpVlgZdRwEAeNgjxwYkiXsCS4BSDABwVedOinF8G1g8jxwbUDBgdPv6OtdRAAAAMAfWWoUjMbW1ckoMAHBtHjk6oNXLK7SmvtJ1lIJHKQYAuKqp2VKsgvGJwKJ55OiAbli9TNVlxa6jAAAAYA4iw5MamUixTwwAcE1SmayeODGkF2+sdx3FFyjFAABXNZnMSmKnGLBYBhLTOtg9qpds4g0wAACAV3REY5KktpaQ0xwAAG977mxM48kMpdgSoRQDAFzVufGJ7BQDFsfPj8/MDn8Js8MBAAA8IxyJqTQY0ObGatdRAAAe9vNjAwoY6bb1lGJLgVIMAHBV7BQDFtcjRwe1vLJEO5rYRwEAAOAV4UhMO5prVVzE7TUAwPw9cmxQba0h1ZazTmEpcNUGAFzVZDItifGJwGLIZq0ePTagF22oVyBgXMcBAADAHKQyWR3ojjM6EQBwTeITKe2LxvTijUyOWSqUYgCAq5pMMj4RWCyHekY1OJZkdCIAAICHHO1LaCqVVVsrJ/0BAPP3+IlBZa3YJ7aEKMUAAFc1mcpKohQDFsMjx2b3ifEGGAAAwDPCkbgkqb015DYIAMDTHj0+qKrSINeTJUQpBgC4qnM7xUqDXDaAhfbI0QFtaaxWQ02Z6ygAAACYo3AkplBFsVYvr3AdBQDgYY8eG9Ct6+rYT7mE+DsNALiqyWRaZcUB9h0BC2x8Oq29Z0b0UkYnAgAAeEo4GlNbS0jG8DMSAGB+zgyNKzI8qZdsYnLMUqIUAwBc1UQyo4qSoOsYQMF54sSQUhnLPjEAAAAPGZ9O62hfQm2MugIAXINHjg1Kkl60gVJsKVGKAQCuajKZYZ8YsAgeOTag8uIi7V6zzHUUAAAAzNGBrriyVmpvrXUdBQDgYT8/NqDmULnW1le6juIrlGIAgKuaSGZUWUopBiy0nx8b1C3rlqs0yD9fAAAAXhGOxiRJu1pCTnMAALwrk7V6/MSQXryxnlG8S4xSDABwVROpjMoZnwgsqJ74pE4OjjMmAQAAwGPCkbiaQ+Wqryp1HQUA4FH7u+JKTKV1O/cElhylGADgqiaTaVUwPhFYUI8dH5Ik3b6eN8AAAABe0hGJqX11yHUMAICHPXZ8Zp/Y7evrHCfxH0oxAMBVTSQzqiihFAMW0uPHB7W8skRbGqtdRwEAAMAcDSSm1RWbVDujEwEA1+DxE4Pa0ljNqWMHKMUAAFc1mcyonFIMWDDWWj12YlC3ra9TIMDscAAAAK/YN7tPrK015DQHAMC7plIZ7Tk9wuQYRyjFAABXNZ5Mc1IMWEAnBsbVNzqtO3gDDAAA4CnhSEwBI+1ornEdBQDgUc+eGdF0Oqs7NjA60QVKMQDAVc2MTwy6jgEUjMdPzMwO5w0wAACAt4SjcW1aWc3PRwCAeXvsxKCKAkY3r13uOoovUYoBAK5qkp1iwIJ67PigmkPlWr28wnUUAAAAzJG1VuFoTO2MTgQAXIPHjg+praVW1WXFrqP4EqUYAOCKkums0llLKQYskEzW6okTQ7pjQ52MYZ8YAACAV5wdnlBsIqVdLSHXUQAAHjU6ldK+aEx3bGCdgiuUYgCAK5pMZiRJ5YwHARbEwe64RqfSvAEGAADwmI5ITJLU1lrrNggAwLOeOjmsrJVuZ8e4M5RiAIArmkilJYmTYsACeez4kCTptvXsEwMAAPCScCSusuKANq2sdh0FAOBRjx0fVFlxQDdcF3IdxbcoxQAAVzQxe1KMUgxYGI+fGNSmlVVqqC5zHQUAAAA5CEdj2tFUq+IibqcBAObn8RODumnNcpUGuc/mCldxAMAVTZ4vxRifCFyr6XRGz5weZkwCAACAx6QyWR3oiqutNeQ6CgDAo/oTUzraN8Y9AccoxQAAV8RJMWDhPHsmpqlUVi9inxgAAICnHO1LaDqdpRQDAMzbEydm1incsYF1Ci5RigEArmg8ObNTrJxSDLhmj58YVFHA6JZ1y11HAQAAQA7Ckbgkqb0l5DYIAMCznjw5rOrSoLY31bqO4muUYgCAKzo3PrGS8YnANXvixJB2NNequqzYdRQAAADkIByJaVlFsVqXl7uOAgDwqCdPDunmtctVFDCuo/gapRgA4IrGp2dOijE+Ebg2k8mMwtGYbuWUGAAAgOeEozHtagnJGG5kAgBy1xuf0qnBcd22ntGJrlGKAQCu6NxOscpSTooB1+LZsyNKZaxuXcsbYAAAAC8Zn07raF+CfWIAgHl78uTMPrFb13FPwDVKMQDAFY3NnhSrLOWkGHAtnjo5pICRdq9Z5joKAAAAcnCgK66sldpb2QEDAJifJ04MqaYsqK2ralxH8T1KMQDAFU0k0woGjEqKuGQA1+LJU8PsEwMAAPCgcDQmSdrVEnKaAwDgXU+cHNIt6+rYJ5YHuMMJALii8emMKkqKmJ0PXIOpVEYdZ2OMSQAAAPCgcCSulmXlqq8qdR0FAOBBXbFJnR2e0G3cE8gLlGIAgCuaSKbZJwZco+fOxpTMZHXL2uWuowAAACBH4WiMfWIAgHl78gT7xPIJpRgA4IrGkzMnxQDM35Mnh2SMtHsNpRgAAICXDI5NKzoyqXZGJwIA5umJk0NaVlGsLY3VrqNAlGIAgKuYmOakGHCtnjo1pO1NNaotZ58YAACAl+w7v0+s1m0QAIBnPXlySLesrVOAfWJ5gVIMAHBFnBQDrs1UKqPnzsZ0y1rGJAAAAHhNRySugJF2NFOKAQByFxmeUHRkUreuY3JMvqAUAwBc0UQyrcoSTooB8xWOxDSdZp8YAACAF4UjMW1aWc30DADAvDxxcmaf2G3r6x0nwTmUYgCAKxqfzvADIHANnjo1LGOkmynFAAAAPMVaq3A0pjb2iQEA5unJk0NaXlmiTSurXEfBLEoxAMAVjU+nVVnK+ERgvp48OaQtjTUKVZS4jgIAAIAcnB2eUGwipbbWkOsoAACPevrUsG5es1zGsE8sX1CKAQCuaCKZUQXjE4F5mU5n9OzZEUYnAgAAeFA4GpcktbWyTwwAkLuu2KSiI5O6hX1ieYVSDABwWdZajSfTqizhpBgwH/uicU2lsrp1XZ3rKAAAAMhROBJTWXFAm1ZWu44CAPCgp0/N7BNjnUJ+oRQDAFzWVCora6UKdooB8/LUSd4AAwAAeFU4EtP2ploVF3H7DACQu6dODqumLKgtjTWuo+ACXNUBAJc1nkxLEifFgHl65vSINjZUaXkl+8QAAAC8JJXJ6kB3XG0tIddRAAAe9fSpYd20ZrmKAuwTyyeUYgCAyxqfninF2CkG5C6TtXr2zIh2r+GUGAAAgNcc7UtoKpVlnxgAYF76R6d0cnCcfWJ5iFIMAHBZiamZUqyqjFIMyNXRvoQS02ndtGaZ6ygAAADIUTgSlyS1t4bcBgEAeNLTp4clSTevZcd4vqEUAwBc1rmTYlXsFANytmf2DfBNnBQDAADwnHAkplBFsVYvr3AdBQDgQU+dHFZFSZG2N7FPLN9QigEALuv8TjFKMSBnz5we0cqaUrUsK3cdBQAAADkKR2NqawnJGPbAAABy9/SpYd143TIVF1HB5Bv+FwEAXNbYdEaSVFVa5DgJ4D17Tg9r95rl3EgBAADwmIlkWkf7EmpjdCIAYB6Gx5M60pfQLWuZHJOPKMUAAJd1bnwiJ8WA3HTFJtUdn9JN17FPDAAAwGsOdI0qa6W2llrXUQAAHvTM7DqFW9axTywfUYoBAC6LUgyYn3P7xHazTwwAAMBzwpGYJGlXS8hpDgCANz11clilwYB28XBFXqIUAwBcVmJqthQroRQDcvHM6WFVlQa1pbHadRQAAADkqCMaU3OoXCuqS11HAQB40NOnh3T96pBKg6wjyUeUYgCAyxqfTqu8uEhFAXYiAbnYc3pE168OKchCXQAAAM8JR2JqZ58YAGAeElMpHeoe1c1Mjslb3KkBAFzWeDLN6EQgR/GJlI70JXQTb4ABAAA8Z2hsWtGRSUZeAQDm5dmzMWWtdNNa7gnkK0oxAMBljU1nVF1GKQbk4tmzI7JW2r1mmesoAAAAyFE4GpMkTooBAOZlz+lhBYx0/WruCeQrSjEAwGWNT6dVWcr8YyAXz5weVjBguJECAADgQeFIXAEj7WjmpBgAIHfPnB7W9qZaVTF5KW9RigEALmtsOq3KEi7iQC72nB7R9uZaVfDPDgAAgOeEozFtbKhmjDwAIGfJdFYdkRiTY/IcpRgA4LLGptI82QLkYDqdUUc0ppuu4w0wAACA11hrFY7E1NbKKTEAQO4OdMc1lcrqZnaM5zVKMQDAZY0n0zwhCeTgQFdcyXRWu3kDDAAA4DmR4UmNTKTUxhhsAMA87Dk9LEm6kZNieY1SDABwWTM7xSjFgLnae2ZEknTDdSG3QQAAAJCzcDQmSWprCTnNAQDwpmdOj2hNXYUaqstcR8EVUIoBAC5rbDqtqtIi1zEAz3jubEyty8t5AwwAAOBB4UhMpcGANjdWu44CAPCYbNZqz+lh3cTkmLxHKQYAuKR0JqupVJaTYsAcWWv17NkR3bCaMQkAAABeFI7GtL2pRsVF3C4DAOTm5OCYRiZSlGIewFUeAHBJ49MZSVJ1WbHjJIA3dMen1Dc6TSkGAADgQelMVvu74uwTAwDMyzOnZ9Yp7GafWN6jFAMAXFJiOiVJquakGDAnz87uE7t+dchtEAAAAOTsWP+YplJZtVOKAQDm4ZlTw6qvKtHa+krXUXAVlGIAgEtKTKUlSVVllGLAXDx7dkRlxQFtXVXjOgoAAAByFI7EJEltLSGnOQAA3vTMmWHtvm65jDGuo+AqKMUAAJc0Nj1binFSDJiT587GtKs5xA4KAAAADwpHY6otL9Z1dRWuowAAPKY3PqXI8CSjEz2CuzYAgEsamz0pVs1JMeCqplIZHeyO6/rrQq6jAAAAYB46InHtaqnlCX8AQM72nBmWJN20ZrnjJJgLSjEAwCUlpinFgLk62B1XKmN1w2qeCgMAAPCayWRGR/sS7BMDAMzL3jMjKi8u0rYm1il4AaUYAOCSzp0UqyotdpwEyH/PnolJkq5fHXKaAwAAALk72B1XJmvZJwYAmJe9Z0bU1lrLOgWP4H8lAMAljU2nJElVnBQDruq5yIhalpWrobrMdRQAAADkqCMSkyTtaq11GwQA4DkTybQOdo/qxuuYHOMVlGIAgEsam0rLGKmiuMh1FCDvPXsmxuhEAAAAjwpH42qqLeMBJwBAzsKRmdPGlGLeQSkGALik0am0qkqCCgRYNA1cSXdsUr2jU7qB0YkAAACeFI7E1MY+MQDAPDx7dkSSeFDWQyjFAACXNDadZnQiMAfn3wDzVBgAAIDnjIwndXZ4glIMADAve8+MaENDlUIVJa6jYI4oxQAAlzQ2lVY1pRhwVc+djak0GNDWVTWuowAAACBH4WhMktTWEnKaAwDgPdms1d4zI9rNQ7KeQikGALiksem0qkopxYCrefbsiHa11Kq4iLdVAAAAXhOOxGWMtLOl1nUUAIDHnBwcU3wyxeQYj+HuDQDgkhLTaVWVFbuOAeS16XRGB7tGmR0OAADgUeFoTBtWVPFAIAAgZ3tOz6xT4KSYt1CKAQAuaWwqpWp+MASu6HBPQslMVu3soAAAAPAca63CkRj7xAAA87L3zIiWV5ZobX2l6yjIAaUYAOCSGJ8IXF04EpMkta8OOc0BAACA3HXFJjU0nqQU8zhjzJ3GmCPGmOPGmI9c5jUvM8Z0GGMOGmMevuDzIWPMt4wxncaYw8aY25YuOQCv23t2RDesXiZjjOsoyAF3OwEAl5SYSquqjMsEcCXhSEwN1aVqrClzHQUAAAA5CkfikqT2lpDbIJg3Y0yRpE9IerWkqKRnjDH3WWsPXfCakKR/lnSntfasMabhgr/ExyX9p7X2l40xJZIqli49AC8bHk/q5MC4fuXGVtdRkCNOigEAXiCdyWoimVE1pRhwRR3RmHa1hHgqDAAAwIPC0ZhKggFtbqx2HQXzd7Ok49bak9bapKRvSLr7ote8XdJ3rLVnJcla2y9JxpgaSS+R9LnZzyettbGlCg7A2549M7NP7Eb2iXkOpRgA4AXGptOSpOqyYsdJgPwVn0zp5MC42ltrXUcBAADAPHREYtq2qkYlQW6PeVizpMgFH0dnP3ehTZKWGWN+ZozZa4x59+zn10kakPQFY8xzxpjPGmNYDARgTvaeHVFxkdGuFu4JeA1XfQDACySmzpVinBQDLudA18y4HXZQAAAAeE8ma3WgK6523st53aVGNtiLPg5KulHS6yW9VtKfGmM2zX7+BkmftNZeL2lc0uV2kt1jjNljjNkzMDCwYOEBeNfeMyPa1lSrsuIi11GQI0oxAMALjE6lJEk1lGLAZXVEYpKkXc0hpzkAAACQu+P9Y5pIZtTGqX+vi0q6cKFPi6TuS7zmP62149baQUmPSGqb/XzUWvvU7Ou+pZmS7AWstZ+21u621u5esWLFgv4BAHhPOpPVvmhMN6wOuY6CeaAUAwC8wOjkzEmxGsYnApcVjsS0tr5StRX8cwIAAOA14dkHnNpaQk5z4Jo9I2mjMWatMaZE0lsl3XfRa74v6cXGmKAxpkLSLZIOW2t7JUWMMZtnX/dKSYeWKjgA7+rsTWgqldUNq9kn5kUcAQAAvEBi9qQYO8WAywtHY7ptXZ3rGAAAAJiHjmhMNWVBraljhZSXWWvTxpgPSfqRpCJJn7fWHjTGfHD265+y1h42xvynpH2SspI+a609MPuX+B1JX50t1E5Ket/S/ykAeM1zZ0ckSddzUsyTKMUAAC/ATjHgynrjU+obnWafGAAAgEfti8a0qyWkQOBSK6ngJdba+yXdf9HnPnXRx38r6W8v8b0dknYvZj4AhefZszE1VJeqOVTuOgrmgfGJAIAX+K+TYpRiwKWc2ydGKQYAAOA9U6mMOnsS7BMDAMzLc2dHdP3qkIzhwQovohQDALzAf50UY3wicCn7ojEFA0bbVtW4jgIAAIAcHeweVTpr2ScGAMjZ0Ni0Tg9NsE/MwyjFAAAvkJhOqzQYUEmQywRwKeFoTFtWVausuMh1FAAAAOQoPHvqv51T/wCAHJ2bHHM9pZhncbcTAPACiamUaso5JQZcSjZrtS8S58liAAAAjwpHY1pVW6aGmjLXUQAAHvPs2REFA0Y7mxnB61WUYgCAFxidSrNPDLiMk4PjSkyn2ScGAADgUfuice1q4WYmACB3z56JaeuqGpWXMDnGqyjFAAAvkJhKs08MuAzG7QAAAHhXbCKpU4PjPOAEAMhZJmsVjsZ0w+qQ6yi4BpRiAIAXSEylVMNJMeCSwtGYKkqKtH5FlesoAAAAyNG+aFyS1M4obABAjo70JjSRzLBPzOMoxQAALzA6mWJ8InAZ4WhcO5prVRQwrqMAAAAgR+FITMZIOxifCADI0XOREUnSDZRinkYpBgB4gcRUWtWljE8ELpbKZHW4Z1Rt3EQBAADwpHA0rvUrqlTDuHgAQI6ePRNTXWWJWpeXu46Ca0ApBgB4gZmdYpwUAy52tC+hZDqrHc2UYgAAAF5jrVVHJKZdPOAEAJiH5yIjun71MhnD5BgvoxQDADxPKpPVZCqj2nKenAQudqBrZgfFTkoxAAAAz+mJT2lwbFrtrSHXUQAAHhOfSOnkwLiuXx1yHQXXiFIMAPA8iam0JKmGUgx4gf1dcVWVBrWmrtJ1FAAAAOQoHIlJktpaQk5zAAC8pyMakyQerCgAlGIAgOeJT6YkSTXljE8ELra/a1Tbm2oUCDAqAQAAwGvC0biKi4y2rKp2HQUA4DHhSEzGiBG8BYBSDADwPKPnSjEWTwPPk8pkdbhnlNGJAAAAHhWOxLRtVY1Kg0WuowAAPKYjEtOGFVWq5n6Z51GKAQCeZ3Tq3EkxLvLAhY71jSmZzmonT4UBAAB4TiZrtb8rrjbGXgEAcmStVUckxujEAkEpBgB4ntHJ2Z1iPPkCPM+BrrgkaQcnxQAAADzn5MCYxqbT7BMDAOQsMjyp4fEkD1YUCEoxAMDz/NdJMXaKARfa3xVXVWlQa+sqXUcBAABAjjoiMUlSWysPOAEAcvNcZESSOClWICjFAADPE2enGHBJ+7vi2tZUo0DAuI4CAACAHO2LzjzgtK6+ynUUAIDHhCNxlRUHtKWx2nUULABKMQDA84xOphQMGFWUsHwaOCedyepwz6h2MToRAADAk8LRmHa11PKAEwAgZx2REe1srlWwiDqlEPC/IgDgeUanUqopL5Yx/LAInHOsf0zT6ax2tlCKAQAAeM1UKqPDPaPsggEA5CyZzupA9yg7KQsIpRgA4HlGJ9OqKWOfGHCh/dG4JGkHJ8UAAAA853DPqFIZqzYecAIA5Kizd1TJdFbtq0Ouo2CBUIoBAJ7n3EkxAP9lf9fMDoq1dZWuowAAACBH+2YfcOKkGAAgV+FITJLUzjWkYFCKAQCeZ3QypZoySjHgQvu74trWVMMOCgAAAA8KR2JqqC5VY02Z6ygAAI95LhJTfVWpmkPlrqNggVCKAQCeJz6ZUk054xOBc9KZrA73jGonoxMBAAA8qSMaU1triL3JAICcdURiam+t5RpSQCjFAADPMzqV5qQYcIFj/WOaTmcpxQAAADwoPpnSyYFx9okBAHIWn5i5hjA6sbBQigEAnmd0kp1iwIX2d83soNhBKQYAAOA5B7rYJwYAmJ99XTFJXEMKDaUYAOC8qVRG0+msasoYnwicc6h7VBUlRVpXX+k6CgAAAHLUEYlJknY1h5zmAAB4T/jcNaQl5DQHFhalGADgvNGplCRxUgy4wKHuUW1dVaNAgPnhAAAAXhOOxLSuvlK1FfyMAwDITTga19r6StVyn6ygUIoBAM4bnZwpxbjYAzOyWatDPaPatqrGdRQAAADMQzga0y72iQEA5mEf15CCRCkGADgvTikGPE9kZEJj02ltb6IUAwAA8Jre+JT6RqfZBQMAyFnf6Mw1hNGJhYdSDABwHqUY8HwHu0clSdsoxQAAADwnHI1JEqUYACBn5/aJtbdyUqzQUIoBAM6jFAOe71D3qIoCRptWVruOAgAAgByFIzEFA4ZR2ACAnO2LxlUUMNq2ilKs0FCKAQDOi09QigEXOtgd14YVVSorLnIdBQAAADkKR2Pasqqa93IAgJyFozFtWlmt8hKuIYWGUgwAcF5s9qRYDaUYIEk61DPKPjEAAAAPymat9kXiamMXDAAgR9Za7e+Kq62FU2KFiFIMAHBefDKlypIiFRdxeQAGx6bVNzrNPjEAAAAPOjU0rsR0mn1iAICcnR2eUGwipV08WFGQuOsJADgvPplSqKLEdQwgLxzqHpUkdlAAAAB4UDgSkyROigEAchaOxiVJuzgpVpAoxQAA541OphidCMw61DNbinFSDAAAwHPCkZgqSoq0oaHKdRQAgMfsi8RUGgxoc2O16yhYBJRiAIDz4pMp1ZYHXccA8sLB7lE1h8o5PQkAAOBBHdG4djbXqihgXEcBAHjMvmhc25pqWC9SoPhfFQBw3kwpxkkxQJIOdcc5JQYAAOBByXRWh7tH1c4+MQBAjjJZqwPdccbvFjBKMQDAeZRiwIyJZFonB8fZJwYAAOBBnb2jSmay2sUNTQBAjo73j2kimWGfWAGjFAMAnEcpBszo7E3IWmk7J8UAAAA8JxyJSZLaWrmhCQDITTgakyQerChglGIAAEnSdDqjqVSWUgzQzD4xSYxPBAAA8KCOSFz1VSVqDpW7jgIA8Jh90ZiqSoNaV1/pOgoWCaUYAEDSzCkxSZRigKRD3aOqLS/mRgoAAIAH7YvG1NYSkjHGdRQAgMfsj8a1s7lWgQDXkEJFKQYAkCSNnivFKkocJwHcO9Qd17ZVNdxIAQAA8JjEVErHB8YYewUAyFkyndXh3oR2sk+soFGKAQAkcVIMOCedyaqzN8HoRAAAAA/a3xWXtewTAwDk7mhfQsl0VjubuYYUMkoxAIAkKTYxU4qFKMXgc6eHxjWdzmrrKkoxAAAArwlH4pKkNk6KAQBydKBr5hpCKVbYKMUAAJIuKMUqKMXgb4d7EpKkrauqHScBAABArvZFY7qurkLLKhkLDwDIzb6uuKrLgrqursJ1FCwiSjEAgCRpZCIpSQqV88Mj/K2zd1RFAaMNDVWuowAAACBH4UiMfWIAgHk50BXXzuZa9osXOEoxAICkmZ1iASNVlwVdRwGc6uxJaP2KSpUGi1xHAQAAQA76R6fUHZ9SWwtjrwAAuUmms+rsSWgn15CCRykGAJA0Mz6xtrxYgQBPw8DfOnsT2tLIPjEAAACvCUdndsG0t4bcBgEAeM7RvoSSmSz7xHyAUgwAIEmKTaYUqmB0IvwtPplSV2xSW9gnBgAA4Dn7ojEVBYy2N3FDEwCQm32zD1bsag65DYJFRykGAJAkxSaSqi0vdh0DcOpIb0KStJWTYgAAAJ7TEYlp88pqlZcwBhsAkJv9XXHVlherdXm56yhYZJRiAABJMydkQhWUYvC3zt5RSeKkGAAAgMdYaxWOxNTWyikxAEDu9nfFtKO5RsawVqTQUYoBACTN7BQLcVIMPne4J6FQRbEaa8pcRwEAAEAOTg9NaHQqrbaWkOsoAACPmU5ndKQ3oZ2MTvQFSjEAgCRpZCLJTjH4XmfvqLY0VvNkGAAAgMeEIzFJUltryGkOAID3HOlNKJWx2tnMaWM/oBQDACidySoxlWZ8Inwtm7U60pvQFvaJAQAAeE44GlN5cZE2NlS5jgIA8Jj9XXFJ0q4WSjE/oBQDAGh0Ki1JjE+Er50dntBEMqOt7BMDAADwnHAkpp3NtQoWcasLAJCb/dG4asuL1bKs3HUULAHeKQAAFJtIShLjE+Frnb2jksRJMQAAAI9JZbI60D3KE/4AgHnZ3xXXrpZaVin4BKUYAECxyZQkqZbxifCxwz0JGSNtWslJMQAAAC850ptQMp1lnxgAIGfT6YyO9Ca0g31ivkEpBgBQfGKmFGN8Ivyss3dUa+sqVV5S5DoKAAAAchCOxiRJ7ZRiAIAcHe0dUzprtZNSzDcoxQAAik0yPhHo7E1oC/vEAAAAPCcciWl5ZQm7YAAAOdvfFZck7WiiFPMLSjEAgEbGOSkGfxufTuvM0AT7xAAAADwoHGEXDABgfg50x1VdFlTrch6s8AtKMQCAYhNJGSPVUIrBp470JSRJWxo5KQbAH4wxdxpjjhhjjhtjPnKJr7/DGLNv9j+PG2PaLvjaaWPMfmNMhzFmz9ImB4DnG59O61h/Qm0tIddRAAAedLArrh1NPFjhJ5RiAACNTKRUW16sogBvAOBPnT0zpdjWVZwUA1D4jDFFkj4h6S5J2yS9zRiz7aKXnZL0UmvtLkl/IenTF3395dbadmvt7kUPDABXcKArrqxlnxgAIHepTFaHexPa0cy9AD+hFAMAaGQiqWXsE4OPdfaOqrKkSM0hxiUA8IWbJR231p601iYlfUPS3Re+wFr7uLV2ZPbDJyW1LHFGAJiTcDQmSdrVwi4YAEBujvePKZnOakcz1xA/oRQDACg2kVKogtGJ8K8jvQltbqxWgNOSAPyhWVLkgo+js5+7nF+X9MMLPraSHjDG7DXG3LMI+QBgzsKRuFqXl6uuqtR1FACAxxzoikuStjdRivlJ0HUAAIB7IxNJrawpcx0DcMJaq6N9Cb12e6PrKACwVC71BIC95AuNeblmSrEXXfDpO6y13caYBkk/NsZ0WmsfucT33iPpHklavXr1tacGgEvoiMTUvjrkOgYAwIMOdo+qoqRIa+srXUfBEuKkGACAk2LwtYGxaY1MpLRpZbXrKACwVKKSWi/4uEVS98UvMsbskvRZSXdba4fOfd5a2z373/2SvquZcYwvYK39tLV2t7V294oVKxYwPgDMGBybVldsUu0tIddRAAAedKArrm2ralTE1BhfoRQDALBTDL52tHdMkrS5kVIMgG88I2mjMWatMaZE0lsl3XfhC4wxqyV9R9K7rLVHL/h8pTGm+tyvJb1G0oElSw4AF9g3u0+srTXkNAcAwHsyWatDPaPsE/MhxicCgM9NpTKaSGa0jJNi8KmjfQlJ4qQYAN+w1qaNMR+S9CNJRZI+b609aIz54OzXPyXpf0uqk/TPxhhJSltrd0taKem7s58LSvqatfY/HfwxAEAdkbgCRtrRXOM6CgDAY04NjmsimdH2Jq4hfkMpBgA+F5tISZJCnBSDTx3tS2h5ZYnqq/hnAIB/WGvvl3T/RZ/71AW//g1Jv3GJ7zspqW3RAwLAHIQjMW1aWa2KEm5vAQByc7A7LkmcFPMhxicCgM+NTCQlScsrKQTgT0f6EtrYUKXZUw8AAADwAGut9kVjamOfGABgHg50xVUaDGhjQ5XrKFhilGIA4HPnSrEQ4xPhQ9ZaHesbY58YAACAx0SGJzUykWKfGABgXg50jWrLqhoFi6hI/MbJ/+LGmOXGmB8bY47N/veyS7ym1RjzU2PMYWPMQWPMf3ORFQAK3bnxicsYnwgf6o5PaWw6zT4xAAAAj+mIxiRJba2MvQIA5MZaqwPdce1gn5gvuapBPyLpIWvtRkkPzX58sbSkP7DWbpV0q6TfNsZsW8KMAOAL506KUYrBj472JiSJk2IAAAAeE47EVFYc4OEmAEDOIsOTSkyl2SfmU65KsbslfWn211+S9KaLX2Ct7bHWPjv764Skw5KalyogAPjFuZNijE+EHx3pmynFNjVwMwUAAMBLwpGYdjTVqpixVwCAHB3ojkuStnNSzJdcvXNYaa3tkWbKL0kNV3qxMWaNpOslPbX40QDAX0bGkyovLlJZcZHrKMCSO9qb0MqaUtVSCgMAAHhGOpPVge64drWEXEcBAHjQwe64igKG08Y+FVysv7Ax5kFJjZf40p/k+NepkvRtSb9nrR29wuvukXSPJK1evTqX3wIAfG1kIqVlFALwqaP9Cd4EAwAAeMzRvjFNpbLsEwMAzMuh7lFtbKjiAXGfWrRSzFr7qst9zRjTZ4xZZa3tMcasktR/mdcVa6YQ+6q19jtX+f0+LenTkrR79247/+QA4C+xiaRC7BODD2WyVsf6xvSuW69zHQUAAAA5CEdjkqT21pDTHAAAbzrYPaoXbax3HQOOuBqfeJ+k98z++j2Svn/xC4wxRtLnJB221v7DEmYDAF8ZmUhqWSUnxeA/Z4cnNJ3OalMjJ8UAAAC8JByJKVRRrNXLK1xHAQB4zEBiWv2JaW1bxT4xv3JViv21pFcbY45JevXsxzLGNBlj7p99zR2S3iXpFcaYjtn/vM5NXAAoXCMTKS2vLHUdA1hyR3oTkqTNjE8EAADwlHB0Zp/YzPPUAADM3aGemQ1N25sYwetXizY+8UqstUOSXnmJz3dLet3sr38uiXc3ALDIhseTWs5OMfjQsb6ZUmxDQ5XjJAAAAJiriWRaR/sSevXWBtdRAAAedLA7LkmcFPMxVyfFAAB5IJ3JKj6Z0rJKdorBf470JdS6vFyVpU6eEQIAAMA8HOweVSZr1cY+MQDAPBzqHlXLsnLV8oC4b1GKAYCPxSZTkqTllGLwoaN9CUYnAgAAeEw4EpMk7WoJOc0BAPCmQ92j2t7EKTE/oxQDAB8bGU9KkpZVUIrBX5LprE4OjGsTpRgAAICndERiag6Va0U1e5EBALkZn07r1NC4tq1in5ifUYoBgI8Nz5ZinBSD35weGlc6a7VxJfvEAAAAvGRfNK52RicCAOahs3dU1oqTYj5HKQYAPkYpBr863j8mSdrYwEkxAAAArxgeT+rs8IR2tfCEPwAgdwe7RyVJ2yjFfI1SDAB8bHiCUgz+dKxvTMZI61dwUgwAAMArwtGYJKmNk2IAgHk41D2qZRXFWlVb5joKHKIUAwAfO7dTLFRR7DgJsLSOD4ypZVm5ykuKXEcBAADAHIUjMQWMtLOZk2IAgNwd7B7V9qZaGWNcR4FDlGIA4GPD4ylVlQZVGqQYgL8c60toA6fEAAAAPCUciWljQ7UqS4OuowAAPCaVyepIX4LRiaAUAwA/G5lIalklp8TgL5ms1cnBcW1cyT4xAAAAr7DWKhyNq62VU2IAgNydGBhTMp3Vdkox36MUAwAfGx5PankF+8TgL5HhCSXTWW1o4KQYAACAV0RHJjU8ntSulpDrKAAADzrUPSpJ2raKUszvKMUAwMdmTopRisFfjvWPSRKlGAAAgIeEozFJUntryGkOAIA3HeweVVlxQOtYpeB7lGIA4GOcFIMfHacUAwAA8JxwJKaSYECbGxmBDQDI3aHuUW1urFFRwLiOAscoxQDAx0bGOSkG/znWn1BjTZlqytinBwAA4BXhSFw7mmpUXMStLABAbqy1Otw7qm2reLAClGIA4FtTqYzGkxktpxSDzxzvH+OUGAAAgIekM1nt74qrjdGJAIB56IlPKTaRYp8YJFGKAYBvxSZSkqRljE+Ej1hrKcUAAAA85lj/mCZTGfaJAQDm5XDPqCRpK6UYRCkGAL41ND4tSZwUg690x6c0kcxQigEAAHhIOBKTJO1qCTnNAQDwpnOl2BZKMYhSDAB8a3g8KUmqq6IUg38c7x+TJG2kFAMAAPCMcDSumrKg1tRVuI4CAPCgwz0JrV5eoarSoOsoyAOUYgDgU0NjM6UYJ8XgJ8f6EpKkjStZrgsAAOAV4UhMba0hGWNcRwEAeNChnlH2ieE8SjEA8KmhcyfFKMXgI8f7x7S8soQyGAAAwCMmkxkd6UuwTwwAMC8TybROD42zTwznUYoBgE8Nj0+rKGBUU1bsOgqwZI73j7FPDAAAwEMOdseVyVq1sU8MADAPnb0JWSttXcXEGMygFAMAnxoeT2pZRYkCAUaQwB+stTrWP8Y+MQAAAA/piMQkSbtaa90GAQB40qHuUUnStiZOimEGpRgA+NTQWJLRifCVwbGk4pMpTooBAAB4SDgaV1NtmRqqy1xHAQB40OGeUdWUBdUcKncdBXmCUgwAfGp4PMleJfjKsf6EJGljAyMTAAAAvCIciamNfWIAgHk63DOqLatqZAyTkjCDUgwAfGp4PKnlVZRi8I/j/WOSpI0rOSkGAADgBSPjSZ0dnqAUAwDMSzZr1dmb0LZVjE7Ef6EUAwCfGhpnfCL85UT/mKpLg2qoLnUdBQAAAHMQjsYkSW0tIac5AADedGZ4QhPJDKUYnodSDAB8KJXJKj6ZYnwifOXEwLjWrahkZAIAAIBHhCNxGSPtbKl1HQUA4EGHe0YlSVspxXABSjEA8KGRiaQkcVIMvnJiYEzrVzA6EQAAwCvC0Zg2rKhSVWnQdRQAgAcd6h5VUcCwRgHPQykGAD40PD5Tii2vZIwc/GF8Oq2e+JTWN/BGGAAAwAustQpHYuwTAwDM2+GeUa2rr1RZcZHrKMgjlGIA4ENDY+dKMU6KwR9ODY5LktbVVzpOAgAAgLmIjkxqaDxJKQYAmLfDPaPa1sToRDwfpRgA+NDQ7EmxuipKMfjDiYExSeKkGAAAgEeEozFJUntLyGkOAIA3xSaS6o5PaUsjpRiej1IMAHxoeGxaEifF4B8nBsYVMNJ1dRWuowAAAGAO9kXjKgkGtLmx2nUUAIAHdfYmJElbV3EdwfNRigGADw2PJ2WMtKyCUgz+cGJgTK3LK1QaZI44AACAF3REYtreVKOSILeuAAC56+wZlSRtXcVJMTwf7ywAwIeGxpMKlRerKGBcRwGWxMmBcfaJAQAAeEQ6k9X+aFxtjE4EAMxTZ29CyyqK1VBd6joK8gylGAD40NBYUvVVvCmAP2SzVicHxrR+BfvEAAAAvOD4wJgmUxm1tda6jgIA8KjDvQltaayRMTwQjuejFAMAHxoan1ZdFaMT4Q9dsUlNp7Na30ApBgAA4AXhSEySOCkGAJiXTNbqaG+C0Ym4JEoxAPChobGk6jgpBp84OTguSYxPBAAA8IiOSFw1ZUGtqeP9GwAgd2eHJzSZymjLqmrXUZCHKMUAwIcGx6ZVX8lJMfjDif4xSeKkGAAAgEfsi8bU1hpSgB3IAIB56OwZlSRtbeSkGF6IUgwAfCaZzmp0Ks1JMfjGycEx1ZQFVUcRDAAAkPemUhl19ia0q4V9YgCA+Tncm1DASBtX8nAsXohSDAB8Zng8KUmqpxSDT5zoH9f6hiqW6wIAAHjAwe64Mlmr9tZlrqMAADyqs2dUa+srVVZc5DoK8hClGAD4zODYtCSpropTM/CHEwNjWr+Cp8MAAAC8oCMSlyS1cVIMADBPnb0JbVnF6ERcGqUYAPjM0PmTYpRiKHyJqZT6E9Nat4Il7QAAAF4QjsTUVFumhpoy11EAAB40Np3W2eEJbW2sdh0FeYpSDAB8ZujcSbFKxiei8J0cGJckTooBAAB4RDgaU1tryHUMAIBHHekdlSRtaeSkGC6NUgwAfGZobOakGOMT4QcnBsYkSes5KQYAAJD3RsaTOjM0QSkGAJi3wz0JSdKWVZwUw6VRigGAzwyOT6skGFBVadB1FGDRnRwYV1HAaPVySjEAAIB8F47GJEltLSGnOQAA3tXZO6rqsqCaQ+WuoyBPUYoBgM8MjSVVX1kiY4zrKMCiOzEwptXLK1QS5C0PAABAvgtH4jJG2tlS6zoKAMCjOnsS2tpYw30vXBZ3iADAZ4bGplVXxT4x+MPJgXFGJwIAAHhEOBrThhVVTLUAAMyLtVadvQlGJ+KKKMUAwGeGxpPsE4MvZLNWp4bGtbaeUgwAACDfWWsVjsTYJwYAmLfoyKTGptPa0ljjOgryGKUYAPjM0FhSdZWcFEPh645PKpnOat2KKtdRAAAAcBXRkUkNjScpxQAA89bZm5AkbW7kpBguj1IMAHzEWqvBsWnVc1IMPnBqcFyStKaOk2IAAAD5LhyNSZLaW0JOcwAAvOtI76gkSjFcGaUYAPjI2HRa0+ks4xPhC+dKsXXsFAMAAMh74UhMJcEANzIBAPPW2ZtQ6/JydlPiiijFAMBHBseSkqT6KsYnovCdGhxXRUmRGqr5/zsAAEC+C0fi2t5Uo5Igt6oAAPNzpDehzSvZJ4Yr450GAPjI4Ni0JEox+MOpwXGtqauUMcZ1FAAAAFxBOpPV/q642hidCACYp+l0RicHx7W5kb3iuDJKMQDwkcEEpRj849TguNYyOhEAACDvHesf02Qqo/bWkOsoAACPOtE/rkzWanMjJ8VwZZRiAOAj50+KVbNTDIUtmc4qOjKpdfWUYgAAAPkuHIlJktooxQAA83Skb1SStIXdlLgKSjEA8JGBsaSMkZZXUIqhsEVGJpTJWq2lFAMAAMh74WhcNWVBramrcB0FAOBRnb0JFRcZ7gPgqijFAMBHBsemtbyiRMEi/vWPwnZqYFyStIY3wwAAAHkvHImprTXELlgAwLwd7U1o/YoqFXPPC1fB/0MAwEcGE9PsE4MvnBqcKcUYnwgAAJDfJpMZHelLsE8MAHBNjvQmGJ2IOaEUAwAfGRybZp8YfOHU0LiWVRQrxKhQAACAvHawO65M1qqtJeQ6CgDAo+KTKXXHp7S5scZ1FHgApRgA+MjgWJKTYvCFUwPjjE4EAADwgI5ITJK0q7XWbRAAgGcd7UtIEifFMCeUYgDgI4NjjE+EP5waHGe5LgAAgAeEo3E1h8rVUF3mOgoAwKM6e2dKsU2UYpgDSjEA8ImJZFoTyQylGAreRDKt3tEp9okBAAB4QDgSUxunxAAA1+BI76iqy4JqquUBC1wdpRgA+MRgIilJqq9ixxIK2+nBCUlifCIAAECeGx5P6uzwBPvEAADX5EhvQptXVssY4zoKPIBSDAB8YmBsWpJUX81JMRS2U4PjksT4RAAAgDwXjsYkSW2tIac5AADeZa1VZ29CmxmdiDmiFAMAnxicLcVWMD4RBe700EwptqaOUgwAACCfhSMxBYy0s5nxiQCA+ekdnVJiKq0tlGKYI0oxAPCJc6UYO8VQ6E4OjKuxpkyVpUHXUQAAAHAF4UhMGxuqed8GAJi3zt6EJGlzY43jJPAKSjEA8IlzO8Xq2CmGAndqcExr6itcxwAAAMAVWGsVjsbV1sopMQDA/B05V4qt5KQY5oZSDAB8YnBsWqGKYhUX8a9+FLbTQxNaW1/lOgYAAACuIDoyqeHxJPvEAADX5EhvQo01ZaqtKHYdBR7BnVEA8InBsWlGJ6LgxSaSGh5Pal09+8QAAADyWUckJklqawk5zQEA8LYjvQltZp8YckApBgA+MZCYVkM1pRgK2+mhCUnSdXWMTwQAAMhn4UhMpcEANzIBAPOWyVodHxjjWoKcUIoBgE8MjE1rBaUYCtyZoXFJ0lpOigEAAOS1cDSmHc21jHcHAMzbmaFxJdNZbWKfGHLAOw8A8ImBxLRWMD4RBe704ISMkVqXc1IMAAAgX6UzWe3vijM6EQBwTY72JSRJmynFkANKMQDwgfH/P3t/HiZnfpf3/venq/e1etXai6TRzHhsj6SZ8dhgQjA+JJiATcJmE8KWgyGHneSAE04IhFwnJxD4hRCCcQj+sRicEwIHQxwbDmA4HBh7tPSMPauk3iX1VkvXvnTV9/xR1UaWpVFL6qpvPU+9X9fVl1SLZm5fV3tU/dzP5/Mt7ipXqjAphtBbjmV1ZLhXvV0R31EAAABwB69uZFQoV3VmesR3FABAgL2ynpGZ9NDUoO8oCBBKMQBoA1vpoiRRiiH0lmJZzY6zOhEAAKCVPbeWlCSdnY56zQEACLZXN9KaGetXXzc3xmL/KMUAoA1sZSjF0B5W4jnNTbA6EQAAoJU9t5pUtL9LM6y8BgA8gFc20pwnhntGKQYAbYBJMbSDdKGs7UyJSTEAAIAWN7+a1JnjUZmZ7ygAgIAq7la0uJ3lPDHcM0oxAGgDny3FBinFEF7LsZwkaZY7jgEAAFpWrrSrVzfSOsPqRADAA1jczqpSdXr4MKUY7g2lGAC0ga10UZEO02h/t+8oQMN8thRjUgwAAKBlfeZaSlUnnZ0e8R0FABBgr6ynJUkPHxr0nARBQykGAG1gK13UxGC3OjpYT4LwWoplJUmz40yKAQAAtKr51YQk6czxqN8gAIBAe3Ujrc4O08kJSjHcG0oxAGgDW5ki54kh9JZjWU0O9Wigp9N3FAAAANzBc6s7mh7r0zir3QEAD+CV9YxOTAyou5OKA/eG7xgAaANb6SLniSH0lmI5zTElBgAA0NLmV5NMiQEAHtirG2nOE8N9oRQDgDawlWZSDOG3EstxnhgAAEAL20oXdS2Z19npqO8oAIAAy5V2tRLP6ZFDlGK4d5RiABBy1arTNusTEXL5UkXrqQKTYgAAAC3s+bWkJOkMpRgA4AFc2cxIkh4+xHliuHeUYgAQcsl8WbtVx/pEhNpKPCdJmmFSDAAAoGU9t5pUpMP0+qPDvqMAAALslfW0JOlhJsVwHyjFACDkttJFSdLkUK/nJEDjLMWyksSkGAAAQAubX9vRw4eG1N/d6TsKACDAXt1Iq7uzgyMUcF8oxQAg5DbTBUnSxGC35yRA4yzXS7HZMT4QAwAAtCLnnJ5bTXKeGADggb2ykdHpqUFFOsx3FAQQpRgAhNxmqjYpNjXMpBjCaymW02h/l0b6u3xHAQAAwG0sxXLayZd1dnrEdxQAQMC9up7WI6xOxH2iFAOAkNusr0+cGuJMMYTXSizH2gQAAIAW9txqUpJ0hkkxAMAD2MmXtZ4q6DSlGO4TpRgAhNxmuqCB7ogGetjbj/BaimU5TwwAAKCFza8m1d8d0ekpLmICAO7flc20JOnhQ4OekyCoKMUAIOQ200VWJyLUirsVXU/mmRQDAABoYc+tJfWGYyOc/wIAeCCvbmQkSQ8zKYb7RCkGACG3lS5qktWJCLG1RF5VJ81NMCkGAADQikq7Vb1wPaWzrE4EADygVzfS6uuK6Fi0z3cUBBSlGACE3Fa6yHliCLXlWFaSNDPGpBgAAEAremU9rdJuVWeOR31HAQAE3OWNjB6aGlQHk8e4T5RiABBym6mCpoZYn4jwWo7lJEmznCkGAADQkuZXE5KkszNRv0EAAIH36kZapzlPDA+AUgwAQixb3FW2VNHUMJNiCK+VeE4D3RGND3T7jgIAAIDbmF/d0cRgj46OcLMeAOD+7eTK2kwXOU8MD4RSDABCbDNdlCTWJyLUVmI5zYwPyIzVCQAAAK3oubWkzk6P8HkNAPBALm+mJUkPMymGB0ApBgAhtpkqSBLrExFqK/GcZsY4YBcAAKAVpQplXd3KcJ4YAOCBvbqRkSSdnmJSDPePUgwAQmxvUmySSTGElHOuXopxnhgAAEAr+szajpyTzkxHfUcBAATcqxtp9XdHdCzKjbG4f5RiABBirE9E2G2liyruVinFAAAAWtT8WlKS9PjxEb9BAACBd3kzrYemBtXRwTpe3D9KMQAIsc10Qd2RDkX7u3xHARpiJZ6TJE1TigEAALSk51aTOjExoGh/t+8oAICAe3Ujw+pEPDBKMQAIsa1UUZNDPRxojdBajtVKMSbFAAAAWtP8alJnWZ0IAHhAyVxJW+miHj406DsKAo5SDABCbDNd5DwxhNpKPCcz6dgo+8QBAABazfpOQRupos6wOhEA8IAub2YkSQ8fYlIMD4ZSDABCbDNd4DwxhNpqPKcjw73q6Yz4jgIAAIBbzK8mJUlnmBQDADygVzfSkqTTTIrhAVGKAUCIbaaLmhqmFEN4rcRzmhlndSIAAEArem4tqa6I6XVHhn1HAQAE3OWNjAa6IzoWZVMMHgylGACEVHG3omSurKmhXt9RgIZZiec4TwwAAKBFPbea1OuODKu3i6l+AMCDeXUjrYemBmVmvqMg4CjFACCkNlNFSdLhYUoxhFO+VNFmukgpBgAA0IKqVafn13Z05njUdxQAQAi8upHRac4TwwGgFAOAkNpMFySJ9YkIrdVETpI0TSkGAADQcq5uZZQp7nKeGADggSWyJW1ninqY88RwACjFACCk9ibFDjEphpBaidVKMSbFAAAAWs/8alKSdHZ6xG8QAEDgXd7MSBKTYjgQlGIAEFIbqdqkGKUYwmolTikGAADQqp5bS2qop1MnJ7irHwDwYC5vpiVJp6f4OwUPjlIMAEJqI11UV8Q02t/lOwrQECvxnAa6Ixob6PYdBQAAALeYX03q8ekRdXSY7ygAgIC7vJHRQHdEx6J9vqMgBCjFACCkNlIFTQ31yowfQhFOq/GcZsYH+B4HAABoMYVyRS/fSOss54kBAA7Alc2MHpoa5Od/HAhKMQAIqc1UUVPDPb5jAA2zEs9pZoy7xAAAAFrNC9dT2q06nTke9R0FABAClzfTemiK88RwMCjFACCkNlIFHRriPDGEU7Xq6qUY54kBAAC0mvnVpCQxKQYAeGA7+bI2UkU9xHliOCCUYgAQUhupgg4xKYaQ2soUVdytUooBAAC0oOdWkzo60qupYW7SAwA8mCubGUnSaUoxHBBKMQAIoXypolRhlx9CEVor8ZwkaZpSDAAAoOXMryZ1hikxAMABuLKZliSdPkQphoNBKQYAIbSZLkiSDlGKIaRWYrVSjEkxAACA1hLPlrQSz7E6EQBwIK5sZtTT2aHjo/z8j4NBKQYAIbSRKkoS6xMRWivxnMykY6N9vqMAAADgJs+tJSWJSTEAwIG4vJnRqclBRTrMdxSEBKUYAITQRopJMYTbajynw8O96umM+I4CAACAm8yvJNVh0huPjfiOAgAIgcsbGVYn4kBRigFACH22FBuiFEM4rSXymmZ1AgAAQMt5bi2phw8NaaCn03cUAEDAZYu7upbM6/QUpRgODqUYAITQZrqons4ODffxgyjCaTWR0/ExVicCAAC0EuecnltN6szxqO8oAIAQuLqVkSQ9RCmGA0QpBgAhtJEq6NBwr8zYt4zwKe1WtZ4qcMguAABAi1mJ55TIlTlPDABwIC5v7JViQ56TIEwoxQAghDZSBU0N9fiOATTE9WRezknTo0yKAQAAtJL51aQk6SylGADgAFzZyqgrYpod56ZYHBxKMQAIoY1UUYdGOE8M4bSWyEuSpsf4UAwAANBK5leT6uuK6OFDrLkCADy4yxsZnZgYUFeEGgMHh+8mAAgZ55zWdwo6PEwphnBaTeQkSceZFAMAAGgpz60m9cZjI+rk4iUA4ABc2UzrNKsTccD4lAIAIZMq7CpfrlCKIbTWEjl1dhjf4wAAAC2kXKnqM9dTOjM94jsKACAECuWKVuI5PTTF9DEOFqUYAITMRqogSaxPbBAz+3Ize8XMrpjZ+27zupnZv6+//ryZPXHTa1Ez+20ze9nMXjKzL2hu+nBYjed1JNrLHcgAAAAt5OUbaZV2qzrDeWIAgAOwsJVV1UmnWcmLA8bVJAAImfWdWinGFM3BM7OIpF+Q9A5Jj0l6j5k9dsvb3iHpdP3rvZJ+8abXfk7Sx5xzj0o6I+mlhocOodVETtOjnCcGAADQSubXkpKks5RiAIADcHkzLUlMiuHAUYoBQMispyjFGuhpSVeccwvOuZKkD0t61y3veZekX3M1z0iKmtkRMxuW9MWS/rMkOedKzrlkE7OHxloiz3liAAAALea51aQmBrt1LMrnNADAg7u6mVGHSScmBnxHQchQigFAyGzWS7Gp4R7PSULpmKTVmx6v1Z/bz3tOStqS9EEzu2Rmv2xmfLK7R4VyRVvpIpNiAAAALWZ+Nakzx6MyM99RAAAhcHkzo9nxAfV0RnxHQchQigFAyKynCor2d6m3iw8NDXC7n/DdPt/TKekJSb/onDsnKSvpdmeSvdfMzpvZ+a2trQfNGzpribwk6fgYdyADAAC0ilShrKtbGVYnAgAOzOXNDKsT0RCUYgAQMus7RVYnNs6apOmbHh+XdH2f71mTtOac+2T9+d9WrST7HM65DzjnnnLOPTU5OXlgwcNiNZGTJCbFAAAAWsin13bknHSGUgwAcADKlaqWtrOUYmgISjEACJmNVEGHKMUa5VlJp83shJl1S3q3pI/c8p6PSPpmq3mLpB3n3A3n3LqkVTN7pP6+t0t6sWnJQ2JvUmx6jFIMAACgVcyvJiVJZ45HveYAAITDciyn3arTQ5OUYjh4nb4DAAAO1nqqoMeODPuOEUrOuV0z+x5JH5cUkfQrzrkXzOy76q+/X9JHJX2FpCuScpK+7aZ/xPdK+lC9UFu45TXsw1o8p+7ODk0OcmYeAABAq3huNamTEwMa6e/yHQUAEAJXNjOSxKQYGoJSDABCpFypajtT1KERJsUaxTn3UdWKr5ufe/9Nv3eSvvsOf3Ze0lONzBd2a4m8jkf71NHBAe4AAACtwDmn+dWk3vrQhO8oAICQuLpVK8VOUYqhAVifCAAhspUuyjlxphhCazWR07HRPt8xAAAAULeeKmgzXdRZzhMDAByQK5sZHRnp1WAPMz04eJRiABAi66mCJOnwCKvlEE5riTzniQEAALSQ5/bOE6MUAwAckCubGVYnomEoxQAgRDZ2aqXY1BCTYgifbHFX8WxJx5kUAwAAaBmXVpPqjnTodUeGfEcBAIRAtep0dSujU5OUYmgMSjEACJG/nhSjFEP4rCXykqTpUSbFAAAAWsVzq0m97uiwejojvqMAAELgRqqgXKnCpBgahlIMAEJkI1VUV8Q01t/tOwpw4FbjOUliUgwAAKBFVKpOn17b0dnjI76jAABC4spmRpIoxdAwlGIAECIbqYKmhnrV0WG+owAHbjVRK8U4UwwAAKA1XNnMKFuqcJ4YAODAUIqh0SjFACBEbuzkdYTViQiptURefV0RjQ8wCQkAANAK5lcTkqSzlGIAgANyZTOjaH8XP/ujYSjFACBE1ncKnCeG0FpL5HRstE9mTEICAAC0gvnVHQ33durExIDvKACAkLi6mdFDk4P87I+GoRQDgJBwzunGToFJMYTWtWSe88QAAABayPxqUmemo1y4BAAcmCtbGVYnoqEoxQAgJJK5soq7VR0eoTRAOF1L5HUsyvc3AABAK8iVdvXKekrnWJ0IADgg8WxJ8WyJUgwNRSkGACGxnipIEpNiCKVcaVeJXFnHmBQDAABoCZ+5llLVSWdnor6jAABC4spmRpJ0ilIMDUQpBgAhsb5TK8U4UwxhdC2RlyQmxQAAAFrE/GpCknTmeNRvEABAaOyVYg9NUoqhcSjFACAkbuwwKYbwWkvWSjHOFAMAAGgN86tJTY/1aXywx3cUAEBIXNnMqK8rwg2xaChKMQAIifWdvDpMmuSHUoTQ3qTYUT4YAwAAtIT5laTOTo/6jgEACJErWxmdmhpQR4f5joIQoxQDgJC4sVPQ1FCvOiP8px3hcy2ZV2eHaWqISUgAAADfNlMFXd8p6MzxEd9RAAAhcnUzw+pENBxXTgEgJNZTBc4TQ2hdS+R1JNqrCHeLAQAAeDe/mpQknZuJes0BSJKZfbmZvWJmV8zsfXd4z5eY2byZvWBmf3bLaxEzu2Rmf9CcxABuJ1fa1bVkXqcoxdBgnb4DAAAOxo2dgk5P8cEB4XQtmWenOAAAQIuYX02qs8P0+qNMisEvM4tI+gVJXyZpTdKzZvYR59yLN70nKuk/Svpy59yKmU3d8o/5fkkvSRpuTmoAt7OwlZUkPcS1LTQYk2IAEBLrO0yKIbyuJfI6Fu33HQMAAACSnltL6tEjQ+rtiviOAjwt6YpzbsE5V5L0YUnvuuU93yjpd5xzK5LknNvce8HMjkv6O5J+uUl5AdzB1a2MJOkUpRgajFIMAEIgXSgrU9zV4WFKMYRPabeqjXRBx0aZFAMAAPCtWnV6fnVHZ6ejvqMAknRM0upNj9fqz93sYUmjZvYJM7tgZt9802v/TtIPS6o2NCWAu7q6mVGkwzQ7zg2xaCzWJwJACGykCpLEpBhCaX2nIOek46xPBAAA8O7qVkbp4q7OHI/6jgJI0u0OHXa3PO6U9KSkt0vqk/RXZvaMamXZpnPugpl9yWv+S8zeK+m9kjQzM/OAkQHcztWtrGbG+tXTyRQyGotJMQAIgRs7tVLsyAilAcJnLZmTJCbFAAAAWsD8alKSdG4m6jUHULcmafqmx8clXb/Nez7mnMs657Yl/bmkM5LeKumdZrak2trFLzWz37jdv8Q59wHn3FPOuacmJycP+n8DAElXNjM6NTngOwbaAKUYAITAX5diTIohfK4l8pKkY0yKAQAAeDe/mtRQT6dOTnDmC1rCs5JOm9kJM+uW9G5JH7nlPb8n6W+YWaeZ9Ut6s6SXnHP/1Dl33Dk3V/9zf+Kc+6ZmhgdQU6k6LW5ndWqSv1vQeKxPBIAQWK+XYlPDPZ6TAAfverJe+kYpfQEAAHybX03q8ekRdXTcbmsd0FzOuV0z+x5JH5cUkfQrzrkXzOy76q+/3zn3kpl9TNLzqp0d9svOuc/4Sw3gVmuJnEqVKqUYmoJSDABC4MZOXhOD3exdRihdS+Y0NdTD9zcAAIBnhXJFL6+n9V1/86TvKMBnOec+Kumjtzz3/lse/7Skn36Nf8YnJH2iAfEA7MPVrYwk6dQUpRgaj/WJABAC15MFzhNDaF1L5jlPDAAAoAV85tqOKlWns9OjvqMAAELk6mZWkjhTDE1BKQYAIbC+U+A8MYTWtUSe88QAAABawPxqUpJ0ZnrEbxAAQKhc3cpoYrBb0f5u31HQBijFACAEru/kKcUQStWq0/VkgUkxAACAFjC/mtSxaJ+mhvjZAwBwcK5sZnSS88TQJJRiABBwmeKu0oVdHWGSBiG0nSmqVKnqON/fAAAA3s2vJnV2Ouo7BgAgZK5uZXSKUgxNQikGAAF3I5mXJCbFEEpr9e9vJsUAAAD82s4UtZbIszoRAHCg4tmSErky54mhaSjFACDgru8UJElHmaRBCF1L1EuxaL/nJAAAAO1tfiUpSTo7Peo3CAAgVK5uZSRJD00xKYbmoBQDgIBjUgxhdq3+/X00yvc3AACAT8+tJRXpML3h2LDvKACAELm6WSvFWJ+IZqEUA4CAu75TkJl0aJjSAOFzLZHXcG+nhnq7fEcBAABoa/OrST18aEj93Z2+owAAQuTqVkY9nR06xgYkNAmlGAAE3I1kXpODPeqK8J90hM/1ZF7HRlmdCAAA4FO16jS/mtTZ6ajvKACAkLm6ldXJyUF1dJjvKGgTXEEFgIC7sVPQEe6mQUhdS+Z1jNWJAAAAXi3GskoXdnWOUgwAcMCubGZ0anLAdwy0EUoxAAi46zt5HeU8MYTUjZ2CjoxQ+gIAAPg0v5KUJJ2hFAMAHKBCuaLVRI7zxNBUlGIAEGDOOa1TGiCkssVd7eTLOsokJAAAgFfzq0kNdEf00BQXLQEAB2cplpVz4u8XNBWlGAAEWCq/q1ypoqOsl0MI3djJSxLf3wAAAJ49t5bU48ejinDeCwDgAF3dzEoSk2JoKkoxAAiw6/XSgEkxhNG1ZEGSmBQDAADwqFCu6KUbKVYnAgAO3NWtjCTpxARniqF5KMUAIMD2JmkOc6YYQuhGcq/05fsbAADAlxeup1SuOJ2lFAMAHLCFrYyORfvU1x3xHQVthFIMAALs+mcnaSgNED7Xk3l1mHRomO9vAAAAX+ZXk5KkczNRrzkAAOFzdSurk5NMiaG5KMUAIMBu7OQV6TBNDVEaIHyu7xQ0NdSrrggfVwAAAHyZX03qyEgvNyoBAA6Uc04LWxnOE0PTcZUJAALsRrKgw8O9HHiNULqezDMFCQAA4Nn8aoLViQCAA7eRKipbqugUk2JoMkoxAAiwa5QGCLEbOwUdifb5jgEAANC2YpmiVuN5SjEAwIFb2MpIEpNiaDpKMQAIsOs7eR2lNEAIOedqk2IjlL4AAAC+7J0nRikGADhoV+ul2ElKMTQZpRgABFS16rS+U9CREUoxhE88W1Jxt0rpCwAA4NH8alKRDtMbj4/4jgIACJmrW1kNdEd0aLjHdxS0GUoxAAio7UxR5YrTMdYnIoRu7BQkidIXAADAo/nVpB4+NKT+7k7fUQAAIXN1K6OTk4MyM99R0GYoxQAgoK4l85LEJA1Cae/7+xjf3wAAAF5Uq07zq0lWJwIAGmJhK6uTkwO+Y6ANUYoBQEBdT9YmaSjFEEY36qXYESYhAQAAvFjYzipd2NU5SjEAwAHLlyq6lszrFOeJwQNKMQAIqOtMiiHEru8U1N3ZofGBbt9RAAAA2tL8alKSdHYm6jUHACB8FrezksSkGLygFAOAgLqWzGugO6LhXvb7I3yuJ/M6OtLLbnEAAABP5lcTGuzp5C5+AMCBu7qVkST+joEXlGIAEFDXk3kdjfZRGiCU9r6/AQAA4Mf8alKPHx9RpIOfNwAAB2thKysz6cQEk2JoPkoxAAioGzsFSgOE1o2dgo6M8P0NAADgQ6Fc0cs30jrLeWIAgAa4upXR0ZE+9XZFfEdBG6IUA4CAYpIGYbVbqWojVdCxaK/vKAAAAG3pM9d2tFt1lGIAgIZY2M7o1BSrE+EHpRgABFChXFEsW6I0QChtpIuqOukIpS8AAIAX86tJSdLZmajXHACA8HHOaWErq5OsToQnlGIAEEDXk3lJYr0cQmnv+5tJSAAAAD8urSZ1LNqnqSFuwgMAHKz1VEG5UoVJMXhDKQYAAXQ9WZBEaYBw+mwpNsJFGAAAAB/mV5KsTgQANMTVzawk6RSTYvCEUgwAAuj6Tq00OEYphhDaK31ZnwgAANB8W+miriXzlGIAgIZY2M5IEpNi8IZSDAAC6HoyLzPp0EiP7yjAgbuxk9dQb6cGezp9RwEAAGg7nCcGAGikq5sZDXRHNDXENS34QSkGAAF0LZHXxGCPejojvqMAB+56ssAUJAAAgCfzqwlFOkxvODriOwoAIIQWtrM6OTkoM/MdBW2KUgwAAuj6Tp7SAKG1nsrrMOeJAQAAeDG/mtSjh4fU180NeACAg7ewldXJSc4Tgz+UYgAQQNcSeR0bpRRDOK3vFHSEUgwAAKDpqlWn51d3OE8MANAQ+VJF15J5nZzgPDH4QykGAAFTrTpdTxZ0nEkxhFBxt6LtTEmHh/n+BgAAaLarWxmli7uUYgCAhliKZSWJSTF4RSkGAAGznSmqVKkyKYZQ2kwVJYlJMQAAAA8urSYlSedmol5zAADCaWGLUgz+UYoBQMCsJfOSpKMjlGIInxs7BUniTDEAAAAP5leTGurtZK0VAKAhFrYykqQTE5Ri8IdSDAAC5nq9FGNSDGF0Y6f2/c2kGAAAQPPNryR15nhUHR3mOwoAIIQWtrM6MtKr/u5O31HQxijFACBgriUoxRBe60yKAQAAeJEvVfTKRprzxAAADbOwnWV1IryjFAOAgLmWzGuot1PDvV2+owAH7sZOQYM9nRri+xsAAKCpPn1tR5WqoxQDADSEc04LWxlW9MI7SjEACJhribyORZkSQzit7xSYEgMAAPBgfjUhSTpDKQYAaIDtTEnpwi6TYvCOUgwAAuZaMq/jrE5ESN1IFThPDAAAwIP51aSOj/ZpcqjHdxQAQAgtbGUkSScnmRSDX5RiABAw15J5HWVSDCG1vpOnFAMAAPDg0kpS52ZGfccAAITU4nZWknRygkkx+EUpBgABkiqUlS7ssj4RoVSuVLWZLurwCN/fAAAAzbS+U9CNnQLniQEAGmZhO6vuzg5u9IZ3lGIAECDXEnlJ0jHWJyKEttJFOScmxQAAAJps7zyxczNRv0EAAKG1sJXRifEBRTrMdxS0OUoxAAiQz5Zi3FWDELqxU5AkHaYUAwAAaKpLq0l1RUyPHRn2HQUAEFILW1mdnGR1IvyjFAOAALm+w6QYwmu9XooxKQYAANBc8ytJPXZkWL1dEd9RAAAhVK5UtRLPUYqhJVCKAUCAXEvk1d3ZoYmBHt9RgAN3o176Hhmm9AUAAGiW3UpVz6/t6NzMqO8oAICQWo3ntFt1OjEx6DsKQCkGAEGylszr6EivOti/jBBa3ymoryui4b5O31EAAADaxqsbGeXLFZ2djvqOAgAIqYWtrCQxKYaWQCkGAAFyLZFndSJC60aqoCMjvTKj9AUAAGiWS6sJSdK5majfIACA0FrYzkiSTjEphhZAKQYAAbKWyGt6tN93DKAh1ncKOsx5YgAAAE01v5LU2EC3Zsb4OQMA0BiL21mND3RrpL/LdxSAUgwAgqJQrmg7U9SxKJNiCCdKMQAAgOabX03q7HSUaX0AQMNc3cqyOhEtg1IMAALiWjIvSTo+RimG8KlUnTbq6xMBAADQHKlCWVe2MpwnBgBoqIWtrE5MUIqhNVCKAUBArCXqpRjrExFCsUxRu1WnwyOUvgAAAM3y/OqOnBOlGACgYVKFsrYzRZ2c5DwxtAZKMQAIiLVETpJ0fJTSAOFzY6cgSToyzKQYAABAs8yvJiRJZyjFAAANsriVlSSdZFIMLYJSDAAC4loir84O09QQpQHCZ68U40wxAACA5rm0ktSpyQGN9HX5jgIACKnF7XopxpliaBGUYgAQEGuJvI5G+xTp4ABshM/6Tm09KGeKAQAANIdzTvOrSZ2bGfUdBQAQYgvbWXWYND3GcSBoDZRiABAQa4kcqxMRWjdSBXVHOjQ20O07CgC0BTP7cjN7xcyumNn7bvP63zez5+tff2lmZ/b7ZwEEw2o8r1i2xHliAICGWtzO6vhov3o6I76jAJIoxQAgMNYSeUoxhNZmqqip4R6ZMQkJAI1mZhFJvyDpHZIek/QeM3vslrctSvqbzrnHJf2kpA/cw58FEACX6ueJnZuJ+g0CAAi1xe2MTnCeGFoIpRgABEChXNFmuqhjUUbNEU7rOwUdHmZ1IgA0ydOSrjjnFpxzJUkflvSum9/gnPtL51yi/vAZScf3+2cBBMP8alJ9XRE9cmjIdxQAQEg557S4leU8MbQUSjEACIAbOwVJYlIMobWRKugQ54kBQLMck7R60+O1+nN38g8l/Y97/bNm9l4zO29m57e2th4gLoBGuLSS1BuPjagzwqUhAEBjbKaLypYqOsmkGFoIn3wAIADWEjlJlGIIr41UQYeGKMUAoElut6vW3faNZm9TrRT7kXv9s865DzjnnnLOPTU5OXlfQQE0RnG3ohevp1idCABoqIWtrCTpxMSg5yTAX+v0HQAAcHdribwk6fgY6xMRPulCWdlSRYdHenxHAYB2sSZp+qbHxyVdv/VNZva4pF+W9A7nXOxe/iyA1vbi9ZRKlarOTkd9RwEAhNjidr0UY30iWgiTYgAQAGuJnCIdpkNDlAYIn41UbT3oIc4UA4BmeVbSaTM7YWbdkt4t6SM3v8HMZiT9jqR/4Jx79V7+LIDWN7+alCSdmxn1GwQAEGqL2xn1dHboCD/vo4UwKQYAAXAtkdeRkV72/SOUNlJFSZRiANAszrldM/seSR+XFJH0K865F8zsu+qvv1/Sj0kal/QfzUySduurEG/7Z738DwFw3+ZXkzo83KvDnOkKAGigxe2sTkwMqKPjdhu4AT8oxQAgANYSec4TQ2it79QmxQ5TigFA0zjnPirpo7c89/6bfv8/S/qf9/tnAQTLpZUkqxMBAA23sJXVo0eGfMcAPgcjBwAQALVSjPPEEE7rrE8EAABomlimqJV4Tudmor6jAABCrFypaiWe04kJzhNDa6EUA4AWV9ytaCNd0LEok2IIp41UQcO9nerrjviOAgAAEHrPrSUliUkxAEBDrSXy2q06nZgY9B0F+ByUYgDQ4q4nC3JOmh5jUgzhtJEqcJ4FAABAk1xaSSrSYXrj8RHfUQAAIba4nZEkJsXQcijFAKDFrcZzkqRpzhRDSK2niqxOBAAAaJL51aQeOTSk/m6OmQcANM7CVlaSdJJSDC2GUgwAWtxqol6KMSmGkNrYKVCKAQAANEG16jS/kuQ8MQBAwy1sZxXt79LoQLfvKMDnoBQDgBa3Gs+rK2KUBgilStVpK1PUYb6/AQAAGu7qVkbp4q7OzYz6jgIACLnFrSyrE9GSKMUAoMWtJXI6Fu1TpMN8RwEOXCxTVKXqdIgzxQAAABru0kpSkpgUAwA03OJ2VicnBn3HAD4PpRgAtLjVRF7HR1mdiHBaTxUkSYeGejwnAQAACL9LqwmN9HXpxDh37gMAGidb3NV6qqCTk/x9g9ZDKQYALW4tntP0WJ/vGEBDbKSKkqTDTIoBAAA03KWVpM5OR9XBFgoAQAMtxbKSxPpEtCRKMQBoYdnirmLZEpNiCK29STHOFAMAAGisTHFXr2ykdXY66jsKACDkFrYoxdC6KMUAoIWtJfKSpOkxSjGE08ZOQZEO0/gg6xMBAAAa6fm1pJzjPDEAQOMtbtdKsTnW9aIFUYoBQAtbS+QkScdHWZ+IcFpPFTQ52KMIK3wAAAAa6tJKUpKYFAMANNzSdlZHR3rV1x3xHQX4PJRiANDCVuO1Umya9YkIqY1UQYc4TwwAAKDhLq0kdXJyQNH+bt9RAAAht7Cd1RyrE9GiKMUAoIWtJvLq64poYpAfXBFOG6mCDg2xOhEAAKCRnHOaX03o3PSo7ygAgDawFMtynhhaFqUYALSw1XhOx0f7ZMZqOYTT+k5Bh5kUAwAAaKi1RF7bmRLniQEAGi6RLSmZK1OKoWVRigFAC1tN5DU9xupEhFO+VFGqsKtDw5RiAAAAjXRxJSGJ88QAAI23sJ2VJEoxtCxKMQBoYWuJ2qQYEEYbqYIkUYoBAAA02KWVpHq7OvTo4SHfUQAAIbdEKYYWRykGAC1qJ1dWurCr6VEmxRBOe6XYYUoxAACAhrq0mtTjx6PqjHAZCADQWIvbWUU6jM1HaFl8GgKAFrWayEmSpseYFEM4baSLkqRDwz2ekwAAAIRXcbeil66nOE8MANAUi9tZTY/2qYsbMdCi+M4EgBa1Gt8rxbizBuG0WZ8UmxpiUgwAAKBRXrieUqlS1bnpUd9RAABtYHE7y+pEtDRKMQBoUSuUYgi5zXRR3Z0dGu7r9B0FAAAgtC6tJCWJSTEAQMM557S4ndUcpRhaGKUYALSolXhO0f4uDfd2+Y4CNMRmqqBDwz0yM99RAAAAQuvSSkJHR3p1iHNcAQANtpEqKl+u6CSlGFoYpRgAtKjVRF4zTIkhxDZSRVYnAgAANNillaTOzbA6EQDQeIvbWUnSiYlBz0mAO6MUA4AWtRrPaXqUUgzhtZmuTYoBAACgMTZTBV1L5lmdCABoir1SbG6C61loXZRiANCCKlWntUSO88QQaptpJsUAAAAa6dJqUhLniQEAmmMpllV3Z4eOjvT5jgLcEaUYALSg9VRB5YpjfSJCK1+qKF3Y1eQQk2IAAACNcmklqa6I6fVHR3xHAQC0gYWtrE6MD6ijg7PD0booxQCgBa3Gc5Kk6THurEE4baYLksSB7wAAAA00v5rQY0eG1dsV8R0FANAGFrczrE5Ey6MUA4AWtFIvxZgUQ1htpIqSpCkmxQAAABpit1LV82s7Ojsd9R0FANAGKlWnlXhOJyYGfUcBXhOlGAC0oNV4Th0mHY0yKYZwYlIMAACgsV7dyChXqujczKjvKACANnAtkVe54nSCSTG0OEoxAGhBq/Gcjkb71BXhP9MIp00mxQAAABrq0mpCknRuJuo3CACgLSxsZySJSTG0PK62AkALWonnND3KnTUIr410Qd2RDkX7u3xHAQAACKVLK0mNDXSzkh0A0BRL21lJ0omJAc9JgNdGKQYALWglnueHV4TaVqqoyaEemZnvKAAAAKF0aSWhs9NRPm8BAJpicTurwZ5OTQx2+44CvCZKMQBoMbnSrrYzRc2MU4ohvDbTRU0NszoRAACgEZK5kq5uZfUEqxMBAE2yGMtpbqKfmzHQ8ijFAKDFrCXykqTjo32ekwCNs5EqcJ4YAABAg8yvJiVJT8yM+g0CAGgbi9sZzhNDIFCKAUCLWYnlJIn1iQi1zXRRh4Z7fccAAAAIpUsrSZlJj09HfUcBALSB0m5V1xJ5nWDrEQKAUgwAWsxKnFIM4VYoV7STLzMpBgAA0CAXVxJ65NCQBns6fUcBALSBlXhOVSfNTQz4jgLcFaUYALSYlXhO/d0RjQ1wMCnCaStdlCRNMSkGAABw4KpVp/nVpM6xOhEA0CRL21lJlGIIBkoxAGgxq/GcZsY4mBThtZkuSBKTYgAAAA2wsJ1RurCrczNR31EAAG1iKVYrxU6MU4qh9VGKAUCLWY7nNMsOZoTYRqo+KTbEpBgAAMBBu7iclCQ9waQYAKBJFrezivZ3aZStRwgASjEAaCHVqtNKfVIMCKvNVG1S7NAwk2IAAAAH7dJqQsO9nTrJCisAQJMsxbKaY0oMAUEpBgAtZDNdVGm3qhk+SCDENtNFdXaYRvu5gwwAAOCgXVpJ6uzMqDo6WMcOAGiOxa2sTnAzBgKCUgwAWshyfQfzLJNiCLGNVFFTQz1cqAEAADhg6UJZr2yk9QTniQEAmqRQruj6ToFJMQQGpRgAtJDleE6SWJ+IUNtMFzQ5zHliAAAAB+35tR05J53jPDEAQJMsx2rXsuYmuJaFYKAUA4AWshLLKdJhOjba5zsK0DCb9UkxAAAAHKxLKwlJ0tnjUb9BAABtY3G7tvWI9YkICkoxAGghK/GcjkZ71RXhP88Ir810gVIMAACgAS6uJPXQ1KBG+rt8RwEAtIml+lEgc5RiCAiuugJAC1mO5zQ7xocIhFdpt6pErqxDrE8EAAA4UM45XVpJ6Nx01HcUAEAbWdrOanygW8O93JCBYKAUA4AWshLLaprzxBBisWxRkjTJpBgAAMCBWorllMiV9cQs54kBAJpncTvLlBgChVIMAFpEqlBWIlfW7DilGMJrK10vxQYpxQAAAA7S3nli52aifoMAANrKUiyruXFKMQQHpRgAtIiVWE6SNMukGEJsM8WkGAAAQCNcWklqsKdTp6eGfEcBALSJXGlXG6miTk5SiiE4KMUAoEWsxGul2AyTYgixrQylGAAAQCNcXEnozPSIIh3mOwoAoE0sbdeuZTEphiChFAOAFvHZUoxJMYTY3vrE8cFuz0kAAADCI1fa1cvraZ2b5jwxAEDzLG5nJUlzE1zLQnBQigFAi1iO5TQ20K2h3i7fUYCG2UoXFe3vUk9nxHcUAACA0Pj02o4qVacnZqO+owAA2shSrF6KMSmGAKEUA4AWsRLPMiWG0NtKFzXF6kQAAIADdXElKUk6y6QYAKCJFrezmhrq0UBPp+8owL5RigFAi1iO5TTLeWIIua1MkfPEAAAADtillYTmxvs1NsCKagBA8yxtZzU3wZQYgoVSDABaQLlS1fVknkkxhN5WuqjJQUoxAACAg+Kc06XVpJ6YYUoMANBcS7GsTrA6EQFDKQYALWAtkVfVSbN8kECIOedqpRiTYgAAAAdmLZHXVrqoczNR31EAAG0kXShrO1NiUgyBQykGAC3grw8mZVIM4ZUp7ipfrlCKAQAAHKBLq0lJ0jkmxQAATbS0nZMknZjgWhaChVIMAFrASqz2QYJJMYTZVrooSZRiAAAAB+jickK9XR169PCQ7ygAgDby2Ru8mRRDwFCKAUALWIpl1d8d0cQgB2MjvD5big32ek4CAAAQHpdWEnr8eFSdES7xAACaZ2m7VorNjlGKIVj4xAQALWA5ltPs+IDMzHcUoGG2MkyKAQAAHKRCuaIXrqf0BKsTAQBNthjL6vBwr/q6I76jAPeEUgwAWsBSLMt5Ygi9vUmxKUoxAACAA/GZazvarTo9MRP1HQUA0GaWYznNcZ4YAohSDAA8q1Sd1uJ5zhND6G2li+qKmEb6unxHAQAACIWLKwlJ0hOzTIoBAJpraTurE5wnhgCiFAMAz27s5FWqVDXLpBhCbitd1MRgjzo6WBMKAABwEC4uJzUz1q+JQSbxAQDNkyqUFcuWuMEbgUQpBgCeLcdykkQphtDbyhQ5TwwAAOCAOOd0cSXB6kQAQNMtbWclSXOUYgggSjEA8GyvFOODBMJuK13UJHcxAwAAHIhrybw200VWJwIAmm5p71oWZ4ohgCjFAMCz5VhW3Z0dOjzc6zsK0FCbaSbFAAAADsrFlaQk6YkZSjEAQHPtTYrNjnGDN4KHUgwAPFuKZTUz1s85Swi1StUpxvpEAACAA3NxOaG+rogePTzkOwoAoM0sbWd1ZKRXfd0R31GAe0YpBgCeLcdymuM8MYRcPFtS1YlSDAAA4IBcWkno8eMj6oxwaQcA0FxLsaxmuZaFgOKTEwB45JzTciynWc4TQ8htpYuSpClKMQAAgAdWKFf0wvWUzrE6EQDgwVIspxMTXMtCMFGKAYBHW+mi8uUKd9cg9LYytVKMSTEAAIAH95lrO9qtOj0xE/UdBQDQZnbyZcWzJc1xgzcCilIMADxaiuUkiUkxhN7epNjkYK/nJAAAAMF3cSUhSXpilkkxAEBzLceykriWheCiFAMAj5bqHyQ4Uwxht1eKTQx1e04CAAAQfBeXk5oZ69fEIFP4AIDmWtyuXctifSKCilIMADxajmUV6TAdjfb5jgI01Fa6qIHuiPq7O31HAQAACDTnnC6uJFidCADwYml7b+sRN3gjmCjFAMCjpe2cpkf71BXhP8cIt61MkfPEAAAADsC1ZF6b6SKrEwEAXizFsjoy0qverojvKMB94SosAHi0FMtqjnFztIHtdJH1PgAAAAfg4kpSkvTEDKUYAKD5lmJZzXGeGAKMUgwAPHHOaWmbDxJoD9sZSjEAAICDcHE5ob6uiB49POQ7CgCgDS1tc4M3go1SDAA82coUlS1VNMcOZrSB7UxRE0PdvmMAAAAE3qWVhB4/PqJOVrADAJpsJ1dWIlfmWhYCjU9QAODJcqx2MCl31yDsypWqErmyxgeYFAMAAHgQhXJFL1xPcZ4YAMCLpVhWEteyEGyUYgDgyeJ27YPECT5IIOTi2ZIkaWKIUgwAAOBBfObajnarjvPEAABe7JViXMtCkFGKAYAnS9tZdXaYjkX7fEcBGmo7U5QkTQ6yPhEAAOBBXFxJSJLOzUT9BgEAtKWl7drWo5kx1iciuCjFAMCTpVhW02P9nAWA0NvO1CfFBpkUAwAAeBAXl5OaHe/ncxUAwIulWFZHR3rV2xXxHQW4b1yJBQBPlrZzHEyKtrCdrk2KcfEGAADg/jnndHElwepEAIA3S7GsZsdZnYhgoxQDAA+cc1qKZTmYFG1hb30iZ4oBAADcv2vJvDbTRVYnAgC8WY7lNDfBDd4INkoxAPBgK11UrlTRHHfXoA1sZ4rq7erQQDfrFQAAAO7XxZWkJDEpBgDwYidfVjxb4loWAo9SDAA8WNzOShKTYmgL25mSJgZ7ZGa+owAAAATWxeWE+roievTwkO8oAIA2tByrXctifSKCjlIMADxYjuUkSSf4IIE2sJ0pcp4YAADAA7q4ktCZ6RF1RriUAwBovqX6tSzWJyLo+CQFAB4sxrLq7DAdjfb6jgI03Fa6qInBbt8xAAAAAitfqujF6yk9OcvqRACAH8v1rUezY9zgjWCjFAMAD5a2s5oZ6+cuT7SFvfWJAAAAuD/PryW1W3WUYgAAbxZjWR0e7lUf54Uj4LgaCwAeLMVynCeGtlCpOsWzrE8EAAB4EBdXkpKkc9OUYgAAP5ZjOc2OszoRwUcpBgBN5pzTcizLBwm0hUSupKoT6xMBAAAewIXlhE5ODmh0gM9UAAA/lmNZneAGb4QApRgANNlmuqhcqcIHCbSF7UxRkjQxxKQYAADA/XDO6eJKQk/MMCUGAPAjXShrO1PS7DjXshB8lGIA0GQLW7WDSSnF0A620yVJYn0iAADAfVqO5RTPljhPDADgzXIsJ0maY+sRQoBSDACabClGKYb28dlJMUoxAACA+3JhOSFJTIoBALzZu5Y1x7UshAClGAA02eJ2Vt2dHTo60uc7CtBwe6XYJKUYAADAfbm4ktBQT6dOTw36jgIAaFN7k2KzTIohBCjFAKDJFrayOjE+oI4O8x0FaLjtTEndkQ4N93X6jgIAABBIF5YTOjsT5ecHAIA3S9tZTQ31qL+bn+0RfJRiANBkS7Gs5ia4swbtYTtT1Phgt8y4iAMAAHCv0oWyXt1Ic54YAMCr2rUsViciHCjFAKCJKlWn5VhWJyZYfYL2sFeKAQAA4N49t7qjquM8MQCAX0uxnOZYnYiQoBQDgCa6lsirXHE6yd01aBPbmaImOE8MAADgvlxcSchMOjsT9R0FANCmssVdbaWLmh3nWhbCgVIMAJpoMZaVJEbO0Ta20yVKMQAAgPt0YTmhRw4Nabi3y3cUAECbWqpfyzrBtSyEBKUYADTR4lZGEh8k0B6cc4plmRQDAAC4H9Wq08WVhM6xOhEA4NFyLCdJmmV9IkKCUgwAmmhxO6uhnk5NcMYS2sBOvqxyxfH9DgAAcB+ubmWULuzqyVlKMQCAP3uTYqxPRFhQigFAEy3GcpqbGJCZ+Y4CNNx2piRJTIoBAADchwvLCUnSE5wnBgDwaHk7p8mhHg32dPqOAhwISjEAaKLF7QyrE9E2YpmiJEoxAACA+3FxJaHR/i5+fgAAeLUYy2p2jNWJCA9KMQBokuJuRdcSeX6oRduIZ2uTYmMDrE8EAAC4VxeWE3piZpQtEwAAr5ZjWc1xLQshQikGAE2yGs+p6kQphraxnd1bn0gpBgAAcC+SuZKubmX1BOeJAQA8ypV2tZEqam6cSTGEB6UYADTJwlbtYFJKMbSLvfWJo0yKAQAA3JNLK0lJ0hMzlGIAAH9W4jlJ0uw417IQHpRiANAki9u1UoyRc7SLeLakaH+XuiJ83AAAALgXF1cSinSYzkyP+I4CAGhjS9u1UmyOUgwhwlUqAGiSpVhW4wPdGunr8h0FaIpYpsR5YgAAAPfhwnJCrzsypP7uTt9RAABtbDlWu8F7hvWJCBEvpZiZjZnZH5nZ5fqvd9wHYGYRM7tkZn/QzIwAcNCubmV1cpI7a9A+tjNFTQz0+I4BAAAQKLuVquZXk6xOBAB4txTLaYwbvBEyvibF3ifpj51zpyX9cf3xnXy/pJeakgoAGmhhK8t5YmgrsWxJ44NMigEAANyLl9fTypUqenKWUgwA4NdyLKtZpsQQMr5KsXdJ+tX6739V0lff7k1mdlzS35H0y82JBQCNkSqUtZ0p6uTkoO8oQNPEKcUAAADu2cWVhCRRigEAvFuO5ThPDKHjqxQ75Jy7IUn1X6fu8L5/J+mHJVWblAsAGmJxq7aD+SSTYmgTu5WqErmSxlifCAAAcE8uLCd0eLhXx6J9vqMAANpYcbei6zt5JsUQOg07sdXM/m9Jh2/z0o/u889/paRN59wFM/uSfbz/vZLeK0kzMzP7DwoATbCwnZEkzhRD20jkynJOmmBSDAAA4J6cX0roydlRmZnvKACANrYaz8s5MSmG0GlYKeac+5/u9JqZbZjZEefcDTM7ImnzNm97q6R3mtlXSOqVNGxmv+Gc+6Y7/Ps+IOkDkvTUU0+5B/9fAAAHZ3Erq0iHaWaMDxJoD/FsSZI0zqQYAADAvq3vFHQtmde3f9EJ31EAAG1uOVbbejTDpBhCxtf6xI9I+pb6779F0u/d+gbn3D91zh13zs1JerekP7lTIQYAre7qdlbTo33q7vT1n12guWKZoiRxphgAAMA94DwxAECrWIrlJDEphvDxdXX2/5D0ZWZ2WdKX1R/LzI6a2Uc9ZQKAhlnYyuoE54mhjWx/dlKMUgwAAGC/Liwn1NvVodcfHfYdBQDQ5pZjWQ31dmq0v8t3FOBANWx94mtxzsUkvf02z1+X9BW3ef4Tkj7R8GAA0ADVqtPidkZfeGrcdxSgaf56Uoz1iQAAAPt1fjmhx49H1RVhwwQAwK+lWE5z4wOccYnQ4VMWADTYeqqgQrmqk5NMiqF9xLMldZgU7eOOMgAAgP0olCt64doOqxMBAC1hOZbVLOeJIYQoxQCgwRa2ageTsj4R7WQ7U9LYQI86OrijDAAAYD+eX9vRbtXpyRlKMQCAX+VKVWuJPOeJIZQoxQCgwRa2M5KkU5ODnpMAzRPLFDlPDAAA4B6cX45Lkp5gUgwA4Nm1RF6VqmNSDKFEKQYADbawldVAd0RTQ5ythPYRz5Y0PkgpBgAAsF8XlxM6OTmgMW4sAgB4thSrbT2aY+sRQohSDAAabGE7q5OTgxxMirYSy5Y0PkgRDAAAsB/OOV1YTrA6EQDQEpZjOUliUgyhRCkGAA22sJXhPDG0nW3WJwIAAOzb4nZWiVxZT7I6EQDQApZiWfV3RzTJza4IIUoxAGigQrmia8m8Tk5SiqF9FHcrShd2KcUAAAD26fxyQpIoxQAALWE5ltPs+ABbjxBKlGIA0EDLsZyck05ODvqOAjRNIluWJNYnAgAA7NPF5YSGezt1ip8bAAAtYCmW1RyrExFSlGIA0EALWxlJ0knWJ6KNbGeKkqTxQSbFAAAA9uPCckJPzo6qo4M78gEAflWqTqvx2qQYEEaUYgDQQAvbWUniTDG0lVi2JEmaoBQDAAC4q51cWZc3M6xOBAC0hOvJvMoVp1kmxRBSlGIA0EBXNzM6OtKrgZ5O31GApolna5NiYwOsTwQAALibiyu188SeoBQDALSA5VhOkijFEFqUYgDQQFe3MpwnhrYTy9QmxVifCAAAcHcXlhOKdJjOTkd9RwEAQEux2tajOdYnIqQoxQCgQZxzWtjK6tQkHyLQXrYzJXVHOjTEhCQAAMBdXVhO6LEjw+rv5rMTAMC/lXhO3Z0dOjzc6zsK0BCUYgDQIFvpotLFXZ2aYlIM7SWeLWpsoFtmHBQPAADwWsqVquZXk5wnBgBoGUvbWc2M9aujg5/pEU6UYgDQIFe2MpKkkxOUYmgv8WxJYwOsTgQAALibl2+klS9XOE8MANAylmM5zXGeGEKMUgwAGuTqVm0H86kp1ieivVCKAQAA7M/55bgkMSkGAGgJzjktx7Oa5TwxhBilGAA0yMJWRv3dEXYwo+1QigEAAOzP+eWEjoz06li0z3cUAAC0mS6qUK4yKYZQoxQDgAa5upXVyckBzlVC24lRigEAANyVc04XlhJMiQEAWsbSdm3r0QyTYggxSjEAaJCrmxmdmuQ8MbSXcqWqdGGXUgwAAOAuru8UtJ4q6ClKMQBAi1iO5ySJSTGEGqUYADRAvlTR9Z08pRjaTiJbkiRKMQAAgLs4v1Q7T+ypuTHPSQAAqFmOZdXZYaz1RahRigFAAyxuZ+WcKMXQdmKUYgAAAPtyYTmh/u6IHj085DsKAACSpKVYTsdG+9QZoTZAePHdDQANcHUrI0k6OckOZrQXJsUAAAD25/xSQudmolx4BAC0jJVYTrOcJ4aQ45MXADTA1a2MzKQTE3yQQHthUgwAAODuMsVdvbye0pOzrE4EALQG55yWYlnOE0PoUYoBQAMsbGV1fLRPvV0R31GApkrkKMUAAADu5tJKQlUnPTU76jsKAACSpESurHRhl0kxhN5dSzEz+7dm9vpmhAGAsLi6ldHJCc4TQ/uJZUoyk6J9Xb6jAAAAtKzzSwl1mHRuJuo7CgAAkqTlWFaSNDvGpBjCbT+TYi9L+oCZfdLMvsvMRhodCgCCrFp1WtjK6tQkpRjaTzxb0khfF2djAAAAvIYLywk9cnhYQ73cSAQAaA3LsZwkaW6CUgzhdtcrVs65X3bOvVXSN0uak/S8mf2mmb2t0eEAIIhupArKlys6Ocm4OdpPPFdidSIAAMBr2K1UdWklwepEAEBLWYplZSYdH6UUQ7jt6zZuM4tIerT+tS3pOUk/ZGYfbmA2AAikq5sZSdJDU0yKof3EMyWN9VOKAQAA3MnL62llSxU9NUcpBgBoHSuxnI4M96q3K+I7CtBQnXd7g5n9rKSvkvQnkv5359yn6i/9GzN7pZHhACCIrlCKoY3FsyXNjnNXGQAAwJ1cWE5Ikp5kUgwA0EKWYlnNjrP1COG3n0mxz0g645z7zpsKsT1PNyATAATala2Mov1dGmeFHNpQPFfS+CDf+wAAAHdyfjmhw8O9Ohbt8x0FAIDPWo7lOE8MbWE/pdjfd87lbn7CzP5YkpxzOw1JBQABdmUzo1OTgzIz31FwB2b2lWa2rxXC2D/nnBLZkkZZnwgATWNm583su82MkRMgIC4sxfXk3Cg/LwAAWka6UFYsW2JSDG3hjhcEzazXzMYkTZjZqJmN1b/mJB1tWkIACJirmxk9NMnqxBb3bkmXzeynzOx1vsOERaqwq92q0xhTkgDQTO9W7eezZ83sw2b2t40r7UDLup7M6/pOQU/O0GMDAFrHcqw2EzM7xqQYwu+17pL/TkkXJD0q6WL99xck/Z6kX2h8NAAInkS2pFi2xHliLc45902Szkm6KumDZvZXZvZeMxvyHC3Q4tmSJFGKAUATOeeuOOd+VNLDkn5T0q9IWjGzn6jf5AighZyvnyf21BylGACgdXy2FGNSDG3gjqWYc+7nnHMnJP0T59yJm77OOOf+QxMzAkBgXN3KSBKlWAA451KS/pukD0s6IunvSrpoZt/rNViAxbNFSZRiANBsZva4pJ+R9NOq/d32tZJSkv7EZy4An+/CUlx9XRG97siw7ygAAHzWcjwrSZodZ1IM4dd5pxfM7Eudc38i6ZqZ/b1bX3fO/U5DkwFAAF3ZrJVip1if2NLM7J2Svk3SKUm/Lulp59ymmfVLeknSz/vMF1TxbFmSND7Q4zkJALQPM7sgKSnpP0t6n3OuWH/pk2b2Vm/BANzW+eWEzk5H1RXheFsAQOtY3s5pYrBHAz13rAuA0Hit7/K/qdqdhV91m9ecJEoxALjFlc2Mejo7dGy0z3cUvLavlfT/c879+c1POudyZvbtnjIF3t6k2OhAl+ckANBWvs45t3DzE2Z2wjm36Jz7vJsbAfiTLe7qpRspfffbHvIdBQCAz7Ecz2qOKTG0iTuWYs65f1H/9duaFwcAgu3qVkYnJwcV6eB8+xZ349ZCzMz+jXPuR5xzf+wrVNDF6meKMSkGAE3125KeuM1zT3rIAuA1zK8mVXXSk7OcJwYAaC3LsZy+4NS47xhAU9x1Xt/M/nczi970eNTM/lVDUwFAQF3ZynCeWDB82W2ee0fTU4RMIltSb1eH+rojvqMAQOiZ2aNm9jWSRszs79309a2Sej3HA3Ab55cSMpOeoBQDALSQQrmiGzsFzY4N+I4CNMV+lli/wzmX3HvgnEtI+oqGJQKAgCqUK1pL5PUQ54m1LDP7R2b2aUmPmtnzN30tSnred76gi2VLTIkBQPM8IukrJUVVW3m/9/WEpO/wFwvAnZxfjuuRQ0Ma7mXVNACgdazGc5KkuQnWJ6I97OfkvIiZ9ewd2GxmfZK44gUAt7i6lZFz0qkp7qxpYb8p6X9I+teS3nfT82nnXNxPpPBIZEsaG+j2HQMA2oJz7vck/Z6ZfYFz7q985wHw2nYrVV1cTujvPXHcdxQAAD7HcqxWis2MUYqhPeynFPsNSX9sZh+U5CR9u6RfbWgqAAigK5sZSWJ9YmtzzrklM/vuW18wszGKsQcTz5Y0SikGAE1hZj/snPspSd9oZu+59XXn3Pd5iAXgDl5eTytbquipOVYnAgBay1IsK0maG+cmb7SHu5ZizrmfMrPnJf1P9ad+0jn38cbGAoDgubqVVYdJJyb4ENHCflO1VVMXVLvRw256zUk66SNUWMSyJZ1kfSgANMtL9V/Pe00BYF/OL9XuvXpqbsxzEgAAPtdKPKeh3k5F+1nvi/awn0kxSbokqUu1C4aXGhcHAILr6mZGM2P96umM+I6CO3DOfWX91xO+s4RRIlvSaD+TYgDQDM6536//yhYPIACeXU7o6EivjkX7fEcBAOBzLMVymhsfkJnd/c1ACHTc7Q1m9vWSPiXpayV9vaRPmtnXNjoYAATNlc2MTjElEwhm9nfNbOSmx1Ez+2qPkQKvuFtRtlTR2AB3lgFAM5nZH5lZ9KbHo2bGZg+ghTjndH4pzpQY0CBm9uVm9oqZXTGz993hPV9iZvNm9oKZ/Vn9uWkz+1Mze6n+/Pc3NznQGlZiWc2Mc54Y2sddSzFJPyrpTc65b3HOfbOkpyX988bGAoBg2a1Utbid5Tyx4PgXzrmdvQfOuaSkf+EvTvAlc2VJUpRJMQBotsn632OSJOdcQtKUvzgAbrWWyGsjVdSbOE8MOHBmFpH0C5LeIekxSe8xs8dueU9U0n+U9E7n3OslfV39pV1J/9g59zpJb5H03bf+WSDsditVrSXymqMUQxvZTynW4ZzbvOlxbJ9/DgDaxmoir1KlSikWHLf7e2y/K4VxG/FsSZI0NkApBgBNVjGzmb0HZjar2tp7AC3i/DLniQEN9LSkK865BedcSdKHJb3rlvd8o6Tfcc6tSNLedU7n3A3n3MX679Oqndd5rGnJgRZwPVnQbtVpdmzAdxSgafZzAfBj9fUbv1V//A2SPtq4SAAQPJc30pKk04eGPCfBPp03s59V7Y5CJ+l7JV3wGynYErlaKcbBvADQdD8q6S/2VkFJ+mJJ7/WYB8Atnl1KaKinUw/zswLQCMckrd70eE3Sm295z8OSuszsE5KGJP2cc+7Xbn6Dmc1JOifpkw1LCrSgpVhWklifiLZy11LMOfe/mtnXSHqrJJP0Aefc7zY8GQAEyOXNjCQxKRYc36vaKuD/otrfbX8o6bu9Jgq4RLa2PpFJMQBoLufcx8zsCdXWPknSDzrntn1mAvC5Liwl9MTsqCId5jsKEEa3+z/WrRPTnZKelPR2SX2S/srMnnHOvSpJZjYo6b9J+gHnXOq2/xKz96p+08nMzMzt3gIE0nI8J0maG2dSDO1jX6uinHP/TbW/HAAAt3FlM6MjI70a7GEDXxA457KS3mdmw5KqzrmM70xBtzcpNsqZYgDgwxeqNiG25w98BQHwuXZyZb2ykdZXnTniOwoQVmuSpm96fFzS9du8Z7v+c2DWzP5c0hlJr5pZl2rXPD/knPudO/1LnHMfkPQBSXrqqadYU4zQWN7OqqezQ1NDPb6jAE1zx7PBzCxtZqnbfKXN7LZ3TQBAu7qymWFKLEDM7I1mdknSpyW9YGYXzOwNvnMFWSLL+kQA8MHM/g9J3y/pxfrX95vZv/abCsCeCyucJwY02LOSTpvZCTPrlvRuSR+55T2/J+lvmFmnmfWrtl7xJTMzSf9Z0kvOuZ9tamqgRSzHc5od71cH08xoI3ccaXDOsewaAPahWnW6spnRe55mhUKA/JKkH3LO/akkmdmXqHbX3xd6zBRoiVxZA90R9XRGfEcBgHbzFZLOOueqkmRmvyrpkqR/6jUVAEm188S6IqYzx6O+owCh5JzbNbPvkfRxSRFJv+Kce8HMvqv++vudcy+Z2cckPS+pKumXnXOfMbMvkvQPJH3azObr/8h/5pz7aPP/lwB+LMeymhljdSLay772fNX/kjjtnPugmU1IGnLOLTY2GgAEw7VkXvlyRacPMSkWIAN7hZgkOec+YWZ8CnwAiVxJo5wnBgC+RCXF678f8ZgDwC3OL8X1hmMj6uvmxiGgUeol1kdvee79tzz+aUk/fctzf6Hbn0kGtIVq1WklntMXn570HQVoqruWYmb2LyQ9JekRSR+U1C3pNyS9tbHRACAYrmzWjqNifWKgLJjZP5f06/XH3ySJmz0eQCJX0hilGAD48K8lXTKzP1Xtwt4XiykxoCUUdyt6bm1H3/IFs76jAADweTbTRRXKVc2O9/uOAjTVfibF/q6kc5IuSpJz7rqZsVoRAOo+W4pNUooFyLdL+glJv6PaBcQ/l/RtXhMFXCJbUrSfUgwAms0591tm9glJb1Lt77Qfcc6t+00FQJI+c21Hpd0q54kBAFrSciwrSZodZ3EO2st+SrGSc86ZmZMk1ksBwOe6vJnWxGAPq+MCxDmXkPR9vnOESSJX1okJPiIAQLOY2RO3PLVW//WomR11zl1sdiYAn+vZpYQk6anZUc9JAAD4fMuxnCQxKYa2s59S7P80s1+SFDWz71Dt7vr/1NhYABAclzczOs3qxEAws9+X5O70unPunU2MEypMigFA0/3Ma7zmJH1ps4IAuL3zS3GdnBzQ+GCP7ygAAHye5XhWkQ7T0Wif7yhAU921FHPO/Vsz+zJJKdXOFfsx59wfNTwZAASAc05XNjL66nPHfEfB/vxb3wHCqFypKl3c5UwxAGgi59zbfGcAcGfVqtP55YT+9mOHfUcBAsHMeiR9jaQ53XS90jn3L31lAsJuKZbT8dE+dUU6fEcBmuqupZiZ/aCk/0oRBgCfbzNdVLq4q9OHmBQLAufcn+393sz6JM04517xGCkUErmSJGm0v8tzEgBoP2bWL+mHVPs77b1mdlrSI865P/AcDWhrC9sZJXNlPTnH6kRgn35P0o6kC5KKnrMAbWElltPMGKsT0X72sz5xWNLHzSwu6cOSfts5t9HYWAAQDJc3MpKkh1ifGChm9lWqTY11SzphZmcl/UvWJ96fZK4sSZyrBwB+fFC1C4hfWH+8Jum/SqIUAzzaO0/sTXNjnpMAgXHcOfflvkMA7cI5p6VYVl89zeYjtJ+7zkY6537COfd6Sd8t6aikPzOz/7vhyQAgAC5vpiVJp6eGPCfBPfpxSU9LSkqSc25etTUduA/x7N6kGKUYAHhwyjn3U5LKkuScy0syv5EAPLsU18Rgt+bGuQMf2Ke/NLM3+g4BtItkrqx0YVez/D2FNrSfSbE9m5LWJcUkTTUmDgAEy+XNjEb6ujQxSBkQMLvOuR0zrhkehGSOUgwAPCrVVwI7STKzU2LtFODd+aWEnpodE583gX37IknfamaLqv09ZpKcc+5xv7GAcFqO5ySJ9YloS/s5U+wfSfoGSZOSflvSdzjnXmx0MAAIgiubGZ2eGuSH3eD5jJl9o6RI/eyV75P0l54zBVY8u7c+kTPFAMCDH5f0MUnTZvYhSW+V9K0+AwHtbiNV0Eo8p2/5wjnfUYAgeYfvAEA7WY5lJUlzEwOekwDNt59JsVlJP1BfLQUAqHPO6fJGWn/79Yd9R8G9+15JP6raHYi/Kenjkv6V10QBlmBSDAC8cc79oZldkPQW1e6q/37n3LbnWEBb+9RiXJL0prlRz0mA4HDOLZvZGUl/o/7U/+Oce85nJiDMlmNMiqF93bUUc869rxlBACBotjMlJXJlnT7EeWIB9Ihz7kdVK8bwgBLZkvq6IurtiviOAgBtx8w+Ium3JH3EOZf1nQeAdH4prv7uiB47Muw7ChAYZvb9kr5D0u/Un/oNM/uAc+7nPcYCQms5ltOh4R5+jkdb6vAdAACC6vJGWpL08KFBz0lwH37WzF42s580s9f7DhN0iVxZYwNMiQGAJz+j2l31L5rZfzWzrzWzXt+hgHb2qaWEnpgZVWeESy7APfiHkt7snPsx59yPqTYB/R2eMwGhtRLPanac1YloT3xCA4D7dHkzI0l6mEmxwHHOvU3Sl0jakvQBM/u0mf1vflMFVyJXUrSf88QAwAfn3J855/4XSSclfUDS10va9JsKaF87+bJeXk/pTXNjvqMAQWOSKjc9rtSfA9AAy7GcZlmdiDa1nzPFAAC38epGWsO9nZoa6vEdBffBObcu6d+b2Z9K+mFJPybOFbsv8WyJSTEA8MjM+iR9laRvkPSEpF/1mwhoXxdXEnJOetMJzhMD7tEHJX3SzH63/virJf1nf3GA8MqVdrWZLmp2nFIM7emOpZiZpSW5270kyTnnWI4NoK1d3sjo4UNDMuPmtaAxs9epduHwayXFJH1Y0j/2GirAkrmSprnDDAC8MLP/IunNkj4m6RckfcI5V/WbCmhfzy7G1dlhOjdNKQbcC+fcz5rZJyR9kWrXHr/NOXfJbyognFbiOUnSDOsT0abuWIo559gHBgB34JzTq5tpveMNR3xHwf35oKTfkvS3nHPXfYcJuni2pDHWJwKALx+U9I3Oucpd3wmg4Z5diusNx0bU1x3xHQUIBDMbds6lzGxM0lL9a++1Medc3Fc2IKyWY7VSbI5JMbSpfa9PNLMpSZ89sNk5t9KQRAAQAFuZopK5sk5PDfqOgvvgnHuL7wxhsVupKlXYVbSf9YkA4INz7mO+MwCoKZQrem51R9/61jnfUYAg+U1JXynpgj53Y5XVH5/0EQoIs+VYVpI0O8akGNrTXUsxM3unpJ+RdFS1A5tnJb0k6fWNjQYArevyRkaS9PAhhmrR3pL5siRxphgAAGh7n762o1KlqqdmWZ0I7Jdz7ivrv57wnQVoF8uxnEb6ujTCxhe0qY59vOcnJb1F0qv1v6DeLun/bWgqAGhxlzfSkqSHDzEphvaWzJUkSaOUYgDQdFYz7TsHgJpPLda2vL1pbsxzEiB4zOyP9/McgAe3Es+xOhFtbT+lWNk5F5PUYWYdzrk/lXS2sbEAoLW9upnRSF+XJod6fEcBvErkapNi0T7uMAOAZnPOOUn/l+8cAGrOL8V1emqQm4WAe2BmvfXzxCbMbNTMxupfc6ptrQJwwJZjOc2MszoR7Ws/Z4olzWxQ0p9L+pCZbUrabWwsAGhtlzfSevjQoMzMdxTcAzP7fX3unvrP4Zx7ZxPjhEIiW58U40wxAPDlGTN7k3PuWd9BgHZWqTqdX07oKx/nGj5wj75T0g+oVoBdUO0sMUlKSfoFT5mA0CpXqrqWzOudZ/j7Cu1rP6XYuyTlJf2gpL8vaUTSTzQyFAC0MuecXt3I6O88fsR3FNy7f+s7QNjsnSkWZRc5APjyNknfaWbLkrKqXUx0zrnH/cYC2ssr62mlC7t6+gTniQH3wjn3c5J+zsy+1zn3877zAGF3LZFXpeo0y/pEtLH9lGI/5pz7EUlVSb8qSWb2byT9SCODAUCr2koXtZMv6/QU54kFjXPuz3xnCJu9M8UoxQDAm3f4DgBAOr9cO0/sqVnOEwPuU9XMos65pCSZ2aik9zjn/qPfWEC4LMdzkqRZ1ieije3nTLEvu81z/OAFoG29upGRJD18aMhzEtwvMzttZr9tZi+a2cLel+9cQZTMldXZYRrs2c99NgCAg+acW3bOLau23cPd9AWgiT61GNeRkV4dH+3zHQUIqu/YK8QkyTmXkPQd/uIA4bQSy0oSk2Joa3csxczsH5nZpyU9YmbP3/S1KOn55kUEgNZyeTMtSTp9iEmxAPugpF9U7YzMt0n6NUm/7jVRQCVyZUX7uzhfDwA8MbN3mtllSYuS/kzSkqT/4TUU0Gacc3p2Ka43zY3xmQi4fx120/+BzCwiiYOLgQO2FMupt6tDU0M9vqMA3rzWpNhvSvoqSR+p/7r39aRz7puakA0AWtKrGxlF+7s0OcgHiADrc879sSSr32H/45K+1HOmQNrJlxTt52dVAPDoJyW9RdKrzrkTkt4u6f/1GwloL2uJvDZSRb1pjvPEgAfwcUn/p5m93cy+VNJviZs8gAO3HMtpdmyAmzjQ1u6468g5tyNpR9J76ndnHKq/f9DMBp1zK03KCAAt5fJGWg9PDfEBItgKZtYh6bKZfY+ka5KmPGcKpES2rGgf54kBgEdl51zMzDrMrMM596f1M6ABNMmnFmvnib3pBOeJAQ/gRyS9V9I/kmSSLkk64jUREEIr8SzniaHt3fVMsfrFwg1JfyTpv9e//qDBuQCgJTnn9OpGWg+xOjHofkBSv6Tvk/SkpG+S9C0+AwVVMl9mUgwA/Eqa2aCkP5f0ITP7OdXWAwNokmeX4hru7dTDU5w5DNwv51xV0jOSFiQ9pdrk80teQwEhU606LcdymuM8MbS5O06K3eQHJD3inIs1OAsAtLyNVFGpwq4ePcwPvEHmnHu2/tuMpG/zmSXokrmSXn902HcMAGhn75JUkPSDkv6+pBFJ/9JrIqDNfGoprqfmxtTRwSYJ4F6Z2cOS3i3pPZJikv6LJDnn3uYzFxBGm+miirtVzTAphjZ310kxSauqrVEEgLb3ykZakvTwIUqxIDOzPzKz6E2PR83s4x4jBVYyV9ZoP+sTAcAX51zWOVdxzu06537VOffvuaERaJ7tTFELW1k9zepE4H69rNpU2Fc5577IOffzkiqeMwGhtBzLSpJmx5gUQ3vbz6TYgqRPmNl/l1Tce9I597MNSwUALerVdUqxkJhwziX3HjjnEmbGmWL3qFCuKF+usD4RADwws7Qkd7uXJDnnHGO8QBM8Wz9PjFIMuG9fo9qk2J+a2cckfVi1v8sAHLDleE6SNMv6RLS5/ZRiK/Wv7voXALStVzbSmhzq0dgA/zkMuKqZzTjnViTJzGZ1+wuLeA07+bIkKcqkGAA0nXOOO3SAFvCppbh6uzr0hqMjvqMAgeSc+11Jv2tmA5K+WrV1wIfM7Bcl/a5z7g995gPCZCWWU6TDdDTa5zsK4NVdSzHn3E9IkpkN1R66TMNTAUCLuryR1iNMiYXBj0r6CzP7s/rjL5b0Xo95AimRK0mSon2UxADgi5nN3O75vRs/ADTWpxbjemJmVN2d+zmdAsCdOOeykj4k6UNmNibp6yS9TxKlGHBAlmJZHYv2qSvC31lob3ctxczsDZJ+XdJY/fG2pG92zr3Q4GwA0FKqVadXNzJ699PTvqPgATnnPmZmT0h6i2qrOX7QObftOVbgJHO1STHOFAMAr/77Tb/vlXRC0iuSXu8nDtA+UoWyXryR0ve//bTvKECoOOfikn6p/gXggKzEc6xOBCTtpxb+gKQfcs7NOudmJf1jSf+psbEAoPWsJfLKlytMigWYmT1a//UJSTOSrku6Jmmm/hzuQbI+KTZCKQYA3jjn3njT12lJT0v6C9+5gHZwYTkh56Sn5zhPDADQ+pZjlGKAtL8zxQacc3+698A594n6nl8AaCuvbKQlSQ8fphQLsB9SbU3iz9zmNSfpS5sbJ9j+elKM9YkA0CqccxfN7E2+cwDt4FOLcXV2mM7NjPqOAgDAa9rJlbWTL2t2jMv6wH5KsQUz++eqrVCUpG+StNi4SADQml6tl2KnpwY9J8H9cs7tnRv2Dudc4ebXzKzXQ6RAS9RLsSiTYgDgjZn90E0POyQ9IWnLUxygrTy7GNcbj4+orzviOwoAAK9pOZ6VJM0wKQbsa33it0ualPQ79a8JSd/WyFAA0IpeWU/rWLRPQ70UACHwl/t8Dq8hmS+pu7NDfV1cCAIAj4Zu+upR7Yyxd3lNBLSBQrmi59aSevoEqxMBAK1vKZaTJNYnAtrfpNgbJP2gc66y90T93JVEw1IBQAt6dSOtR1idGGhmdljSMUl9ZnZOktVfGpbEJ8N7lMyWFe3rkpnd/c0AgIZwzv2E7wxAO7q0klS54vRmSjEAQACsxOqTYmNc+gD2U4p9XNKzZvb1zrmN+nO/rNpaDgBoC+VKVQtbWX3JI1O+o+DB/G1J3yrpuGrniu21OSlJ/8xTpsBK5kucJwYAnpnZR27z9I6k85J+6dZ1wQAOxrNLcZlJT85SigEAWt9yLKepoR71d++nDgDCbT//L3hF0k9L+oSZ/UPn3F/qry8iAkBbWI5lVapU9chhzhMLMufcr5rZr0t6j3PuQ77zBF0iV9YI54kBgG+Lqq27/63642+QtCHpYUn/SdI/8JQLCLVPLcb16OFhjfTxWQgA0PqW4zlWJwJ1+ynFnHPuD8zsFUn/xcx+RZJrcC4AaCmvrGckSaenWJ8YdM65qpl9pyRKsQe0kytrboIP1QDg2Tnn3Bff9Pj3zezPnXNfbGYveEsFhFi5UtXFlYS+7snjvqMAALAvK7Gc3vrQhO8YQEvo2Md7TJKcc5cl/Q1JXyzp8UaGAoBW88pGWh0mPTTFpFhI/JGZ/RMzmzazsb0v36GCJpErKdrH+kQA8GzSzGb2HtR/v3fFo+QnEhBuL1xPKVeq6OkT476jAABwV4VyReupApNiQN1dJ8Wcc+du+n1W0tff/EMXALSDV9fTmhsfUG9XxHcUHIxvr//63Tc95ySd9JAlkJxzSubLig6wMggAPPvHkv7CzK6qdkPjCUn/i5kNSPpVr8mAkPrUYkyS9KYTo56TAABwdyvxnCRRigF1dyzFzOyHnXM/ZWY/r9uvS/y+xsUCgNby6kZaDx9idWJYOOdO+M4QdPlyRaXdKpNiAOCZc+6jZnZa0qOqlWIvO+cK9Zf/nbdgQIh9ajGhExMDmhrq9R0FAIC7Wo7VSrGZMUoxQHrtSbGX6r+eb0YQAGhVhXJFS7GsvvLMUd9RcEDMrF/SD0macc69t34x8RHn3B94jhYYyVxZkjTaz6QYALSAJyXNqfbz3eNmJufcr/mNBIRTter07FJcX/76w76jAACwL8uxrCRpdnzAcxKgNdyxFHPO/b6ZRSS9wTn3vzYxEwC0lMsbGVWd9OhhJsVC5IOSLkj6wvrjNUn/VRKl2D4lcrVjaqKUYgDglZn9uqRTkuYlVepPO0mUYkADXN7MaCdf1ptOcBwtACAYVuI5DfV2clMrUPeaZ4o55ypm9mSzwgBAK3p5PSVJeoRSLExOOee+wczeI0nOubyZme9QQbJTnxSL9rM+EQA8e0rSY8652628B3DA9s4TezOlGAAgIJZiOc2O94vLHkDNa5ZidZfM7COq3UGf3XvSOfc7DUsFAC3k1Y20ejo7NMeYeZiUzKxP9TMzzeyUpKLfSMGS+Gwpxp1mAODZZyQdlnTDdxCgHXxyMa7Dw706PtrnOwoAAPuyEsvq9UdHfMcAWsZ+SrExSTFJX3rTc04SpRiAtvDyelqnDw0q0sEdNSHy45I+JmnazD4k6a2SvtVnoKBJ5uvrE/uYFAMAzyYkvWhmn9JNN3g4597pLxIQTs45fXIxri88Nc7d9gCAQNitVLWWyOsdbzziOwrQMu5aijnnvq0ZQQCgVb2yntbfOD3pOwYOgJn9B0m/6Zz7QzO7IOktkkzS9zvntv2mC5Ykk2IA0Cp+3HcAoF0sxXLaShf15hPjvqMAALAvN3YK2q06zY71+44CtIyOu73BzI6b2e+a2aaZbZjZfzOz480IBwC+JbIlbaaLepTzxMLisqSfMbMlST8s6Zpz7g8oxO5dKl9WT2eHersivqMAQFtzzv3ZzV+SdiV9ve9cQBh9cqF2ntjTnCcGAAiI5VhOkjQzTikG7LlrKSbpg5I+IumopGOSfr/+HACE3svraUnSI5RioeCc+znn3BdI+puS4pI+aGYvmdmPmdnDnuMFSjJX1kgfU2IA0ArM7KyZ/VT9po9/Jeklz5GAUPrkYlwTg906NclZwwCAYFiKZSVJs+P83QXs2U8pNumc+6Bzbrf+9f+XxB4xAG3hlfWUJDEpFjLOuWXn3L9xzp2T9I2S/q64gHhPdvJlVicCgEdm9nD9po6XJP0HSauSzDn3Nufcf/AcDwilTy3G9fSJMc4TAwAExko8p+5Ihw4P9/qOArSM/ZRi22b2TWYWqX99k6RYo4MBQCt4ZSOt0f4uTQ71+I6CA2RmXWb2VWb2IUn/Q9Krkr7Gc6xA2ckzKQYAnr0s6e2Svso590XOuZ+XVPGcCQit1XhO15J5zhMDAATKciyr6bE+RTq4oQPYs59S7NtV20m/LumGpK+tPwcAoffyelqPHB7ibtCQMLMvM7NfkbQm6b2SPirplHPuG5xz/5fXcAGTzJc10tftOwYAtLOvUe1ntD81s/9kZm+XxAcWoEE+tRiXJL35JOeJAQCCYzmWY3UicIu7lmLOuRXn3Dudc5POuSnn3Fc755abEQ4AfKpWnV5dT+vRw8O+o+Dg/DNJfyXpdc65r3LOfcg5l/UdKohSTIoBgFfOud91zn2DpEclfULSD0o6ZGa/aGZ/625/3sy+3MxeMbMrZva+27z+qJn9lZkVzeyf3PLakpl92szmzez8Af1PAlraJxdjivZ36eEp1qoDAILBOaeVeE4zY/2+owAtpfNOL5jZz0tyd3rdOfd9DUkEAC3iWjKvbKmihw/xg29YOOfe5jtDWCRzJUoxAGgB9Zs7PiTpQ2Y2JunrJL1P0h/e6c+YWUTSL0j6MtWmp581s48451686W1xSd8n6avv8I95m3Nu+8H/FwDB8KnFuN40N6YO1k8BAAJiO1NSrlTR7DilGHCz15oUOy/pQv3rnTf9fu8LAELt5fW0JOmRw5RiwM3KlaqypYqi/ZRiANBKnHNx59wvOee+9C5vfVrSFefcgnOuJOnDkt51yz9r0zn3rKRyg+ICgbGRKmgpltObT7A6EQAQHCvx2mIcSjHgc91xUsw596t7vzezH7j5MQC0g1fWU5IoxYBb7eRr10eZFAOAwDomafWmx2uS3nwPf95J+kMzc5J+yTn3gYMMB7SaZxZikqQ3nxj3nAQAgP1bjuUkSTNjnCkG3OyOpdgt7rhGEQDC6uX1tI6P9mmwZ7//qQTaw14pxqQYAATW7fa/3cvPfG91zl03sylJf2RmLzvn/vzz/iVm75X0XkmamZm5v6RAC/jUYlyDPZ163RFulgMABMdyLCczaXqsz3cUoKW81vpEAGhrr6yn9ShTYsDnSeZqpdgwk2IAEFRrkqZvenxc0vX9/mHn3PX6r5uSfle1dYy3e98HnHNPOeeempycfIC4gF+fXIzrqblRdUa4hAIACI6VeE5HR/rU0xnxHQVoKXf8RGdmaTNLmVlK0uN7v997vokZAaDpirsVLWxnWZ0I3EZqb1KMUgwAgupZSafN7ISZdUt6t6SP7OcPmtmAmQ3t/V7S35L0mYYlBTzbzhR1ZTOjpzlPDAAQMEuxrGbGOE8MuNVrnSnGlWAAbevqZlaVqtOjh4d9RwFaDmeKAUCwOed2zex7JH1cUkTSrzjnXjCz76q//n4zOyzpvKRhSVUz+wFJj0makPS7ZibVfp78Tefcxzz8zwCa4tnFuCTOEwMABM9KLKcve+yQ7xhAy+GgHAC4jZfXawOxnBsAfL5kriRJivZ3e04CALhfzrmPSvroLc+9/6bfr6u2VvFWKUlnGpsOaB2fXIyrt6tDbzw24jsKAAD7linuKpYtaWacSTHgVizEBoDbeOlGSt2dHZobH/AdBWg5O/ldSdJwL/fWAACAcPvkYlxPzo6qu5PLJwCA4FiOZSVJs2Nc1wJuxac6ALiNl9fTevjQIIdpA7eRzJc01NPJ/z8AAECo7eTKenk9pafnWJ0IAAiWlVhOkjTLpBjwebiaBQC38dKNNOeJAXewky9rmPPEAABAyD27FJdz0ptPjvmOAgDAPVmO10ox1icCn49SDABusZUuajtT1OuOUIoBt7OTK2uEUgwAAITcMwsxdXd26Ox01HcUAADuyXIsp9H+Lg338rM7cCtKMQC4xSvraUnS6w4PeU4CtKadfFnRfj5YAwCAcHtmMaZz01H1dkV8RwEA4J6sxLOaHec8MeB2KMUA4BYvr6ckSY9QigG3lcwzKQYAAMJtJ1/Wi9dTestJzhMDAATPcizHeWLAHVCKAcAtXrqR1tRQj8YHe3xHAVoSk2IAACDszi/FVXWiFAMABE5pt6rrybxmxyjFgNuhFAOAW7y8ntKjnCcG3JZzTju5soaZFAMAACH2ycW4uiMdOjcT9R0FAIB7ci2ZV9VJM6xPBG6LUgwAbrJbqeryRobzxIA7KJSrKlWqivZ1+44CAADQMM8sxHR2hvPEAADBsxzLShLrE4E7oBQDgJssbmdVqlT16BFKMeB2dvJlSeJMMQAAEFqpQlmfubajt5wY8x0FAIB7thLPSRLrE4E7oBQDgJu8tJ6WJD16mPWJwO0k8yVJ4kwxAAAQWheWEpwnBgAIrKXtnPq6Ipoc6vEdBWhJlGIAcJOXb6TU2WE6NTnoOwrQknZyTIoBAIBwe2YhVj9PbNR3FAAA7tlKPKuZsX6Zme8oQEuiFAOAm7y8ntZDU4Pq7uQ/j8DtJFmfCAAAQu6ZhZjOTI+or5vzxAAAwbMcy2mG88SAO+KqLwDc5OUbKT16mPPEgDvhTDEAABBm6UJZn7meYnUiACCQqlWnlXhOc5RiwB1RigFA3U6urOs7BT16hPPEgDv57PpEzhQDAAAhdH45oUrV6c0nKMUAAMGzmS6quFvVzPiA7yhAy6IUA4C6l9ZTkqRHmBQD7mgnX1aHSYPdnb6jAAAAHLhnFmLqipiemI36jgIAwD1bjmUlSbNjTIoBd0IpBgB1L92olWKPMSkG3FGqUNZwX5c6OjiwFwAAhM8nF+I6czyqfm4AAgAE0HI8J0maZX0icEeUYgBQ99KNlMYHujU11OM7ClqYmX25mb1iZlfM7H23ed3M7N/XX3/ezJ645fWImV0ysz9oXuqDs5Mvc54YAAAIpUxxV5++tqM3nxzzHQUAgPuyEssp0mE6Gu3zHQVoWZRiAFD30o20XndkWGZMwOD2zCwi6RckvUPSY5LeY2aP3fK2d0g6Xf96r6RfvOX175f0UoOjNkwqX9ZwL6UYAAAInwv188TecpLzxAAAwbQcz+lYtE9dES77A3fC/zsAQNJupapXNtJ63RHOE8NrelrSFefcgnOuJOnDkt51y3veJenXXM0zkqJmdkSSzOy4pL8j6ZebGfog7eTLGu5jnRAAAAifZxZi6uwwPTk76jsKAAD3ZSWWZXUicBeUYgAgaWE7q9JuVa/jPDG8tmOSVm96vFZ/br/v+XeSflhStUH5Gi5V2GV9IgAACKVnFmJ6/PgI54kBAAJrKZbTzBilGPBaKMUAQLXzxCRRiuFubrdb0+3nPWb2lZI2nXMXXvNfYPZeMztvZue3trbuN2fD7LA+EQAAhFCmuKvn13ZYnQgACKydXFk7+TKTYsBdUIoBgKQXb6TUFTGdmhz0HQWtbU3S9E2Pj0u6vs/3vFXSO81sSbW1i19qZr9x67/AOfcB59xTzrmnJicnDzL7gUjly0yKAQCA0Dm/FFel6vQFpyjFAADBtBzPSpJmxgY8JwFaG6UYAEh66UZaD00NqbuT/yziNT0r6bSZnTCzbknvlvSRW97zEUnfbDVvkbTjnLvhnPunzrnjzrm5+p/7E+fcNzU1/QMqlCsq7lY1TCkGAABC5q8WYuqKmJ6aHfMdBQCA+7Icy0kSk2LAXbAoGwBUW5/4xadbbyoHrcU5t2tm3yPp45Iikn7FOfeCmX1X/fX3S/qopK+QdEVSTtK3+cp70FKFsiRRigEAgNB55mpMZ6ej6uuO+I4CAMB9WYnXSjHOFANeG6UYgLa3nSlqK13U644M+Y6CAHDOfVS14uvm595/0++dpO++yz/jE5I+0YB4DZXK70qShnv5+AAAAMIjXSjr09d29N1ve8h3FAAA7ttyLKuJwR4N9PAzO/Ba2BMGoO29dCMlSXrsyLDnJEBr28nXJsU4UwwAAITJs0txVZ30BSc5TwwAEFzLsRyrE4F9oBQD0PZevF4rxV5HKQa8JtYnAgCAMPqrqzF1Rzr0xOyo7ygAANy3lTilGLAflGIA2t5LN1I6PNyr0YFu31GAlpaqT4oN91KKAQCA8PirhZjOzUTV28V5YgCAYCqUK1pPFTQ7NuA7CtDyKMUAtL2XbqQ5TwzYhxTrEwEAQMjs5Mt64XpKb2F1IgAgwNYSOTknJsWAfaAUA9DWirsVXd3KsDoR2Ie9M8WG+zi0FwAAhMOnFuNyTvqCU5RiAIDgWtrOSZJmKMWAu6IUA9DWLm9ktFt1lGLAPqQKu+rt6lBPJ6uFAABAOPzV1Zh6Ojt0bibqOwoAAPdtOV4rxWbHKMWAu6EUA9DWXrqRkiQ9dpRSDLibnVyZ88QAAECoPLMQ05Ozo9z0AwAItJVYVoM9nRob6PYdBWh5lGIA2tqLN1Lq7erQ3DgHkQJ3kyqUOU8MAACERjJX0kvrnCcGAAi+5XhOM2P9MjPfUYCWRykGoK29eD2lRw8PK9LBhwbgbnbyZQ1TigEAgJB4ZoHzxAAA4bASy2mW88SAfaEUA9C2nHN68UZKr2d1IrAvTIoBAIAweWYhpr6uiM4cj/qOAgDAfatUnVYTOc1QigH7QikGoG2tJfJKF3Y5TwzYp518WcO9nb5jAAAAHIhnFmJ6am5U3Z1cGgEABNeNnbzKFafZMY4GAfaDT34A2tYL11OSpMeOUIoB+5HK77I+EQAAhEIsU9TL62nOEwMABN5KLCdJrE8E9olSDEDbevFGSh0mPXqYUgy4m2rVsT4RAACExicX45JEKQYACLzleK0UmxmjFAP2g1IMQNt68XpKJycH1dcd8R0FaHmZ0q6ck4Z7KcUAAEDw/eXVbQ10R/T48RHfUQAAeCDLsZy6Iqaj0T7fUYBAoBQD0LZevL7D6kRgn3ZyZUliUgwAAITCX16N6ekTY+qKcFkEABBsy7Gspkf7Fekw31GAQODTH4C2lMiWdH2noNcfpRQD9iNVqJViw32dnpMAAAA8mI1UQQtbWX3hqQnfUQAAeGDLsZxmOE8M2DdKMQBt6aUbKUnSY5RiwL7s5PdKMSbFAOD/Y+9PgyO7zzzf7/fPTCT2AlAAClWF2ve9iotIcRFJ7WJroXpm+rq7r6cnZhyhaHvG19dhv+jwC98Iv3A44t5whK/veDrkOz0xPZ65fW/3dEuURImiJEpcRbLI2negsK+ZiS0X5P73C6CKpVKRLACZ+c9zzvcTwWAByFQ9jBBwDv6/8zwPAG97dzAhSXpqP/vEAADeZq3V6FxGu9knBjw0QjEAgXT1TijG+ETgoSwtFyWxUwwAAHjfO4NxdTQ38LsAAMDz5tJ5pXJF7epudV0K4BmEYgAC6crkkrZualJ3W6PrUgBPuDM+kZ1iAADA694ZTOjz+zYrxO4VAIDHjcxlJIlOMWANCMUABNLVySVGJwJrsMT4RAAA4ANjcxmNzy+zTwwA4AujidVQjJ1iwEMjFAMQONlCSQOxFONSgDVYWi7IGKm9MeK6FAAAgHV7ZzAuSXqafWIAAB8YWQ3FdtIpBjw0QjEAgXNrJqVS2dIpBqzBUraotsYIY4YAAICnvTOYUE9bow5saXNdCgAAGzYyl9a2jiY1NYRdlwJ4BqEYgMC5MrkoSTpOKAY8tKVsQZuaGJ0IAAC8y1qrdwYTenp/t4zhQR8AgPeNJjLaRZcYsCaEYgAC5+rUktoaI9rZxU0D8LCWlotqb2J0IgAA8K7BWEqxZI7RiQAA3xiZy7BPDFgjQjEAgXN1cklHt7UzBg5YgySdYgAAwOPeGUxIkp7e3+O4EgAANi6TLyqWzGl3d6vrUgBPIRQDECilstXVqSUd397huhTAU5ayRW1qplMMAAB41zsDCfV3Nmvn5mbXpQAAsGEjiYwkMT4RWCNCMQCBMpxIK5Mv6Rj7xIA1SWYLaqdTDAAAeFS5bPXboYSeYp8YAMAn7oRijE8E1oZQDECgXJlckiSdoFMMWJOl5YI2sVMMAAB41LXpJS1kCuwTAwD4xuhcWpK0ezPjE4G1IBQDEChXJhYVDYd0sK/NdSmAZ5TLVqlckU4xAADgWe+u7hN7ilAMAOATI4mMOlsa1NHC7+rAWhCKAQiUK5NLOry1XQ1hfvwBDyudL6psxU4xAADgWW8PxLWvp1XbOtgnBgDwh9G5jHazTwxYM06FAQSGtVaXJxd1nH1iwJoks0VJolMMAAB4UqFU1vtDc3r6AF1iAAD/GElktKub0YnAWhGKAQiMycWsFjIFQjFgjZayBUnSJkIxAADgQRfGFpTOl/TM/h7XpQAAUBGFUlkTC8t0igHrQCgGIDCuTCxKko73dziuBPCWjzvFGJ8IAAC85+2BhIxhnxgAwD8mF5ZVKlvt6iYUA9aKUAxAYFyeXFLISEe30ikGrMXS8mqnWDOdYgAAwHveHozr+PZN6myJui4FAICKGElkJIlOMWAdCMUABMbVyUXt721TczTsuhTAU+gUAwAAXpXJF3VudJ7RiQAAXxmZWw3F2CkGrBmhGIDAuDyxxD4xYB3YKQYAALzq/aE5FUpWzxwgFAMA+MdIPK3GSEhb2htdlwJ4DqEYgECIp3KaXsrqBPvEgDWjUwwAAHjVO4MJRcMhfW7PZtelAABQMSNzGe3ublEoZFyXAngOoRiAQLgyuSRJOkanGLBmS8sFRSMhNTUwehQAAHjL2wNxPbKrkxHqAABfGU1ktGszoxOB9SAUAxAIVyYXJUnHt9EpBqzVUraoTXSJAQAAj5lP53V1aonRiQAAX7HWanS1UwzA2hGKAQiEK5NL2rm5WR0t7EQC1mopW2CfGAAA8Jx3bydkrfTMgW7XpQAAUDGxZE7LhRKhGLBOhGIAAuHKxCJdYsA6JbNF9okBAADPeXsgrtZoWKd2dLouBQCAihmZy0iSdm0mFAPWg1AMgO8lswUNJzI60c8+MWA9lpYL2tRMpxgAAPCWdwYT+vy+bjWEOfoAAPjHcDwtSdrTzU4xYD24MwTge1cnlyRJx7fTKQasRzJboFMMAAB4ysTCsobiaT3NPjEAgM+MzmUUDhn1dzW7LgXwJEIxAL53+U4oRqcYsC5L2SI7xQAAgKe8PRCXxD4xAID/jCQy2t7ZRCc0sE585wDwvcsTi+rb1Kgt7U2uSwE8iU4xAADgNe8MxNXTFtXhvnbXpQAAUFEjcxnt3szoRGC9CMUA+N6liUWdYHQisC75YlnZQplOMQAA4BnWWr0zmNBT+3tkjHFdDgAAFTWaSGtXd4vrMgDPIhQD4GuZfFGDsZRO9BOKAeuRzBYkiU4xAADgGbdmU5pN5vQF9okBAHxmcbmg+UxBuzcTigHrRSgGwNeuTi7JWukkoRiwLkvZoiRpUzOdYgAAwBvevLW6T+wgoRgAwF9GExlJ0u5uxicC60UoBsDXLk8sShKdYsA6fdwpRigGAAC84e2BuPb2tKq/s9l1KQAAVNTIXFqStJvxicC6EYoB8LVLE0vqaWtU36ZG16UAnrS0vNopxvhEAADgAfliWb+9ndCzjE4EAPjQyGqn2C7GJwLrRigGwNcuTyzqRP8mFmwD60SnGAAA8JLzYwvK5Et6hlAMAOBDo4mMetoa1drIg6vAehGKAfCt5XxJt2aT7BMDNmBpNRTb1MwNNwAAqH9vDcQVMtJT+7tdlwIAQMWNzKUZnQhsEKEYAN+6Nr2kspWObycUA9YrmV0Zn0inGAAA8IK3bsV0akenOpq5dwEA+M9IIkMoBmwQoRgA37oysShJOrmDUAxYrzuhWBujGQAAQJ1byhZ0YXyRfWIAAF/KFkqaXspq9+ZW16UAnkYoBsC3Lk0sanNrVNs7mlyXAnhWMltUazSscIi9fAAAoL79djChUtnq2YOEYgAA/xmfz8ha0SkGbBChGADfujSxpOPbN8kYDvOB9UrlCoxOBAAAnvD2QFzNDWE9sqvTdSkAAFTcSCIjSdpFKAZsCKEYAF/KFkq6NZPUyX5GJwIbkcwW1dbE6EQAAFD/3hyI68l9m9UYCbsuBQCAirsTiu3eTCgGbAShGABfujGdVLFsdYJQDNiQVK6odkIxAABQ5yYXlnU7lmafGADAt0bnMmprjGhza9R1KYCnEYoB8KXLk4uSRKcYsEFL2aLaGgnFAABAfXt7IC5JeoZQDADgU8OJtHZ3t7AmBNggQjEAvnR5YlEdzQ3a0dXsuhTA05LZgjaxUwwAANS5twbi6mmL6sjWdtelAABQFaOJjHazTwzYMEIxAL50aWJRJ/o38fQMsEGpLOMTAQBAfbPW6u2BhJ450MP9PwDAl0plq7H5jHZtbnVdCuB5hGIAfCdXLOnGdFIn+ztdlwJ4XpLxiQAAoM5dm0oqnsoxOhEA4FtTi8sqlKz20CkGbBihGADfuTGdVKFkdWoH+8SAjSiWyloulNTO+EQAAFDH3hqISZKeO9jruBIAAKpjJJGRJO0iFAM2jFAMgO9cHF+UJJ3sJxQDNiKVK0qS2hifCAAA6tibt+I61NemrR1NrksBAKAq7oRiu7sZnwhsFKEYAN+5NL6ozpYG7ehqdl0K4GnJ7Eooxk4xAABQr7KFkt4bmtOzB+gSAwD418hcWtFISNs28QAIsFGEYgB85+LEok72d7BkG9igu6EYO8UAAECden9oTvliWV84xD4xAIB/jcQz2tnVrFCIsy5gowjFAPhKtlDSrZkk+8SACrgzPpGdYgAAoF69NRBXNBzSk3s3uy4FAICqGZnLMDoRqBBCMQC+cm1qScWy1cn+TtelAJ6XzBYksVMMAADUrzduxvT4ni61RLlfAQD4k7VWo4m0dne3uC4F8AVCMQC+cmliUZJ0kk4xYMM+7hTjkAkAANSf2WRW16eTevYgoxMBAP4VT+WVzpe0ezOhGFAJhGIAfOXS+KK6W6Pa3sHiUWCjlrKEYgAAoH69PRCXJD13sNdxJQAAVM/oXFqSGJ8IVAihGABfuTSxqJM7OmQMi0eBjUrdCcUa2SkGAADqz5s349rcGtWxbZtclwIAQNUMxzOSxPhEoEIIxQD4xnK+pJszSZ3qZ3QiUAnJbEGRkFFTA7cLAACgvlhr9catuJ490KNQiAfiAAD+NTKXUchIO7oIxYBK4JQLgG9cnVpU2Uond3S6LgXwhVSuqLamCJ2XAACg7lyfTiqeyukL7BMDAPjcaCKtbR3NikY4ygcqge8kAL5xaXxRknSSTjGgIpLZIvvEAABAXXrr1so+sS+wTwwA4HPDiYz29NAlBlQKoRgA37g4saje9kb1bWp0XQrgC8lsUW3sEwMAAHXojVsxHdzSpq0dTa5LAQCgqkbnMtq1udV1GYBvEIoB8I1L44s61d/BqDegQpLZAp1iAACg7mQLJb0/NKdnGZ0IAPC5pWxBc+m8dnfTKQZUCqEYAF9I54oajKV0cgejE4FKSWaL2kQoBgAA6sz7Q3PKFct67hCjEwEA/jaayEiS9hCKARVDKAbAF65MLqls2ScGVFIqV1RbI6EYAACoL2/cjCkaCenze7tdlwIAQFWNrIZijE8EKodQDIAvXBxfkCSd2tHptA7AT1bGJ7JTDAAA1Jc3bsX0xJ7Nao6GXZcCAEBVjcylJYnxiUAFEYoB8IUL44va3tGk3vZG16UAvmCtXekUY3wiAACoI1OLy7o5k9Jzh9gnBgDwv5F4Rj1tjWpligtQMYRiAHzh4vgCXWJABeWKZRVKVu2EYgAAoI68cTMmSewTAwAEwshcmi4xoMIIxQB43kImr5FERqd2sk8MqJRktihJaudpNAAAUEfeuBlX36ZGHe5rd10KAABVN5rIEIoBFUYoBsDzLo4vSpJO0ykGVEwyW5AkdooBAIC6USpbvTUQ13MHe2WMcV0OAABVlS2UNLWU1e7Nra5LAXyFUAyA510cX5AkneinUwyolFRupVOsjU4xAABQJy6ML2hxucDoRABAIIzPZ2St6BQDKoxQDIDnXRhf1L6eVnU009ECVEpqdXxiGzvFAABAnXjjZkzGSM8e6HFdCgAAVTeSyEgiFAMqjVAMgOddHF/QqR10iQGVlKRTDAAA1Jk3bsZ0akenulqjrksBAKDqhu+GYoxPBCqJUAyAp80sZTWzlNMp9okBFXWnU6ydTjEAAFAHFjMFnR9b0PMH6RIDAATDaCKt9qaIulqYjARUEqEYAE+7MLYgSTq9k04xoJLSeTrFAABA/Xh7MK6yFfvEAACBMZzIaHd3i4wxrksBfIVQDICnXRxfVDhkdGwboRhQScnVTrFWQjEAAFAH3rgZU3tTRGd2drouBQCAmhidyzA6EagCQjEAnnZhfEGH+trVHA27LgXwlVSuqIawUWOEWwUAAOCWtVZv3Izpmf09ioS5NwEA+F+xVNbYXEa7N7e4LgXwHe4mAXiWtVaXJhZ1egddYkClpXNFtTZGGNMAAACcG5hNaXIxq+cPMzoRABAMkwtZFctWe+gUAyqOUAyAZ43OZbSQKejUjk7XpQC+k8oW2ScGAADqwq9vxCRJz7NPDAAQECNzaUnSrm46xYBKIxQD4FkXxhclSafoFAMqLpUjFAMAAPXhNzdjOtTXpu2dza5LAQCgJoYTGUmiUwyoAkIxAJ51cWxBjZGQDm9td10K4DuEYgAAoB6kc0W9PzSnFw5vcV0KAAA1M5pIqzES0pb2RtelAL5DKAbAsy6OL+rY9k1qYNk2UHGpXFFtTYRiAADArXcHE8qXyoxOBAAEynAio93dLQqF2PMNVBonyQA8qVS2ujy5qNPsEwOqgk4xAABQD35zM6aWaFiP7+lyXQoAADUzmsho12ZGJwLVQCgGwJNuzSaVyZd0eif7xIBqSGUJxQAAgFvWWv365qye3t+txkjYdTkAANSEtVYjc2nt6W5xXQrgS4RiADzp/OiCJOnMTp4YBaqBTjEAAODaUDytsbllPc8+MQBAgMwmc8oWytpNKAZUBaEYAE+6ML6gTU0RnpoBqqBUtsrkS2olFAMAAA79+kZMkvQC+8QAAAEyHE9LknZ3Mz4RqAZCMQCedH5sUad3dsoYFo4ClZbOFyVJ7U2EYgAAwJ3f3IxpX2+rdm7mQTgAQHCMzGUkiU4xoEoIxQB4TiZf1M2ZpM7s7HRdCuBLqexKKMb4RAAA4Eq2UNJvbyf0wiFGJwIAgmUkkVYkZNTf2ey6FMCXCMUAeM6VySWVypZQDKiSdG4lFGN8IgAAcOXd2wnlimU9f5jRiQCAYBlJZNTf1axImKN7oBr4zgLgOedHFyRJp3Z0Oq0D8KvkaijWxvhEAADgyG9uxNTUENKTeze7LgUAgJoaSWTYJwZUEaEYAM85P76g/s5m9bY3ui4F8KU74xPb6RQDAACO/OZmTJ/f162mhrDrUgAAqBlrrYYTae1mnyZQNYRiADznwtgCoxOBKmJ8IgAAcGkontZQPK0vHmafGAAgWBYyBSWzRe3uJhQDqoVQDICnxFM5jc8vE4oBVXR3fCKhGAAAcODXN2YliVAMABA4I3MZSWJ8IlBFhGIAPOXC2IIk6TShGFA1d8YnEooBAAAXXr8R077eVu3iKXkAQMCMJNKSpD1cA4GqIRQD4CkXxhYUMtKJ/k2uSwF8i/GJAADAlUy+qN/eTtAlBgAIpJHESqfYTnaKAVVDKAbAU86PL+pQX7taohzWA9WSyhXVGAkpGuE2AQAA1Na7gwnli2VCMQBAIA0n0tq6qUlNDWHXpQC+xWkXAM+w1urC2IIe2dXpuhTA15K5IqMTAQCAE6/fmFVLNKzP7e1yXQoAADU3mshoTw9dYkA1EYoB8IyRREaLywWd3tHpuhTA19K5otqaCMUAAEBtWWv1+vWYnjnQo8YIT8gDAIJnOJHRnu5W12UAvkYoBsAzzo8tSJJO7+x0Wgfgd6ksnWIAAKD2BmZTmlhYZnQiACCQUrmi4qmcdnXTKQZUE6EYAM84P7ag5oawDm5pc10K4GvJXFGthGIAAKDGXr8xK0l64XCv40oAAKi9kURakugUA6qMUAyAZ5wbW9CpHR2KhPnRBVRTOldUO6EYAACosdevx3Rka7u2dza7LgUAgJobSWQkSbvpFAOqipNlAJ6QK5Z0bXJJZ3Z1ui4F8L0UnWIAAKDGktmCPhie0wuMTgQABNTHoRidYkA1EYoB8IQrk0vKl8p6ZGeX61IA30tli2prIhQDAAC18/ZAXMWy1RcZnQgACKiRRFo9bVF2fANVRigGwBPOjy5Ikh6hUwyoulSuyE04AACoqdevx9TeGNGju3kIDgAQTMOJNF1iQA0QigHwhHNjC9re0aS+TU2uSwF8rVgqK1csqzVKKAYAAGqjXLZ6/casnjvUqwb2BwMAAmokkWGfGFAD3G0C8ITzY/PsEwNqIJ0rSZJaG8OOKwEAAEFxZXJJs8mcvnSEfWIAgGDKFkqaWsxqD51iQNURigGoe/FUTmNzy+wTA2ognS9KEuMTAQBAzfzq+qyMkV5gnxgAIKDG5jKSRKcYUAOEYgDq3p19YnSKAdWXzq2EYq2EYgAAoEZ+dX1GZ3Z2qrut0XUpAAA4MZy4E4rRKQZUG6EYgLp3bmxekZDRie0drksBfC91NxRjfCIAAKi+WDKnC+OL+tJhRicCAIJrJJGWJO2hUwyoOkIxAHXv/NiCjmxrV3OUQ3qg2u7uFIvSKQYAAKrv9RuzkqQvHSUUAwAE13AirY7mBnW2RF2XAvgeoRiAulYqW10YW2SfGFAjd3aKMT4RAADUwuvXZ7V1U5OObdvkuhQAAJwZSWToEgNqhFAMQF0bjKWUyhV1Zmen61KAQGCnGAAAqJV8saw3b8X1xSNbZIxxXQ4AAM6MJDLaxT4xoCYIxQDUtXOj85KkR3Z1ui0ECIg0O8UAAECNfDA8p1SuqC8dYXQiACC48sWyxufpFANqhVAMQF07P7agjuYG7e3haRmgFtL5lZ1ibXSKAQCAKvvV9VlFIyE9c6DbdSkAADgzsbCsspV20ykG1AShGIC6dm50QWd2djJOBaiRdK4oY6TmBjrFAABAdf3q+qye2tetligP4wAAgmskkZYkOsWAGiEUA1C3Urmibswk2ScG1FAqV1RrNEIQDQAAqmoontZQPM3oRABA4I0kMpLoFANqhVAMQN26OL4ga9knBtRSOldknxgAAKi6X16bkSRCMQBA4A0n0mqJhtXTFnVdChAIhGIA6ta50QVJolMMqKF0vqRW9okBAIAq+8W1GR3ua9fOzYyKAgAE20gio93drUxsAWqEUAxA3fpoZF77elvV2cKTMkCtpHNFtRGKAQCAKlrMFPTB8Ly+fJQuMQAAhhNp7eYhEaBmCMUA1CVrrc6NLejRXV2uSwECJZ0rqiXK+EQAAFA9v745q1LZ6stH+1yXAgCAU6Wy1fjcsvb0sE8MqBVCMQB1aSSR0Vw6TygG1Fg6V6JTDAAAVNUvr82quzXKmHQAQOBNLS4rXyprTzedYkCtEIoBqEsfjc5Lkh7d3em2ECBg0vkiO8UAAEDVFEpl/frGrL54ZIvCIXanAACCbSSRkSTt7qZTDKgVQjEAdemj0Xm1NUZ0cEu761KAQEnnCMUAAED1nB2e11K2qK+wTwwAAA0n0pKkPT10igG1QigGoC59NLKgMzs7eXoUqLFUrqhWdooBAIAq+eW1GUXDIT17sNd1KQAAODccT6sxElJfe5PrUoDAIBQDUHfSuaKuTy/pkV2drksBAqVUtsoWynSKAQCAqvnl9Vk9uW8zO0wBAJA0nMhod3eLQjwUDtQMoRiAunNhfEFlKz26q8t1KUCgpPNFSeKQCgAAVMVgLKWheFpfOdrnuhQAPmKM+YYx5oYxZsAY8xef8JoXjDHnjTFXjDG/Wct7gWoaSaTZJwbUGKEYgLpzbnRBkugUA2osnVsJxegUAwAA1fDLazOSpC+zTwxAhRhjwpL+taQXJR2T9CfGmGP3vaZT0v9H0nestccl/dHDvheopnLZaiSR0Z5u9okBtUQoBqDunBud177eVnW2RF2XAgRKOleSJLWwUwwAAFTBL67N6sjWdu3o4vAPQMU8IWnAWnvbWpuX9DeSXrrvNX8q6e+ttaOSZK2dXcN7gaqZSWaVK5bpFANqjFAMQF2x1uqj0QVGJwIO3OkUY3wiAACotPl0XmeH5+gSA1Bp/ZLG7vl4fPVz9zokqcsY82tjzIfGmD9bw3slScaY7xljzhpjzsZisQqVjqAbjmckSXsIxYCa4tQLQF0ZSWQ0l84TigEOMD4RAABUy+s3ZlW20lePbXVdCgB/MQ/4nL3v44ikxyR9WVKzpHeNMb99yPeufNLa70v6viQ9/vjjD3wNsFYjibQkaTfjE4Ga4tQLQF35aHReEvvEABfS+ZXxiXSKAQCASvvFtRltaW/Uqf4O16UA8JdxSTvv+XiHpMkHvCZurU1LShtj3pB0+iHfC1TNcCKjhrDR9s5m16UAgcL4RAB15aPRebU1RnSor911KUDg3OkUY6cYAACopFyxpN/ciOnLR/sUCj2oMQMA1u0DSQeNMXuNMVFJfyzp5fte80NJXzDGRIwxLZKelHTtId8LVM1IIq2dm1sU5toI1BSPggOoKx+NLOj0zg5uCAAHUuwUAwAAVfDuYELpfElfO9bnuhQAPmOtLRpj/pWkVyWFJf2VtfaKMebPV7/+l9baa8aYn0m6KKks6X+01l6WpAe918l/CAJpOJFhnxjgAKdeAOpGJl/U9ekl/csvHnBdChBI7BQDAADV8NrVGbVEw3pqf7frUgD4kLX2FUmv3Pe5v7zv4/9W0n/7MO8FasFaq5FEWp/ft9l1KUDgMD4RQN04P7agspUe3dXluhQgkNL5koyRmhsYnwgAACrDWqtfXJvRcwd71cQ9BgAAkqRYKqdMvkSnGOAAoRiAuvHRyLwkQjHAlXSuqJaGMLs+AABAxVyaWNTMUk5fYXQiAAB3jSQykqTd3S2OKwGCh1AMQN34cGReB7e0qaOlwXUpQCBl8kW1MDoRAABU0C+uzihkpC8d2eK6FAAA6sZwPC1JdIoBDhCKAagL5bLVR6MLemw3XWKAK+lcSW2EYgAAoIJeuzarx3dv1ubWqOtSAACoGyOJjMIho/6uZtelAIFDKAagLtyOp7S4XNCjhGKAM5l8US1Rdn0AAIDKGJvL6NrUkr7K6EQAAH7HcCKtHV3NaghzPA/UGt91AOrC2eGVfWKPE4oBzqRzJbVG6RQDAACV8YtrM5LEPjEAAO4zkshoN6MTAScIxQDUhQ9H5tXV0qC9PdwQAK5k8kU10ykGAAAq5LWrMzq4pY17fAAA7mGt1XAirb3dLa5LAQKJUAxAXfhwdF6P7e6SMcZ1KUBgZfIltTYSigEAgI1byOT13tCcvnacLjEAAO41nykomS3SKQY4QigGwLm5dF63Y2n2iQGOZfIltTA+EQAAVMCvrs+qVLb62rGtrksBAKCuDCfSkqTddIoBThCKAXDu3OjKPrHHdhGKAS6l80W1Mj4RAABUwM+vzGjrF4BrnwAAl6dJREFUpiad7O9wXQoAAHVlOL4Siu1hvDDgBKEYAOfOjswrEjI6vbPTdSlAoGVyJbU00ikGAAA2Jlso6Tc3Y/rqsT6FQoxHBwDgXsOJjEJG2tlFpxjgAqEYAOc+HJnX8f4ONTXQoQK4ki+WlS+V6RQDAAAb9tatuJYLJfaJAQDwAMPxtPq7mhWNcDQPuMB3HgCnCqWyLowtMDoRcGw5X5IkNbNTDAAAbNDPr06rvTGiJ/d2uy4FAIC6M5JIa083oxMBVwjFADh1dXJJuWJZj+0mFANcSueLkkSnGAAA2JBS2eoX12b1xSNbeAIeAID7WGs1FE9rdzejEwFXuEMF4NSHI/OSRCgGOJZZ7RRjpxgAANiID0fmNZfOMzoRAIAHWMgUtJQt0ikGOEQoBsCpD0fn1d/ZrK0dTa5LAQItQ6cYAACogJ9fmVY0HNLzh3pdlwIAQN0ZTqQliVAMcIhQDIAz1lp9ODxPlxhQB9K51U4xdooBAIB1stbq51dn9NT+brU3NbguBwCAunM3FOshFANcIRQD4MzEwrKml7KEYkAduNsp1kinGAAAWJ9rU0mNzmX0jRNbXZcCAEBdGo5nFDLSzs3NrksBAotQDIAzd/aJPb6HUAxwLX1npxjjEwEAwDq9emVaxkhfOco+MQAAHmQ4kdb2zmY1RvjdG3CFUAyAMx8Mz6mtMaIjWze5LgUIvExupVOM8YkAAGC9Xr0yrc/t3qze9kbXpQAAUJeGExn2iQGOEYoBcObs8Lwe2dWpcMi4LgUIvDudYq2EYgAAYB1GEmldn07qa8fpEgMA4JMMx9Pa3d3iugwg0AjFADixuFzQjZmkHt+92XUpAPRxp1gz4xMBAMA6vHplWpL09ePsEwMA4EEWMnktLhe0t4dOMcAlQjEATnw0Oi9rpc+xTwyoC5lCSdFwSNEItwYAAGDtfnZ5Wse3b9LOzTz9DgDAgwwnMpKk3YxPBJzi5AuAEx8OzyscMjqzq9N1KQC00inW0kiXGAAAWLvZpaw+Gl3QN+gSAwDgEw3H05KkvT08QAK4RCgGwIkPhud0fPsmtbC/CKgL6XxJLQ2EYgAAYO1+fnVGkvT1E4RiAAB8kuFEWsZIO7oIxQCXCMUA1Fy+WNaF8QX2iQF1JJMvqqWRkBoAAKzdq1emta+nVQe3tLkuBQCAujUcT2t7R7OaeCAVcIpQDEDNXZlcVLZQ1uPsEwPqRjpXUmuUG3MAALA2i5mC3h1M6GvHt8oY47ocAADq1nAioz2MTgScIxQDUHNnh+clSY/vJhQD6kUmX2ScKQAAWLNfXp9RsWz19eN9rksBAKCuDSfS2t3d6roMIPAIxQDU3NmROe3a3KItm5pclwJgVTpXUmsjnWIAAGBtfnp5Wts6mnR6R6frUgAAqFsLmbwWMgXtJRQDnCMUA1BT1lqdHZ5ndCJQZ5YLJTrFAADAmqRzRb1xM6avH9+qUIjRiQAAfJKRREaStLub8YmAa4RiAGpqKJ5WIp3X5/Zsdl0KgHukc0W1sFMMAACswes3ZpUrlvXiia2uSwEAoK4NJ9KSpL09dIoBrhGKAaipsyPsEwPqUSZPpxgAAFibn16eVk9bVI/zwBsAAJ9qOJ6RMdLOzXSKAa4RigGoqbPDc+psadD+3jbXpQBYZa1VOl9kpxgAAHho2UJJr1+f1deOb1WY0YkAAHyq4URa2zY1qamB37sB1wjFANTU2ZF5Pbari50DQB3JFsqyVnSKAQCAh/bmrbgy+ZK+cZzRiQAAfJaheFp7GJ0I1AVCMQA1E0/ldDuWZrwKUGfS+aIk0SkGAAAe2k8vT6mjuUFP7e92XQoAAHVvOEEoBtQLQjEANXN2eE6S9MRe9okB9SSTK0mSmhnjAAAAHkK+WNYvrs7oK0f71BDmWAEAgE+zkMlrIVPQ3m5CMaAecPcKoGbeH5pXYySkk/2drksBcI9MYaVTjPGJAADgYbx7O6GlbFEvnmB0IgAAn2U4kZEkOsWAOkEoBqBmPhie05mdnYpG+NED1JNMfqVTrCVKpxgAAPhsP7s8pdZoWM8e7HFdCgAAdW84npYk7elucVwJAIlQDECNpHJFXZlc1BN72ScG1Jvl1VCsmVAMAAB8hmKprFevzOjLR/vUxOhlAAA+01A8LWOknZsJxYB6QCgGoCY+GplX2Uqf20MoBtQbOsUAAMDDem9oTnPpvP7gJKMTAQB4GMOJtLZ3NPMwCVAnCMUA1MQHw3MKGenR3V2uSwFwn0z+zk4xbtABAMCne+XSlJobwnr+0BbXpQAA4AnD8bT2sk8MqBuEYgBq4v2hOR3f3qG2xojrUgDc5+PxiXx/AgCAT1YqW716ZVpfOrKFscsAADyk4URGe3oYnQjUCyehmDFmszHmNWPMrdV/P7B1xBjTaYz5O2PMdWPMNWPMU7WuFcDG5YtlnR9bYHQiUKfujk9klAMAAPgU7w/NKZ7K6w9ObnNdCgAAnjCfzmtxuaA93XSKAfXCVafYX0j6pbX2oKRfrn78IP8vST+z1h6RdFrStRrVB6CCLk0sKlcs64m9jE4E6tFy4U6nGKEYAAD4ZD+9PKWmhpBeONzruhQAADxhKJGWJEIxoI64CsVekvTvV//87yV99/4XGGM2SXpO0r+VJGtt3lq7UKP6AFTQB8NzkqTH6RQD6lImX1TISI0RpioDAIAHK5etfnp5Wi8c2qJWRqIDAPBQhuOroRg7xYC64er0q89aOyVJq/9+0IbefZJikv6dMeacMeZ/NMbw0wPwoA+G5rSvt1U9bY2uSwHwAJl8SS3RiIwxrksBAAB16sPRecWSOb14cqvrUgAA8IzheFohI+3azE4xoF5ULRQzxvzCGHP5Af+89JD/ExFJj0r6N9baRySl9cljFmWM+Z4x5qwx5mwsFqvAfwGASiiXrc6OzOsJusSAurWcLzE6EQAAfKqfXJxSNBLSl4/2uS4FAADPGE5k1N/VrCiTWYC6UbWZB9bar3zS14wxM8aYbdbaKWPMNkmzD3jZuKRxa+17qx//nT4lFLPWfl/S9yXp8ccft+uvHEAl3ZxNanG5oM8RigF1a6VTjFAMAAA82MroxCk9f6hXbYxOBADgoQ0n0uwTA+qMq4j6ZUn/bPXP/0zSD+9/gbV2WtKYMebw6qe+LOlqbcoDUCkfDK3sE3tiL6EYUK8y+ZKaGwjFAADAg300Oq+ZpZy+eXKb61IAAPAMa62G4oRiQL1xFYr9PyR91RhzS9JXVz+WMWa7MeaVe173v5f0H40xFyWdkfR/r3WhADbm/eF5bd3UpB1dza5LAfAJlgtFOsUAAMAn+vHd0YkPWgcOAAAeZC6dVzJb1J4eQjGgnjiZe2CtTWil8+v+z09K+oN7Pj4v6fHaVQagkqy1+mBoTp/bu1nGGNflAPgEmXxJrVFGIQEAgN937+jE9qYG1+UAAOAZw4m0JGlvT4vjSgDciw1/AKpmbG5Z00tZPbGny3UpAD7Fcr6kZjrFAADAA3y4OjrxW6cYnQgAwFoMxzOSxPhEoM4QigGomveGEpKkJ/d1O64EwKfJ5EuMTwQAAA/0k7ujE/tclwIAgKcMJ9IKGWlHF51iQD0hFANQNe8NzamrpUEHettclwLgUxCKAQCAB7kzOvGFQ71qa2TUMgAAazEUT2tHV4uiEY7ggXrCdySAqnl/aE5P7N2sUIh9YkA9W84X1dzAQRcABIkx5hvGmBvGmAFjzF884OtHjDHvGmNyxpj/81reC/+4Mzrxm4xOBABgzYYTae3pYXQiUG8IxQBUxdTiskbnMnpiL6MTgXpmrVWmQKcYAASJMSYs6V9LelHSMUl/Yow5dt/L5iT9V5L+u3W8Fz7B6EQAANbHWquReEZ7uxmdCNQbQjEAVfH+0Jwk6cm9mx1XAuDT5IplWSs1E4oBQJA8IWnAWnvbWpuX9DeSXrr3BdbaWWvtB5IKa30v/IHRiQAArF88lVcyV6RTDKhDhGIAquK3t+fU3hjR0W2bXJcC4FNk8iVJolMMAIKlX9LYPR+Pr36u2u+Fh3wwPKeZpZy+dXq761IAAPCc4URakrSXUAyoO4RiAKri/aGEHt/TpTD7xIC6lskXJRGKAUDAPOgGzVb6vcaY7xljzhpjzsZisYcuDvXhxxen1NQQ0pePbHFdCgAAnjMUIxQD6hWhGICKiyVzGoyl9eQ+9okB9W55tVOsOcpYJAAIkHFJO+/5eIekyUq/11r7fWvt49bax3t7e9dVKNwolsr66eUpfenIFrUyOhEAgDUbSqQVCRn1dza7LgXAfQjFAFTcB8Mr+8SeYJ8YUPfujk9soFMMAALkA0kHjTF7jTFRSX8s6eUavBce8f7QnOKpvL51itGJAACsx3A8rV3dLYqEOX4H6g2PfAGouPduJ9TcENbJ/g7XpQD4DOwUA4DgsdYWjTH/StKrksKS/spae8UY8+erX/9LY8xWSWclbZJUNsb815KOWWuXHvReJ/8hqJofXZxSSzSsLx5mdCIAAOsxFE9rbzejE4F6RCgGoOLeG5rTY7u71MDTMEDdWy6s7BRrJhQDgECx1r4i6ZX7PveX9/x5WiujER/qvfCPQqmsn12e0leO9nF/AADAOpTLVsOJtJ450OO6FAAPwIk1gIpayOR1YyapJxmdCHjCx51iPCcDAACkdwYTms8U9K1T21yXAgCAJ80ks8oWytrTQ6cYUI8IxQBU1AfD87KWfWKAVzA+EQAA3OvHFybV3hjRc4d6XZcCAIAnDcXSkqR9hGJAXSIUA1BR791OKBoJ6fTOTtelAHgIy6uhGOORAABAvljWq1em9dVjfWpq4N4AAID1GEqshGJ0igH1iVAMQEW9PzynMzs7+SUa8Ag6xQAAwB1v3oppKVvUt04zOhEAgPUajqfVGAlp26Ym16UAeABCMQAVk8wWdHliUZ9ndCLgGcv5oiSpKUIoBgBA0P3owqQ6Wxr07AFGJwIAsF5D8Yz2dLcqFDKuSwHwAIRiACrm7Mi8ylZ6Ym+361IAPKTlQknNDWFu1gEACLjlfEmvXZ3Riye2KhrhqAAAgPUaiqe0p6fFdRkAPgF3ugAq5re3E2oIGz22u8t1KQAeUiZfYnQiAADQ6zdmlc6X9O1T212XAgCAZ5XKVmNzy+wTA+oYoRiAivnt7ZV9Ys0csAOesVwosQMQAADoxxcn1dPWqCf3MfUBAID1mlxYVr5U1j5CMaBuEYoBqIi7+8T4JRrwlGyhRJANAEDApXJF/fLarL55cqvCjFQGAGDdbsfTkqQ93YRiQL0iFANQEWdH5lUqW0IxwGOW8ys7xQAAQHD94uqMcsWyvn2a0YkAAGzE8GootpdOMaBuEYoBqIg7+8Qe3cU+McBLlguEYgAABN2PLkxqe0cT9/IAAGzQUDyt1mhYve2NrksB8AkIxQBUBPvEAG9aLpTVxPctAACBtZDJ641bMX3r9HaFGJ0IAMCGDMXT2tPTKmO4pgL1ilAMwIaxTwzwrmy+pBY6xQAACKyfXZ5WoWT17VOMTgQAYKOGEyuhGID6RSgGYMPYJwZ413KhRIcnAAAB9vKFSe3tadWJ/k2uSwEAwNPyxbLG55e1j1AMqGuEYgA27Le3E4qGQ+wgADwoky+piU4xAAACaXYpq3dvJ/Tt09sZ8wQAwAaNzWdUKlvt6SYUA+oZoRiADWOfGOBd2UJJzYRiAAAE0o8vTsla6TunGZ0IAMBGDcfTksT4RKDOEYoB2JCP94ltdl0KgDWy1q6OT+R2AACAIHr5wqSObdukA1vaXJcCAIDnDa2GYoxPBOobp2AANoR9YoB3FUpWpbKlUwwAgAAaTWR0fmxB3zlDlxgAAJVwO55WZ0uDulqjrksB8CkIxQBsyJ19Yo+wTwzwnOVCSZLYKQYAQAD96OKkJOnbjE4EAKAihuNp7aVLDKh7hGIANoR9YoB3ZVdDsZZoxHElAACg1l4+P6nHd3epv7PZdSkAAPjCEKEY4AmEYgDWjX1igLct51dCMXaKAQAQLDemk7oxk2R0IgAAFZLJFzW1mGWfGOABnIIBWLezwyv7xJ5knxjgSZk7oRjjEwEACJQfnp9QOGT0Bye3uS4FAABfGI5nJEl7CMWAukcoBmDd3hmMKxoO6bHd7BMDvIidYgAABI+1Vi9fmNQzB3rU09bouhwAAHxhKJ6WJMYnAh5AKAZg3d69ndCjuzs5UAc86s5OMTrFAAAIjo9GFzQ+v6yXTjM6EQCAShlOrIRie7oJxYB6RygGYF0WMnldmVzSU/t6XJcCYJ0+3ilGKAYAQFC8fH5CjZGQvna8z3UpAAD4xu1YWls3Nam1MeK6FACfgVAMwLq8NzQna6WnD7BPDPCqZTrFAAAIlGKprB9fnNJXjvapvanBdTkAAPjGUDzF6ETAIwjFAKzLu4MJNTeEdXpHp+tSAKzT3VCMTjEAAALh7cGEEum8vs3oRAAAKmoontYeQjHAEwjFAKzLO4NxPb6nS9EIP0YAr2KnGAAAwfLD8xNqb4rohcO9rksBAMA3FjJ5zWcK2kcoBngCp9kA1iyWzOnmTEpP7Wd0IuBlGXaKAQAQGNlCST+/MqMXT2xVEw/EAABQMUPxtCQxPhHwCEIxAGv229sJSdLT+3scVwJgI5ZXQ7GmCAdjAAD43S+vzSqVK+o7p/tdlwIAgK/cDcV6CcUALyAUA7Bm7wwm1N4Y0Yntm1yXAmADsoWSGiMhhULGdSkAAKDKfnh+QlvaG5n2AABAhQ3F0wqHjHZ2tbguBcBDIBQDsGa/vZ3QE3s3KxLmRwjgZcuFEqMTAQAIgMVMQb++EdO3T29XmIdhAACoqNvxtHZ0NSsa4ZwM8AK+UwGsydTisobiaZ4wBXxgOV9SMztFAADwvZ9enlK+VNZLZ7a7LgUAAN8ZiqXZJwZ4CKEYgDV5d3BlnxihGOB9ywVCMQAAguAH5ye0r6dVJ/s7XJcCAICvWGs1nCAUA7yEUAzAmrwzmFBnS4OObmWfGOB1WcYnAgDge1OLy3pvaE7fObNdxjA6EQCASppN5pTJl7SPUAzwDEIxAA/NWqt3BxP6/N5uhdhFAHgenWIAAPjfjy5MylrppTP9rksBAMB3bsfSkqS9PW2OKwHwsAjFADy0sbllTSws6+kDjE4E/CCTp1MMAAC/++H5SZ3e0cFYJwAAqmAovhKK7elpcVwJgIdFKAbgob0zGJckPc0+McAXlvMlNdEpBgCAbw3MJnVlcokuMQAAqmQonlI0EtL2jmbXpQB4SIRiAB7a24MJ9bY3an8vLeGAH2QZnwgAgK/94NykQkb61ultrksBAMCXhuJp7e1uZc0I4CGEYgAeyso+sbie2d/Ngm7AJ5YLJTU1cCsAAIAfWWv1wwsTeuZAj7a0N7kuBwAAX7odS2tfLyOKAS/hJAzAQ7kxk1Q8ldfTB3pclwKgQrKFMp1iAAD41Eej8xqbW9Z3GZ0IAEBVFEpljc5l2NsJeAyhGICH8tatlX1izxCKAb6x0ilGKAYAgB/9w7kJNTWE9PUTW12XAgCAL43PL6tYttrHmhHAUwjFADyUdwYT2tvTqv5OFocCflAuW+WLZUIxAAB8qFAq6ycXp/SVo31qa4y4LgcAAF+6HUtJEp1igMcQigH4TIVSWe/dTujp/d2uSwFQIbliWZIIxQAA8KE3bsY0nykwOhEAgCoaiqclSfvZKQZ4CqEYgM90cXxB6XyJ0YmAjywXSpKkpgZuBQAA8JsfnJ9UZ0uDnjvU67oUAAB8azCWVldLgzpboq5LAbAGnIQB+Exv3UrIGOmpfXSKAX6RXQ3FmukUAwDAV1K5ol67Oq1vntymaIRf+QEAqJaheIp9YoAHcYcM4DO9PRjX8e2b1NXKky+AX2TvdooRigEA4Cc/vzKtbKGsP3yE0YkAAFTTUDzNPjHAgwjFAHyqTL6oc6PzemY/oxMBP2F8IgAA/vQP5ya0o6tZj+3ucl0KAAC+lcoVNbOUIxQDPIiTMACf6oPheRVKln1igM9kC2VJdIoBAOAns8ms3h6I67tn+mWMcV0OAAC+NRxPS5L29xKKAV5DKAbgU709EFc0HNLn9mx2XQqACsoxPhEAAN/50YUpla303Ue2uy4FAABfG4ylJEl7e9gpBngNoRiAT/X2QFyP7OpUc5SDc8BPlgnFAADwnR+en9CJ/k06sKXddSkAAPjaUDwtY6Td3S2uSwGwRoRiAD7RXDqvq1NLepbRiYDv3Bmf2EwoBgCALwzGUro4vqjvnul3XQoAAL53O5ZWf2czD5oCHkQoBuATvTuYkLXS04RigO9k73aKcSsAAIAf/PDchIyRvn2a0YkAAFTbUDytfb2MTgS8iJMwAJ/o7cG42hojOr2jw3UpACosW2R8IgAAfmGt1Q/OT+qZ/T3q29TkuhwAAHzNWrsSivW0ui4FwDoQigH4RG8PxPXk3s2KhPlRAfjNcp5QDAAAv/hodEGjcxm9dIYuMQAAqi2WzCmVK2pfL6EY4EWcdAN4oLG5jEYSGT17kNGJgB/liis7xRifCACA9/3g3IQaIyF948RW16UAAOB7t+NpSdJeOsUAT+IkDMADvXkrLkn6AqEY4EvZQknGSFE6QQEA8LRCqawfX5zUV471qb2pwXU5AAD43u3YSijGTjHAmzgJA/BAbw3EtHVTk/ZzgQd8aTlfUnNDWMYY16UAAIANeONmTPOZgv7wTL/rUgAACISheEqNkZC2sccT8CRCMQC/p1S2ensgoWcP9nBgDvhUtlhinxgAAD7wg/OT6mxp0HOHel2XAgBAINyOpbW3p1WhEGdmgBcRigH4PZcnFrW4XGB0IuBj2UJZTRFuAwAA8LJUrqjXrk7rW6e2Kcp1HQCAmhiKp7Wvl31igFdx1wzg97w1sLJP7JkDhGKAXy0XSmqK0ikGAICXvXp5WtlCWd9ldCIAADVRKJU1OpfR3h5CMcCrCMUA/J43b8V0dNsm9bQ1ui4FQJXkCiU1RQjFAADwsh+cn9COrmY9trvLdSkAAATC6FxGxbLVvp4216UAWCdCMQC/I5Mv6sOReUYnAj6XLZTV1MBtAAAAXjW7lNXbA3H94SP97AEGAKBGbsfSkqT9WwjFAK/iNAzA73h/aE6FktWzjE4EfG25UFIz4xMBAPCsly9MqmyllxidCABAzdyOpSSJnWKAhxGKAfgdb92KKxoJ6Ym9m12XAqCKsoxPBADA0354flIn+zt0gCfVAQComcFYSj1tjdrU1OC6FADrRCgG4He8NRDX5/Z0qamBw3LAz7KFEt/nAAB41MBsSpcmFvXSme2uSwEAIFBux9J0iQEeRygG4K7ZZFbXp5N69kCv61IAVNnKTjFCMQAAvOiH5ycUMtJ3ThOKAQBQS7fjae0nFAM8jVAMwF1vD8QlSV84yD4xwO9WOsW4DQAAwGustfrB+Qk9c6BHWzY1uS4HAIDAWMjkNZfOa18Po4sBL+M0DMBdb96Ka3NrVMe2bXJdCoAqY3wiAADe9NHovMbmlvXSmX7XpQAAECiDsbQkMT4R8DhCMQCSVp44fetWXE/v71YoZFyXA6CKrLVaplMMAABP+odzE2pqCOkbJ7a6LgUAgEC5HUtJkvb10ikGeBmnYQAkSbdmU5pN5hidCARAoWRVtlIznWIAAHhKoVTWTy5O6StH+9TWGHFdDgAAgXI7nlZD2GhnV7PrUgBsAKEYAEnSGzdjkqQvHOx1XAmAassWS5LE+EQAADzmjZsxzWcK+sNHGJ0IAECtDc6mtGtziyJhjtQBL+M7GIAk6Tc3YzqwpU3bO3naBfC7bH4lFGskFAMAwFN+cH5SXS0Neu4QD7IBAFBrt+NpRicCPkAoBkDZQknvD83pObrEgEDIFcuSpKYItwEAAHhFKlfUa1en9c1T29TAE+oAANRUsVTWSCKtfb2trksBsEHcSQPQ+0NzyhXLeu4Q+8SAIMgWGJ8IAIDX/PzKtLKFMqMTAQBwYHx+WYWS1X46xQDPIxQDoDduxhSNhPTk3m7XpQCogbudYoRiAAB4xg/OT2pHV7Me3dXluhQAAALndjwlSdpPpxjgeYRiAPTGrZie2LNZzVEOyIEguNMp1sj4RAAAPCGWzOmtWzF990y/jDGuywEAIHBux9KSpH09dIoBXsdpGBBwU4vLujmTYnQiECB0igEA4C0/vjipspVeOrPddSkAAATSYCytrpYGdbVGXZcCYIMIxYCAe/NmXJL03KFex5UAqBU6xQAA8JYfnJ/UsW2bdLCv3XUpAAAE0mAspX3sEwN8gdMwIODeuBXTlvZGHeYXbCAw6BQDAMA7huJpXRhb0HcfoUsMAABXbsfS2tfDPjHADwjFgAArla3eGojrCwd72U0ABAidYgAAeMcPz0/IGOk7p/tdlwIAQCAtZQuKp3J0igE+wWkYEGCXJha1kCmwTwwImDudYo0N3AYAAFDPrLX64flJfX5vt7Z2NLkuBwCAQLodS0uS9vXSKQb4AadhQIC9cTMmY6QvHGSfGBAkdzrFmiKMTwQAoJ5dmljUUDytl84wOhEAAFdux1KSpP2EYoAvEIoBAfbmrZhObO/Q5tao61IA1BCdYgAAeMMPz08qGg7pxRPbXJcCAEBgDcZSioSMdncTigF+wGkYEFBL2YI+Gl1gdCIQQB/vFKNTDACAelUqW/3owqReONyrjpYG1+UAABBYg7Np7epuUUOYo3TAD/hOBgLqnYGESmWr5xidCAROrlhWQ9goHDKuSwEAAJ/gvdsJzSZzeulMv+tSAAAItMFYSvt721yXAaBCCMWAgHrjVkyt0bAe2dXluhQANZYtlNgnBgBAnfvB+Qm1NUb05aNbXJcCAEBgFUtlDSfShGKAjxCKAQFkrdVvbsT0zIEeRSP8GACCJlcss08MAIA6li2U9NPL0/r68a1qauBBFgAAXBmbX1ahZLWvl31igF9wIgYE0GAspYmFZT1/mNGJQBBlCyX2iQEAUMd+fSOmZLaol85sd10KAACBdjuWkiQ6xQAfIRQDAujXN2KSpOcPEYoBQUSnGAAA9e3lCxPqaYvq6f3drksBACDQBu+GYnSKAX7BiRgQQL+5GdOBLW3a0dXiuhQADuTYKQYAQN1KZgv6xbVZffPkNkXC/MoOAIBLg7Np9bRF1dkSdV0KgArhDhsImEy+qPduz+kFusSAwKJTDACA+vXzKzPKF8v6zpl+16UAABB4g7GU9jE6EfAVTsSAgHl3MKF8qcw+MSDAsnSKAQBQt16+MKkdXc16dFen61IAAAi8wViKfWKAzxCKAQHzm5sxNTeE9cTeza5LAeAInWIAANSnRCqntwbi+vbp7TLGuC4HAIBAm0vnNZ8psE8M8BlOxIAAsdbq1zdienp/txrpEgECi04xAADq0yuXplQqW33n9HbXpQAAEHiDsZQkaf8WOsUAPyEUAwJkOJHR6FyG0YlAwNEpBgBAfXr5wqQO9bXpyNZ216UAABB4t1dDsQOMTwR8hRMxIEB+fWNWkvTCoS2OKwHgEp1iAADUn4mFZX0wPK/vMDoRAIC6MBhLKxoJaXtns+tSAFQQoRgQIL++EdPenlbt6m5xXQoAh+gUAwCg/vzk4qQk6duMTgQAoC4Mzqa0r6dV4RAPqwB+wokYEBDZQkm/vZ3Q84cYnQgEXbZQUlMDnWIAANSTly9M6vSODu3ubnVdCgAA0MpOsf2MTgR8h1AMCIjf3k4oVyyzTwwIOGvtSqdYhFsAAADqxe1YSpcnlugSAwCgTuSKJY3OZbS/l4dVAL/hRAwIiF/fiKkxEtJT+7pdlwLAoXypLGtFpxgAAHXkxxenZIz0rVOEYgAA1IORREZlK+3fQqcY4DeEYkBAvHEzps/v6+YgHAi4XLEsSXSKAQBQJ6y1evnCpD63Z7O2djS5LgcAAGili1sS4xMBH+JEDAiA0URGt+Np9okBULZQkiQ1EpADAFAXbswkNTCbYnQiAAB1ZDCWliTt7WF8IuA3hGJAAPzq+owk6UtHtjiuBIBruQKdYgAA1JOXz08qHDL6gxNbXZcCAABWDcymtK2jSa2NEdelAKgwTsSAAHj9Rkx7e1q1h6dbgMDLFVc6xRilCgCAe9Za/fjilJ7e363utkbX5QAAgFWDsZQOsE8M8CVCMcDnMvmi3r2d0BcP0yUGQMrSKQYAQN24NLGo0bmMvn2K0YkAANQLa60GZ1PsEwN8ihMxwOfeHUwoXyzri0fYJwaATjEAAOrJjy9OqSFs9PXjjE4EAKBeTC1mlc6XtJ9OMcCXCMUAn/vV9Vm1RMN6Yu9m16UAqAPsFAMAoD5Ya/WTi1P6wsFedbQ0uC4HAACsGphNSZIO0CkG+BInYoCPWWv16xsxPXOgR40RukIASLkioRgAAPXgo9EFTSws61untrkuBQAA3GMwthqK0SkG+BInYoCP3ZxJaWJhWV86wj4xACs+DsUIygEAcOnHFycVjYT01WN9rksBAAD3GJhNqaO5QT1tUdelAKgCQjHAx16/MStJeuEw+8QArLizUyxKpxgAAM6Uy1avXJrSC4d61d7E6EQAAOrJwGxK+3tbZYxxXQqAKuBEDPCxX12f1dFtm7Sto9l1KQDqBOMTAQBw7+zIvGaWcvomoxMBAKg7g7EUoxMBH+NEDPCpxeWCPhyZ15eO0CUG4GP5O6FYA7cAAAC48sqlKTVGQvryUUYnAgBQTxYyecVTeUIxwMc4EQN86s1bMZXKVl88zD4xAB+72ykWZqcYAAAu3B2deLhXbY0R1+UAAIB7DMZSkqT9vYRigF8RigE+9fr1mDpbGvTIri7XpQCoI3d2itEpBgCAG2dH5jWbzOmbp7a7LgUAANxnYHYlFKNTDPAvTsQAHyqXrX5zc1bPHexVOMRSUAAfuzM+MRrmFgAAABfujk48wkQHAADqzcBsStFISDu6WlyXAqBKOBEDfOjSxKLiqby+xC/aAO6TK5bVEDYKEZgDAFBzd0YnfvHwFrUyOhEAgLozGEtrX08rD5kDPkYoBvjQr67PyhjpuUO9rksBUGdyhbIaI+wTAwDAhTujE//g1DbXpQAAgAcYmE1pP6MTAV8jFAN86FfXZ/XIzk5tbo26LgVAncmXSmqMcPkHAMAFRicCAFC/soWSxuYzOtBLKAb4GadigM/MLGV1aWJRXz7a57oUAHUoVygrSigGAEDNlctWP7s8recP9TI6EQCAOnQ7lpa1olMM8DlOxQCf+dX1WUnSVwjFADxArlimUwwAAAfOjS1oeimrPzjJ6EQAAOrRYCwlSXSKAT7HqRjgM7+8Nqv+zmYd6uMCDuD35YoldooBAODATy9NKRoO6UtHGZ0IAEA9GphNyRhpX2+r61IAVBGhGOAj2UJJbw3E9JWjW2SMcV0OgDqUL5bV2MDlHwCAWrLW6qeXp/WFgz3a1NTguhwAAPAAA7GUdna1qKmBB0kBP+NUDPCRdwbjyhbK7BMD8IlyxbKiYS7/AADU0sXxRU0sLOtFRicCAFC3BmdT2k+XGOB7nIoBPvLLa7NqjYb15L7NrksBUKdydIoBAFBzr1yeUiRk9FUeXgMAoC6Vyla342kd2MI6EsDvOBUDfMJaq19dn9UXDvayLwjAJ8oXy/yMAACghqy1+tnlaT21v1sdLYxOBACgHo3NZZQvlnVwS7vrUgBUGaEY4BNXp5Y0tZhlcTeAT5UrlhifCABADV2fTmokkdGLJxidCABAvbo1m5Ik7adTDPA9TsUAn/jltVkZI33pCKEYgE/G+EQAAGrrZ5enZYz0teOMTgQAoF4NrIZijE8E/I9TMcAnfnl9Vmd2dqqnrdF1KQDq2Mr4RC7/AADUyqtXpvW5PZu5TwcAoI7dmk2qb1OjOpoZdQz4HadigA/MJrO6MLagL9MlBuAz5IplRQnFAACoiaF4Wtenk/rG8a2uSwEAAJ9icDZFlxgQEJyKAT7w+vVZSdKXjzKSBcCnyxVKaoyEXZcBAEAg/OzytCTp6ycIxQAAqFfWWt2aTenglnbXpQCoAUIxwAd+eW1W2zuadGQrF28Any5fYnwiAAC18rMr0zq9o0P9nc2uSwEAAJ9gcjGrTL5EpxgQEJyKAR6XLZT05q24vny0T8YY1+UAqGOlslWhZBmfCABADUwvrow4/xqjEwEAqGsDsylJIhQDAoJTMcDj3r2d0HKhpC8dZZ8YgE+XL5YlifGJAADUwGtXV0cnHmfEOQAA9ezWTFKSdJBQDAgEQjHA4167OqPWaFhP7+92XQoQCMaYbxhjbhhjBowxf/GArxtjzH+/+vWLxphHVz+/0xjzujHmmjHmijHm/1Dr2j8Oxbj8AwBQbT+/OqN9va06wH4SAADq2sBsSptbo+pua3RdCoAa4FQM8LBy2eoXV2f0/OFeOj+AGjDGhCX9a0kvSjom6U+MMcfue9mLkg6u/vM9Sf9m9fNFSf8na+1RSZ+X9C8f8N6qyhVLksT4RAAAqmxxuaB3BxP62jFGJwIAUO8GZlM60EuXGBAUnIoBHnZpYlGzyZy+cpSRLECNPCFpwFp721qbl/Q3kl667zUvSfpru+K3kjqNMdustVPW2o8kyVqblHRNUn8ti8/RKQYAQE38+sasimWrrzE6EQCAumat1a3ZlA70EYoBQcGpGOBhr12dUThk9KUj7BMDaqRf0tg9H4/r94Otz3yNMWaPpEckvVf5Ej/Z3VCsgc5SAACq6dUr09rS3qgzOzpdlwIAAD5FPJXX4nKBfWJAgBCKAR722tUZfW5Plzpboq5LAYLCPOBzdi2vMca0SfrPkv5ra+3S7/0FxnzPGHPWGHM2FottqNj73R2fGObyDwBAtWQLJf36RkxfPdanUOhBtwUAAKBe3JpNSpIOEIoBgcGpGOBRo4mMbswkGZ0I1Na4pJ33fLxD0uTDvsYY06CVQOw/Wmv//kF/gbX2+9bax621j/f29lascOneTjEu/wAAVMu7gwll8iV99Rj36QAA1LuB2ZQk6eCWdseVAKgVTsUAj3rt2owksbwbqK0PJB00xuw1xkQl/bGkl+97zcuS/sys+LykRWvtlDHGSPq3kq5Za/+ftS17RZ6dYgAAVN1r12bUGg3rqf3drksBAACfYWA2pfbGiPo2NbouBUCNRFwXAGB9Xrs6rcN97drV3eK6FCAwrLVFY8y/kvSqpLCkv7LWXjHG/Pnq1/9S0iuS/kDSgKSMpH+++vZnJP1TSZeMMedXP/d/sda+Uqv6c4RiAABUVbls9ctrM3r+cK8aI+zwBACg3t2aSWn/ljatPMcKIAgIxQAPWsjk9cHwvP78+X2uSwECZzXEeuW+z/3lPX+2kv7lA973lh68b6xm7nSKRcMc0gEAUA2XJhY1s5RjxDkAAB4xEEvphUOVXV0AoL7xqDjgQb+6PqtS2eqrjE4EsAZ3QzE6xQAAqIpfXJtRyEhfPLzFdSkAAOAzLGTyiiVzOtjX5roUADXEqRjgQb+4NqMt7Y061d/huhQAHpIvlSQRigEAUC2vXZ3R43s2q6s16roUAADwGQZmU5KkA1sIxYAg4VQM8JhcsaTf3IjpK8f6FAox7xjAw6NTDACA6hmby+j6dFJfO8boRAAAvODWaih2cEu740oA1BKnYoDHvDOYUDpf0lfZUwBgjT7eKcblHwCASvvV9VlJ0peOMDoRAAAvuDmTVHNDWP2dza5LAVBDnIoBHvPa1Rm1RMN6an+361IAeEyOTjEAAKrmF9dmtK+nVft6GcEEAIAXDMymdLCvjUlMQMBwKgZ4SLls9ctrM3ruYK+aGsKuywHgMfnSSijWSCgGAEBFpXJFvXd7Tl8+SpcYAABecXMmyT4xIIA4FQM85Pz4gmaWcvr6CUYnAli7O+MTGxifCABARb11K658qawvHeE+HQAAL1hcLmhmKadDfewTA4KGUzHAQ169Mq1IyOhLh/llG8Da5YtlhUNGYUZDAABQUb+6PqP2poge39PluhQAAPAQBmaTkqRDfXSKAUFDKAZ4hLVWP78yo6f2d6ujpcF1OQA8qFAqK0qXGAAAFVUuW/3qekwvHN5CNzYAAB5xcyYlSTq4hU4xIGi4Ywc8YmA2paF4Wl87vtV1KQA8Kl8sK8o+MQAAKurSxKLiqZy+fIR9YgAAeMXNmaSaG8Lq72x2XQqAGuNkDPCIV69MS5K+epTRiQDWJ18iFAMAoNJ+dX1WISM9f6jXdSkAAOAhDcymdLCvTSHWCwCBw8kY4BGvXpnRmZ2d2trR5LoUAB6VKzI+EQCASvv1jVk9sqtLXa1R16UAAICHdHMmqQNb2CcGBBEnY4AHTCws69LEor7O6EQAG5AvltVIpxgAABUTS+Z0YXxRXzxMlxgAAF6xuFzQzFJOh/rYJwYEESdjgAf8fHV04tePMzoRwPqxUwwAgMp642ZMkvTCYfaJAQDgFQOzSUnSoT46xYAg4mQM8IBXr0zr4JY27evlYg1g/dgpBgBAZb1+Y1Zb2ht1fPsm16UAAICHdHMmJUk6uIVOMSCIOBkD6txcOq/3h+YYnQhgw/LFshrYKQYAQEUUS2W9cTOmFw73yhjjuhwAAPCQbs4k1dwQVn9ns+tSADjAyRhQ535xbUZlK0IxABtWKJUVJRQDAKAizo0taClb1BcZnQgAgKcMzKZ0sK9NoRAPtQBBxMkYUOd+fmVa/Z3NOtHPSBYAG8NOMQAAKufXN2YVDhk9c7DHdSkAAGANbs4kdWALK0qAoOJkDKhj6VxRb9yK66vH+hjJAmDDcoRiAABUzG9uxvTYri5tampwXQoAAHhIi8sFzSzldKiPfWJAUHEyBtSx39yMKV8sMzoRQEXkS4RiAABUQjyV0+WJJT1/uNd1KQAAYA0GZpOSpEN9dIoBQcXJGFDHXr0yra6WBn1uT5frUgD4QL5YViM7xQAA2LA3b8UkSc8fIhQDAMBLbs6kJEkHt9ApBgQVJ2NAncoVS/rltVl97dhWRTjEBlAB7BQDAKAyfnMjpu7WqI5tY+8vAABecnMmqeaGsPo7m12XAsARTsaAOvXWrbhSuaK+cZLRiQAqg/GJAABsXLls9catuJ471KtQiL2/AAB4ya2ZlA72tXENBwKMkzGgTv308rTamyJ6Zn+P61IA+ES+WFaUzlMAADbk8uSi5tJ5RicCQJ0wxnzDGHPDGDNgjPmLB3z9BWPMojHm/Oo//9d7vvZ/NMZcMcZcNsb8T8aYptpWj1q7OZPUoT5GJwJBxskYUIcKpbJeuzqjrxzto6sDQMXki2U18DMFAIANeePmyj6xZw/y8BoAuGaMCUv615JelHRM0p8YY4494KVvWmvPrP7zf1t9b7+k/0rS49baE5LCkv64RqXDgfl0XrPJnA4TigGBxskYUIfeHUxocbmgF08wOhFAZZTLVsWypVMMAIANevNWXMe3b1JPW6PrUgAA0hOSBqy1t621eUl/I+mlNbw/IqnZGBOR1CJpsgo1ok7cnElKkg5tJRQDgoyTMaAO/fTytFqiYT3HSBYAFZIvlSWJ7lMAADYglSvqo9F5feEg9+kAUCf6JY3d8/H46ufu95Qx5oIx5qfGmOOSZK2dkPTfSRqVNCVp0Vr782oXDHfuhGJ0igHBxskYUGdKZavXrk7ri0e2qKkh7LocAD5xJxRrJBQDAGDd3rudUKFk9QVGJwJAvTAP+Jy97+OPJO221p6W9P+W9ANJMsZ0aaWrbK+k7ZJajTH/6wf+JcZ8zxhz1hhzNhaLVap21NiNmaTamyLq20S3NxBknIwBdeaD4TnFU3n9wYltrksB4CP5Ip1iAABs1Ju34mpqCOmx3V2uSwEArBiXtPOej3fovhGI1tola21q9c+vSGowxvRI+oqkIWttzFpbkPT3kp5+0F9irf2+tfZxa+3jvb10C3vVzemUDve1y5gHZakAgoKTMaDO/PTSlBojIb1wmJssAJVzNxRjpxgAAOv25q2YntjbzUQHAKgfH0g6aIzZa4yJSvpjSS/f+wJjzFazmoIYY57QynloQitjEz9vjGlZ/fqXJV2rafWoGWutbs4m2ScGQBHXBQD4WLls9bMr03r+UK9aG/n2BFA5dIoBALAxkwvLGoyl9SdP7HJdCgBglbW2aIz5V5JelRSW9FfW2ivGmD9f/fpfSvonkv63xpiipGVJf2yttZLeM8b8nVbGKxYlnZP0fRf/Hai+WDKnhUyBfWIACMWAenJubEEzSzm9eHKr61IA+MydnWKEYgAArM9bA3FJ0rPsEwOAurI6EvGV+z73l/f8+X+Q9D98wnv/G0n/TVULRF24MZOUJB3sa3NcCQDXOBkD6sjPLk+pIWz05aN9rksB4DOMTwQAYGPeHoirp62RJ8wBAPCgG9MroRjXcQCcjAF1wlqrVy5N69kDPdrU1OC6HAA+c6dTrIFOMQAA1sxaq3cGE3p6f7dW19IAAAAPuTmTVE9bVN1tja5LAeAYJ2NAnbg8saSJhWW9eGKb61IA+FBhtVOskU4xAADW7NZsSrFkTs8c6HZdCgAAWIcbMykdoksMgAjFgLrxyuUphUNGXz3G6EQAlVcoWUl0igEAsB5vr+4Te+YA+8QAAPCactlqYCZJKAZAEqEYUBestfrJxSk9vb9bXa1R1+UA8KHCnfGJdIoBALBmbw8ktLu7RTu6WlyXAgAA1mhiYVnpfIlQDIAkQjGgLlyeWNLoXEbfOsXoRADVcXenWJg9KAAArEWxVNZ7txN6ej9dYgAAeNHNmaQk6fDWNseVAKgHhGJAHfjJpSlFQkZfO7bVdSkAfOpOp1iUTjEAANbk0sSikrki+8QAAPCoG6uh2EE6xQCIUAxwzlqrn1ya1DMHehidCKBq8kXGJwIAsB7v3k5Ikp7aRygGAIAX3ZxOantHkzY1NbguBUAd4GQMcOzSxKLG5pb1zZOMTgRQPXd3ikW49AMAsBbvDiZ0uK9d3W2NrksBAADrcGMmRZcYgLs4GQMc+8nF1dGJx/tclwLAx/IlK4mdYgAArEW+WNbZ4Xk9tZ8uMQAAvKhYKmswltLhrYRiAFYQigEOWWv144tTevZgjzpbGJ0IoHoKq+MTG8Nhx5UAAOAdF8cXtFwo6fP7NrsuBQAArMNwIq18sazDdIoBWEUoBjh0cXxREwuMTgRQfR+PT6RTDACAh/XuYELGSE/upVMMAAAvuj6dlCQ6xQDcRSgGOPSTS1NqCBt97dhW16UA8Lm7oViYSz8AAA/r3dsJHdm6SV2tTHUAAMCLbkwnFQ4ZHdjS5roUAHWCkzHAEWutfnJxSs8e6FFHS4PrcgD43J2dYpEQnWIAADyMXLGkD0fm9dQ+usQAAPCq69NJ7eluUVMDqwQArCAUAxw5P7awMjrx1HbXpQAIgEKprGg4JGMIxQAAeBgXxhaVK5b1JPvEAADwrBvTSR3Zusl1GQDqCKEY4Mgrq6MTv3qsz3UpAAKgUCyrIUwgBgDAw3p/KCFJemIPoRgAAF6UzhU1OpdhnxiA30EoBjhwZ3TiFw72qqOZ0YkAqq9QKqshwmUfAICH9d7QnI5sbWefGAAAHnVzJilJhGIAfgenY4AD58YWNLmY1TdPbnNdCoCAyJfKaghz2QcA4GEUSmV9ODKvJ/bSJQYAgFfdmF4JxY4QigG4B6djgAM/ujCpaCSkrx5ndCKA2sgXraKEYgAAPJQrk0vK5Et6cm+361IAAMA6XZ9OqiUa1s6uFtelAKgjnI4BNVYqW/344pS+eLhXm5oYnQigNgoldooBAPCw3ru9sk/sc3u7HFcCAADW68Z0Ugf72hUK8bswgI8RigE19t5QQrFkTt8+vd11KQACpFAqK8pOMQAAHsr7Q3Pa19uqLe1NrksBAADrYK3VjZmkjvQxOhHA7+J0DKixH12YUks0rC8fYXQigNopsFMMAICHUi5bfTA8pyf2sE8MAACviqVymkvndZh9YgDuw+kYUEOFUlk/vTylrx7rU3M07LocAAGSL1lCMQAAHsLN2aSWskU9sZdQDAAAr7oxnZQkHSEUA3AfTseAGnrrVlwLmYK+fYrRiQBqq1AsK0ooBgDAZ/pgeF6S9Dk6xQAA8Kw7oRidYgDux+kYUEM/ujCpTU0RfeFQj+tSAARMoVRWQ4TlwgAAfJazw3Pq29SoHV3NrksBAADrdG0qqd72RnW3NbouBUCdIRQDaiRbKOnnV2f04oltaowwOhFAbbFTDACAh3N2eF6P79ksY3iYBAAAr7oxs8ToRAAPxOkYUCOvX59VKlfUt08zOhFA7eWKhGIAAHyWiYVlTSws63O7u1yXAgAA1qlUtro1k9LhPkIxAL+P0zGgRn50cVI9bY16an+361IABFChxE4xAAA+y9nhOUnS4+wTAwDAs4YTaeWKZfaJAXggTseAGkjlivrltVl98+RWhUOMYQFQe4WSVUOYnz8AAHyas8PzamuMMG4JAAAPuzGdlCQd2brJcSUA6hGhGFADr12dVq5YZnQiAGcKpbKiES77AAB8mrMj8zqzs1MRuqsBAPCs61NLChnpYF+b61IA1CHu9IEa+NGFKfV3NuvRXewmAOBGocROMQAAPk0qV9SN6SU9xj4xAAA87dp0Uvt629TUEHZdCoA6xOkYUGULmbzeuBnTt05tU4jRiQAcyRcJxQAA+DQXxhZUttKjhGIAAHjataklRiED+EScjgFV9pNLUyqWLaMTAThVKFnGJwIA8Ck+HJmXMdKZnZ2uSwEAAOu0lC1ofH5ZR7exTwzAg3E6BlTZD89N6sCWNh3fzsUYgDsr4xPpVgUA4JN8ODKvQ1va1dHc4LoUAACwTjemk5Kko9voFAPwYIRiQBWNz2f0/vCcvntmu4zhMBqAG+WyVbFsGZ8IAMAnKJetzo3O69Hdna5LAQAAG3B9akmSdGQrD6cDeDBOx4AqevnCpCTppTP9jisBEGSFclmSCMUAAPgEg7GUlrJFPbqLfWIAAHjZtemkOpobtK2jyXUpAOoUp2NAlVhr9YNzE3psd5d2bm5xXQ6AACuUrCQxPhEAgE/w4ci8JOnR3YRiAAB42bWpJR3Z2s7EJgCfiFAMqJJrU0ndnEnpu4/QJQbArUKRTjEAAD7N+bEFdTQ3aF9Pq+tSAADAOpXLVjemkzq6jdGJAD4Zp2NAlfzw/IQiIaNvntzmuhQAAXdnfGKEUAwAgAc6N7qgMzs7eaocAAAPG53LKJMv6ei2dtelAKhjnI4BVVAuW718YVLPH+rV5tao63IABFzxzvjEEAd9AADcL5Ur6uZsUmd2drouBQAAbMD16SVJolMMwKciFAOq4L2hOU0tZvUSoxMB1IFCifGJAAB8kovjC7JWOrOr03UpAABgA65NJRUy0qE+OsUAfDJOx4Aq+OH5CbVGw/rq0T7XpQCACqudYpEwnWIAANzv/NiCJOnMjk6ndQAAgI25NrWkvT2tamoIuy4FQB0jFAMqLFcs6ZVLU/r68a1qjnIRBuBesUynGAAAn+Tc6IL29rSqi7HnAAB42vXppI4wOhHAZ+B0DKiw16/HtJQtMjoRQN24u1OMUAwAgN9hrdX5sQX2iQEA4HHJbEGjcxkd3croRACfjtMxoMJ+cG5CPW1RPbO/23UpACBJyq/uFGN8IgAAv2tqMatYMkcoBgCAx92cSUqSjtIpBuAzEIoBFbS4XNCvbszqW6e2K0JHBoA6cbdTLMTPJQAA7nVxfEGSdGpHh9tCAADAhlydWgnFGJ8I4LNwOgZU0CuXppQvlvWHjE4EUEeKpTs7xegUAwDgXhfGFxUJGZ4qBwDA465PLWlTU0TbO5pclwKgzhGKARX09x+N68CWNp40BVBXPh6fyGUfAIB7XRxf0JFt7WpqCLsuBQAAbMC1qSUd2bZJxvAwKIBPx+kYUCEjibQ+GJ7XP3q0nwswgLpyd3winWIAANxVLltdHF/UqR2drksBAAAbUCpbXZ9O6vh2Or8BfDZCMaBC/uHchIyRvnuG0YkA6kuxvNopxk4xAADuGk6klcwWdZopDwAAeNpIIq1MvqRjjEMG8BA4HQMqwFqrv/9oQk/v79b2zmbX5QDA78ivdopFI3SKAQBwx8XxRUmiUwwAAI+7OrUkSTpGpxiAh0AoBlTAhyPzGp3L6B89ssN1KQDwe4olOsUAALjfhfEFNTWEdHBLm+tSAADABlydXFJD2OjglnbXpQDwAE7HgAr4zx9NqCUa1jdObHVdCgD8njs7xSLsFAMArDLGfMMYc8MYM2CM+YsHfN0YY/771a9fNMY8es/Xho0xl4wx540xZ2tbeeVcGl/U8e0dioT5tRgAAC+7OrWkA1vaFY1wTQfw2fhJAWxQtlDSjy9O6hsntqq1MeK6HAD4PfnVTrEoh34AAEnGmLCkfy3pRUnHJP2JMebYfS97UdLB1X++J+nf3Pf1L1prz1hrH692vdVQKltdnVrSyX72iQEA4HVXJ5d0dBtdYgAeDqdjwAb98tqsktmi/vGjjE4EUJ/ujk8kFAMArHhC0oC19ra1Ni/pbyS9dN9rXpL013bFbyV1GmO21brQahmKp5TJl3Sc3SMAAHhaLJnTbDKnY9u4pgN4OJyOARv09x+Na1tHkz6/r9t1KQDwQMUy4xMBAL+jX9LYPR+Pr37uYV9jJf3cGPOhMeZ7n/SXGGO+Z4w5a4w5G4vFKlB25VyeWJIkndxBpxgAAF52bWrlmn6MB10APCRCMWAD4qmcfn0zpu8+0q9wiMNmAPWpsLpTjPGJAIBVD7pxtWt4zTPW2ke1MmLxXxpjnnvQX2Kt/b619nFr7eO9vb3rr7YKLk0sqjES0oHeNtelAACADbh6JxSjUwzAQ+J0DNiAl89PqlS2+keP3P9gLQDUj8Kd8YmE9wCAFeOSdt7z8Q5Jkw/7GmvtnX/PSvoHrYxj9JTLE4s6um0To4UBAPC4q5NL6u9sVmdL1HUpADyC3wCADfj7c+M6taNDB/tY5gmgft3ZKUZHKwBg1QeSDhpj9hpjopL+WNLL973mZUl/ZlZ8XtKitXbKGNNqjGmXJGNMq6SvSbpcy+I3qly2ujK5pJP9jE4EAMDrrk4t6ShdYgDWgFAMWKfr00u6PLGkP6RLDECdK5StGsJGxhCKAQAka21R0r+S9Kqka5L+F2vtFWPMnxtj/nz1Za9Iui1pQNL/V9L/bvXzfZLeMsZckPS+pJ9Ya39W0/+ADRpOpJXKFQnFAADwuOV8SbdjKfaJAViTiOsCAK/627PjaggbvXSGUAxAfSsUy2pgPBQA4B7W2le0Enzd+7m/vOfPVtK/fMD7bks6XfUCq+ju7hEO0AAA8LQbM0mVLfvEAKwNJ2TAOhRKZf3g3IS+crRPm1uZWQygvhXLln1iAACsujK5pIaw0SFGoAMA4GlXJ1cedDnOgy4A1oBQDFiHX12fVSKd1x89vsN1KQDwmQolOsUAALjj6uSSDmxpVzTCtREAAC+7OrWo9saIdnQ1uy4FgIfwWwCwDn97dlxb2hv13MFe16UAwGciFAMA4GNXp5YYswQAgA9cnVzS0W2b2J8NYE04IQPWaDaZ1es3ZvWHj/YrwiEzAA8olqwiYX5JAABgNplVLJljnxgAAB5XLltdn07q6DbGIQNYG070gTX6wbkJlcpWf/TYTtelAMBDKZQtnWIAAOjj3SN0igEA4G1DibQy+ZKO93e4LgWAx3BCBqyBtVZ/e3Zcj+7q1IEtba7LAYCHUiyV1UCnGAAAujpFKAYAgB9cnliUJJ3YTigGYG0IxYA1uDC+qFuzKf3R43SJAfCOQqmsSIhLPgAAVyeXtKOrWR0tDa5LAQAAG3BlcknRcEgH+3hoHcDacEIGrMHfnh1TU0NI3zq1zXUpAPDQCiVLpxgAAJKuTS3pyFa6xAAA8Lork4s6vLWdVQEA1oyfGsBDyhZKevnCpF48sU3tTTxZCsA7iuUyvygAAAIvWyhpKJ7WsW3trksBAAAbYK3V5YklnejnQRcAa8cJGfCQXr0yrWS2qD96bIfrUgBgTQpFqwidYgCAgLs1k1LZSkfYJwYAgKdNLCxrcbmgY+wTA7AOhGLAQ/rbs+Pa0dWsz+/rdl0KAKwJnWIAAEjXppckSUe20ikGAICXXZ5Yuaaf2M6DLgDWjhMy4CFMLCzr7cG4/sljOxQK0W0BwFuKZaswP7sAAAF3fSqppoaQdne3ui4FAABswJXJRYVDRkfp/gawDoRiwEP4Xz4YkyT940cZnQjAewolq0iISz4AINiuTy/pcF87D4oAAOBxVyaXtL+3VU0NYdelAPAgTsiAz1AqW/3t2TE9e6BHOze3uC4HANasVC4rwgEgACDArLW6NrWkI1t5ohwAAK+7PLGoE+wTA7BOhGLAZ3jjVkyTi1n9yRO7XJcCAOtSLFlFwoRiAIDgiiVzms8UdGQb+8QAAPCy2WRWs8mcjrFPDMA6EYoBn+F/fn9M3a1RfeVon+tSAGBdimWrhjCXfABAcN2YSUqSDvcRigEA4GVXJpckSSf66RQDsD6ckAGfIpbM6RfXZvSPH9uhaIRvFwDeVCyV2Z8CAAi0G9OrodhWQjEAALzsysSiJNEpBmDdOOUHPsV//mhcxbLVf/H4TtelAMC6rXSKEYoBAILr5kxS3a1Rdbc1ui4FAABswJXJJe3ubtGmpgbXpQDwKEIx4BNYa/U/fzCmJ/Zs1oEtba7LAYB1K5YtnWIAgEC7MZPSIUYnAgDgeZcnF3ViO6MTAawfoRjwCd4bmtNQPK3/1efoEgPgbYVSWZEQl3wAQDCVy1YDM0lGJwIA4HGLmYLG5pZ1vJ/RiQDWjxMy4BP8zfujam+K6A9ObnNdCgBsSKlsFaFTDAAQUBMLy0rnS3SKAQDgcVemVvaJHadTDMAGEIoBD7CYKeiVy9P67pl+NUfDrssBgA0plqwiYS75AIBgujmTlCQd6mMkOgAAXnZ54k4oRqcYgPXjhAx4gH84N658sczoRAC+UCyX1RCmUwwAEEw3Z1KSpIN0igEA4GmXJpbU39msnrZG16UA8DBCMeA+1lr9zQdjOtnfoRP9tGMD8LZy2apspTDjEwEAAXVrJqmtm5rU0dzguhQAALABl8YXdIJ9YgA2iFAMuM+F8UVdn07SJQbAF4plK0lqYHwiACCgbs2mdJDRiQAAeNrickHDiYxO7eh0XQoAj+OEDLjPf3pvRM0NYX3nzHbXpQDAhhXLZUl0igEAgqlcthqMpbS/l1AMAAAvu7K6T4ypTgA2ilAMuMfickEvX5jUdx/Zrk1NjFcB4H2F0kqnWIRQDAAQQJOLy8rkS3SKAQDgcZdWQ7GThGIANohQDLjHP3w0rmyhrD99YrfrUgCgIkplQjEAQHANzKYkSQfoFAMAwNMuTiyqv7NZm1ujrksB4HGEYsAqa63+43ujOr2jQyd38NQJAH8ollbGJ0bYKQYACKA7odjBvnbHlQAAgI24PLGoU5zXAagATsiAVR8Mz+vWbEr/5ZN0iQHwj+Jqp1hDmE4xAEDw3JpJqbs1ylPlAAB42GKmoJFEhn1iACqCUAxY9R/fG1F7U0TfOr3NdSkAUDHF1Z1i4RCXfABA8AzEUtq/hdGJAAB42eXJlX1idIoBqAROyABJiVROP700rX/86A61RCOuywGAiimWV8Yn0ikGAAgaa60GZlM6QCgGAICnXRxfCcVObCcUA7BxhGKApL/7cFz5Ull/+uQu16UAQEXdGZ8YDhGKAQCCJZHOa3G5oP29hGIAAHjZ5YlF7dzcrC7GIQOoAEIxBF65bPWf3h/VE3s26xALuAH4TKG00ikWYXwiACBgbsfSkqR9va2OKwEAABtxcWJBJ9knBqBCOCFD4L09GNdIIqP/8vN0iQHwn9Jqp1iETjEAQMDcjqUkSQfoFAMAwLMWMnmNzS3rZH+n61IA+AShGALvP/52VJtbo/rGia2uSwGAiiuUVkMxdooBAALmdjytaCSk7Z3NrksBAADrdHliSZLoFANQMYRiCLTpxaxeuzajP3p8hxojYdflAEDF3ekUawhzyQcABMvgbEp7u1vZqwkAgIddnFiQRCgGoHI4IUOg/c0HoyqVrf70CUYnAvCn4upOMQ4EAQBBczue1v4t7BMDAMDLLo0vatfmFnW0NLguBYBPEIohsAqlsv7Te6N67lCvdnfzyzIAfyre7RQjFAMABEe+WNboXEb7etgnBgCAl10cX9SpHXSJAagcQjEE1s+vzGg2mdM/e2q361IAoGqK5TudYlzyAQDBMTqXUalsta+Xh98AAPCqWDKniYVlndnZ6boUAD7CCRkC69+/O6ydm5v1wuEtrksBgKoplFY6xSKMTwQABMhQPC1J2tdLpxgAAF51cXxBknRqR6fTOgD4C6EYAuna1JLeH5rTP/38bvbsAPC10ur4xAjjEwEAATK8GortZUw6AACedWF8USEjnejf5LoUAD5CKIZA+ut3R9QYCem/eHyn61IAoKoKpZXxiRHGJwIAAmQokVZXS4M6WhpclwIAANbpwtiCDvW1qyUacV0KAB/hhAyBs7hc0A/OTeilM9vV2RJ1XQ4AVNWdTrEGOsUAAAEyHE9rTw9dYgAAeJW1VhfHF3Sa0YkAKoxQDIHzdx+Oa7lQ0p89tcd1KQBQdcXVnWKMigUABMlQPM3oRAAAPGxsblnzmYJO7+x0XQoAnyEUQ6CUy1b/4d1hPba7Syf6O1yXAwBVV7yzU4zxiQCAgFjOlzS1mNVeOsUAAPCs8+MLkqRTOzi/A1BZnJAhUN64FdNwIqM/e2q361IAoCZKlk4xAECwjMylJYnxiQAAeNjFsQU1RkI6vLXddSkAfIZQDIHy1++OqKetUS+e2Oa6FACoiVKpLEmKEIoBAAJiOL4SitEpBgCAd10YX9Dx7ZvUEOb4GkBl8VMFgTGayOj1G7P60yd2Khrh//oAguHO+MRwmFAMABAMQ/GMJGl3d4vjSgAAwHoUS2VdnlhinxiAqiAZQGD8/94bUcgY/emTjE4EEBylO6GYIRQDAATD6Fxa3a1RtTc1uC4FAACsw63ZlJYLJZ3e0em6FAA+RCiGQMjki/qb90f1jeNbtbWjyXU5AFAz7BQDAATNSCKjXXSJAQDgWRfHFySJTjEAVUEohkD4zx9NaClb1L94do/rUgCgpkqllVCMnWIAgKAYSWS0ezOhGAAAXnV+bFGbmiLaw0MuAKqAUAy+Vy5b/bu3h3R6R4ce3dXluhwAqKm7O8UIxQAAAZAvljW1uKxd3a2uSwEAAOt0cXxBp3d2yrAGAEAVEIrB935zK6bbsbT+xbN7uZgCCJxS2SpkxM8/AEAgjM9nVLaiUwwAAI/KFkq6MZ3UqR0drksB4FOEYvC9v3prSH2bGvXiiW2uSwGAmitZq0iIyz0AIBhG5jKSpN2MWwIAwJMuTyyqWLZ6ZCfTngBUB6dk8LWbM0m9eSuuP3tqj6IR/u8OIHhKZcvoRABAYIzE05KkXYRiAAB40rnRBUnSmV2dTusA4F+kBPC1f/f2sBojIf3JE7tclwIAThRLVhFCMQBAQIzOLau5IazetkbXpQAAgHU4NzavnZub1cO1HECVEIrBt+bTef39R+P6R4/2a3Nr1HU5AOBEqVxWiFAMABAQo3MZ7dzczC5NAAA86tzoAqMTAVQVoRh863/6YFS5Yln//Jm9rksBAGdWdopxMAgACIbx+Yx2djE6EQAAL5paXNbUYlaPMDoRQBURisGXCqWy/vqdEX3hYI8O9bW7LgcAnGGnGAAgKKy1GpvLaOdmQjEAALzo/Oo+sUd20SkGoHoIxeBLP708remlrP4FXWIAAo6dYgCAoJjPFJTOlwjFAADwqPNjC4qGQzq6jQfcAVQPoRh86a/eGtK+nlY9f6jXdSkA4FSpbNkpBgAIhLG5jCRpZ1ez40oAAMB6nBtd0PH+TWqMhF2XAsDHCMXgO2eH53R+bEH//Jk9HAQDCLximU4xAEAwjM2vhmJ0igEA4DmFUlkXJxb0yE5GJwKoLkIx+M7337itrpYG/ZPHdrouBQCcK1l2igEAgmFsblkSoRgAAF50YzqpbKGsR3Z1ui4FgM8RisFXbsdSeu3ajP7p53erOUqrNQCUSlaREJd7AID/jc1n1NXSoLbGiOtSAADAGp0bnZckQjEAVccpGXzl3741pIZwSP/0qT2uSwGAulBkpxgAICDG55e1o4suMQAAvOjc2IJ62hrV38luUADVRSgG34incvq7D8f1jx/tV297o+tyAKAulMpldooBAAJhYj7DQRoAAB51fnRBj+zqlDH8/gqgugjF4Bv/4d0R5Ypl/W+e3ee6FACoGyUrdooBAHzPWquJhWX1dxGKAQDgNfPpvG7H04xOBFAThGLwheV8Sf/htyP6ytEtOrClzXU5AFA36BQDAATBXDqvbKFMpxgAAB50fnxBkvTIzi63hQAIBEIx+MLffTSuuXRe33tuv+tSAKCuFEuWTjEAgO9NLCxLEp1iAAB40Ecj8wqHjE7t6HBdCoAAIBSD55XKVv/2zds6vbNTn9vDEyUAcK9SmVAMAOB/E/OroRidYgAAeM6HI/M6uq1drY0R16UACABCMXjea1dnNJzI6Htf2McyTgC4T8kSigEA/O9Op9gOOsUAAPCUYqms82MLemwXD7oDqA1CMXje998Y1M7Nzfr68T7XpQBA3SmVLTvFAAC+Nz6/rNZoWB3NDf//9u47Tq663v/4+7MlyaZueu8JkBASICEk0pt0EIGfIIKgglhA8YoXr171XlERvfaCiBgREOlEem/SUkhCQnoI6clmk2za9vn8/jhnk8myZTbZnTNz5vV8PPaxO2fOOfP5npk93znn8y1RhwIAAFpg0YYd2l1VqyOHkhQDkB4kxZDVZq7cotmrtunzxwxXQT4fZwCoL5hTjPMjACDe1m4r18DuRYwcAQBAlpn14VZJ0qRhPSKOBECu4C4ZstofX16u4o6FunjS4KhDAYCMFMwpFnUUAAC0rXXbyjWA+cQAAMg6Mz/cqn5dO2hAtw5RhwIgR3CbDFlr0YbtemHRJl35sWFMxAkAjah1VwE9xQAAMbe+rEL9u5EUAwAg28z+cKsmDutOb28AacNdMmSt215ero7t8nXlx4ZFHQoAZKygpxgXFwCA+KqortWWXVW0MAcAIMusLyvX2m3lmjiE+cQApA9JMWSl1Vt261/z1uvTk4eouGO7qMMBgIxVk0iogKQYACDG1pdVSJL6M3wiAABZpW4+sYlDSYoBSB+SYshKf3p1ufJM+sJxI6IOBQAyWm2tK4+kGAAgxtZvK5ckeooBAJBlZn24VR0K8zR2QNeoQwGQQ0iKIets2lGh+2eu0YVHDlI/LnwBoEm17spnbHYAQIzRUwwAgOw0+8OtmjCoWIX53KIGkD6ccZB17nx9pWpqE/riCSOjDgUAMl5twpWfT1IMABBf68uCnmL9aTAHAEDWKK+q1YJ12zVpGEMnAkgvkmLIKmXl1br7rQ915mH9NbxXp6jDAYCMV5ugpxgAIN7WlVWoR6d26lCYH3UoAAAgRXPXbFNNwplPDEDakRRDVrn7rQ+1s7JGX6KXGACkpDbhymdOMQBAjK3fVq5+XeklBgBANpn14VZJ0pFDSIoBSC+SYsga5VW1uvP1D3TCQb01bmC3qMMBgKyQcCmPnmIAgBjbsL2SoRMBAMgyM1du0cjenVTcsV3UoQDIMSTFkDXun7lapbuq9OUT6SUGAKkKeopFHQUAAG1n4/YK9SUpBgBA1qhNuGZ+uFWTh/eIOhQAOSiS22Rm1sPMnjOzpeHvBvvJmtkNZrbAzOab2T/MjCudHFVVk9CfXlmuiUO7U2ECQAvUuiuP4RMBADFVWVOrLbuqGD4RAIAssnjDDu2oqNFRw7jHByD9omo7fpOkF9x9tKQXwsf7MLOBkq6XNMndx0nKl3RJWqNExnho9hqtK6vQ9aeMljEMGACkLJFw5XPeBADE1KbtlZJEUgwAgCwyY+UWSSIpBiASUSXFzpf0t/Dvv0n6RCPrFUgqMrMCSR0lrWv70JBpqmsT+v1LyzRhcLGOH90r6nAAIKvUuiufnmIAgJjasL1Ckhg+EQCALPLOyi0a0K2DBnUvijoUADkoqqRYX3dfL0nh7z71V3D3tZJ+LmmVpPWSytz92bRGiYzwyLtrtWZrub52yih6iQFAC7i73KU8zp0AgJjaUBYkxegpBgBAdnB3zfhgi44a3oP7fAAi0WZJMTN7PpwLrP7P+Slu311Bj7LhkgZI6mRmn2li/WvMbKaZzSwpKWmdQiByNWEvsXEDu+qkgz+SOwUANKE24ZJETzEAQGxt3E5SDACAbPJh6W5t2lHJ0IkAIlPQVjt291Mbe87MNppZf3dfb2b9JW1qYLVTJX3g7iXhNg9L+pikuxt5vdsl3S5JkyZN8gONH5lh+tx1+rB0t26/fCKtRwCghWqdpBgAIN42lFWoQ2Geuha12aUtAABoRe+E84lNHk5SDEA0oho+cbqkz4Z/f1bSYw2ss0rSFDPraEE25BRJC9MUHzJAbcL1uxeXaUz/rjptbN+owwGArENPMQBA3G3cUam+XTvQgA4AgCwx44Mt6t6xUKN6d446FAA5Kqqk2C2STjOzpZJOCx/LzAaY2ZOS5O5vS3pQ0mxJ74Wx3h5NuIjC4/PWacXmXbr+ZOYSA4D9sScpxjkUABBTG7dXqG8Xhk4EACBbzFi5RZOG9VAejTcBRCSSMSbcvVRBz6/6y9dJOivp8fclfT+NoSFDJBKu3764TAf17azTD+0XdTgAkJUSieA3FxsAgLgq2VGpsQO6Rh0GAABIwabtFVpZuluXHT006lAA5LCoeooBTXpq/gYt27RT1508mpu5ALCf9swpxmkUABBTm7ZXqE+X9lGHAQAAUlA3n9hRzCcGIEIkxZBxgl5iSzWydyeddVj/qMMBgKzFnGIAgDjbVVmjXVW16sPwiQAAZIUZH2xRx3b5OpRe3gAiRFIMGefpBRu0aMMOXXfyaG7kAsABSIQ9xehxCwCIo007KiWJnmIAAGSJd1Zu1ZFDuqswn1vSAKLDGQgZpTbh+sVzSzSqT2edO2FA1OEAQFbb01PMSIoBAOJn0/YKSVKfriTFAADIdGW7q7Vow3YdNYyhEwFEi6QYMsq/5q7Tsk07dcOpB9FLDAAOUF1SjJ5iAIA42ttTjOETAQDIdO+s3CJ3acoIkmIAokVSDBmjpjahXz2/RGP6d9WZ4/pFHQ4AZL264RPpKQYAiKONdT3FGD4RAICM9+byUrUvyNPhQ4qjDgVAjiMphozx8Oy1Wlm6W9847SB6NQBAK9gzfCLnVABADJXsrFRhvqm4Y2HUoQAAgGa8taJUE4d2V/uC/KhDAZDjSIohI1TW1OrXLyzVhEHddOqYPlGHAwCxUNdTjIYGAIA4KtlRqd6d28voEQ0AQEbbtrtKCzds15QRPaMOBQBIiiEz3D9jtdZuK9d/fPxgLmoBoJXUJoLfDJ8IAIijzTur1IuhEwEAyHhvfxDMJzZ1JEkxANEjKYbIVVTX6ncvLdNRw7rruNG9og4HAGJj7/CJEQcCAEAb2LyjUr06kxQDACDTvbm8VB0K8zR+ULeoQwEAkmKI3t1vfaiN2yvpJQYArWzP8ImcWwEAMbR5Z6V6dW4XdRgAAKAZb60o1aShPZhPDEBGICmGSO2qrNEfX16uY0b1ZFxhAGhle3uKkRQDAMRLIuEq3VVFTzEAADLcll1VWrRhh6aM6BF1KAAgiaQYIjbtjZUq3VWlb5x2cNShAEDs1Nb1FCMpBgCImW3l1apNOEkxAAAy3DsflEoSjeEBZAySYojMtt1Vuu2V5Tr5kD6aOLR71OEAQOwk6nqKMXwiACBmNu+slCT17kJSDACATPbWii0qKszX+EHFUYcCAJJIiiFCf3h5uXZW1uhbZ9BLDADaAsMnAgDiqmRHkBSjpxgAAJntzeWlmjSsu9oVcBsaQGbgbIRIrNtWrmlvrNQnjxikQ/p1jTocAIilPcMn0lMMABAzdT3FenVuF3EkAACgMaU7K7V44w6GTgSQUUiKIRK/fG6JJOkbHz8o4kgAIL4SieA3PcUAAHFTurNKktSTnmIAAGSstz/YIon5xABkFpJiSLslG3foodlrdMWUoRpYXBR1OAAQW3U9xfKp7QEAMbNlV5XyTCouKow6FAAA0Ih/L9uszu0LNH5Qt6hDAYA9uE2GtLv16cXq1K5AXzlpVNShAECsJRIMnwgAiKfSXVXq0amd8ugNDQBAxvr3ss2aMqKHCmmpCSCDcEZCWs1YuUXPL9yoa08cqe6dGP8fANpSbaKupxg3DAEA8bJlV6V6cD0BAEDGWr1lt1aW7tYxo3pFHQoA7IOkGNLG3fXTpxapT5f2+twxw6MOBwBir274RHqKAQDipnRnFUkxAAAy2L+XbZYkHUtSDECGISmGtHl+4SbN/HCrvn7qQSpqlx91OAAQewl6igEAYmrLrir17NQ+6jAAAEAjXl+2WX26tNeoPp2jDgUA9kFSDGlRm3Dd+vQijejVSf9v0qCowwGAnBDmxEiKAQBip3RXlXp2pqcYAACZKJFwvbG8VMeO6iVj5BIAGYakGNLi/pmrtXTTTt14+sEqYHJNAEiLxJ7hEyMOBACAVlRdm1BZeTXDJwIAkKEWbtiuLbuqdOxohk4EkHnITqDN7ays0f89u1hHDeuuM8b1izocAMgZdUkxWuYBAOJk6+4qSSIpBgBAhqqbT+wY5hMDkIFIiqHN/eGlZdq8s0rfPXssN2YBII329hTj3AsAiI+tu6olkRQDACBTvb6sVKP7dFbfrh2iDgUAPoKkGNrUmq27dcfrH+iCIwZqwuDiqMMBgJySSAS/80mKAQBipK6nWPeOJMUAAMg0FdW1eueDUnqJAchYJMXQpm59erFM0o2nHxx1KACQc/YOnxhxIAAAtKJtJMUAAMhYs1dtVUV1QseSFAOQoUiKoc3MXrVV0+eu0zXHj9CA4qKowwGAnBPmxJSXR1YMABAfW8LhE7t3Kow4EgAAUN+/l21Wfp7p6BE9og4FABpEUgxtwt118+Pvq3eX9rr2hJFRhwMAOal2z5xiEQcCAEArYvhEAAAy1+tLN+vwwcXq0oHGKwAyE0kxtInH563X7FXbdOPHD1an9gVRhwMAOalu+ETmFAMAxMnWXVUqKsxXh8L8qEMBAABJSndWat7aMp1wUO+oQwGARpEUQ6urqK7VLU8t0pj+XXXhxEFRhwMAOSsRDp9oJMUAADGydXe1unek9TkAAJnmtaWb5S6deDBJMQCZi6QYWt2d//5Aa7eV67tnj1E+Y3YBQGSc4RMBADG0dXeVundi6EQAADLNK0tK1KNTO40b0C3qUACgUSTF0Ko2lFXody8u06lj+uiYUb2iDgcAclptoi4pRlYMABAfW3dXMZ8YAAAZJpFwvbqkRMeP7qU8WmYCyGAkxdCqfvLUQtUkXP99ztioQwGAnFc3fCIXJACAOCkrr1Y3hk8EACCjzF9XptJdVTqBoRMBZDiSYmg1b68o1WNz1umLx4/Q0J6dog4HAHIewycCAOKobHe1iotIigEAkEleWVwiM+n40STFAGQ2kmJoFTW1CX1/+gINLC7Sl08cFXU4AABJCWf4RABAvLh70FOMpBgAABnllSUlOmxgN/Xs3D7qUACgSSTF0CrufWeVFm3Yoe+cPUZF7fKjDgcAIKk2EfwmKQYAiItdVbWqSThJMQAAMkjZ7mrNXrVVJxxELzEAmY+kGA5Y6c5K/fyZxTpmVE+dOa5f1OEAAEJ7eopR2wMAYqKsvFqSVMycYgAAZIzXl21WwkVSDEBW4DYZDtjPn12s3VW1+sG5h8rojQAAGcMZPhEAEDPbdldJEj3FAADIIK8s2aSuHQp0+ODiqEMBgGaRFMMBmbdmm+6bsVpXfmyYRvftEnU4AIAkiSAnRlIMABAbdT3FuhW1izgSAAAgBY0xX1lSouNG91ZBPreaAWQ+zlTYb4mE63uPLVDPTu31tVNHRx0OAKCe2kRdT7GIAwEAoJWU7a5LitFTDACATPD++u3auL2SoRMBZA2SYthvD8xarTmrt+mmMw9Rlw5clAJApnF3mYmhbQEAsbGnpxhzigEAkBFeWLhJZtJJh/SJOhQASAlJMeyXzTsr9eMnF2ny8B668MiBUYcDAGhAwhk6EQAQL9sr6CkGAEAmeWHhRk0YVKzeXdpHHQoApISkGPbLj59YqN1VNfrxBePogQAAGSrhztCJAIBY2V5eozyTOrXLjzoUAABy3qbtFZq7pkynjqGXGIDsQVIMLfbGss16+N21+uLxIzWqT5eowwEANKLWnYYLAIBY2V5Rra5FhdRvAABkgBcXbZIknTKmb8SRAEDqSIqhRSpravXdR+draM+O+urJo6IOBwDQBHcpn5uGAIAY2VFRo67MZwwAQEZ4fuEmDSwu0iH9aDQPIHuQFEOL/PHl5VqxeZdu/sQ4dShkyBIAyGSJBMMnAgDiZXt5tbp0KIg6DAAAcl5Fda1eX1aiU8b0oQc3gKxCUgwpW16yU394abnOmzBAx43uHXU4AIBmJFzK4+IEABAj2yuq6SkGAEAGeGP5ZlVUJxg6EUDWISmGlLi7/vvR+WpfmKfvnjMm6nAAAClIuIucGAAgTnZU1KhrET3FAACI2vMLN6lTu3xNGdEj6lAAoEVIiiElj7y7Vm8sL9V/nnGI+nTpEHU4AIAUJNyVz/iJAIAY2V5OTzEAAKLm7npx4SYdN7q32hcwvQqA7EJSDM0q3Vmpm59YqCOGFOvTk4dEHQ4AIEUJd4ZPBADEyvaKGnUhKQYAQKQWrNuuDdsrdMqYPlGHAgAtRlIMzfrBv97Xjopq/fTC8cqjxwEAZI2EiwmPAQCxkUi4dlbWqHMHhk8EACBKz76/UWbSSYeQFAOQfUiKoUnPLNigf81dp+tPHq2D+naJOhwAQAu4u2jLAACIi11VNZKkriTFAACI1DPzN+ioYT3Uq3P7qEMBgBYjKYZGbdtdpe8+Ol9j+3fVtSeOjDocAEAL1SYYPhEAEB87K4OkWOf2JMUAAIjKipKdWrxxh844tF/UoQDAfuFqAo364eMLtXVXlaZddZQK88mfAkC2SbiUT1cxAEBM7KwIk2L0FAMAIDJPL9ggSTpjHEkxANmJTAca9NLiTXpo9hp96cSROnRAt6jDAQDsh4R71CEAANBqdtBTDACAyD09f4MmDC7WgOKiqEMBgP1CUgwfsaOiWv/18Hsa3aezvnryqKjDAQDsJ3cpj5oeABATdT3FutBTDACASKzdVq55a8oYOhFAVuNWGT7iJ08t0sbtFbr1ovFqX5AfdTgAgP3kzpxiAID42DunWGHEkQAAkJuens/QiQCyH0kx7OONZZt179ur9IXjRuiIId2jDgcAcAASLpESAwDEBXOKAQAQrWfmb9Ah/bpoeK9OUYcCAPuNpBj22F5RrW8+MFfDe3XSDaceFHU4AIAD5BI9xQAAscGcYgAARGfTjgrN+HALvcQAZD2uJrDHDx5boI07KvXgtVNV1I5hEwEg2yWcrmIAgPjYFSbFOnGtAgBA2j27YKPcpTPH9Y86FAA4IPQUgyTpyffW6+F31+orJ41i2EQAiAunpxgAID52VdWofUGeCvK5jAUAIN2enr9Bw3t10kF9O0cdCgAcEK4moE3bK/Rfj7yn8YO66bqTR0UdDgCglSTc6SgGAIiNXZU1DJ0IAEAESnZU6o3lm3X2Yf1lNLwEkOVIiuU4d9eND85TRXWtfvmpw1VIq0sAiA2npxgAIEZ2V9aqY3uGTgQAIN2efG+9Ei6dd/iAqEMBgANGBiTH3f32Kr2ypETfPnOMRvam+zMAxEnCXeTEAABxsauqRp3a0VMMAIB0mz53nQ7p10UH9e0SdSgAcMBIiuWwFSU79eMnFuq40b10+ZShUYcDAGhlLjG0BQAgNnZX1apjO3qKAQCQTmu27tasD7fq3An0EgMQDyTFclRNbUI33D9X7Qry9LOLJigvj5umABA37i5O7wCAuNhVWaNOzCkGAEBa/WvueknSeSTFAMQESbEc9avnl2ru6m26+RPj1K9bh6jDAQC0gYSL4RMBALFBTzEAANJv+tx1OmJIsQb36Bh1KADQKkiK5aDXl27W719eposnDqLrMwDEWNBTjKwYACAedtJTDACAtFq2aYcWrt9OLzEAsUJSLMeU7KjUDffP0cjenfU/5x8adTgAgDaUcImUGAAgLugpBgBAek2fs055Jp09vn/UoQBAq6GZXQ5JJFzfuH+Oysqr9ffPT1bHdrz9ABBnLsnoKQYAiInyqlquYQAASBN31/S56zR1ZE/16cLUKwDig55iOeT211botaWb9b1zxuqQfl2jDgcA0MbcnTnFAACxkEi4yqtrVVRITzEAANJhzuptWlm6m6ETAcQOSbEcMXvVVv38mcU667B+uuzoIVGHAwBIA3cxpxgAIBYqaxKSpCKGTwQAIC0emLVGHQrzdNZhDJ0IIF5IiuWAsvJqXXfvu+rXrYN+8snxDKUFADki4c6cYgCAWCivrpUkeooBAD7CzM4ws8VmtszMbmrg+RPNrMzM5oQ/30t6rtjMHjSzRWa20Mympjf6zFRRXat/zV2nM8f1V5cOhVGHAwCtigHZY87dddND87Rxe4UeuHaquhVRkQFArqCnGAAgLnZX1UiipxgAYF9mli/p95JOk7RG0gwzm+7u79db9TV3P6eBXfxa0tPufpGZtZPUsW0jzg7PLNigHRU1unjioKhDAYBWR0+xmPvL6x/oqfkbdOPpB+uIId2jDgcAkEYJd9FVDAAQBxX0FAMANGyypGXuvsLdqyTdJ+n8VDY0s66Sjpf0F0ly9yp339ZWgWaTB2et0cDiIk0Z0TPqUACg1ZEUi7E3l5fqJ08t0hmH9tM1x4+IOhwAQJq5pDySYgCAGNhdFSTFOtJTDACwr4GSVic9XhMuq2+qmc01s6fM7NBw2QhJJZL+ambvmtkdZtapjePNeGu3lev1ZZt14cRByuOCEkAMkRSLqQ1lFbruH7M1rGdH/exi5hEDgFzk7jK6igEAYqC8ip5iAIAGNXTB4/Uez5Y01N0nSPqtpEfD5QWSjpT0R3c/QtIuSR+Zk0ySzOwaM5tpZjNLSkpaJfBM9cjsNXIXQycCiC2SYjFUVZPQl+6ZpfKqWv3p8olMiAkAOcpdyqOmBwDEQHk4fGIHeooBAPa1RtLgpMeDJK1LXsHdt7v7zvDvJyUVmlmvcNs17v52uOqDCpJkH+Hut7v7JHef1Lt379YuQ8Zwdz04a42mjOihwT2YXg1APHGrLIZufuJ9vbtqm269aIJG9ekSdTgAgIgk6CkGAIgJ5hQDADRihqTRZjbczNpJukTS9OQVzKyfhUMomdlkBfdDS919g6TVZnZwuOopkt5PX+iZZ8bKrVpZulsXTRzc/MoAkKUKog4Arevh2Wt015sf6prjR+js8f2jDgcAECGXxOi5AIA4qKxJSJLaF9CuEwCwl7vXmNlXJT0jKV/Sne6+wMyuDZ+/TdJFkr5kZjW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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[10] loss: 25.439\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[11] loss: 25.528\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[12] loss: 25.636\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[13] loss: 25.831\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[14] loss: 26.779\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[15] loss: 27.747\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[16] loss: 28.497\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[17] loss: 28.249\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[18] loss: 28.052\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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9KXppEysUAcQeSjEAQFS8gVbMxxMEACDp3/6yWW09If3wyhN4YQIAkBSeXtOg7S3d+uaFTIkBh5Ie9GnBtHF6edNu2cE3awEgRnCkCQCIymAplsIPfwCQ9FbVtOqR5bW66ewKzZmY4zoOAACjLuJZ3flKlWaX5OhjTIkBh3X+7PGqbe3W1qYu11EA4EMoxQAAURm4Uow3IgEgyYUinv7pj+s1MTdN37pwpus4AACMiT+taVB1c5e+ecF0fiYChnD+rGJJ0ivvs0IRQGyhFAMAROWDSTHHQQAATt2/ZJve39Wp73/yeGWm+l3HAQBg1EU8q5++UqlZE7L1sTkTXMcBYlppXrpmTcjWy5t2u44CAB9CKQYAiMr+O8V4KxIAktbO9h79+KVKXTCrWB87nkNBAEByeGZtg6qbuvRXF8zgHk1gGC6cPV4ra/aovTvkOgoA7EcpBgCIiuft+29WhQBA8vrhnzcp4ll9/5PHu44CAMCYiHhWP325UseNz9bFvBACDMs5M4sU8aze2dbiOgoA7EcpBgCICusTASC5Lalq1jNrd+qri6errCDDdRwAAMbEn9ft1FamxIConFyWp7RAipZupRQDEDsoxQAAUfmgFOMHQQBINv1hT//81HqVF2To1nOnuo4DAMCY8DyrO16u1MzxWbpkLlNiwHAF/Sk6vaJAS7c2u44CAPtRigEAouLt68Tk4+1IAEg69y3Zpq1NXfr+J+coLeBzHQcAgDHx7Pqdqty9V984nykxIFoLphVqS+NeNXX2uY4CAJIoxQAAURqcFGNQDACSS0Nbj376cqUumjNe588a7zoOAABjwhu4S2x6cZYuPaHEdRwg7iyYNk6StKyaFYoAYgOlGAAgKp7H+kQASEY//PMmRTyrf75sjusoAACMmefW79KWxr36xvnT2ZYBHIW5pbnKTvNrGSsUAcQISjEAQFQG1ydSigFA8nizskl/XrdTXz9vusoKMlzHAQBgTAxOiU0rytRlJ050HQeIS74UozOnjtPSrUyKAYgNlGIAgKgMrk9M4QkCAEmhLxzR957aoIpxGfrKOVNdxwEAYMw8v2GXNjd26q8umMGUGHAMFkwbp5qWbtXv6XYdBQAoxQAA0dlfijEpBgBJ4VdvbVN1c5e+/8njlRbwuY4DAMCY8Dyrn7xcqalMiQHHbMG0QknSMqbFAMQASjEAQFQ8b99/U4oBQOLb0dajO16u0sePH6/FxxW7jgMAwJh5YWOj3t/VyV1iwAiYOT5L4zKDrFAEEBMoxQAAURmcFPPxBAGAhPeDZzbKyuq7l81xHQUAgDFj7b67xKYUZupypsSAY2aM0VnTxmnp1mbZgTMFAHCFI00AQFQGSzHDpBgAJLTXtzTpufW79I3zZ2hSfobrOAAAjJmXNu3Wxp0d+vp50+XnbUBgRCyYVqjGjj5VN3e5jgIgyfFkBwBEZfClLtYnAkDi6gtH9P2nN2hqYaa+vGiK6zgAAIyZwSmxyeMydMXJTIkBI+Xs6eMkiRWKAJyjFAMARCXi7WvFWKsPAInrl29u07bmLn3/k8cr1e9zHQcAgDHz2uYmrdvRrq8tZkoMGEnlBRkqyk7V6po9rqMASHI83QEAURlcn8ikGAAkpvo93brjlUpdesIEnTOzyHUcAADGjLVWP3m5UqV56brq1FLXcYCEYozRaeX5WkUpBsAxSjEAQFQ81icCQEL7l2c2ysjoO5+Y4zoKAABj6q2qZr1X16avnTddAabEgBF36uQ81bZ2q3lvn+soAJIYT3gAQFTs4KQYTxAASDivbt6t5zc06q8umKGJeemu4wAAMGastfrJS5UqyU3Tp09jSgwYDadNzpckVigCcIojTQBAVCKsTwSAhNQbiuj7T2/Q1KJM3bxwius4AACMqWXVLVpZs0e3L57GfZrAKDl+Yq4CPqNVtZRiANzxuw4AAIgvrE8EgMT0yzerVdPSrYduPkNBP+/OAQCSy09frlRxdqo+O6/MdRQgYaUFfDp+Yq7erWlzHQVAEuOnXQBAVPavT6QTA4CEsbO9R3e9ulWXzJ2ghTMKXccBAGBMLd/WqrerW3XrudOUFmBKDBhNp03O15r6NvWHPddRACQpSjEAQFQiHusTASDR/OjZ9+VZq3+8dLbrKAAAjLk7XqlUYVZQ180vdx0FSHinluerL+xp084O11EAJClKMQBAVAbXJ/oYFQOAhLBie6ueXtOgW8+ZqrKCDNdxAAAYU6tr9+jNymbdcs5UpQeZEgNG26mT8yRJq2q4VwyAG5RiAICoeAPrExkUA4D4F/Gsvv/0Bk3MTdPti6e7jgMAwJi74+VKFWQG9fkzJruOAiSFktx0TcxN0+paSjEAblCKAQCi8sGdYrRiABDvfreiThsaOvQPl87m7XgAQNJZW9+mVzc36eaFU5SZ6ncdB0gap0zO12omxQA4QikGAIhKZOAuXEoxAIhv7d0h/ecLmzV/SoEuO7HEdRwAAMbcT1+uUm56QNefxZQYMJZOK89XQ3uvdrX3uo4CIAlRigEAojK4PjGFJwgAxLX/eWmL2rr79f3Lj5fhRQcAQJLZ0NCulzY16uaFU5SdFnAdB0gqp07OlyRWKAJwgiNNAEBUWJ8IAPFvS2OnfvN2ja6dX645E3NcxwEAYMzd+UqVstP8umFBhesoQNKZU5KjVH+KVrFCEYADlGIAgKh4+zoxSjEAiFPWWv2fP21QVqpff/Ox41zHAQBgzG3e1ann1u/SjQsqlJvOlBgw1oL+FJ04KZdJMQBOUIoBAKIS8QYnxRwHAQAclec3NGpJVYv++qKZKsgMuo4DAMCYu+OVSmUGfbpp4RTXUYCkdUJpnjbt7FB48OJyABgjlGIAgKgM3inG/TMAEH96QxH94M8bddz4bH3+jHLXcQAAGHNVuzv153U7dcOCCuVl8HII4Mrc0hz1hjxVN3e5jgIgyVCKAQCiMjgp5mNUDADizi/eqFb9nh5975Nz5PfxowAAIPnc9epWpQd8+vKiqa6jAEltbmmuJGlDQ7vjJACSDT8JAwCiEhmYFPNTigFAXGlo69Hdr23VJXMnaMG0QtdxAAAYc9uau/TUezv0hTMns0IYcGxqYabSAilav6PDdRQASYZSDAAQFW//nWKUYgAQT3703PvyrNU/XjrbdRQAAJy469UqBXwp+gpTYoBzfl+KZpfkaP0OJsUAjC1KMQBAVAbvwGV9IgDEj+XbWvWnNQ269dxpKivIcB0HAIAxV9farT++u0OfP2OyirJTXccBIOn4iTna2NCx/+VbABgLlGIAgKgMrk+kEwOA+BDxrL739AZNzE3T7edOcx0HAAAn7n6tSr4Uo1vPZUoMiBVzJ+aqsy+s2tZu11EAJBFKMQBAVDzPKsVIhvWJABAXHl1Rq007O/SPn5it9KDPdRwAAMZc/Z5u/X5Vva45vUzjc9JcxwEwYG5priRpQwP3igEYO5RiAICoRKxldSIAxIn27pD+8/nNOmNKgT5xQonrOAAAOHHP61slSbcxMQ3ElBnjsxTwGa1v4F4xAGOHUgwAEJV9k2KUYgAQD/7npS1q7wnpe5cfz4QvACAp7Wrv1WMr6nX1vDJNzEt3HQfAAVL9Ps0cn631OyjFAIwdSjEAQFQiHpNiABAPKhs79Zu3a3TdGeWaMzHHdRwAAJy45/Wt8qzlXk0gRh0/MUcbGjpkB+4vB4DRRikGAIhKxFr5mDYAgJj3w2c3KSPo019fdJzrKAAAOLG7s1ePLK/Vp04tVVlBhus4AA5hbmmuWrv6tbO913UUAEmCUgwAEBXPs0phUgwAYtrrW5r02uYm/dX5M1SQGXQdBwAAJ3755jaFIp6+uni66ygADuP4ibmSxApFAGOGUgwAEJWIZX0iAMSycMTTD57ZqMnjMnT9gsmu4wAA4ERrV78eertGV5xcqorCTNdxABzG7JJspRhpQ0OH6ygAkgSlGAAgKhFPSmF9IgDErEdX1Kly9179wyWzler3uY4DAIAT9721TT2hiL66mLvEgFiWEfRrWlGWNjQwKQZgbFCKAQCi4nlWPp4eABCTOnpD+p8Xt+iMKQX6+PHjXccBAMCJ9p6QHly6XZfMnaAZ47NdxwFwBHNLc7V+B5NiAMYGx5oAgKhErJWPSTEAiEl3vVKl1u5+ffeyOTL8Ww0ASFK/XrpdnX1hff28Ga6jABiG4yfmaFdHr5r39rmOAiAJUIoBAKLieVYp3CkGADGntqVb9y/Zrk+fOklzS3NdxwEAwIm9fWH9ask2XTi7WHMm5riOA2AYZk3Y9/+rW3Z1Ok4CIBlQigEAohKxVj5KMQCIOT96bpP8PqP//fHjXEcBAMCZ375do7bukL523nTXUQAM08zxWZKkzY2UYgBGH6UYACAqEY/1iQAQa5Zva9Vz63fptnOnaXxOmus4AAA40RuK6BdvVmvRjEKdUp7vOg6AYSrKTlVeRkBbGve6jgIgCVCKAQCi4lnWJwJALPE8q395ZqNKctP0lUVTXccBAMCZR5fXqnlvv75xPneJAfHEGKOZxdmqZFIMwBigFAMARIVJMQCILX98d4fW7WjX3118nNKDPtdxAABwoi8c0T2vV2v+lALNn1LgOg6AKM0Yn6XNjZ2y1rqOAiDBUYoBAKIS8cSkGADEiO7+sP79+fd10qRcXXFSqes4AAA484dVO7Sro1ffOJ+7xIB4dNyEbHX2htXY0ec6CoAERykGAIiKZ618PD0AICb8/PVqNXb06buXzeGFBQBA0gpFPN39WpVOKsvTwumFruMAOAozirMlSVtYoQhglHGsCQCICusTASA27Grv1c/f2KpPnFiieRWsiQIAJK+n3mtQ/Z4e/dX502X4WQWISzPHZ0miFAMw+ijFAABR8axlGgEAYsC/P/++PCt9++JZrqMAAOBMxLO6+9UqzS7J0fmzil3HAXCUxmWlqjArSCkGYNRRigEAosKkGAC4t7a+TU+s3qGbzp6isoIM13EAAHDm2XU7Vd3cpW8wJQbEvRnF2drSuNd1DAAJjlIMABCViMekGAC4ZK3VvzyzUYVZQX3tvGmu4wAA4IznWd35SpWmF2fp4uMnuI4D4BjNHJ+lqt17Za11HQVAAqMUAwBExbNMigGAS8+t36UV2/fory86TtlpAddxAABw5sVNjdrc2KmvnzedF/eABDBjfLb29oXV0N7rOgqABEYpBgCISsSz8vEDJwA40ReO6EfPbdKsCdn63OllruMAAOCMtfumxCaPy9BlJ5a4jgNgBBw3IVuStGUX94oBGD2UYgCAqESseAsTABx5cOl21bX26J8+MZsXFAAASe31LU1at6NdX108TX4fx1tAIphZPFCKNVKKARg9fNcAAIiK51n5OIcFgDHX1t2vO1+p0uLjirRoRpHrOAAAOGOt1R2vVKk0L11XnTLJdRwAIyQ3I6Di7FRtadzrOgqABEYpBgCICusTAcCNu16t0t6+sL59ySzXUQAAcGpZdYtW1ezRbedOVdDP0RaQSI6bkM2kGIBRxXcOAICoeNYqxVCKAcBYqmvt1oNLa/SZ0yZp1oQc13EAAHDqzleqVJSdqqvncb8mkGhmFGeravdeeZ51HQVAgqIUAwBEhUkxABh7//nCZqWkSP/ropmuowAA4NSqmlYt3dqiW8+ZqrSAz3UcACNs5vgs9YQiqt/T4zoKgARFKQYAiErEWqVQigHAmFlX366n3mvQzQunqCQ33XUcAACcuuOVKhVkBnXdGeWuowAYBTMnZEsSKxQBjBpKMQBAVCKelY/1iQAwJqy1+n/PblJBZlC3njvNdRwAAJxaV9+u1zY36eaFU5QR9LuOA2AUzCjOkiRt2U0pBmB0UIoBAKLC+kQAGDuvbWnSsuoWffOCGcpJC7iOAwCAU3e+WqmcNL+uP2uy6ygARkl2WkDF2ana1tTlOgqABEUpBgCIiudZ+SnFAGDURTyrf332fVWMy9C181kRBQBIbpt3der5DY360tlTlM2LIkBCqyjM1PYWSjEAo4NSDAAQlbBn5fdRigHAaPvDqnptbuzU3108S0E/37YDAJLbna9WKTPo001nV7iOAmCUTS3M1LZmSjEAo4OfrgEAUWF9IgCMvp7+iP7rxc06pTxPl8yd4DoOAABObWvu0p/XNugLZ01WXkbQdRwAo2xKYaaa9/arozfkOgqABEQpBgCIStiz8qfw+ACA0XTfkm1q7OjTP146W8bwIgIAILn97LUqBXwp+vLCqa6jABgDFYWZkqTtTIsBGAWcagIAohLxrFI4oAWAUdO8t08/e22rPjZnvE6vKHAdBwAAp3a09eiJ1Tt0zellKspOdR0HwBiYOlCKsUIRwGigFAMARCXCnWIAMKrueLlSPaGI/u7iWa6jAADg3C/eqJYk3XLuNMdJAIyVsoIMGSNVN1GKARh5lGIAgKhwpxgAjJ5tzV367Tu1uub0Mk0vznIdBwAAp5o6+/TI8lpddUqpSvPSXccBMEbSAj6V5qVrewulGICRRykGAIhK2PPkpxQDgFHxH8+/r6A/Rd+6cKbrKAAAOHffkm3qj3i6fTFTYkCymVKYyfpEAKOCUgwAMGyeZ+VZMSkGAKNgVc0ePbtul249Zxp3pgAAkl57d0i/WVajS08o0dQipqeBZDNYillrXUcBkGAoxQAAwxYZ+GbUZyjFAGAkWWv1o2c3qSg7VV9eNMV1HAAAnPv1su3a2xfW1xZPdx0FgANTCjPV2RtWS1e/6ygAEgylGABg2CLeQCnmoxQDgJH0wsZGrazZo/914UxlpvpdxwEAwKmuvrDuW7JNF8wq1pyJOa7jAHBgSmGmJLFCEcCIoxQDAAzbYCnGnWIAMHJCEU//9tz7ml6cpc/Om+Q6DgAAzj2yvFZ7ukP66nlMiQHJilIMwGihFAMADFt4cFIshccHAIyU362oU3Vzl7598Sz5ffz7CgBIbn3hiO59o1pnTR2n0ybnu44DwJHSvHQFfIZSDMCI46duAMCwMSkGACOruz+sn7xcqdMr8nXB7GLXcQAAcO73q+q1u7NPXz+fKTEgmfl9KSoryNB2SjEAI4xSDAAwbGHPkyT5KMUAYEQ8sHS7mjr79PcXz5Ix/NsKAEhu4Yine17fqpPK8rRg2jjXcQA4NrUwk0kxACOOUgwAMGyR/esTObgFgGPV3h3SPa9t1QWzijWvosB1HAAAnPvT2gbVtfbo6+dN52URAJoyUIp5A2cRADASKMUAAMNGKQYAI+dnr29VZ19Yf/vx41xHAQDAOc+zuvvVrZo1IVsXzGKlMACpojBTfWFPuzp6XUcBkEAoxQAAw8adYgAwMho7enX/km268uRSzS7JcR0HAADnXti4S5W79+r2xdOUws8bALRvUkwSKxQBjChKMQDAsIWZFAOAEfHTlyvlWav/deFM11EAAHDOWqu7Xt2qinEZuuzEia7jAIgRUwuzJEnVlGIARhClGABg2D6YFOPxAQBHa1tzlx5dUadr55erfFyG6zgAADj3RmWz1u1o1+2Lp/ECHoD9xuekKj3g03ZKMQAjiFNNAMCwhSODk2KOgwBAHPvvF7co6EvR18+f7joKAAAx4a5XqlSSm6arTpnkOgqAGGKMUUVhJusTAYwojjUBAMMW2b8+kccHAByN9Tva9ac1Dbp54RQVZ6e5jgMAgHPLt7Vq+fZW3XLOVAX9/JwB4MMqxmVoewulGICRw3cbAIBhi9jB9YmsNAGAo/GfL2xWXkZAt5w71XUUAABiwl2vVmlcZlDXnF7uOgqAGFRWkKH6PT3yBl7SBYBj5aQUM8YUGGNeNMZUDvx3/mE+d58xZrcxZv1YZwQAfFTE8ySJPf8AcBTerm7Ra5ubdPu505STFnAdBwAA59bvaNfrW5p086IpSg/6XMcBEIPK8tPVH/bUtLfPdRQACcLVpNi3Jb1srZ0h6eWBrw/lAUkXj1UoAMDQBu8UY1IMAKJjrdW//+V9jc9J1Q0LKlzHAQAgJtz1apWy0/z6wpmTXUcBEKMmFWRIkur3dDtOAiBRuCrFrpD04MCvH5R05aE+ZK19Q1LrGGUCABzBB3eKUYoBQDRe3rRbq2vb9K0LZyotwJvwAABU7e7UXzbs0pcWVDBBDeCwyvL3lWJ1rT2OkwBIFK5KsfHW2p2SNPDfxY5yAACiEKYUA4CoRTyr/3h+s6YUZurq0ya5jgMAQEy4+7WtSvP7dOPZU1xHARDDJuWnS5LqWpkUAzAy/KP1FxtjXpI04RB/9E+j9L93i6RbJKm8nMtZAWA0RCylGABE66n3dmhzY6fuvO4U+X2u3kkDACB21LV266n3GvSlBRUqyAy6jgMghqUFfCrKTlUd6xMBjJBRK8WstRce7s+MMY3GmBJr7U5jTImk3SPwv3evpHslad68efZY/z4AwEdF9t8pxqEuAAxHf9jTf7+4RXNLc3Tp3BLXcQAAiAn3vL5VPmN0yzlTXUcBEAfK8tNVv4f1iQBGhqtTzacl3TDw6xskPeUoBwAgCqxPBIDoPLK8VvV7evR3H5+lFP7tBABAuzt69fjKen1m3iSNz0lzHQdAHCgryGBSDMCIcVWK/auki4wxlZIuGvhaxpiJxphnBz9kjHlE0jJJxxlj6o0xNztJCwCQtO9eHEny+zjYBYAj6eoL645XKnXm1AItmlHoOg4AADHhV29tU9jzdCtTYgCGaVJ+uhraehWOeK6jAEgAo7Y+cSjW2hZJFxzi9xskXXrA19eOZS4AwNDC3r5vQJkUA4Aju++tbWre2697r58lY/h3EwCA9u6QHnq7RpedOFGTx2W6jgMgTpTlZyjiWe1s71VZQYbrOADiHJfCAACGbXBSzMfhLgAMaU9Xv+59o1ofmzNep5bnu44DAEBM+PWy7erqj+j2xdNcRwEQRwaLMO4VAzASKMUAAMMW4U4xABiWe17fqr39Yf3tx49zHQUAgJjQ0x/R/Uu36/xZxZpdkuM6DoA4Upa/rxTjXjEAI4FSDAAwbJRiAHBkuzt79eCy7bry5FLNHJ/tOg4AADHh0RW1au3q11eZEgMQpZK8NKUYqb6VUgzAsaMUAwAMW2igFPP7KMUA4HDufnWrQhGrb14ww3UUAABiQn/Y0y/eqNb8igLNqyhwHQdAnAn4UlSSm6461icCGAGUYgCAYYtEPElSIIXHBwAcys72Hj38Tq0+c+okVRRmuo4DAEBMeOq9HWpo79Xt5zElBuDoTMpPVx2TYgBGAKeaAIBhCw+uT2RSDAAO6c5XqmRl9Y0LpruOAgBATPA8q3te36o5JTlaPLPIdRwAcaqsIEP1TIoBGAGUYgCAYQtF9pViTIoBwEfVtXbrsZV1+tzpZZo0cBk4AADJ7oWNu7S1qUu3L54mY3i5DsDRmZSfrsbOXvWFI66jAIhznGoCAIYt4u1bn+hL4YdZADjYHa9Uyhijr5/HXWIAAEiStVZ3v7ZVFeMydOkJJa7jAIhjZfkZslbawbQYgGNEKQYAGLb9k2KsTwSAD9nW3KU/rN6hL5wxWRNy01zHAQAgJiypatHa+nbdeu40XqwDcEzKCvZtYqijFANwjCjFAADDFvGsfCmGtScAcJCfvLRFQV+Kbl88zXUUAABixt2vVWl8Tqo+dWqp6ygA4lxZQbokqX5Pt+MkAOIdpRgAYNhCnscbngBwkMrGTj21pkHXL5isouxU13EAAIgJ79W1aenWFn154VSl+n2u4wCIc8XZaQr4jOpamRQDcGwoxQAAwxaJWAUoxQDgQ378UqUyAj7deg5TYgAADLr71Srlpgd07RnlrqMASAC+FKPSvHTVMSkG4BhRigEAhi08sD4RALDPxoYO/XndTt20cIoKMoOu4wAAEBMqGzv1wsZG3XDWZGWl+l3HAZAgygoyVN9KKQbg2FCKAQCGLex5Cvh4dADAoP9+cYuy0/z68sKprqMAABAzfvb6VqUHfPrS2VNcRwGQQCblZ6h+D+sTARwbTjYBAMMWjjApBgCD1tS16aVNjbpl0VTlZgRcxwEAICbU7+nW0+816Jr5ZUxRAxhRZQXpaunqV1df2HUUAHGMUgwAMGyhiGVSDAAG/PeLW5SfEdCNC3kLHgCAQb94o1rGSF9ZxBQ1gJE1KT9DkrSjjWkxAEePk00AwLBFPI9JMQCQtHJ7q17f0qRbz53GXSkAAAxo3tunR1fU6cqTSzUxL911HAAJZmJumiSpgVIMwDGgFAMADFvIs/L7KMUA4L9e2KLCrKCuP2uy6ygAAMSM+5dsU3/E022Lp7mOAiABlQyU7bvaex0nARDPKMUAAMMWiVgFUnh0AEhuS7c2a1l1i25fPF0ZQabEAACQpM7ekH69rEYXHz9B04qyXMcBkICKs1NljNRAKQbgGHCyCQAYtjDrEwEkOWut/vuFLZqQk6bPn1HuOg4AADHjobdr1dkb1lcXT3cdBUCCCvhSVJydql3trE8EcPQoxQAAwxb2rAKsTwSQxN6obNbKmj362vnTlRbwuY4DAEBM6A1F9Ku3tmnRjEKdMCnXdRwACWxCbrp2MikG4BhQigEAhi0csUyKAUha+6bENqs0L12fm1fmOg4AADHj8VX1at7bp9u5SwzAKJuYm6aGNibFABw9SjEAwLCFPU9+H48OAMnplfd3a019u/7qgukK+vm3EAAASQpHPN37xladXJans6aOcx0HQIKbkJumne29sta6jgIgTvHTPABg2MIRKz+TYgCSkLVWP3m5UmUF6frUqZNcxwEAIGb8ed1O1bX26KuLp8kYflYAMLom5qaruz+ijt6w6ygA4hSlGABg2EKeZVIMQFJ6bXOT1ta362uLpyvAv4MAAEja99LIz17bqhnFWbpw9njXcQAkgZK8NEnSLu4VA3CU+IkeADBsEc9jUgxA0hmcEivNY0oMAIADvbp5t97f1anbzp2mFH5OADAGSnL3lWIN7dwrBuDoUIoBAIaN9YkAktEblc16r65NXzuPu8QAADjQPa9Va2Jumj558kTXUQAkiZLcdEnSzjYmxQAcHX6qBwAMW9izrA0DkFSstfrJS1s0MTdNnzmNKTEAAAatqmnV8u2t+vKiqfyMAGDMFGenKsVIu5gUA3CU+K4FADBs4YgnH5NiAJLIW1XNWl3bptuZEgMA4EN+9lq18jICumZ+mesoAJKI35ei4uw0NXCnGICjxE/2AIBhC3tWfh+lGIDksG9KrFIluWn67DymxAAAGFTZ2KmXNjXq+rMqlBH0u44DIMmU5KVpJ5NiAI4SpRgAYNi4UwxAMlm2tUUra/bo9sXTlOr3uY4DAEDM+Pkb1UoLpOhLCypcRwGQhEpy07STSTEAR4lSDAAwbPsmxXh0AEgOP365UuNzUvXZeayFAgBg0M72Hj313g59bl6ZCjKDruMASEIluena2dYra63rKADiECebAIBhC3sek2IAksKyrS1avq1Vt507TWkBpsQAABj0qze3ybPSlxdNdR0FQJIqyU1TTyiijp6w6ygA4hClGABg2PatT+TRASDx/fTlShVlp+ra+eWuowAAEDPauvv1yPJaXX5iicoKMlzHAZCkSnLTJUkN3CsG4ChwsgkAGLaw58nvY1IMQGJbvq1Vy6pbmBIDAOAgv1lWo67+iG49d5rrKACSWElemqR961wBIFqUYgCAYds3KUYpBiCx/eTlLSrMStXnz2BKDACAQb2hiB5Yul2LjyvS7JIc13EAJLGS3MFSrNdxEgDxiFIMADAs1lqFPSu/j0cHgMS1cnurllS16LZzpzIlBgDAAR5fWaeWrn7dxpQYAMeKs9PkSzHa2UYpBiB6nGwCAIYl4llJYlIMQEL7ycuVGpcZ1HVMiQEAsF844uneN6t1clmezphS4DoOgCTnSzEqzk5lUgzAUaEUAwAMS3iwFONOMQAJalXNHr1Z2axbzpmqjKDfdRwAAGLGs+t3qa61R7cvniZj+HkAgHsluWncKQbgqFCKAQCGJRTxJEmBFB4dABLTT1+uVEFmUF88a7LrKAAAxAxrrX722lZNK8rURbPHu44DAJKkkrx0JsUAHBVONgEAwxKOMCkGIHG9V9em17c06SuLmBIDAOBAb1Q2a9PODt16zjSlsEodQIwoydk3KWatdR0FQJyhFAMADMv+STEfjw4AiecnL21RfkZA1zMlBgDAh9zz2laNz0nVFadMdB0FAPYryUtXb8hTW3fIdRQAcYaTTQDAsIQG7hQLMCkGIMGsrW/Tq5ub9OVFU5WZypQYAACD1tS1aVl1i25eOEWpfp/rOACwX0lumiSxQhFA1CjFAADDEh6YFPNzpxiABPPTl6uUm86UGAAAB7vn9a3KSfPr2vnlrqMAwId8UIr1OE4CIN5wsgkAGJb96xP9PDoAJI73d3XopU2NuunsKcpOC7iOAwBAzKhu2qu/bNilL541mWckgJgzMS9dktTApBiAKHGyCQAYllBkYH0il2sDSCB3v7pVmUGfbljAlBgAAAe6941qBXwp+tKCKa6jAMBHFGalypditItJMQBRohQDAAxLeKAU8/t4dABIDNubu/TM2gZ94azJyssIuo4DAEDM2N3RqydW79DVp01SUXaq6zgA8BG+FKPCrKB2d/S5jgIgznCyCQAYlv7B9Yk+JsUAJIZ7Xt8qvy9FNy/kDXgAAA70qyXbFPY83XLOVNdRAOCwirPTtLuTUgxAdCjFAADDEt5fivHoABD/drb36A+r6/W5eWUqzk5zHQcAgJjR0RvSw2/X6pITSjR5XKbrOABwWMXZqZRiAKLGySYAYFjC3sD6RO4UA5AAfvHGNlkr3Xoub8ADAHCg375dq86+sG4/d5rrKAAwpOKcVDV19rqOASDOUIoBAIZl//pEP48OAPGtZW+fHl5eoytOLtWk/AzXcQAAiBm9oYh+9dY2LZpRqLmlua7jAMCQirLT1NLVv3+zDQAMByebAIBhCUf2TYoFUnh0AIhv9y/Zrr6wp9sX8wY8AAAH+uO7O9S8t0+3MSUGIA4UZ6fKWql5b7/rKADiCCebAIBhGXzzyu9jfSKA+NXRG9KDy7brkrkTNL04y3UcAABihudZ/eKNap1QmqsF08a5jgMAR1ScnSpJ2s0KRQBRoBQDAAzL/vWJPh4dAOLXb5bVqLM3rK8unu46CgAAMeXFTY2qbu7SLedMlTG8CAcg9hXnpEmSdnf0OU4CIJ5wsgkAGJb96xOZFAMQp3r6I7rvrW06d2YR96QAAHCQn7++VZPy03XJ3AmuowDAsHwwKUYpBmD4KMUAAMMS9gbXJ/LoABCfHl1Rq5aufn39fKbEAAA40MrtrVpd26avLJrK9/sA4kZhFusTAUSP73QAAMMSYlIMQBzrD3u6941qza8o0OkVBa7jAAAQU37+RrXyMgK6et4k11EAYNiC/hQVZAaZFAMQFUoxAMCwhAbvFEvh0QEg/jz57g7tbO/VV8+b5joKAAAxpWr3Xr20qVHXnzlZGUG/6zgAEJXi7FTuFAMQFU42AQDDMninmJ9JMQBxJuJZ/ez1rZpbmqNzZxa5jgMAQEz55ZvVCvpSdP2CCtdRACBqRdmpamJ9IoAoUIoBAIYlNHCnWIA7BgDEmWfX7dS25i59bfF0GUOxDwDAoN2dvXpi9Q595rRJ++/mAYB4UpydxvpEAFHhZBMAMCyh8OCdYjw6AMQPa63uerVK04oy9fHjJ7iOAwBATHlw6XaFPE9fXjTVdRQAOCrFOalq6uyT51nXUQDECU42AQDDEvY8GSP5UpiyABA/Xnl/t97f1amvLp6uFP79AgBgv66+sH6zrEYfnzNBUwozXccBgKNSnJ2qsGfV2t3vOgqAOEEpBgAYllDEMiUGIK5Ya3Xnq1UqzUvXJ0+e6DoOAAAx5dEVderoDeuWc5kSAxC/xuekSZJ2d7BCEcDwcLoJABiWUMRTgCkLAHFkWXWL3q1t023nTqXUBwDgAKGIp/ve2qb5FQU6tTzfdRwAOGrF2fvuQ9zd2es4CYB4wekAAGBYwhFPfg6VAcSRu1/dqsKsVF09r8x1FAAAYsqz63ZqR1uPbjmHKTEA8a04e2BSrJNJMQDDw+kmAGBYQh7rEwHEj3X17XqrqllfXjRFaQGf6zgAAMQMa63ueb1a04oydf6sYtdxAOCYFOfsmxRrohQDMEycbgIAhiUU9hTwsT4RQHz4+RtblZ3q13VnlLuOAgBATHmrqlmbdnbolnOmKoX16ADiXFrAp+w0v3Z3sD4RwPBQigEAhiXsWfkpxQDEgdqWbj27bqeuO7NcOWkB13EAAIgp975RraLsVF15SqnrKAAwIoqzU1mfCGDYKMUAAMMSingKpPDYABD7fvlWtXwpRjedPcV1FAAAYsqGhna9WdmsG8+uUKqf9cIAEkNxdhqlGIBh43QTADAsoYjHnWIAYl7L3j49trJOV51SqvE5aa7jAAAQU+59o1qZQZ8+f8Zk11EAYMQU56RqdyfrEwEMD6ebAIBhCUdYnwgg9v16WY16Q55uOWeq6ygAAMSU+j3dembtTl07v1y56awXBpA4irNTtbujT9Za11EAxAFKMQDAsIQ8Kz+TYgBiWHd/WL9etl0Xzh6v6cXZruMAABBT7ntru4ykmxayXhhAYinOTlNf2FNHb9h1FABxgNNNAMCwhMKegkyKAYhhj6+s157ukG47lykxAAAO1N4d0qMranX5SRM1MS/ddRxgTBhjLjbGbDbGVBljvn2IP881xvzJGLPGGLPBGHOji5w4dsU5qZKkJlYoAhgGSjEAwLCEPU/+FB4bAGJTOOLpF29W67TJ+ZpXUeA6DgAAMeWhd2rU3R/RVxbx4giSgzHGJ+kuSZdImiPpWmPMnIM+9jVJG621J0laLOm/jDHBMQ2KEVGUva8Ua+zoc5wEQDzgdBMAMCz9EauAn8cGgNj07Ppdqt/To1u5SwwAgA/pDUV0/5LtOmdmkeZMzHEdBxgr8yVVWWurrbX9kh6VdMVBn7GSso0xRlKWpFZJ7N+LQ8XZaZKk3UyKARgGTjcBAMPC+kQAscpaq5+/vlVTizJ14ezxruMAABBTnnx3h5r39vHiCJJNqaS6A76uH/i9A90pabakBknrJH3TWuuNTTyMpMH1ibuZFAMwDJRiAIBhCUU8BZkUAxCDllS1aENDh249Z6pSUijvAQAY5HlW975ZreMn5mjBtHGu4wBj6VDfFNqDvv64pPckTZR0sqQ7jTGHHKc0xtxijFlpjFnZ1NQ0kjkxArJT/UoLpGh3J6UYgCPjdBMAMCyhiKeAj8cGgNjz8ze2qjg7VVeecvDLvwAAJLeXNjWquqlLt5wzVfs2xAFJo15S2QFfT9K+ibAD3SjpCbtPlaRtkmYd6i+z1t5rrZ1nrZ1XVFQ0KoFx9IwxKs5OoxQDMCycbgIAhiUUsZRiAGLO+h3terOyWTctnKJUv891HAAAYsov3qxWaV66PnFCiesowFhbIWmGMWaKMSYo6RpJTx/0mVpJF0iSMWa8pOMkVY9pSoyY4uxU7e7gTjEAR8bpJgBgWPqZFAMQg37+RrWyUv267oxy11EAAIgp79bu0Yrte3TTwiny8308koy1Nizp65Kel7RJ0mPW2g3GmNuMMbcNfOxfJC0wxqyT9LKkv7fWNrtJjGNVnJOqJibFAAyD33UAAEB8CEU8BX2sXAEQO+pau/XntQ36yqKpykkLuI4DAEBM+eWb25Sd5tfnTi878oeBBGStfVbSswf93j0H/LpB0sfGOhdGR2FWqlq6WlzHABAHeFUIADAsoTCTYgBiyy/frJYvxejGs6e4jgIAQEypa+3Wc+t36rozypWVyvvQABLfuMxUtfeE1B/2XEcBEOM43QQADEsoYhXw89gAEBtau/r1u5V1uvLkUk3ITXMdBwCAmHLfkm1KMUZfWlDhOgoAjIlxWUFJ0p7ufsdJAMQ6TjcBAEdkreVOMQAx5dfLtqs35OmWc6a6jgIAQExp7w7pdyvqdPlJE1WSm+46DgCMicKBUqx5L/eKARgap5sAgCMKRawkcacYgJjQ0x/Rg0u368LZxZoxPtt1HAAAYsrDy2vV3R/RlxexXhhA8ijMSpUkNe9lUgzA0CjFAABHFIrs28nNpBiAWPD4qjrt6Q7p1nOnuY4CAEBM6Q97emDpNp09fZyOn5jrOg4AjJlxA6VYC5NiAI6A000AwBFRigGIFRHP6hdvVuvU8jzNm5zvOg4AADHlmbUNauzo05cXsV4YQHIZvFOshUkxAEfA6SYA4Ij6B0qxoJ/HBgC3XtiwS3WtPbrlnKkyhpWuAAAMstbqF29u04ziLC2eWeQ6DgCMqexUv4K+FDV3MSkGYGicbgIAjuiDO8V4bByOMeZiY8xmY0yVMebbQ3zudGNMxBjzmbHMBySKX761TWUF6bpozgTXUQAAiClLqlq0aWeHvrKIF0cAJB9jjMZlBZkUA3BEnG4CAI4oFB5Yn+jnh+tDMcb4JN0l6RJJcyRda4yZc5jP/Zuk58c2IZAY3q3do1U1e3TT2VPkS+HfIwAADvSLN6tVmJWqK06Z6DoKADixrxRjUgzA0CjFAABHxJ1iRzRfUpW1ttpa2y/pUUlXHOJz35D0B0m7xzIckCh+9dY2Zaf5dfW8MtdRAACIKZt3der1LU264azJSvX7XMcBACfGZaaqpYtJMQBD43QTAHBE/ZRiR1Iqqe6Ar+sHfm8/Y0yppKsk3TOGuYCEUb+nW8+t36Xr5pcrK9XvOg4AADHll29WKy2Qoi+cOdl1FABwhvWJAIaD000AwBFxp9gRHWqPmz3o6x9L+ntrbWTIv8iYW4wxK40xK5uamkYqHxD3Hly6XZJ0w4IKpzkAAIg1uzt79dR7Dbr6tDLlZwZdxwEAZwqzUtW8t0/WHvzjOAB8gNdsAQBHxPrEI6qXdOA+t0mSGg76zDxJjw5cel4o6VJjTNha++SBH7LW3ivpXkmaN28e38kDkvb2hfXo8jpdekKJJualu44DAEBM+fXSGoU8TzcvnOI6CgA4NS4zqL6wp67+CNslABwW/zoAAI6oPzxYih1qIAqSVkiaYYyZImmHpGskXXfgB6y1+08pjDEPSHrm4EIMwKE9tqJOnX1hDvsAADhId39YD71To4tmj1dFYabrOADgVGFWqiSpZW8fpRiAw+KVfwDAEe2/U8zPY+NQrLVhSV+X9LykTZIes9ZuMMbcZoy5zW06IL5FPKv7lmzT6RX5Orksz3UcAABiyu9X1autO6SvnDPVdRQAcG5c1r4Vss3cKwZgCFTmAIAjCg1MinGn2OFZa5+V9OxBv3fPYT77pbHIBCSCFzbsUv2eHn3nE7NdRwEAIKZEPKtfvbVNJ5flad7kfNdxAMC5AyfFAOBwON0EABxRKLLvaivuFAMw1n751jaVFaTrojkTXEcBACCmvLixUTUt3frKoqkauLcWAJLa4KRYSxeTYgAOj9NNAMARhQbWJwZZnwhgDL1bu0eravboprOnyJfCYR8AAAf65ZvVmpSfro8fP951FACICQWZA+sTO5kUA3B4nG4CAI5o/51iPg6lAYydX721Tdlpfl09r8x1FAAAYsrq2j1aOfDiiJ9tDgAgSUr1+5Sd5mdSDMCQ+M4JAHBE+yfF+IEbwBip39Ot59bv0nXzy5WVyjW4AAAc6JdvVisnza/Pns6LIwBwoMKsVDVzpxiAIXC6CQA4olB4cFKMxwaAsfHg0u2SpBsWVDjNAQBArKlr7dZf1u/SdWdM5sURADjIuMygWvYyKQbg8DjdBAAcUShiJUkB7hQDMAY6e0N6dHmdLj2hRBPz0l3HAZKOMeZiY8xmY0yVMebbh/jzK4wxa40x7xljVhpjFrrICSSrX721TSnG6Eu8OAIAHzEuK6iWLibFABwep5sAgCPiTjEAY+mxlfXq7Avr5oVTXEcBko4xxifpLkmXSJoj6VpjzJyDPvaypJOstSdLuknSL8c0JJDE2rtDemxlnT550kRNyE1zHQcAYk5hViqTYgCGRCkGADiiwTvFAik8NgCMrohndf+SbTq9Il8nl+W5jgMko/mSqqy11dbafkmPSrriwA9Ya/daa+3Al5mSrACMiYeX16q7P6IvL5rqOgoAxKRxWalq7e5XxOPbEwCHxukmAOCI+sOe/ClGKSlMigEYXS9s2KX6PT26eSGHfYAjpZLqDvi6fuD3PsQYc5Ux5n1Jf9a+aTEAoywU8fTg0u1aMG2c5kzMcR0HAGJSYVZQ1kp7upkWA3BolGIAgCMKRTwFfDwyAIy+X761TeUFGbpoznjXUYBkdag3YD7yqrW19o/W2lmSrpT0L4f8i4y5ZeDOsZVNTU0jmxJIQs+u26ldHb368iLWCwPA4YzLTJUkVigCOCxOOAEARxSKWO4TAzDqVtfu0aqaPbrx7Ar5mEwFXKmXVHbA15MkNRzuw9baNyRNM8YUHuLP7rXWzrPWzisqKhr5pEASsdbqV29t09SiTC2eWew6DgDErHFZQUlSy94+x0kAxCpKMQDAEfVHPAX9PtcxACS4+97apuw0v66eV3bkDwMYLSskzTDGTDHGBCVdI+npAz9gjJlujDEDvz5VUlBSy5gnBZLIypo9WlvfrhvPnsJKcwAYQuFAKdbcxaQYgEPzuw4AAIh9/WGPSTEAo2pne4+eW79LNy6oUFYq36ICrlhrw8aYr0t6XpJP0n3W2g3GmNsG/vweSZ+WdL0xJiSpR9LnrLXcZg+Mol+9uU256QF9+tSPXPEHADjAB+sTmRQDcGicOAAAjigU8RT0M1wMYPT89u1aedbqhgUVrqMASc9a+6ykZw/6vXsO+PW/Sfq3sc4FJKu61m69sHGXbj13mjKCHOMAwFBy0wPypRjuFANwWJxwAgCOqD/sKejjkQFgdPSGInp4ea0umDVeZQUZruMAABBT7l+yXSnG6IazKlxHAYCYl5JiVJAZVEsXk2IADo0TTgDAEfWHmRQDMHqeWbtTrV39uvHsCtdRAACIKR29If1uRa0uO7FEE3LTXMcBgLhQmJWqZibFABwGJ5wAgCPqZ30igFFirdUDS7dpRnGWFkwb5zoOAAAx5bEVderqj+jmhVNdRwGAuFGYFVQzd4oBOAxOOAEAR9TH+kQAo2R17R6t39GhGxZUyBjjOg4AADEjHPF0/5Ltml9RoBMm5bqOAwBxY1xmkDvFABwWJ5wAgCNifSKA0XL/ku3KTvPrU6eWuo4CAEBMeWFjo3a09eimhVNcRwGAuDIuK1UtTIoBOAxOOAEAR9Qf9pRKKQZghO1q79Vf1u/S5+aVKSPodx0HAICY8qu3tqm8IEMXzRnvOgoAxJVxWUF19UfU0x9xHQVADOKEEwBwRP0RTwHWJwIYYb99p0YRa3X9WRWuowAAEFPeq2vTqpo9+tKCCvlSWC8MANEozEyVJLV0MS0G4KM44QQAHFEowvpEACOrNxTRw+/U6oJZ41U+LsN1HAAAYsqv3tqm7FS/Pnt6mesoABB3CjKDksS9YgAOiRNOAMAR9Yc9BZkUAzCC/rx2p1q6+vWlBRWuowAAEFMa2nr07LqdumZ+mbJSWS8MANHKHyjF9nRTigH4KE44AQBH1B9mUgzAyLHW6oGl2zW9OEtnTx/nOg4AADHlwaXbZa3VDbw4AgBHZXBSrK075DgJgFjECScA4IgoxQCMpNW1bVq3o103LKiQMdyTAgDAoK6+sB5eXqtL5pZoUj7rhQHgaORnBCRJrV1MigH4KE44AQBH1MedYgBG0ANLtys7za9PnVLqOgoAADHl96vq1dkb1k0Lp7iOAgBxKyctoBTD+kQAh8YJJwBgSNZa9Yc9pXKnGIAR0NjRq+fW7dRn55Upk3tSAADYz/Os7l+yTSeX5em0yfmu4wBA3EpJMcrLCFKKATgkTjgBAEMKRawkMSkGYET89u0aRazV9WdNdh0FAICY8vL7u7W9pVs3MyUGAMcsPyOgPV3cKQbgozjhBAAMqT/iSZICTIoBOEZ94YgeXl6rC2YVa/K4TNdxAACIKb96q1oTc9N0ydwJrqMAQNzLZ1IMwGFwwgkAGFIovK8UY1IMwLH689qdat7brxsWVLiOAgBATNnQ0K63q1v1pbMr5OdlNAA4ZvmZQbV2UYoB+Ci+0wIADGlwUoxSDMCxsNbqgaXbNb04SwunF7qOAwBATPnVW9uUEfTpc6eXu44CAAmhgEkxAIfBCScAYEj9g5NivLEK4Bi8W9emtfXtuuGsyTLGuI4DAEDM2N3Rqz+tadBn55UpNz3gOg4AJIS8zID2dIdkrXUdBUCM4YQTADCkPtYnAhgBDyzZruxUvz516iTXUQAAiCm/XlajsGd149kVrqMAQMIoyAiqP+ypuz/iOgqAGMMJJwBgSIOTYqmUYgCO0u6OXj27bqc+e3qZMlP9ruMAABAzekMRPby8VhfOHq/J4zJdxwGAhJGfEZQkVigC+AhOOAEAQ+JOMQDH6pHldQp7Vl88c7LrKAAAxJSn3tuh1q5+psQAYITlZw6UYl0hx0kAxBpOOAEAQxqcFAtwpxiAoxCOeHpkea3OmVmkikLegAcAYJC1Vvcv2a5ZE7J11tRxruMAQEIpyNx3R2Mrk2IADsIJJwBgSKHBSTFKMQBH4aVNu7Wro5cpMQAADvJ2dave39WpG8+ukDHGdRwASCh5A+sT2yjFAByEE04AwJAGJ8VYnwjgaDz0do0m5qbp/FnFrqMAABBT7l+yTfkZAV1xcqnrKACQcAoGSrHWLkoxAB/GCScAYEh9lGIAjlJ10169VdWs684oly+FN+ABABhU19qtFzc16rozypUW8LmOAwAJJyc9IGOkPd3cKQbgwzjhBAAMqX9gfWIqpRiAKP32nVr5U4w+e3qZ6ygAAMSUB5dul88YffHMCtdRACAh+VKM8tID2sOkGICDcMIJABjS/vWJPt5gBTB8Pf0R/X5VvS6eO0HF2Wmu4wAAEDO6+sL63co6XXJCiSbk8owEgNGSnxFUK3eKATgIpRgAYEjcKQbgaPxpbYPae0L6wpmTXUcBACCm/GF1vTp7w7rx7ArXUQAgoeVnBtVGKQbgIJxwAgCG1B+OSKIUAxCdh96u0YziLJ0xpcB1FAAAYobnWT2wZLtOmpSrU8ryXMcBgISWnxFUaxd3igH4ME44AQBDGrxTLOAzjpMAiBdr6tq0tr5dXzhzsozh3w4AAAa9Xtmk6uYu3Xj2FJ6RADDK8jMCTIoB+AhKMQDAkEIRK4lJMQDD99DbNcoI+nTVqaWuowAAEFMeWLJdxdmpuvSEEtdRACDhFWQG1drVL2ut6ygAYggnnACAIfUN3inm45EB4Mjau0N6ek2Drji5VDlpAddxAACIGVW79+r1LU36wpmTeeEMAMZAXkZQfWFPPaGI6ygAYgjfhQEAhtQf9hT0pbDeBcCwPL6qTn1hT184s9x1FAAAYsqDS7cr6EvRdWfwjASAsVCQue8lvT3d3CsG4AOUYgCAIfWHPd5kBTAsnmf123dqddrkfB0/Mdd1HAAAYkZ7T0h/WF2vT548UYVZqa7jAEBSyM8ISpL2dHGvGIAPcMoJABhSfySiVEoxAMOwdGuLtjV3MSUGAMBBHltRp+7+iG48u8J1FABIGvmZA6VYN6UYgA9wygkAGFJfiEkxAMPz0Ns1KsgM6pK5Ja6jAAAQMyKe1YPLtmv+lAImqQFgDA1OirUyKQbgAJxyAgCG1Bf2mBQDcES72nv14qZGXT1vktICPtdxAACIGS9ubFT9nh7dxJQYAIyp/IyBO8UoxQAcgFNOAMCQ+sOeUv0ccAMY2iPLa+VZq8/Pn+w6CgAAMeX+JdtUmpeuC2ePdx0FAJJKbnpAxkh7ukOuowCIIZRiAIAh9YUjrE8EMKRQxNMjy2t17swilY/LcB0HAICYsaGhXe9sa9X1Z02W38f31AAwlvy+FOWmB7hTDMCH8B0ZAGBIrE8EcCQvbWzU7s4+ffFMpsQAADjQA0u2Kz3g0zWnl7uOAgBJKT8jyKQYgA/hlBMAMKT+sKfUAI8LAIf3m7drVJqXrsXHFbuOAgBAzGjZ26en1jToU6eWKnfgXhsAwNjKzwhwpxiAD+GUEwAwpL6wpyCrXgAcRtXuvVq6tUXXnVEuX4pxHQcAgJjxyPJa9Yc93Xh2hesoAJC08jOCaqUUA3AATjkBAEPqC0eU6ve5jgEgRj38Tq0CPqPPzitzHQUAgJgRinj6zds1WjSjUNOLs13HAYCklZ8ZVBt3igE4AKUYAGBIrE8EcDi9oYieeLdeHzt+goqyU13HAQAgZjy7bqcaO/p009lTXEcBgKSWnxFQK6UYgANwygkAGBLrEwEczvMbdqmtO6Tr5pe7jgIAQEy5f8l2TS3M1Lkzi1xHAYCklp8ZVG/IU09/xHUUADGCU04AwJD6mBQDcBgPv1Or8oIMnTV1nOsoAADEjDV1bXqvrk1fPGuyUrhvEwCcKsgISpL2MC0GYACnnACAIfWHPe4UA/AR1U179c62Vl0zv4wDPwAADvDgsu3KDPr0mdMmuY4CAEkvb6AUa+2iFAOwD6UYAGBIfeGIgn4eFwA+7NEVdfKnGA78AAA4QMvePj2zZqc+fdokZacFXMcBgKRXkLmvFGvrDjlOAiBWcMoJADgsz7MKRaxSKcUAHKAvHNHvV9XrwtnjVZyd5joOAAAx49EVdeqPeLr+rMmuowAAJOVn7HtBoZX1iQAGcMoJADis/ognSUyKAfiQFzc2qrWrX9fML3MdBQCAmBGOeHro7RotnF6o6cXZruMAACTlD0yK7WF9IoABnHICAA6rL7SvFONOMQAHenR5nUrz0rVoRpHrKAAAxIwXNzZqZ3svU2IAEEPy0gcmxSjFAAygFAMAHFZfJCJJrE8EsF9NS5feqmrWNaeXyZdiXMcBACBmPLhsu0rz0nXB7PGuowAABvh9KcpO86u9hzvFAOzDKScA4LAGJ8VYnwhg0O9W1CnFSFfPY3UiAACD3t/VoberW/XFsybz0ggAxJjc9AClGID9OOUEABxWX3hwfSKPCwBSKOLpsZX1On/WeE3ITXMdBwCAmPHrZTVK9afoc7w0AgAxJy+DUgzABzjlBAAcVn+YO8UAfODlTbvVvLdP187nwA8AgEHt3SH9cfUOXXHyROVnBl3HAQAcJDc9oLZu7hQDsA+lGADgsPrC3CkG4AOPLK9VSW6azp1Z5DoKAAAx4/FVdeoJRXT9WRWuowAADiEvPcikGID9OOUEABwW6xMBDKrf0603Kpt09bwy+X38mwAAgCR5ntWvl9Vo3uR8zS3NdR0HAHAIuaxPBHAATjQAAIe1f31igMcFkOweW1EnSfrc6axOBABg0Gtbdqu2tVs3LKhwHQUAcBj71ieGZK11HQVADOCUEwBwWIOTYkEfd4oBySwc8fTYynqdO7NIpXnpruMAABAzHlxao+LsVH38+AmuowAADiMvPaCwZ9XdH3EdBUAMoBQDABzW/jvFmBQDktprm5u0q6NX184vdx0FAICYUd20V69vadJ1Z5QryLpxAIhZuekBSVIbKxQBiFIMADCEfu4UAyDp0RW1KspO1fmzil1HAQAgZvzm7RoFfEbXncFLIwAQy/Iy9pVi7d2UYgAoxQAAQ9i/PpFSDEhaO9t79Mr7u/XZeZMU8PFvAQAAktTVF9bvV9brkrklKs5Ocx0HADCEnP2TYv2OkwCIBZxsAAAOqy80sD7Rz51iQLJ6fGW9PCt9bh5vwQMAMOiJd3eosy+sGxZUuI4CADiCvPSgJKmD9YkARCkGABhCf4T1iUAyi3hWv1tRp0UzClU+LsN1HAAAYoK1Vr9eul1zS3N0anme6zgAgCPIHVif2Mb6RACiFAMADKEvxPpEIJm9WdmkHW09uuZ0psQAABi0bGuLKnfv1Q1nVcgY4zoOAOAI8gbWJ7YzKQZAlGIAgCH0hT2lGMmfwg/7QDL63Yo6jcsM6qI5411HAQAgZjywdLvyMwK6/KSJrqMAAIYhI+iTP8WojVIMgCjFAABD6I94SvX7eAMWSEIte/v00qZGXXVKKdOiAAAMqN/TrZc2Neqa+eVKC3DvLgDEA2OM8jICTIoBkEQpBgAYQl8owmE4kKSefK9BoYjV1fPKXEcBACBmPPR2rSTp82ewWhgA4klOekDt3CkGQJRiAIAh9IU9SjEgCVlr9fjKOp00KVfHTch2HQcAgJjQG4rodytqddGc8ZqUn+E6DgAgCnnpAbX19LuOASAGcNIJADisvrCntACPCiDZrN/Rofd3dTIlBgDAAZ5e06A93SHdcFaF6ygAgCjlprM+EcA+nHQCAA6rLxxRqp+7EoBk8/iqOqX6U3T5SRNdRwEAIGY89HaNphdn6axp41xHAQBEKS8jqDbWJwIQpRgAYAi9ISbFgGTTG4royXd36OK5E5SbHnAdBwCAmLCmrk1r69v1xTMnyxjjOg4AIEpMigEYxEknAOCwmBQDks+LGxvV0RvWZ1mdCADAfr95u0YZQZ+uOrXUdRQAwFHITQ+oszesiGddRwHgGKUYAOCwmBQDks9jK+tUmpeus6ayGgoAAEna09WvP61p0JWnlConjSlqAIhHg1swOpgWA5IeJ50AgMNiUgxILg1tPXqrqlmfOW2SUlJYDQUAgCT9flW9+sKevnjmZNdRAABHKS9jXynWRikGJD1KMQDAYfUxKQYklT+sqpe10mdOm+Q6CgAAMcHzrB56p0anV+RrdkmO6zgAgKM0WIpxrxgATjoBAIfVy6QYkDQ8z+rxVfVaMG2cygoyXMcBACAmvFnVrJqWbn2BKTEAiGuD6xPbuvsdJwHgGqUYAOCw+kKeUv08KoBksHx7q2pbu/XZeWWuowAAEDN+s6xGhVlBXTx3gusoAIBjkJselMSkGABKMQDAEHpDEaUFmBQDksFjK+uUnerXx4/n0A8AAEmq39OtV95v1OdOL2N7AgDEucFJMUoxAJRiAIDD6gszKQYkg87ekJ5bt0uXnzxR6UEO/QAAkKRHltdKkq6dX+44CQDgWO0vxbopxYBkx0knAOCQrLX7SjEmxYCE9+e1O9UTiujq0ya5jgIAQEzoC0f0uxV1On/WeE3K565NAIh3QX+KMoI+tTEpBiQ9SjEAwCH1hT1JYlIMSAKPr6rXjOIsnVyW5zoKAAAx4S/rd6l5b7++eNZk11EAACMkLz2gNibFgKTHSScA4JAGSzHuFAMSW9XuvVpVs0dXz5skY4zrOAAAxISH3q7R5HEZWjS90HUUAMAIyUkPcKcYAEoxAMCh9YUikpgUAxLd71fVy5didNUprE4EAECSNu3s0Irte/SFMyYrJYUXRgAgUeRlBNTe0+86BgDHOOkEABwS6xOBxBeOePrD6nqdd1yxirJTXccBACAmPPR2jVL9KfoMd20CQELJZVIMgCjFAACH0TswKcb6RCBxvb6lSU2dffrsPA79AACQpI7ekP747g5dftJE5WcGXccBAIygvPQgd4oBcFOKGWMKjDEvGmMqB/47/xCfKTPGvGqM2WSM2WCM+aaLrACQrJgUAxLf4yvrVZgV1Hmzil1HAQAgJvxx9Q5190f0xTMnu44CABhhuRlMigFwNyn2bUkvW2tnSHp54OuDhSX9jbV2tqQzJX3NGDNnDDMCQFJjUgxIbC17+/TSpkZddUqpAj7KbwAArLX6zds1OnFSrk4qy3MdBwAwwnLTA+oLe/vPOwAkJ1cnIFdIenDg1w9KuvLgD1hrd1prVw/8ulPSJkmlYxUQAJIdk2JAYnvqvQaFPaur55W5jgIAQEx4u7pVVbv36gtMiQFAQspND0gS02JAknN10jneWrtT2ld+SRpyZ48xpkLSKZLeGf1oAACJSTEg0T3xbr1OnJSrmeOzXUcBACAmPPR2jXLTA7r8xImuowAARkFexr5SjHvFgOTmH62/2BjzkqQJh/ijf4ry78mS9AdJ37LWdgzxuVsk3SJJ5eXl0fxPAAAOYf+kWIBJMSDRbGns1PodHfre5WymBgBAkho7evX8hl360oIKpQd5KQwAEhGTYgCkUSzFrLUXHu7PjDGNxpgSa+1OY0yJpN2H+VxA+wqx31prnzjC/969ku6VpHnz5tmjTw4AkKS+8MCkmJ9DASDRPLF6h/wpRpefxJvwAABI0qPL6xT2rD7P6kQASFh56UFJUlt3v+MkAFxy9fr/05JuGPj1DZKeOvgDxhgj6VeSNllr/3sMswEAJPWGmBQDElHEs3ry3R1afFyRCrNSXccBAMC5UMTTw8trdM7MIk0pzHQdBwAwSgYnxdqYFAOSmquTzn+VdJExplLSRQNfyxgz0Rjz7MBnzpb0RUnnG2PeG/jPpW7iAkDy6Ru4UyyVSTEgoSzb2qJdHb266pRJrqMAABATXt7UqMaOPn2RKTEASGi5A3eKdVCKAUlt1NYnDsVa2yLpgkP8foOkSwd+/ZYkM8bRAAADegfuFEtjUgxIKE+8W6/sNL8umF3sOgoAADHhN2/XqDQvXefP4tkIAIksO9WvFCO1dVOKAcmMk04AwCH1Da5PZFIMSBhdfWH9Zf0uXXbiRKUF+P9tAAC2NXdpSVWLrjm9TL4U3ssFgESWkmKUkx5QO5NiQFKjFAMAHFJvOKKAz3A4ACSQ5zfsUnd/RJ86tdR1FAAAYsIjy2vlSzH63OllrqMAAMZAXnqAO8WAJEcpBgA4pL6Qx5QYkGCeWL1DZQXpmjc533UUAACc6wtH9PjKOl00e7yKc9JcxwEAjIFcJsWApEcpBgA4pL5whPvEgASyq71XS7Y261OnTJIxTIACAPCX9bu0pzukz59Z7joKAGCM5GYE1d7d7zoGAIc47QQAHFIvk2JAQnnyvR2yVqxOBABgwG/fqdXkcRk6e1qh6ygAgDGSy/pEIOlRigEADqkvHFGqn8cEkAistXpidb1Om5yvyeMyXccBAMC5ysZOLd/WqmvnlyuFO3QBIGnkpvvV2Rt2HQOAQ5x2AgAOqTfkKTXApBiQCDY0dGhL416mxAAAGPDw8loFfEZXnzbJdRQAwBjKTguooycka63rKAAcoRQDABwSk2JA4nhi9Q4FfSm67ISJrqMAAOBcbyiiP6yq18VzSzQuK9V1HADAGMpJCyjsWfWEIq6jAHCE004AwCH1hTylBXhMAPEuHPH09JodumB2sXIzAq7jAADg3DNrd6qjN6zPn1HuOgoAYIzlpPslSR09rFAEkhWnnQCAQ+oNR5TqZ30iEO/erGxW895+fepU1kMBACBJv32nRtOKMnXGlALXUQAAYywnbd+Lgh29IcdJALhCKQYAOKTeUETp3CkGxL0/rK5XQWZQ584sch0FAADnNjZ06N3aNl13xmQZY1zHAQCMsZz0faVYJ6UYkLQoxQAAh9TL+kQg7rX3hPTCxkZdfmKJgtwRCACAHl5eo6A/RZ8+tdR1FACAAzlprE8Ekh2nIwCAQ+oNRZTGpBgQ155bt1P9YY/ViQAASOrqC+vJdxt02YklyssIuo4DAHBgcFKM9YlA8qIUAwAcEqUYEP+eeHeHphVl6sRJua6jAADg3NNrGrS3L6zPn1HuOgoAwJHs/ZNilGJAsqIUAwAcUm/IUyrrE4G4VdfareXbWvWpUydxZwoAAJIefqdWsyZk69TyfNdRAACO5KQNToqxPhFIVpx2AgA+IuJZ9Uc8pTMpBsStP767Q5J05SncmQIAwNr6Nq3b0a7rzijnZREASGJpAZ+C/hQmxYAkRikGAPiIvnBEklifCMQpa63++O4OnTV1nErz0l3HAQDAuYffqVV6wMfLIgAA5aQFuFMMSGKUYgCAj+gNeZKkND+PCSAerdvRrm3NXbrylImuowAA4FxHb0hPr2nQJ0+auH9tFgAgeeWk+1mfCCQxTjsBAB/RG2JSDIhnT73XoKAvRRfPLXEdBQAA5556d4e6+yP6/JnlrqMAAGJATlqA9YlAEqMUAwB8RA+lGBC3Ip7Vn9Y06LxZRcpN5214AEBys9bqt+/Uam5pjk6clOc6DgAgBuSkB5gUA5IYpRgA4COYFAPi1zvVLdrd2acrTubOFAAAVte26f1dnfr8GZNdRwEAxIicNL86mRQDkhalGADgI/bfKRbgMQHEm6fea1BWql/nzyp2HQUAAOcefqdWWal+ffIk7tkEAOyTnRZQRy+lGJCsOO0EAHxEH5NiQFzqC0f07Pqd+vjxE/j/XwBA0mvvDumZtQ268pSJykz1u44DAIgROel+dfSwPhFIVpRiAICP4E4xID69trlJnb1hffJk3oYHAOAPq+vVF/Z03XxWJwIAPpCTFlB/xNt/dQSA5EIpBgD4CNYnAvHp6fcaNC4zqLOnjXMdBQAAp6y1enh5rU4uy9OciTmu4wAAYkhOekCSWKEIJClOOwEAHzH4tlQ6k2JA3OjsDemlTY267MQS+X18iwcASG6ravaoavdeXTe/3HUUAECMyUnbt1KXFYpAcuLEBADwEb1h1icC8eaFDY3qC3v65MmlrqMAAODcoyvqlJXq1ydOLHEdBQAQY5gUA5IbpRgA4CP2r0/0U4oB8eKpNQ2alJ+uU8vzXEcBAMCpjt6QnlnboMtPmqjMVL/rOACAGJOTNlCK9VCKAcmIUgwA8BGD6xNTuVMMiAvNe/u0pKpZV5w8UcYY13EAAHDqqfca1BvydO38MtdRAAAxKDd9YH1iL+sTgWTEaScA4CN6QxEZI6X6eUwA8eDZdTsV8ayuYHUiAAB6dHmt5pTk6ITSXNdRAAAxKJtJMSCpcdoJAPiI3lBEaX4fEydAnHjqvQbNmpCtmeOzXUcBAMCp9TvataGhQ9fML+N7WQDAIQ2uT+xkUgxISpRiAICP6A15SmN1IhAX6lq7tapmD1NiAABIemR5rdICKTwXAQCHlRZIUcBn1NHLpBiQjDjxBAB8RG8oorSAz3UMAMPw9JoGSdLlJ5U4TgIAgFvd/WE99V6DLj2hRLnpAddxAAAxyhijnLQA6xOBJEUpBgD4iB5KMfx/9v47PM77vPP9P/fMYAaYAUAA7J0UJYoS1ZtlW7Zs2bIlF9leOy5JNnXjZE96zp6Nz2Y3ZbPX2U02yW/3ZLObeHPin0/WiRPHTS6RJavZimRLogrF3juI3mYG07/njxlAlMQCkhh853me9+u6cJEoET9JZAN8PnPfNwLjwZdO6bb1vVrTm/YdBQAAr765vV/ZYkWfumOd7ygAgBbX3dGmSdYnApFEKQYAeINCuaZUgm8RQKvbc3pSewem9KGbVvmOAgCAd3/33HFtWprRbet7fUcBALS47vYEk2JARPHEEwDwBsVKVR1JJsWAVvf1l04pHjO973pWJwIAom3fwJS2HR3TJ29fJzPzHQcA0OLqk2KUYkAUUYoBAN6gUK6qPUEpBrSyWs3pwZdO6W1XLdHizpTvOAAAePXFZ4+rLW76Z7es9h0FABAAXUyKAZFFKQYAeINCuab2Nr5FAK3shWNjOjk+zepEAEDkFcpVfeXFE3rP1hW8UAQAMCfd7W2a4qYYEEk88QQAvMF0uar2NibFgFb29ZdOqb0tpnuvXeE7CgAAXj28a0Dj+bI+efta31EAAAHB+kQguijFAABvUKAUA1pauVrTt17p17uvWa7OVMJ3HAAAvPris8e0tq9Db920xHcUAEBAdLcnVCjXVKxUfUcBsMAoxQAAb1Bfn0gpBrSqpw+OaDRX0gM3sjoRABBtR0dyevrgiD5x21rFYuY7DgAgILo72iSJFYpABFGKAQDeoFiuclMMaGHf2n5KXamE3r55qe8oAAB49cXnjitm0sduZXUiAGDuutvrpdjkNCsUgajhiScA4A0KFdYnAq2qVKnpoR2nde+1y/nPKQAg0srVmv5h2wnds2WZVixq9x0HABAg3R31NfSTTIoBkUMpBgB4jUq1pnLVqT3Bw3agFf3TgWFNFir6wI0rfUcBAMCrx/YMamiqqE/evs53FABAwMxMik0VmBQDooZSDADwGoVKTZJYnwi0qG9u71dXe0J3XcnqRABAtH3x2WNa3p3SO67meyIA4OJ0za5PZFIMiBqeeAIAXmO6VJUkpZNMigGtplip6uFdp/XerSuUTPBjHAAguk6NT+vJfUP6kVvXKhHneyIA4OK8uj6RSTEgavjJEQDwGoVyvRTjVhHQer6/b1hThYrefwOrEwEA0fal50+o5qRP3L7WdxQAQAB1z06KUYoBUUMpBgB4jelGKdbBpBjQcr71Sr8WdbTprZuW+I4CAIA31ZrT3z9/XG+7aonW9qV9xwEABFA6GVc8ZkyKARFEKQYAeI2Z9YkdTIoBLaVQruqRXQO6j9WJAICI+/7+IZ0cn2ZKDABwycxM3e0JbooBEcQTFQDAa8xOilGKAS3le/uGlC2yOhEAgC89f0K96Tbde+1y31EAAAHW3dHGpBgQQZRiAIDXmCnF2lmfCLSUb73Sr950m968abHvKAAAeDOaK+nhXaf1kZvXKJXg51UAwKXrbm/TVIFJMSBqKMUAAK9RYH0i0HIK5aq+u2tA9123Qm1xfnwDAETX1186qXLV6UduW+M7CgAg4Lo7EpqcZlIMiBqeqgAAXoP1iUDreWLvoHKlqt5//SrfUQAA8MY5p7977riuX71I16zs9h0HABBwXSnWJwJRRCkGAHiN2VKM9YlAy/jm9n4tziR15xV9vqMAAODNzlOT2nN6Sh9nSgwAMA/qk2KsTwSihlIMAPAa0431ie1MigEtYbpU1aO7B3XfdSuUYHUiACDC/v7540omYnrgxtW+owAAQqC7nUkxIIp4sgIAeI0C6xOBlvL43kFNl6t6/w0rfUcBAMCbQrmqr714UvdtXaFF6TbfcQAAIdDd0aZ8qapyteY7CoAFRCkGAHiN6XJV8ZipLW6+owCQ9M3tp7SkM6k3bVzsOwoAAN48vGtAk4WKPn7bWt9RAAAh0d2ekCRNFVihCEQJpRgA4DWmSzV1tMVlRikG+JYrVvTYnkHdf91KxWP8ZxIAEF1fev64Vvd06C2beJEIAGB+dHfUJ4+nWKEIRAqlGADgNabLVe6JAS3isT2DKpRr+gCrEwEAEXZyfFpPHRjWx25doxgvEgEAzJOu9nopNjFNKQZECaUYAOA1CuWqOpJ8ewBawbe292tZV0q3bejzHQUAAG++vO2EnJM+dusa31EAACHS1VifmGV9IhApPPUEALzGdKmqDibFAO+yxYoe3zuo913P6kQAQHTVak5f2nZcb71ysdb2pX3HAQCEyEwpNlWkFAOihFIMAPAa02VKMaAVPLp7QMVKTe9ndSIAIMJ+cHhEx0en9fHb1vqOAgAIma7UzE0xSjEgSijFAACvwU0xoDV8c3u/VnS369Z1vb6jAADgzZeeP6Gu9oTeu3WF7ygAgJCZnRQrcFMMiBJKMQDAa9RvilGKAT5NFcp6cu+Q3nf9SsVYnQgAiKjJQlnffqVfH7ppFS/aAgDMu05uigGRRCkGAHgNbooB/j26e1Clak3vv4FXxQMAousbL59SsVJjdSIAoCna4jG1t8W4KQZEDKUYAOA1uCkG+PfQjtNa3p3SzWtZnQgAiK6/f/6Etqzo0vWrF/mOAgAIqc5UGzfFgIihFAMAvEahXFU76xMBb/Klip7YN6j3bl3B6kQAQGTtPT2ll4+P60duWyszvh8CAJqjuz3BTTEgYijFAACvwfpEwK/v7RtSoVzTfVtZnQgAiK4vPX9cbXHTh29a5TsKACDEOtsTyrI+EYgUSjEAwCznHOsTAc/+ccdp9abbdMfGPt9RAADwolSp6asvntS7r1muxZ0p33EAACHW1Z5gfSIQMZRiAIBZpWpNNSd1sD4R8KJYqeqx3YO699rlSsT5MQ0AEE2P7RnUSK6kj9+21ncUAEDIdaYSylKKAZHC0xYAwKxCqSZJamdSDPDi6QMjmipWdP91K31HAQDAmy89f1zLu1N621VLfEcBAIRcV3sbN8WAiKEUAwDMmi5XJYn1iYAnD+04ra5UQm+5crHvKAAAeDEwWdDjewf10VvWMDUNAGi6zlRCU9wUAyKFnzABALNmS7Ek3x6AhVap1vTwrtO655plSiUopgEA0fSVF06q5qQfYXUiAGABdLcnlC1WVKs531EALBCeegIAZk2XmBQDfHn28KjG8mXdt3WF7ygAAHjhnNM/bDuu2zf0auOSjO84AIAI6GxPyDkp33iRMIDwoxQDAMyamRTjphiw8B7aeVrtbTHdffVS31EAAPDipePjOjiU00dvWeM7CgAgIrra2ySJu2JAhFCKAQBmFbgpBnhRqzk9tOO03rF5mdLJhO84AAB48eUXTiiViOl9N6z0HQUAEBGdqfrfv7IF7ooBUUEpBgCYNbs+MUkpBiykF4+Pa3CqqPuuY3UiACCaipWqvvFyv967dYW6G6/aBwCg2bra66XYJKUYEBmUYgCAWdNMigFePLSjX21x0z3XLPMdBQAALx7dPaiJ6bI+eiurEwEAC2emFGN9IhAdlGIAgFncFAMWnnNOD+08rbdeuYRXxgMAIuvL205oeXdKd125xHcUAECEzNwUyxaZFAOiglIMADCL9YnAwtt5alLHR6d1P6sTAQARNTRV1BP7hvThm1crHjPfcQAAETJzU2yK9YlAZFCKAQBmzUyKpSnFgAXznZ2nFTPp3dcs9x0FAAAvvv7SSVVrTh+7hdWJAICFNbM+MUspBkQGpRgAYFa+MSnWnqAUAxbKP+44rTdtXKzFnSnfUQAA8OLLL5zUDWsW6arlXb6jAAAiJpNMyIybYkCUUIoBAGZNlyrqaIsrxtoaYEEcGJzSgcGs7mN1IgAgonadmtTu/kl97FamxAAACy8WM3UmE5riphgQGZRiAIBZ+VKVe2LAAnpox2lJ0nu3UooBAKLpyy+cUFvc9MEbVvmOAgCIqM72BDfFgAihFAMAzJouVdXRRikGLJR/3HFat6zr0YpF7b6jAACw4MrVmr7+0km9a8ty9WaSvuMAACKqqz3BTTEgQijFAACzpstVpZkUAxbE8dG8dp6aZHUiACCyvrdvSMPZkj7K6kQAgEdd7W2aKnJTDIgKSjEAwKx8iVIMWCgzqxPv27rScxIAAPz48gsntDiT1DuuXuo7CgAgwjpTTIoBUUIpBgCYNV2qqp31icCCeGjnaV27slvrFqd9RwEAYMGN50v67q5BPXDTKrXFeTQBAPCni5tiQKTwkycAYFa+XGFSDFgAg1MFvXBsjNWJAIDI+sb2fpWqNX30FlYnAgD86mpPaKpIKQZEBaUYAGDWdKmqdDLhOwYQeo/uHpRz0nu2LvcdBQAAL7687YS2rOjS1lXdvqMAACKuq71NUwVuigFRQSkGAJg1Xaqqg0kxoOke2TWgtX0dunp5l+8oAAAsuINDWb10fFwfvWWNzMx3HABAxHWmEiqUaypXa76jAFgAlGIAgFn5cpX1iUCT5YoVPXVgWPdes4IHgQCASPrythOKx0wfunmV7ygAAKirvb4xJ8tdMSASKMUAALPypao62ijFgGb6/v4hlSo13XstqxMBANFTrTl99cWTevtVS7Ssq913HAAA1JlqlGLcFQMigVIMACCp/oCiVKmxPhFosod3DWhRR5tu39DrOwoAAAvumYMj6p8o6KO3rvEdBQAASfWbYpI0yV0xIBIoxQAAkqTpclWSWJ8INFGlWtNjewZ1z5ZlSsT5MQwAED1ffuGEutsTevc1TEwDAFrDzPrEKdYnApHA0xgAgCQpX6r/8NeRTHhOAoTX80fHNJ4vszoRABBJ2WJFD+04rQ/cuErtrOwGALQIbooB0UIpBgCQJE2XGpNiPKAAmuaRXQNKxmN6++alvqMAALDgvv1Kv6bLVX30FlYnAgBax8xNsaki6xOBKKAUAwBIkvKNUoybYkBzOOf0yK4BveXKxbN/6QIAIEq++sJJbVyS0S3renxHAQBg1sxNMSbFgGigFAMASKIUA5pt30BWx0bzrE4EAETSqfFp/eDwiD5y82qZme84AADMmlmfOEkpBkQCpRgAQJJUKLM+EWimR3adliS9+xpKMQBA9Dz48ik5J334ptW+owAA8BqpRExtcVO2SCkGRAGlGABA0quTYukka92AZnhk14BuXNuj5d3tvqMAALDgvvbiSd26vlfrFqd9RwEA4DXMTJ2phKYK3BQDooBSDAAgScqX6q+I6kjyrQGYbwOTBb18YkLvYXUiACCCdvdPas/pKX34ZqbEAACtqau9jZtiQETw5BMAIEmanr0pxqQYMN8e2TUgSdwTAwBE0tdePKlEzPSB61f6jgIAwFnVJ8UoxYAooBQDAEg6Y30iN8WAeffIrgGtX5zWVcs6fUcBAGBBVWtOX3/plN5x9TL1ZpK+4wAAcFZd7QlNcVMMiARKMQCAJGm6PDMpRikGzKdssaJnDo7o3muWy8x8xwEAYEH98NCITk8W9BFWJwIAWlhXO5NiQFRQigEAJNXXJ8ZMSiX41gDMpyf3DqlUrbE6EQAQSV998aS6Ugm965plvqMAAHBOXe1tyhbLvmMAWAA8+QQASKqvT+xoizPJAsyzR3adVm+6Tbeu7/UdBQCABVUoV/WPO07r/utXqJ0V3QCAFsZNMSA6KMUAAJKk6XJFHcmE7xhAqJSrNT22Z1D3bFmuRJwfuwAA0fLd3QPKFiv6MKsTAQAtrqs9oWyhIuec7ygAmoynMwAASfX1iWnuiQHz6rnDo5osVFidCACIpK+9eFIrF7Xrzo2LfUcBAOC8OtsTqtScCuWa7ygAmoxSDAAgqb4+kVIMmF8P7xpQKhHT2zcv8R0FAIAFNZor6Ym9Q3rgplWKxVjPDQBobV3tbZKkKe6KAaFHKQYAkCRNl6vqoBS7ZGZ2n5ntNbMDZvaZs3z+Q2a23cxeMrPnzewuHzmxcJxzemTXgO66conSrCYFAETMt7afUqXm9BFWJwIAAqArVf87G3fFgPCjFAMASKpPinVwAP2SmFlc0p9Jul/StZI+ZWbXvu7LHpV0o3PuJkk/I+kvFzQkFtzu/imdHJ9mdSIAIJK++uJJbVnRpS0run1HAQDggrraKcWAqKAUAwBIYn3iZbpD0gHn3CHnXEnSFyV96MwvcM5l3asXezOSuN4bct/dPSAz6V3XUIoBAKLlyHBOLxwbZ0oMABAYnY1JsSylGBB6lGIAAElSoVxVByveLtVqScfPeP9E42OvYWYfMbM9kr6l+rQYQuzRPYO6cU2PlnalfEcBAGBBfe2lkzKTHrhple8oAADMyexNsQI3xYCwoxQDAEiS8qWK0qxPvFRnux7/hkkw59xXnXNbJH1Y0u+f9R9k9unGzbHnh4aG5jclFszQVFHbT4zrni3LfEcBAGBBOef0tRdP6s1XLNbKRR2+4wAAMCez6xOLTIoBYUcpBgCQJOWLVaVTlGKX6ISktWe8v0bSqXN9sXPue5I2mdmSs3zus86525xzty1dunT+k2JBPLF3UM6JUgwAEDkvHR/XkZG8PszqRABAgHBTDIgOSjEAgJxzypUqyrA+8VI9J+kqM9toZklJn5T04JlfYGZXmpk1fn+LpKSkkQVPigXx+N5BLe9Oaeuqbt9RAABYUF978aRSiZjuu26F7ygAAMxZhptiQGTw9BMAoGKlppqTOpJMil0K51zFzH5J0nckxSX9lXNup5n9QuPzfy7po5J+wszKkqYlfcI594YViwi+UqWm7+0b1gdvXKlGDwoAQCSUqzV9Y3u/3n3tcnU3brMAABAEbfGYOtri3BQDIoBSDACgfKkqScpQil0y59y3JX37dR/78zN+/weS/mChc2HhPX9kVNliRe+8mtWJAIBo+f7+IY3mSvrITaxOBAAET2d7QrkSk2JA2LE+EQCgXOOQbJr1icBle3TPoJKJmN565RtOxgEAEGpfffGUetNtevtm7qICAIKnM5XgphgQAZRiAABNl+uTYukUk2LA5Xp8z6DuvGLx7E56AACiIFus6JFdp/WBG1YpmeBRAwAgeDpTidkXDQMIL35SBQDM/tCXYVIMuCyHh3M6NJzTu7awOhEAEC0P7zytQrmmD920yncUAAAuSSYVV5ZSDAg9SjEAgKYbN8U6uCkGXJbH9gxKku6hFAMARMyDL5/S6p4O3bKu13cUAAAuSWeqTdli1XcMAE1GKQYAUK5RijEpBlyex/YM6KplnVrbl/YdBQCABTOaK+mp/cP6wI0rFYuZ7zgAAFySzlRc2WLZdwwATUYpBgBQvlRfD8CkGHDppgplPXt4lCkxAEDkfPuVflVqTg/cyOpEAEBwdbYnlGNSDAg9SjEAgPIzk2IpSjHgUj21f1jlqqMUAwBEzoMvn9KmpRldu7LbdxQAAC5ZJpVQtsBNMSDsKMUAAMo1DsmmWZ8IXLLH9gyquz2hW9dzSwUAEB39E9N67sioHrhxtcxYnQgACK6uVEKlak2lSs13FABNRCkGANB0Y1IszfpE4JLUak6P7x3U3VcvUyLOj1cAgOj45sv9ck564CZWJwIAgi2Tqr9QeOaFwwDCiac2AADlSlUl4zG18TAfuCSvnJzQcLake7Ys9R0FAIAF9eDLp3T96kXauCTjOwoAAJels1GKZSnFgFDj6ScAQPlSRWnuiQGX7NE9g4qZdPdm7okBAKLj8HBOr5yc0AM3MiUGAAg+SjEgGijFAADKl6pKt1GKAZfq8T2Dunldr/oySd9RAABYMN94+ZTMpA/cuNJ3FAAALltnO6UYEAWUYgCAxqRYwncMIJAGJwt65eSE7tnClBgAIDqcc3rw5VO6fUOfVi7q8B0HAIDLlmFSDIgESjEAgHLFqtJJJsWAS/H43kFJohQDAETK7v4pHRjMsjoRABAaXTOlWIFSDAgzSjEAgKZLlGLApXp096BWLmrXlhVdvqMAALBgHnz5lOIx0/uuZ3UiACAcZibFckyKAaFGKQYAUK5UUSbJ+kTgYhUrVT11YFj3bFkmM/MdBwCABeGc0zdePqW7rlzCPU0AQGhwUwyIBkoxAICmS1V1MCkGXLQfHhpVvlRldSIAIFJeODamk+PTrE4EAITKzIuFKcWAcKMUAwAwKQZcosf2DCqViOktm5b4jgIAwIJ58KVTSiVies/W5b6jAAAwb+IxUzoZ56YYEHKUYgAA5YtMigGX4sl9Q3rzpsX85wcAEBmVak3feqVf92xZpq72Nt9xAACYV5lUQrkSpRgQZpRiABBxzjnly1VlUjzUBy7G0ZGcDg/n9I7NS31HAQBgwTxzaETD2RKrEwEAodSVSmiKSTEg1CjFACDiipWaqjWnNOsTgYvyvX1DkqS7r+aeGAAgOh586ZQ6Uwm9k3uaAIAQyqQSynFTDAg1SjEAiLjpUlWSlGb9G3BRntw3pHV9aW1YnPYdBQCABVGsVPXQztN6z9blam/jZ0cAQPh0phLKUooBoUYpBgARN7MrO8OkGDBnxUpVTx8c0d2bl8rMfMcBAGBBPLF3SFOFCqsTAQChlUkllC1WfccA0ESUYgAQcfnGpFgHk2LAnG07MqZ8qaq7uScGAIiQB18+pb5MUm+9convKAAANEVXe0LZYtl3DABNRCkGABE3U4plUpRiwFw9uW9IbXHTmzct9h0FAIAFkStW9OjuAb3v+hVqi/MoAQAQTplUXDkmxYBQ4ydZAIi4fGNXdpr1icCcPblvSLdv6FMmxX9uAADR8N3dAyqUa3rgxtW+owAA0DSdqTZlC9wUA8KMUgwAIm5mUizN+kRgTvonprXn9BSrEwEAkfLN7f1a0d2u29b3+o4CAEDTdKbiKlVrKlaYFgPCilIMACIuV2JSDLgY39s3JEm6+2pKMQBANEwVynpy35Duv36FYjHzHQcAgKbpbGwDYYUiEF6UYgAQcdwUAy7Ok/uGtLw7pauXd/mOAgDAgnh096BKlZo+cMNK31EAAGiqzGwpxgpFIKwoxQAg4mbXJ7YxKQZcSKVa0/f3D+vuzUtlxivlAQDRMLM68ea1rE4EAIRbV3v92cgUd8WA0KIUA4CIm3n1U5pJMeCCXjo+rqlCRXdvXuY7CgAAC2KyUNb39g3pfdevZHUiACD0ZifFSpRiQFhRigFAxOVKFSUTMbXF+ZYAXMiT+4YUM+muK5f4jgIAwIL47q4Blao1vZ/ViQCACJi5KZZlUgwILZ6AAkDE5YoVZZJMiQFz8eS+Id2yrleL0m2+owAAsCC+/Uq/Vi1q181re3xHAQCg6WZLMW6KAaFFKQYAEZcvVmfXAwA4t+FsUdtPTOjuzUt9RwEAYEFMTJf1vX3Dup/ViQCAiOhspxQDwo5SDAAiLleqKJOkFAMu5Kn9w5Kku6+mFAMARAOrEwEAUTN7U4xSDAgtSjEAiLhcsap0ivWJwIU8uW9IfZmkrlu1yHcUAAAWxLde6dfqng5WJwIAImPmRcNT3BQDQotSDAAiLleqzO7MBnB2tZrT9/YN6e1XLWF9FAAgEiamy/r+/iG97/oVMuN7HwAgGuIxUzoZZ1IMCDFKMQCIuFyxonSSSTHgfHaemtRIrsTqRABAZDyya0DlqtP7rmd1IgAgWjpTCW6KASFGKQYAEZcrVmd3ZgM4uyf3DUqS3nYVpRgAIBq+tf2UVvd06CZWJwIAIoZSDAg3SjEAiLh8qTK7MxvA2T25b0jXr16kJZ0p31EAAGi6iXxZTx0Y1vtvWMnqRABA5HS2J1ifCIQYpRgARByTYsD5TUyX9cKxcd29mSkxAEA0PLzrtMpVp/ezOhEAEEGZJJNiQJhRigFAhJUqNZWqNWW4KQac0z8dGFa15rgnBgCIjG+90q81vR26Yc0i31EAAFhwne0JZYtV3zEANAmlGABEWL5Uf+VTmkkx4Jye3DukrlRCN3NTBQAQAeP5kp7aP6z3X8/qRABANNVvipV9xwDQJJRiABBhuVL9lU+dKSbFgLNxzumpA8N6y5WLlYjzYxMAIPwe3jWgSs3p/TewOhEAEE2dqYRyTIoBocXTHQCIsJnDsekkk2LA2RwZyevk+LTuuorViQCAaPjW9n6t7evQ9atZnQgAiKZMKqFsgZtiQFhRigFAhM2UYp2sTwTO6qn9Q5Kku65c4jkJAADNN5Yr6Z8ODOt9rE4EAERYV3tCpWpNxQrTYkAYUYoBQITlG+sT00nWJwJn8/39w1rd06ENi9O+owAA0HQP7zqtSs3pA9ev8h0FAABvMo1nJKxQBMKJUgwAIizbmBTLMCkGvEGlWtMzh0b0tquW8Gp5AEAkfOuV01rXl9Z1q7t9RwEAwJvO9jZJr27XARAulGIAEGH5EqUYcC7bT05oqlDRW1mdCACIgJnVie+/gdWJAIBo60zVJ8WmuCsGhBKlGABEWLaxCiDD+kTgDZ7aPywzUYoBACLh4V2nVa05vf/6lb6jAADgVWeqMSlWohQDwohSDAAiLM/6ROCcnjowrK2rutWXSfqOAgBA0z2047TW9HZo6ypWJwIAoi3TmBTLMikGhBKlGABE2Mx+7I42JsWAM+WKFb14bIwpMQCRZGb3mdleMztgZp85y+d/zMy2N96eNrMbfeTE/JkslPXUgWHdt3UFqxMBAJHX1V5/4XCWm2JAKFGKAUCE5UpVZZJxxWI8/ADO9MPDIypXnd525VLfUQBgQZlZXNKfSbpf0rWSPmVm177uyw5Luts5d4Ok35f02YVNifn2+J5BlatO91+/wncUAAC8m9mmQykGhBOlGABEWL5UUZrVicAbPLV/RKlETLdt6PUdBQAW2h2SDjjnDjnnSpK+KOlDZ36Bc+5p59xY490fSFqzwBkxzx7acVrLulK6eS3f9wAA6Gw8J8lRigGhRCkGABGWLVZnf9gD8KqnDgzpjo19ame1KIDoWS3p+Bnvn2h87Fx+VtI/NjURmmq6VNUTe4f03q0r2B4AAICkTLL+nGSKm2JAKFGKAUCE5YsVpZM89AfONDhZ0L6BLPfEAETV2VoRd9YvNHun6qXYb57j8582s+fN7PmhoaF5jIj59OS+IU2Xq7rvOlYnAgiXC93IbHzNO8zsJTPbaWZPLnRGtKZYzJRJxpkUA0KKUgwAIixbrMy+AgpA3VMHhiVJd1GKAYimE5LWnvH+GkmnXv9FZnaDpL+U9CHn3MjZ/kHOuc86525zzt22dCk3GlvVQzv61ZNu05s29vmOAgDzZi43Ms2sR9J/l/SAc26rpB9Z6JxoXZlUgptiQEhRigFAhOVLVWVSTIoBZ3pq/7D6Mkldu7LbdxQA8OE5SVeZ2UYzS0r6pKQHz/wCM1sn6SuS/rlzbp+HjJgnpUpNj+4e1L3XLFcizuMBAKFywRuZkn5U0lecc8ckyTk3uMAZ0cI62ynFgLDip14AiLBcsaI0N8WAWc45PXVgWG/ZtJi7KgAiyTlXkfRLkr4jabekv3fO7TSzXzCzX2h82W9LWizpvzdWTj3vKS4u0z8dHNZUsaL7r2d1IoDQmcuNzM2Ses3sCTPbZmY/sWDp0PI6mRQDQosnoQAQYblSRZ2sTwRm7R/ManCqqLddxepEANHlnPu2pG+/7mN/fsbv/4Wkf7HQuTD/vrPjtDpTCe5oAgijudzITEi6VdK7JHVIesbMfnC2KWgz+7SkT0vSunXr5jkqWlFnKsFNMSCkmBQDgAjLF6tKsz4RmPX9/Y17Yldx+wYAEG6Vak0P7xrQPVuWKZXg50EAoTOXG5knJD3knMs554YlfU/SjWf7h3EnM3oyqYSmCpRiQBhRigFARDnnlCtVlGFSDJj1TweGtXFJRqt7OnxHAQCgqZ47MqbRXEn3XcfqRAChdMEbmZK+LultZpYws7SkN6m+OhhQF+sTgdDiSSgARFShXFPN1V/9BEAqVWr6waERffSWNb6jAADQdN/ZeVqpREx3b2biAUD4OOcqZjZzIzMu6a9mbmQ2Pv/nzrndZvaQpO2SapL+0jm3w19qtJJMKqF8qeo7BoAm4EkoAETUzCueMqxPBCRJLx4bU75U1V3cEwMAhFyt5vTQjtO6e/NSXiAFILQudCOz8f5/lvSfFzIXgiGdijMpBoQU6xMBIKJmDsayPhGo+6cDw4qZdOcVi31HAQCgqV4+Ma7TkwVWJwIAcA6dyYRKlZrK1ZrvKADmGaUYAETUq5NilGKAJH3/wLBuXNujRR1tvqMAANBUD+04rUTM9K5rlvuOAgBAS5p5VpIvskIRCBtKMQCIqJlJsU5KMUAT02W9fHxcb7uS1YkAgHBzzumhnaf1liuX8EIQAADOYebURLbECkUgbCjFACCico0f7DrbKcWAHxwaUc1Jb6UUAwCE3O7+KR0dyet+VicCAHBOM5NiOe6KAaFDKQYAETVVmJkUi3tOAvj3zMERdbTFdfO6Xt9RAABoqod2nlbMpHuvZXUiAADnMlOKZSnFgNChFAOAiMo19mJzUwyol2K3behVMsGPRgCAcPvOjtO6fUOflnSmfEcBAKBldXJTDAgtnvwAQETNrACgFEPUDWeL2jswpTdvWuw7CgAATXVoKKu9A1O6j9WJAACcVzrZuCnGpBgQOpRiABBRMz/YZZKUYoi2HxwakSS9+QpKMQBAuD2087Qk6b1bKcUAADifTm6KAaFFKQYAEZUtVpROxhWPme8ogFfPHBxRZyqh61cv8h0FAICmemjHad24tkerejp8RwEAoKXNbNXJlSjFgLChFAOAiMoVK6xOBCQ9c2hEd2zsUyLOj0UAgPDqn5jW9hMTeu/W5b6jAADQ8l6dFOOmGBA2PP0BgIjKFiuzP+QBUTUwWdChoRyrEwEAoffdXQOSpPdcSykGAMCFpBIxxYz1iUAYUYoBQETlKMUAPXOwcU9sE6UYACDcHt41oI1LMtq0tNN3FAAAWp6ZKZNKzN5jBxAelGIAEFHZYkWZVNx3DMCrZw6OaFFHm65d2e07CgAATTNZKOsHh0Z077XLZcY9WQAA5qIzlWBSDAghSjEAiKhsscqkGCLv6UPDetPGPsViPCAEAITXk3uHVK463cvqRAAA5iyTSihf4qYYEDZeSjEz6zOzR8xsf+PX3rN8TbuZPWtmL5vZTjP7PR9ZASCscsWKMpRiiLATY3kdH53WW1idCAAIuUd2DWhxJqlb1r3hr94AAOAcMsk46xOBEPI1KfYZSY86566S9Gjj/dcrSrrHOXejpJsk3Wdmdy5cRAAIN26KIepevSe2xHMSAACap1yt6fG9g7pnyzLFmYwGAGDOMqxPBELJVyn2IUmfb/z+85I+/PovcHXZxrttjTe3IOkAIAKmKMUQcc8cHNHiTFKbl3f6jgIAQNP88NCopgoVVicCAHCRMqkEk2JACPkqxZY75/olqfHrsrN9kZnFzewlSYOSHnHO/XDhIgJAeJWrNZUqNdYnIrKcc3rm0Iju3LRYZrxqHgAQXo/sOq32tpjedtVS31EAAAiUTDLOTTEghJr2NNTMvitpxVk+9Vtz/Wc456qSbjKzHklfNbPrnHM7zvHnfVrSpyVp3bp1Fx8YACJkZvyfUgxRdWQkr/6Jgt58BffEAADh5ZzTI7sG9LarlqojGfcdBwCAQGF9IhBOTXsa6px797k+Z2YDZrbSOddvZitVnwQ73z9r3MyekHSfpLOWYs65z0r6rCTddtttrFkEgPOYGf/vohRDRM3cE3vLJkoxAEB47Tw1qVMTBf3avZt9RwEAIHA6WZ8IhJKv9YkPSvrJxu9/UtLXX/8FZra0MSEmM+uQ9G5JexYqIACEWZZJMUTcM4dGtLw7pY1LMr6jAADQNA/vGlDMpHdtOevFAgAAcB6ZVELFSk2Vas13FADzyFcp9p8k3Wtm+yXd23hfZrbKzL7d+JqVkh43s+2SnlP9ptg3vaQFgJB5dX0ia3QQPc45PXNwRG++gntiAIBwe2TXgG5d36vFnSnfUQAACJx0Y/VwjrtiQKh4GRFwzo1IetdZPn5K0vsav98u6eYFjgYAkZAt1n+g62RSDBF0YDCr4WxRb9m0xHcUAACa5vhoXrv7J/Vv3rfFdxQAAAJp5plJrljRoo42z2kAzBdfk2IAAI9mJsU62ynFED3PHKrfE3sz98QAACH23d0DkqR7r13hOQkAAMGUOaMUAxAelGIAEEHZQmN9YpJSDNHz9IERrent0Nq+tO8oAAA0zSO7BnTlsk7uZwIAcIlmJsWylGJAqFCKAUAEzfxAx/pERE2t5vSDw/V7YgAAhNVEvqwfHh7Vvdcu9x0FAIDAmrkpluemGBAqlGIAEEEzo/8ZSjFEzJ7TUxrPl1mdCAAItcf3Dqpac5RiAABchgyTYkAoUYoBQARlSxUlEzElE3wbQLQ8fXBYEvfEAADh9siuAS3tSummNT2+owAAEFid3BQDQomnoQAQQdlChdWJiKQfHBrRxiUZrVzU4TsKAABNUaxU9cTeQb37mmWKxcx3HAAAAitDKQaEEqUYAERQrlhRJhX3HQNYULWa07OHR3XnFX2+owAA0DRPHxxRrlTVe65d4TsKAACBNvPcJMdNMSBUKMUAIIKyxaoySSbFEC17B6Y0Wajojo2UYgCA8Hpk14DSyTirggEAuEwdbXHFjEkxIGwoxQAggnLFirraKcUQLc8eHpUk3bGRh4QAgHCq1Zy+u2tAd29eqvY2tgIAAHA5zEyZZEJZSjEgVCjFACCCssXK7G5sICp+eHhEq3s6tLqHe2IAgHDacWpCg1NFvfua5b6jAAAQCulUnEkxIGQoxQAggnKUYogY5+r3xN7E6kQAQIg9untQZtI7tyzzHQUAgFDIpBLcFANChlIMACIoW6yok5tiiJBDwzkNZ0vcEwMAhNpjewZ1y7pe9WWSvqMAABAKnakEk2JAyFCKAUAEZbkphoh59Z4YpRgAIJwGJwt65eSE7mFKDACAeZNJUooBYUMpBgARU6055UtVdVKKIUKePTyqpV0pbVyS8R0FAICmeHzvoCRRigEAMI8yqbiyRdYnAmFCKQYAEZNtvMKpk5tiiJBnD4/qjo19MjPfUQAAaIpHdw9q1aJ2bVnR5TsKAAChkUkllC8xKQaECaUYAETMTCnG+kRExYmxvE6OT+tNrE4EAIRUsVLVUweG9c4ty3gBCAAA8yjDTTEgdCjFACBisoWZSbE2z0mAhcE9MQBA2P3w0KjyparedQ2rEwEAmE+dqcTsi4sBhAOlGABETLZYliRuiiEynj08qkUdbdq8jHVSAIBwemzPoNrbYnrLpiW+owAAECrpZFyFck2Vas13FADzhFIMACJmqsBNMUTLs4dHdfuGPsVirJMCAISPc06P7hnQWzYtUXtb3HccAABCZebZSb5c9ZwEwHyhFAOAiJkpxbqZFEMEDE4VdGg4xz0xAEBoHRzK6vjotO7ZwupEAADmW6ZRinFXDAgPSjEAiJiZXdisT0QUPHd4TBL3xAAA4fXo7kFJohQDAKAJKMWA8KEUA4CIybI+ERHyw8MjSifj2rqq23cUAACa4rE9g9qyokurejp8RwEAIHQyyfpq4myR9YlAWFCKAUDETDVe3ZRJUooh/J49PKpb1/cqEedHHgBA+Ezky3r+6JjedQ1TYgAANMPMpFieSTEgNHhCBAARky1U1JlKKBYz31GAphrPl7Tn9BT3xAAAofXk/iFVa073bFnuOwoAAKE0s2UnSykGhAalGABETLZYZnUiIuG5IzP3xBZ7TgIAQHM8vmdQfZmkblrb4zsKAAChlG6sT8yVKMWAsKAUA4CIyRYr6mynFEP4PXt4RMlETDesWeQ7CgAA865ac3p876DesXmp4mwAAACgKV6dFOOmGBAWlGIAEDFTjfWJQNg9e3hUN6/tUXtb3HcUAADm3YvHxjSeL+se7okBANA03BQDwodSDAAiJlusqItJMYRctljRjlOT3BMDAITWY3sGFY+Z3nbVUt9RAAAIrY62uMykHKUYEBqUYgAQMdkCpRjC74WjY6rWHPfEAACh9dieQd2+oVeLOtp8RwEAILRiMVO6Lc76RCBEKMUAIGJYn4goePbwqBIx0y3re3xHAQBg3p0cn9ae01N615blvqMAABB6mVSCSTEgRCjFACBissWKOlO8ohjh9uzhUV23epHSSQpgAED4PLZnUJL0zi3cEwMAoNk6UwnlSpRiQFhQigFAhNRqrl6KsT4RIVasVPXSiXHdwT0xAEBIPbZ7QOsXp7VpacZ3FAAAQo9JMSBcKMUAIEJmXtnUxfpEhNiOkxMqVWq6dX2v7ygAAMy7Qrmqpw+O6J1XL5OZ+Y4DAEDopZNx5bgpBoQGpRgAREi28comJsUQZs8fGZMkSjEAQCg9c2hExUqN1YkAACyQzlRi9nkKgOCjFAOACMkWGqUYk2IIseePjmnD4rSWdKZ8RwEAYN49uXdI7W0xvYk1wQAALIhMKqE8N8WA0KAUA4AImWq8sqmLSTGElHNOLxwd063reVAIAAin7+0b0p1XLFZ7W9x3FAAAIiGTSijL+kQgNCjFACBCZibFKMUQVkdG8hrJlXTbBlYnAgDC59hIXoeGc7p781LfUQAAiIxMMq4c6xOB0KAUA4AImb0plmrznARojuePjEqSbuOeGAAghJ7cPyRJlGIAACygTCqh6XJV1ZrzHQXAPKAUA4AImb0pxqQYQmrb0TEt6mjTpqWdvqMAADDvntw7qLV9Hdq4JOM7CgAAkTFzl527YkA4UIoBQIRMFsqSXv2BDgib54+O6db1vYrFzHcUAADmVbFS1dMHR/SOzctkxvc5AAAWSqbxDCXHXTEgFCjFACBCXl2fSCmG8BnPl3RgMKtbWZ0IAAihbUfGlC9VWZ0IAMACy6Tikl59pgIg2CjFACBCsoWK0sm44kzRIIS2HR2TxD0xAEA4PblvSG1x05s3LfYdBQCASMkkZybFKMWAMKAUA4AIyRYrTIkhtJ4/OqZEzHTDmh7fUQAAmHdP7B3S7Rv6Zlc4AQCAhTG7PpGbYkAoUIoBQIRMFSvqaudBCsJp29ExbV29SB3JuO8oAADMq/6Jae0dmGJ1IgAAHsysT8xzUwwIBUoxAIiQbKGizvY23zGAeVeq1PTy8XFWJwIAQul7+4YkSe+4epnnJAAARE86yaQYECaUYgAQIVOFsjpTTNEgfHaemlCxUqMUAwCE0pP7hrSiu12bl3f6jgIAQOTMnKHIMSkGhAKlGABESLZYUVeKSTGEz7ajY5KkWzdQigEAwqVSren7+4d19+alMjPfcQAAiJz0zPpEJsWAUKAUA4AImSpwUwzh9PyRMa3rS2tZV7vvKAAAzKsXj49rqlDR3VdzTwwAAB/SbfVSjEkxIBwoxQAgQuqlGJNiCBfnnJ4/OsbqRABAKD25d0jxmOmtVy7xHQUAgEhKxGNKJWJMigEhQSkGABFRrbn6+kQmxRAyx0bzGs4WWZ0IAAilJ/cN6ZZ1PVrUwQubAADwpTOVULZIKQaEAaUYAETEzA9vlGIIm+ePNO6JMSkGAAiZoamiXjk5obs3szoRAACf0qm48iXWJwJhQCkGABExVShLkrpZn4iQ2XZsTF3tCW1e1uU7CgAA8+r7+4ckSXdvXuY5CQAA0ZZJJpRjUgwIBUoxAIiIqQKTYginbUfGdMu6XsVi5jsKAADz6sl9Q1qcSWrrqm7fUQAAiLR0kkkxICwoxQAgIl4txZgUQ3hMTJe1b3BKt7E6EQAQMtWa0/f2Dentm5fywg8AADzLcFMMCA1KMQCIiJn1iUyKIUxeODYm56RbN1CKAQDCZcfJCY3ly3rH1dwTAwDAt0wyoXyJUgwIA0oxAIgI1icijLYdGVM8ZrppbY/vKAAAzKsn9g7JTLrryiW+owAAEHnpVFy5IusTgTCgFAOAiHh1Uoz1iQiPbUfHdO3KbqWTlL0AgHD5/v4hXbdqkRZ3pnxHAQAg8pgUA8KDUgwAImKSSTGETLXm9PKJcd2yrsd3FAAA5tVUoawXj4/rrquYEgMAoBVkUgkmxYCQoBQDgIiYKlSUjMfU3hb3HQWYF/sGppQvVXXzOu6JAQDC5YeHRlWtOb2N1YkAALSETDKuUrWmUqXmOwqAy0QpBgARMVUoMyWGUHnp+Lgk6WYmxQAAIfPUgWG1t8V0y3pe+AEAQCtIp+rPU6ZLTIsBQUcpBgARMVWoUIohVF48Nqa+TFLr+tK+owAAMK+eOjCs2zf0MeEPAECLyCTr35Nz3BUDAo9SDAAioj4p1uY7BjBvXjw2rpvW9sjMfEcBAGDe9E9M68BgVm/jnhgAAC0j05gUyxUpxYCgoxQDgIhgUgxhMlko68BQVjev7fEdBQCAefVPB0YkSXddudRzEgAAMCOTmpkUY30iEHSUYgAQEZRiCJPtxyfknHQT98QAACHz1P4hLc4ktWVFl+8oAACgIZ2sP0/JMykGBB6lGABEBOsTESYvHhuTmXQjk2IAgBBxzumpAyN665VLFIuxHhgAgFaRaZRiTIoBwUcpBgARwaQYwuTF4+O6cmmnuil6AQAhsndgSsPZou7inhgAAC1lZn1ivsSkGBB0lGIAEAG1mlO2VGFSDKHgnNNLx8d1E1NiAICQeWr/sCTprispxQAAaCWZVP1FxlnWJwKBRykGABGQLVXknNTNpBhC4NhoXqO5km5e1+s7CgAA8+r7+4d1xdKMVvV0+I4CAADOkE42JsWKrE8Ego5SDAAiYKpQfyUT6xMRBi8eG5ck3byux2sOAADmU7FS1bOHR/U2psQAAGg56dmbYkyKAUFHKQYAETBVKEsS6xMRCi8eG1M6Gdfm5V2+owAAMG9eODqu6XJVd1211HcUAADwOvGYqaMtrnyJSTEg6CjFACACmBRDmLx0fFw3rFmkeMx8RwEAYN48dWBI8ZjpTVf0+Y4CAADOIpOKc1MMCAFKMQCIgJlJsc4UpRiCrVCuauepSe6JAQBC56kDI7ppbY+6mewHAKAlpZMJ5SnFgMCjFAOACHh1UoyHLAi2nacmVKk53by2x3cUAADmzUS+rFdOjOsu7okBANCy0sm4cqxPBAKPUgwAImCyUYp1sz4RAffisXFJ0k3rerzmAABgPj19cFg1J73tKkoxAABaVWcqoXyJSTEg6CjFACACZtYnMimGoHvx+LhW93RoWVe77ygAAMybpw4MqzOV0I1MQgMA0LLSqYSyRSbFgKCjFAOACJgqVJSImdrb+K99BNtLx8Z1M1NiAICQeerAsO68ok9tcX5WAwCgVWWScW6KASHAT9wAEAFThbK62hMyM99RgEs2MFnQyfFp3cSr6AEAIXJ8NK+jI3nuiQEA0OIyqYTy3BQDAo9SDAAiYKpQYXUiAm/mntjN63r9BgEAYB49dWBYknQX98QAAGhpmWRcOW6KAYFHKQYAEVAvxRK+YwCX5aXj42qLm7au6vYdBQCAefPU/mGt6G7XpqWdvqMAAIDzSKcSyrE+EQg8SjEAiICZ9YlAkL14bEzXruxWe1vcdxQAAOZFreb09MFhvfXKJay5BgCgxWWScZWrTqVKzXcUAJeBUgwAImCqUNGiDtYnIrgq1Zq2n5hgdSIAIFT2DkxpLF/Wmzct9h0FAABcQCZVf7FxnhWKQKBRigFABExOl7kphkDbN5DVdLmqm9f1+I4CAMC8eebgiCRRigEAEACZZL0Uy5WqnpMAuByUYgAQAZOFiropxRBgLx0flyTduKbHaw4AAObT0wdHtH5xWqt7OnxHAQAAF5BO1Vf5c1cMCDZKMQAIuUq1pmyxou4OboohuF45Oa5FHW1avzjtOwoAAPOiWnP64eERvfkKpsQAAAiC2UkxSjEg0CjFACDkso0f1pgUQ5C9fHxCN6xZJDPzHQUAgHmx69SkpgoVVicCABAQr94UY30iEGSUYgAQclOFRinWQSmGYCqUq9o7MKUb1izyHQUAgHnzzKFhSWJSDACAgEgnWZ8IhAGlGACE3MR0WZLU3c76RATTrv5JVWtO16/u8R0FAIB588zBEV2xNKNl3e2+owAAgDmYmRTLlSjFgCCjFAOAkJssNEoxJsUQUNuPj0uSblzLpBgAIBwq1ZqeOzLGlBgAAAGSmZ0UY30iEGSUYgAQcpPT3BRDsG0/MaElnSmt4JX0AICQeOXkhLJF7okBABAkr94UY1IMCDJKMQAIuZlJsS7WJyKgtp+c0I1rFsnMfEcBAGBePHNoRJJ0J5NiAAAERkcbk2JAGFCKAUDITU6zPhHBlS1WdHAoqxvW9PiOAgDAvHnm4Ig2L+/Uks6U7ygAAGCOYjFTOhlXrsikGBBklGIAEHKThYrMpK4Uk2IInh0nJ+ScdMMa7okBAMKhVKnpee6JAQAQSOlkQrkSk2JAkFGKAUDITU6X1ZlKKBZj9RyCZ/uJcUmUYgCA8Hj5xLimy1W9edMS31EAAMBF6kzFuSkGBBylGACE3FShou52VicimF4+MaHVPR1azHopAEBIPHNwRGbSnVf0+Y4CAAAuUjqZ4KYYEHCUYgAQcpOFMvfEEFivnJhgSgwAECrPHBzRNSu61ZNO+o4CAAAuUibFTTEg6CjFACDkJqfL6m7nnhiCZyxX0rHRvG5Y0+M7CgAA86JQrmrbsTG9eRP3xAAACKJ0MsH6RCDgKMUAIOQmCxUmxRBIr5yckMQ9MQBAeLx4bFylSk1vvoJSDACAIOpMJZQrsT4RCDJKMQAIucnpsrqYFEMAbT8xLkm6bjWlGAAgHJ45NKKYSXdwTwwAgEBKJ+PKsz4RCDRKMQAIuclCWd3tTIoheF4+MaErlmS0iElHAEBI/ODgiK5bvYifzQAACKgMk2JA4FGKAUCI1WpO2SLrExFMr5yY0PWsTgQAhMR0qaoXj4+xOhEAgABLJ+PKFStyzvmOAuASUYoBQIhNFStyTupmfSICZnCyoNOTBd2wpsd3FAAA5sW2o2MqV53u3EQpBgBAUGVSCVVqTqVqzXcUAJeIUgwAQmyqUJYkJsUQONtPTEiSbmBSDAAQEk8fHFY8Zrp9A/fEAAAIqkwyLknKF1mhCAQVpRgAhNjkdP34K3crEDTbT4wrZtLWVd2+owAAMC9+cGhEN6xZpM4UE/wAAARVuvF9PFeqeE4C4FJRigFAiE3OTorx8AXB8vKJCW1e3qV0kn93AQDBN12q6pWTE3rTRlYnAgAQZJnG31FzTIoBgUUpBgAhNjndKMWYFEOAOOf0yskJXb+a1YkAgHB48Xj9ntgdG3t9RwEAAJchk6qvT2RSDAguSjEACLHJAusTETwnxqY1mivphrU9vqMAADAvnjs8JjPp1vXcEwMAIMgyjfWJ3BQDgotSDABCbHZSjPWJCJDtJyYkSTeuYVIMABAOzx4Z0ZYV3VrUwQuVAAAIsnSSSTEg6CjFACDEZm6KcdAdQbL95Lja4qarV3T5jgIAwGUrV2t64ei43rSRKTEAAIJu5vlKrkgpBgTVBUsxM/sjM9u6EGEAAPNrcrqizlRCiTivgUBw7Dg5oatXdCmViPuOAgDAZdtxckLT5apu30ApBgBA0KWTjVKsxPpEIKjm8pR0j6TPmtkPzewXzIxdRgAQEFOFsrrbmRJDcDjntPPUpK5bxY8bAIBweO7IqCTp9o29npMAAIDLlUnVX7yZZ1IMCKwLlmLOub90zr1V0k9I2iBpu5n9jZm9s9nhAACXZ7JQVje3KxAgJ8enNZ4va+tqSjEAQDg8e3hUG5dktKyr3XcUAABwmTra4jJjUgwIsjnt0zKzuKQtjbdhSS9L+g0z+2ITswEALtPkdEXd7ZRiCI6dpyYlSVtXdXtOAgDA5avVnJ47MqY7WJ0IAEAomJkyyQQ3xYAAu+BOLTP7E0kflPSYpP/LOfds41N/YGZ7mxkOAHB5JgtlrVzEq5IRHDtPTihm0jUrKMUAAMG3b3BKE9Nl3b6RUgwAgLBIJ+PKlyjFgKCay6GZHZL+rXMuf5bP3THPeQAA82hiuqzNy7t8xwDmbOepSW1a2qmOZNx3FAAALttzh+v3xN5EKQYAQGhkUgnliqxPBIJqLusTf+z1hZiZPSpJzrmJpqQCAMyLiemyFnFTbJaZfcDM5rQ6GH7sODWh67gnBgAXZGbPm9kvmlmv7yw4tx8eHtWK7nat6e3wHQUAAMwTJsWAYDvng0EzazezPklLzKzXzPoabxskrVqwhACAS1KrOWWLFXVTip3pk5L2m9kfmtk1vsPgtYamihqYLHJPDADm5pOq/73sOTP7opm918zMdyi8yjmn546M6o6NfeL/NQAAhEf9phiTYkBQne/V8j8vaZukLZJeaPx+m6SvS/qz5kcDAFyOqUJFzolJsTM4535c0s2SDkr6nJk9Y2afNjN2TLaAnafqA+hbVzEpBgAX4pw74Jz7LUmbJf2NpL+SdMzMfq/x4kZ4dmw0r4HJIvfEAAAImXSKSTEgyM5Zijnn/qtzbqOkf+Wc23jG243Ouf+2gBkBAJdgYrosiVLs9Zxzk5K+LOmLklZK+oikF8zsl70Gg3aempQkXcukGADMiZndIOmPJf1n1b+3fUzSpKTHfOZC3bPcEwMAIJQyyYRyJSbFgKBKnOsTZnaPc+4xSSfN7J+9/vPOua80NRkA4LLMlGLd7ef8r/rIMbMHJP20pE2S/lrSHc65QTNLS9ot6U995ou6nacmtK4vTZELAHNgZtskjUv6fyR9xjlXbHzqh2b2Vm/BMOvZw6PqSbfpyqWdvqMAAIB5lE7GlS8yKQYE1fmelN6t+isMP3iWzzlJlGIA0MKYFDurj0n6/znnvnfmB51zeTP7GU+Z0LDz1KSuW82UGADM0Y845w6d+QEz2+icO+yce8OLGrHwnjsyqts39CkW454YAABhkkkxKQYE2TlLMefc7zR+/emFiwMAmC+ThUYplqYUO0P/6wsxM/sD59xvOuce9RUK9X9fj47k9fHb1vqOAgBB8Q+SbjnLx271kAWvMzhZ0JGRvH7sTet9RwEAAPMsneSmGBBk57wpNsPM/i8z6znj/V4z+w9NTQUAuGxMip3VvWf52P0LngJvsKtxT2wr98QA4LzMbIuZfVTSIjP7Z2e8/ZSkds/x0PDskfo9sTu4JwYAQOhkUgmVq06lSs13FACX4IKlmKT7nXPjM+8458Ykva9piQAA8+LVm2KUYmb2L83sFUlbzGz7GW+HJW33nQ/SjpMTkqStqxZ5TgIALe9qSR+Q1KP6qvuZt1sk/Zy/WDjTs4dHlU7GebEHAAAhlE7GJYlpMSCgzndTbEbczFIzh5vNrENSqrmxAACXa2K6rETMZn9Yi7i/kfSPkv6jpM+c8fEp59yon0g4065Tk1rendLSLn7EAIDzcc59XdLXzezNzrlnfOfB2T17eFS3ru9VIj6X16ECAIAgySTrj9Rzpap60p7DALhocynF/pekR83sc5KcpJ+R9PmmpgIAXLbJ6bIWdbTJjOPukpxz7oiZ/eLrP2FmfRRj/u04NcGUGADMgZn9a+fcH0r6UTP71Os/75z7FQ+xcIaJfFl7B6b0vutX+o4CAACaIJ1qTIoVmRQDguiCpZhz7g/NbLukdzc+9PvOue80NxYA4HJNNEoxSKpPin1A0jbVX+BxZlPoJF3hIxTqpktVHRjM6r6tK3xHAYAg2N349XmvKXBOzx8dlXPS7Ru4JwYAQBidOSkGIHjmMikmSS9KalP9weGLzYsDAJgvE9NldVOKSZKccx9o/LrRdxa80Z7Tk6o56VomxQDggpxz32j8yvaOFrXt6JgSMdNNa3t8RwEAAE0we1OMSTEgkC644NzMPi7pWUkfk/RxST80s481OxgA4PJMUoq9gZl9xMwWnfF+j5l92GMkSNp5alKSdN3qbs9JACA4zOwRM+s54/1eM2OjRwvYdnRMW1d1q4O7rgAAhFImxaQYEGRzufr7W5Jud879pHPuJyTdIenfNTcWAOBysT7xrH7HOTcx845zblzS7/iLA0naeWpCizratLqnw3cUAAiSpY3vY5Ik59yYpGX+4kCSytWaXj4xrlvW9/qOAgAAmmR2UqzEpBgQRHMpxWLOucEz3h+Z4/8cAMCjyUJFizrmuiU3Ms72/Yv/I3m289SkrlvdLTO78BcDAGZUzWzdzDtmtl71dffwaHf/pArlmm6lFAMAILRmJ8WKTIoBQTSXB4EPNdZw/G3j/U9I+nbzIgEALpdzjkmxs3vezP5E0p+p/uDwlyVt8xsp2srVmvb0T+mn37rBdxQACJrfkvSUmT3ZeP/tkj7tMQ8kvXB0TJIoxQAACDEmxYBgu2Ap5pz7P8zso5LeKskkfdY599WmJwMAXLJcqapqzVGKvdEvq74C+O9U/572sKRf9Joo4g4MZlWq1nTtKu6JAcDFcM49ZGa3SLqz8aFfd84N+8wEaduxca1c1K6Vi1gJDABAWKWTTIoBQTanlVHOuS9L+nKTswAA5snEdFmS1N1OKXYm51xO0mfMrFtSzTmX9Z0p6nacrJ94u271Is9JACCQ3qL6hNiMb/oKgroXjo5xTwwAgJCLx0ztbTEmxYCAOudtMDObMrPJs7xNmdnkQoYEAFyciXy9FGNS7LXM7Hoze1HSK5J2mtk2M7tunv7Z95nZXjM7YGafOcvnf8zMtjfenjazG+fjzw26nacmlU7GtXFxxncUAAgUM/tPkn5V0q7G26+a2X/0myra+iemdXJ8WreuoxQDACDsMsmEcpRiQCCdc1LMOde1kEEAAPNnskApdg5/Iek3nHOPS5KZvUPSZ1V/pf0lM7O46nfK7pV0QtJzZvagc27XGV92WNLdzrkxM7u/8ee+6XL+3DDY1T+pLSu6FIuZ7ygAEDTvk3STc64mSWb2eUkvSvo/vaaKsBeOjkvinhgAAFGQTsWVZ30iEEjnnBQ7k5ndZWY/3fj9EjPb2NxYAIDLMbs+kVLs9TIzhZgkOeeekDQfI0p3SDrgnDvknCtJ+qKkD535Bc65p51zY413fyBpzTz8uYHmnNOe/klds5J7YgBwiXrO+D17aD3bdnRM7W0x7mQCABABTIoBwXXBm2Jm9juSbpN0taTPSUpK+l+S3trcaACASzVTijEp9gaHzOzfSfrrxvs/rvoE1+VaLen4Ge+f0PmnwH5W0j/Ow58baKcmCposVLSFUgwALsV/lPSimT0uyVS/LcaUmEcvHBvTDWt61Baf02tPAQBAgKWTceVLTIoBQTSXn9Y/IukBSTlJcs6dksRqRQBoYZNMip3Lz0haKukrkr7a+P1Pz8M/92y7/9xZv9DsnaqXYr95js9/2syeN7Pnh4aG5iFa69rTXz9Reu1KfqwAgIvlnPtbSXeq/j3tK5Le7Jz7ot9U0VUoV7Xz1ASrEwEAiIhMKqFckUkxIIguOCkmqeScc2bmJMnM5mPNFACgiSamyzKTulJz+a/56GisL/yVJvyjT0hae8b7aySdev0XmdkNkv5S0v3OuZFzZPys6vfGdNttt521WAuL3Y1S7OoVTIoBwFyZ2S2v+9CJxq+rzGyVc+6Fhc4E6ZWTEypXnW5ZRykGAEAUpJNxDU0VfccAcAnm8rT0783sLyT1mNnPqf4q+//Z3FgAgMsxOV1Wd3ubYrGzDTBFj5l9Q+eY3JIk59wDl/lHPCfpqsbNzZOSPinpR1+XYZ3qr+T/5865fZf554XC7tNTWteXViflLQBcjD8+z+ecpHsWKghete1o/WzoLet6/AYBAAALgptiQHBd8CmUc+6PzOxeSZOq3xX7befcI01PBgC4ZBPTZe6JvdYfNfMf7pyrmNkvSfqOpLikv3LO7TSzX2h8/s8l/bakxZL+u5lJUsU5d1szc7W63f2T2rKC1YkAcDGcc+/0nQFvtO3omDYuyWhxZ8p3FAAIHTNLSfqopA0641mmc+7f+8oEpFNx5YvcFAOC6IKlmJn9uqQvUYQBQHBMTJfV3cH0zQzn3JMzvzezDknrnHN75/nP+Lakb7/uY39+xu//haR/MZ9/ZpBNl6o6MpzTB29Y5TsKAASSmaUl/Ybq39M+bWZXSbraOfdNz9EixzmnF46O6R1XL/MdBQDC6uuSJiRtk8S+OrQEJsWA4JrLE9NuSd8xs1FJX5T0D865gebGAgBcDibFzs7MPqj61FhS0kYzu0nSv5+H9Ym4SPsGplRz0jUrmRQDgEv0OdUfDr6l8f4JSV+SRCm2wI6N5jWSK+nW9dwTA4AmWeOcu893COBM6WRChXJN1ZpTnNMVQKDELvQFzrnfc85tlfSLklZJetLMvtv0ZACAS0Ypdk6/K+kOSeOS5Jx7SfUVHFhge05PSpKuWdntOQkABNYm59wfSipLknNuWhJPZDyYuSdGKQYATfO0mV3vOwRwpkwqLknKMy0GBM7F7NYalHRa0ogk9kIAQAubLFQoxc6u4pybaNz0gke7+6eUSca1tjftOwoABFWpsRLYSZKZbRIrpbzYdnRMXamErlrW6TsKAITVXZJ+yswOq/69ziQ559wNfmMhytLJ+mP1fKmqrnaevwBBMpebYv9S0ickLZX0D5J+zjm3q9nBAACXrn5TjB/KzmKHmf2opHjj9sqvSHrac6ZI2t0/qatXdCnGmgkAuFS/K+khSWvN7AuS3irpp3wGiqptR8d007oevqcBQPPc7zsA8Hozk2K5IpNiQNDMZVJsvaRfa6yYAgC0uEK5qlKlpm5eqXQ2vyzpt1R/deHfSPqOpP/gNVEEOee0u39SH7hxle8oABBYzrmHzWybpDtVf8X8rzrnhj3HipypQll7B6Z033UrfEcBgNByzh01sxslva3xoe875172mQk4c1IMQLBcsBRzzn1mIYIAAObHeL4sSepNJz0naUlXO+d+S/ViDJ70TxQ0WahwTwwALoOZPSjpbyU96JzL+c4TVS8dH5dz3BMDgGYys1+V9HOSvtL40P8ys8865/7UYyxEXCbJpBgQVDHfAQAA82tiul6KcVPsrP7EzPaY2e+b2VbfYaJqd/+kJOmaFV2ekwBAoP2x6q+Y32VmXzKzj5lZu+9QUfPC0XGZSTet7fEdBQDC7Gclvck599vOud9WfUr65zxnQsSlU0yKAUFFKQYAITOeL0mSetKUYq/nnHunpHdIGpL0WTN7xcz+rd9U0bPn9JQk6WpKMQC4ZM65J51z/5ukKyR9VtLHJQ36TRU9Lx4f01XLOtXF2moAaCaTdGbzUG18DPBmdlKsxKQYEDSUYgAQMuNMip2Xc+60c+7/lvQLkl6S9Nt+E0XPrv5Jre3r4AEiAFwmM+uQ9FHVv6fdLunzfhNFi3NOLx8fZ0oMAJrvc5J+aGa/a2a/K+kHkv4fv5EQdbOTYkUmxYCgOedNMTObkuTO9ilJzjnHIRAAaEETjZtiTIq9kZldI+kTkj4maUTSFyX9715DRdCe/klds4IfIwDgcpjZ30l6k6SHJP2ZpCecczW/qaLl+Oi0xvJl3UgpBgBN5Zz7EzN7QtJdqj+X/Gnn3It+UyHqmBQDguucpZhzjp1GABBA3BQ7r89J+ltJ73HOnfIdJooK5aoOD+f0/htW+Y4CAEH3OUk/6pzj5cmevHRiXBL3xACgWcys2zk3aWZ9ko403mY+1+ecG/WVDUgnuSkGBNU5S7HXM7NlkmYPNzvnjjUlEQDgsoxPlxSPmTpTc/6v+Mhwzt3pO0PU7RuYUs1J167ktTcAcDmccw/5zhB1Lx8fV3tbTJuX8z0NAJrkbyR9QNI2vXablTXev8JHKECSkomY2uKmXJFJMSBoLvjE1MwekPTHklapfrh5vaTdkrY2NxoA4FKM58vq6WiTGXeH0Xp2909KkrawPhEAEHAvHx/XdasWqS3OqW4AaAbn3Acav270nQU4m3QywaQYEEBz+en99yXdKWlf45vQuyT9U1NTAQAu2fh0WYu4J4YWtbt/SulkXOv60r6jAEBgWd1a3zmirFyt6ZWTE9wTA4AFYGaPzuVjwELLJONMigEBNJdSrOycG5EUM7OYc+5xSTc1NxYA4FJNTpe5J4aWtbt/Ulev6FIsxiQjAFwq55yT9DXfOaJs7+kpFSs1SjEAaCIza2/cE1tiZr1m1td426D6RivAq3SKSTEgiOZycGbczDolfU/SF8xsUBIVOAC0qPF8WUs6k75jtBQz+4Zeu4P+NZxzDyxgnMhyzmnP6Sm9/4aVvqMAQBj8wMxud8495ztIFL18YlySdNOaHq85ACDkfl7Sr6legG1T/ZaYJE1K+jNPmYBZmWRcuRKPyYGgmUsp9iFJ05J+XdKPSVok6feaGQoAcOnGp0u6clmn7xit5o98B4DUP1HQxHRZ16zo8h0FAMLgnZJ+3syOSsqp/qDQOedu8BsrGl4+Pq6+TFJr+zp8RwGA0HLO/VdJ/9XMftk596e+8wCvl04mlC8yKQYEzVxKsd92zv2mpJqkz0uSmf2BpN9sZjAAwKUZz7M+8fWcc0/6zgBpz+lJSdI1K7s9JwGAULjfd4Aoe/n4hG5cs0hmrAMGgAVQM7Me59y4JJlZr6RPOef+u99YiLpMKq7+iYLvGAAu0lxuit17lo/xFzAAaEHVmtNUoUIpdg5mdpWZ/YOZ7TKzQzNvvnNFxZ7TU5KkzUyKAcBlc84ddc4dVX2rhzvjDU2WLVa0b3CKe2IAsHB+bqYQkyTn3Jikn/MXB6hLJ7kpBgTROUsxM/uXZvaKpKvNbPsZb4clbV+4iACAuZqcLkuSetKUYufwOUn/Q/XbmO+U9P9K+muviSJk/0BWKxe1q7udfz8B4HKZ2QNmtl/SYUlPSjoi6R+9hoqIHScn5JwoxQBg4cTsjNFcM4tL4pA2vMuk4soVuSkGBM35JsX+RtIHJT3Y+HXm7Vbn3I8vQDYAwEUapxS7kA7n3KOSrPEK+9+VdI/nTJGx9/SUNi9nSgwA5snvS7pT0j7n3EZJ75L0T34jRcNLx8clSTeu6fGaAwAi5DuS/t7M3mVm90j6W/FCELQAJsWAYDpnKeacm3DOHXHOfUrSCUll1ddxdJrZuoUKCACYu/F8SZLU08GL5s6hYGYxSfvN7JfM7COSlvkOFQXVmtOBoaw2L+/0HQUAwqLsnBtR/dXzMefc45Ju8pwpEl4+Pq51fWn1Zfh5CwAWyG9KelTSv5T0i6pvsOrwmgiQlEnGlStV5BwbrIEgSVzoC8zslyT9rqQBSbXGh52kG5oXCwBwKSYak2Ld3BQ7l1+TlJb0K6q/wv6dkn7SZ6CoODqSU6lSY1IMAObPuJl1SvqepC+Y2aDq64HRZC8fH9etG/p8xwCAyHDO1czsB5KukPQJSX2Svuw3FSClUwk5JxXKNXUk477jAJijC5Ziqj9AvLrxKkQAQAubYH3ieTnnnmv8Nivpp31miZp9A1lJohQDgPnzIUkFSb8u6cckLZL0770mioDByYJOTRT0s9wTA4CmM7PNkj4p6VOSRiT9nSQ5597pMxcwI9MownKlCqUYECDnuyk247ikiWYHAQBcvvF8oxRjUuyszOwRM+s54/1eM/uOx0iRsW9gSpJ0FesTAWBeOOdyzrmqc67inPu8c+7/5oWMzffyifpfjW9au8hzEgCIhD2q38z8oHPuLufcn0rigBNaRjpZnzfJF/nXEgiSuUyKHZL0hJl9S1Jx5oPOuT9pWioAwCWZKcUWUYqdyxLn3PjMO865MTPjptgC2DcwpbV9HbN/aQAAXBozm1J9nf0bPiXJOee6FzhSpLx8fFzxmGnrKkoxAFgAH1V9UuxxM3tI0hdV/34HtIRM6tVJMQDBMZcnU8cab8nGGwCgRU1Ml9WZSigRn8sgcCTVzGydc+6YJJnZep39wSLm2b6BKV3N6kQAuGzOOf7L1KOXjo9ry4outbexIgkAms0591VJXzWzjKQPq74yeLmZ/Q9JX3XOPewzHzA7KUYpBgTKBUsx59zvSZKZddXfddmmpwIAXJLx6RJTYuf3W5KeMrMnG++/XdKnPeaJhFKlpkNDOb3rmuW+owBAaJjZurN9fOaFH5h/tZrTyyfG9cEbV/mOAgCR4pzLSfqCpC+YWZ+kH5H0GUmUYvBqdlKM9YlAoFywFDOz6yT9taS+xvvDkn7CObezydkAABdpIl9WT5pS7Fyccw+Z2S2S7lR97cavO+eGPccKvSMjOVVqjkkxAJhf3zrj9+2SNkraK2mrnzjhd3gkp6lCRTet6fEdBQAiyzk3KukvGm+AV0yKAcE0l/WJn5X0G865xyXJzN4h6X9KekvzYgEALsX4NKXY2ZjZFufcnkYhJkmnGr+ua6xTfMFXtijYNzAlSbpqeafnJAAQHs656898v/E97uc9xYmEl4+PS5JuWtfjNQcAAGgNmUYpxqQYECxzKcUyM4WYJDnnnmjs8gUAtJiJ6bKWd1M8nMVvqL4m8Y/P8jkn6Z6FjRMt+05PKWbSpqX8uwkAzeKce8HMbvedI8y2n5hQOhnn+xkAAJAkpRvrE5kUA4JlLqXYITP7d6qvUJSkH5d0uHmRAACXajxf1qKOpO8YLcc5N3M37H7nXOHMz5lZu4dIkbJvIKsNizNqb4v7jgIAoWFmv3HGuzFJt0ga8hQnEnacnNC1K7sVj5nvKAAAoAXMToqVmBQDgiQ2h6/5GUlLJX2l8bZE0k83MxQA4OI55zQxXWJ94vk9PcePYR7tG5jSZu6JAcB86zrjLaX6jbEPeU0UYtWa067+SV23epHvKAAAoEW0t8VkJuWLTIoBQTKXSbHrJP26c2628m7sqx9rWioAwEXLl6oqV516OijFXs/MVkhaLanDzG6WNPMS725JaW/BIqBQrurISE4fuGGl7ygAECrOud/znSFKDg9nlS9VKcUAAMAsM1MmmWBSDAiYuZRi35H0nJl93Dk30PjYX6q+ngMA0CImpsuSpEWUYmfzXkk/JWmN6nfFZkqxSUn/xlOmSDg4lFXNSZtXMCkGAPPJzB48y4cnJD0v6S9evy4Yl2fHyUlJ0vWUYgAA4AzpZJybYkDAzKUU2yvpP0t6wsx+1jn3tF59mAgAaBHj+XopxvrEN3LOfd7M/lrSp5xzX/CdJ0r2D2QlifWJADD/Dqu+5v5vG+9/QtKApM2S/qekf+4pVyi9cnJC7W0xbVqa8R0FAAC0kEwqoVyRSTEgSOZSijnn3DfNbK+kvzOzv5LkmpwLAHCRxqdLkqRFHUnPSVqTc65mZj8viVJsAe0dmFJb3LRhMQ8RAWCe3eyce/sZ73/DzL7nnHu7me30liqkdpyc0DUru5WIz+UsNwAAiIp0Mq4cN8WAQJnLT/QmSc65/ZLeJuntkm5oZigAwMWbyLM+cQ4eMbN/ZWZrzaxv5s13qDDbPzCljUsySiZ4iAgA82ypma2beafx+yWNd0t+IoVTrea089SkrlvF6kQAAPBa9ZtilGJAkFxwUsw5d/MZv89J+viZf/kCALSGsUYp1puhFDuPn2n8+otnfMxJusJDlkjYOzClG9f0+I4BAGH0v0t6yswOqv5Cxo2S/jczy0j6vNdkIXN0NK9sscI9MQAA8AbpVFyjOV6PBATJOUsxM/vXzrk/NLM/1dnXJf5K82IBAC7WWL7+Q1hvmvWJ5+Kc2+g7Q5TkSxUdH53Wj9y61ncUAAgd59y3zewqSVtUL8X2OOcKjU//F2/BQuiVkxOSpK2ruz0nAQAArSaTTOj4aN53DAAX4XyTYrsbvz6/EEEAAJdnPF9Se1tM7W1x31FalpmlJf2GpHXOuU83HiZe7Zz7pudoobR/ICtJ2ry8y3MSAAitWyVtUP3vdTeYmZxz/6/fSOGz8+SEkvEY388AAMAbpJNx5UtV3zEAXIRzlmLOuW+YWVzSdc65/2MBMwEALsF4vsyU2IV9TtI2SW9pvH9C0pckUYo1wb6BKUnS5uWdnpMAQPiY2V9L2iTpJUkzT2KcJEqxefbKyQltWdmltjj3MQEAwGtlUglli9wUA4LkvDfFnHNVM7t1ocIAAC7dWL6sHkqxC9nknPuEmX1Kkpxz02ZmvkOF1b6BKSUTMa1fnPEdBQDC6DZJ1zrnzrbqHvPEOacdJyf0gRtX+Y4CAABaUDoZ13SpKueceLwABMN5S7GGF83sQdVfSZ+b+aBz7itNSwUAuGjj+ZJ6Otp8x2h1JTPrUONWppltklT0Gym89g1kdeXSTsVj/MUAAJpgh6QVkvp9Bwmz46PTmixUdN2qRb6jAACAFpRJJVSpOZWqNaUSnLMAgmAupVifpBFJ95zxMSeJUgwAWshYvqSrV3Dr4gJ+V9JDktaa2RckvVXST/kMFGYHBrO6fUOv7xgAEFZLJO0ys2d1xgs8nHMP+IsUPjtOTUiSrlvd7TkJAABoRelkvQjLF6uUYkBAXLAUc8799EIEAQBcnolp1ieei5n9N0l/45x72My2SbpTkkn6VefcsN904ZQrVnRyfFqfWrbWdxQACKvf9R0gCnacnFAiZrzwCAAAnFUmWX+8nitV1JvhmQwQBBe8FGxma8zsq2Y2aGYDZvZlM1uzEOEAAHPjnNN4vqzeNOsTz2G/pD82syOS/rWkk865b1KINc/h4frG5U1LOz0nAYBwcs49eeabpIqkj/vOFTavnJzQ5uVdvPIbAACcVTrVmBQrVT0nATBXFyzFJH1O0oOSVklaLekbjY8BAFrEVLGiSs2pp4NXJZ2Nc+6/OufeLOluSaOSPmdmu83st81ss+d4oXRgMCtJunIZpRgANIuZ3WRmf9h40cd/kLTbc6RQcc5p56lJXb+ae2IAAODsZifFihXPSQDM1VxKsaXOuc855yqNt/+/pKVNzgUAuAjjubIkqYdJsfNyzh11zv2Bc+5mST8q6SPiAWJTHBzKKh4zrV+c8R0FAELFzDY3XtSxW9J/k3Rckjnn3umc+2+e44XKqYmCRnMl7okBAIBzmr0pxqQYEBhzKcWGzezHzSzeePtxSSPNDgYAmLuxfEmS1MtNsfMyszYz+6CZfUHSP0raJ+mjnmOF0oHBrNb3pZVMzOVHDQDARdgj6V2SPuicu8s596eSeArTBDtOTkiSrmNSDAAAnEMmxaQYEDRzeVL1M6rvpj8tqV/SxxofAwC0iPHp+qRYb4ZJsbMxs3vN7K8knZD0aUnflrTJOfcJ59zXvIYLqYNDWV3BPTEAaIaPqv53s8fN7H+a2bskmedMobTj5ITiMdM1K5kUAwAAZ8ekGBA8iQt9gXPumKQHFiALAOASjTcmxXqYFDuXfyPpbyT9K+fcqO8wYVep1nR4OKd7tiz3HQUAQsc591VJXzWzjKQPS/p1ScvN7H9I+qpz7mGf+cJkx8kJXbWsU+1tcd9RAABAi5qdFCsxKQYExTlLMTP7U0nuXJ93zv1KUxIBAC7aWK5RinUwKXY2zrl3+s4QJcfHplWuOm1ayj0xAGgW51xO0hckfcHM+iT9iKTPSKIUmwfOOb1yclJ3b+acNgAAOLfZSbEik2JAUJxvUuz5M37/e5J+p8lZAACXaCxfX5+4iFIMLeDAYFaSdOUy1icCwEJoTEH/ReMN82BoqqjhbFHXrWZ1IgAAOLd0kkkxIGjOWYo55z4/83sz+7Uz3wcAtJaJ6bK62xNKxOdyKhJorplSbBOlGAAgoHb1T0qSruWeGAAAOI94zNTeFuOmGBAgc316es41ipfCzPrM7BEz29/4tfc8Xxs3sxfN7JvzmQEAwmQsX1JvhntiaA0Hh7Ja1pVSdzuTiwCAYNrdPyVJ2rKCUgwAAJxfJplQrsikGBAUvkYKPiPpUefcVZIebbx/Lr8qafeCpAKAgBrLl9WTphRDazgwmNWmpUyJAQCCa3f/pFb3dGhRmhd4AACA80un4kyKAQFyzlLMzKbMbNLMJiXdMPP7mY9f5p/7IUkz6xg/L+nD58iwRtL7Jf3lZf55ABBq4/mSergnhhbgnNPBoSz3xAAAgbbn9KSuWdnlOwYAAAgAJsWAYDnfTbFm/g1guXOuv/Hn9JvZsnN83X+R9K8l8bcRADiP8XxZVyzJ+I4BaGiqqKlCRZuW8u8jACCYCuWqDg7l9J5rV/iOAgAAAiCdZFIMCJJzlmKXy8y+K+lsf4v4rTn+z39A0qBzbpuZvWMOX/9pSZ+WpHXr1s09KACEwFi+xPpEtIQDQ1lJ0pXLeD0LACCYDgxmVa05XbOSe2IAAODCMqmEskyKAYHRtFLMOffuc33OzAbMbGVjSmylpMGzfNlbJT1gZu+T1C6p28z+l3Pux8/x531W0mcl6bbbbnOX/78BAARDpVrTVKGiXkoxtICDg/VSbNMyJsUAAMG0q79+LYD1iQAAYC7SybgGJ4u+YwCYo3PeFGuyByX9ZOP3Pynp66//Aufc/+mcW+Oc2yDpk5IeO1chBgBRNj5dliT1ZrgpBv8ODuWUSca1orvddxQAAC7Jnv4pdbTFtX4xL/AAAAAXlkkmlCsxKQYEha9S7D9JutfM9ku6t/G+zGyVmX3bUyYACKTxfEmStKiDUgz+HRjMatOyTpmZ7ygAAFyS3f2T2ryiS/EY38sAAMCFpVPcFAOCpGnrE8/HOTci6V1n+fgpSe87y8efkPRE04MBQACN5xuTYqxPRAs4OJTVm69Y7DsGAACXxDmn3acndf91ZzuPDQAA8EaZZEI5booBgeFrUgwAME/GKMXQIrLFivonCtq0rNN3FAAALsnpyYLG82Vds7LbdxQAABAQ6WRCxUpNlWrNdxQAc0ApBgABN9ZYn9iTZn0i/Do0lJUkbVpKKQYACKY9/VOSRCkGAADmLJOKS5LyZVYoAkFAKQYAATdzU6w3w6QY/DowWC/FrlyW8ZwEAIBLs6t/UpJ09Youz0kAAEBQpJP1C0X5IqUYEASUYgAQcOP5shIxUyYZ9x0FEXdwKKtEzLR+MaUYACCYdvdPak1vh7rbmcAHAABzMzMplitxVwwIAkoxAAi4sXxZPemkzMx3FETcgcGs1i1Oqy3OjxcAgGDa3T/J6kQAAHBRmBQDgoWnVgAQcOP5knq5J4YWcHAopyu5JwYACKhCuarDwzlKMQAAcFFmNvcwKQYEA6UYAATcWL7EPTF4V6nWdHQkpysoxQAAAbVvYEo1J13DPTEAAHAR0qnGpBilGBAIlGIAEHBjubL60pRi8OvE2LTKVacrlnJPDAAQTLv7JyWJSTEAAHBRZifFWJ8IBAKlGAAE3CiTYmgBh0dykqSNSyjFAADBtLt/SplkXOv60r6jAACAAGFSDAgWSjEACDDnnMZy3BSDf4eHKMUAAMG2q39SV6/oUixmvqMAAIAAYVIMCBZKMQAIsKliRZWaUx+TYvDs8HBOXe0JLebfRQBAADnntKd/UltYnQgAAC5SOsmkGBAklGIAEGBjuZIkqZebYvDsyEhOG5dkZMar6wEAwXNqoqDJQoV7YgAA4KIlEzG1xU25EpNiQBBQigFAgI02SjEmxeDboaEcqxMBAIG1p39SknTtyi7PSQAAQBClkwnli0yKAUFAKQYAATaeL0uSeinF4FGhXNWpiWltWEwpBgAIpr0DU5Kkq5ZTigEAgIuXScaZFAMCglIMAAJsdlKM9Ynw6NhoXs5JVyylFAMABNP+gaxWLmpXd3ub7ygAACCA0qkEN8WAgKAUA4AAG8vXS7GeDA9w4M+hoZwksT4RABBY+wammBIDAACXLJOMK1dkUgwIAkoxAAiw0VxJiZipK5XwHQURdmSkXoptoBQDAARQteZ0YDCrzcs6fUcBAAABlU4yKQYEBaUYAATYWL6k3kxSZuY7CiLs8FBOSzqTrJwCAATS8dG8ipWaNjMpBgAALlEmxaQYEBSUYgAQYKO5EvfE4N3hkZw2LGZKDAAQTPsGpiRJVy1nUgwAAFwaJsWA4KAUA4AAG8uV1cs9MXh2eDjHPTEAQGDtH8xKEjfFAADAJcuk4sqVmBQDgoBSDAACbCxfUl+GSTH4M1Uoa2iqqI1LKcUAAMG0b2BKq3s61MmNVgAAcInSyYTyRSbFgCCgFAOAABvLl9TD+kR4dHQkL0nayPpEAEBA7T09xepEAABwWTLJuPLlqmo15zsKgAugFAOAgKrVnMbyZW6KwatDwzlJYlIMABBIlWpNh4Zy2szqRAAAcBnSqYSckwoVVigCrY5SDAACaqpQUbXm1Mv6RHh0pFGKre+jFAMABM/R0bxK1ZquWsakGAAAuHSZZFySlCtSigGtjlIMAAJqNF+SJPVl2jwnQZQdHs5p1aJ2dTT+AgAAQJDsH5iSJF29gkkxAABw6dLJ+m3SfIm7YkCroxQDgIAazdVLsV7WJ8KjQ8M5VicCAAJr30BWknQlk2IAAOAyZFJMigFBQSkGAAE1RikGz5xzOjyU1YbFlGIAgGDaNzCltX0ds6/uBgAAuBRMigHBQSkGAAE1Nrs+kVIMfozly5osVLRxCaUYACCY9g9ktXkZqxMBAMDlmZ0UKzEpBrQ6SjEACKiZUqyXUgyeHB6ur5yiFAMABFG5WtOh4ayuWk4pBgAALs/spFiRSTGg1VGKAUBAjebKSsZjyiTjvqMgog4P5yVRigEAgunoSE7lqtPm5dwTAwAAl6czVS/FmBQDWh+lGAAE1FiupN5Mm8zMdxRE1OHhrOIx09q+tO8oAABctH0D9YnnzUyKAQCAy5RuvGCZm2JA66MUA4CAGs2X1JtmdSL8OTKc19reDrXF+XECABA8+wamZCZtWsqkGAAAuDyZmUmxIpNiQKvjKRYABNRYjlIMfh0azmkDqxMBAAG1fyCrdX1pdbCKGgAAXKZUIqaYMSkGBAGlGAAE1Gi+pL4MpRj8cM7p2EhOGxZTigFA2JjZfWa218wOmNlnzvL5LWb2jJkVzexf+cg4H/YNTOmqZaxOBAAAl8/MlEkmmBQDAoBSDAACajxfVm+mzXcMRNRIrqRcqap13BMDgFAxs7ikP5N0v6RrJX3KzK593ZeNSvoVSX+0wPHmTalS0+HhnDYvZ3UiAACYH+lUnEkxIAAoxQAggKo1p/F8SX2sT4QnR0fykqT1iynFACBk7pB0wDl3yDlXkvRFSR868wucc4POuecklX0EnA9HRnKq1Jw2L2dSDAAAzI9MMqFciUkxoNVRigFAAE1Ol1VzUi/rE+HJ8VFKMQAIqdWSjp/x/onGx0LlwGBWknTlMibFAADA/Ein4soXmRQDWh2lGAAE0EiuJEnqZVIMnsxMiq3ppRQDgJCxs3zMXdI/yOzTZva8mT0/NDR0mbHm16Gheil2xVJuYwIAgPmRTiaUY30i0PIoxQAggEYbpVgfk2Lw5OhoTiu629XeFvcdBQAwv05IWnvG+2sknbqUf5Bz7rPOuducc7ctXbp0XsLNl0NDOa1c1K50MuE7CgAACIlMMq486xOBlkcpBgABNJorSqIUgz/HRvJax+pEAAij5yRdZWYbzSwp6ZOSHvScad4dHMpq01JWJwIAgPmTTiWUY30i0PIoxQAggGbWJy7upBSDH8dG81rXRykGAGHjnKtI+iVJ35G0W9LfO+d2mtkvmNkvSJKZrTCzE5J+Q9K/NbMTZtbtL/XFcc7p0FCO1YkAAGBeMSkGBAO7IgAggEazrE+EP9OlqganilpPKQYAoeSc+7akb7/uY39+xu9Pq75WMZCGskVNFSu6YgmlGAAAmD/pJJNiQBAwKQYAATSSK6kzlVAqwT0nLLxjo3lJYn0iACCQDg7mJEmblrE+EQAAzJ9Mqj4p5pzzHQXAeVCKAUAAjeZKTInBm5lSbP1iXmEPAAieQ8NZSdIV3BQDAADzKJ1MqFJzKlVrvqMAOA9KMQAIIEox+HR0pP4Ke26KAQCC6NBQTu1tMa3sbvcdBQAAhEgmWd/mky9yVwxoZZRiABBAI7mSFlOKwZNjo3l1pRLqTbf5jgIAwEU7OJTVFUs6FYuZ7ygAACBE0qmEJClX4q4Y0MooxQAggEZzRSbF4M2x0bzWLU7LjIeJAIDgOTSU0xVLWQEMAADmVyZZL8XyJSbFgFZGKQYAAeOcq69P7KQUgx/HRvJav5jViQCA4CmUqzoxlueeGAAAmHfpVH19Yq7IpBjQyijFACBgpooVlauO9YnwolpzOj6W11ruiQEAAujoSF41J21iUgwAAMyzmUmxHDfFgJZGKQYAATOaLUmS+jIpz0kQRf0T0ypXndb38TARABA8h4aykqRNTIoBAIB5lk7WJ8Xy3BQDWhqlGAAEzEiuXooxKQYfjo3mJYn1iQCAQDo0nJMkbVzCizsAAMD8yqS4KQYEAaUYAATMaG5mUoxSDAvv2Ei9FFvH+kQAQAAdHMxq5aL22YdWAAAA8yXTmBTLclMMaGmUYgAQMKO5oiRKMfhxdDSvRMy0clG77ygAAFy0g8M5XcE9MQAA0ASvTopRigGtjFIMAAJmdn1iJ6UYFt6x0bzW9HYoEedHCABAsDjndGgoqyuWcE8MAADMv462+qRYrsj6RKCV8UQLAAJmNFtSe1tM6SRrf7Dwjo3ktW4xr7AHAATPULaoqUKFSTEAANAUsZgpnYwzKQa0OEoxAAiY0VxJizMp3zEQUUdHclrX1+E7BgAAF+3QUE6StGkpk2IAAKA50smEskyKAS2NUgwAAmYkV+KeGLwYz5c0WahofR+vsAcABM9MKcakGAAAaJbOFJNiQKujFAOAgBmlFIMnx0bzkqR1i9OekwAAcPEODmXV3hbTqkVMPAMAgOZIJxPcFANaHKUYAARMfX0ipRgW3tGRRinWRykGAAieQ0NZbVzSqVjMfEcBAAAhlUnFlSsyKQa0MkoxAAiYkVyRSTF4cXyMUgwAEFyHh3O6YgmrEwEAQPOkkwnWJwItjlIMAAIkX6qoUK6pr5NSDAvvxNi0+jJJZVIJ31EAALgo5WpNJ8amtWEJL+wAAADN05lKKFdifSLQyijFACBARrIlSWJ9Irw4MTatNb3cYQEABM+p8WlVak7r+5gUAwAAzZNOxpVnfSLQ0ijFACBARnP1Uqwvk/KcBFF0Yiyv1T2UYgCA4Jm5i7l+MZNiAACgeTKphLKUYkBLoxQDgAB5tRRjUgwLyzmnk0yKAQAC6uhITpK0gZtiAACgidLJuPKlqpxzvqMAOAdKMQAIkJEc6xPhx3C2pGKlpjW9vMIeABA8R0fyam+LaVkX0/YAAKB5MqmEKjWnUrXmOwqAc6AUA4AAGc0VJUl9nZRiWFgnxuprp5gUAwAE0ZGRvNb3ZWRmvqMAAIAQyyTjkqR8seo5CYBzoRQDgAAZyZXUFjd1pRK+oyBiToxNSxKTYgCAQDo6ktM67okBAIAmSzee13BXDGhdlGIAECCj2ZL6Mkle5YwFN1OKrWZSDAAQMLWa07HRvDZQigEAgCbrbJRi+RKTYkCrohQDgAAZzZXUl+EWBhbeibG8etNtsz/gAwAQFANTBRUrNa1fnPEdBQAAhFy6sT4xV2JSDGhVlGIAECAjuZKWcE8MHpwYm2ZKDAAQSEeG63cx1zMpBgAAmiwzMynGTTGgZVGKAUCADGeLWtLJpBgW3snxaa3p4WEiACB4jo3mJEkbmBQDgEgxs/vMbK+ZHTCzz5zn6243s6qZfWwh8yGcZibFuCkGtC5KMQAIkJFsSYszTIphYTnndGIsrzVMigEAAujISF6JmGnlonbfUQAAC8TM4pL+TNL9kq6V9Ckzu/YcX/cHkr6zsAkRVq/eFKMUA1oVpRgABES+VNF0uarFTIphgY3kSiqUa5RiAIBAOjaS19q+tBJx/voLABFyh6QDzrlDzrmSpC9K+tBZvu6XJX1Z0uBChkN4pZP1UixXYn0i0Kr4WwEABMRItiRJWsxNMSywE2PTkqQ1vaxPBAAEz5GRHPfEACB6Vks6fsb7Jxofm2VmqyV9RNKfL2AuhFwmVV+fmGN9ItCyKMUAICCGskVJ0lImxbDATozlJUlr+pgUAwAEi3NOR0fyWt9HKQYAEWNn+Zh73fv/RdJvOucuONJjZp82s+fN7PmhoaH5yIeQ6miLy0zKU4oBLSvhOwAAYG6YFIMvM5Niq3soxQAAwTKaKylbrGj94ozvKACAhXVC0toz3l8j6dTrvuY2SV80M0laIul9ZlZxzn3t9f8w59xnJX1Wkm677bbXl2vALDNT5v9j78+jLMvP8s73+Z15ihNzZkRm5FBZlTVklaokUUgCI8QgCUkMEty7Gmjbzb1uWi3b4HZfd2NsGnAzNGZd1vUyNi1aNtjY7dvgi8GSRYEsCUtCEhJSSaimrKzKOSMz5uHM8/7dP845UaVSZlVGxDn7t/c5389aWlVZFav0slRknNjPft43EWN9IhBghGIAEBJbvaYYN8Xgt5s7NU2m45pIxV2PAgDAvlzd6radT8/RFAOAMfMlSWeNMfdIuinpRyT91y//AmvtPf0/N8b8a0kfvV0gBuxXJhFVtUlTDAgqQjEACImtSq8plqUpBn8t71S1NE1LDAAQPte2KpKkkzM0xQBgnFhr28aYn5D0MUlRSb9trX3WGPOB3t/njhiGJpuMqdygKQYEFaEYAITERqmhiWRMqXjU9SgYM8s7NZ2Z52EiACB8rm1VZYx0gruYADB2rLVPSHriFX/ttmGYtfb/4cdMGA+ZRJSbYkCARVwPAAC4O1uVJvfE4DtrrZZ3alqaZu0UACB8rm1VdGwyrWSMl4oAAIA/ssmYKqxPBAKLUAwAQmKr3OCeGHy3XWmq1uqwPhEAEErXtqs6NcuLHQAAwD/ZRFTVJusTgaAiFAOAkNgsN7gnBt8t79QkiaYYACCUrm1VdWqWFcAAAMA/mWRMZdYnAoFFKAYAIbFVbmpugqYY/HVztx+K0RQDAIRLsd7SdqVJUwwAAPgqm4iq2qApBgQVoRgAhEDHs9quNjVHUww+W96pSpKOE4oBAEJmebv7YsfJGUIxAADgH26KAcFGKAYAIbBTbcpacVMMvlveqSmfiimfirseBQCAfdl7sWOKFzsAAIB/somYqs2OrLWuRwFwG4RiABACm+WGJGk2R1MM/lreqek498QAACH00l1MQjEAAOCfTDKqjmfVaHuuRwFwG4RiABACW+WmJGmOphh8dmu3puNTKddjAACwb8s7NaXjUc2wfhoAAPgom4hJkioNVigCQUQoBgAh0G+KzdEUg89u7da0OMkb9gCA8Lm5W9XSdFrGGNejAACAMZJNdkOxarPjeBIAt0MoBgAh0G+KzWZpisE/lUZbxXpbizTFAAAhtLxTY3UiAADwXTYRlSSVaYoBgUQoBgAhsFluKBoxmkzHXY+CMbJS6N5iOUZTDAAQQt1QjLuYAADAX5m9phihGBBEhGIAEAJb5aZmswlFIqz/gX9u7dYlSYuTNMUAAOFSrLdUqLVoigEAAN/1m2KVBusTgSAiFAOAENiqNDSbY3Ui/LXXFJvigSIAIFxu7nS/h9EUAwAAfsvSFAMCjVAMAEJgs9zUXC7hegyMmVu7dRkjHc3TFAMAhMtyLxQ7TlMMAAD4LJvohmJlmmJAIBGKAUAIbJYbms0SisFfK4Wa5nJJJWJ8XAAAhMvNnaoksT4RAAD4LpPsrk+kKQYEE0+5ACAEtspNzbE+ET5bKdR1jHtiAIAQWt6pKRWP8FIRAADwXb8pxk0xIJgIxQAg4KrNtmqtDjfF4LtbuzUtTvKGPQAgfJZ3alqazsgY43oUAAAwZlLxiCKGphgQVIRiABBwW+WmJGmWm2LwkbVWK4W6FqdoigEAwmd5t8rqRAAA4IQxRtlETOUGoRgQRIRiABBwG+WGJGmOUAw+KtbaqjY7OkZTDAAQQt2mGN/DAACAG5lkVFXWJwKBRCgGAAHXb4pxUwx+ulWoSRJNMQBA6JTqLe1WW1qazrgeBQAAjKlsIqYK6xOBQCIUA4CA2+w1xbgpBj+tFuqSxE0xAEDo3NztvthBUwwAALiSTcZUbdIUA4KIUAwAAm6zxPpE+K/fFDtGUwwAEDI3d7rfw45PEYoBAAA3MokoN8WAgCIUA4CA2yg3lE/FlIxFXY+CMbKyW1c0YnRkglAMABAuyzv9phjrEwEAgBvdphihGBBEhGIAEHCb5YbmJ1idCH/dKtR0dCKpaMS4HgUAgH1Z3qkqGYvQsgcAAM5kElFVG6xPBIKIUAwAAm6jRCgG/63s1rXI2ikAQAgt79S0NJ2WMbzYAQAA3MglY6xPBAKKUAwAAm6j1NBcjlAM/lop1LQ4yepEAED4dEMxVicCAAB3MomYqk2aYkAQEYoBQMBtlps0xeAra61WCnUdoykGAAih5Z2qlqb5HgYAANzJJqOqNNuy1roeBcArEIoBQIDVmh2VG22aYvDVdqWpRtujKQYACJ1qs62daosXOwAAgFOZREzWSvWW53oUAK9AKAYAAbZZbkgSTTH4aqVQlyQtTvJAEQAQLqu972HHpnixAwAAuJNLRiWJu2JAABGKAUCArZcIxeC/W7s1STxQBACETz8UW8jzYgcAAHAnk4hJ6rbYAQQLoRgABNheU4z1ifARTTEAQFi99D2MFzsAAIA72V5TrNLoOJ4EwCsRigFAgG3QFIMDtwo1JaIRzWYTrkcBAGBfVgrdtvMCoRgAAHCIphgQXIRiABBg/VBshnACPlrZrWthMqVIxLgeBQCAfVkp1DWTTSgVj7oeBQAAjLFsshuKcVMMCB5CMQAIsM1yQzPZhOJRfruGf1YLdd6wBwCE0mqhroU838MAAIBb/fWJ1SbrE4Gg4SkrAATYRqnBPTH4bq3EA0UAQDitFOrcEwMAAM5le+sTKzTFgMAhFAOAANssNzQ3wepE+Mdaq7ViXUfzhLEAgPBZLdJ2BgAA7mUSNMWAoCIUA4AA2yjTFIO/irW26i1PR2mKAQBCpt7qaLvSpCkGAACc46YYEFyEYgAQUNZabZQamiMUg4/WSnVJ0hFCMQBAyKwWut/DFibTjicBAADjLhmLKBoxqjYJxYCgIRQDgICqNDuqtzzNTxCKwT9rxd4DRUIxAEDIrPRCMZpiAADANWOMMomoKg3WJwJBQygGAAG1UWpIEqEYfLVW7P57x00xAEDYrBZrkgjFAABAMGQTMVVYnwgEDqEYAATUZrkbTrA+EX7qN8WOTPBAEQAQLit76xP5HgYAANzLJqOqsD4RCBxCMQAIKJpicGG9WFc+FVM6EXU9CgAA+7JaqGsyHVcmEXM9CgAAgHLJmMqsTwQCh1AMAAKq3xQjFIOfVot1HeWeGAAghFYKdVYnAgCAwMgmY6qyPhEIHEIxAAiojVJDESNNZxKuR8EYWSs2WDsFAAillUKN72EAACAwMomYyoRiQOAQigFAQG2UGprNJRWNGNejYIysF+vcEwMAhNIqTTEAABAgOW6KAYFEKAYAAbVZbmgux+pE+MfzrNZLDR3N8+8dACBcGu2ONstNLeTTrkcBAACQ1F2fWOGmGBA4hGIAEFAbpQb3xOCr7WpTbc9yUwwAEDrrxe4t1sUpvocBAIBgyCVjqrA+EQgcQjEACKjNclPzNMXgo9VCXZJoigEAQmel9z2M9YkAACAossmYGm1P7Y7nehQAL0MoBgABZK3VRqmhuYmE61EwRtZL/VCMB4oAgHBZKdQkEYoBAIDgyCSiksQKRSBgCMUAIICKtbaaHY+mGHy11ls9RSgGAAibftt5YZKbYgAAIBhyyZgkqdxkhSIQJIRiABBAG+Xugx1uisFPa0X+vQMAhNNKoa5cMrb38AkAAMC1bO9zSZW7YkCgEIoBQAD1j8UfmaCxA/+sFRuayyUUj/LxAAAQLuulOjcxAQBAoOw1xQjFgEDhqRcABNB6qReK8XAHPlov1gliAQChtFFq0HQGAACBwk0xIJgIxQAggNZL3TV2R3i4Ax+tFutamCQUAwCEz3qpoXle7AAAAAGSpSkGBBKhGAAE0FqxoXQ8yl0M+Gqt2GD1FAAglDZKDV4mAgAAgdJ/plNtEooBQUIoBgABtF5q6Eg+KWOM61EwJlodT1uVBusTAQChU260VW12WJ8IAAACpd8Uq9AUAwKFUAwAAqh724kHO/DPZrkha6WjeUIxAEC4bPRvsfLZCQAABEhub30iN8WAICEUA4AA2ig1dIRwAj5aK3YfKLI+EQAQNv1QjKYYAAAIklQ8ooihKQYEDaEYAATQOncx4LO1Yl0STTEAQPisl7rfw1gBDAAAgsQYo2wipjKhGBAohGIAEDDVZlvlRpsHO/BVPxQ7QlMMABAyNMUAAEBQZZMxVZuEYkCQEIoBQMCsF7mLAf9tlBqKGGk2y793AIBwWS81FIsYTaXjrkcBAAD4OtlkVBVuigGBQigGAAFDYwcubJYbmskmFY0Y16MAALAvG6WG5ieSivA9DAAABEw2yfpEIGgIxQAgYNZL/aYY6xPhn/4DRQAAwmad72EAACCgsomYKoRiQKAQigFAwLwUivFwB/7ZKDc1l0u4HgMAgH3bKDX43AQAAAIpm4yp0mR9IhAkhGIAEDDrpboS0YimMtzFgH82Sw3N53igCAAIn41SnaYYAAAIpFwySlMMCBhCMQAImI1idwWQMdzFgD+stdoos3oKABA+7Y6nrUpT86ydBgAAAZRNsj4RCBpCMQAImPVSQ0fyhBPwT6nRVrPtaY6mGAAgZLYrTVkrXuwAAACBlE3GVCYUAwKFUAwAAma9VOcuBny12btjNzfBTTEAQLj0b7GyAhgAAARRNhFTo+2p3fFcjwKgh1AMAAJmrdjQEVYAwUcbew8U+fcOABAu/e9htOwBAEAQZZNRSVKl2XE8CYA+QjEACJB6q6NCrUVTDL7aLDcl0RQDAITPeqkuiaYYAAAIplwyJkncFQMChFAMAAKEt53hwmaZ1VMAgHDaazvzQhEAAAigDKEYEDiEYgAQIP27GKxPhJ82Sg1FI0bTGZpiAIBwWS81lE/FlIpHXY8CAADwDXK99YllQjEgMAjFACBANvorgHjbGT7aLDc0k00oEjGuRwEAYF82Sg0dyfMyEQAACKZsotsUq3JTDAgMQjEACJB+U+woD3fgo81yg9WJAIBQWi/xPQwAAARXtrc+kaYYEByEYgAQIOvF7hq72Sxr7OCfjVJDc7QTAQAhtFnmexgAAAiuHDfFgMAhFAOAAFkr1jWXY40d/LVZbmouRxALAAif7XKTl4kAAEBgZXo3xQjFgOAgFAOAAFkvNXRkgtWJ8I+1VhvlBnfsAACh02h3VGq0NUMoBgAAAmqvKcZNMSAwCMUAIEC6oRjhRBgZY95ljLlgjLlojPnp2/z9B40xf26MaRhj/icXM95Osd5Ws+1xjwUAEDq71ZYkEYoBAIDASsejihiaYkCQEIoBQIBslOo6kiecCBtjTFTSb0h6t6Rzkn7UGHPuFV+2LenvSPo1n8d7VZvlhiRpjlAMABAyW+WmJLE+EQAABJYxRtlETGVCMSAwCMUAICBaHU9blSbrE8PpTZIuWmsvW2ubkn5X0ntf/gXW2nVr7ZcktVwMeCcbpW4oxvpEAEDYbFe6odg0oRgAAAiwbDJGUwwIEEIxAAiI9VJD1koLk4RiIXRc0o2X/Xq599cCj6YYACCstird72E0xQAAQJBlklFuigEBQigGAAGxWqhLkhbyhGIhZG7z1+yB/kHGvN8Y82VjzJc3NjYOOdZr2yz1QzEeKAIAwmWn1xTjphgAAAiyHE0xIFAIxQAgINaL3VCMm2KhtCzpxMt+vSTp1kH+QdbaD1lrH7fWPj4/Pz+Q4V7NRrmhaMRoOsMDRQBAuGxXmjJGmuJ7GAAACLBsglAMCBJCMQAIiNUiTbEQ+5Kks8aYe4wxCUk/Iukjjme6K5ulpmazCUUityu7AQAQXFuVpqYzCUX5HgYAAAIsm4yp3GB9IhAUMdcDAAC6Vot1JaIRVgCFkLW2bYz5CUkfkxSV9NvW2meNMR/o/f3fNMYsSPqypLwkzxjzdyWds9YWXc0tdW+KzU/QTgQAhM92panpTNz1GAAAAK8qm4yq2qQpBgQFoRgABMRaoa4j+aSM4W3nMLLWPiHpiVf8td982Z+vqrtWMVA2yg3N5QjFAADhs11pajbL9zAAABBsWW6KAYHC+kQACIi1YoPVifDdVrlJKAYACKXtSpOGPQAACLxcMqYyoRgQGIRiABAQa8W6jhKKwWdblYZmczxQBACEz3alqRm+hwEAgIDLJmKqtzy1O57rUQCIUAwAAsFaq1VCMfis2myr3vI0neGBIgAgXDzPaqfa1AzfwwAAQMBlk1FJUqXZcTwJAIlQDAACodRoq9rsaGGSNXbwz3alKUmaZfUUACBkCrWWPCvWJwIAgMDLJmOSui+mAnCPUAwAAmCtUJckmmLwVT8U44EiACBstvovdrA+EQAABFw/FKtwVwwIBEIxAAiAtWJDEqEY/NV/oDhNKAYACBle7AAAAGGR661PLDdYnwgEAaEYAATAarHbFFsgFIOPdlifCAAIqe1K94UiQjEAABB02QRNMSBICMUAIADW+qHYJKEY/LNNUwwAEFJbNMUAAEBIsD4RCBZCMQAIgNVCXZPpuFLxqOtRMEa2K03Fo0b5VMz1KAAA7MsOoRgAAAiJvVCsSSgGBAGhGAAEwGqxzupE+G670tR0JiFjjOtRAADYl61KU7lkTMkYLxQBAIBgy3JTDAgUQjEACID1Yl1H8knXY2DMbFWavGEPAAilbb6HAQCAkMixPhEIFEIxAAgAmmJwYYcHigCAkNquNLmJCQAAQiEdj8oYqUooBgQCoRgAONbueNooNbQwSSgGf/FAEQAQVrvVlqYzcddjAAAAvCZjjLKJGOsTgYAgFAMAxzbLTXlWOkpTDD7brjY1SygGAAihQq2lyTShGAAACIdsMsr6RCAgCMUAwLHVYl2SWJ8IX7U7Xu8te0IxAED4EIoBAIAwySZjKjcJxYAgIBQDAMfWeqEYTTH4aafakiTN5gjFAADh4nlWxTqhGAAACI9cMkZTDAgIQjEAcGwvFJtMOp4E42Sn2pQkzbA+EQAQMqVGW9aKUAwAAIRGJhFVlZtiQCAQigGAY6uFumIRo7ksoRj8s1XuhWKsTwQAhEyx1m075wnFAABASOSSMZVpigGBQCgGAI6tFus6MpFUJGJcj4Ixsl3phWKsTwQAhEyhF4rRFAMAAGGRTcZU4aYYEAiEYgDg2FqxriPcE4PPtqs0xQAA4UQoBgAAwibLTTEgMAjFAMCxtWJDC4Ri8Nl2b33iNDfFAAAhQygGAADChvWJQHAQigGAY6uFuhYmCcXgr51qU/lUTPEoHwUAAOFCKAYAAMIml4yp3vLU7niuRwHGHk/CAMChYr2lcqOtY1OEYvDXVqWpGVpiAIAQ6odiUxlCMQAAEA7ZZEySVGl0HE8CgFAMABxa2a1LkhYm044nwbjZrjQIxQAAoVSotRSPGqXjUdejAAAA3JWJXihWbrJCEXCNUAwAHFop1CRJx1ifCJ9tV1qEYgCAUCrUWppMx2WMcT0KAADAXek3xcp1QjHANUIxAHBopdBtii1O0RSDv2iKAQDCqlBrKc89MQAAECK5VC8UaxCKAa4RigGAQyu7NUWMdGQi6XoUjBFrrXYqLU0TigEAQqjYa4oBAACERS7ZXftMKAa4RygGAA6tFOqan0gqHuW3Y/in2uyo2fE0nSEUAwCET4FQDAAAhEwu2f3swvpEwD2ewgKAQyuFuhYnWZ0If+3WWpKk6QwPFAEA4UMoBgAAwqa/PrFCUwxwjlAMABy6Vajp2FTK9RgYM7vVpiRpMk1TDAAQPoRiAAAgbHKJbihWIhQDnCMUAwBHrLVaLdS1kKcpBn8Vqt2m2BRNMQBAyHieJRQDAAChk+3dFKMpBrhHKAYAjhRrbVWbHZpi8F1/fSIPFAEAYVNqtGUt38MAAEC4xKIRpeIRlQnFAOdiLv5LjTEzkn5P0mlJVyX9V9bandt83VVJJUkdSW1r7eP+TQkAw3WrUJMkborBd4UaTTEAQDgVe9/D8oRiAAAgZHLJuEp1QjHANVdNsZ+W9Elr7VlJn+z9+k6+01r7egIxAKNmpR+K0RSDz3b76xO5KQYACJkCbWcAABBSuWSU9YlAALgKxd4r6Xd6f/47kt7naA4AcGalUJckLU4SisFfu7WmErHu6gYAAMKEUAwAAIRVLhVjfSIQAK6ehh211q5IUu+PR+7wdVbSfzbGPGmMeb9v0wGAD1Z264pGjI5MEIrBX4VqS1PpuIwxrkcBAGBfioRiAAAgpHJJQjEgCIZ2U8wY8wlJC7f5Wz+zj3/MX7HW3jLGHJH0cWPM89baz9zhv+/9kt4vSSdPntz3vADgt1uFmo5OJBWNEEzAX7vVFg8TAQChVOo9SMolnZzHBgAAOLBcMqZbu3XXYwBjb2g/SVhr336nv2eMWTPGLFprV4wxi5LW7/DPuNX747ox5g8lvUnSbUMxa+2HJH1Ikh5//HF72PkBYNhWC3UtsDoRDhRqLU1lCMUAAOFTIRQDAAAhRVMMCAZX6xM/IunHen/+Y5I+/MovMMZkjTET/T+X9E5Jz/g2IQAM2UqhrsWptOsxMIZ2ay1NphOuxwAAYN/K9e6DpCyhGAAACJlsMrb3gg8Ad1yFYv9Y0juMMS9Kekfv1zLGHDPGPNH7mqOSPmuM+Zqkv5D0R9baP3EyLQAMmLVWt3ZrOkZTDA4Uqk2aYgCAUCo320rEIkrEXP0oCwAAcDC5VGxvFTQAd5y8Xmet3ZL03bf567ckvaf355clPebzaADgi91qS422p8VJmmLw326tpSluigEAQqjSaLM6EQAAhFIuEVOz7anZ9njBB3CI/+8DAAduFWqSpEWaYvBZs+2p2uzQFAMAhFK5TigGAADCKZfqfoZhhSLgFqEYADiwsluXJG6KwXeFWkuSNElTDAAQQuVGh3tiAAAglPov9pQJxQCnCMUAwIGVYjcU46YY/FaoNSVJk5mE40kAANi/7vrE3uULRQAArTlJREFUqOsxAAAA9o1QDAgGQjEAcGBlt6ZYxGg2l3Q9CsbMbrXbFOOmGAAgjMrcFAMAACHVX59IKAa4RSgGAA6sFOo6mk8pGjGuR8GY2QvFuCkGAAihSqPN+kQAABBKWZpiQCAQigGAA7d2azo2xepE+G+31m+KsT4RABA+JZpiAAAgpCb6oVidUAxwiVAMABxYLda1MJl2PQbGUKEXik2yPhEAEEIVQjEAABBS/aZYhaYY4BShGAD4zPOsVnbrOj5FKAb/FapNGSNNpHigCAAIl45nVW12WJ8IAABCiZtiQDAQigGAzzbKDTU7no6zPhEO7NZamkzHFeGeHQAgZCrN7gMkmmIAACCMsonuZ5gS6xMBpwjFAMBnyzs1SdLxaZpi8N9utaUpVicCAEKov2ooR9sZAACEUDRilElEWZ8IOEYoBgA+u7XbC8WmMo4nwTjarbU0mUm4HgMAgH3rP0BifSIAAAirXDLG+kTAMUIxAPDZzV2aYnCnUG3SFAMAhFJ/1VAuGXU8CQAAwMEQigHuEYoBgM9u7tQ0mY5zDwNOFHo3xQAACJtKoyNJyiX5PgYAAMIplyIUA1wjFAMAn93cren4FC0xuFGstzXBLRYAQAiVGy1JUpamGAAACKlsIsZNMcAxQjEA8NnNnRqrE+GEtValekt5mmIAgBAq95piEzTFAABASOVSsb2V0ADcIBQDAB9Za2mKwZlG21OrY2mKAQBCqf9WNU0xAAAQVhPcFAOcIxQDAB8Va22VG21CMThRrHfXTk2keMMeABA+5b1QjJc7AABAOGWTrE8EXCMUAwAfLe9WJYn1iXCiv6IhT1MMABBC5UZb8ahRMsaPsQAAIJxyKZpigGv8NAEAPrq5U5MkmmJwoh+KsT4RABBG1UZb6XhUxhjXowAAABxILhlTq2PVaHdcjwKMLUIxAPDRrd1eKEZTDA6UWJ8IAAixWqujTIIXOwAAQHjlemugy3XaYoArhGIA4KObuzWl4hHNZhOuR8EYoikGAAizestTOhF1PQYAAMCB9W+jskIRcIdQDAB8dHO3pmNTadb+wIlijaYYACC8aq0O98QAAECo5QjFAOf4iQIAfHRzp8Y9MThDUwwAEGb1VoemGAAACLX+z+OsTwTcIRQDAB/d3CUUgzulekvGSDnusQAAQqjW7CgdJxQDAADh1V+fWGkSigGuEIoBgE/qrY42y01CMThTrLeVS8YUibC+EwAQPvU2oRgAAAi3/vrEEk0xwBlCMQDwyc3dmiTp+DShGNwo1dvKc08MABBStWZHKUIxAAAQYtwUA9wjFAMAn9zc6YViNMXgSKne4p4YACC06i2PUAwAAIRarvczeYVQDHCGUAwAfEJTDK6V6m1CMQBAaNVbHaUT/AgLAADCK9N7wafM+kTAGX6iAACf3NqtKRoxWsinXI+CMVVqtDTB+kQAQEjVWtwUAwAA4RaJGOWSMZUbHdejAGOLUAwAfHJzp6aFfEqxKL/1wg2aYgCAsLLWqtbiphgAAAi/bijWcj0GMLZ4MgsAPlnerXFPDE4RigEAwqrZ8WStCMUAAEDoZZNRVWiKAc4QigGAT27u1HRsitWJcMNaq2KN9YkAgHCqNz1JYn0iAAAIvVwqrlKDm2KAK4RiAOCDdsfTarGu49M0xeBGveWp7VmaYgCAUKq1um9TpxOEYgAAINxyyajKddYnAq4QigGAD1YKdXU8q5MzGdejYEyVeh+48zTFAAAhVO+FYqk4P8ICAIBwyyVjrE8EHOInCgDwwY3tqiTpxDShGNwo1rurGWiKAQDCaK8pxvpEAAAQctlkTGXWJwLOEIoBgA9u7PRCMZpicISmGAAgzGp7TTFCMQAAEG4ThGKAU4RiAOCD69tVRSNGi5Mp16NgTJVoigEAQqzepCkGAABGQ78pZq11PQowlgjFAMAHN7ZrOjaVUizKb7tw46VQjKYYACB86m2aYgAAYDTkUjF1PKt6y3M9CjCWeDoLAD64vl3VSVYnwqH++kSaYgCAMKo1uw+N0glCMQAAEG4Tye7P5axQBNwgFAMAHyzvVHVimlAM7vQ/bOcIxQAAIdS/Kcb6RAAAEHZZQjHAKUIxABiyarOtzXJTJ2iKwaFKo/swMZsgFAMAhE+9xfpEAAAwGnK9UKxCKAY4QSgGAEN2Y7smSYRicKrabCsVjygaMa5HAQBg314KxfgRFgAAhFs/FOvf/gbgL36iAIAhu7FdlSSdmE47ngTjrNxo0xIDAIRWo929KZaM0RQDAADh1j9rwPpEwA1CMQAYshs73VDsJE0xOFRtdvb2lgMAEDatTjcUi0dpPAMAgHCbSMUlSaV6y/EkwHgiFAOAIbu+XVUmEdVMNuF6FIyxSqOtTIK36wEA4dTqeIpHjYwhFAMAAOE2QVMMcIpQDACG7MZ2TSemMzzEgVOVZpumGAAgtJptT/EoP74CAIDw46YY4BY/VQDAkC3vVHWC1YlwrNLo0BQDAIRWq2MJxQAAwEhIxaNKRCMqsj4RcIKfKgBgiKy1ur5d1YmZtOtRMOaqzfbe22gAAIRNs0NTDAAAjI6JVIymGOAIP1UAwBBtV5qqNjs6MU1TDG51m2KEYgCAcGq1PSWirKIGAACjIZeKqUwoBjhBKAYAQ3RjpyZJOsn6RDjWvSnG+kQAQDi1Op7iMX58BQAAo6HbFGN9IuACP1UAwBBd365KEjfF4Fy10VGW9YkAgJDiphgAABglE8k46xMBR/ipAgCG6MZeKMZNMbjTbHtqdjxlEzTFAADhxE0xAAAwSiZSMZUbhGKAC/xUAQBDtLxT1VwuwS0nOFVtdj9o8+8hACCsWh1uigEAgNGRS8VoigGOEIoBwBBd365qaZrViXCr0uxIknKsTwQAhFSLphgAABgh+VRcRW6KAU7wUwUADNGN7ZpOck8MjlV6KxkySdYnAgDCqdXmphgAABgd/fWJ1lrXowBjh58qAGBI2h1PN3dr3BODc/1QLMv6RABASDU7nuIxfnwFAACjIZeMydqXNrsA8A8/VQDAkKwU6up4VidYnwjHqr0P2VnWJwIAQoqbYgAAYJRMpOKSpBIrFAHfEYoBwJBc26pKkk7NZh1PgnFX7q9PTLA+EQAQTtwUAwAAo2Qi1X1ptVRvO54EGD/8VAEAQ3J1qyJJOj1HUwxuVZu99Yk0xQAAIdXqcFMMAACMDkIxwB1+qgCAIbm2VVEqHtHRiZTrUTDmKo3++kSaYgCAcGq2PSW4KQYAAEbES6EY6xMBv/FTBQAMydWtqk7NZBWJcP8CblV66xOzCZpiAIBwarI+EQAAjJCXborRFAP8xk8VADAkVzcrOjXL6kS4V2l2m2LpOE0xAEA4tTqeElFeNAIAAKOh3xTr3wAH4B9CMQAYAs+zurZd1em5rOtRAFUbbWUSUVqLAIDQarVpigEAgNGRS7I+EXCFnyoAYAhWi3U1255OzxKKwb1Ks61sktWJAIDwanWs4twUAwAAIyKbiMkY1icCLvBTBQAMwdWtiiTpNOsTEQCVRkfZBKsTAQDhZK3lphgAABgpkYhRLhkjFAMc4KcKABiCa1tVSdIp1iciAKrNttIJmmIAgHBqe1aSFGcNMAAAGCH5VJxQDHCAUAwAhuDqZkWJWESL+ZTrUQDVWh1laIoBAEKq0wvFuI0JAABGSbcpxk0xwG+EYgAwBFe3Kjo5k+HhDQKh1uwoHScUAwCEk+1mYoryuQoAAIyQiRTrEwEXCMUAYAiubVV1epbViQiGestTKs63fABAOHV6qRiZGAAAGCUTqZjKDUIxwG88IQOAAbPW6upWRadnM65HASRJ9VZHKZpiAICQ8vZCMVIxAAAwOnKpOOsTAQcIxQBgwNZLDdVbnk7N0RRDMBCKAQDCzHrdPxKKAQCAUcL6RMANQjEAGLCrmxVJoimGwKi1uCkGAAgv1icCAIBRNJGKqcT6RMB3hGIAMGBXt/qhGE0xBEO95SmdIBQDAIRTf31ilFQMAACMkHwqrmbbU6PdcT0KMFYIxQBgwK5uVRWPGh2bSrseBZC1VrVWR6kY3/IBAOHked1QzLA+EQAAjJBcMiZJrFAEfMYTMgAYsGtbFZ2YyfA2MwKh0e4eYknRFAMAhFQvE+OzFQAAGCkTqW4oViYUA3xFKAYAA3Z1s8rqRARGvdVdw8BNMQBAWHncFAMAACNoIhWXRFMM8BuhGAAMkLVW17YqOjWbcT0KIEmq9UKxFKEYACCkOqxPBAAAI+il9Yktx5MA44VQDAAGaKPcUKXZoSmGwKi3uusTaYoBAMLK9tcnEooBAIAR0l+fWGrQFAP8RCgGAAN0basqSTo9RyiGYKg1+00xvuUDAMKp01+fyLcyAAAwQvKsTwSc4McKABigK5sVSdKpGdYnIhhYnwgACLuXborRFAMAAKMjl2J9IuACoRgADNDljYoS0YiWptOuRwEkSY1eKMb6RABAWFlCMQAAMIL21ifSFAN8RSgGAAN0aaOsU7MZxaL89opgoCkGAAi7Tvc8JqEYAAAYKfFoRKl4RGVuigG+4qktAAzQ5Y2y7p3PuR4D2FNvdZ8kphOEYgCAcOqvT+SdIwAAMGomUnHWJwI+48cKABiQVsfTta2qzsxnXY8C7KmxPhEAEHIdrxuKGZpiAABgxEwkYyqyPhHwFaEYAAzIje2q2p6lKYZAqfdCsWScb/kAgHDqFcUUJRQDAAAjZiIVU5lQDPAVT8gAYEAubVQkiaYYAqVOUwwAEHL99YkRfnoFAAAjhvWJgP/4sQIABuTyRlmSdIamGAKk1uyGYilCMQBASHUs6xMBAMBoyiVjKtEUA3xFKAYAA3Jpo6y5XFKT6bjrUYA99XZHsYhRPMq3fABAONleKMb6RAAAMGomUjGVG4RigJ94QgYAA3J5o6J7WZ2IgKk1PVYnAgBCreN1/xghFAMAACOmuz6RUAzwE6EYAAzIpY0yqxMROPV2R0lCMQBAiPWbYhEyMQAAMGL6TbGOZ12PAowNQjEAGIDtSlM71RZNMQROvdlROsG3ewBAePVvifGoCAAAjJqJVEySWKEI+IinZAAwAJc3ypKke2mKIWDq7Y5SMZpiAIDw6m9N9CyxGAAAGC2EYoD/CMUAYAAub1QkEYoheBotT8k43+4BAOHV35pIJgYAAEbNRCouSSrVW44nAcYHT8kAYAAubZSViEV0fDrtehTg6zQ7nhJRvt0DAMKr3xQjEwMAAKMml+w2xUp1mmKAX3hKBgADcGmjotOzGUW5AI+AabQ9JWJ8uwcAhNfeTTGqYgAAYMTsrU8kFAN8w1MyABiAyxtlVicikJptTwluigEAQoz1iQAAYFT11ycWWZ8I+IZQDAAOqdXxdH27qjPzWdejAN+g2faUiNJgBACE115TjAWKAABgxORTrE8E/EYoBgCHdG2rqrZnaYohkJod1icCAMKNphgAABhVuf76xAahGOAXnpIBwCFd3ihLks4QiiGAuk0xvt0DAMIrsndTzPEgAAAAA5aORxWNGJVYnwj4hqdkAHBIlzYqksT6RARSi6YYACDkepmYPFIxAAAwYowxmkjFWJ8I+IinZABwSJc3ypqfSCrfO44KBEmzTSgGABgNRGIAAGAUEYoB/uIpGQAc0gvrZd3H6kQEVHd9YtT1GACAEDHGvMsYc8EYc9EY89O3+fvGGPPrvb//lDHmjcOdp/tHimIAAGAU5VNxFWusTwT8QigGAIdgrdXFtZIeWJhwPQpwWw3WJwIA9sEYE5X0G5LeLemcpB81xpx7xZe9W9LZ3n/eL+mDw5zppZtipGIAAGD05FNxFbkpBviGp2QAcAg3d2uqNDs6e5SmGILHWttrihnXowAAwuNNki5aay9ba5uSflfSe1/xNe+V9G9s1xckTRljFoc10F5TbFj/BQAAAA5NpuMq1lifCPiFUAwADuGFtZIk6f6jNMUQPK1O9/EhTTEAwD4cl3TjZb9e7v21/X7NwBj1m2LD+m8AAABwJ5+O0RQDfMRTMgA4hBfWypKk+48QiiF4mh1PEqEYAGBfblcvfmUcdTdfI2PM+40xXzbGfHljY+PAA0X2mmKkYgAAYPTkU3EVuCkG+IanZABwCC+slXQ0n9RkJu56FOAbNNu9UCzKt3sAwF1blnTiZb9eknTrAF8ja+2HrLWPW2sfn5+fP/BA/fWJHpkYAAAYQfl0XNVmR63ei60AhounZABwCC+ulVmdiMDaC8ViUceTAABC5EuSzhpj7jHGJCT9iKSPvOJrPiLpvzFdb5FUsNauDG+k/vpEUjEAADB68qmYJKlU564Y4AdCMQA4IM+zenG9RCiGwGqxPhEAsE/W2rakn5D0MUnnJf17a+2zxpgPGGM+0PuyJyRdlnRR0r+Q9LeGOZO53bJGAACAEZFPd7cPFVmhCPgi5noAAAirGztV1Vue7j+acz0KcFuNXlMsHuVpIgDg7llrn1A3+Hr5X/vNl/25lfS3/ZonYvpNMb/+GwEAAPwz2Q/F6oRigB94dRwADuiFtbIk6SxNMQRUf31ikqYYACDE+q92eKRiAABgBPWbYgWaYoAveEoGAAf0wlpJknT2CE0xBFOT9YkAgBHQX59IJgYAAEZRPtVfn8hNMcAPPCUDgAN6Ya2k41NpTfQ+vABB02+KJaJRx5MAAHBwptcVIxMDAACjKJ/uXjhifSLgD0IxADigF9bKOss9MQTYXihGUwwAEGKR3rcxzyMWAwAAo+elphihGOAHnpIBwAG0O54ubZR1P/fEEGDNTkcSoRgAINzi0e73sZbnOZ4EAABg8DKJqGIRQ1MM8AlPyQDgAK5tV9Vse4RiCLSX1ify7R4AEF6xSHd9YrtDUwwAAIweY4zy6bgKNMUAX/CUDAAO4MW1kiTpftYnIsAae+sTjeNJAAA4uFi/KdahKQYAAEZTPhVTsdZ2PQYwFgjFAOAAXlgrS5LuO0IohuBq9d6oT0SjjicBAODg4tFeU4ybYgAAYETl03HWJwI+IRQDgAO4sFbSiZm0MomY61GAO2r33qiP0xQDAIRYLNL9sbVNUwwh1mh3dGWzokqDFgAA4BvlU3EVWZ8I+IJQDAAO4MW1kh7gnhgCrv9GfTRCKAYACK/+TbEWN8UQYpc3KvrOX/uU/uzFDdejAAACaDIdV7HOixOAHwjFAGCfWh1PVzYrOksohoDr9EKx/hv2AACEUSRiFDEvfV8Dwqj/72/E8LISAOAb5dMxFWiKAb7gKRkA7NPF9bJaHasHFwjFEGyt3popmmIAgLCLRSNqeaxPRHjtvawU5XMZAOAbsT4R8A+hGADs0/mVoiTp3GLe8STAq3upKcbDFwBAuMUjRm3WJyLEXlprzWMYAMA3yqfjarQ91Vsd16MAI49PYwCwT8/dKioZi+ieuazrUYBX1eaNZADAiIhFI2p3aIohvPovK0VZnwgAuI18KiZJKnFXDBg6QjEA2Kfzq0U9uDChWJTfQhFs3BQDAIyKeNSoxU0xhNheKEaDHwBwG/l0XJJUrLNCERg2npIBwD5Ya/XcraIeYnUiQqC9d9Dd8SAAABxSLEJTDOFGKAYAeDV7oRh3xYChIxQDgH1YLda1U23p3DFCMQRfx/MUixgZ1vQAAEIuFuWmGMKt7XVDXUIxAMDt5FPdUKxAKAYMHaEYAOzD+ZWiJNEUQyi0PcuDFwDASIhHI6xPRKh5tr/Wms9mAIBvNJnu3hQrclMMGDpCMQDYh+dudUOxBxcmHE8CvLZOx/LgBQAwEmIRw/pEhFq/6cgLSwCA2+k3xVifCAwfoRgA7MP5lZJOzmQ00fuwAgQZTTEAwKiIRSNqsT4RIdZvivHZDABwO3s3xeqEYsCwEYoBwD48t1LUOVYnIiTanqdYlG/1AIDwi0WMOh5NMYRX22N9IgDgzlLxqBKxiIo11icCw8aTMgC4S5VGW1e3KtwTQ2h0PNYnAgBGQyxq9kIFIIw6vX9/I3w2AwDcQT4VV4H1icDQEYoBwF16frUka6VzxwjFEA5tbooBAEZEPBJRi5tiCLEOTTEAwGvIp2OsTwR8QCgGAHfp/EpRkvTQ4oTjSYC70/GsolEevAAAwi8WNWpzUwwh1m86clMMAHAn+VRcRZpiwNARigHAXXpupah8KqbjU2nXowB3pe1ZxSJ8qwcAhF8sGlGL9YkIsX6oy2czAMCd5NNxFevcFAOGjU9jAHCXnrtV1LljeRnD250Ih45neRsZADAS4hGjNusTEWLNdkeSlIjxGAYAcHuT6bhKNMWAoePTGADchY5ndWG1pIcWuSeG8Gh7HncrAAAjgfWJCLtmL9RNEooBAO4gn4qpQCgGDB2fxgDgLlzdqqjW6ugcoRhCpN2hKQYAGA3JWHQvVADCqNHq/vtLUwwAcCfd9YktWcuLQMAw8WkMAO7C+ZWiJNEUQ6h0b4oRigEAwi8Zi6je6rgeAziwZseTMeKzGQDgjvKpuFodq3qLF4GAYSIUA4C78MzNouJRo7NHc65HAe5ax7OKRflWDwAIv1Q8SiiGUGu2PSVjEe4TAwDuKJ+OSZKKdVYoAsPEkzIAuAtP39zVgwt5JWNR16MAd63teaxPBACMhGQsokabt6YRXo22pwQvKwEAXsVkOi5JKnJXDBgqPpEBwGvwPKunlgt63dKk61GAfemwPhEAMCL6TTFubCCsGm1PCV6wAwC8inyqG4oVCMWAoSIUA4DXcHWrolK9rccIxRAybc/SFAMAjIRkLCLPdr+3AWHUX58IAMCd5PtNMdYnAkPFJzIAeA1P3yxIkl53fMrtIMA+dQjFAAAjIhXvNmy4K4awarQ7hGIAgFeVT/VuitXajicBRhufyADgNXztRkHJWET3H825HgXYl45nFeWYOwBgBCTj3R9duSuGsGq2PSUIxQAAr4KmGOAPPpEBwGt4+uauHj6WV4zD2AgZayVDKAYAGAGpGE0xhFuzQygGAHh1/ZtiRW6KAUPFJzIAeBXtjqdnbhb16NKU61GAffOsFZkYAGAU9Jti9RZNMYRTo8VNMQDAq0vEIkrHoyoQigFDxScyAHgVlzYqqrU6enRp0vUowIGQiQEARkGy1xRrtGmKIZxoigEA7kY+HeOmGDBkfCIDgFfxteVdSaIphlCyVopQFQMAjIAUTTGEXLPtKcE6dgDAa8in4twUA4aMT2QA8CqeXi4ol4zpzFzW9SjAvrE+EQAwKmiKIexqrY7SiajrMQAAAZdPE4oBw0YoBgCv4qnlXT1yPK9IhGQB4WNFUwwAMBr6TbEGTTGEVK3ZUToecz0GACDgJtNx1icCQ0YoBgB30Gx7Or9SYnUiQsuzlqNiAICRQFMMYVdttpWhKQYAeA35VEyFGk0xYJgIxQDgDi6sltTseHp0adL1KMDBkIkBAEYEN8UQdtVmh1AMAPCaWJ8IDB+hGADcwVM3dyVJjx6fcjoHcFCsTwQAjIpkvBsm1Fs0xRA+Hc+q0fa4KQYAeE3d9YkteZ51PQowsgjFAOAOnrpR0FQmrhMzadejAAfiWSsyMQDAKEjFejfF2jTFED61XphLUwwA8Fom03F5Vio1uCsGDAuhGADcwVM3C3rd8UkZUgWElLU0xQAAoyFFUwwhVm12H2ymEzHHkwAAgm4qk5AkFaqsUASGhVAMAG6j0mjrhbWSXn9iyvUowIF51nJTDAAwEpI0xRBitWavKRanKQYAeHVT6bgkabfWdDwJMLoIxQDgNr52Y1cdz+qNp6ZdjwIcmLUSqRgAYBTEohHFIoamGEKp2mR9IgDg7kxleqEYTTFgaAjFAOA2nry2I0l64wlCMYQb6xMBAKMiGYvQFEMo9UOxNKEYAOA19Ncn7lRpigHDQigGALfx5PUdnT2S02TvDR0gjFifCAAYJal4lKYYQqm/PjHN+kQAwGvoN8UKNZpiwLAQigHAK3ie1Veu7eibWJ2IkLOWphgAYHSk4lHVCMUQQtVmW5KUScQcTwIACLrJNOsTgWEjFAOAV7i0UVax3uaeGELPs1ZkYgCAUZFJRPcaN0CY9MNc1icCAF5LPBpRLhkjFAOGiFAMAF6hf0+MphjCzkqEYgCAkZFNxlQhFEMI9W+KZQjFAAB3YTId126Nm2LAsBCKAcArPHltR1OZuM7MZV2PAhyKtZIhFQMAjIhsMqpKo+16DGDfCMUAAPsxlYmrQFMMGBpCMQB4hSev7+ibTk4TJiD0rLXi32IAwKjIJGKEYgilUr37YDOX5KYYAOC1TWXi2q0RigHDQigGAC+zXWnq8kaFe2IYCVZShHAXADAisonoXuMGCJNSva1MIqpYlEcwAIDXNpVJaKfK+kRgWPhEBgAv89Xr3BPD6PCs5aYYAGBkZJMxVZs0xRA+5XpbEylaYgCAuzOVZn0iMEyEYgDwMk9e21E0YvTY0pTrUYBDs1asTwQAjIxsMqYy6xMRQqVGi9WJAIC71l+faK11PQowkgjFAOBlnry2o4eP5ZXmCDZGgLWW23gAgJGRSURVb3nqeDwgQriU6m1NpOKuxwAAhMRUOqGOZ3kZCBgSQjEA6Gl1PH1teVdvPMnqRIwGK7E+EQAwMrKJbtOGFYoImxLrEwEA+zCZ6b5IscsKRWAoCMUAoOf8SlH1lsc9MYwMo+4KRQAARkE22Q/FOo4nAfanVG8pT1MMAHCXptLd7xmFGqEYMAyEYgDQ8+S1HUnSGwnFMCKMMewgBwCMjGyyu966wiohhEyp3uamGADgrk1lEpJoigHDQigGAD1fvLytpem0jk+lXY8CDIQx3RWKAACMgkxvfWKlQVMM4VJusD4RcMEY8y5jzAVjzEVjzE/f5u//VWPMU73/fN4Y85iLOYFXmu6tT9ypNh1PAowmQjEAkOR5Vl+4sqW3nJl1PQowMBFjWJ8IABgZ2USvKcZNMYRIu+Op2uxogvWJgK+MMVFJvyHp3ZLOSfpRY8y5V3zZFUlvs9Y+KukXJX3I3ymB29u7Kcb6RGAoCMUAQNKFtZJ2qy1CMYwUI8kjFQMAjIiXbooRiiE8yr11nzmaYoDf3iTporX2srW2Kel3Jb335V9grf28tXan98svSFryeUbgtib7N8VoigFDQSgGAJK+cHlLkvTme2YcTwIMDusTAQCj5KWbYqxPRHiU6t1QjPWJgO+OS7rxsl8v9/7anfy3kv54qBMBdykZiyqTiHJTDBgSPpUBgLqh2NJ0WidmMq5HAQbGsD4RADBCXropRlMM4dEPxfKEYoDfzG3+2m1/OjLGfKe6odi33fEfZsz7Jb1fkk6ePDmI+YBXNZWOsz4RGBKaYgDGnudZffHKtr6F1YkYMUaSJRUDAIyIbD8Ua9IUQ3iU6t0HmrkkN8UAny1LOvGyXy9JuvXKLzLGPCrpX0p6r7V2607/MGvth6y1j1trH5+fnx/4sMArTWYSNMWAISEUAzD2uCeGQTDGvMsYc8EYc9EY89O3+fvGGPPrvb//lDHmjcOeKUJTDAAwQjK99YlVmmIIkWK/KZamKQb47EuSzhpj7jHGJCT9iKSPvPwLjDEnJf2BpL9urX3BwYzAHU2l49rlphgwFIRiAMbe3j2xM9wTw8EYY6KSfkPSuyWdk/Sjxphzr/iyd0s62/vP+yV9cPhzSR6pGABgRMSjESViEZpiCJX+A83pTMLxJMB4sda2Jf2EpI9JOi/p31trnzXGfMAY84Hel/2cpFlJ/7sx5i+NMV92NC7wDaazrE8EhoVXlQCMvS9c3tKJmbSWprknhgN7k6SL1trLkmSM+V1J75X03Mu+5r2S/o3t7jP8gjFmyhizaK1dGdZQRndYmg8AQEhlE1FVmzTFEB791VdTGdYnAn6z1j4h6YlX/LXffNmf/7ikH/d7LuBuTKZZnwgMC00xAGOtf0/sLfewOhGHclzSjZf9ern31/b7NQNlWJ8IABgxmURMZdYnIkR2a03FIka5JO8kAwDu3lQmrkKtyZ1wYAgIxQCMtedXuSeGgTC3+Wuv/OR6N18jY8z7jTFfNsZ8eWNj43BDGfEBGgAwUnLJmKoN1iciPHaqLU1l4jLmdh8FAQC4val0XK2OVZW10cDAEYoBGGvcE8OALEs68bJfL0m6dYCvkbX2Q9bax621j8/Pzx9qKGNYnwgAGC2ZZFQV1iciRArVlibTrE4EAOxPf+0ud8WAwSMUAzDWuCeGAfmSpLPGmHuMMQlJPyLpI6/4mo9I+m9M11skFYZ5T0ySIsbQFAMAjJSJVFylOqEYwmO31tRUJuF6DABAyEymu987dqtNx5MAo4el1gDGVv+e2DvPHXU9CkLOWts2xvyEpI9Jikr6bWvts8aYD/T+/m+qe+D5PZIuSqpK+n8Oey4jySMTAwCMkHwqpuWdqusxgLu2U2np2FTK9RgAgJDZa4pVaYoBg0YoBmBsPXOroEKtpW+9j3tiODxr7RPqBl8v/2u/+bI/t5L+tp8zRYxhfSIAYKTk03EVazTFEB6FWksPLeZdjwEACJnpTL8pRigGDBrrEwGMrc+8sCFJeuvZw91tAgLLSB7rEwEAIySfiqtY5+EQwmO32tR0hptiAID9eemmGOsTgUEjFAMwtj7zwqYePpbXXC7pehRgKIwkqmIAgFGST8fUbHuqtzquRwFeU7PtqdLs7D3YBADgbk2mWZ8IDAuhGICxVKq39JXrO/r2+2mJYXR11yeSigEARsdEqvuAiLYYwqD/dv9kbwUWAAB3KxWPKhWPqFDjMw8waIRiAMbSn1/aUtuzeuvZOdejAENjjOR5rqcAAGBw8qnuWWzuiiEMCr23+1mfCAA4iKl0QrtV1icCg0YoBmAsfebFDWUSUT1+asb1KMDQGNEUAwCMlnyaphjCY6cXik2laYoBAPZvKhNnfSIwBIRiAMbSn724qW85M6tEjN8GMbqMkTwyMQDACMn31yeySgghsNN7u5+bYgCAg5hME4oBw8DTYABj59pWRde2qtwTw8gzxsgSigXGMzcLevZWwfUYABBqk+ne+sQ66xMRfNuVbig2l0s6ngQAEEbTmcTefUoAg0MoBmDsfOaFDUninhhGXsRIllQsMH7hPz2nX/zoc67HAIBQoymGMNksNSRJM1nWJwIA9o/1icBwEIoBGDuffmFTS9Np3TOXdT0KMFTRiJFHKBYYHWsVjRjXYwBAqHFTDGGyVWkqn4qxsh0AcCCTmbh2ay1edgUGjE9mAMZKq+Ppzy9t6tvvn5cxPJzGaItGjNocFQuMjmcV4fcdADiUZCyiRDSiYo31iQi+zXKD1YkAgAObSifUbHuqtzzXowAjxUkoZoyZMcZ83BjzYu+P03f4uiljzO8bY543xpw3xnyL37MCGC1fubajSrOjbz/LPTGMvljEqN0hFAsKS1MMAA7NGKN8OkZTDKGwVW5qNsfqRADAwUxlug157ooBg+WqKfbTkj5prT0r6ZO9X9/OP5X0J9baByU9Jum8T/MBGFGfeXFD0YjRt94363oUYOiiEaMOTbHA6FirKE0xADi0fCrOTTGEwlalodksTTEAwMFM9dZG71T43AMMkqtQ7L2Sfqf3578j6X2v/AJjTF7St0v6LUmy1jattbs+zQdgRP3p8xv6ppPTe0fagVEWj0bU9lizEBQdT6xtBYABmEjHVayzPhHBR1MMAHAYkzTFgKFwFYodtdauSFLvj0du8zVnJG1I+lfGmK8aY/6lMSbr55AARsvyTlXnV4p6+7nb/ZYDjB6aYsHieVZRrrkCwKHlUzGaYgi8dsfTdrWpWW6KAQAOaDrTfbFit8rnHmCQhvZoxhjzCWPMM7f5z3vv8h8Rk/RGSR+01r5BUkV3XrMoY8z7jTFfNsZ8eWNjYwD/FwAYNZ88vy5JevtDRx1PAvgjFjFqE4oFhsdNMQAYiHw6zk0xBN5OtSVrpTmaYgCAA5rJdr+HbFdoigGDFBvWP9ha+/Y7/T1jzJoxZtFau2KMWZS0fpsvW5a0bK39Yu/Xv69XCcWstR+S9CFJevzxx3kCCOAbfOL8ms7MZ3VmPud6FMAX0YhRu8O3xKDoWKsI6xMB4NC6N8VYn4hg26o0JImbYgCAA+s3xQjFgMFytcTnI5J+rPfnPybpw6/8AmvtqqQbxpgHen/puyU95894AEZNqd7SFy5v0RLDWIlFuCkWJN31iYRiAHBY+XSMphgCb6vcfYDJTTEAwEElYhFNpGKEYsCAuQrF/rGkdxhjXpT0jt6vZYw5Zox54mVf95OS/p0x5ilJr5f0v/k9KIDR8JkXNtXqWEIxjJVYlJtiQdKxVlGaYgBwaPlUXM22p3qr43oU4I42y92mGOsTAQCHMZNNEIoBAza09Ymvxlq7pW7z65V//Zak97zs138p6XH/JgMwqj5xfk3TmbjeeHLK9SiAb6LcFAsUz5MiNMUA4NDy6bgkqVhvKRWPOp4GuL29phjrEwEAh0AoBgyeq6YYAPim3fH0p8+v6zsfPKJYlN/2MD5iEZpiQeJZKzIxADi8fKr7bid3xRBkm+WGohGjyV6ICwDAQcxkCMWAQePpMICR9+VrOyrUWnoHqxMxZqKRiFodQrGgaHWs4gTzAHBo/ZChUOMBEYJro9TQbDZBSxwAcCg0xYDB48kMgJH3yfNrSkQjeuv9865HAXzVbYp5rsdAT6vjEYoBwADMZLs3mnYqLceTAHe2VmpoYTLlegwAQMjNZBParjZlLS+8AoPCkxkAI81aq48/t6a33DurXNLJGUXAmViUm2JB0u54ikd5WxwADms60w3Ftqu8NY3gWi/WdWSCUAwAcDgz2YSabU+VZsf1KMDIIBQDMNIubVR0dauqdzx0xPUogO+4KRYsrY7lriEADMBLTTFCMQTXWrGuo/mk6zEAACE3zeceYOB4MgNgpP3JMyuSpLef454Yxk80EqEpFhDWWjVZnwgAA5FJRJWIRrRTZX0igqnR7min2tLRPE0xAMDhzPZCsS1CMWBgeDIDYKT90dOreuPJKS1Opl2PAvguFjFqd7gpFgT9xl6C9YkAcGjGGE1n47wxjcDaKDUkiaYYAODQ+g357UrD8STA6CAUAzCyLm+UdX6lqO999JjrUQAnohEjz0oebTHnWp3u/wasTwSAwZjOJLgphsBaK3YfXB6hKQYAOKSXQjEa8sCg8GQGwMh64unu6sT3vG7B8SSAG/FeK6ljCcVca3ndxh7rEwFgMGayCZpiCKz1Yl2SdGSCphgA4HBoigGDx5MZACOL1YkYd9FI99t8h6aYc612PxRjfSIADAJNMQTZWi8U46YYAOCwcsmY4lFDUwwYIEIxACPpymaF1YkYe7FIN4BpE4o511+fSFMMAAZjOhvXbpWHQwimtVJDsYjRTCbhehQAQMgZYzSTTdAUAwaIJzMARhKrE4HuTTFJanc8x5Og1WF9IgAM0kwmod1qkzY0AmmtWNeRiaQiERriAIDDm84kaIoBA8STGQAj6aNPrbA6EWMvFqUpFhQvhWI8HAOAQZjOJuRZqVjjARGCZ6PU0BFWJwIABmQ2R1MMGCRCMQAjh9WJQFesd1Os3SEUc63ZC8USNMUAYCD2js5zVwwBtFas62g+6XoMAMCImMkmtV3hMw8wKDyZATByWJ0IdPWbYi3WJzpXb3X/N0jFo44nAYDRMNW71bRLKIYAWis2dJSmGABgQGYycUIxYIAIxQCMnD9idSIgSUrGut/mm4RizjVaHUkv/W8CADicmV4oxn0NBE2t2VGh1iIUAwAMzEw2qWK9zQuvwIDwZAbASLm4XtJzK0V9H6sTgb1Vfc02H5xda/T+N0jSFAOAgZjOxiVJO7w1jYC5VahJkhYnCcUAAIMx0//cQ0MeGAhCMQAj5Q++clPRiNH3P0YoBiRihGJBUacpBgADxU0xBNXKbl2SdGyKrRUAgMGYyXbvVLJCERgMnswAGBmeZ/Xhv7ylt56d0/wEh62BBOsTA6PfFEvF+egFAIOQjkeVjEVoiiFwbu12m2LHCcUAAAPSb8gTigGDwZMZACPjL65u6+ZuTT/4huOuRwECgfWJwfFSU4z1iQAwCMYYTWcSrBFC4NzcrckYcVMMADAwszTFgIEiFAMwMv7wKzeVTUT1znMLrkcBAqF/v4pQzL2Xborx0QsABmU6m9B2peV6DODrrBRqms8l9xr7AAAcFk0xYLD4lAZgJNRbHT3x9Ire9cii0gmaGID0UlOsQSjm3EvrE/n9CQAGZSYbpymGwLm1W+eeGABgoKYzvVuqhGLAQBCKARgJnzi/plKjrR96I6sTgb7+G8qNdsfxJHhpfSIfvQBgUKYzCW6KIXBuFWo6NsXqRADA4MSjEU2m44RiwIDwZAbASPjDr9zU0XxSbzkz63oUIDD6AQzrE91rtD0Z81J7DwBweDNZboohWKy1urVb07FJmmIAgMGaySYIxYAB4ckMgNDbKjf06Rc29L7XH1c0YlyPAwRGvynW7BCKudZodZSMRWQMv0cBwKBMZxLarbXU5vscAmKn2lK95bE+EQAwcIRiwOAQigEIvY8+taK2Z/WDrE4Evk6/lURTzL1aq8M9MQAYsPmJpKzlvgaC49ZuTZJYnwgAGLjpDKEYMCiEYgBC7z98ZVkPLkzowYW861GAQEmwPjEwqs2OMoRiADBQc7mkJGm91HA8CdD1UihGUwwAMFizNMWAgSEUAxBqz94q6Knlgn74m0+4HgUIHEKx4Kg1O8okY67HAICRMj/RDcU2y4RiCIaVQl2StMhNMQDAgE33bqlaa12PAoQeoRiAUPu9L91QIhbRD76B1YnAK8UiRsZwUywIqs22MgmaYgAwSEd6odgGTTEExK3dmhKxiGazCdejAABGzGw2oVbHqtRoux4FCD1CMQChVW919Idfval3P7KgqQw/eAKvZIxRIhqhKRYAlWZHadYnAsBA9dcnbtAUQ0Dc3K1pcTKlSMS4HgUAMGJmei9cbJdZoQgcFqEYgND642dWVKq3WZ0IvIpELKIGoZhztWaHphgADFg6EVUuGdNmiYdDCIYbOzWdmM64HgMAMIL2QrEqn3uAwyIUAxBa/9df3NCp2Yzecs+s61GAwErGIqxPDIBqs81NMQAYgvmJJE0xBMbydlUnZrgnBgAYPJpiwOAQigEIpcsbZf3FlW398DefYD0J8CpYnxgMtWZHGdYnAsDAzeUS2ijVXY8BqNJoa6vS1IkZmmIAgMGjKQYMDqEYgFD6vS/fUDRi9H9/45LrUYBAS8ajhGIBUG2xPhEAhmF+IqmNEk0xuHdjpypJrE8EAAzFXihWIRQDDotQDEDotDqe/sOTy/quB4/oSD7lehwg0GiKBUO10VE6wfpEABi0+VxSm6wRQgBc3+qGYidpigEAhiCTiCoRixCKAQNAKAYgdD55fk2b5aZ+5JtPuB4FCLwEN8Wca3c8NTseTTEAGIK5XFKFWkuNdsf1KBhzN3ZqksT6RADAUBhjNJtNaIuXgYBDIxQDEDr/5xeua3EypbfdP+96FCDwEjGaYq5VW90HtYRiADB48xNJSaItBudubFeVS8Y0nYm7HgUAMKJmcwltVVgbDRwWoRiAULm4XtZnL27qr73llGJRfgsDXgvrE92rNvqhGOsTAWDQ9kIx7orBsRvbVS1Np2WMcT0KAGBEdddG85kHOCyeKAMIlf/zC9eUiEb0w6xOBO5KIhZhpZRj5UZLkjSRIhQDgEGby3VDsQ1CMTh2fbvKPTEAwFDNTyT5zAMMAKEYgNAoN9r6/SeX9b2PLu49AAHw6tLxqOotmmIuleptSVKOUAwABq7fFNvgrWk4ZK3VjZ0q98QAAEM1l0tqs9yU51nXowChRigGIDT+8Ks3VW609de/5ZTrUYDQSCeiqrVoirlUbnRDsYkkoRgADNpsLiGJ9Ylwa6PcUL3l6cR02vUoAIARNj+RVMez2q21XI8ChBqhGIBQsNbq3/75Vb3u+KTecGLK9ThAaKTihGKu0RQDgOFJxqKaTMdpisGpG9s1SdLJWZpiAIDh2WvI8zIQcCiEYgBC4QuXt/XCWll//VtOcbwa2Id0PKp6k1DMpXI/FKMpBgBDwX0NuHZjuypJOjFNKAYAGB5uqQKDQSgGIBT+7ReuaioT1w88dsz1KECopBMRmmKOlfbWJ8YdTwIAo2k+l9QmTTE41A/FlgjFAABD1G+K8bkHOBxCMQCBt1Ko6WPPrumHHz+hVDzqehwgVNLxqNqeVavjuR5lbPWbYtkkv38BwDDM0RSDY1e3qjqaTyqd4Hs9AGB4WJ8IDAahGIDA+zd/fk3WWv21t5xyPQoQOv0gmbaYO+VGS+l4VLEoH7sAYBjmc4RicOvqVkWnZ7OuxwAAjLiJZEyJWISmGHBIPJ0BEGiVRlv/7gvX9K5HFnRihnUkwH7131jmrpg75UZbuRT3xABgWOYnkqo0O6o2265HwZi6slnRmXlCMQDAcBljeBkIGABCMQCB9vtPLqtYb+vH33rG9ShAKKVpijlXqrc1kSQUA4BhOdJbJbRW5AER/FeotbRdadIUAwD4Yn4iqQ2aYsChEIoBCKyOZ/Xbn7uiN56c0htPTrseBwglQjH3aIoBwHAtTKYkSauFuuNJMI6ublYkSafnCMUAAMM3R1MMODRCMQCB9fHn1nRtq0pLDDiEVG99Yo31ic6U6m3laIoBwND0Q7G1IqEY/HelF4qdIRQDAPhgfiLJTTHgkAjFAATWb332spam03rnuaOuRwFCi6aYe4VaS5PpuOsxAGBkLeS7odgKTTE4cGWzImPE/WMAgC/mcwltVZpqdzzXowChRSgGIJD+8sauvnR1R3/jr9yjWJTfqoCD6odidUIxZwjFAGC4ssmYJlIxrRZqrkfBGLq6VdHxqbRSvc9cAAAM0/xEUtZK29Wm61GA0OJJM4BA+q3PXtFEMqb/6ptPuB4FCLX03vpE3iJzhVAMAIZvcTJFUwxOXNms6B5WJwIAfDI/kZQk7ooBh0AoBiBwbmxX9cTTK/qRN53gDg9wSKxPdKve6qjZ9pQnFAOAoVqYTHNTDL6z1urKZkWnZwnFAAD+mMsRigGHRSgGIHD+xZ9dVsRIf+Pb7nE9ChB6KUIxpwq1liTRFAOAIVvIJ2mKwXfblaZK9TZNMQCAb/pNsc0y6xOBgyIUAxAoG6WGfu9LN/RDb1jS4mTa9ThA6PXXJ9abhGIuEIoBgD8WJtPaKDfU4ug8fHR1qyJJhGIAAN/QFAMOj1AMQKD8q89dUbPj6f1vO+N6FGAkpGLdb/U0xdwgFAMAfyxOpmQtD4jgr8sb3VDsNKEYAMAn2WRMmURUm2U+8wAHRSgGIDCK9Zb+7Z9f07sfWdC98znX4wAjIRaNKBGNEIo5UuyFYtwUA4DhWsinJIkVivDV1a2KYhGjpWk2XAAA/DM/keRFIOAQCMUABMa/+8J1lRpt/c233ed6FGCkpOIR1Vif6ARNMQDwx8JkNxRbJRSDjy5vVHRyJqN4lEcrAAD/zOcIxYDD4JMbgECotzr6rc9e0VvPzul1S5OuxwFGSjoRJRRzhFAMAPyxONlvitUcT4Jx8uJ6WfceYcMFAMBfc7kk6xOBQyAUAxAIv//ksjbLDf3N77jX9SjAyEnHo6xPdKQfiuVTMceTAMBom0zHlYxFtFakKQZ/tDqerm5WdJZQDADgs/mJpDYIxYADIxQD4Fyr4+n/+Mwlvf7ElL7lzKzrcYCRkyIUc2a32tJEMqYYa5UAYKiMMVqcTHFTDL65tlVV27O6j1AMAOCzuVxSu9WWmm3P9ShAKPGEBoBz//GrN3Vju6a//Z33yRjjehxg5LA+0Z3dalPT2YTrMQBgLCxMprgpBt9cXC9JEqEYAMB38xNJSdJWhbYYcBCEYgCcanc8/cZ/uaiHj+X19oeOuB4HGEnZREyVZtv1GGNpu9oiFAMAnyxOprXK+kT45OJ6WZJ07zyhGADAX/1QbKNEKAYcBKEYAKf+01O3dHWrqr/z3WdpiQFDkk1GVWkQirmwU2lqOhN3PQYAjIWj+ZTWinV5nnU9CsbAxfWyjk+llU1yNxQA4K+5XPfFy03uigEHQigGwJmOZ/XP/vSiHlyY0DseOup6HGBkZZMxVRqsT3Rhu9LUTIamGAD4YXEypVbHaqvSdD0KxsCL62Xdy+pEAIADNMWAwyEUA+DMR5+6pcsbFf2d7z6rSISWGDAsE8mYyjTFnOCmGAD4Z2EyJUncFcPQeZ7VpY2y7mN1IgDAgbkcoRhwGIRiAJzwei2x+4/m9K6HF1yPA4y0blOsLWtZJ+WnequjSrOjGUIxAPDFQr4XinFXDEN2c7emesvTfTTFAAAOpOJRTaRi2izTjgcOglAMgBN//MyqLq6X9ZPfRUsMGLZsMqa2Z9Voe65HGSu71ZYkaYqbYgDgi8W9pljN8SQYdRc3ypKks0cJxQAAbsxPJGmKAQdEKAbAdx3P6p9+8gXdO5/Ve1636HocYOTlegfgK6xQ9NV276YNN8UAwB+zuaRiEaNbrE/EkF1c64ZirE8EALgynyMUAw6KUAyA7z761C29sFbW//D2+xWlJQYMXXYvFOs4nmS87Fa7oRg3xQDAH9GI0eJUSrd2aYphuC6ulzWbTfA9HgDgzNxEUptlQjHgIAjFAPiq3fH0Tz/xoh44OqHvoyUG+CKXjEqSyjTFfLXdC8W4KQYA/lmaymh5h1AMw3Vxo6x7uScGAHCIphhwcIRiAHz1h1+9qcubFf2P77ifW2KAT/pNMUIxf+301idyUwwA/LM0ndbyTtX1GBhh1lq9sFbSWUIxAIBDR/JJlRptVZv8nA/sF6EYAN80255+/U9f1CPH8/qeh4+6HgcYG1luijmx1QvFprkpBgC+WZrOaK3YUKPNymAMx61CXaV6Ww8u5l2PAgAYYwv5lCRplVuqwL4RigHwzf/vyRu6sV3T33vHAzKGlhjglxxNMSc2yw1NZeKKR/m4BQB+OT6dliTd2uUBEYbjwmpRkvTgwoTjSQAA42xhsheKFfnMA+wXT2kA+KLe6uif/+lFveHklL7jgXnX4wBjhaaYG1vlpuZySddjAMBYWeqFYqxQxLA8v1qSJN1/lFAMAOAOTTHg4AjFAPjid//iulYKdf1P76QlBvgtl6Ap5sJmuaG5HKsTAcBPL4ViNceTYFQ9v1LS8am0JtPcDAUAuENTDDg4QjEAQ1dptPXP/8tFvfmeGX3rvbOuxwHGTjYZlSRVGtxX8dNWualZmmIA4KuFfErRiKEphqG5sFrSA6xOBAA4lknElE/FaIoBB0AoBmDofvuzV7RZbuqn3vUgLTHAgVg0omQsokqTppifNsoNzROKAYCvYtGIFidTNMUwFM22p0sbZUIxAEAgLEymCMWAAyAUAzBUO5WmPvSZy3rHuaP6plPTrscBxlYuGWN9oo/qrY5K9TbrEwHAgaXpNKEYhuLSRlltz+pBQjEAQAAsTKa1xvpEYN8IxQAM1Qc/fUnlZlv/8/c84HoUYKzlUjFVCMV8s11pShLrEwHAgaXpjG4SimEILqyWJEkPLuQdTwIAgLSQT2qFphiwb4RiAIZmpVDT73z+qn7oDUu6/yhvUwIuZROEYn7aLDckSXOEYgDgu6XptNZKdTXa3NLEYD2/WlI8anRmPut6FAAAtDCZ1ka5oVbHcz0KECqEYgCG5tc/+aI8a/V3337W9SjA2GN9or9eCsVYnwgAfluazshaaWWXN6cxWM+vFnXvfE7xKI9SAADuLeRTslbaKDVcjwKECp/kAAzF5Y2y/v2Xl/VX33xKJ2YyrscBxl42GVWlwRvzftksd9cn0hQDAP8tTaclibtiGLgLqyXuiQEAAmNhsvvz5ip3xYB9IRQDMBS/9p8vKBmL6Ce+6z7XowCQlE2yPtFPrE8EAHdeCsWqjifBKClUW1op1PUA98QAAAGxkO9+5lnjrhiwL4RiAAbuq9d39MTTq3r/t5/hgTAQEKxP9NdGqaFsIqp0Iup6FAAYOwv5lKIRQ1MMA/X8alGSaIoBAAJjYTIlSVohFAP2hVAMwEBZa/UrTzyvuVxS/91bz7geB0DPRCqmUp1QzC/rpYaO5lOuxwCAsRSLRrQ4maIphoE6v9ILxRYJxQAAwTCdiSsRi2iN9YnAvhCKARioT55f119c3dbffftZZZMx1+MA6Mmn4qq1Omq2PdejjIX1Yl1H8jRlAcCV41NpmmIYqGdvFTWbTWiBl14AAAFhjNFCPkVTDNgnQjEAA9PuePrHf/K8zsxl9cPffML1OABeZjITlySV6i3Hk4yH9VJDRyZ4aAYArixNZwjFMFDP3Crq4eOTMsa4HgUAgD0Lkymt0hQD9oVQDMDA/P6Ty7q4XtZPvesBxaP89gIEST7VDcUKNUKxYbPWaq1Y11GaYgDgzNJ0WmuluhrtjutRMAIa7Y5eXCvp4WN516MAAPB1FvIprdIUA/aFp9YABqLabOv/8/EX9MaTU/qehxdcjwPgFfLp7jrTInfFhq7UaKve8rgpBgAOLU2nZa20sstDIhzei2tltT1LKAYACJx+U8xa63oUIDQIxQAMxG/92RWtlxr6B+95iJUiQAD1m2JFmmJDt95bXTE/QVMMAFxZms5Ikm7sVB1PglHwzM2CJOmRY5OOJwEA4Ost5FNqtj3tVvlZH7hbhGIADm29VNcHP31J7zx3VN98esb1OABuYzLdC8W4KTZ0a8WGJNEUAwCHTs12Q7FrW4RiOLxnbxWVS8Z0cibjehQAAL7OwmT3584VVigCd41QDMCh/ZOPv6hm29NPv/tB16MAuIN8mptiflkvdX8YOUJTDACcWcinlIxFdG2r4noUjIBnbxV07lhekQgbMQAAwdIPxdaKhGLA3SIUA3AoF1ZL+r0vXddfe8spnZnPuR4HwB28tD6Rm2LD1m+KHaEpBgDORCJGp2YzurJJUwyH0/Gszq+UuCcGAAikhTxNMWC/CMUAHMqv/PF5ZZMx/Q/ffdb1KABeRSoeUSIaYX2iD9aLDeWSMeWSMdejAMBYOzWbpSmGQ7uyWVat1dHD3BMDAATQ/ERSxkirNMWAu0YoBuDA/uzFDX3qwoZ+8rvu03Q24XocAK/CGKN8Osb6RB+sleqsTgSAALhnLqtr21V5nnU9CkLs2VtFSdIjx2mKAQCCJx6NaD6X1BpNMeCuEYoBOJCOZ/XLf3ReJ2bS+rFvPe16HAB3IZ+Kq0goNnRrhbqOsjoRAJw7NZtRs+1phTencQjP3CwoEYvoXlbFAwACamEyxecdYB8IxQAcyO8/eUPPr5b099/1oJKxqOtxANyFiXRcxTo3xYZtpVDX4hShGAC4dno2K0m6tskKRRzcs7eKemhhQvEoj08AAMG0kE/RFAP2gU91APat3Gjr//2xF/TGk1P63tctuh4HwF2aTMdZnzhkHc9qrVjX4iShGAC4dnquG4pd3ao6ngRhZa3Vs7eKOsc9MQBAgC1MprRSqLkeAwgNQjEA+/bBT13UZrmhn/v+h2WMcT0OgLuUT8VUIhQbqs1yQ23PanEy7XoUABh7i/mUErGIrm7RFMPB3NiuqVBrcU8MABBoC5MpFett1Zod16MAoUAoBmBfbmxX9S/+7Ip+8A3H9foTU67HAbAP+XRcxTqh2DDd2u2+nUdTDADci0SMTs5kdJX1iTigv1zelSR+7gEABNpC76b1KnfFgLtCKAZgX371T55XxEg/9a4HXI8CYJ8m03EVa21Za12PMrJWe3vcaYoBQDCcns3qGusTcUBfu7GrZCyi+49OuB4FAIA76odirFAE7g6hGIC79uWr2/roUyt6/7ffywNfIITyqbiaHU/1lud6lJF1ay8UoykGAEFwejajq1sVeR4vhGD/nlre1SPHJxWP8ugEABBci1PdZ3QruzTFgLvBJzsAd8XzrH7xo8/paD6pD7ztjOtxABxAPh2TJFYoDtFqoaZUPKKpTNz1KAAASafnsmq0Pa2VeEiE/Wl3PD19s6BHlyZdjwIAwKs6NtV9KXN5h6YYcDcIxQDclf/4lzf1teWCfup7HlQmEXM9DoADyKe6QU2xRig2LLcKdR2bTMsY43oUAIC66xMl6Qp3xbBPL66XVW953BMDAAReMhbV0XxSyzusjAbuBqEYgNdUabT1q3/yvB5bmtQPvuG463EAHNBkuhuKFQjFhmZlt6YFVicCQGCcms1IEnfFsG9fu7ErSXp0acrpHAAA3I2l6QxNMeAuEYoBeE0f/NQlrRUb+rnvf1iRCO0HIKzyvVCM9YnDs1qoc3MRAALk2FRaiWhEV7doimF/vra8q3wqptO9YBUAgCBbmk5reZeXgIC7QSgG4FXd2K7qQ392We97/TF906lp1+MAOIR8qrv6lKbYcHQ8q7VSQ4s0xQAgMKIRoxMzaV1lfSL26Ws3CnrsxBQrkQEAobA0ndbKbl3tjud6FCDwCMUAvKpf+ePzihqjv//uB12PAuCQpjMJSdJOhVBsGFaLdXU8q+PTNMUAIEhOz2ZZn4h9qTU7urBW0mOsTgQAhMTSdEbt3ouaAF4doRiAO/rzS1t64ulV/c3vuJd1YMAIyKfjihhpp9p0PcpIutnb3358it8vASBITs9ldXWrImut61EQEs+tFNTxrB47MeV6FAAA7spS7+XM5W1eBAJeC6EYgNvqeFa/8NHndHwqrfd/+xnX4wAYgGjEaCqTIBQbkuWd7g8fSzTFACBQTs9mVG95Wivy5jTuzl/eKEiSHluadDwJAAB3Z2m6ewNzufeyJoA7IxQDcFu/+6XrOr9S1D98z0NKxaOuxwEwINOZOOsTh6TfFDtGUwwAAuXUbFaSdHWLu2K4O1+7savFyZSO5LkTCgAIh2NT3e9ZhGLAayMUA/ANdqtN/drHLujN98zoPa9bcD0OgAGaziS0XaEpNgzLOzXNTyR5kQAAAuaeuW4odnmDUAx352vLu3qUlhgAIESSsaiO5pN7G0wA3BmhGIBv8E8+/oIKtZb+0Q88LGOM63EADNB0lvWJw7K8W+WeGAAE0PGptNLxqC6ul12PghDYLDd0bauqN56cdj0KAAD7sjSdoSkG3AVCMQBf5/nVov7tF67pr775lB5azLseB8CAzXBTbGhu7tS4JwYAARSJGJ2Zz+riBqEYXttXru1Ikr7pFKEYACBcTkyntbxLUwx4LYRiAPZYa/WPPvKs8um4/l/vuN/1OACGYDqb0E6lJWut61FGiudZ3dqt7x03BgAEy9kjOV1cK7keAyHw5PUdxaNGjxxnfSIAIFyWpjNa2a2r3fFcjwIEGqEYgD1//MyqvnB5W3/vnQ9oOptwPQ6AIZjOxNXseKo0O65HGSkb5YaaHU/HaYoBQCDddySnW4W6Ko2261EQcF+5tqNHjk9yIxQAEDpL02m1Pau1UsP1KECgEYoBkCTVmh398h+d10OLef3XbzrpehwAQ9IPvHcqrFAcpP4xY9YnAkAw3XckJ0m6xApFvIpm29PXlgv6Ju6JAQBCqL+5ZHmbFYrAqyEUAyBJ+uCnL+nmbk3/6PvPKRoxrscBMCQzmV4oxl2xgeofM16aIhQDgCDqh2IX1wnFcGfP3iqo2fa4JwYACKX+S5r9n08B3B6hGABd36rqNz99ST/w2DG9+cys63EADFG/KbZNU2yg+j90sD4RAILp1GxWsYghFMOrevLajiTpjYRiAIAQWpxKyRhCMeC1EIoB0C989DnFIkb/8D0PuR4FwJBNZ+KSaIoN2vWtquZySWUSMdejAABuIx6N6PRcVi8SiuFVfOX6jpam0zqaT7keBQCAfUvGojo6kdpb7w/g9gjFgDH3Xy6s6xPn1/ST33VWC5P88AeMupm9pljL8SSj5dp2RadmM67HAAC8ivvmc7pEKIY7sNbqyWs7rE4EAITa0nRaNwjFgFdFKAaMsUa7o1/4T8/pzFxWf+PbTrseB4AP8qm4IkbapSk2UNe3qjo5QygGAEF235Gcrm1X1Wx7rkdBAN0q1LVWbBCKAQBCbWk6zfpE4DUQigFj7Lc+e0VXNiv6+R94WMlY1PU4AHwQiRhNZRLcFBugRrujlWKdUAwAAu7s0Zw6ntXVrYrrURBAe/fEThKKAQDCa2k6o5VCXe0OLwEBd0IoBoyplUJN/+yTF/XOc0f1tvvnXY8DwEfTmTg3xQZoeacma8X6RAAIuHvnc5Kki6xQxG185dqOMomoHlyYcD0KAAAHtjSdVsezWi3WXY8CBBahGDCmfumPzsuzVj/7fedcjwLAZzNZmmKDdH2ru6+dUAwAgu3e+ZyMkV5cIxTDN3ry2o4eW5pSLMpjEgBAeC1Nd38uZYUicGd82gPG0OcubuqPnlrR3/qO+3SCdV/A2JnOJLRbbbkeY2Rc663hOjmTdTwJAODVpBNRHZ9K6+IGoRi+XrnR1nMrRe6JAQBCb2k6LYlQDHg1hGLAmGm2Pf3ch5/RyZmM/vu3nXE9DgAHprkpNlDXtqvKJKKayyVcjwIAeA1nj+RYn4hv8OS1HXU8qzefmXE9CgAAh7I4lZIx0vJO1fUoQGARigFj5l997ooubVT0899/Tql41PU4AByYzia0U23KWut6lJFwY7uqkzMZGWNcjwIAeA33Hcnp8kZZHY/vgXjJFy9vKRYxNMUAAKGXjEV1dCKlG9s0xYA7IRQDxshKoaZ/+skX9faHjui7HzrqehwAjsxk42p1rEqNtutRRsK1rW4oBgAIvvuO5NRoe7rJSiG8zBevbOuR45PKJGKuRwEA4NBOzmZ0fbviegwgsAjFgDHyy390Xm3P6ue+72HXowBwaC6XlCRtlhqOJwk/z7O6vl3VqVlCMQAIg/uO5CRJL66XHE+CoKg1O3pqeZfViQCAkXFmLqsrm4RiwJ0QigFj4vMXN/XRp1b0t77jXp3k4S0w1uYneqFYmbtih7VWqqvR9nRyNut6FADAXbhvfkKSuCuGPV+9vqNWx+rN9xCKAQBGw+m5rDbLTRXrLdejAIFEKAaMgWbb089++BmdmEnrA2+71/U4ABzrN8U2aIod2pWN7tt3984RigFAGExm4pqfSBKKYc8Xr2zLGOnx04RiAIDRcE/v59OrtMWA2yIUA8bAv/zsZV3aqOh//YGHlYpHXY8DwLGXmmKEYod1ufdDxj3zhGIAEBb3H83pwhrrE9H1xStbOreYVz4Vdz0KAAADcaYXirFCEbg9QjFgxN3cremfffKi3nHuqL7rwaOuxwEQANOZhCKGptggXNmsKB2P6uhEyvUoAIC79NBCXhdWS+p41vUocKzR7uir13f15ntmXY8CAMDAnJzNyBjp8gahGHA7hGLAiPuF//SsrKx+/vvPuR4FQEBEI0azuSRNsQG4ulnR6bmsIhHjehQAwF16cDGvRtvj7WnoqeWCGm1Pb+KeGABghCRjUR2fSuvqFp91gNshFANG2H+5sK6PPbumn/yus1qazrgeB0CAzOWSNMUG4MpmRffM8fsrAITJQ4sTkqTnV4uOJ4FrX7y8JUmEYgCAkXPPXJYXgIA7IBQDRlS91dE/+sizOjOf1X/31jOuxwEQMPMTNMUOq9XxdH27unfEGAAQDvcdySkWMTq/Qig27r54ZVv3H81pJptwPQoAAAN1Zi6rKxsVWcu6aOCVCMWAEfWbn76ka1tV/eJ7H1Eixv+rA/h6c7kETbFDWt6pqe1Z3TOXcz0KAGAfkrGo7p3P6fmVkutR4FCr4+nJazvcEwMAjKTTc1mVGm1tVZquRwEChyflwAi6ulnR//6pS/q+Rxf1V+6bcz0OgADqNsWavDV2CFc2y5JEUwwAQujBxQmaYmPumZsFVZsdvfkMqxMBAKOn/3MqKxSBb0QoBowYa61+7iPPKhGN6Ge/75zrcQAE1HwuqWbHU7Hedj1KaF3e6P5wcYZQDABC56HFvG4V6tqt8vb0uPr8pe49sW85Q1MMADB6zvQ2mlzZIBQDXolQDBgxTzy9qs+8sKG/9877dTSfcj0OgICan0hKEisUD+HKZkVTmbimuUMCAKHz0GJekvT8KisUx9VnX9zUgwsTms0lXY8CAMDAHZ9OKx41ukxTDPgGhGLACCnVW/qFjz6rh4/l9dffcsr1OAACbK73AGizTCh2UJc3Kjo9S0sMAMLooYUJSWKF4piqtzp68vqOvo1V8wCAERWNGJ2cyegqoRjwDQjFgBHyTz7+otZLDf3S+x5RLMr/ewO4M5pih3dxo6z7juRcjwEAOID5iaRmswk9v0JTbBx9+eqOmm2P+8sAgJF2z1yOm2LAbfDUHBgRz94q6F9//op+9E0n9YaT067HARBwNMUOp1BraaPU0FlCMQAIJWOMHlyc0PlVmmLj6HOXNhWLGL3pnhnXowAAMDRn5rO6slWR51nXowCBQigGjADPs/pf/uMzms4k9Pe/50HX4wAIgal0XLGIoSl2QBfXy5JEUwwAQuyhhbwurJbU4UHR2PncxU294eSUssmY61EAABia07NZNduebhVqrkcBAoVQDBgB/9+/uK6vXt/Vz3zvQ5rMxF2PAyAEIhGj2VyCptgBXSIUA4DQe3Axr0bbY63QmClUW3r6ZkHfei+rEwEAo+2eue4N7KubVceTAMFCKAaE3EapoV/9k+f1LWdm9YNvOO56HAAhMj+RpCl2QC+ul5SMRbQ0nXE9CgDggB5anJAkPc8KxbHy55e3ZK24JwYAGHln5ruh2JXNsuNJgGAhFANC7pf+6Dk1Wp5+6QcfkTHG9TgAQmQul9Rmuel6jFC6uF7WmfmcohF+3wWAsLrvSE6xiNH5FUKxcfL5S5vKJKJ6/Ykp16MAADBURyaSyiSiukwrHvg6hGJAiH32xU19+C9v6QPfca/unWeFF4D9mc/RFDuoixtlVicCQMglY1HdO5/T8ysl16PAR5+9uKk33TOjRIzHIQCA0WaM0enZLKuigVfgUyAQUvVWRz/74Wd0ejajv/Ud97oeB0AIzU8ktVluyPOs61FCpdbsaHmnpvt4GQEAQu/BxQmaYmNktVDX5Y2K/gr3xAAAY+Ke+ayuEooBX4dQDAipD37qkq5sVvSL73tEqXjU9TgAQmhxMqW2Z7VZoS22H5c2yrJWOnuUUAwAwu6hxbxuFerarbJOeBx87uKmJO6JAQDGx5m5rG7s1NRod1yPAgQGoRgQQhfXy/rgpy7pBx47preenXc9DoCQWphMS+q+NY27d2mje6SY9YkAEH4PLkxIks6zQnEsfO7ipmayib3/3QEAGHVnj06o41ld3qAtBvQRigEhY63Vz/zh00rFI/rZ7zvnehwAIbaQT0mSVgjF9uXielnRSHc3OwAg3B4+NilJevZWwfEkGDbPs/rMixt669k5RSLG9TgAAPjigaPdF0EurPICENBHKAaEzO8/uawvXtnWP3jPQ5qfSLoeB0CILUx2Q7G1IqHYflxYLen0bEaJGB+jACDs5ieSOjaZ0lPLhGKj7rmVojbLTb3tfjZtAADGx5n5rOJRowtrhGJAH09zgBDZKjf0y0+c1+OnpvXDj59wPQ6AkJvNJhSPGppi+3RhraQHF/KuxwAADMjrlib11PKu6zEwZJ+6sC5J+nZCMQDAGIlHI7p3PkdTDHgZQjEgRH75ifOqNNr6337odaz8AHBokYjRkYkUN8X2odps6/p2VQ9wiwQARsajS1O6ulVVodpyPQqG6NMvbOh1xyc1l2PbBgBgvNx/dIJQDHgZQjEgJD5/cVN/8JWb+u+//V7df5SHsQAGY3GSUGw/Xlwry1rx+zAAjJBHl7p3xZ6+yQrFUVWotfSV67usTgQAjKUHFiZ0c7emUp0XgACJUAwIhXqro5/5j8/o1GxGP/Fd97keB8AIOTqZ0io3xe5a/+26B2mKAcDIePT4lCTpa6xQHFmfu7ipjmf1HQ8QigEAxs8DvZc6X+CuGCCJUAwIhX/+pxd1ZbOiX37f65SKR12PA2CELOZTWinUZK11PUooPL9aUioe0cmZjOtRAAADMpmJ6/RsRk8v0xQbVZ++sKGJVEyvPzHlehQAAHzXX///PCsUAUmEYkDgXVgt6Tc/fUk/9Mbj+razc67HATBiFiZTqrc8FWtt16OEwoW1ou4/OsFdRwAYMa9bmtJTNMVGkrVWn35hQ289O6dYlEcgAIDxszSdVjYR1QuEYoAkQjEg0DzP6qf/4Cnl03H9L997zvU4AEbQwmRKkrRSrDmeJBwurJb3Vk8AAEbHY0uTulWoa6PUcD0KBuzCWkmrxTr3xAAAY8sYo/sXJmiKAT2EYkCA/bsvXtNXr+/qZ7/vIc1kE67HATCCFvuhWIG7Yq9lq9zQZrmxt3oCADA6Xnd8UpL09M1dt4Ng4D59YUOS9Lb7jzieBAAAdx5cmNCFtRKnEwARigGBtVKo6Vf/5ILeenZO73v9cdfjABhRR/PdUGyNUOw1Xei9VUcoBgCj55HjkzJG+toN7oqNmk9d2NCDCxN77XgAAMbR/UcntFtt0YoHRCgGBNbPf/hZtT1Pv/y+18kYbtcAGI4jEykZQ1PsbjxPKAYAIyubjOm++ZyevkkoNkrKjba+fG2b1YkAgLHX/zmWFYoAoRgQSH/89Ir+83Nr+rtvv18nZzOuxwEwwhKxiGazSa0Sir2m51eLms0mNJ9Luh4FADAEjy5N6anlXdYKjZDPXdxUq2P1tgcIxQAA461/G/sCoRhAKAYETaHa0s995Fk9fCyvH/+2e1yPA2AMLE6mtFokFHstz94q6tyxPO1dABhRj52Y1Ga5qVu8KDIyPvHcmiZSMX3z6RnXowAA4NRsLqm5XFIX1gjFAEIxIGB+5Y/Pa7vS1K/+3x5VLMr/iwIYvoXJFE2x19Bse3pxraxzx/KuRwEADMnrjk9Kkp5e3nU7CAai41n96fPr+s4HjijOz1UAAOjBhQmaYoAIxYBA+fylTf3ul27ox996jx7p/VAOAMO2kKcp9loubZTV7Hg6t0goBmB0GWNmjDEfN8a82Pvj9B2+7reNMevGmGf8nnGYHlrMKxYx+toyd8VGwV/e2NFWpam3nzvqehQAAALh/qMTemGtpI7HqmiMN0IxICDqrY7+wR88rVOzGf2Pb7/f9TgAxsjCZEqFWkvVZtv1KIH17K2iJOnhY7ywAGCk/bSkT1prz0r6ZO/Xt/OvJb3Lr6H8kopH9cDChJ6iKTYSPnF+XbGI0dvu554YAABStynWaHu6vl11PQrgFKEYEBD/5BMv6NpWVb/yQ69TKh51PQ6AMbI0nZYk3dypOZ4kuJ67VVQ6HtU9c1nXowDAML1X0u/0/vx3JL3vdl9krf2MpG2fZvLVo0tTemq5IGt5gzrsPvHcmt50z4wm03HXowAAEAgPLExIkp5fKTqeBHCLUAwIgGduFvQv/+yKfvjxE/rWe+dcjwNgzPRDsWVCsTt6bqWgBxcnFI0Y16MAwDAdtdauSFLvj0ccz+O7R5cmVaq3dXWLN6jD7OpmRS+ul/X2h1idCABA3wMLE4pFjJ6+yapojLeY6wGAcdfqePqff/8pzWQT+ofvecj1OADG0InpjCTpxg4PAG/HWqvnbhX1/Y8dcz0KAByaMeYTkhZu87d+Zgj/Xe+X9H5JOnny5KD/8UPx+hNTkqSvXNuhHRxinzi/JkmEYgAAvEwqHtX9Ryf0FPdTMeZoigGO/R+fvqTzK0X90vse0WSG1R4A/DeXSyoRi9AUu4PlnZqK9Tb3xACMBGvt2621j9zmPx+WtGaMWZSk3h/XD/nf9SFr7ePW2sfn58Nx1+n+oxOaSMX05WsjuR1ybHzi/JoeODqhk7MZ16MAABAoj52Y1FPLu6yKxlgjFAMcenGtpF//5EV976OL+p6Hb/fCLgAMXyRitDSV1jJNsdt6rrdv/dyxvONJAGDoPiLpx3p//mOSPuxwFieiEaNvOjWtL1/dcT0KDqhQbelLV3f09nNjt/0TAIDX9OjSlIqsisaYIxQDHOl4Vj/1H55SJhnV//oDD7seB8CYW5rJ6MY2TbHbefZWUREjPXB0wvUoADBs/1jSO4wxL0p6R+/XMsYcM8Y80f8iY8z/JenPJT1gjFk2xvy3TqYdksdPTevF9bJ2q03Xo+AAPvXCujqeZXUiAAC38ehSdwPKU8u7bgcBHCIUAxz515+/qq9e39XPf/85zeWSrscBMOaWpmmK3ckzNwu670hO6UTU9SgAMFTW2i1r7Xdba8/2/rjd++u3rLXvednX/ai1dtFaG7fWLllrf8vd1IP3+OkZSdKT12iLhdHHn1vTXC6px5amXI8CAEDg3H90QslYRF+7wV0xjC9CMcCB61tV/drHLug7H5jX+15/3PU4AKAT0xntVFsqN9quRwkUa62eWi7oUR6sAcDYeGxpSrGI0ZdYoRg6zbanT1/Y0NsfOqJIxLgeBwCAwIlHI3r4WJ6mGMYaoRjgM8+z+qn/8DVFI0a//IOvkzH8sAbAvaXptKT/f3v3HR5HdbZx+HlXqy5Zsqq7LXcbN3DFGEwxhN5CiGkBAiGEhEB6SP/SICENQgghhBB6gNB7r+69915V3FSsfr4/dgzCyJZsSztbfvd16ZJ2d3b3mdHunN15z5wjzhbbz7Y91SqtqPl4iAkAQOxLTUrQkK5Zmr1+h99RcIimrC5VeU29Th3M0IkAABzIsG7ZWrRlt+obGv2OAviCohgQZo/M2KBpa3boJ2cNUpfsVL/jAICkT4pizCv2afuGlBjalaIYAMSTUT07av6m3aqpb/A7Cg7BKwu3KSM5qAn98vyOAgBAxBrePUvVdY1aWVzhdxTAFxTFgDDauKNKt728VMf3y9MXR3f3Ow4AfKx7TpokzhTb38LNuxQMmAZ17uB3FABAGI3qlaPa+kYt2sx8G9GirqFRry3ZpkmDCpQcZB5QAAAOZN/0AAyhiHhFUQwIE+ecbnl6oSTp1gsZNhFAZMlNT1JqYoI27eRMsaYWbNqtAZ0ylZLIwTUAiCejenWUJOYViyLT1+zQrqo6nTG0s99RAACIaEW56cpMDmr+Jjr/ID5RFAPC5PGZG/XhqlLdcuYgdeuY5nccAPgUM1O3jqnauIMzxfZxzmnh5t3MJwYAcSgvI1lFeemaRVEsary8aKvSkhI0sX++31EAAIhogYBpaLcszhRD3KIoBoTB5l179ZuXlmp8n1xdOqaH33EAoFndOqZyplgTG3fs1a6qOg3tmu13FACAD0b17KjZ63fIOed3FLSgodHptUXbdNLAAs7uBgCgFYZ1y9ayreWqrmP+VMQfimJAO3PO6Yf/W6BG5/S7zw9TIMCwiQAiU/ecNG1kTrGPLdi8S5I4UwwA4tSoXh21s6pOq0sq/Y6CFsxYu0NllbU6cwhDJwIA0BrDu2WpvtFp6dY9fkcBwo6iGNDOHpuxUR+sDA2b2D2HYRMBRK5uHVNVXl2v3Xvr/I4SERZu2q2kYED9CzP9jgIA8MGoXjmSpFnrdvicBC15ddFWpSQGdOIAhk4EAKA1hnXPlhSaRxuINxTFgHa0cUeVfvPSEk3om6fLxzJsIoDItm++w02cLSZJmr9plwZ1ylRSkI9LABCPeuelKyc9SbPWM69YJGtsdHpl0Tad2L9A6clBv+MAABAVumSlKC8jSfOZVwxxiKM8QDtpbHT6/lMLZGa67fNDZcawiQAiW3evKLZxB/OK1Tc0asGm3Tq6R0e/owAAfGJmGtmzI2eKRbg5G3aquLxGZwzt5HcUAACihpnp6B4dNWsdnX8QfyiKAe3k4enrNXVNmX5y1qCPz74AgEjWwxvidcMO5k5Zvr1cVbUNOrpHtt9RAAA+GtWzo9aVVamkvMbvKDiAlxduU1JCQCcPLPA7CgAAUWVc71xt2FGlrbvpGIv4QlEMaAfrSit168vLNLF/vr44urvfcQCgVbLSEpWTnqS1pRTF5m7YJUk6hjPFACCuMa9YZHPO6dVFW3VC/zxlpiT6HQcAgKgytij0OWf6Gj7nIL5QFAPaWEOj0/eemq9gAsMmAog+RXnpWlNCUWzOhp3Ky0hWt46pfkcBAPhoaNcspSUlaOqaMr+joBmz1+/Ult3VOmNIZ7+jAAAQdQZ17qDMlKCmr+VzDuILRTGgjd33wRrNXLdTvzjnKHXO4mAqgOhSlJfOmWKS5m3YpaN7ZNOxAQDiXFIwoDFFOfpwVanfUdCM5+ZtUUpiQJ8bwnxiAAAcqoSAaUyvHM4UQ9yhKAa0oWXb9uiPr6/Q6Ud10oXHdPU7DgAcsqK8dBWX16iipt7vKL7ZWVmrNaWVDJ0IAJAkTeibpzUlldqyi/k2IkldQ6NeWrhVkwYVKiM56HccAACi0tjeOVpTWqniPdV+RwHChqIY0EZq6xv1rf/OV4fUoH5zwRDOLgAQlXrnpUsKzY0Yr+Zt3CVJOrpHtq85AACR4bi+eZKkjzhbLKJ8uLJUOyprdd4IOiMCAHC4xhblSpKmr+VsMcQPimJAG7nzrZVaunWPbr1wmHIzkv2OAwCHpSg/VBRbE8dFsTkbdiohYBrWLcvvKACACDCgMFN5GUkUxSLMs/M2Kys1URP75/sdBQCAqHVUlw7KSA5qGvOnIo5QFAPawJwNO3X3u6t08ahuOnVwod9xAOCw9coNFcXWlsR3UWxgp0ylJTEUEwBACgRM4/vk6aPVZXLO+R0Hkipr6vX64u06c2hnJQU5rAEAwOEKJgQ0qldHzhRDXOHTI3CEqmrr9Z0n5qtzVqp+evZgv+MAwBFJSUxQ1+xUrS2t8DuKLxoaneZv3M18YgCAT5nQN08l5TVaWRyf7WOkeXPpdu2ta9D5I7r4HQUAgKg3tihXq4orVFpR43cUICx8KYqZWY6ZvWFmK73fnznyZGYDzGxek589ZnazD3GBg/r1S0u1rqxSf7x4uDJTEv2OAwBHrCgvXWvjdPjE5dvKVVFTr2N6ZvsdBQAQQY7rF5pX7MOVDKEYCZ6du1ldslI0uleO31EAAIh6Y3uH2tMZnC2GOOHXmWI/lPSWc66fpLe8y5/inFvunBvhnBshaaSkKknPhDUl0II3l2zXo9M36LoTemtc71y/4wBAmyjKS9ea0sq4HCJqxtrQOOocZAMANNU1O1VFeenMKxYByipq9P7KUp0zoosCAfM7DgAAUW9o1yylJSVoOvOKIU74VRQ7T9J/vL//I+n8FpY/RdJq59z69gwFHIqS8hr94H8LNLhzB3371P5+xwGANlOUl67y6nqVVdb6HSXsZq7bqS5ZKerWMc3vKACACDO+T66mrSlTXUOj31Hi2ssLt6qh0en8EV39jgIAQExITAhoZE/mFUP88KsoVuic2ypJ3u+CFpafLOmxgy1gZteZ2Swzm1VSUtJGMYHmOef0g/8tUEVNve6YPELJwQS/IwHwSWuGBPaWu9/Mis1sUbgzHqqi/HRJirshFJ1zmrFuh0YXcZYYAOCzJvTNU2Vtg+Zv3OV3lLj27LwtGlCYqUGdO/gdBQCAmDGud66WbStnXjHEhXYripnZm2a2qJmf8w7xcZIknSvpyYMt55y71zk3yjk3Kj8//0iiAy16ZPoGvb2sWLecMVD9CjP9jgPAXy0OCex5QNLp4Qp1JHrneUWxkvgqiq0vq1JJeQ1DJwIAmnVsn1yZSR8yhKJvNu6o0uz1O3XuiC5+RwEAIKZM7B86nv7uck42Qexrt6KYc26Sc25IMz/PSdpuZp0lyftdfJCHOkPSHOfc9vbKChyKVcUV+vVLS3RC/3x96dhefscB4L9WDQnsnHtfUlSMRdA1O1WJCaY1cXam2Ix1oX/PWM4UAwA0IzstSUO7ZmnKKubb8MtTszfJTDr/aIZOBACgLR3VpYMKOyTrnWUHO0wPxAa/hk98XtKV3t9XSnruIMteohaGTgTCpaa+Qd98bK5SExN0+0XDmNgZgHToQwJHvGBCQD1y0rS2tMLvKGE1Y+0OdUxLVN+CDL+jAAAi1HF98zRnw05V1tT7HSXuNDY6PTV7kyb0zVPX7FS/4wAAEFPMTCcNKND7K0qYPxUxz6+i2G2STjWzlZJO9S7LzLqY2cv7FjKzNO/2p31JCezn9leXa8nWPbr9ouEq7JDidxwAYdJWQwK38rkiYo7MorwMrYmz4RNnrtuhUb1yZEaHBwBA8yb0zVN9o9MMJqIPuymry7R5115dPKq731EAAIhJJw0sUHlNvWat2+l3FKBd+VIUc86VOedOcc71837v8K7f4pw7s8lyVc65XOfcbj9yAk29u7xY9324Vl86tqcmDS70Ow6AMGrDIYFb81wRMUdm34IMrSurjJseYsV7qrW+rEpjmE8MAHAQI3t2VHIwwLxiPnhi1kZlpSbqVL6LAQDQLib0zVNSQkDvLGcIRcQ2v84UA6JKSXmNvvvkfPUvzNCPzhzkdxwAkeVQhgSOGgM7ZaquwcXN2WL75hMbzXxiAICDSElM0OheOXp/BZPQh9Puqjq9unibzh/RRSmJCX7HAQAgJqUnBzW2d47eWrrd7yhAu6IoBrTAOafvPTVfe6rrdeclR/MlDMD+Wjsk8GOSpkoaYGabzOwaX9K20oBOmZKk5dvLfU4SHtPWlCktKUFHdengdxQAQIQ7eWCBVhZXaH1ZfHQciQTPzd+s2vpGfYGhEwEAaFcnDSjQ6pJKbSir8jsK0G4oigEt+PdH6/Tu8hL95KxBGtiJg6UAPu0QhgS+xDnX2TmX6Jzr5pz7l3+pW9Y7P10JAdPybXv8jhIWU1aXaUxRjhIT+GgEADi4SYNCw/e9sYRe1OHyxKyNGty5g4Z0zfI7CgAAMe2UQQWSpLeX8TkHsYsjP8BBLNi0S7e+slSTBhXoinE9/Y4DAGGTHExQ77x0Ld8W+2eKbdtdrTUllTquT57fUQAAUaBHbpoGFGbqTYYWCovFW3Zr0eY9+uJozhIDAKC99cxNV+/8dL29nKGiEbsoigEHUF5dpxsfm6u8jGTdftFwmZnfkQAgrAZ0ytSyOCiKTV1TKkk6tk+uz0kAANHi1MGFmrlup3ZV1fodJeY9OWuTkhICOm9EF7+jAAAQF04eUKBpq8tUWVPvdxSgXVAUA5rhnNMtTy/Upp17declR6tjepLfkQAg7AZ2ytSmnXtVEeMfhD9aVabstEQN7swQuQCA1pk0uFANjU7v0ou6XVXXNeiZuZt12lGFyk7jOxkAAOFw8sAC1TY06sNVpX5HAdoFRTGgGY/P3KgXF2zVt0/tr9G9cvyOAwC+GODNo7hie+yeLeac09TVZTq2d64CAc4IBgC0zrCuWcrPTNYbDKHYrt5cul2799bp4lEMnQgAQLiMLspRx7REvbRgq99RgHZBUQzYz/Jt5frF84t1fL88fW1iH7/jAIBvBhRmSlJMzyu2YUeVNu/aq/EMnQgAOASBgGnSoAK9t7xEtfWNfseJWY9O36Cu2ak6ri/zfgIAEC6JCQGdObSz3liynSEUEZMoigFNVNbU6+uPzlFmSqL+dPEIzhoAENe6dUxVWlJCTBfFpqwukySN52AbAOAQTRpUqIqaek1fW+Z3lJi0cnu5pqwu06VjeyiB72UAAITVeSO6am9dg97krHjEIIpigMc5px8/s1CrSyp0x+QRys9M9jsSAPgqEDD1L8zUsm17/I7Sbj5aVarCDsnqnZfudxQAQJQ5rm+eUhMT9MYSDha1h4emrVdSQkCTRzN0IgAA4TaqZ0d1yUrR8/O2+B0FaHMUxQDPI9M36Nl5W/TtSf0ZngMAPAM7ZWr5tnI55/yO0uYaG52mrSnT+D55MqMHOgDg0KQkJuj4fnl6c8n2mGwn/VRRU6+n52zW2cM6KzeDzooAAIRbIGA6Z3gXvbeiRDsra/2OA7QpimKApIWbduuXLyzRxP75+vpJff2OAwARY0CnTO2sqlNJRY3fUdrckq17VFpRS0cIAMBhmzS4UFt2V2vJ1tg9q9oPz8zZpIqael1xbE+/owAAELfOHdFF9Y1OLy/a6ncUoE1RFEPc211Vp689Mlt5GUn68xeZRwwAmhpQmClJMTmv2HsrSiRJJ/SnKAYAODwnDyyQmfTmkmK/o8QM55wenLpeQ7tmaUT3bL/jAAAQtwZ37qC+BRkMoYiYQ1EMca2x0ek7T87T9j3VuuuyY5STnuR3JACIKAM6xXZR7KguHVSQmeJ3FABAlMrLSNYxPToyCX0bmrqmTCuLK3TFsT0Z3hgAAB+Zmc4d3kUz1u3Qll17/Y4DtBmKYohrf39vtd5cWqxbzhikY3p09DsOAESc3IxkFWQma/GW2BoWak91nWav36kTB+T7HQUAEOUmDSrUws27tXU3B4vawkNT1ys7LVHnDu/idxQAAOLeucO7yDnpxQWcLYbYQVEMceu9FSX6w+vLdc7wLrr6uF5+xwGAiDWsW7bmb9rld4w2NWVVqRoanSb2L/A7CgAgyp06ONSWvL6Ys8WO1Nbde/X6ku364qjuSklM8DsOAABxr1deuoZ3z9ZTszfJOed3HKBNUBRDXNq4o0rffGyuBhRm6nefH8qwHABwEMO7ZWlNSaX2VNf5HaXNvLeiRJnJQR3dI9vvKACAKNe3IFMDO2XquXmb/Y4S9R6bvkGNzunycT39jgIAADyXjemhFdsrNH3tDr+jAG2Cohjizt7aBn31odlyzukfV4xUWlLQ70gAENGGe5PcL9q0298gbcQ5p3eXl2hCvzwlJvBRCABw5M4/uqvmbNilDWVVfkeJWjX1DXp0xkadNKBA3XPS/I4DAAA85wzvoqzURD00db3fUYA2wZEgxBXnnH78zEIt3bZHd0w+Wj1z0/2OBAARb1i3LEnSvBgZQnFlcYW27q7WxP7MJwYAaBvnDu8iM+lZzhY7bM/N26LSihpdNb6X31EAAEATqUkJunhUN722eJu276n2Ow5wxCiKIa48MGWdnp67Wd+a1F8nDWQeGQBojey0JPXMTdOCjbFxpth7y0skSRMHUBQDALSNLtmpGtMrR8/O28x8G4ehsdHp3vfXaFDnDjq+X57fcQAAwH4uH9dTDc7p0ekb/I4CHDGKYogbH64s1a9fWqpJgwr1jZP6+h0HAKLK8G7ZWhAjZ4q9tWy7BhRmqnNWqt9RAAAx5Pyju2pNSaUWbd7jd5So8/ayYq0qrtD1E3sz3zMAABGoZ266JvbP12MzNqiuodHvOMARoSiGuLCutFJff3SO+uSn6y+TRygQ4IsWAByKYd2ytGV3tYrLo3uohJ2VtZq5bqdOHVzodxQAQIw5c0hnJSUEGELxMPzj/dXqmp2qs4Z29jsKAAA4gC8d21PF5TV6ffF2v6MAR4SiGGJeeXWdrn1wlsyk+740WhnJQb8jAUDUGd49W5KifgjFt5cVq6HRURQDALS5rLREnTQwX8/P36KGRoZQbK3Z63do5rqd+srxRQomcIgCAIBINbF/gbrnpOrBqev8jgIcET5xIqY1NDrd9Pg8rS2t1N2XHaMeuWl+RwKAqHRUlw4KmKJ+CMU3lmxXYYdkDe2a5XcUAEAMOn9EV5WU12jK6lK/o0SNf7y3Rtlpibp4dHe/owAAgINICJiuGNdT09fu0PyNu/yOAxw2imKIabe/tlxvLyvWL84ZrPF9mLAZAA5XWlJQ/QszNX9T9J4pVl3XoPdXlujUwYUMowsAaBcnDSxQZkpQz87d4neUqLCquEJvLN2uLx3bS2lJjOgBAECku3RsT2WnJerOt1b6HQU4bBTFELOemLlR97y3WpeO7aHLx/X0Ow4ARL3h3bI1f9MuORedQ0JNWV2qqtoGnTq4k99RAAAxKiUxQWcO6azXFm/T3toGv+NEvPs+WKOkhICuPJbvawAARIOM5KCunVCkt5YVa2EUd5pFfKMohpj00apS/eiZhTq+X57+79yjZMYZAQBwpIZ1z9Kuqjpt3LHX7yiH5fXF25WRHNS43jl+RwEAxLDzju6iipp6vbmUSegPpnhPtZ6es1kXj+qu3Ixkv+MAAIBWunJ8L2WlJuqOt1b4HQU4LBTFEHNWFZfr+odnq3d+uv522TFKZLJmAGgTw7tlS5Lmbtzpb5DD0Njo9ObSYk0ckK/kYILfcQAAMWxcUa46Z6XouXmb/Y4S0e7/aJ3qGxt17fFFfkcBAACHIDMlUddOKNKbS4u1aDNniyH6UC1ATCmtqNHVD8xUcjCgf105Wh1SEv2OBAAxY2CnTGUkBzVj7Q6/oxyyuRt3qbSiRqcNLvQ7CgAgxgUCpnOHd9G7y0u0o7LW7zgRqayiRg9OXaezhnVRz9x0v+MAAIBDdOVxvdQhJai/vMncYog+FMUQM6rrGnTdg7NUvKdG9105Wt1z0vyOBAAxJZgQ0JiiHE1dU+Z3lEP28sKtSkoI6MQBBX5HAQDEgc+P7Kb6RqcnZ230O0pEuue91aqua9BNp/TzOwoAADgMHVISde3xvfXm0u3MLYaoQ1EMMaGh0embj83V3I279JcvjtCI7tl+RwKAmDSud47WlFSqeE+131FarbHR6cUFWzRxQL6yUjmDGADQ/voXZmpc7xw9NG29Ghqd33EiyvY91Xpw6npdcHQ39S3I8DsOAAA4TFcd10sd0xL1qxeXyDk+7yB6UBRD1HPO6WfPLdLrS7br52cP1hlDO/sdCQBi1rG98yQpqs4Wm7luh7bvqdE5w7v4HQUAEEeuGt9Lm3bu1VtLt/sdJaLc/c4qNTQ6zhIDACDKdUhJ1PdPH6gZ63bo+flb/I4DtBpFMUS9u95epUemb9D1E/voquOYpBkA2tPgLh2UmRLUtDXRM6/YCwu2KDUxQZMGMXQiACB8Jg0qVJesFD04db3fUSLGpp1VenTGBn1hVHf1yGW4ewAAot3Fo7praNcs/fblpaqoqfc7DtAqFMUQ1R6fsUF/fGOFLjymq35w+gC/4wBAzEsImMYW5WhalJwpVt/QqJcXbtMpgwqUlhT0Ow4AII4EEwK6bFxPfbiqVKuKy/2OExHuenuVTKYbT+7rdxQAANAGEgKm/zvvKG3fU6O/vr3S7zhAq1AUQ9R6c8l2/fjZRTqhf75+9/lhMjO/IwFAXBjXO1drSyu1bXfkzys2ZXWZdlTWMnQiAMAXl4zpoaRgQP+Zwtli60or9eTsTbp0bA91yU71Ow4AAGgjx/ToqItGdtP9H67V6pIKv+MALaIohqg0ZVWpbnh0joZ06aC/X3aMEhN4KQNAuIzrnStJUXG22IsLtigzOaiJ/fP9jgIAiEM56Uk6d3gX/W/OJu2prvM7jq/ufGulEhNMN5zYx+8oAACgjf3g9IFKCSbop88uUmOj8zsOcFBUEhB1Zq/fqWsfnKWi3HQ9cPUYpSczHBYAhNOgzh3UISUY8UWxmvoGvbpom049qlApiQl+xwEAxKmrxvdSVW2Dnpq1ye8ovlm5vVzPzNusK4/tpYIOKX7HAQAAbSw/M1m3nDlIU1aX6d9T1vkdBzgoimL7+d/sTfrlC0v8joEDWLxlt67+9wwVZCbroWvGqGN6kt+RACDuJARMY3vnRnxR7J1lxdpTXc/QiQAAXw3pmqVjemTrwanr4rbn9G2vLFNaYoK+OpGzxAAAiFWXjOmuSYMK9LtXl2nZtj1+xwEOiKLYflYWV+j+j9bqiVkb/Y6C/awqrtCX/jVDGclBPXztWHoYAoCPxvXO1bqyKm3dvdfvKAf035kb1alDik7ox9CJAAB/XTm+l9aVVem9lSV+Rwm7d5YX661lxfrmKf2UQ6dGAABilpnpts8PU4eUoG5+fJ5q6hv8jgQ0i6LYfr57Wn8d1zdXP3l2kRZt3u13HHjWlVbq8vumy0x6+Nqx6tYxze9IABDXxvcJzSv2wYpSn5M0b9vuar23okSfH9lVCQHzOw4AIM6dMaSz8jOT9WCcDSdUW9+oX72wREV56br6uCK/4wAAgHaWl5Gs3180TMu2leuPr6/wOw7QLIpi+wkmBHTn5KOVl56k6x+erZ2VtX5HintrSyv1xXunqrahUQ9fO1a98zP8jgQAcW9gp0x1zU7V60u2+x2lWf+bs0mNTrp4VHe/owAAoKRgQJeN7aF3lpdoVXGF33HC5j9T1mlNaaV+dvZgJQU5/AAAQDw4eWChLh/XQ/e+v0avLtrmdxzgM/hU2ozcjGTdfflIFe+p0U3/naeGOB33PRKsKanQ5Hunqq7B6dGvjNXATh38jgQAUGhYhFMHF+qDlSWqqq33O86nNDY6PTFro8b1zlHP3HS/4wAAIEm6YlxPpScl6M9vxkev6eLyat3x1kqdPLBAJw0s8DsOAAAIo5+cNVjDu2frW/+dp8VbGI0NkYWi2AGM6J6tX5x7lN5fUaI74uRLS6RZXVKhyfdOU32D02NfGUdBDAAizGlHFaqmvlHvR9gQijPW7dD6sirOEgMARJTcjGRdM6FILy3YGhdD9d/+6nLV1Dfop2cP9jsKAAAIs5TEBP3zipHKTkvUV/4zS8Xl1X5HAj5GUewgLhnTXReP6qY7316lVxZu9TtOXFlVXKFL7p2mRuf02HXjNKBTpt+RAAD7GdMrR1mpiXojwoZQfGLmRmUmB3XGkM5+RwEA4FOuPaG3slIT9ac3Yrvj5byNu/Tk7E368oQiFeVx1jYAAPGooEOK/vmlUdpZVafrHpyt6roGvyMBkiiKHZSZ6ZfnDdExPbJ183/nafb6nX5HigsLNu3Sxf+YqkYnPfqVcepfSEEMACJRMCGgUwYW6K1l21Xf0Oh3HEnS7r11ennRVp0zootSkxL8jgMAwKd0SEnU9RP76O1lxZq1boffcdpFY6PTz59frPzMZN14cj+/4wAAAB8N6ZqlP39xuOZt3KVvPDpHtfWRcewA8Y2iWAtSEhP0zy+NUqesFH3lwVlaV1rpd6SYNnV1mS65d5rSkhL01PXHUhADgAh32lGF2lVVp5nrIqPjyH9nblB1XaMuHdPD7ygAADTryvE9lZ+ZrNtfWy7nYm/+6idnb9T8jbv0w9MHKiM56HccAADgs9OHdNavzh+iN5cW6xuPzlFdhHSqRfyiKNYKuRnJeuDqMXLO6eoHZmpHZa3fkWLSG0u268p/z1CX7FQ9df149WKYDQCIeCf0z1dyMKDXl2zzO4rqGxr1nynrNbYoR0O6ZvkdBwCAZqUlBfWNk/pq+tod+nBVZM3LeaQ27azSr15cqrFFObrg6K5+xwEAABHiinE99YtzBuv1Jdv1zcfmUhiDryiKtVJRXrruu3KUNu/aq+senMUYqG3sqdmbdP3DszWocwc98dVj1Skrxe9IAIBWSEsKakLfPL2xZLvvvd1fXbxNm3ft1TUTinzNAQBASyaP6a6u2akxdbZYY6PT959aIOec/vCF4QoEzO9IAAAgglx1XJF+ctYgvbJom258dC7H1+EbimKHYGTPHP354hGatX6nbnqcinZbcM7pz2+s0HefnK9xvXP06LVj1TE9ye9YAIBDcNpRhdq0c6+WbN3ja45/fbhWPXPTdMqgQl9zAADQkuRggm6e1E8LNu3Wa4u3+x2nTTw0bb2mrC7TT84erO45aX7HAQAAEeja43vrZ2cP1mtLtunSf05TWUWN35EQhyiKHaKzhnXWz88ZrNcWb9fN/52negpjh62mvkHffmK+7nhrpS4a2U3/vmqM0hlzHgCizqRBhQoGTM/O3exbhtnrd2ruhl26enwvJdAzHQAQBS44uqt656frT28sV0NjdJ8ttra0Ure+slQnDsjX5NHd/Y4DAAAi2JcnFOnuS4/R4i17dMHdU7SquMLvSIgzFMUOw9XHFenHZw7SSwu26ttPzI/6LzB+2FVVqyv+NUPPzN2s757WX7dfNExJQV6OABCNcjOSddpRhXpq9ibV1Psz/MH9H65VZkpQXxjFgTgAQHQIJgT0nVMHaMX2Cj06Y4PfcQ5bQ6PTd56Yp+Rggn73+WEyo3MKAAA4uDOGdtbj141TVW29Lrz7I7222P95yhE/qEIcpq+c0FvfP32Anp+/Rd97ksLYoVhdUqEL756ieRt26Y7JI/SNk/vxxQkAotwlY3poZ1WdXl0U/g+yG8qq9OribbpkTA/OOAYARJUzh3bS8f3ydOvLS7VxR5XfcQ7Lve+v0ZwNu/TL845SYQfmhgYAAK1zdI+OeuaG49QzN11ffWi2fvbcIuYZQ1hQFDsCN5zYV985tb+enrtZP/jfAgpjrfDqom06766PtHtvnR75ylidN6Kr35EAAG3guD556p6Tqsd86On+lzdXKBgwXTOhKOzPDQDAkTAz3fb5YQqY6ftPLVBjlH2nXLZtj/78xgqdMaSTzh3exe84AAAgynTPSdP/vjZe104o0oNT1+v8v32kZdv8na8csY+i2BG68ZR+uumUfnpq9ibd8MhsqtkH0NDo9LtXl+n6h2erT0GGXrhxgkb3yvE7FgCgjQQCpsmje2jamh1aUxK+8cBXbi/XM/M268rxveidDgCISl2zU/XjswZp6poyPTJ9vd9xWm1nZa2++tBsdUhN1K/PH8LoHwAA4LAkBQP6ydmD9e+rRqu4vEZn3/mhfvfqMu2t5Tg72gdFsTbwrVP766dnD9brS7br8vuma1dVrd+RIsqOylpdef8M/f3d1bp0bA898dVx6pKd6ncsAEAb+8KobgoGTI/P3Bi25/zTGyuUnhTU9RP7hO05AQBoa5NHdw8No/jKsqgYRrGuoVFff3SOtu6q1j+uGKncjGS/IwEAgCh30sACvfntibrg6K76+7ur9bm/vK+3l22Xc9F1Jj0iH0WxNnLNhCLddckxWrBptz7/9ylR8UUmHD5cWaoz7nhfM9bt0O8/P0y/vWCokoMJfscCALSDgswUnTq4UE/N3qSa+vbv0bVo8269smibrplQpJz0pHZ/PgAA2kvTYRS/99T8iB9G8VcvLtGU1WX67YVDNbJnR7/jAACAGJGTnqTbvzBcj31lnIIJpi8/MEuT752muRt2+h0NMYSiWBs6a1hnPXjNGJWU1+jCv0/Ros27/Y7km5r6Bv3mpSW6/F/TlZEc1NNfG6+LR3f3OxYAoJ1dMqaHdlTW6tVF29r9uf7w+nJlpyXq2uOZSwwAEP26Zqfqp2cP0rQ1O/RwBA+j+Mj09Xpw6np95fgiXTSym99xAABADDq2T65evekE/d+5R2l1SYUuuHuKvvrQLC3cFL/H29F2KIq1sXG9c/XU18YrMWC68O9T9NiMDXF3iueK7eU6/29T9M8P1uqKcT314o3Ha0jXLL9jAQDCYELfPPXJT9cdb61UfUNjuz3PhytL9e7yEl0/sY8yUxLb7XkAAAini0d118T++br15WVaX1bpd5zPmLq6TD9/brFOHJCvH54xyO84AAAghiUFA7pyfC+9+72T9K1J/TVlVZnOuetDXfrPaXp3eXHcHXNH26Eo1g76F2bqhRsnaGxRjm55eqG+88R8VdXW+x2r3dXWN+qut1fq7L9+qOI91frXlaP0q/OHKDWJ4RIBIF4EAqbvnz5Qa0oq9eTsTe3yHHtrG3TLMwtUlJeuq8b3apfnAADAD6FhFIcqmGC69j+zImq+6o07qnTDI7PVMzdNd15ytBIC5nckAAAQBzKSg7ppUj9NueVk/ejMgVpdUqGr/j1Tp/zxPd37/mqVVdT4HRFRhqJYO8nNSNYDV4/Rtyb11zPzNuu8uz7SquJyv2O1m1nrdujsv36gP7y+QpMGFeiVm4/XKYMK/Y4FAPDBaYMLdUyPbP35jRXaW9v2c4v9+c0V2rhjr269cKhSEul4AQCILZ2zUnXvFaO0vqxKX35gZkR0sNxQVqVL75umhkan+64crQ6cpQ0AAMIsMyVR153QRx98/2T96eLhyklP0m9fXqZxt76l6x+arZcXbm2XYxCIPRTF2lFCwHTTpH56+Jqx2llVq3P++pHu+2BNuw4nFW67q+r0o2cW6qJ7pqqypkH/unKU7r5spAoyU/yOBgDwiZnph2cMUnF5je7/aG2bPvbCTbt13wdrdMmYHhrXO7dNHxsAgEhxbJ9c3XnJCM3buEs3PDJHdT5+h1yxvVwX3TNF5dX1evjasSrKS/ctCwAAQFIwoAuP6aanvjZeb3zrBH3p2F6atX6nbnhkjkb++g1987G5emH+Fu3eW+d3VESooN8B4sFxffP00jeP14+fWahfv7RUz83bolsvHBrV82xV1zXooanrddc7q1ReXadrJhTp26f2V3oyLykAgDSmKEeTBhXonndX69IxPdQxPemIH7OuoVE/+N8C5WUk64dnDGyDlAAARK7Th3TWby4YqlueXqjvPTlff7p4hAJhHrJw/sZduvLfM5SUENATXz1W/Qszw/r8AAAAB9OvMFM/PXuwfnTmIE1fU6YXFmzVa4u36fn5W5QQMI3u1VHH98vX+D65Gto1S8EEzhECRbGwKeyQon9+aZReXrhNP39+sc7720e6ZkKRbp7UT2lJ0fNvaGx0enbeZv3x9RXavGuvTuifrx+ePlCDu3TwOxoAIMJ873MDdcYd7+uPbyzXr88fesSPd+vLy7Rk6x7dc/kxykpl2CYAQOy7ZEwP7ais1e2vLVfH9CT97OzBMgtPYWzamjJd+59Z6pieqEeuGaceuWlheV4AAIBDlRAwje+bp/F98/Tr84do3sZdenvZdr21tFi3v7ZckpSZHNSoXh01smdHHdOzo0Z0z46q4/JoO/zXw8jMdNawzprQN0+3vbpU976/Rk/P2awbTuyjS8f2iOh5UeoaGvXywq36+7urtWxbuYZ07aDfXzRMx/XN8zsaACBCDeiUqSvH99K/P1qn0b1ydN6Irof9WA9NW6/7P1qrq8b30ulDOrdhSgAAItsNJ/ZRWUWt7v9orTKTg7p5Uv92P2PsraXbdcMjc9Q9J00PXzNWnbIYHh8AAESHhIBpZM9Q8et7nxuo0ooaTVtTpo9WlWnmuh16Z3mJJClgUt+CDA3pmqUhXbI0qHMHDeyU2SYj3SCyURTzQVZaom69cJguGtldf3htuX754hLd+/4aff3kvvriqO5KCkbOaZzl1XX678yNuv/Dtdqyu1p98tN1x+QROmdYl7AP3QEAiD4/OnOQFm/eox/8b4H6FmToqC6HPnTweytK9IvnF+vkgQX66dmD2yElAACRy8z0k7MGaU91ne58e5Vmb9ipP3xhuDpnpbb5c5VX1+nWV5bp0ekbNLRrlv7z5THK4cAQAACIYnkZyTp7WBedPayLJGlXVa3mbtyluet3atGWPfpgZamenrP54+XzM5PVvzBDvfMy1Ds/Xb3zM9QzJ01dO6YqkeEXY4I55/zO0OZGjRrlZs2a5XeMVpuyulR/en2FZq3fqS5ZKfri6B76wqhu6pLd9l9yWsM5p7kbd+nZuZv1zJzNKq+p19iiHH11Ym+d2L+AYhiANmFms51zo/zOEcmirT07kJLyGp1714cKmOmFGycc0sG1xVt2a/I/pqlbTpqevP5YZTB3JYAIRJvWslhp0/zknNN/Z27U/72wREnBgH57wVCdNaztzp5+Z1mxfvTMQm3fU+3NGT1AqUmRO5oJgPZBm9Yy2jQg9mzfU61l28q1Ylu5lm8v18riCq0pqVB5df3HywRM6pKdqm4dU9U1O1Qk65KVok77fjqkKCs1MWxDXaNlB2rTOLIUAcb3ydOx1+fqvRUluu+Dtfrzmyt0x1srNLF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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[19] loss: 27.913\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[20] loss: 27.811\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[21] loss: 27.742\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[22] loss: 27.699\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[23] loss: 27.668\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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C",
-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[24] loss: 27.644\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[25] loss: 27.624\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[26] loss: 27.595\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[27] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[28] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[29] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[30] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[31] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[32] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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P4TP7j2d07ILO5xfx+ps25XU3bMj7PvmYbjFgUZsdn7huuU4x6kUoBgAAi9TH9oymPTHtAPEl+NbXXptNqwbyU3/6aNWlAPAcPvTAoaxd3p+33bKl6lIWve9/28052r6Q3/j8U1WXAvC8Tp2bysqB3gz0iRioF08sAAAsUh964FCuXDuYL7thY9WlLHrLB3rznW+8IZ9+9HgePGi3GMBi0p6Yyh/vbuXr7rgiy/p6qy5n0fuyGzbm7mvX5+f/7LFcmNYtBixOp89NZt0KXWLUj1AMAAAWoaNjE/nUvmP5m3ddlZ6eoupyauHbXndt1q/oz09/fH/VpQDwDB/54kgmprr5xrt0Pr8URVHk+992c0bOTORD9x+uuhyA53Tq3GTWr7RPjPoRigEAwCL0O184nG6ZfIMDxJds5bK+fOcbb8jHh47mi4fOVF0OADM+dP/h3LB5ZV51zbqqS6mNN968Ka+6Zl1+7s/2Z6rTrbocgL/m1LmprNcpRg0JxQAAYJEpyzIfuv9w7ty+LjduXlV1ObXy977s2qwZ7MtPf9xuMYDF4OCJc7nviZP5xruuTlHofH6pLnaL3ZRDp87ntx/ULQYsPmfOTxmfSC0JxQAAYJHZfWQsw6NtY6YuwerB/vz9N1yfj+4Zzd6RsarLAVjyPvTAoRRF8g13XVV1KbXzlp1bcvtVa/Kzn9ifad1iwCJz6txk1i03PpH6EYoBAMAi8/sPj6Svp8jXvfLKqkuppfe8/vqsWtaXn7FbDKByf/DFkbzu+o25Yu3yqkupnaIo8o/eenOePHEuv/fwkarLAXhap1vmzPmprF8hFKN+hGIAALDIfHRPK19248as9UPmJVm7oj/f8frr8pFHRvLoaLvqcgCWrMePjWf/0fG88/ZtVZdSW2+/ZWt2bVudn/74/nS6ZdXlACRJxs5PpSxjfCK1JBQDAIBFZP/R8Tx+7GzefuvWqkuptb//huuzvL83P/MJ3WIAVfnYntEkyVd6p12ynp6L3WKPHzubj3xxpOpyAJJcHJ2YJOtXusRH/QjFAABgEXn6APEWB4hzsWHlQL7ty67N7z10JI8dG6+6HIAl6aN7RnP7VWty1TqjE+fiq2/flpu3rMpPf/zRdHWLAYvA6fNTSXSKUU9CMQAAWEQ+tqeVV1y1Nlc6QJyzf/DGGzLQ15Of1S0GsOCOtS/kgYOn8vZbjE6cq56eIt/31puyb3Q8f7y7VXU5ADk90ym2brlOMepHKAYAAIvE0bGJPPjU6bzDmKnLYtOqZfnW116b3/3CkTx54mzV5QAsKX+6dzRlmbzjNu+0y+FrX3llbti0Mj/18f0pS91iQLVOnb3YKbZepxg1JBQDAIBF4k/2Hk1ZJm93gHjZfNdX3JDeniI/94nHqi4FYEn56J7RXL1+eXZtW111KY3Q21Pke99yU/aOjOVP9h6tuhxgiXt6p5hQjBoSigEAwCLxsT2tbN+wIju3OkC8XLasGczfufua/NaDhzJy5nzV5QAsCWcvTOfe/cfzjlu3pSiKqstpjHe/6spcvX55fvYTusWAap0+N5WeIlk92Fd1KfCyCcUAAGARGL8wnc/sP5G337rVAeJl9t6vuCHdMvl/P3Wg6lIAloRP7TuWyelu3m4c8GXV19uT73rTjfnCU6fzF4+fqLocYAk7fX4y61YMpKfHzy3Uj1AMAAAWgU/tO5bJTtc+sXlwzYYVeferrsyv3XcwJ89OVl0OQON9bM9o1q3oz2uuW191KY3zTa++OptWLcvP/5mxwEB1Tp2byroV/VWXAZdEKAYAAIvAR3e3smHlQF59rQPE+fA9b7ox56c6+cBndIsBzKepTjd/OnQ0b9u1NX29jp0ut8H+3vyDN16fTz96PA89dbrqcoAl6vS5yaxbLhSjnnx3AgAAFZvqdPPxoaN5664tDhDnyc1bV+erbtuaD/z5E2lPTFVdDkBjfe6JkzlzfsroxHn0ra+7NmsG+/Jzf7a/6lKAJerU2amsXzFQdRlwSfzEDQAAFbvvwMmMTUwbnTjP/uGbb8rYxHR+9S8PVl0KQGN9dPdolvX15Ct2bKq6lMZatawv3/H66/LHu0fz6Gi76nKAJej0uYs7xaCOhGIAAFCxj+5uZbC/J2+8eXPVpTTaHdesyxtv3pT/9ukDmZjqVF0OQOOUZZmP7RnNG2/elBUDfVWX02jf8eXXZ3l/b37+k3aLAQvv9PmprLdTjJoSigEAQIW+dIC4OcsHeqsup/G+58035vj4hfyv+w9VXQpA4+wZGcvh0+fzjlu3VV1K421YOZC/+9rt+d0vHMlTJ89VXQ6whFyY7uTcZCfrV+oUo56EYgAAUKHdR8Zy5MyE3SsL5Mtu2Jg7t6/Lf/3kY5nudKsuB6BRPrp7NEWRvPWWLVWXsiT8gzfekJ4ief+nHq+6FGAJOX3u4n7etct1ilFPQjEAAKjQR/eMpqdI3rbLAeJCKIoi3/vmm3Lo1Pn83sNHqi4HoFE+tmc0d1+7PptWLau6lCVh29rBfONdV+fXP/9UjrYnqi4HWCJOnZtMkqy3U4yaEooBAECFPrq7lbuv3ZCNDhAXzFt3bcnOravzc594LN1uWXU5AI3w1Mlz2TMypvN5gX3Xm27MdKebX7j3iapLAZaI2U4xO8WoK6EYAABU5KmT5zLUaucdtzlAXEg9PUX+4VtuzKNHx/OxvaNVlwPQCH8y87+nb7dPbEFdv2llvuaVV+Z/fPbJnDk/VXU5wBJweqZTbJ1OMWpKKAYAABX56J7ZA0Sh2EL7mldcke0bVuTn/uyxlKVuMYC5+uju0dy8ZVWu37Sy6lKWnH/45hszfmE6v/IXT1RdCrAEnJrtFFupU4x6EooBAEBFPranlZ1bV+fajQ4QF1pfb0++60035KGnTufPHztRdTkAtXb63GTue+KkzueK3HLFmrx115b8wmeeyLnJ6arLARpudqfYuuU6xagnoRgAAFTg9LnJ3HfgpC6xCn3jXVfnDTdtikYxgLn5xPDRdLql0YkV+t633Ji7tq/P2HmhGDC/Tp+byrK+niwf6K26FLgkfVUXAAAAS9Fn9p9It0zesmtz1aUsWYP9vfkf3/naqssAqL1P7TuejSsH8sqr1lZdypL16ms35L99+4aqywCWgNPnJrPePjFqTKcYAABU4N79x7J6WV/uuHpd1aUAwCUryzL37j+e19+0KT09RdXlADDPTp2byroV9olRX0IxAABYYGVZ5tOPHs/rbtyYvl7fkgNQX8Oj7RxrX8gbb9pUdSkALACdYtSdn8ABAGCBPXniXA6dOp+vuNkBIgD1du+jx5Mkb/BOA1gSdIpRd0IxAABYYJ/eP3uAaJ8YAPX26UeP58bNK3PluuVVlwLAAjh9bjLrdIpRY0IxAABYYJ/edyxXrVue6zauqLoUALhkE1Od/OWBE3mjSx4AS0JZljl9birrdYpRY0IxAABYQNOdbv7isRN5482bUhRF1eUAwCV74MlTmZjq5g32iQEsCeMXpjPdLe0Uo9aEYgAAsIAeOnQm7QvTdq8AUHuf3n88fT1FXnfjxqpLAWABnD43lSR2ilFrQjEAAFhA9z56PEWRfPmNQjEA6u3eR4/nzu3rsmpZX9WlALAATp2bTBI7xag1oRgAACyge/cfy+1Xrs36lX6QBKC+Tp2dzCNHzuQNN9knBrBUnJrpFLNTjDoTigEAwAIZvzCdBw+eNjoRgNr7zGPHU5bxTgNYQk7rFKMBhGIAALBAPvvYiUx3y7zRASIANXfvo8ezerAvd1y9tupSAFggZ87bKUb9CcUAAGCBfPrRY1ne35tXX7u+6lIA4JKVZZlPP3o8r79xY/p6HS0BLBVnL3SSxC5Jas13LgAAsEA+vf947rl+Q5b19VZdCgBcsgPHz+bw6fN5w832iQEsJeenLoZiy/rECtSXpxcAABbAkdPn8/ixs0YnAlB79+4/niR5403eaQBLycRUJ4P9PSmKoupS4JIJxQAAYAHc++jFA8Q3CMUAqLlPP3o8V69fnms3rqi6FAAW0MRUJ8v7Tb2g3oRiAACwAD69/3g2r16WnVtXV10KAFyy6U43n33sRN548yadAgBLzPlJoRj1JxQDAIB51u2W+cz+43nDTQ4QAai3hw6dTvvCdN5wk31iAEvNxHQ3g0Ixak4oBgAA82zPyFhOnp20TwyA2vv0o8dTFMmX37Sx6lIAWGDnJztCMWpPKAYAAPPs07P7xG4SigFQb59+9HheedXarFsxUHUpACywialOBvtFCtSbJxgAAObZvfuPZefW1dmyZrDqUgDgko1NTOULT53OG3Q+AyxJE1OdLB/QKUa9CcUAAGAeTUx18rknTjlABKD2PvvYiXS6pX1iAEvU+alOlhufSM0JxQAAYB7dd+BkJqe7QjEAau/e/cezvL83d127rupSAKjA+alOlgnFqDmhGAAAzKN79x/PQG9PXnv9hqpLAYA5uffR43ntDRuyrM+BKMBSdGGqq1OM2hOKAQDAPPqLx07kzu3rsmKgr+pSAOCStc5M5PHjZ/OGm3Q+AyxV56c6GewXKVBvnmAAAJgn7Ymp7D5yRpcYALV33xMnkyT3eKcBLFkTdorRAEIxAACYJ/c/eSrdMrnn+o1VlwIAc3LfgRNZOdCbW69YU3UpAFSgLMucF4rRAEIxAACYJ/cdOJm+niJ3Xbuu6lIAYE7uO3Ayr75uQ/p6HSUBLEUXprspy2SZUIya850MAADMk889cTK3X7XWPjEAau3U2cnsGx03DhhgCbsw1U0SnWLUnlAMAADmwcRUJw89ZZ8YAPX3OfvEAJa881OdJMmgUIyaE4oBAMA8+MJTpzPZ6TpABKD27jtwMgN9PXnl1WurLgWAikzMhGLLB0QK1JsnGAAA5sF9B06mKJK7rxWKAVBv9z1xMndesy7L+nQHACxVs51ixidSd0IxAACYB/cdOJld29Zk7Yr+qksBgEs2fmE6jxw2DhhgqZsNxZYJxag5oRgAAFxmU51u7n/ylANEAGrv/idPpVsm91y/sepSAKjQhE4xGkIoBgAAl9kjh8/k/FTHPjEAau++AyfS11PkrmvXVV0KABUSitEUQjEAALjM7jtwMknymuuEYgDU230HTub2q9ZmxUBf1aUAUKGJqW6SZFAoRs0JxQAA4DK778DJ3LBpZTavXlZ1KQBwySamOnnoqTM6nwHI+UmdYjSDUAwAAC6jbrfM55446QARgNr7wlOnM9np5h6dzwBL3vmZ8YmD/SIF6s0TDAAAl9HwaDtjE9NCMQBq73MHTqYojAMG4Es7xQYHdIpRb0IxAAC4jGb3iQnFAKi7+544mZ1bV2ftiv6qSwGgYrOhmPGJ1J1QDAAALqP7DpzMVeuW5+r1K6ouBQAu2VSnm/ufPJXXuuQBQC6OT+ztKdLfK1Kg3jzBAABwmZRlmb88YJ8YAPW3+8hYzk12cs/1G6suBYBFYGKqq0uMRhCKAQDAZXLg+NkcH78gFAOg9u47cCJJ8prr11dcCQCLwfmpTgb7xQnUn6cYAAAuE/vEAGiK+w6czA2bVmbL6sGqSwFgEZiY6mRQpxgNIBQDAIDL5L4DJ7Np1UBu2LSy6lIA4JJ1u2XuMw4YgGeYmOoYn0gjCMUAAOAymd0nVhRF1aUAwCUbHm1nbGJaKAbA085P6hSjGYRiAABwGRw+fT6HT5/Pa65zgAhAvc2OA/ZOA2DWxFRXpxiNIBQDAIDL4HP2iQHQEPc9cTJXrh3M1euXV10KAIvE+alOlvWLE6g/TzEAAFwGf3ngZFYP9mXXtjVVlwIAl6wsv7RPzDhgAGbZKUZTCMUAAOAyuO/Aibzmug3p7XGACEB9PXHiXI61L+Se6zdWXQoAi8jEVCfLB4Ri1J9QDAAA5uj4+IU8duys0YkA1N59B04kMQ4YgL/q/FQng31CMepPKAYAAHP0wJOnkiR3X7u+4koAYG7uf/JU1q/oz42bV1ZdCgCLyMRUV6cYjSAUAwCAOXrg4On09xa5/aq1VZcCAHPywMHTuXP7evvEAPgrzk91sqxfnED9eYoBAGCOHjx4KrdesSaDFk8DUGNnzk9l/9Hx3HnNuqpLAWAR6XbLTE53s9zPOzSAUAwAAOZgutPNw4fO5M7tRicCUG9feOp0kuQu44ABeIaJ6U6SCMVoBKEYAADMwVCrnfNTHQeIANTeA0+eSlEkd+gUA+AZzk9eDMVMxqAJhGIAADAHDx48lSRGTQFQew8+dTo7t67OqmV9VZcCwCIyMd1NolOMZhCKAQDAHDxw8HQ2r16Wq9cvr7oUALhk3W6ZBw+eMg4YgL9mtlNsWb84gfrzFAMAwBw8ePBU7tq+LkVRVF0KAFyyx4+Ppz0xnbu2r6u6FAAWmYkpO8VoDqEYAABcohPjF/LEiXNu1QNQew88eTpJvNMA+GueDsUGhGLUn1AMAAAu0YMHTydJ7nKACEDNPXDwVNYu788Nm1ZWXQoAi8z5mVBsUKcYDSAUAwCAS/TgU6fS11PkFVetrboUAJiTBw+ezp3b16WnxzhgAP6qialuEuMTaQahGAAAXKIHnjydW65YY4wIALU2NjGVfUfbufManc8A/HVf6hQTJ1B/nmIAALgEnW6Zhw6dzl3b11VdCgDMycNPnUlZJnddu67qUgBYhCYmjU+kOYRiAABwCYZb7Zyb7ORO+8QAqLkHDp5KUSR3XLOu6lIAWIQmpi+GYsYn0gRCMQAAuAQPHDyVJLlLKAZAzT1w8FRu3rIqawb7qy4FgEXovE4xGkQoBgAAl+DBg6ezadVArtmwvOpSAOCSlWWZBw+edskDgOc1MdVNIhSjGYRiAABwCR48eCqvumZ9iqKouhQAuGSPHz+bM+encqcdmQA8j/NTnQz09qS3x88+1J9QDAAAXqZTZyfz+PGzuevadVWXAgBz8sCTxgED8MImpjoZ7Bcl0AyeZACYo6IofqEoiqNFUTzyPB//1qIoHp7558+LorhjoWsELq8vPHU6iQNEmsc7DZaeB586ndWDfblx86qqSwFgkZqY6mT5gNGJNINQDADm7gNJ3vkCHz+Q5E1lWb4yyf+d5P0LURQwfx44eCq9PUVeefXaqkuBy+0D8U6DJeWBJ0/lVdesS4+RWAA8j/NTHfvEaAyhGADMUVmWn0py8gU+/udlWZ6a+e1nk1y9IIUB8+bBg6eza9vqrBjoq7oUuKy802BpGb8wnX2jbZ3PALygialOlgvFaAihGAAsrP89yR9WXQRw6TrdMl946rQDRPBOg9p7+KnT6ZbJXdd6pwHw/M5PdbNMKEZDuNoKAAukKIq35OIB4hte4HPem+S9SbJ9+/YFqgx4OR492s74hencuX1d1aVAZbzToBkeOHix8fNVV6+rthAAFrWJyU6W9+uvoRk8yQCwAIqieGWS/5bk3WVZnni+zyvL8v1lWd5dluXdmzdvXrgCgZfswYOnk0SnGEuWdxo0x4MHT+emLauydkV/1aUAsIhNTBufSHMIxQBgnhVFsT3JbyX5trIs91VdDzA3Dzx5KhtWDuTajSuqLgUWnHcaNEdZlnnwqdO5S+czAC/i/GQng0IxGsL4RACYo6Iofi3Jm5NsKoriUJIfTdKfJGVZvi/JjyTZmOTniqJIkumyLO+uplpgrh44eCp3XrMuM///DI3inQZLxxMnzuXk2cncqfMZgBehU4wmEYoBwByVZfktL/Lx70zynQtUDjCPzpybymPHzuYb7rq66lJgXninwdLx4Mw+MeOAAXgx5ye7WSYUoyGMTwQAgJfowacuHiDeec26agsBgDl64OCprFrWl5u2rKq6FAAWuYkpnWI0h1AMAABeogcPnk5PkbxSKAZAzT148HTuuGZtenuMAwbghU1MdbJ8QJRAM3iSAQDgJfri4TO5acuqrFpmCjkA9TUx1clwq507rl5XdSkALHJTnW6mu2UG+3SK0QxCMQAAeAnKsszDh07nlQ4QAai5vSNjme6W3mkAvKjzU50kyfIBoRjNIBQDAICX4MiZiRwfn8wdV6+tuhQAmJOHD51JktxxjXcaAC9sYiYUW2anGA0hFAMAgJfg4adOJ4lb9QDU3kOHTmfz6mXZtmaw6lIAWOQmJrtJkuVCMRpCKAYAAC/BQ4fOpL+3yK4rVlddCgDMycOHzuSVV61NURRVlwLAIjcxPTM+UShGQwjFAADgJXj40Ons2rYmyyyYBqDGxi9M57Fj4zqfAXhJzk9eDMUG+0UJNIMnGQAAXkS3W+aLh8/klfaJAVBzjxw+k7JMXmmfGAAvwfkpnWI0i1AMAABexBMnzqY9MZ073KoHoOYePnQ6SbzTAHhJJmZCsWVCMRpCKAYAAC/i4UNnkrhVD0D9PXToTK5evzwbVg5UXQoANTChU4yGEYoBAMCLeOjQ6Qz29+SmzauqLgUA5uThQ6eNAwbgJZuY6iZJlg8IxWgGoRgAALyIhw+dye1Xrk1fr2+fAaivk2cn89TJ83ml0YkAvESzO8UG+/0sRDN4kgEA4AVMd7rZfeSMA0QAau+Lh2fGAesUA+AlOj9pfCLNIhQDAIAX8OjR8UxMdXOHfWIA1NzDT51OUSSvuMo7DYCXZmJ6tlNMKEYzCMUAAOAFPHzodJLoFAOg9h46dCY3bFqZ1YP9VZcC86ooisGiKO4riuKhoih2F0Xx48/xOUVRFD9VFMX+oigeLoriripqhcVuYrKTokiW9YkSaAZPMgAAvICHDp3J6sG+XLthRdWlAMCcPHzotEseLBUXkry1LMs7krwqyTuLonjdsz7nq5PcPPPPe5P8/IJWCDUxMd3NYF9viqKouhS4LIRiAADwAi4eIK5NT48fAgGor9aZiRxtX7BPjCWhvGh85rf9M/+Uz/q0dyf55ZnP/WySdUVRXLGQdUIdnJ/sZLBfjEBzeJoBAOB5TEx1MjTSdqsegNp7yDhglpiiKHqLovhCkqNJPlaW5V8+61OuSvLUM35/aObPgGc4P9XJcvvEaBChGAAAPI+hVjvT3TJ3uFUPQM198dCZ9PUUue3KNVWXAguiLMtOWZavSnJ1knuKorj9WZ/yXGMAnt1NdvETi+K9RVF8viiKzx87duwyVwqL28RUJ4MDQjGaQygGAADP42G36gFoiIcOnc6Orasz6LY/S0xZlqeT/FmSdz7rQ4eSXPOM31+d5MjzfI33l2V5d1mWd2/evHk+yoRFa2Kqk8E+7w6aQygGAADP46GnzmTTqmW5Yu1g1aUAwCUryzJfPHwmd1yj85mloSiKzUVRrJv59fIkX5lk6Fmf9uEkf6+46HVJzpRlObKwlcLid36qk+U6xWiQvqoLAACAxerhQ6fzyqvXpiiea7oOANTDwZPncvrcVF5x1bqqS4GFckWSXyqKojcXmwJ+oyzL3y+K4ruTpCzL9yX5SJJ3Jdmf5FyS91RVLCxmE1PdDPbrraE5hGIAAPAcxi9MZ/+x8XzNK6+ouhQAmJOHDp1JkrzSjkyWiLIsH05y53P8+fue8esyyfcuZF1QR5PT3awZFCPQHCJeAAB4DrsPn0lZJnfYJwZAzX3x0Oks6+vJzm2rqy4FgJqZ6nTT1ytGoDk8zQAA8BwedqsegIZ46NCZ3HrlmvQ71ATgZZrulunvNU6e5vDdEAAAPIeHDp3OVeuWZ+OqZVWXAgCXrNMt88jhMzqfAbgk051u+nrECDSHpxkAAJ7Dw4fO6BIDoPYeOzaec5OdvOIq7zQAXr6pTqnTmEbxNAMAwLOcOjuZgyfP5ZVu1QNQcw89dTpJcsc1QjEAXr6pTtf4RBpFKAYAAM/yxcMX94ndoVMMgJr74uEzWbWsLzdsWlV1KQDU0HS3TJ9QjAYRigEAwLM8fOh0kuR2oRgANffQoTO5/ao16elxoAnAyzdlpxgN42kGAIBnefjQmdywaWXWDPZXXQoAXLKpTjd7R8aMAwbgkk11uhnoEyPQHJ5mAAB4lt1HxnL7VbrEAKi3R0fHMznd9U4D4JJNd8r06TamQYRiAADwDCfPTubw6fO5/ao1VZcCAHPyyJGLOzJvv9I7DYCXryzLmZ1iYgSaw9MMAADPsPvpA0S36gGot92Hz2TlQG+u27iy6lIAqKHpbpkk6dcpRoMIxQAA4BkeOTyWJLlNKAZAzT1yZCy3Xbk2PQ4zAbgEU51ukqTfTjEaxNMMAADP8MiRM7lmw/KsXdFfdSkAcMk63TJ7jozlNuOAAbhEU52LnWJ2itEkQjEAAHiG3YfPGJ0IQO0dOD6e81Md7zQALtn0bKeYnWI0iKcZAABmjE1M5YkT53L7VQ4QAai32XHA3mkAXKrZnWJ9vTrFaA6hGAAAzNhzZHafmFFTANTbI4fPZFlfT27cvLLqUgCoqclpnWI0j6cZAABmPHL4TJLkNqOmAKi5R46cyS1XrEmfg0wALtFsp1i/TjEaxHdGAAAwY/eRsWxbM5jNq5dVXQoAXLJut8zuw2O5/SqdzwBcutmdYn09YgSaw9MMAAAzHjl8xgEiALX31KlzaV+Yzu06nwGYg6mOTjGaRygGAABJzk1O57Fj40YnAlB7jxy+uCPz9qu80wC4dFMdO8VoHk8zAAAk2TvSTrd0gAhA/T1y5Ez6e4vcvHVV1aUAUGPT3ZnxiUIxGsTTDAAASXYfOZMkxicCUHuPHD6THVtXZ1lfb9WlAFBjT49P7DE+keYQigEAQC4eIG5cOZBtawarLgUALllZltl9ZMw+MQDmbHomFNMpRpN4mgEAIBf3r9x21doUhVuQANTXyJmJnDw7qfMZgDn70k4xPyPRHEIxAACWvAvTnewbbef2Kx0gAlBvjxy+OA74NjsyAZijL4ViYgSaw9MMAMCSt681nulumdsdIAJQc48cGUtPkdyyzUUPAOZmujs7PlGnGM0hFAMAYMl75MjFW/X2rwBQd7sPn8lNW1Zl+UBv1aUAUHOznWJ9PWIEmsPTDADAkvfI4TNZPdiXazYsr7oUAJiTR46ccckDgMtiunOxU2zA+EQaxNMMAMCS98iRsdx+5doUhbEgANTX0fZERscu2CcGwGXxdKeY8Yk0iFAMAIAlbarTzd6Rsdx+ld0rANTb7sNjSZLbr/ROA2DupuwUo4GEYgAALGn7j45ncrqb292qB6DmHjl8cUfmrUIxAC6D6ZlOsX47xWgQTzMAAEva7AGiUAyAunvkyJncsGllVg/2V10KAA0wu1NMpxhNIhQDAGBJ231kLCsHenP9xpVVlwIAc/LI4TH7xAC4bCZnO8V6xQg0h6cZAIAl7ZHDZ3LrlWvS0+P2IwD1dersZA6fPm+fGACXzWynmFCMJvE0AwCwZHW6ZfaMjOW2K92qB6Dedh8ZS2IcMACXz3S3m6JIel0gpEGEYgAALFkHjp/NucmOA0QAau+RIxd3ZN6mUwyAy2SqU6a/R4RAs3iiAQBYsnbPHCDefpUDRADq7ZHDZ3L1+uVZt2Kg6lIAaIipTjf9vbrEaBahGAAAS9Yjh89kWV9Pbtq8qupSAGBOdh8Zy+3GAQNwGU13uumzT4yG8UQDALBk7T4yll3bVvtBD4BaG78wnQPHzxqdCMBlNdUtdYrROH76BwBgSSrLMntGxnKrA0QAam5oZCxJvNMAuKymO9302SlGw3iiAQBYkkbOTOT0uanceoUDRADqbY9QDIB5MNUp09+nU4xmEYoBALAk7TniABGAZthzZCzrV/Rn25rBqksBoEGmOt306xSjYTzRAAAsSXtGxlIUyc5tQjEA6m12HHBRuM0PwOUz3SnTZ6cYDSMUAwBgSdpzZCzXbVyZVcv6qi4FAC7ZdKeboVbbOGAALrvprp1iNI8nGgCAJWnPyJgDRABq7/HjZzM53TUOGIDLbrJTpr9PhECzeKIBAFhyxiamcvDkOQeIANTe0zsyr1hbcSUANM10p5v+HuMTaRahGAAAS87QSDtJdIoBUHt7RsYy0NeTGzavrLoUABrGTjGaSCgGAMCSs+fImSTRKQZA7e05MpadW1env9cRDwCX11S36/1C43iiAQBYcvaMjGXjyoFsWb2s6lIA4JKVZWlHJgDzZqojFKN5PNEAACw5e0bGcuuVa1IURoEAUF+jYxdy8uykzmcA5sV0p0yfnWI0jFAMAIAlZarTzb7WuFv1ANTenhHjgAGYPzrFaCJPNAAAS8pjx8Yz2ek6QASg9vYcGUuS7Nq2uuJKAGii6W6Zvl6dYjSLUAwAgCVl9gBRpxgAdbdnZCzXblyR1YP9VZcCQANNTesUo3k80QAALCl7joxlWV9Prt+0supSAGBO9hwZc8kDgHkz1S3Tr1OMhhGKAQCwpOwZGcuubavT58YjADU2fmE6T5w4JxQDYN5Md7rp6/FzE83iiQYAYMkoyzJ7RsbsEwOg9oZGZsYBe6cBME+mO3aK0TxCMQAAloyRMxM5fW7KrXoAam+PUAyAeTbV7WbAhA0axhMNAMCSseeIA0QAmmHPkbGsX9GfbWsGqy4FgIaa0ilGAwnFAABYMvaOjKUokp3bhGIA1NvemXHAReGwEoDLryzLdLqlnWI0jicaAIAlY8/IWK7buDKrlvVVXQoAXLLpTjdDrbZxwADMm6lOmSTp1ylGwwjFAABYMvaMjDlABKD2Dhw/mwvTXeOAAZg3091ukqTPTjEaxhMNAMCS0J6YypMnzjlABKD29ozM7Mi8Ym3FlQDQVFPTs51iIgSaxRMNAMCSMNRqJ4lOMQBqb8+RsQz09eSGzSurLgWAhpqa6RQzPpGmqWSZQlEUG5L8epLrkjyR5G+XZXnqOT7viSTtJJ0k02VZ3r1wVQIA0CR7jly8VX+LUAyAmtszMpYdW1e5vQ/AvJme2SnW1+NdQ7NU9UT/iyR/WpblzUn+dOb3z+ctZVm+SiAGAMBc7Dkylg0rB7J1zbKqSwGAS1aWZfYcsSMTgPk11ZndKaZTjGapKhR7d5Jfmvn1LyX5GxXVAQDAErFn5OIBYlH4oQ6A+jravpATZyeFYgDMq9lQbEBXMg1T1RO9tSzLkSSZ+feW5/m8MslHi6K4vyiK9y5YdQAANMpUp5vh0XZuvdIBIgD1NjsO+NYr11ZcCQBNNt2dGZ+oU4yGmbedYkVR/EmSbc/xoX/1Mr7Ml5dleaQoii1JPlYUxVBZlp96nr/vvUnemyTbt29/2fUCANBcjx87m8nprlv1ANTenpGLodiuK1ZXXAkATfb0+EQ7xWiYeQvFyrL8yuf7WFEUo0VRXFGW5UhRFFckOfo8X+PIzL+PFkXx20nuSfKcoVhZlu9P8v4kufvuu8u51g8AQHPsGTmTJDrFAKi9PUfGsn3DiqwZ7K+6FAAabLpz8Yi9X6cYDVNVzPvhJN8+8+tvT/K7z/6EoihWFkWxevbXSd6R5JEFqxAAgMbYc2QsA309uWHTyqpLAYA52TMyllt0iQEwz2Y7xfrtFKNhqnqi/12StxdF8WiSt8/8PkVRXFkUxUdmPmdrknuLongoyX1J/qAsyz+qpFoAAGpt70g7O7euTp8f6ACosbMXpvPEibO59Qr7xACYX1MdO8Vopnkbn/hCyrI8keRtz/HnR5K8a+bXjye5Y4FLAwCgYcqyzN6Rsbztli1VlwIAczI82k5ZRqcYAPNuuqtTjGbyRAMA0GjHxi/kxNnJ7NpmnxgA9TY00k6S3HKFdxoA82t2p1hfj04xmkUoBgBAo+11gAhAQ+wdGcuqZX25ev3yqksBoOEm7RSjoTzRAAA02tDIWJJk1zajpgCot6HWWHZtW52icGsfgPk12ykmFKNpPNEAADTaUKudbWsGs37lQNWlAMAlK8syQyPt7LJPDIAFMLtTrK/XRQyaRSgGAECj7R0Zyy0OEAGouUOnzqd9Ydo4YAAWxNRsp1iPCIFm8UQDANBYk9Pd7D86nl0OEAGouaHWxR2Zu7Z5pwEw/6Zmd4r16RSjWYRiAAA01v6j45nulm7VA1B7e+3IBGABTc+EYn06xWgYTzQAAI011Lp4gHiLA0QAam6oNZZrN67IymV9VZcCwBLw9PhEO8VoGKEYAACNtXdkLAN9Pbl+08qqSwGAOdk70s4tRicCsECmuzOdYr0iBJrFEw0AQGMNtdrZsXWVH+QAqLVzk9N54sTZ7LpC5zMAC0OnGE3ldAAAgMbaOzLmVj0AtTfcaqcsY0cmAAtmamanWL+dYjSMJxoAgEY61r6Q4+OT2eUAEYCaG2q1k8RFDwAWzHSnTE+R9PToFKNZhGIAADTS3pGxJMktRk0BUHN7R8ayallfrl6/vOpSAFgiprpdY+hpJE81AACNNNSaCcXcqgeg5oZG2tm5bbXb+gAsmOlOmQGhGA3kqQYAoJH2jrSzbc1g1q8cqLoUALhkZVlmb2tM5zMAC2qq001fr8sYNI9QDACARto7MpZdDhABqLnDp8+nPTGdXTqfAVhAU50yfT3iA5rHUw0AQONMTnfz2LHx3HKFA0QA6m3vSDtJvNMAWFDTnW76dYrRQEIxAAAa57Fj45nqlNm1TacYAPU2NHJxR+ZO7zQAFtB0tzQ+kUYSigEA0Dh7Zw4Qb3WrHoCa29say7UbV2TVsr6qSwFgCZnsdNPfKz6geTzVAAA0zlCrnYG+nly/aWXVpQDAnAyNtHU+A7Dgpjvd9NspRgN5qgEAaJy9I2PZsXVV+txsBKDGzk1O58CJs/aJAbDgpjvGJ9JMTgkAAGicvSPt7NrmABGAets3Op6yjHcaAAtuqlu6ZEgjeaoBAGiUY+0LOT5+wa16AGrPjkwAqjI13c2ATjEaSCgGAECjDLUuHiDeYv8KADU3NDKWlQO9uXr98qpLAWCJme5202enGA3kqQYAoFFmb9XvcqsegJrbO9LOrivWpKfHTX0AFtaUnWI0lFAMAIBGGRppZ+uaZdmwcqDqUgDgkpVlmb2tsezS+QxABaa73fTbKUYDeaoBAGiUPSNj9okBUHuHT59Pe2LaOw2ASkxNl+nXKUYDCcUAAGiMyeluHjs2nl3bHCACUG9DI+0kyS1X6BQDYOFNdbvp0ylGA3mqAQBojMeOjWeqUzpABKD2Zndk7nTRA4AKTHfK9NtpSQMJxQAAaIyh1sUDRJ1iANTdUKudazYsz6plfVWXAsASNN3RKUYzeaoBAGiMoVY7A709uWHzyqpLAYA5GWqN5RaXPACoyGSnTL9QjAbyVAMA0BhDI+3cuGWVH94AqLWJqU4OHD+bXduMAwagGtPdbvp7jU+keZwWAADQGMOtdm5xgAhAze0/Op5umey6QqcYANWY7pTp6xEf0DyeagAAGuH0ucm0xiayUygGQM3tHbm4I9M7DYCqTHV0itFMQjEAABphqNVO4lY9APU33GpnWV9PrttoRyYA1bgYiokPaB5PNQAAjTA0c6ve/hUA6m6o1c6OravT2+OGPgALr9st0y2TPp1iNJBQDACARhgebWf9iv5sWb2s6lIAYE6GWm2XPACozFS3myQ6xWgkTzUAAI2wd6SdndtWpyjcZgSgvo6PX8jx8Qv2iQFQmelOmSTp07FMAwnFAACovW63zL7RdnZts08MgHobntmReYsdmQBUZDYU0ylGE3mqAQCovadOncu5yY5RUwDU3t6ZHZk6xQCoymRndnyiTjGaRygGAEDtDc3cqneACEDdDbfa2bRqIJtW2ZEJQDWmZ3aK9ekUo4E81QAA1N7QSDtFkezYKhQDoN6GWsYBA1AtO8VoMqEYAAC1Nzw6lu0bVmTlsr6qSwGAS9aZ2ZGp8xmAKk3NjE8c6BMf0DyeagAAam9opG2fGAC198SJs7kw3fVOA6BSU093iokPaB5PNQAAtXZ+spMnTpzNTqOmAKi54ZkdmcYnAlCl2U6xvl7jE2keoRgAALX26NF2umVyi1v1ANTc0MhYeork5q2rqi4FgCVsunuxU6xfKEYDCcUAAKi1oZlb9favAFB3Q612rtu0MoP9vVWXAsASNj3bKWZ8Ig3kqQYAoNaGRtoZ7O/JtRtXVl0KAMzJUKudW4xOBKBikzOhWH+v+IDm8VQDAFBrw6Nj2bF1dXp7jPYAoL7OXpjOwZPndD4DULnpjvGJNJdQDACAWhsaaWeXA0QAam549OI4YO80AKo23Z0Zn6hTjAbyVAMAUFvH2hdy4uxkdho1BUDNDbdmQzHvNACqNTXTKdZnGgcNJBQDAKC2hlpjSZJb3KoHoOaGRsaycqA3V69fXnUpACxxUzM7xQb6xAc0j6caAIDamr1Vb/8KAHU31Gpnx7bV6XErH4CKTesUo8GEYgAA1NbekXY2r16WjauWVV0KAFyysiwz1GobnQjAojDbKdZvpxgN5KkGAKC2hkfHskuXGAA1Nzp2IWfOT3mnAbAoTHdnOsV6dYrRPEIxAABqabrTzb7RcQeIANTe3pkdmd5pACwGOsVoMk81AAC19MSJc5mc7manUVMA1NzsjkzjEwFYDKZmdor194gPaB5PNQAAtTTkVj0ADTE0MpYr1g5m7Yr+qksBgEzPdIoZn0gTCcUAAKil4VY7vT1FbtqyqupSAGBOhlrt7HTJA4BFwk4xmkwoBgBALe0daef6TSsz2N9bdSkAcMmmOt08dmzc6EQAFo3J6ZmdYsYn0kCeagAAaml4dMytegBq7/FjZzPVKY0DBmDRmO5209tTpKdHpxjNIxQDAKB2xi9M56mT57NrqwNEAOptdkemix4ALBbTnTJ9AjEaSigGAEDt7BttJ3GACED9Dbfa6espcuNmOzIBWBymOmX6e0UHNJMnGwCA2hluXQzF7F8BoO6GW+3csHllBvoc0QCwOEx1uunv1SlGM/mOCwCA2hlutbNioDdXr19edSkAMCdDrXZ2uuQBwCIy3e2mT6cYDeXJBgCgdoZaY7l562qLnwGotfbEVA6fPp+dW41OBGDxmOqU6fezFg0lFAMAoFbKssxwq51dW+0TA6De9o2OJ4lOMQAWlemOTjGay5MNAECtHBu/kFPnprJzm1AMgHr70o5M7zQAFo+pbmmnGI0lFAMAoFYcIALQFMOtsawc6M1V6+zIBGDxmJrupl+nGA3lyQYAoFZmQzGdYgDU3VCrnR3b7MgEYHGZ7pbp0ylGQwnFAAColaFWO5tWLcvGVcuqLgUALllZlhkebet8BmDRmep009cjOqCZPNkAANTKvtF2dm5bVXUZADAnx9oXcvrcVHZsFYoBsLhMd8oMGJ9IQ3myAQCojU63vBiKbV1TdSkAMCdDxgEDsEhNdbrGJ9JYQjEAAGrj4MlzmZjqGjUFQO3N7sjctc1FDwAWl6lumT6dYjSUJxsAgNoYbo0lcasegPobarWzefWybFg5UHUpAPBXTHe66e/RKUYzCcUAAKiNoVY7RRH7VwCoveHRMZ3PACxK050y/TrFaChPNgAAtbFvtJ1rN6zI8oHeqksBgEvW6ZZ5dHQ8O13yAGARslOMJhOKAQBQG0Otti4xAGrvyRNnc2G6mx06xQBYhKa6XZ1iNJYnGwCAWpiY6uSJ42eNmgKg9oZb7STxTgNgUZrulOmzU4yGEooBAFAL+4+Op1smO7etqboUAJiT2R2ZN28RigGw+Ex1yvTpFKOhPNkAANTC0Myt+p1u1QNQc8Otdq7buNKOTAAWpalONwN2itFQQjEAAGph32g7A309uW7jiqpLAYA52Tfazk47MgFYpKY7XZ1iNJYnGwCAWhhqtXPzllV+OAOg1iamOnnixFmdzwAsWlPdMn06xWgoJwoAANTCcGvMrXoAau/R0dkdmd5pACxO051u+ntEBzSTJxsAgEXv9LnJjI5dcIAIQO0NtcaSCMUAWJw63TLdMuk3oYOG8mQDALDoDbXaSRwgAlB/w612lvX15LqNK6suBQD+mqlON0mMT6SxhGIAACx6+0YvhmK7tq2puBIAmJvh0XZu3roqvT0OGwFYfKa7ZZKkXyhGQwnFAABY9IZa7axd3p+ta5ZVXQoAzMlwq52dW13yAGBxmp7tFLNTjIbyZAMAsOgNt9rZuW11isJtRQDq69TZyRxtX8gu44ABWKQmZ0Kx/j7RAc3kyQYAYFEryzL7Wu3s3OoAEYB6m92RuUMoBsAiNd2ZGZ9ozC8NJRQDAGBRO3z6fNoXprPTASIANTfcGksSnWIALFqdmZ1idl/SVEIxAAAWtX2jF2/VO0AEoO6GR8ezbkV/tqy2IxOAxUkoRtMJxQAAWNSMmgKgKYZbY9mx1Y5MABavTikUo9mEYgAALGr7Wu1cuXYwawb7qy4FAC5ZWZbZNzqu8xmARa2rU4yGE4oBALCoDbXa9okBUHuHT5/PuB2ZACxy07OhmK5mGkooBgDAojXV6ebxY2eNTgSg9mZ3ZO7c6p0GwOI1u1OsR6cYDSUUAwBg0Xri+NlMdrpGTQFQe3ZkAlAH3VKnGM0mFAMAYNEanrlVv8OtegBqzo5MAOqgY6cYDScUAwBg0RputdPbU+TGzauqLgUA5sSOTADqQChG0wnFAABYtIZb7Vy3cUUG+3urLgUALpkdmQDUhVCMphOKAQCwaA2PtrNr25qqywCAObEjE4C66MzsFOuxU4yGEooBALAonZuczsGT5+wTA6D27MgEoC663Yv/1ilGUwnFAABYlB4dHU9Zxv4VAGrPjkwA6mK2U0woRlMJxQAAWJRmb9ULxQCoOzsyAaiLzkyrmFCMphKKAQCwKA232hns78n2DSuqLgUA5sSOTADqojM7PtFOMRpKKAYAwKK0b7Sdm7esdkMRgFqzIxOAOul0L45P7JEc0FAebQAAFqWhVtvoRABqz45MAOqka6cYDScUAwBg0Tl5djLH2hey0616AGrOjkwA6mS2U6xPKEZDCcUAAFh0hlsOEAFoBjsyAaiTp8cn2ilGQwnFAABYdPa5VQ9AQ9iRCUCdzIZi3ls0lVAMAIBFZ6jVzroV/dmyelnVpQDAnNiRCUCddEqdYjSbUAwAgEVn32g7O7auTuEHMQBqzI5MAOqmq1OMhhOKAQCwqJRlmX2tdna5VQ9AzdmRCUDdTM+EYn1CMRpKKAYAwKJy5MxE2hems8OtegBqzo5MAOqmOzs+UShGQwnFAABYVPbN3KrXKQZA3Q2P2pEJQL10ZscnGmVPQwnFAABYVIZmQrGbdYoBUHPDLTsyAaiX2VBMpxhNJRQDAGBR2TfazpVrB7N2eX/VpQDAJbMjE4A6mh2faKcYTSUUAwBgURlqtbPDASIANWdHJgB1ND07PlEoRkMJxQAAWDSmO908dnQ8Ox0gAlBzszsyd7roAUCNdGfHJxr9S0MJxQBgjoqi+IWiKI4WRfHI83y8KIrip4qi2F8UxcNFUdy10DVCXTxx4mwmO10HiFAR7zS4fGZ3ZOoUA6BOOt2L/9YpRlMJxQBg7j6Q5J0v8PGvTnLzzD/vTfLzC1AT1NJwazyJA0So0AfinQaXxb7Rdq6wIxOAmumUs51iFRcC80QoBgBzVJblp5KcfIFPeXeSXy4v+mySdUVRXLEw1UG9DLfG0lMkN21ZVXUpsCR5p8HlM9Rq63wGoHa63TK9PUUK4xNpKKEYAMy/q5I89YzfH5r5M+BZhkfbuW7Tygz291ZdCvDcvNPgJbAjE4C6mu6W6RWI0WBCMQCYf8/13WT5nJ9YFO8tiuLzRVF8/tixY/NcFiw+w612drlVD4uZdxq8BHZkAlBX3bJMj9SABvN4A8D8O5Tkmmf8/uokR57rE8uyfH9ZlneXZXn35s2bF6Q4WCzOT3by5Mlz9onB4uadBi+BHZkA1FVHpxgNJxQDgPn34SR/r7jodUnOlGU5UnVRsNjsPzqesoxOMVjcvNPgJRgebduRCUAtdbplenqEYjRXX9UFAEDdFUXxa0nenGRTURSHkvxokv4kKcvyfUk+kuRdSfYnOZfkPdVUCovbUGssiVv1UCXvNLg8hltjdmQCUEudbpk+oRgNJhQDgDkqy/JbXuTjZZLvXaByoLb2jbazrK8n125cWXUpsGR5p8HlsW90XOczALXUKcv0CsVoMOMTAQBYFIZHx3Pz1lV+AAOg1iamOnnixNnsFIoBUEPdbpkeO8VoMKEYAACLwnBrzOhEAGrv0dGLOzJ3eqcBUEOdrk4xmk0oBgBA5U6fm8zo2AUHiADU3vBoO0myQ6cYADVkfCJNJxQDAKByw62LB4hGTQFQd8OtsQz09eQ6OzIBqCGdYjSdUAwAgMrtGxWKAdAMw6PjuXmLHZkA1FOnW6bXTjEaTCgGAEDlhkfbWTPYl21rBqsuBQDmZF+r7ZIHALXVLcv0uNhBgwnFAACo3PDMAWLhRiIANXbm3FRaYxN2ZAJQWzrFaDqhGAAAlSrLMsOtdnY4QASg5oZnxgHv0CkGQE11ujECmEYTigEAUKnRsQsZm5jOLgeIANTcbCjmnQZAXXW6XaEYjSYUAwCgUkOtsSTRKQZA7Q23xrLajkyoXFEU1xRF8YmiKPYWRbG7KIofeI7PeXNRFGeKovjCzD8/UkWtsNh0ytgpRqP1VV0AAABL276ZW/U73aoHoOb2tcazc6sdmbAITCf5p2VZPlAUxeok9xdF8bGyLPc86/M+XZbl11ZQHyxa3W6ZXq8xGkynGAAAlRpujWfrmmVZt2Kg6lIA4JKVZZnh0bZLHrAIlGU5UpblAzO/bifZm+SqaquCeuh0S+MTaTShGAAAlRoeHTM6EYDaGx27kDPnp4RisMgURXFdkjuT/OVzfPjLiqJ4qCiKPyyK4raFrQwWJ6EYTScUAwCgMp1umUdHL46aAoA6G54ZB+yiByweRVGsSvKhJP+4LMuxZ334gSTXlmV5R5KfTvI7L/B13lsUxeeLovj8sWPH5q1eWAw6pVCMZhOKAQBQmSdPnM2F6a5b9QDU3nDr4nm7ix6wOBRF0Z+LgdivlmX5W8/+eFmWY2VZjs/8+iNJ+oui2PRcX6ssy/eXZXl3WZZ3b968eV7rhqp1umV67MakwYRiAABUZt/MrXqhGAB1N9waz5bVy7J+pR2ZULWiKIok/z3J3rIs/9PzfM62mc9LURT35OI56YmFqxIWp65OMRqur+oCAABYuoZb4ymK5OYtQjEA6m3faNslD1g8vjzJtyX5YlEUX5j5sx9Osj1JyrJ8X5K/leR7iqKYTnI+yTeXZVlWUCssKp1umT6hGA0mFAMAoDLDo2O5dsOKLB/orboUALhknW6ZfaPtfNvrrq26FCBJWZb3JnnBU/2yLH8myc8sTEVQH8Yn0nTGJwIAUJnhVjs77F4BoOYOnjyXC9Pd7NApBkDNdbrGJ9JsQjEAACoxMdXJEyfOZZcDRABqbrh1cUemdxoAddcpy/QIxWgwoRgAAJV47Nh4Ot3SrXoAam+41U5RJDdtWVV1KQAwJ91umV7jE2kwoRgAAJXYN3rxVv1O4xMBqLl9o+1s37AiKwasbgeg3jplmT6dYjSYUAwAgEoMt8Yz0NuT6zatrLoUAJiT4dG2Sx4ANEKnY3wizSYUAwCgEsOtsdyweWX6e31LCkB9XZju5MDxs9lpHDAADdApjU+k2ZxAAABQiX2j4w4QAai9x46evbgjU6cYAA3Q6UanGI0mFAMAYMGNTUzl8OnzQjEAam94dCxJsss7DYAG6JZlDPOgyTzeAAAsuEdH20li/woAtTfcGk9/b2FHJgCNMN3ppq9HbEBzeboBAFhwQ62ZUMytegBqbrg1lhs3r7IjE4BG6JZJj51iNJjv2AAAWHD7Wu2sWtaXq9Ytr7oUAJgTOzIBaJJO1/hEms3jDQDAghsebWfH1lUp3EAEoMbadmQC0DCdskxPj5/TaC6hGAAAC6osywy32g4QAai9fXZkAtAw3W6ZPqEYDSYUAwBgQR0bv5BT56YcIAJQe8Ot8SR2ZALQHNPdMr0metBgQjEAABbUcOvirfodDhABqLnh1lhWDvTakQlAI3S7ZZIYn0ijCcUAAFhQs6GYTjEA6m54tJ0d21bbkQlAI3TKi6GYTjGaTCgGAMCCGm61s2nVsmxctazqUgDgks3uyNyl8xmAhujoFGMJEIoBALCg9o22s3PbqqrLAIA5md2RuUPnMwAN0Z3pFOsTitFgQjEAABZMt1tm3+h4dm5dU3UpADAnT48D1ikGQENMz3SK9QrFaDChGAAAC+apU+dyfqqjUwyA2rMjE4Cm6c6OT7RTjAYTigEAsGCGnr5Vr1MMgHqzIxOApunoFGMJEIoBALBg9s2EYjdv0SkGQL3ZkQlA03Rmdor1CMVoMKEYAAALZni0ne0bVmTlsr6qSwGAS2ZHJgBNNNsp1icUo8GEYgAALJjhVjs77F4BoObsyASgiZ4en2inGA0mFAMAYEFcmO7kwPGz2bVNKAZAvQ3bkQlAA3W7F/9tfCJNJhQDAGBBPH7sbKa7ZXYIxQCouWE7MgFooNmdYr1SAxrM4w0AwILYNzpzq974RABqbni0nWs2LLcjE4BGeXp8Yo/YgObydAMAsCCGWu309xa5ftPKqksBgDkZbrWzc6vRiQA0i51iLAVCMQAAFsS+Vjs3bFqVgT7fggJQX7M7MnduMzoRgGb5UqdYxYXAPPJ4AwCwIIZa7ey0TwyAmpvdkblzm04xAJqlO7NTrEenGA0mFAMAYN61J6Zy+PR5oRgAtWdHJgBN9aVOMaEYzSUUAwBg3u0bHU/iABGA+rMjE4Cm6pRCMZpPKAYAwLx7+la9TjEAas6OTACaSqcYS4Hv4AAAmHfDrXZWDvTmqnXLqy4FAOZkeNSOTACa6elQzE4xGkwoBgDAvBtutXPz1tXpceMQgBobvzCdQ6fsyASgmbozoZif22gyoRgAAPOqLMuLt+rtEwOg5oZbF8cB7/BOA6CB7BRjKRCKAQAwr46PT+bk2Um36gGovdkdmbu80wBooGk7xVgChGIAAMyr2Vv1DhABqDs7MgFosq6dYiwBQjEAAObVUGssSbJDKAZAzQ21xuzIBKCxOjrFWAKEYgAAzKvhVjubVg1k06plVZcCAJesLMsMt9o6nwForO7MTrEenWI0mFAMAIB5tW+0bZ8YALV3bPxCTp2b8k4DoLE63Yv/7usVitFcQjEAAOZNt1tm3+h4dm5dU3UpADAnszsyhWIANNV092IqplOMJhOKAQAwbw6ePJfzU53s3Laq6lIAYE6eDsW2CsUAaKbZ8Yl2itFkQjEAAObN0NO36nWKAVBvF3dkLstGOzIBaKjZ8Ym9OsVoMKEYAADzZt/oxVBsx1adYgDU2/BoO7uMTgSgwbrdi51iPVIDGszjDQDAvBlutbN9w4qsGOiruhQAuGSdbpl9o+3sMDoRgAbrzIxP7JOK0WCebgAA5s1Qayw73aoHoOaeOnkuE1NdnWIANNq0TjGWAI83AADzYmKqkydOnHOACEDtfWlHpncaAM01Oz7RTjGaTCgGAMC8eOzYeDrd0qgpAGpvuNVOUSQ325EJQIN1ZkOxHqEYzSUUAwBgXgzP3KrXKQZA3Q2PjtmRCUDjdcvZ8YlCMZpLKAYAwLwYbrUz0NuT6zatrLoUAJiT4VY7O3U+A9BwszvF+oRiNJhQDACAeTHUaufGLavS3+tbTgDqy45MAJaK2fGJPXaK0WBOKAAAmBf7RtvZafcKADW3/+jMjkyhGAAN17VTjCVAKAYAwGV35txURs5MZOe2NVWXAgBzsm/UjkwAlobOzE6xXp1iNJhQDACAy27YASIADfH0jsyNdmQC0GzdbpmiSHp0itFgQjEAAC674dZYkhg1BUDtze7I7LMjE4CGm+6WusRoPN/RAQBw2Q2PtrN6sC9Xrh2suhQAmJN9o22dzwAsCZ2y1CVG4wnFAAC47IZb7ezcujqFW4YA1NiXdmQKxQBovq5OMZYAoRgAAJdVWZYZarUdIAJQe7M7Mr3TAFgKOt2kV6cYDScUAwDgsmqNTaQ9Me0AEYDam92RuXOrdxoAzdctS6EYjScUAwDgshpqzdyqd4AIQM3N7si8wo5MAJaA6W5XKEbjCcUAALishltGTQHQDMOtdnZtsyMTgKWh0016vPNoOKEYAACX1XCrna1rlmXdioGqSwGAS1aWZYZb7ezQ+QzAEtHtlumVGNBwHnEAAC6roVY7O7etqboMAJiTkTMTGZuYzi6dzwAsEZ2yTK9OMRpOKAYAwGUz1enmsaPjDhABqL0vjQN20QOApaHTLdPbKxSj2YRiAABcNk8cP5vJTjc7jZoCoOaGZkMx7zQAlohOV6cYzScUAwDgsnn6AFGnGAA1N9wayxVrB7N2RX/VpQDAguiUZXp6hGI0m1AMAIDLZrjVTm9PkZu2rKq6FACYk6FW2zhgAJaUrk4xlgChGAAAl81Qq53rN63MYH9v1aUAwCWb6nTz2LFx+8QAWFI63TK9OsVoOKEYAACXzfDomNGJANTegeNnM9UpdYoBsKQIxVgKhGIAAFwW4xem89TJ89m11QEiAPW2d2QsiR2ZACwtnVIoRvMJxQAAuCz2jbaTOEAEoP6GW+309RS5cbMdmQAsHZ1umR47xWg4oRgAAJfF0MjFUGyX/SsA1Nxwq50bNq/MQJ9jEwCWjq5OMZYA390BAHBZDLfGsmKgN1evX151KQAwJ0Otdna65AHAEmOnGEuBUAwAgMtiqNXOjq2r0+OHKABqrD0xlcOnz2eXccAALDGdbple4xNpOKEYAABzVpZlhkfbueUKB4gA1NvsjkyhGABLjU4xlgKhGAAAc3a0fSGnz01l51YHiADU21DrYii2UygGwBLTKWPyB40nFAMAYM6+dIBo/woA9TY00s7qZX25ap0dmQAsLd1umV6ZGA0nFAMAYM6GW2NJjJoCoP6GW+3s2LY6hZ0qACwx090yvT0iA5rNEw4AwJwNtdrZsnpZ1q8cqLoUALhkZVlmqDVmdCIAS1K3W6ZXYkDDecQBAJiz4VbbASIAtdcam8jYxLTOZwCWpE5ZptdOMRpOKAYAwJxMd7p59Oi4A0QAau/pHZlbvdMAWHq63TI9xgfTcEIxAADm5IkT5zI53c3ObWuqLgUA5mR4JhTb5Z0GwBLUKcv06RSj4YRiAADMyVBrLEl0igFQe8Otdq5YO5i1K/qrLgUAFtx0p0yPUIyGE4oBADAnw612enuK3LRlVdWlAMCcDNmRCcAS1i3L9BqfSMMJxQAAmJOhVjvXbVyRwf7eqksBgEs21elm/1GhGABLV6dbplenGA0nFAMAYE6GW227VwCovQPHz2aqUxoHDMCS1S2NT6T5hGIAAFyysxemc/DkObfqAai9oVY7SbJzq4seACxNnW6ZPqEYDScUAwDgku0bnTlAFIoBUHPDrbH09hS5ccvKqksBgEpMd8v02ClGw1USihVF8U1FUewuiqJbFMXdL/B57yyKYrgoiv1FUfyLhawRAIAXNzxzq96oKQDqbrjVzg2bVmZZnx2ZACxNXTvFWAKq6hR7JMk3JPnU831CURS9SX42yVcnuTXJtxRFcevClAcAwEsx1GpnxUBvrlm/oupSAGBOhlptnc8ALGmdUihG81USipVlubcsy+EX+bR7kuwvy/Lxsiwnk3wwybvnvzoAAF6qodZYdmxdbRkzALXWnpjKoVPnc8sV9okBsHR1uzE+kcZbzDvFrkry1DN+f2jmzwAAWATKssxwq51brnCrHoB6m92RaRwwAEvZdLebPhceabi++frCRVH8SZJtz/Ghf1WW5e++lC/xHH9WvsDf994k702S7du3v6QaAQC4dEfbF3Lq3FR2bXOrHoB62zsyE4rpFANgiSrLMt0ypoDQePMWipVl+ZVz/BKHklzzjN9fneTIC/x970/y/iS5++67nzc8AwDg8tg7MpYk9q8AUHtDrbGsHuzLlWsHqy4FACrRnTlR7zU+kYZbzOMTP5fk5qIori+KYiDJNyf5cMU1AQAwY7hl1BQAzTDcamfXttUpHAQCsER1ZlKx3sWcGMBlUMkjXhTF3yyK4lCSL0vyB0VR/PHMn19ZFMVHkqQsy+kk35fkj5PsTfIbZVnurqJeAAD+uqFWO1esHcy6FQNVlwIAl6wsywyNtI0DBmBJ65azoZhUjGabt/GJL6Qsy99O8tvP8edHkrzrGb//SJKPLGBpAAC8RHtHxoxOBKD2Dp8+n/aFae80AJa0aZ1iLBEecQAAXrapTjePHRt3qx6A2psdB3zLFUIxAJau2fGJPUYJ03BCMQAAXrbHj53NVKd0gAhA7Q3NhGI7tnqnAbB0dZ/uFBOK0WxCMQAAXrah1liSGDUFQO3tHRnL1euXZ/Vgf9WlAEBlOqVQjKVBKAYAwMs21Gqnv7fIDZtWVV0KAMzJcKttHDAAS55OMZYKoRgAAC/b0MhYbty8KgN9vp0EoL4uTHfy+PGz2aXzGYAlbno2FLNTjIZzigEAwMt28Va9A0QA6m3/0fF0umV22ZEJwBLXmQnFenSK0XBCMQAAXpYz56Zy5MxEdl1h1BQA9TY00k4S4xMBWPK6pU4xlgahGAAAL8tQayxJslOnGAA1N9Qay0BfT67buKLqUgCgUh07xVgihGIAALwsw6MXb9Xf4lY9ADU31Gpnx9ZV6et1PALA0iYUY6nwXR8AAC/L3pF21q3oz9Y1y6ouBQDmZKjVNjoRAJJ0SqEYS4NQDACAl2WoNZadW1enMGsegBo7MX4hx9oXsss4YAB4ulOsx895NJxQDACAl6zbLbOv1c4tV7hVD0C9DbcujgPWKQYASbd78d86xWg6oRgAAC/ZoVPnc3ayk51u1QNQc3tnQjHvNAD40vjEPqEYDScUAwDgJdvbGksSo6YAqL2hkbFsWjWQzavtyASAzkyrWI9QjIYTigEA8JINt9opimTHVqEYAPU2PNo2OhEAZnRmxyfaKUbDCcUAAHjJhlpj2b5hRVYu66u6FAC4ZJ1umeFW2+hEAJjR6V4cn9gjMaDhPOIAALxkQ6220YkA1N6TJ87mwnTXOw3+P/b+PErPNL8Lu79Xlfa11Ku2VnfPeGZ6372ACcEmgE3wAhhsAyGYHAaI2SHgF4c9J3lZ3wB2MCaxMcTGBLDBwGDjEGOHEGC0tNRaumdzV6lKpd5Um3bV81zvH1Wl0fRILbVKVXfdz/35nFNHqqXV3z/qnPt5ru91/S6ARf3FO8WcFGPQKcUAALgjl6728ua7F4yaAqD1Xj87lyR5co9nGgAkXzwptm5YKcZgU4oBAHBHPvv2XPo1dtUD0HqvT85mqCRf8dC2pqMAwJpwfXyik2IMOKUYAAB35PVJu+oBGAynzs7lIw9uy6b1w01HAYA1YakUGx5SijHYlGIAANyRU2dns3n9cA7ct6XpKACwLK+fnXXyGQBu0KtOitENSjEAAO7IqcnZfGL39gzZOQhAi81dvpbT5y45+QwAN+g7KUZHKMUAALitWmtePzuXJ/fYVQ9Au71xdmEcsJNiAPBF84ul2DqlGANOKQYAwG29NXsl0xev2VUPQOudOuuOTAB4v/7S+ESlGANOKQYAwG2dmpxNkjyx2wIiAO12anI2Ozaty56dm5qOAgBrRm9pfKI7xRhwSjEAAG7r1NmFUuwTRk0B0HKvT87miT07Uiz6AcB1PXeK0RFKMQAAbuv1ybnsG9mcnZvXNx0FAO5av1/zxtm5PGV0IgB8iaXxiUoxBp1SDACA23r97Gye3OOUGADtNj51KReu9vKEk88A8CXmnRSjI5RiAAB8oMvXevn8OxfcJwZA651cuiPTSTEA+BL9xVJsyHhhBpxSDACAD/S5t8+n1695wkkxAFru9bOzKSX5+MPbmo4CAGuKO8XoCqUYAAAf6PWzc0mSJ+2qB6DlXp+cy+P3b82WDeuajgIAa0pvoRPLsJNiDDilGAAAH+j1ydlsXDeUx+7f2nQUAFiW18/OOvkMADexND5xeFgpxmBTigEA8IFOnZ3NJ3ZvN0YDgFa7cGU+o+cuuiMTAG5ifqkUc1KMAacUAwDglmqtOTU5lyd221UPQLu98dZcao1nGgDcRL8ulGJDGgMGnF9xAABu6Z3zV3LuwlX3iQHQeq9PuiMTAG6l56QYHaEUAwDglpYWEI2aAqDtXj87m20b12X/rs1NRwGANed6KWZsPgNOKQYAwC2dmpxNYtQUAO13anI2T+zenmIHPAB8mV6/ZqjEc5KBpxQDAOCWXj87l907NmXX1g1NRwGAu1ZrzeuTc3lij00eAHAzvVqdEqMTlGIAANzSqcnZPGkBEYCWm5i+lLkr8+4TA4Bb6PdrhpwSowOUYgAA3NTV+X4+/875PGEBEYCWc0cmAHywXt9JMbpBKQYAwE19/p3zudar7hMDoPWW7sj8hGcaANyU8Yl0hVIMAICbev3swgKiUVMAtN3rZ+dy4L4t2bZxXdNRAGBNclKMrlCKAQBwU69PzmXD8FA+8sDWpqMAwLKcOuuOTAD4IL1+zbA7xegApRgAADd1cnI2H3t4W9YNe8kIQHtdutrLm+9ecJ8YAHyAfq0ZclKMDrDCAQDATZ2anDM6EYDWe+OtufSrccAA8EGcFKMrlGIAAHyZd+au5N3zVywgAtB6pyYX7sh8yjMNAG6p1487xegEpRgAAF9maQHR/SsAtN2pydls27gu+3dtbjoKAKxZvX5fKUYnKMUAAPgydtUDMChOTc7mid3b3ZMCAB+gV50UoxuUYgAAfJlTk7PZs3NTRrZsaDoKANy1Wmted0cmANxWv1+jE6MLlGIAAHyZUxYQARgA41OXMndl3jMNAG6j169OitEJSjEAAL7ElflePv/O+Tyx231iALTbycVxwE+4IxMAPtB8v2Z4SF3A4PNbDgDAl/jsW+cz36921QPQeqcmZ1NKbPQAgNvo15phbQEd4NccAIAvcWpxV71SDIC2OzU5m8fu35otG9Y1HQUA1rRev2a4GJ/I4FOKAQDwJU5NzmXT+qE8/sDWpqMAwLIs3JHplBgA3E6/1gy5U4wOUIoBAPAlTk3O5hMPb3fJMgCtNnf5WsbOXcyTu518BoDb6fVr1nkPSAcoxQAAuK7WmlNnZ41OBKD13jg7l8Q4YAC4E/P9miHjE+kApRgAANednb2c6YvXLCAC0HrX78jc65kGALfT71fTQugEpRgAANddX0BUigHQcicn57Jj07rs3bmp6SgAsOb1qlKMblCKAQBw3anJhVFTT+zZ3nASAFieU5ML44CLUVAAcFt94xPpCKUYAADXnZyczf5dm7Nj0/qmowDAXev1a944O+fkMwDcoV6tWeekGB2gFAMA4LqlXfUA0Gaj713IpWu9POWZBgB3ZL5XM6QUowOUYgAAJEkuXe3lzXcvKMUAaL2lccCeaQBwZ/q1Ztj4RDpAKQYAQJLkjbfm0q/JU+4TA6DlTk3OZnio5GMPb2s6CgC0Qq9fM+ykGB2gFAMAIMnCAmJiVz0A7XdqcjYfeWBrNq0fbjoKALRCv8b4RDpBKQYAQJKFBcStG4bzyK4tTUcBgGVxRyYAfDjz/X7WKcXoAKUYAABJFhYQn9izw+5AAFpt+uLVnJm5rBQDgA+h30+G3ClGByjFAABIrTWvT87lSfeJAdBypybnksQzDQA+hIU7xZpOASvPrzkAABmfupS5K/N21QPQekt3ZD7lmQYAd6xXa4ZNDaEDlGIAAOSkBUQABsSpydk8sG1DHty+sekoANAa/b5SjG5QigEAkJNnZjNUkid2K8UAaLeTk7N5cs+OFPeiAMAdm+/XDHt20gFKMQAAcnJyNo8/sDWbNww3HQUA7trV+X4++9b5PLXXJg8A+DD6/ZohJ8XoAKUYAAA5eWbWfWIAtN7n3zmfq72+ccAA8CH1qpNidINSDACg42YuXcvE9CW76gFovVPuyASAu9JzpxgdoRQDAOg4C4gADIqTZ2azcd1QHn9ga9NRAKBV+lUpRjcoxQAAOu7kmcVSzEkxAFru5ORsnti9PeuGLXcAwIcx76QYHeFVIgBAx52cnM0D2zbkoe2bmo4CAHet1pqTk+7IBIAPq9aaWpMhd4rRAUoxAICOO2UBEYABcHb2cqYvXnPyGQA+pF6/JomTYnSCUgwAoMOuzvfz2bfOW0AEoPWujwO20QMAPpReVYrRHUoxAIAO+/w753O117eACEDrLZViT3imAcCH4qQYXaIUAwDoMLvqARgUJydn8+j9W7Jt47qmowBAq1wvxdwpRgcoxQAAOuzU5Gw2rhvK4w9sbToKACzLqclZmzwA4C70+wt/DjkpRgcoxQAAOuzk5Gye2L0964a9LASgvc5fmc+b711UigHAXbh+p5hOjA6w+gEA0FG11pycnM2TFhABaLnXJxfGAXumAcCHd318os2SdIDfcgCAjpqcuZzpi9fy1F4LiAC028nFUswzDQA+PHeK0SVKMQCAjjq1tIBoVz0ALXdqcjYjW9Znz85NTUcBgNa5Pj5RW0AH+DUHAOiok2cWSrEnlGIAtNzJM7N5as+OFDvcAeBD6y+eFBvyHKUDlGIAAB11cnI2j96/Jds2rms6CgDctfleP6+fnXOfGADcpevjE4eUYgw+pRgAQEednJw1OhGA1vvFdy/kynzfMw0A7tIXxycqxRh8SjEAgA46f2U+o+9dtIAIQOudXLojc69nGgDcDSfF6BKlGABAB71uARGAAXFycjYbhofy0Qe3NR0FAFrpeinmTjE6QCkGANBBS7vq3b8CQNudPDObr3hoWzass8QBAHdjqRQbclKMDvCKEQCgg05MzGbXlvXZs3NT01EA4K7VWnPyzGyedvIZAO5avzopRncoxQAAOujk5Gye2rsjxZseAFrs7bkree/CVeOAAWAZ5pfGJw57f8jgU4oBAHTMtV4/b5ydy9N7dzYdBQCW5cSZmSTxTAOAZei7U4wOUYoBAHTM594+n6u9vlFTALTeiYmlOzK3N5wEANpr6U6xYXeK0QFKMQCAjjl5ZmEB8ak9SjEA2u3k5GwevX9Ltm9a33QUAGit3uKdYkNOitEBSjEAgI45cWY2m9YP5SMPbms6CgAsy4kzs04+A8Ay9fsLf65zpxgdoBQDAOiYk5Mz+cTuHUZjANBqs5evZezcRSefAWCZ5hdbMSfF6AKlGABAh9Rac9KuegAGwKnFccBP793ZcBIAaLd+dacY3aEUAwDokPGpS5m9PK8UA6D1Tk4ulWKeaQCwHL3F8YnDTorRAUoxALgHSinfUEp5o5TyuVLK99zk+ztLKf+8lHK0lHKilPJdTeSEE4u76o2aAm7FM422OHFmNg9s25AHt29sOgoAtFqvv3BSbEhbQAf4NQeAZSqlDCf5/iTfmOSpJN9ZSnnqfT/23UlO1lqfT/IrkvzVUsqGVQ0KSU6emclQSZ7YrRQDvpxnGm1y4sxsntq7M8WudgBYlqXxieu0YnSA33IAWL6vSvK5WusXaq1Xk/x4km9538/UJNvLwqrNtiTnksyvbkxYGDX1kQe3ZfOG4aajAGuTZxqtcHW+n8+9PefkMwDcA/P9pTvFGg4Cq8CvOQAs374kp2/4fHzxazf6viRPJjmT5LUkf7DW2l+dePBFJ87MunsF+CCeabTCZ96ay7Ve9UwDgHugvzQ+0elrOkApBgDLd7NXjfV9n/+aJK8m2ZvkhSTfV0r5slWcUsonSykHSykH33nnnXudk447d+FqJmcuW0AEPohnGq1wcnLhjkzPNABYvt71k2JKMQafUgwAlm88ySM3fL4/C7vnb/RdSX6iLvhckl9M8sT7/6Fa6w/WWl+ptb7y4IMPrlhguunkmYUFxKf27Gw4CbCGeabRCifPzGbLhuE8dv/WpqMAQOv1qpNidIdSDACW79NJPlZKebyUsiHJdyT5qff9zFiSX5kkpZSHk3wiyRdWNSWdd3JyJold9cAH8kyjFU6emc2Te3ZkyI52AFi2pZNi64Y9Vxl865oOAABtV2udL6X8viQ/k2Q4yQ/VWk+UUn7P4vd/IMlfSPJ3SymvZWE01Z+otb7bWGg66cSZ2ezduSm7tm5oOgqwRnmm0Qb9fs3Jydn8hpfef90dAHA3ro9PdFKMDlCKAcA9UGv9VJJPve9rP3DD388k+dWrnQtudOLMbJ5ySgy4Dc801rqxcxdz/sp8ntrjmQYA90J/aXyiE9h0gPGJAAAdcOlqL19453ye2us+MQDa7eTkwh2ZT3umAcA94aQYXaIUAwDogNfPzqZfY1c9AK134sxMhodKPvbwtqajAMBAuF6KuVOMDlCKAQB0wBd31SvFAGi3k2dm87GHtmXT+uGmowDAQHBSjC5RigEAdMCJM7PZsWld9u/a3HQUAFiWE2dmnXwGPlAp5ZFSys+VUk6VUk6UUv7gTX6mlFL+Rinlc6WUY6WUl5rICmvBYieWIaUYHbCu6QAAAKy8E2dm8/TenSne5ADQYm/PXc7bc1fy9D73iQEfaD7JH621Hi6lbE9yqJTys7XWkzf8zDcm+djix1cn+VuLf0Ln9OtCKzbkCA0d4NccAGDAzff6eX1y1uhEAFrvxBnjgIHbq7VO1loPL/59LsmpJPve92PfkuTv1QX/IclIKWXPKkeFNaFvfCIdohQDABhwn3/nQq7M9/OMXfUAtNzJxVLsKaUYcIdKKY8leTHJf3zft/YlOX3D5+P58uIMOqG3dFJMKUYHKMUAAAbc8YmZJHbVA9B+xydm8uj9W7Jj0/qmowAtUErZluSfJPlDtdbZ93/7Jv9JvcW/88lSysFSysF33nnnXseExl2/U2xIKcbgU4oBAAy4E2dms2n9UD7y4LamowDAspw4M5tn9jr5DNxeKWV9FgqxH621/sRNfmQ8ySM3fL4/yZmb/Vu11h+stb5Sa33lwQcfvPdhoWG11ujD6AqlGADAgDt+ZiZP7tmRYe9yAGixmUvXMnbuotGJwG2VUkqS/y3JqVrrX7vFj/1Ukt9eFnxNkpla6+SqhYQ1pNevRifSGeuaDgAAwMrp92tOnZnNt77oegQA2m3pPjF3ZAJ34GuT/FdJXiulvLr4tT+Z5ECS1Fp/IMmnkvzaJJ9LcjHJd61+TFgb+tXoRLpDKQYAMMDGzl3M3JV594kB0HonzrgjE7gztdZ/l5vfGXbjz9Qk3706iWBt6xufSIcYnwgAMMBO2FUPwIA4cWY2u3dsygPbNjYdBQAGSr9fM2x8Ih2hFAMAGGDHz8xk3VDJxx7e1nQUAFiW4xMzTokBwAroVXeK0R1KMQCAAXbizGw+/vD2bFw33HQUALhrl6728vl3zudpJ58B4J6r7hSjQ5RiAAADqtaaE3bVAzAATp2dTb+6TwwAVoI7xegSpRgAwIB6a/ZK3rtw1QIiAK23dEemZxoA3Hu9vvGJdIdSDABgQJ04M5MkecaoKQBa7uSZmYxsWZ99I5ubjgIAA6dvfCIdohQDABhQxydmU0ry5B676gFot+MTs3l6744Uu9gB4J7r941PpDuUYgAAA+rEmZk8/sDWbN24rukoAHDXrvX6eePsXJ7Z6+QzAKyEfq0ZtvGEjlCKAQAMqBNnZvO0BUQAWu6zb53P1V4/T7lPDABWRL/GaWw6QykGADCApi5czcT0pTxjARGAlnNHJgCsrH6tGdIU0BF+1QEABtCJM7NJ4qQYAK134sxstmwYzuP3b206CgAMJOMT6RKlGADAAFraVf+0k2IAtNyJMzN5as+ODA1ZrAOAldDr1wwpxegIpRgAwAA6fmY2+0Y2Z9fWDU1HAYC71u/XnDwza5MHAKygWmPzCZ2hFAMAGEAnJmYsIALQer/43oVcuNrL0+4TA4AVs3BSrOkUsDqUYgAAA2bu8rV84d0LedYCIgAtd3xiYRywZxoArJx+NT6R7lCKAQAMmJNnZpMkz1hABKDljk/MZMO6oXzFQ9uajgIAA6tfoxSjM5RiAAAD5vhiKfb0PuMTAWi34xOzeXL39qwftnwBACulX2uGPGrpCL/qAAAD5sTETB7esTEPbd/UdBQAuGu11hw/M+PkMwCssH6tGXZSjI5QigEADJjXJmbyzF4LiAC029i5i5m7PK8UA4AV1uvXFKUYHaEUAwAYIBevzufz75zP0xYQAWi54xOLd2Ta6AEAK6rWZHhIKUY3KMUAAAbIqcm59GvyrFIMgJY7fmYm64dLPr57W9NRAGCg9WuNToyuUIoBAAyQ4xMzSZJn9u1oOAkALM/xiZl8/OHt2bhuuOkoADDQjE+kS5RiAAAD5PjETO7fuiG7d2xqOgoA3LVaa467IxMAVkWtybBSjI5QigEADJDXJmbyzL6ddvkB0GoT05cydfFantmvFAOAldarNUOaAjrCrzoAwIC4fK2Xz7593uhEAFrv+MRskuSZvZ5pALDSFu4Us7GSblCKAQAMiDfOzqXXr0ZNAdB6J87MZHio5Mk9SjEAWGn9vlKM7lCKAQAMiNcmZpIkz+xTigHQbq9NzORjD23LpvXDTUcBgIHXr8mQToyOUIoBAAyIE2dmsnPz+uzftbnpKABw12qtOT4xk6edfAaAVdGvNcNaMTpCKQYAMCCOT8zmmX07Uoy9AKDF3p67knfPX3VHJgCskl6/eh9JZyjFAAAGwNX5ft44O2d0IgCt99r4wjjgZz3TAGBV1JoMK8XoCKUYAMAA+Mxbc7na6+cZo6YAaLnjZ2ZSSvLkHifFAGA19GrNkKaAjvCrDgAwAE6cWdhV76QYAG13fGI2H3lga7ZuXNd0FADohH6tGXJSjI5QigEADIDXJmayfeO6PHrflqajAMCyHJ+YMToRAFZRrVGK0RlKMQCAAfDaxGye2rsjQ0PeyADQXu/MXcnZ2ctOPgPAKur1a7yVpCuUYgAALXet18+pyVm76gFoveMTxgEDwGrr12qDJZ2hFAMAaLnPvnU+V+f7eXa/BUQA2u21iZmUkjy9d0fTUQCgM/p9d4rRHUoxAICWe21iOkmcFAOg9Y6Nz+TxB7Zm+6b1TUcBgM7o12RYKUZHKMUAAFrutYmZbNu4Lo/dv7XpKACwLMcnZmzyAIBVtjA+sekUsDr8qgMAtNxrE7N5Zt8OM+ABaLV35q7k7OxlpRgArLJ+rSlOitERSjEAgBa71uvn1OSsBUQAWu/4xEwS44ABYLUZn0iXKMUAAFrsM2/N5ep8P89YQASg5Y6Nz6SU5GnPNABYVb1+jcEjdIVSDACgxeyqB2BQvDYxk8cf2JptG9c1HQUAOmXhTjGtGN2gFAMAaLHXJmayfeO6PHb/1qajAMCyHJ+YyXM2eQDAquv3a4aMT6QjlGIAAC322sRsnt63w64+AFrt7bnLOTt72ThgAGhAvybD3lPSEUoxAICWutbr59TkrNGJALSeccAA0Jx+rXFQjK5QigEAtNRn3prL1fl+nt0/0nQUAFiW18ZnU0rytFIMAFZdvxqfSHcoxQAAWsquegAGxWsTM/nIA1uzbeO6pqMAQOf0azKsFKMjlGIAAC312sRMtm9cl0fv29J0FABYluMTMzZ5AEBDev0aV4rRFUoxAICWem18Jk/v25Eh714AaLG35y7n7OzlPKMUA4BVV2tNEu8r6QylGABAC13r9XPq7Fyec58YAC23NA7YMw0AVl9/oRNzpxidoRQDAGihz7w1l6vzfbvqAWi918ZnU0ry9N4dTUcBgM7pLbZiDorRFUoxAIAWWtpV7/4VANrutYmZfOSBrdm6cV3TUQCgc/rGJ9IxSjEAgBZ6bWIm2zeuy6P3bWk6CgAsy/GJGZs8AKAh10sx4xPpCKUYAEALHRufybP7d9rNB0CrvT17OWdnL7tPDAAasnSn2LBSjI5QigEAtMyV+V5OTc7m2f121QPQbsfGF8YBP+eZBgCNWLpTTCdGVyjFAABa5jNnz+dar+a5fSNNRwGAZTk2MZOhkjy1d0fTUQCgk6rxiXSMUgwAoGWOTUwnsasegPZ7bXw6H3toe7ZsWNd0FADopOvjE43mpyOUYgAALfPa+Ex2bVmf/bs2Nx0FAO5arTWvTczY5AEADVoan6gToyuUYgAALXN0fCbP7h9JMd4CgBY7M3M5756/qhQDgAZdH5+oFaMjlGIAAC1y+Vovn3lrLs/ts4AIQLu9Nj6dJHl2/0ijOQCgy3ruFKNjlGIAAC1ycnI2vX7Ns3bVA9Byx8Znsm6o5Ind25uOAgCddf1OMaUYHaEUAwBokdfGZ5LEqCkAWu+1iZl8Yvf2bFo/3HQUAOis/mIrphOjK5RiAAAtcmx8Jg9s25jdOzY1HQUA7lqtNcfGZ2zyAICG9Y1PpGOUYgAALfLaxHSe378zxRsWAFrs9LlLmbl0Lc+5TwwAGnV9fOKQ95h0g1IMAKAlLlyZz+fePu8+MQBa7+j4dJLk2X2eaQDQpJ7xiXSMUgwAoCVOnJlNv7pPDID2e21iJhvWDeXjD29vOgoAdFpdHJ/opBhdoRQDAGiJY4u76p+xqx6Aljs2Pp0n9+zIhnWWJQCgST13itExXn0CALTEaxMz2bNzUx7avqnpKABw1/r9muMTs3nOJg8AaFy/v/Cng2J0hVIMAKAlXhufMToRgNb7xfcu5PyVec80AFgD+k6K0TFKMQCAFpi5dC1fePdCnts/0nQUAFiWpXHAnmkA0DylGF2jFAMAaIETEzNJkmeNmgKg5Y6Nz2Tz+uF89MGtTUcBgM7rL3RiGTY/kY5QigEAtMDRcaUYAIPh2PhMnt67I+uGLUkAQNN6i62Yg2J0hVegAAAtcGx8Ogfu25JdWzc0HQUA7tp8r58TZ2aMTgSANaIujk90UoyuUIoBALTAsfGZPLffKTEA2u0zb53P5Wv9PP+IZxoArAVL4xPdKUZXKMUAANa4d89fycT0pTxvVz0ALXdsfDpJnBQDgDXC+ES6RikGALDGfXEB0a56ANrt6PhMdmxal8fu39J0FAAgN4xP1IrREUoxAIA17ujpmQyV5Jl9SjEA2u3Y+HSe2z+SYuENANaE3mIpNuROMTpCKQYAsMYdG5/OVzy0LVs3rms6CgDctcvXennj7JyTzwCwhrhTjK5RigEArGG11hwbn3H3CgCtd3JyNvP96pkGAGtIf+mkmE6MjlCKAQCsYeNTl/Lehat53q56AFru6OnpJMnzj3imAcBa0e8vlWJaMbpBKQYAsIYdG59Jkjz/yEizQQBgmY6Nz+Sh7Ruze8empqMAAIuWxicOOypGR9y2FCul/JVSytOrEQYAgC91bHw6G4aH8sTuHU1HAYBlOTo+nef2j6TYiQ4Aa0ZvsRXzeKYr7uSk2OtJfrCU8h9LKb+nlGLOAQDAKjk6Pp0n92zPhnUO+APQXrOXr+UL71wwDhgA1pi6eKeYk2J0xW1XV2qt/2ut9WuT/PYkjyU5Vkr5sVLK1610OACALuv3a45PzOa5/SNNRwGAZTm+OA74OeOAAWBN6VV3itEtd7TluJQynOSJxY93kxxN8kdKKT++gtkAADrtC++ez/kr83nOrnoAWu7oUim2zzMNANaSpTvFlGJ0xbrb/UAp5a8l+aYk/1eS/7HW+p8Wv/UXSylvrGQ4AIAuO3p6YQHxebvqAWi5Y+PTOXDfluzauqHpKADADer1k2INB4FVcttSLMnxJP99rfXiTb73Vfc4DwAAi46NT2fLhuF89MFtTUcBgGU5Nj6TFw+MNB0DAHifXt/4RLrlTsYn/tb3F2KllH+TJLXWmRVJBQANKKX8ulLKHY0WhtVwdHwmz+zb6cJj4EMrpRwspXx3KWVX01ng3fNXMjF9Kc+7IxMA1pyl8Yned9IVt1z4K6VsKqXcl+SBUsquUsp9ix+PJdm7agkBYPV8R5LPllL+UinlyabD0G1X5/s5OTmb590nBtyd78jC+7ZPl1J+vJTya0qx/ZdmHBufThJ3ZALAGtRfbMW8UqQrPmg3/O9OcijJE0kOL/79UJJ/luT7Vz4aAKyuWutvS/Jiks8n+eFSyv9bSvlkKWV7w9HooDfOzuXqfD/P2VUP3IVa6+dqrd+b5ONJfizJDyUZK6X8ucXNj7BqXj09k6GSPLNPKQYAa01/8U4xJ8XoiluWYrXWv15rfTzJH6u1Pn7Dx/O11u9bxYwAsGpqrbNJ/kmSH0+yJ8mvT3K4lPL7Gw1G5xxd3FX/wiMjjeYA2quU8lySv5rkL2fh2fZtSWaT/F9N5qJ7jo1P5+MPb8/WjXdyrTkAsJqWxie6U4yuuOUr0lLK19da/68kE6WU3/D+79daf2JFkwHAKiulfHOS70ry0SR/P8lX1VrfLqVsSXIqyd9sMh/dcvT0dO7fuiH7d21uOgrQQqWUQ0mmk/xvSb6n1npl8Vv/sZTytY0Fo3NqrTl6ejq/+qndTUcBAG6iV41PpFs+aJvWf56FHYTfdJPv1SRKMQAGzbcl+f/VWn/hxi/WWi+WUn5nQ5noqKPj03n+kZG4Agi4S7+p1vqFG79QSnm81vqLtdYv2/QIK+X0uUuZungtzzv5DABrUl0an+i9Jx1xy1Ks1vpnFv/8rtWLAwCNmnx/IVZK+Yu11j9Ra/03TYWie85fmc9n3z6f//LZvU1HAdrrHyd56SZfe7mBLHTYq4vjgJ9/xH1iALAW9RbnJxqfSFfc8k6xJaWU/7GUMnLD57tKKf/DiqYCgGb8qpt87RtXPQWd99r4TGq1gAh8eKWUJ0opvzHJzlLKb7jh43ck2dRwPDro6OnpbFo/lI8/vL3pKADATVy/U2xIKUY33Mktt99Ya/2TS5/UWqdKKb82yX+/crEAYPWUUn5vkv82yUdLKcdu+Nb2JP9PM6nosqNLu+r3jzSaA2ilTyT5dUlG8qWj8OeS/K4mAtFtR09P55m9O7N++LZ7cgGABvSvnxRrOAiskjspxYZLKRuXLmYupWxOsnFlYwHAqvqxJP8qyf+U5Htu+PpcrfVcM5HosqOnp/Po/Vuya+uGpqMALVNr/WdJ/lkp5ZfUWv/fpvPQbdd6/Rw/M5Pf+tWPNh0FALiFfjU+kW65k1Lsf0/yb0opP5ykJvmdSX5kRVMBwOqqtdY3Synf/f5vlFLuU4yx2o6ens4rj93XdAyghUopf7zW+peS/JZSyne+//u11j/QQCw66jNvzeXytX6ef2Sk6SgAwC0sjU8cdlSMjrhtKVZr/UuLo6T+i8Uv/YVa68+sbCwAWFU/loVRU4eysAHkxleCNclHmghFN709ezlnZi5bQATu1qnFPw82mgKSHD09kyR5wThgAFizlk6KOShGV9zJSbEkOZJkfRYWBo+sXBwAWH211l+3+OfjTWeBo+OLC4iP7Gw4CdBGtdZ/vvin6R407ujp6ezasj6P3Le56SgAwC0s3Sk2rBWjI257020p5Tcn+U9Jvi3Jb07yH0sp37bSwQBgtZVSfn0pZecNn4+UUr61wUh00NHT0xkeKnl6r1IMuHullJ8tpYzc8PmuUoqJH6yqo+PTef6RkRSLbACwZvXcKUbH3LYUS/K9Sb6y1vpf11p/e5KvSvKnVjYWADTiz9RaZ5Y+qbVOJ/kzzcWhi46OT+eJ3duzaf1w01GAdntw8TmWJKm1TiV5qLk4dM2FK/P5zFtzed7oRABY05buFBtypxgdcSel2FCt9e0bPn/vDv87AGibmz3f7nTUMCxbv19z9PS0+8SAe6FXSjmw9Ekp5dEsjMOHVXF8Yib9mrzgmQYAa1qtNfowuuROFvp+enHMxj9Y/Pzbk3xq5SIBQGMOllL+WpLvz8LC4e9PcqjZSHTJm+9dyOzl+bxgVz2wfN+b5N+VUn5+8fNfnuSTDeahY46OTydJnttvHDAArGW9fjU6kU65bSlWa/3vSim/McnXJilJfrDW+pMrngwAVt/vz8KI4H+YhWfev07y3Y0molOWFhCdFAOWq9b606WUl5J8zeKX/nCt9d0mM9EtR0/P5JH7Nuf+bRubjgIAfIB+NTqRbrmjkVC11n+S5J+scBYAaFSt9UKS7yml7EjSr7WebzoT3XL09Ey2bBjOVzy0rekowGD4pVk4IbbkXzQVhO559fR0Xjww0nQMAOA2+sYn0jG3vBuslDJXSpm9ycdcKWV2NUMCwGoopTxbSjmS5LUkJ0oph0opzzSdi+44cno6z+7bmWHvSIBlKqX8f5P8wSQnFz/+YCnlf2o2FV3xztyVTExfcp8YALRAv18zbHwiHXLLk2K11u2rGQQA1oC/neSP1Fp/LklKKb8iyQ9mYac9rKgr872cOjOb7/pljzUdBRgMvzbJC7XWfpKUUn4kyZEk/59GU9EJr56eThKlGAC0QK+6U4xuueVJsRuVUn5ZKeW7Fv/+QCnl8ZWNBQCN2LpUiCVJrfXfJtnaXBy65NTkXK72+nlh/0jTUYDBMXLD33c2FYLuOXp6OsNDJU/v9WsHAGtdrYlOjC657Z1ipZQ/k+SVJJ9I8sNJNiT535N87cpGA4BV94VSyp9K8vcXP/9tSX6xwTx0yKtjU0mSF9y/Atwb/1OSI6WUn0tSsnC3mFNirIpXT0/nid3bs3nDcNNRAIDb6NdqhD+dcicnxX59km9OciFJaq1nkhitCMAg+p1JHkzyE0l+cvHv39VoIjrj1dPTeXjHxuzZubnpKMAAqLX+gyRfk4Vn2k8k+SW11h9vNhVd0O/XHD09bXQiALREr298It1y25NiSa7WWmsppSZJKcUYKQAGUq11KskfaDoH3fSqBUTgHiilvPS+L40v/rm3lLK31np4tTPRLV9493zmrsx7pgFAS/RrMuSkGB1yJ6XY/1FK+dtJRkopvysLu+j/zsrGAoDVU0r550nqrb5fa/3mVYxDB01duJo337uYb//KA01HAdrvr37A92qSr1+tIHTTkbHpJMmLxgEDQCv0+zU6MbrktqVYrfWvlFJ+VZLZLNwr9qdrrT+74skAYPX8laYD0G2vjk8niV31wLLVWr+u6Qx026unp7N947p85IFtTUcBBkQpZWOS35jksdywlllr/fNNZYJB0q81w8Yn0iG3LcVKKX84yT+6l0VYKeU3JfmzSZ5M8lW11oO3+Lk3k8wl6SWZr7W+cq8yAMCSWuvPL/29lLI5yYFa6xsNRqJjjp6eTinJs/t3Nh0FGBCllC1J/kgWnmmfLKV8LMknaq3/ouFoDLij49N57pGdxjAB99I/SzKT5FCSKw1ngYHTr0lRitEhdzI+cUeSnymlnEvy40n+ca31rWX+f48n+Q1J/vYd/OzX1VrfXeb/DwBuq5TyTVk4NbYhyeOllBeS/HnjE1lpr56ezscf2p5tG+/kpRnAHfnhLCwe/tLFz8eT/KMkSjFWzOVrvbw+OZff/Z9/pOkowGDZX2v9hqZDwKDq15qhoaZTwOq57a97rfXP1VqfTvLdSfYm+flSyv+5nP9prfWUHfgArEF/NslXJZlOklrrq1kY0QErptaao6enjU4E7rWP1lr/UpJrSVJrvZTEFmBW1PGJmcz3a154ZFfTUYDB8u9LKc82HQIGlfGJdM2H6YDfTnI2yXtJHlqZOF+mJvnXpZRDpZRPrtL/E4Dumq+1zjQdgm4Zfe9ipi5eywsHRpqOAgyWq4sjgWuSlFI+GiOnWGGvnp5O4o5M4J77ZUkOlVLeKKUcK6W8Vko51nQoGBS9fs2QUowOuZM7xX5vkm9P8mCSf5zkd9VaT97Bf/d/Jtl9k299b631n91hvq+ttZ4ppTyU5GdLKa/XWn/hFv+/Tyb5ZJIcOHDgDv95APgSx0spvyXJ8OLdK38gyb9vOBMDzgIisEL+bJKfTvJIKeVHk3xtkt/RZCAG35HT09k3sjkPbt/YdBRgsHxj0wFgkNUad4HSKXdyccWjSf7Q4gipO1Zr/S/uKtGX/htnFv98u5Tyk1kYaXXTUqzW+oNJfjBJXnnllbrc/zcAnfT7k3xvFnbS/1iSn0nyPzSaiIH36unpbNkwnI8/vL3pKMAAqbX+61LKoSRfk4WxiX/QXc2stFfHpp18Bu65WutoKeX5JP/Z4pf+71rr0SYzwSDp1xqdGF1yJ3eKfc+HLcTuhVLK1lLK9qW/J/nVSY6vdg4AOuUTtdbvrbV+5eLHf19rvdx0KAbbkdPTeWbfzgx7FwLcQ6WUn8rCe6h/W2v9FwoxVto7c1cyMX0pL+wfaToKMGBKKX8wyY9m4TqXh5L876WU399sKhgcxifSNR/mTrF7ppTy60sp40l+SZJ/WUr5mcWv7y2lfGrxxx5O8u9KKUeT/Kck/7LW+tNN5AWgM/5aKeX1UspfKKU83XQYBt+V+V5OnZnNi0YnAvfeX83CjvqTpZR/VEr5tlLKpqZDMbiOLo0DdlIMuPf+myRfXWv907XWP52FU9C/q+FMMDD6NUoxOuVOxifec7XWn0zykzf5+pkkv3bx719I8vwqRwOgw2qtX1dK2Z3kNyf5wVLKjiT/sNZqhCIr4tTkXK72+u4TA+65WuvPJ/n5Uspwkq/PwuLhDyXZ0WgwBtarp6czPFTyzN6dTUcBBk9J0rvh897i14B7oF9rhho5OgPNaKQUA4C1qtZ6NsnfKKX8XJI/nuRPx71irJBXx6aS2FUPrIxSyuYk35Tk25O8lORHmk3EIHv19HSe2L09mzcMNx0FGDw/nOQ/llKWNth/a5L/rbk4MFj6tWbYSTE65JalWCllLkm92beS1FqrHYYADJRSypNZWDj8tiTvJfnxJH+00VAMtCOnp7N7x6bs2bm56SjAgCml/MMkX53kp5N8fxbuFus3m4pB1evXvHp6Ot/64t6mowADqNb610op/zbJL8vCuuR31VqPNJsKBkevX1OUYnTILUuxWuv21QwCAGvADyf5B0l+9eJIX1hRR8am86JTYsDK+OEkv6XW2rvtT8Iyff6d8zl/ZT4vPrKr6SjAACml7Ki1zpZS7kvy5uLH0vfuq7WeayobDJJak+EhpRjdccfjE0spDyW5fjFzrXVsRRIBQENqrV/TdAa6473zVzJ27mJ+61cfaDoKMIBqrT/ddAa649Wx6STGAQP33I8l+XVJDuVLp1mVxc8/0kQoGDT9WqMTo0tuW4qVUr45yV9NsjfJ20keTXIqydMrGw0AYHC9eno6SfLiAbvqAWi3I6ensnPz+jx+/9amowADpNb66xb/fLzpLDDIjE+ka4bu4Gf+QpKvSfKZxYfQr0zy/6xoKgCAAXdkbDrDQyXP7tvZdBRgwJQFjzSdg+44MjadFx4ZyZBt5sAKKKX8mzv5GnB3ak2GlWJ0yJ2UYtdqre8lGSqlDNVafy7JCysbCwBgsL16ejpP7N6ezRuGm44CDJhaa03yT5vOQTecvzKfz7w1lxceGWk6CjBgSimbFu8Te6CUsquUct/ix2NZmGgF3AO9WjN0Jy0BDIg7uVNsupSyLckvJPnRUsrbSeZXNhYArJ5Syj/Pl86o/xK11m9exTh0QK9f8+rp6Xzri97LAyvmP5RSvrLW+ummgzDYjo1Pp1+TF90nBtx7vzvJH8pCAXYoC3eJJclsku9vKBMMnIU7xZwUozvupBT7liSXkvzhJL81yc4kf24lQwHAKvsrTQegWz7/zvmcvzKfFx9xnxiwYr4uye8upYwmuZCFhcRaa32u2VgMmiNj00nipBhwz9Va/3qSv15K+f211r/ZdB4YVP0apRidciel2J+utf6JJP0kP5IkpZS/mORPrGQwAFgttdafbzoD3fLq0gKiXfXAyvnGpgPQDa+ens5HHtiakS0bmo4CDK5+KWWk1jqdJKWUXUm+s9b6vzQbCwZDv1/jWlC65E6mhf6qm3zNGywABk4p5WOllH9cSjlZSvnC0kfTuRg8R05PZefm9Xn8/q1NRwEGVK11tNY6moWpH/WGD7hnaq05MjZtkwew0n7XUiGWJLXWqSS/q7k4MFj6tWZYK0aH3LIUK6X83lLKa0k+UUo5dsPHLyY5tnoRAWDV/HCSv5WFuzO/LsnfS/L3G03EQDoyNp0XHhnJkDcewAoppXxzKeWzSX4xyc8neTPJv2o0FANnfOpS3j1/JS8eMA4YWFFDpXxxtlspZTiJ46lwj/T6NcX4RDrkg06K/ViSb0ryU4t/Ln28XGv9bauQDQBW2+Za679JUhZ32P/ZJF/fcCYGzPkr8/nMW3PuXgFW2l9I8jVJPlNrfTzJr0zy/zQbiUHz6unpJMmLnmnAyvqZJP9HKeVXllK+Psk/iI0ecM/UmgwrxeiQW94pVmudSTKT5DsXd2A8vPjz20op22qtY6uUEQBWy+VSylCSz5ZSfl+SiSQPNZyJAXNsfDr9mrxo1BSwsq7VWt8rpQyVUoZqrT+3eDc03DNHxqazaf1QPrF7e9NRgMH2J5J8MsnvTVKSHEmyp9FEMEB6tWboTi5ZggFxy1JsyeKi4J9N8laS/uKXa5LnVi4WADTiDyXZkuQPZGGH/dcl+a+bDMTgOTI2nSROigErbbqUsi3JLyT50VLK21kYDwz3zJHTU3lu30jWD1tJA1ZOrbVfSvkPST6S5NuT3JfknzSbCgZHvxqfSLfcthTLwgLhJ2qt761wFgBoVK3104t/PZ/ku5rMwuB69fR0PvLA1oxscQ0CsKK+JcnlJH84yW9NsjPJn280EQPlynwvJ87M5nf80seajgIMqFLKx5N8R5LvTPJekn+YJLXWr2syFwwa4xPpmjvZznU6C2MUAWCglVJ+tpQycsPnu0opP9NgJAZMrTVHxqadEgNWXK31Qq21V2udr7X+SK31b9joyL10anIuV+f7nmnASno9C3diflOt9ZfVWv9mkl7DmWDg9Po1QzoxOuROTop9Icm/LaX8yyRXlr5Ya/1rK5YKAJrxQK11eumTWutUKcWdYtwz41OX8u75K3nx0V1NRwEGVCllLgvj7r/sW0lqrXXHKkdiQB0enUqSvHTAMw1YMb8xCyfFfq6U8tNJfjwLzzPgHurXmiGtGB1yJ6XY2OLHhsUPABhU/VLKgVrrWJKUUh7NzRcW4a4cHltaQBxpNggwsGqt25vOQDccOT2dvTs3ZffOTU1HAQZUrfUnk/xkKWVrkm/Nwkjgh0spfyvJT9Za/3WT+WBQ9Ps1Q8Yn0iG3LcVqrX8uSUop2xc+redXPBUANON7k/y7UsrPL37+y5N8ssE8DJgjY9PZsmE4n3jYmjWwskopB2729aWNH7Bch0en8qJTYsAqqLVeSPKjSX60lHJfkt+U5HuSKMXgHui7U4yOuW0pVkp5JsnfT3Lf4ufvJvnttdYTK5wNAFZVrfWnSykvJfmaLIzl+MO11ncbjsUAOTI2lef278y64Tu51hVgWf7lDX/flOTxJG8kebqZOAySt2cvZ2L6Ur7rax9rOgrQMbXWc0n+9uIHcA8sjE9sOgWsnjv5df/BJH+k1vporfXRJH80yd9Z2VgAsHpKKU8s/vlSkgNJziSZSHJg8WuwbJev9XLizKxd9cCqqLU+e8PHx5J8VZJ/13QuBsPhsekk8UwDgAHQrzXFSTE65E7uFNtaa/25pU9qrf92cZYvAAyKP5KFMYl/9Sbfq0m+fnXjMIiOT8xkvl/z4iMjTUcBOqjWeriU8pVN52AwHDk9lfXDJU/v3dF0FABgmYxPpGvupBT7QinlT2VhhGKS/LYkv7hykQBgddVal+4N+8Za6+Ubv1dKcXs898ThsakkdtUDq6OU8kdu+HQoyUtJ3mkoDgPmyOh0nt67M5vWDzcdBQBYpl6/ZkgnRofcyfjE35nkwSQ/sfjxQJLvWslQANCQf3+HX4MP7cjYdB65b3Me3L6x6ShAN2y/4WNjFu4Y+5ZGEzEQrvX6OTYxnRcPjDQdBQC4BxbuFNOK0R13clLsmSR/uNbaW/rC4v0qUyuWCgBWUSlld5J9STaXUl5MsvRqcEeSLY0FY6AcGZvOV3/kvqZjAB1Ra/1zTWdgML1xdi6Xr/XzkpPPADAQ+v2aIeMT6ZA7KcV+JsmnSym/udb61uLX/tcsjN8AgEHwa5L8jiT7s3Cv2NKrwdkkf7KhTAyQM9OXcnb2svvEgFVTSvmpm3x5JsnBJH/7/eOC4U59cRzwSLNBAIB7ol9jfCKdciel2BtJ/nKSf1tK+W9qrf8+X1wsBIDWq7X+SCnl7yf5zlrrjzadh8FzZGw6SfLSo3bVA6vmF7MwBv8fLH7+7UneSvLxJH8nyX/VUC5a7sjYdB7avjH7RjY3HQUAuAeMT6Rr7qQUq7XWf1FKeSPJPyyl/FCSusK5AGBV1Vr7pZTfnUQpxj13eGwqG9cN5YndO5qOAnTHi7XWX37D5/+8lPILtdZfXko50VgqWu/w2FRePDCSYswSAAyEfjU+kW4ZuoOfKUlSa/1skv8syS9P8txKhgKAhvxsKeWPlVIeKaXct/TRdCja78jYVJ7dtzMb1t3JSy+Ae+LBUsqBpU8W//7A4qdXm4lE2713/kpG37uYF90nBgADo1+TYaUYHXLbk2K11hdv+PuFJL/5xjdXADBAfufin999w9dqko80kIUBcWW+l+MTs/kdX/tY01GAbvmjSf5dKeXzWdjo+HiS/7aUsjXJjzSajNa6Pg5YKQYAA6PXr+4Uo1NuWYqVUv54rfUvlVL+Zm4+LvEPrFwsAFh9tdbHm87A4Dl5ZjZXe/28+MhI01GADqm1fqqU8rEkT2ShFHu91np58dv/c2PBaLUjp6eybqjk2X07m44CANwDtS4s+7tTjC75oJNipxb/PLgaQQCgaaWULUn+SJIDtdZPLi4mfqLW+i8ajkaLHV7aVf+oXfXAqns5yWNZeN/3XCkltda/12wk2uzw6HSe3LMjmzcMNx0FALgH+otHYdwpRpfcshSrtf7zUspwkmdqrf/dKmYCgKb8cJJDSX7p4ufjSf5REqUYd+3w2FT2jWzOwzs2NR0F6JBSyt9P8tEkrybpLX65JlGKcVfme/0cHZ/Ob3p5f9NRAIB7pLfYijkoRpd84J1itdZeKeXl1QoDAA37aK3120sp35kktdZLpdguxfIcHp3Ky06JAavvlSRP1aWZOLBMr5+dy8WrPSefAWCA9I1PpIM+sBRbdKSU8lNZ2Cl/YemLtdafWLFUANCMq6WUzVm8S7OU8tEkV5qNRJtNzlzK5MzlvHTAAiKw6o4n2Z1ksukgDIYjY1NJ4pkGAAPkeilmPzAdciel2H1J3kvy9Td8rSZRigEwaP5skp9O8kgp5UeTfG2S39FkINrt8Oh0EveJAY14IMnJUsp/yg0bPGqt39xcJNrs8Nh0Hti2Mft3bW46CgBwjyzdKTasFKNDbluK1Vq/azWCAEBTSinfl+THaq3/upRyKMnXJClJ/mCt9d1m09Fmh8emsnHdUJ7as6PpKED3/NmmAzBYDo9N5eVHR2KyNAAMjqWTYh7vdMnQ7X6glLK/lPKTpZS3SylvlVL+SSnFzboADJLPJvmrpZQ3k/zxJBO11n+hEGO5Do9N5bn9O7Nh3W1fcgHcU7XWn7/xI8l8kt/cdC7a6d3zVzL63kWjEwFgwPT7xifSPXeyQvPDSX4qyd4k+5L888WvAcBAqLX+9VrrL0nynyc5l+SHSymnSil/upTy8Ybj0VJX5ns5MTFrARFoTCnlhVLKX1rc9PE/JDnVcCRa6sjYdBLjgAFg0FwfnzikFKM77qQUe7DW+sO11vnFj7+b5MEVzgUAq67WOlpr/Yu11heT/JYkvz4WELlLxydmc7XXz4tKMWAVlVI+vrip41SS70tyOkmptX5drfX7Go5HSx0em8q6oZJn9+1sOgoAcA/1rp8UazgIrKI7KcXeLaX8tlLK8OLHb0vy3koHA4DVVkpZX0r5plLKjyb5V0k+k+Q3NhyLljo8OpUkeenRkWaDAF3zepJfmeSbaq2/rNb6N5P0Gs5Eyx0ancrTe3dk0/rhpqMAAPdQXbxTbEgrRofcSSn2O7Mwe/5skskk37b4NQAYCKWUX1VK+aEk40k+meRTST5aa/32Wus/bTQcrXV4bCr7d23OQ9s3NR0F6JbfmIX3bj9XSvk7pZRfmcQqB3ftWq+fY+PTTj4DwADqVXeK0T3rbvcDtdaxJN+8ClkAoCl/MsmPJfljtdZzTYeh/WqtOTw2la9+/P6mowAdU2v9ySQ/WUrZmuRbk/zhJA+XUv5Wkp+stf7rJvPRPq9PzuXytb77xABgAF2/U0wpRofcshQrpfzNJPVW36+1/oEVSQQAq6zW+nVNZ2CwnJm5nLdmr+SlAyNNRwE6qtZ6IcmPJvnRUsp9SX5Tku9JohTjQzk8tjgO2DMNAAZOf7EV04nRJR90UuzgDX//c0n+zApnAQAYCEv3ib386H0NJwFIFk9B/+3FD/hQDo9N5eEdG7NvZHPTUQCAe6xvfCIddMtSrNb6I0t/L6X8oRs/BwDg1g6PTWXT+qE8sWd701EAYFkOj03lpQO7UiyWAcDAuT4+cchznu4YusOfu+UYRQAAvtTh0ak8t38k64fv9KUWAKw9b89dzulzl/LSAfeJAcAg6hmfSAdZqQEAuIcuX+vlxJnZvPyoBUQA2u3w6HSS5CXPNAAYSHVxfKKTYnTJLccnllLm8sUTYltKKbNL30pSa607VjocAEDbHBufyXy/5mW76gFoucNjU9kwPJRn9nn7DwCDaGl8ojvF6JIPulPMJRgAAB/SodGpJHbVA9B+h0an8uz+ndm4brjpKADAClgan+igGF1ifCIAwD10aHQqjz+wNfdt3dB0FAC4a1fme3ltfCYvHRhpOgoAsEL6dakU04rRHUoxAIB7pNaaI2NTecnoRABa7sSZ2Vzt9d2RCQADTClGFynFAADukdH3Lua9C1ctIALQeoeXxgHb6AEAA2vpTrFh8xPpEKUYAMA98sX7xEaaDQIAy3RodCr7d23OQzs2NR0FAFghS3eKOShGlyjFAADukcNjU9m+cV0+9tD2pqMAwF2rtebw2JSTzwAw4KrxiXSQUgwA4B45NDqVFw6MGD0BQKtNTF/KW7NXlGIAMOCMT6SLlGIAAPfA3OVreeOtOQuIALTeIfeJAUAnGJ9IFynFAADugVdPT6dWC4gAtN/h0als2TCcJ3YbBwwAg2xpfOKwVowOUYoBANwDh0enU0rywoGRpqMAwLIcHpvO8/tHsm7YkgEADLLe0p1ixifSIV7hAgDcA4fGpvKJh7dnx6b1TUcBgLt28ep8Tk7OGgcMAB2wdKfYkJNidIhSDABgmfr9miNjU3nR6EQAWu7o6Zn0+jUvPTrSdBQAYIX1l06K6cToEKUYAMAyffbt85m7PJ9X7KoHoOUOj00lcUcmAHRBv79UimnF6A6lGADAMh0cPZckRk0B0HoH3zyXr3hoW0a2bGg6CgCwwpbGJw47KkaHKMUAAJbp0OhU7t+6IY/ev6XpKABw1/r9msNj03nZKTEA6ITeYivmoBhdohQDAFimw6NTefnRXSneSQDQYl9493xmLl3Ly48pxQCgC+rinWJOitElSjEAgGV49/yVvPneRaMTAWi9Q6ML94l5pgFANyyNT3SnGF2iFAMAWAYLiAAMioNvTmXXlvX5yANbm44CAKyC3uJJMQfF6BKlGADAMhwencqG4aE8s29n01EAYFkOjRkHDABdUq+XYp79dIdSDABgGQ6NTuWZfTuyaf1w01EA4K6du3A1X3jnQl5y8hkAOqPXV4rRPUoxAIC7dGW+l2MTM0YnAtB6R8YWxwEf8EwDgK5YulNs2PxEOkQpBgBwl45PzObqfD8vP3pf01EAYFkOjk5l3VDJ84+MNB0FAFgl/cVWzEExukQpBgBwlw6PLuyqf+nRkWaDAMAyHRqdytP7dhoHDAAd0l+8U8xJMbpEKQYAcJcOjU7lwH1b8tD2TU1HAYC7dq3Xz9HT00YnAkDHLI1PdKcYXaIUAwC4C7XWHBydyivuEwOg5U6cmc2V+X5eecwzDQC6pFeNT6R7lGIAAHfh9LlLeff8lbyoFAOg5Q4tjQN2UgwAOqUujU/UitEhSjEAgLtwcPRckjgpBkDrHRo9l30jm7N7p3HAANAlvcX5icYn0iVKMQCAu3BwdCrbN67Lxx/e3nQUALhrtdYcGp0yOhEAOuj6nWJDSjG6QykGAHAXDo9O5cVHd2XYmwcAWmx86lLemr3i5DMAdNDS+ERva+kSpRgAwIc0c+la3nhrLi+7ewWAlrt+n5hSDAA6x/hEukgpBgDwIR0Zm0qtMWoKgNY7NDqVbRvX5YndO5qOAgCssqXxiSag0CVKMQC4B0op31BKeaOU8rlSyvfc4md+RSnl1VLKiVLKz692Ru6dQ6NTGSrJC4+MNB0F4J7zTOuWg6NTefHAiMUwAOig/uL4RAfF6JJ1TQcAgLYrpQwn+f4kvyrJeJJPl1J+qtZ68oafGUnyvyT5hlrrWCnloUbCck8cGp3Kk3t2ZOtGL6WAweKZ1i1zl6/ljbOz+dVf/7GmowAADegvHhUb1orRIU6KAcDyfVWSz9Vav1BrvZrkx5N8y/t+5rck+Yla61iS1FrfXuWM3CPzvX5ePT2dV9y9Agwmz7QOefX0dPrGAQNAZ/WqO8XoHqUYACzfviSnb/h8fPFrN/p4kl2llH9bSjlUSvntN/uHSimfLKUcLKUcfOedd1YoLstxanIuF6/28vJj9zUdBWAleKZ1yME3jQMGgC5bulNsyBhlOkQpBgDLd7NXj/V9n69L8nKS/zLJr0nyp0opH/+y/6jWH6y1vlJrfeXBBx+890lZtoOj55IkLzspBgwmz7QOOTQ6lU/s3pHtm9Y3HQUAaECtNfowukYpBgDLN57kkRs+35/kzE1+5qdrrRdqre8m+YUkz69SPu6hQ6NT2bNzU/aNbG46CsBK8EzriF6/5sjYlHHAwMAqpfxQKeXtUsrxW3z/V5RSZkopry5+/OnVzghN6/Wr0Yl0jlIMAJbv00k+Vkp5vJSyIcl3JPmp9/3MP0vyn5VS1pVStiT56iSnVjkn98Ch0SmnxIBB5pnWEa+fnc2Fqz33iQGD7O8m+Ybb/Mz/XWt9YfHjz69CJlhT+tXoRLpnXdMBAKDtaq3zpZTfl+Rnkgwn+aFa64lSyu9Z/P4P1FpPlVJ+OsmxJP0k/2ut9aY7Flm7JqYvZXLmslIMGFiead1xaHQqSfLSAc80YDDVWn+hlPJY0zlgLesbn0gHKcUA4B6otX4qyafe97UfeN/nfznJX17NXNxbB99cuE/slUfvazgJwMrxTOuGg29O5eEdG7N/l3HAQKf9klLK0SyMCv5jtdYTTQeC1dTv1wwbn0jHKMUAAO7QodGpbNkwnCf3bG86CgAsy6HRqbzy6H0pFsKA7jqc5NFa6/lSyq9N8k+TfOxmP1hK+WSSTybJgQMHVi0grLR+jTvF6Bx3igEA3KGDb07lhUdGsm7YSygA2mty5lImpi8ZBwx0Wq11ttZ6fvHvn0qyvpTywC1+9gdrra/UWl958MEHVzUnrKR+rdGJ0TVWdAAA7sD5K/N5/exsXrGACEDLHXxz4T6xVx7zTAO6q5Syuywely2lfFUW1knfazYVrK5+rRl2qRgdY3wiAMAdODI2lX5NXn7MfWIAtNuh0alsXj+cJ/fsaDoKwIoppfyDJL8iyQOllPEkfybJ+uT6XZnfluT3llLmk1xK8h211tpQXGhEr1+NT6RzlGIAAHfg4JtTKSV58cBI01EAYFkOjp7LC4+MZL1xwMAAq7V+522+/31Jvm+V4sCa1K/JkJNidIxXwAAAd+DQ6FSe2L0jOzatbzoKANy181fmc/LMbL7S6EQA6Lx+v0YnRtcoxQAAbmO+18+RsSn3iQHQeq+OTRsHDAAkWbhTzPhEukYpBgBwG6+fncuFq728Ylc9AC13cPScccAAQJLF8YlKMTpGKQYAcBuHRqeSJC87KQZAyx0anconHt5uHDAAsHBSTENAx/iVBwC4jYOjU9m9Y1P2jWxuOgoA3LVev+bI2LSTzwBAkoVSbNhJMTpGKQYAcBuH3jyXlx/bleLNAgAt9vrZ2Zy/Mp9XHnWfGACwsGHG+ES6RikGAPABzkxfypmZy3nF6EQAWs44YADgRrUmQ0NKMbpFKQYA8AEOLi4g2lUPQNsdfHMqD+/YmP27jAMGABbvFNOJ0TFKMQCAD3DozXPZsmE4T+7Z3nQUAFiWQ6NTeeXR+4wDBgCSGJ9INynFAAA+wKffnMqLB0aybtjLJgDa68z0pUxMX8orjxmdCAAs6NcoxegcqzsAALdw/sp8Xj87m5eNTgSg5YwDBgDer19rhjQEdIxfeQCAWzgyNpV+TV551K56ANrNOGAA4P36tWbYSTE6RikGAHALB9+cylBJXjww0nQUAFiWg6NTeeER44ABgC/q17hrlM7xahgA4BYOjp7LE7t3ZPum9U1HAYC7dv7KfE5NzuaVx4xOBAC+qN+vGdKJ0TFKMQCAm5jv9XNkbDqvPGZ0IgDtZhwwAHAz/VozrBWjY5RiAAA38frZuVy82svLFhABaDnjgAGAm+n1q/GJdI5SDADgJg6+eS5JjJoCoPUOjU7lE8YBAwDvU2syrBSjY5RiAAA38enRqezduSn7RjY3HQUA7tp8r5/DY1P5SuOAAYD36dWaIQ0BHeNXHgDgfWqtOfTmVF52SgyAljMOGAC4lX6tGXJSjI5RigEAvM/E9KWcnb2cVywgAtByxgEDALfSr1GK0TlKMQCA9zk0OpUkdtUD0HoHR6eyxzhgAOAm+v2aIZ0YHaMUAwB4n0+/eS7bNq7LE7u3Nx0FAO5arTUH35yyyQMAuKl+rRnWitExSjEAgPc5+OZUXjwwknXDXioB0F5L44C/0uhEAOAmev2aYnwiHWOlBwDgBrOXr+WNt+byyqMWEAFot6VxwK885qQYAPDlak2GlWJ0jFIMAOAGh0enUqsFRADa74vjgHc0HQUAWIP6tWZIQ0DH+JUHALjBodGpDA+VvPDISNNRAGBZlsYBuysEALiZXjU+ke5RigEA3ODTb57LU3t2ZOvGdU1HAYC7NnPJOGAA4IMZn0gXKcUAABZd6/Xz6ulpoxMBaL0jY8YBAwAfrNevcaCcrlGKAQAsOnFmNpev9e2qB6D1Dr5pHDAA8MEW7hTTitEtSjEAgEUH3zyXxK56ANrv4KhxwADAB+v3a4aMT6RjlGIAAIsOvjmVR+7bnId3bGo6CgDctaVxwC8/apMHAHBrfXeK0UFKMQCAJLXWHBydMjoRgNZbGgf8lY95pgEAt7YwPrHpFLC6/MoDACQZfe9i3j1/xehEAFrPOGAA4E70a01xUoyOUYoBACQ5ODqVJE6KAdB6B9+cyv5dxgEDAB/M+ES6SCkGAJCFXfU7Nq3Lxx7a1nQUALhrC+OAzxmdCADcVq9fM6QTo2OUYgAAWTgp9vKjuzLkHQEALbYwDvhqXn7U6EQA4IMt3CnmPTDdohQDADpv6sLVfO7t83nFrnoAWm5pHLCTYgDA7dSaDBmfSMcoxQCAzjt0/T4xu+oBaDfjgAGAO2V8Il2kFAMAOu/g6FTWD5c8/8hI01EAYFkOjk7lJeOAAYA7YHwiXaQUAwA67+Cb5/LMvp3ZtH646SgAcNeWxgEbnQgA3Il+rcYn0jlKMQCg067M93JsYsboRABab2kc8MueaQDAHejXZFgpRscoxQCATjs+MZOr8/28Ylc9AC13fRzw/pGmowAALeBOMbpIKQYAdNqn37SrHoDBcPDNc3l6785s3mAcMADwwWqtSZLipBgdoxQDADrt4JtT+cgDW/PAto1NRwGAu3b5Wi/HxmfylY/Z5AEA3F5/oRPLsKNidIxSDADorFprDo2ec0oMgNY7PjGTq71+Xn7UOGAA4PZ6i62YToyuUYoBAJ31+XcuZOritbxiVz0ALXdw1DhgAODO9RfHJw5pxegYpRgA0FmHRs8liV31ALTewTen8tj9W/LgduOAAYDbu16KuVOMjlGKAQCd9ek3p3Lf1g356INbm44CAHdtaRzwK4/Z5AEA3Jnrd4opxegYpRgA0FmHRqfy0oFdKd4EANBi18cBG50IANyhpZNi3g7TNUoxAKCT3j1/Jb/47oV8pfvEAGi5pXHATooBAHeq3zc+kW5SigEAnXRodCpJ8opSDICWO/jmVHZtWW8cMABwx66PTxxSitEtSjEAoJMOvnkuG9YN5Zl9O5uOAgDLcnB0Ki8/ep9xwADAHetdPynWcBBYZUoxAKCTDo5O5bl9O7Nx3XDTUQDgri2NA3byGQD4MOrinWJDWjE6RikGAHTO5Wu9HJ+YcfcKAK13fRzwo0oxAODOLY1PdKcYXaMUAwA65+jp6VzrVQuIALTe0jjgZ/cbBwwA3LleNT6RblKKAQCdc3BxV/3LSjEAWs44YADgbvSv3ymmFaNblGIAQOccGp3KRx/cml1bNzQdBQDu2tI44JfdJwYAfEj9qhSjm5RiAECn9Ps1B988l690nxgALbc0DvgrH/VMAwA+nKU7xYbNT6RjlGIAQKd87p3zmb08b3QiAK1nHDAAcLd6i62Yg2J0jVIMAOiUg28uLCC+4qQYAC1nHDAAcLfq4vhEJ8XoGqUYANApB0fP5f6tG/LY/VuajgIAd63frzk0OpVXjE4EAO7C0vhEd4rRNUoxAKBTDo1O5eVHd6V44Q9Ai33+nfOZuXQtLz9mdCIA8OEtjU90UIyuUYoBAJ3xztyVjL53Ma9YQASg5ZbuE3vFfWIAwF3o16VSTCtGtyjFAIDOODR6LknyslFTALTcwTencv/WDXn8ga1NRwEAWkgpRlcpxQCAzjj45lQ2rBvKM/t2NB0FAJbl0Oi5vGQcMABwl5buFBs2P5GOUYoBAJ1xcHQqz+/fmY3rhpuOAgB37Z25K3nzvYtGJwIAd23ppJj9NXSNUgwA6ITL13o5cWbG6EQAWu/Q0n1i7sgEAO5Sv298It2kFAMAOuHo6elc61W76gFovUOj5xbHAe9sOgoA0FLGJ9JVSjEAoBMOLu6qf1kpBkDLHRydynP7jAMGAO5er298It2kFAMAOuHQ6FQ++uDW7Nq6oekoAHDXLl/r5fjETF42OhEAWIa6eKfYsFaMjlGKAQADr9+vOTw2lVfcJwZAyx0bn1kcB+yZBgDcvd5iKTZkfCIdoxQDAAbeF949n+mL1+yqB6D1DhkHDADcA0t3ig05KUbHKMUAgIF38M2FBcRXLCAC0HKHRs/lIw9uzX3GAQMAy9BfOimmE6NjlGIAwMA7ODqV+7ZuyOMPbG06CgDctVprDo1O5eUDNnkAAMvT7y+VYloxukUpBgAMvEOjU3npwK4UL/YBaLEvvHshUxev5RXjgAGAZVoanzjsqBgdoxQDAAbae+ev5BffvWABEYDWO/Tm0n1i9zWcBABou95iK2bvKF2jFAMABtqh0aUFRKUYAO12cPRcRrasz0eMAwYAlqku3inmpBhdoxQDAAbaodGpbBgeyrP7djYdBQCWZek+sSGLVwDAMi2NT3SnGF2jFAMABtrB0ak8s29HNq0fbjoKANy1qQtX8/l3LuRl44ABgHugt3hSzF4bukYpBgAMrMvXenltfCavPObuFQDabWkc8CvuEwMA7oF6vRTTitEtSjEAYGCdODOTq71+XjpgVz0A7XZobCrrh0ue228cMACwfL2+UoxuUooBAAPr4JsLu+pfflQpBkC7HXpzKk/v3WkcMABwTyzdKTZsfiIdoxQDAAbWwdGpPHr/ljy4fWPTUQDgrl2d7+fo+LRNHgDAPdNfbMUcFKNrlGIAwECqtebw6JQFRABa78SZmVyZ7+cVzzQA4B7pu1OMjlKKAQADafS9i3nvwlWlGACtd2jUOGAA4N4yPpGuUooBAANpaQHxlUfvazgJACzP4bGpPHLf5jy0Y1PTUQCAAdGrxifSTUoxAGAgHRqbyvaN6/Kxh7Y1HQUA7lqtNYdGp/LyAafEAIB7py6WYsNaMTpGKQYADKRDb07lxUd3ZcgoCABabHzqUt6avWJ0IgBwT/X67hSjm5RiAMDAmbl0LZ95e86uegBa7/DYwjjgl5RiAMA9tHSnmI2kdI1SDAAYOK+enk6tySuPWUAEoN0OjU5l64bhPLF7R9NRAIABsjQ+USdG1yjFAICBc2h0KkMlef6RkaajAMCyHBqdyosHdmXYihUAcA8Zn0hXKcUAgIFzeHQqT+zekW0b1zUdBQDu2oUr8zk1OWt0IgBwzy2NT7Txhq5RigEAA2W+18+Rsam8bAERgJZ79fR0+jWeaQDAPddfHJ/ooBhdoxQDAAbKG2/N5cLVnvvEAGi9Q6NTKSV58cBI01EAgAHTXzwqNqwVo2OUYgDAQDk8OpUkeemAUgyAdjs0OpWPP7Q9OzatbzoKADBglsYnulOMrlGKAQAD5dDoVB7cvjH7d21uOgoA3LV+v+bw2JT7xACAFdEzPpGOUooBAAPl8Nh0Xj6wK8UrewBa7PPvnM/c5Xn3iQEAK6LWmqES753pHKUYADAw3pm7krFzFy0gAtB6hxbHAXumAQArodevRifSSUoxAGBgHB5bvE/s0ZFmgwDAMh0ancp9Wzfksfu3NB0FABhA/ZoMDSnF6B6lGAAwMA6PTmXD8FCe3ruz6SgAsCyHx6by0oERI40AgBXRXxyfCF2jFAMABsbhsak8s29HNq0fbjoKANy1qQtX8/l3LuQloxMBgBXS79cM23xDBynFAICBcHW+n6PjM3npgAVEANrtyOnFccCeaQDACunXuFOMTlKKAQAD4eTkbK7O9/OyXfUAtNzh0ekMD5U8v3+k6SgAwIDq1xqdGF2kFAMABsKh0cVd9UoxAFru0OhUnt67I5s3GAcMAKyMfq0ZdqkYHaQUAwAGwuHRqewb2ZyHd2xqOgoA3LX5Xj9Hx6eNTgQAVlSvX41PpJOUYgDAQDg8NmV0IgCt9/rZuVy82nPyGQBYUf2aDDkpRgcpxQCA1jszfSmTM5fz0oGRpqMAwLIcHlscB+yZBgCsoFprdGJ0kVIMAGi9I2PTSdwnBkD7HRmbzkPbN2bfyOamowAAA8z4RLpKKQYAtN7hsalsWj+UJ/fsaDoKACzL4bGpvHRgV4pFKgBgBfVrlGJ0klIMAGi9w2NTeW7fSNYPe2kDQHu9e/5KRt+7mJceHWk6CgAw4Pq1ZshbaDrIrz0A0GpX5ns5MTGbFy0gAtBy18cBHzAOGABYWf1aM+ykGB2kFAMAWu34xGyu9voWEAFovcNjU1k/XPLMvp1NRwEABpw7xegqpRgA0GpHxqaSJC8eGGk2CAAs0+HRqTy1Z0c2rR9uOgoAMOBqTXRidJFSDABotcNjU9m/a3Me2r6p6SgAcNfme/0cG5/Ji04+AwCroF9rhoe0YnSPUgwAaLXDo9NGJwLQeq+fncula7289KhnGgCw8oxPpKuUYgBAa52ZvpSzs5fzktGJALTc4cVxwJ5pAMBq6NcoxegkpRgA0FrXFxDtqgeg5Q6PTuWh7Ruzb2Rz01EAgA7o15oh7QAd5NceAGitI2PT2bhuKE/u2dF0FABYliOnp/PigZEUO7YBgFXQrzXDXnfQQUoxAKC1Do9N5bn9O7N+2EsaANrr3fNXMvreRXdkAgCrpl9jMw6dZAUJAGilK/O9nJiYtYAIQOu9OjadxDhgAGD19Ps1QzoxOkgpBgC00skzs7na6+fFAyNNRwGAZTlyeirrhkqe2buz6SgAQEf0a82wVowOUooBAK10ZHFX/YtOigHQckfGpvPknh3ZvGG46SgAQEf0+tX4RDpJKQYAtNKR09PZu3NTHt6xqekoAHDXev2ao6ennXwGAFZVrcmwUowOUooBAK10ZGzKKTEAWu+zb8/lwtWeUgwAWFW9WjOkHaCD/NoDAK3z9tzljE9dsoAIQOtdHwf8iI0eAMDq6deaISfF6CClGADQOq9ev09spNEcALBcR8amct/WDXn0/i1NRwEAOqRfoxSjk5RiAEDrHB6bzvrhkqf37mw6CgAsy+Gx6bz4yIiL7gGAVdXv1wx5+UEHKcUAgNY5MjaVp/buzKb1w01HAYC7NnPpWj739nknnwGAVWd8Il2lFAMAWmW+18+x8Zm8+MhI01EAYFmOnp5Okrx4wH1iAMDq6vVrhhwVo4OUYgBAq7zx1lwuXevZVQ9A6x0Zm04pyXP7jQMGAFZXv9YMOylGBynFAIBWeXVpV/0jdtUD0G6vnp7Kxx7alu2b1jcdBQDomH5NhrQDdJBfewCgVV4dm859Wzfkkfs2Nx0FAO5arTWvnp7OC8YBAwAN6PfdKUY3KcUAgFY5sriAWLx4B6DFxs5dzNTFa3nByWcAoAH9WjPsTjE6SCkGALTG7OVr+fw75+2qB6D1joxNJ4lnGgDQiF51UoxuUooBAK1x7PRMak1ePDDSdBQAWJZXT09ny4bhfPzhbU1HAQA6qN+PUoxOUooBAK1xZGwqSfLc/pFmgwDAMh05PZ1n9+3MumFvywGA1bcwPrHpFLD6/NoDAK3x6unpfPTBrdm5eX3TUQDgrl2Z7+XUmdm84OQzANCQXt/4RLpJKQYAtEKtNa+ens4Lj+xqOgoALMvJM7O52uvnRfeJAQAN6ddkaEgpRvcoxQCAVhifupT3Llx1nxgArXdkbDpJ8uIBGz0AgGb0a41OjC5SigEArXB48T6xF+yqB6DlXj09nT07N+XhHZuajgIAdFSvXzNsfCIdpBQDAFrh1dPT2bR+KJ/Yvb3pKACwLAvjgEeajgEAdFi/VuMT6aRGSrFSyl8upbxeSjlWSvnJUsrILX7uG0opb5RSPldK+Z5VjgkArCFHT0/n2X07s37Ynh4A2uvchasZO3dRKQYANKrfrxlyUowOampV6WeTPFNrfS7JZ5L8f97/A6WU4STfn+QbkzyV5DtLKU+takoAYE241uvn+JnZPL9/pOkoALAsR8enkyTPK8UAgAb1as2wk2J0UCOlWK31X9da5xc//Q9J9t/kx74qyedqrV+otV5N8uNJvmW1MgIAa8cbZ+dydb5vARGA1nt1bDpDJXl2386mowAAHdaviYNidNFamD/0O5P8q5t8fV+S0zd8Pr74NQCgY149PZ0kRk0B0HpHx6fzsYe2Z+vGdU1HAQA6rN+vGdaK0UEr9iq8lPJ/Jtl9k299b631ny3+zPcmmU/yozf7J27ytfoB/79PJvlkkhw4cOBD5wUA1q5XT0/n/q0bsn/X5qajAMBdq7Xm6Onp/OqnbvZWGQBg9fSNT6SjVqwUq7X+Fx/0/VLKf53k1yX5lbXWm5Vd40keueHz/UnOfMD/7weT/GCSvPLKK7cszwCA9jl6ejrPPzKSYhcbAC12+tylTF28ZhwwANCoWuvi+ETvsemeRsYnllK+IcmfSPLNtdaLt/ixTyf5WCnl8VLKhiTfkeSnVisjALA2zF2+ls+9cz7P7x9pOgoALMuR01NJkucfcZ8YANCc/uKREuMT6aKm7hT7viTbk/xsKeXVUsoPJEkpZW8p5VNJUmudT/L7kvxMklNJ/o9a64mG8gIADXltYia1WkAEoP2Onp7JpvVD+fjD25uOAgB0WH9xcNtwU+0ANKiRm31rrV9xi6+fSfJrb/j8U0k+tVq5AIC15+jpmSRxUgyA1js6Pp1n9u7MeitQAECDeotHxYxPpIu8EgcA1rRXT0/lsfu3ZNfWDU1HAYC7dq3Xz/GJmbzgPjEAoGF1aXzikFKM7lGKAQBr2tHTM3neAiIALffG2blcme97pgEAjesttmI6MbpIKQYArFlvzV7O2dnLec7oRABa7tXT00mMAwYAmrc0PnHI+EQ6SCkGAKxZRxcXEF94ZGezQQBgmY6NT2fXlvV55L7NTUcBADquLp4UMz6RLlKKAQBr1rHxmQwPlTy1RykGQLsdG5/Jc/tHXGgPADTOSTG6TCkGAKxZR8en8/GHt2fzhuGmowDAXbt4dT6feWsuz++3yQMAaN5iJ5YhJ8XoIKUYALAm1VpzbHzGAiIArXfizGz6Ne7IBADWhH5dOinWcBBogFIMAFiTRt+7mJlL1/L8IyNNRwGAZVm6I/M5d2QCAGvA0vjEYeMT6SClGACwJh0dn06SPOekGAAtd3R8Jnt3bspD2zc1HQUA4IsnxRwVo4OUYgDAmnRsfCYb1w3l4w9vbzoKACzLsfFpoxMBgDWj31/4c8hJMTpIKQYArEnHxqfz9N4dWT/s5QoA7TV98WpG37todCIAsGb0Fk+KebtNF/m1BwDWnPleP8cnZu2qB6D1jo3PJEme90wDANaI6+MTnRSjg5RiAMCa87l3zufStV5eeGSk6SgAsCzHFu/IfNYdmQDAGtHvK8XoLqUYALDmHDu9sKveAiIAbXd0fCYfeWBrdmxa33QUAIAkyWInluEhpRjdoxQDANacYxPT2b5xXR6/f2vTUQBgWV4bn8lzNnkAAGtI7/pJsYaDQAOUYgDAmvPa+Eye2bczQ16hA9Bib89eztnZy3nWfWIAwBriTjG6TCkGAKwpV+f7OTU5Z1c9AK332sTCOGDPNABgLVkqxYxPpIuUYgDAmvKZt+Zytdd3nxgArXdsfCZDJXlqz46mowAAXPfF8YlKMbpHKQYArCnHxhd31e8baTYIACzTaxMz+YqHtmXrxnVNRwEAuG6xE3NlAZ2kFAMA1pTXJqazc/P6PHLf5qajAMBdq7Xm2PhMnrXJAwBYY754p1jDQaABSjEAYE05Nj6T5/bvTDHGAYAWOzt7Oe+ev+I+MQBgzVkanzjsfTcdpBQDANaMy9d6eePsXJ7dZwERgHZbGgfsjkwAYK25flLMUTE6SCkGAKwZr5+dy3y/2lUPQOu9Nj6T4aGSp/bsaDoKAMCX6PcX/hxyUowOUooBAGvGa+PTSZJn9480mgMAluvYxEw+/vD2bFo/3HQUAIAv0Vs8KTasHaCD/NoDAGvGsfGZ3L91Q/bu3NR0FAC4a7XWvDY+nWf3OSUGAKw9S+MT3eVNFynFAIA147WJmTyzb6cX5gC02sT0pUxdvOaOTABgTer3F0+Kee9NBynFAIA14fK1Xj779nkLiAC03vGJmSTJM55pAMAatNiJZXhIKUb3KMUAgDXh1ORsev1qARGA1nttYibDQyVP7jE+EQBYe3r9pfGJDQeBBijFAIA1YWlX/bP7lWIAtNvxidl87KFt2bR+uOkoAABfZulOMSfF6CKlGACwJrw2MZNdW9Zn785NTUcBgLtWa83xiRnjgAGANet6KeaoGB2kFAMA1oTXJmbzzL6dKV6UA9BikzOX896Fq04+AwBr1hfHJ3r/TfcoxQCAxl2+1stn35qzqx6A1nttcRywOzIBgLVq8aCY8Yl0klIMAGjcG2fnMt+vSjEAWu/ExEyGh0qe2rOj6SgAADe1dFJMJ0YXKcUAgMbZVQ/AoHhtYiZf8eC2bFo/3HQUAICb6tWlUkwrRvcoxQCAxh2fmMnIlvXZv2tz01EA4K7VWq/fkQkAsFbVxVLM+ES6SCkGADTutYmZPLN3p0t+AWi1t2av5N3zV/LsPqMTAYC1q9df+NNJMbpIKQYANOrqfD+feWsuT1tABKDljhsHDAC0wPXxidoBOsivPQDQqM+8NZdrvZpn9lpABKDdTpyZTSnJk3ts9AAA1q7qTjE6TCkGADTqxBm76gEYDMfPzOQjD2zN1o3rmo4CAHBLvf7inWJKMTpIKQYANOrEmdls27guj963pekoALAsJ8/M5mknnwGANW6xE8vQkFKM7lGKAQCNOj4xk6f27PBiHIBWm7pwNRPTl/KMOzIBgDWu318an9hwEGiAUgwAaEyvX3Nqci5P7bWACEC7nTgzmyROigEAa15v8U6xYa0YHaQUAwAa84vvns+laz33iQHQescX78h82kYPAGCN69elk2JKMbpHKQYANOaLu+otIALQbscnZrJvZHNGtmxoOgoAwAf64vhEpRjdoxQDABpz4sxsNqwbylc8tK3pKACwLCfPzLpPDABohcVOzPhEOkkpBgA05vjETJ7cvT3rh70kAaC9zl+ZzxfevZBn3CcGALRA7/pJsYaDQAOsQAEAjai15sSZ2TxlARGAljs1uTgO2EkxAKAF+rWmlKQYn0gHKcUAgEZMTF/KzKVr7hMDoPVOTMwkSZ620QMAaIF+rRlWiNFRSjEAoBEnzizuqleKAdByJ87M5oFtG/LQ9o1NRwEAuK1ePxlSitFRSjEAoBEnz8xmqCRP7FaKAdBuJydn8+SeHUYQAQCtUGvNkGaAjvKrDwA04uTkbB5/YGs2bxhuOgoA3LWr8/189q3zecrJZwCgJXr96qQYnaUUAwAacfLMrLtXAGi9z79zPld7fc80AKA1eu4Uo8OUYgDAqpu+eDUT05fsqgeg9ZbuyHxqj2caANAOtSZDQ0oxukkpBgCsupOTFhABGAwnz8xm0/qhPP7A1qajAADckYXxiU2ngGYoxQCAVXdyaVe9k2IAtNzJyZk8sXtHhq0sAQAt0avVaxc6SykGAKy6k5OzeXjHxjywbWPTUQDgrtVaF+/ItMkDAGiPWmuG3ClGRynFAIBVd/LMrNGJALTexPSlzF6ed/IZAGiVhfGJSjG6SSkGAKyqK/O9fO7t8xYQAWi9E2fckQkAtE+/xvhEOkspBgCsqs++dT7z/Zqn9uxsOgoALMvJM7MZKskTu5ViAEB79Ps1DorRVUoxAGBVnZxc2FX/5J7tDScBgOU5NTmbxx7Yms0bhpuOAsD7lFJ+qJTydinl+C2+X0opf6OU8rlSyrFSykurnRGa0qvVSTE6SykGAPdAKeUbSilvLL6h+p4P+LmvLKX0Sinftpr51pJTk7PZvH44j96/tekoANyEZ9qdO3V2Nk8anQiwVv3dJN/wAd//xiQfW/z4ZJK/tQqZYE3o12TYUTE6SikGAMtUShlO8v1ZeFP1VJLvLKU8dYuf+4tJfmZ1E64tpyZn84nd2+1KA1iDPNPu3Nzlazl97pL7xADWqFrrLyQ59wE/8i1J/l5d8B+SjJRS9qxOOmiW8Yl0mVIMAJbvq5J8rtb6hVrr1SQ/noU3WO/3+5P8kyRvr2a4taTWmlOTc3bVA6xdnml36PWzc0mMAwZosX1JTt/w+fji12Dg9Y1PpMOUYgCwfLd9M1VK2Zfk1yf5gVXMteZMzlzOzKVrecoCIsBa5Zl2h05dvyPTRg+AlrpZI1Bv+oOlfLKUcrCUcvCdd95Z4Viw8nr9miFHxegopRgALN+dvJn6n5P8iVpr7wP/oQF/s2UBEWDN80y7Q6cmZzOyZX1279jUdBQA7s54kkdu+Hx/kjM3+8Fa6w/WWl+ptb7y4IMPrko4WEn9qhSju5RiALB8d/Jm6pUkP15KeTPJtyX5X0op3/r+f2jQ32wtlWJPKMUA1irPtDt0anIuT+7ekWJBCaCtfirJby8LvibJTK11sulQsBr6NcYn0lnrmg4AAAPg00k+Vkp5PMlEku9I8ltu/IFa6+NLfy+l/N0k/6LW+k9XMeOacGpyLgfu25JtG70EAVijPNPuQK9f88bZuXznVx1oOgoAt1BK+QdJfkWSB0op40n+TJL1SVJr/YEkn0rya5N8LsnFJN/VTFJYfQvjE5tOAc2wIgUAy1RrnS+l/L4kP5NkOMkP1VpPlFJ+z+L3O33nyo1OTc7mSfeJAaxZnml3ZvS9C7l0reeZBrCG1Vq/8zbfr0m+e5XiwJrSrzVDWjE6SikGAPdArfVTWdhpeOPXbrpwWGv9HauRaa25eHU+v/jehXzzC3ubjgLAB/BMu71Tk3NJ3JEJALSTO8XoMneKAQCr4o2zc6nVAiIA7XdqcjbDQyUfe3hb01EAAD60Xr9mWClGRynFAIBV8frZxV31u5ViALTb62dn89EHt2bjuuGmowAAfGj9mgxpBugov/oAwKp44+xctm4Yzv5dm5uOAgDL8vrZuTxhkwcA0FL9vvGJdJdSDABYFacmZ/Px3dtd5gtAq81dvpbxqUv5xO7tTUcBALgrvVoz7L05HaUUAwBWXK01b7xlVz0A7feZtxbHAe9RigEA7dSvcVKMzlKKAQAr7q3ZK5m+eC1P2FUPQMudmlwoxT5howcA0FIL4xObTgHNUIoBACvu9bOzSaIUA6D1Xj87m+2b1mXvzk1NRwEAuCt94xPpMKUYALDiXj+7sKve+EQA2u6Ns3N5Yvf2FCOHAICW6vWr1zJ0llIMAFhxb5ydy56dm7Jzy/qmowDAXau15vWz7sgEANqtX2uGlWJ0lFIMAFhxr5+dyyeMTgSg5c7MXM7c5XnPNACg1fo1xifSWUoxAGBFXev187m37aoHoP1en1y4I/PJPUoxAKC9+v0aB8XoKqUYALCifvHdC7nWq3nCrnoAWm7pjsyPP+yZBgC0V69WJ8XoLKUYALCilhYQjZoCoO3eODuXfSObs32TOzIBgPbq15ohR8XoKKUYALCiPnN2LuuGSj764LamowDAsnzmrTknnwGA1uv3oxSjs5RiAMCKev3sXB5/YGs2rPOyA4D2utbr5/PvnM/HlWIAQMv1a82wt+h0lF99AGBFfeatOQuIALTe0h2Zn3CfGADQcr2+8Yl0l1IMAFgxF6/OZ+zcRQuIALTeG4t3ZH7cMw0AaLl+rRkaUorRTUoxAGDFfPat80ksIALQfp95ay7DQyUfeXBr01EAAJalX5NhJ8X+/+39eZhk2V0feH9PLrX1vi/qbq2NjGBYRFsWxsbIYBAYI2Pjx2IYYxZboxkW4xnbr2y/g5nxMAOG1wYMRqPBWDDGyBiz6AWBBBgMGAskQBISIKnV3VKvVdW1554R98wfEZGVXZ1ZlVmZVVH33s/nefqpyszIzBO3K+JEnO/5/Q49JRQDAK6YDx8d7ap/ufaJALTch585lxfddiSH5menPRQAgD0ZtU+c9ihgOoRiAMAV85FnzuXQ/EweuPXItIcCAHvykaPnbPIAADpB+0T6TCgGAFwxHz56Lg/eeUNmvdgGoMWW14b5+MmlvPyuG6c9FACAPWuamhntE+kpoRgAcMV85Og554kB0HoPH1tIrcnL775+2kMBANizYa02r9JbQjEA4Io4vbSWo2dXLSAC0HqTMzJt9AAAuqCpUSlGbwnFAIAr4iNHF5JYQASg/T5y9FwOzM3khbddN+2hAADs2ah94rRHAdMhFAMAroiP2FUPQEd85Oi5vOyO67UZAgA6odE+kR4TigEAV8RHj57L9Qfncs9Nh6Y9FADYk48eXcgn3aUdMADQfrXWNDUp2ifSU0IxAOCK+MjRhbzszuu90Aag1RZWB3ny9HIeVPkMAHRAU0d/znqvTk8JxQCAK+Kjx+yqB6D9Hj42OiPzwTvNaQBA+zV1lIrNSgboKf/0AYB9d2pxLc8urDpPDIDWc0YmANAlw3GpmK4u9JVQDADYd5MFxJfZVQ9Ay3306LkcnJvJ/bcemfZQAAD27HylmFCMfhKKAQD77qPjVlN21QPQdh89tpCX3nG9hSMAoBOcKUbfCcUAgH330aPncv3Budxz06FpDwUA9uSjRxfyoDMyAYCOON8+ccoDgSkRigEA++4jRxfysjuv16McgFZbWB3kydPLKp8BgM6o2ifSc0IxAGDfffTYQj7JrnoAWu7hcTvgB52RCQB0xKRSbMYmVnpKKAYA7KtTi2t5dmE1D95pVz0A7faRo+eSJA+qFAMAOmI4rhSbUSlGTwnFAIB99dHxrvqXqRQDoOUePraQA3MzeeDWI9MeCgDAvhhnYplVKUZPCcUAgH310WPjXfVaTQHQch89ei4vuf06Z24AAJ1xvn3ilAcCUyIUAwD21cPHFnJ4fjb33nR42kMBgD15+PhCXmaTBwDQIY32ifScUAwA2FcPHxstIHqBDUCbLa8N88SpZWdkAgCd0jSjP2e0T6SnhGIAwL6ahGIA0GYfO76QWmNOAwA6ZTiuFJuVDNBT/ukDAPtmYXWQp8+sWEAEoPU+dnwhiVAMAOiWjfaJKsXoKaEYALBvPnZstID40jssIALQbg8fW8hMSV50+5FpDwUAYN80jVCMfhOKAQD75uFjdtUD0A0PH1vIC2+7LgfnZqc9FACAfXO+faJQjH4SigEA++bh4wuZny154W121QPQbs7IBAC6qGlGf8rE6CuhGACwbx4+tpAX3XZd5p3YC0CLDYZNHjuxKBQDADrHmWL0nRUrAGDffMyuegA64OMnl7I+rHmZMzIBgI5ptE+k54RiAMC+WB0M7aoHoBM+etQZmQBANw0blWL0m1AMANgXHz+xlKZaQASg/T52fBSKvdScBgB0zEb7RJVi9JRQDADYFx87Nl5A1GoKgJb72PGF3H3joVx/cG7aQwEA2FfjQrHMqhSjp4RiAMC+eOTZxSTJi2+/bsojAYC9eeT4Yl56p/kMAOie8+0TpzwQmBKhGACwLz52bCH33nQo19lVD0CL1VrzseMLKp8BgE7SPpG+E4oBAPviY8cX8hILiAC03PGF1ZxbGeQlKp8BgA5qmtGfM9on0lNCMQBgz0a76hfz0jssIALQbh87NmoH/NI7bfQAALpnOK4Um5UM0FP+6QMAe3bs3GoWVgcWEAFovY8dX0gS7RMBgE7aaJ+oUoyeEooBAHs2WUB8ye0WEAFot0eOL+bw/GzuvvHQtIcCALDvmkYoRr8JxQCAPfvY8UmrKe0TAWi30RmZ1zl8HgDopGEzaZ/otQ79JBQDAPbsY8cWcuSAXfUAtN/Hji9onQgAdNY4E4tCMfpKKAYA7NlkAbF4VQ1Aiy2vDfPk6WWhGADQWZMzxVSK0VdCMQBgzx45vpiX3KF1IgDt9uizi6k15jQAoLM2QjGbWukpoRgAsCcr66Nd9S+53a56ANrt0WdHZ2QKxQCArpqcKabTC30lFAMA9sQCIgBd8cjxhSTJi283pwEA3aR9In0nFAMA9mQSillABKDtHn12MffcdChHDsxNeygAAFdE04z+1D6RvhKKAQB7IhQDoCseeXbRfAYAdNqwTtonTnkgMCVCMQBgTx45vpi7bzyU6w7aVQ9Ae9Va88jxBe2AAYBOq9on0nNCMQBgTx55dsGuegBa7+TiWs6uDPLi26+f9lAAAK6Y4bh94oxSMXpKKAYA7Mmjzy7mxXbVA9Byk3bAL7HRAwDosEn7xBnJAD3lnz4AcNlOLa7l9NK6BUQAWu8RZ2QCAD2w0T5RpRg9JRQDAC7bZAHR+SsAtN2jzy5mfrbkvlsOT3soAABXzLAZV4oJxegpoRgAcNkeOb6QJM5fAaD1Hjm+kAduPZK5WW+TAYDuGmdimZkRitFPXu0DAJft0WcXMzdjVz0A7ffos4s2eQAAnddsVIpNeSAwJUIxAOCyPfrsYh649Ujm7aoHoMWGTc1jJ5a0AwYAOm84OVNMKkZPWcECAC7baFe9BUQA2u2p08tZGzTmNACg85rqTDH6TSgGAFyWWmseO7GYF95mARGAdvv4iaUkyQtvOzLlkQAAXFnn2ycKxegnoRgAcFmOnl3NynqTF99uARGAdnv0xGKSqBQDADpv2Iz+1D6RvhKKAQCX5dFnRwuIL7KACEDLPfbsYg7Nz+SuGw5NeygAAFfU+faJUx4ITIlQDAC4LI+Nd9W/SPtEAFrusWcX86LbrsuM1SEAoOOaWlNKUrRPpKeEYgDAZXns2cUcmJ3JvTcfnvZQAGBPHj2x6DwxAKAXmlozKxCjx4RiAMBleezEYu6/9bA+5AC02rCpefzkknbAAEAvDJtkRihGjwnFAIDL8tizS3mxBUQAWu6p08tZH9a8WDtgAKAHmlozIxWgx/zzBwB2rWlqHjux6DwxAFrv0WfHZ2Ta6AEA9EDTaJ9IvwnFAIBde+bsSlYHTV5oARGAlnvsxDgUs9EDAOiBYa3aJ9JrQjEAYNceG++q12oKgLZ79NnFHJ6fzV03Hpz2UAAArrhakxlng9NjQjEAYNceO7GUJHnhbUemPBIA2JuPn1jKC287kmLHNADQA8OmRiZGnwnFAIBd+/iJxRyYncm9Nx+e9lAAYE+ckQkA9Mmw1sxKxegxoRgAsGsfP7GU+2497IU0AK02bGqeOLms8hkA6I3qTDF6TigGAOzax08u5YW3WkAEoN2eObuStWGTB4RiAEBPjNonCsXoL6EYALArtdZ8/MRiXqjVFAAt9/FnF5NE+0QAoDeGTXR9odeEYgDArjy7sJaltaFWUwC03sdPLiVJHlD9DAD0RK01CsXoM6EYALArnzg52lUvFAOg7T5+YinzsyX33nx42kMBALgqhrWqFKPXhGIAwK489uxoV732iQC03cdPLOb+W45YGAIAeqOpyaxSMXpMKAYA7MrHTy6llOS+W+yqB6DdPn5iKQ+ofAYAeqRptE+k34RiAMCufOLEYu696XAOzs1OeygAcNlqrfnEyaW80HliAECPDBvtE+k3oRgAsCsfP7nkPDEAWu/k4loWVgfaAQMAvdLUmhmlYvSYUAwA2JWPnxCKAdB+j52YnJFpTgMA+kMoRt8JxQCAHTu3sp6Ti2t54Fa76gFot0+cXEwiFAMA+qWp0T6RXhOKAQA79omTdtUD0A2fOLGcJLnvFnMaANAfw6ZGJkafCcUAgB17fByKPXCrBUQA2u0TJ5dy942Hcmh+dtpDAQC4appaMyMVo8eEYgDAjj1+crSr/n6hGAAt9/ipJZs8AIDeaWrNrDPF6DGhGACwY584uZQbD83lpsPz0x4KAOzJ4yeXct+th6c9DACAq2rUPlEoRn8JxQCAHfvEyaU84DwxAFpuZX2YZ86uqBQDAHqnaZIZqQA95p8/ALBjj5/UagqA9nvy9HJqdUYmANA/TVUpRr8JxQCAHRk2NU+cWnaeGACt94mTS0mEYgBA/wxrzeyMUIz+EooBADty9OxK1oaNBUQAWu9xoRgA0FNNjUoxek0oBgDsiF31AHTFJ04s5eDcTO644eC0hwIAcFU1TY1CMfpMKAYA7IhQDICu+MT4jMxilzQA0DPDRvtE+k0oBgDsyOMnlzJTkntvPjztoQDAnkxCMQCAvmlq1T6RXhOKAQA78vjJpdxz0+HMz3r5AEB71VrzxKnl3C8UAwB6SChG31nVAgB25PFTy7n/VlViALTb6aX1LKwOct8t5jQAoH+aGu0T6TWhGACwI0+cWsr9t9hVD0C7PXFqOUlUigEAvdQ0NQrF6DOhGABwSSvrwxw9u5r7hGIAtNzjp5aSRKUYANBLw1pVitFrQjEA4JKeOj3ZVW8BEYB2e2IjFLPRAwDon6bWzCoVo8eEYgDAJT0+bjVlARGAtnv85HJuPDSXmw7PT3soAABXXdMkRShGjwnFAIBLmuyqVykGQNs9cWrJeWIAQG81tWZWKkCP+ecPAFzSE6eWMz9bcucNh6Y9FADYkydOLTtPDADorWFTM6NSjB4TigEAl/T4yaXce/Nhh/EC0Gq11nEoplIMAOinptbMeG9PjwnFAIBLeuLUcu63gAhAy51YXMvy+jD3qxQDAHqqqcmsSjF6TCgGAFzSE6eWtJoCoPUePzk6I1OlGADQV6P2idMeBUyPUAwAuKjltWGeXVjL/bdaQASg3Z44tZwk5jQAoLeaRvtE+k0oBgBc1JOnJ7vqVYoB0G6TUOwF5jQAoKeaWrVPpNeEYgDART0+WUC82QIiAO32xKml3HxkPtcfnJv2UAAApmJYVYrRb0IxAOCinrSrHoCOePL0sk0eAECvNTWZUSlGjwnFAICLevL0cuZmSu684dC0hwIAe/LkKaEYANBvTVOjUIw+E4oBABf15Knl3HPzocx61QxAi9VaR5ViKp8BgB4b1ur9Pb0mFAMALkqrKQC64PTSepbWhuY0AKC3aq2p2ifSc0IxAOCiRq2mjkx7GACwJ0+eHp2ReZ9KMQCgp5o6+lMoRp8JxQCAba0Nmhw9t6LVFACt98SpUShmowcA0FdNHaVis1IBesw/fwBgW8+cWUmtyX1aTQHQcpNKMRs9AIC+Go5LxYpKMXpMKAYAbOuJ00tJLCAC0H5PnlrO4fnZ3HJkftpDAQCYivOVYkIx+ksoBgBs68mNVlNCMQDa7cnTS3nBLYftjAYAemtyptis10P0mFAMANjWpNXUPTcfmvJIAGBvnjy9bJMHANBr59snTnkgMEVCMQBgW0+dXs6dNxzMwbnZaQ8FAPbkqdMr2gEDAL3WNNonglAMANjWU6dXcq9d9QC03PLaMCcX11SKAQC9NjlTbEapGD0mFAMAtvWUVlMAdMBTZ0btgO/VDhgA6LHhJBRTKUaPCcUAgC3VWvPUmWULiAC03tOnV5Ik995kowcA0F/jTCyzKsXoMaEYALClU0vrWVlvco8FRABa7qnTk0oxcxoA0F/DZtI+ccoDgSkSigEAW7KACEBXPHl6OaUkd92o+hkA6K+NUEwqRo8JxQCALZ0PxSwgAtBuT59Zzh3XH8yBOW+BAYD+0j4RhGIAwDZUigHQFU+dXjGfAQC9N6yTSrEpDwSmyD9/AGBLT59ZyYG5mdx23YFpDwUA9uSpM8sqnwGA3msmoZhKMXpMKAYAbOnJ08u596ZDKV4sA9BitdY8dXo5996kUgwA6LemEYqBUAwA2NJTp5dzjwVEAFru1NJ6Vtab3KN9IgDQc5P2ibMzQjH6SygGAGzp6TPOXwGg/SZnZL5A+0QAoOeaZvSnSjH6TCgGADzPYNjk6NkV568A0HqTUEz1MwDQd+fPFJvyQGCKhGIAwPMcPbeaplpABKD9nj6zkiS5x0YPAKDnho32iSAUAwCe55kz4131FhABaLmnz6xkfrbk9usOTnsoAABTdb5STChGfwnFAIDn2dhVf5NQDIB2e+bMcu668VBm7IgGAHpuIxTzuogeE4oBAM/zzCQUu1H7RADa7ekzKzZ5AAAkGXdPzKxKMXpMKAYAPM/TZ1Zy5MBsbjw8N+2hAMCePHN2xRmZAAA5f6aYQjH6TCgGADzP02eWc/dNh1LsHgOgxWqtKsUAAMaaRvtEEIoBAM9jARGALji1tJ61QZO7zWkAAOfbJwrF6DGhGADwPM+cWcndzhMDoOWePrOcJDZ6AAAkGVbtE0EoBgA8x2DY5Ni5VQuIALTeM2dWkiR3O1MMACDNRigmFaO/hGIAwHM8u7CWYVNzz81CMQDa7elxKHavjR4AAOfPFBOK0WNCMQDgObSaAqArnj6znLmZktuuPzjtoQAATN1wHIo5U4w+E4oBAM8x2VXvTDEA2u7pMyu568ZDFn4AAJKMMzGVYvSaUAwAeI6NUEylGAAt98yZldx1oyoxAIBk05liUgF6zD9/AOA5jp5dyYG5mdxyZH7aQwGAPXnm7EruuUnlMwBAcj4Um1UpRo8JxQCA53jmzEruvvFQihfJALTc0XH7RAAAzp8p5v0+fSYUAwCe4+hZraYAaL+F1UEW14bmNACAsY1KMeet0mNCMQDgOUahmF31ALTbM87IBAB4jqYZ/al9In0mFAMANtRa88zZUftEAGizo2dHoZiNHgAAI8M6aZ845YHAFAnFAIANZ1cGWVlvLCAC0HqTSjFzGgDASNNonwhCMQBgw8aueq2mAGi5Z8ZzmupnAICRcSYmFKPXhGIAwIaN81csIALQcsfOruTGQ3M5fGB22kMBALgmaJ8IQjEAYJOjdtUD0BHPnF3J3SqfAQA21HEoNisVo8eEYgDAhkkodueNB6c8EgDYm2fOrjpPDABgk+G4f+KMUIwem5vGLy2lfFeSv5RkLcnHknxtrfX0Frd7LMm5JMMkg1rrQ1dxmADQO8+cXcnNR+ZzaF6rKQDa7eiZlTx45+3THgYAwDVjIxRzphg9Nq1KsV9K8qm11k9L8pEk//Ait31NrfUzBGIAcOUdPbuqdSIArTdsao4vmNMAADYbd0/MrFCMHptKKFZrfVetdTD+8N1J7pvGOACA5zp2diV3WkAEoOVOLK5m2NTcpR0wAMCGYZ20T5zyQGCKroUzxb4uyS9s87Wa5F2llN8tpbzhKo4JAHrp6NnV3HmDBUQA2u3Y2dUkyR032OgBADDRVGeKwRU7U6yU8stJ7t7iS/+41vqz49v84ySDJD+2zY/5nFrrU6WUO5P8Uinlj2utv77N73tDkjckyQMPPLDn8QNA3zRNzbMLq3bVA9B6x86tJIk5DQBgk6YRisEVC8VqrV9wsa+XUv5mki9N8vm1TrqZPu9nPDX+81gp5aeTvCrJlqFYrfUtSd6SJA899NCWPw8A2N7JpbUMmpo77aoHoOUmlWJaAgMAnDdsRn86U4w+m0r7xFLKa5P8f5J8Wa11aZvbXFdKuWHy9yRfmOSDV2+UANAvR8+OdtVrnwhA2x2dtE+83pwGADDROFMMpnam2PcnuSGjlojvK6W8OUlKKfeWUt4xvs1dSX6zlPL+JL+T5Odrrb84neECQPcdO2dXPQDdcOzcSm697kAOzF0Lx2gDAFwbmlpTSlK0T6THrlj7xIuptb5sm88/leRLxn9/JMmnX81xAUCfHZ+0mlIpBkDLHTu3aj4DALjAsKmZFYjRc7bNAQBJzrdPvMMiIgAtd+zsivkMAOACTU1mhGL0nFAMAEgy2lV/85H5HJqfnfZQAGBPjp1bzV3aAQMAPEdTa2YkAvSchwAAkGR0/opWUwC0XdPUHNc+EQDgeRrtE0EoBgCMHD27mjtvsKsegHY7ubSWQVOFYgAAFxjWqn0ivScUAwCSZLSr/kYLiAC027Gzq0mifSIAwAWapmZmRihGvwnFAIDUOmk1ZQERgHY7dm4lSWz0AAC4QFOTWaEYPScUAwByZnk9a8NGqykAWu/4uVGlmI0eAADPNWqfOO1RwHQJxQCAjQXEO4RiALTc8YXRnHb79eY0AIDNqjPFQCgGAAjFAOiO4+dWc8PBuRw+MDvtoQAAXFOGjVAMhGIAwMaueqEYAG13/Nyq+QwAYAvDxpliIBQDAFSKAdAZx8+t5nbzGQDA89RaMyMRoOc8BACAHDu3moNzM7nh4Ny0hwIAe6JSDABga0NnioFQDAA4v4BYvDgGoOWOn1vNHdcLxQAALjRsama976fnhGIAgF31AHTC8tow51YH5jQAgC3UmsjE6DuhGABgVz0AnfDsgjMyAQC2M2xqZmekYvSbUAwAyPEFlWIAtN+xc0IxAIDtNM4UA6EYAPTd+rDJycU1C4gAtN7xSSim+hkA4HmEYiAUA4DeO7GwlsSuegDa7/i4feKd5jQAgOfRPhGEYgDQe5Nd9bfbVQ9Ayx0/t5pSkluvOzDtoQAAXHOamswIxeg5oRgA9Nyzi0IxALrhxMJqbjlyIHOz3uoCAFxo1D5x2qOA6fJOAQB67tmNSjG76gFot2cXVnObKjEAgC01tWbWmWL0nFAMAHruxOLoTDGVYgC03YmFNfMZAMA2hk3NjFCMnhOKAUDPPXtuNYfnZ3PdwblpDwUA9uTZhdXcfoNQDABgK02TzEgE6DkPAQDouROLa7lN60QAOuDEwpr2iQAA22hqzaxDxeg5oRgA9NyzC6taTQHQeivrw5xbHeQOlWIAAFsaVu0TQSgGAD13/JxQDID2e3ZhNUlyu+pnAIAtNc4UA6EYAPTdicU1C4gAtN6JhbUkyW3X2egBALCVpia6J9J3QjEA6LGmqTm5uKZSDIDW26gU0z4RAGBLw8aZYiAUA4AeO728nmFTVYoB0HqTSjFzGgDA1hpnioFQDAD6bLKr/jaVYgC03PGNM8XMaQAAWxGKgVAMAHrtWQuIAHTEiYW1XH9wLofmZ6c9FACAa5L2iSAUA4Be02oKgK44sbia28xnAADbqjWZEYrRc0IxAOixE+NKsVuvs4gIQLudWFgznwEAXMSw1sjE6DuhGAD02MnFtZSS3HzEIiIA7XZicS23CcUAALbV1JpZZ4rRc0IxAOixE4trufXIAT3FAWi9k4urue06Z2QCMFJKeW0p5cOllIdLKW/a4uufV0o5U0p53/i/b53GOOFqapqkCMXoublpDwAAmB6tpgDoglprTi6u5VZnigGQpJQym+QHkvyFJE8keU8p5e211j+84Ka/UWv90qs+QJiSYVMzq0yGnvMQAIAeO7koFAOg/c6uDLI+rNonAjDxqiQP11ofqbWuJXlbktdNeUwwdU2tOsXQe0IxAOixE4uruf16raYAaLeTi2tJkttUigEw8oIkj2/6+Inx5y702aWU95dSfqGU8inb/bBSyhtKKe8tpbz3+PHj+z1WuGqaWrVPpPeEYgDQYydUigHQAScWVpMktzpTDICRrVb96wUf/16SF9ZaPz3Jv0zyM9v9sFrrW2qtD9VaH7rjjjv2b5RwlTU1mRWK0XNCMQDoqcGwyemldaEYAK13YlIpZk4DYOSJJPdv+vi+JE9tvkGt9WytdWH893ckmS+l3H71hghX37Cp0T2RvhOKAUBPnVpaT6LVFADtN2mfaKMHAGPvSfJgKeXFpZQDSV6f5O2bb1BKubuM+8iVUl6V0Trpias+UriKmqZmRipGzwnFAGAflFJeW0r5cCnl4VLKm7b4+leVUj4w/u+3SimfPo1xbnZicdRq6jatpgDYpJVz2kb7RKEYAEmtdZDkG5O8M8kfJfmJWuuHSilvLKW8cXyzr0jywVLK+5N8X5LX11ovbLEIndLUqn0ivTc37QEAQNuVUmaT/ECSv5BRm473lFLeXmv9w003ezTJn6u1niqlfHGStyT5U1d/tOedXLCrHoDnauucdmJxLdcfnMuh+dlpDgOAa8i4JeI7Lvjcmzf9/fuTfP/VHhdM07CqFAOVYgCwd69K8nCt9ZFa61qStyV53eYb1Fp/q9Z6avzhuzPqaT9VG+evaJ8IwHmtnNNOLq7Z5AEAcAlNk8yoFKPnhGIAsHcvSPL4po+fGH9uO1+f5Beu6Ih24NSSSjEAnqeVc5pQDADg0ppao1CMvtM+EQD2bquXlFv2oi+lvCajBcQ/s83X35DkDUnywAMP7Nf4tnRyXCl28+H5K/p7AGiVVs5pp5bWcucNh67o7wAAaLthrZmVitFzKsUAYO+eSHL/po/vS/LUhTcqpXxakh9K8rpa64mtflCt9S211odqrQ/dcccdV2SwE6cW13LT4fnMzXo5AMCGls5p67nliEoxAIDt1FpTq/aJYBUMAPbuPUkeLKW8uJRyIMnrk7x98w1KKQ8k+akkf6PW+pEpjPF5Ti6tazUFwIXaOactruXW61Q+AwBspxnX/gvF6DvtEwFgj2qtg1LKNyZ5Z5LZJD9ca/1QKeWN46+/Ocm3Jrktyb8qoxegg1rrQ9MaczKqFLvliAVEAM5r45y2vDbM8vowN6sUAwDY1nCcimkWQ98JxQBgH9Ra35HkHRd87s2b/v63kvytqz2uizm5uJZ7b3b+CgDP1bY57dTS6IxM1c8AANtr6igUm3GmGD0nFwaAnjq1tOb8FQBa7+TiKBQzpwEAbG8jFNM+kZ4TigFAT43OX7GACEC7qRQDALi0yZlis0Ixek4oBgA9tLw2zOqgyS0WEAFouVNL60mSW69zTiYAwHYmZ4rJxOg7oRgA9NDJya56raYAaLlT2icCAFxSMw7FZp0pRs8JxQCghzYWEFWKAdByJxfXUkpy02GVYgAA25mcKSYUo++EYgDQQycXJ+evWEAEoN1OLa3lpsPzmZv19hYAYDvDOmmfKBSj37xrAIAeOjVun3izVlMAtNzJxTWtEwEALqFpRn/OCsXoOaEYAPSQ81cA6IrTS+u5+YjKZwCAi5m0T9Q9kb4TigFAD51aWnf+CgCdcGpJpRgAwKUMm3EoJhWj54RiANBDZ5bXc+OheQfsAtB6KsUAAC5tXCimfSK9JxQDgB46tbRmARGATji9tJabD6sUAwC4mOGkfaJEgJ7zEACAHjq1tJ6btZoCoOXWBk0W14a5xUYPAICLGjZNkmROKkbPeQQAQA+NdtVbQASg3U4vrSWJ6mcAgEtYG4wqxeZntU+k34RiANBDp5fW7aoHoPVOL68niepnAIBLGKgUgyRCMQDopdGZYhYQAWi3U4ujSrFbzGkAABe1PhxVis2pFKPnhGIA0DODYZNzKwOtpgBovVNLk0oxcxoAwMUMhqNKsQOzIgH6zSMAAHrmzLjVlF31ALTdmWVnigEA7MT5SjGRAP3mEQAAPWNXPQBdMZnTbPQAALi49cmZYton0nNCMQDomdNLk131FhABaLdTS2uZny05cmB22kMBALimDcaVYvMzIgH6zSMAAHrm9KRS7LBKMQDa7czSem46fCCl2PEMAHAxkzPFVIrRd0IxAOiZ08vaJwLQDaeX1s1nAAA7sDYOxeadKUbPeQQAQM+cmYRih7VPBKDdziyvq3wGANiBjfaJKsXoOaEYAPTMmeX1lJLccGhu2kMBgD05s7yem4RiAACXNGgm7RNFAvSbRwAA9MyZpbXccHAuMzN2hwHQbmeW13OT9okAAJe0PqkUsxZAzwnFAKBnziyv5+YjWicC0H4qxQAAdmbdmWKQRCgGAL1jARGALlgfNllYHZjTAAB2YHKm2Jwzxeg5oRgA9MxpoRgAHXB2eT1JcrM5DQDgktYblWKQCMUAoHdUigHQBWfGoZgzxQAALm2jUsyZYvScUAwAeubs8roFRABabyMUs9EDAOCSBsMmpSSzQjF6TigGAD1Sa1UpBkAnnA/FDkx5JAAA1761Yc38zExKEYrRb0IxAOiRpbVh1odVKAZA66kUAwDYucGwydysQAyEYgDQI5MFxJstIALQchtzmpbAAACXNGiq88QgQjEA6BW76gHoijNLozntxkPmNACAS1kfNjkwJw4AjwIA6JGz41DsRqEYAC13dmU9h+dnLe4AAOzA+rDJ3IzXTeBRAAA9cnZlkMSuegDa7+zyIDcenpv2MAAAWmEwrM4UgwjFAKBXzleKWUQEoN3Orqzb5AEAsEPrTc38rDgAPAoAoEfOrjh/BYBuOLuyrh0wAMAODYZN5lWKgVAMAPrk7PKofeINh1SKAdBuZ5cHudF8BgCwI84UgxGPAgDokbMr67nuwGzmtEwAoOVUigEA7Nz6sKoUgwjFAKBXzixbQASgG84sO1MMAGCnBk1jgyxEKAYAvXLWAiIAHVBrHc1ph7VPBADYCZViMCIUA4AeGbWasoAIQLstrg3T1NjoAQCwQ+vDJvMqxUAoBgB9cnZ5YAERgNY7u7yeJFoCAwDs0GBYMzejUgyEYgDQI6NKMQuIALTb2ZVxKGajBwDAjqwPnSkGiVAMAHpldKaY9okAtNvZ5UGSaAkMALBDg8aZYpAIxQCgN5qm5tzqQKUYAK230T5RpRgAwI4MnCkGSYRiANAbi2uD1JrcoFIMgJY7tzoKxcxpAAA7sz6smZsRB4BHAQD0xLmVUaupG+yqB6DlzGkAALuzPmy0T4QIxQCgN84vINpVD0C7mdMAAHZn0NTMCcVAKAYAfXFuZdRq6vqDFhABaLdzK4PMz5YcnPOWFgBgJ9adKQZJhGIA0BvnVrWaAqAbzq2s54ZD8ynFbmcAgJ0QisGIRwEA9MSk1dSNWk0B0HLnVgZaJwIA7MJgWDM3Y0MRCMUAoCcm7RNVigHQdgurQjEAgJ2qtY7PFBMHgEcBAPTEpFLMIiIAbXduZT03HLTJAwBgJwZNTZIcmFUpBkIxAOiJhZVBZkpy5MDstIcCAHtybmWQ623yAADYkfVhkyQqxSBCMQDojXMr67n+4FxKsTMMgHZzphgAwM6tD0eVYs4UA6EYAPTGaAFRqykA2u/cynpuNKcBAOzIYFwpNq9SDIRiANAXZ+2qB6ADaq1ZWDWnAQDs1ORMMaEYCMUAoDcWVtctIALQektrwzQ1uf6gOQ0AYCfWBpMzxbRPBKEYAPTEaFe9VlMAtNvC6iBJzGkAADt0vlJMKAZCMQDoiYWVQa6zqx6Alju3MgrFrjs4O+WRAAC0w+RMsbkZcQB4FABATyysDrWaAqD1FjcqxcxpAAA7sT50jgSjrQAALrNJREFUphhMeBQAQE8srg5yvV31ALTcpH3idQeEYgAAOzFoRpVi2ieCUAwAemEwbLK8Psz1B52/AkC7TUKx61WKAQDsyPqkfaJKMRCKAUAfLK4Nkzh/BYD2WxifKaYlMADAzmy0T5xRKQZCMQDogQXnrwDQEYtrQjEAgN0YjEMxlWIgFAOAXlicnL9iARGAlju3Yk4DANiNdWeKwQahGAD0wDmtpgDoiMXVQeZnSw7OeTsLALAT64NJKOb1E3gUAEAPTCrFhGIAtN3C6iDXHZxLKXY6AwDsxKCZtE/0+gmEYgDQAxuhmDPFAGi5hdWBTR4AALuwPhxVis3NiAPAowAAeuDc5EyxAxYRAWi3hRWhGADAbgyGo0qxA9onglAMAPpA+0QAumJxbdQ+EQCAndmoFNM+EYRiANAHk1DMIiIAbbewOrTJAwBgF9adKQYbhGIA0AOLa8McmJ3JgTlTPwDttrQ6yHUHZ6c9DACA1hiMK8XmnSkGQjEA6IOl1UGOWEAEoAOW1oY54oxMAIAdm5wpNm+jLAjFAKAPFlaHuc4CIgAdsLA6yHUHbPQAANiptcmZYjPaJ4JQDAB6YGlNqykAumE0p9noAQCwUxuVYrPiAPAoAIAeWNRqCoAOWBs0WR9WoRgAwC4MmialJLMqxUAoBgB9sLSqUgyA9ltaGyRJjmifCACwY+vDqkoMxjwSAKAHVIoB0AWLa8MkcU4mAMAuDIZN5lWJQRKhGAD0wuLqINdrNQVAyy2ujirFtE8EANi59WGTOZVikEQoBgC9sLQ20GoKgNabhGJHtAQGANix9aZmflalGCRCMQDohcXVoV31ALTekvaJAAC7Nhg2zhSDMY8EAOi4YVOzvD5UKQZA621UipnTAAB2bDCsmVMpBkmEYgDQeUtrowVEZ4oB0HaL5jQAgF1bGzaZnxEFQCIUA4DOm7SaOmxXPQAtt7g6mtNUigEA7JxKMThPKAYAHTcJxSwgAtB2yzZ6AADs2qBpMqdSDJIIxQCg8ybtEw/PazUFQLud3+hhTgMA2Kn1Yc38nCgAEqEYAHTeskoxADpiaX2QA3MzmZ3R/gcAYKfWh03mvX6CJEIxAOg87RMB6IrltaH5DABgl5wpBucJxQCg45acvwJARyytDXNk3nwGALAb602T+VlRACRCMQDovOX10Zlizl8BoO2W14Y2eQAA7NJgWIViMOaRAAAdp30iAF2xtDawyQMAYJfWh03mnCkGSYRiANB5y9onAtARSyrFAAB2bX2ofSJMeCQAQMdtnCnmDBYAWm55fWg+AwDYpUFTMzerUgwSoRgAdN7S2jDzs8WuMABab2ltqB0wAMAuOVMMzvNIAICOW14b2FUPQCcsa58IALBro/aJKsUgEYoBQOeNdtXPTXsYALBnS2sDlWIAALu0PmwyNyMKgEQoBgCdt7yu1RQA3TCa02z0AADYjcHQmWIwIRQDgI5bWR/mkPaJALRc09SsrDfmNACAXVpvmhxwphgkEYoBQOctrzt/BYD2Wx00SeKcTACAXVIpBucJxQCg45bXhhYQAWi95fVhkuTwvLexAAA7VWvNoKnOFIMxjwQA6DitpgDogpVJKKb6GQBgx9aHNUkyr1IMkgjFAKDzRmeKmfIBaLdJpZiNHgAAOzdoRi2o550pBkmEYgDQecvr2icC0H7La0IxAIDdmlSKzQnFIIlQDAA6b3l9qNUUAK230T5RKAYAsGPrw0mlmPaJkAjFAKDzVlSKAdABK+ujBR0bPQAAdm4wqRSbEQVAIhQDgE5rmpqV9SYHhWIAtNzGmWJz5jQAgJ1SKQbPJRQDgA5bHYx31QvFAGi5SSh2+IC3sQAAOzVoRpVi884UgyRCMQDotI0FxHlTPgDttrI2rhSz0QMAYMcmlWJzKsUgiVAMADptZWNXvQVEANptZTDZ6GFOAwDYqY1QzJlikEQoBgCdtnH+igVEAFpuWaUYAMCuDYaT9okqxSARigFAp00qxQ7OWUAEoN1W1ke7nIViAAA7N2hGr6GcKQYjHgkA0GHnFxBN+QC028pgmPnZktkZu5wBAHZqfVwp5kwxGLFCBgAdtjpQKQZAN6yuN+YzAIBdmpwpplIMRjwSAKDDVlWKAdARK4Oh+QwAYJcmZ4rNqbaHJEIxAOg0lWIAdIVKMQCA3VMpBs/lkQAAHeZMMQC6YmUwzEHzGQDArgyaUaWYUAxGPBIAoMM2KsXm7awHoN1UigEA7N6kUmxuVvtESIRiANBpG5Vic6Z8ANpt1ZliAAC7tj4+U2x+xusoSIRiANBpKsUA6IpRpZi3sAAAuzGYnCk2p1IMEqEYAHSaSjEAumJlMMwhmzwAAHZlfXym2JxKMUgiFAOATlsdDDM3UzLnQF0AWm51vckhZ4oBAOzK+mBcKeZMMUgiFAOATlvRagqAjlgZDHPQmWIAALsyaEahmM2yMOKRAAAdtrKu1RQA3bCyPlQpBgCwS+vDUftElWIwIhQDgA5bHTQ5oFIMgA4wpwEA7N5gEoo5UwySCMUAoNPWBtonAtAN5jQAgN0bNE1mSjIzo1IMEqEYAHTaml31AHSEOQ0AYPfWho3zxGATjwYA6LC1oQVEANpv2NQMmmpOAwDYpcGw5oBQDDZ4NABAh60Ohjk4NzvtYQDAnqwNmiQxpwEA7NJg2GRuVutEmBCKAUCHrQ0aO8IAaL1JKKZSDABgd9abmrkZr6FgwqMBADrM+SsAdMHqcJhEKAYAsFvrgybzKsVgg3cUANBhq0IxADpgo32i6mcAgF0ZNFX7RNjEOwoA6LC1QZODQjEAWm51EorNm9MAAHZjfdhk3sYi2ODRAAAdplIMgC7YOFPMgg4AwK4MhjXzzhSDDR4NANBha0OVYgC030YoZk4DANiV9WGjfSJs4h0FAHTY2qCxqx6A1lsbCsUAAC7HelMzZ10ANng0AECHrQ6GOTg/O+1hAMCerK6PzxSbM6cBAOzGYNjkgEox2CAUA4AOWxs0mffiF4CWWxsOk8ScBgCwS4NhzZwzxWCDRwMAdNSwqWlqcmDWrnoA2m1tUJNonwgAsFtrzhSD5/COAgA6an18/sr8nBe/ALTbZE5zTiYAwO4MmibzXkPBBo8GAOioNQuIAHTExkYPcxoAwK4MhlULatjEOwoA6Kj1gQVEALrhfPWzOQ0AYDfWh03mrAvABo8GAOio9eHo/BWhGABtt7Yxp9nlDACwG4OmZn7GayiYsEoGAB11vtWUF78AtNuk+llLYACA3VkfqBSDzTwaAKCjNs4U02oKgJZbN6cBAFyW9abqIAObeDQAQEdtLCB68QtAy52vfjanAQDsxmDY6CADm3hHAQAdtT5wphgA3TA5U2zOeRgAALsyGNbMzVgXgAmPBgDoqEn7xHmtpgBoufVhkwOzMylFKAYAsBtrKsXgOaySAUBHnW815cUvAO22PrCYAwBwOQbOFIPn8GgAgI5yphgAXbE+bFQ+AwDsUq01w6ZmzuYi2OBdBQB01CQUmxOKAdBya87CAADYtfWhs8bhQh4NANBRa4PJi187wgBot9GZYuYzAIDd2NgsO+N1FEwIxQCgowbN5Ewx0z0A7TYYNiqfAQB2aTCuFPM6Cs7zaACAjho24xe/doQB0HKDpprPAAB2ab2ZnDXudRRMCMUAoKMmvcOdwQJA2w2GDogHANgtlWLwfB4NANBRg0nvcIuIALTcoGls8gAA2CVnisHzeVcBAB21PmmfKBQDoOXWhzXz5jMAgF2ZhGLOGofzPBoAoKMmlWLzdtYD0HKDptH2BwBglwbjzbJCMTjPowEAOup873A76wFot/Vh1fYHAGCX1h2rAM8jFAOAjrIjDICuGDbVYg4AwC5NNstqQw3nWSUDgI4aOFAXgI4YDJvMaQcMALArG5ViXkfBBo8GAOio9XGl2KxQDICWWx9WO5wBAHZpfaiDDFzIowEAOmowbDI/W1KKRUQA2m3QqBQDANitQTOqFLO5CM7zrgIAOmrQVAuIAHTCYOhMMQCA3ZqcKTanUgw2eDQAQEcNhtV5YgB0wmijhzkNAGA31pw1Ds8jFAOAjho2TWbtqgegA4ZNzazqZwCAXZlUih2Y8zoKJjwaAKCjhtWuegC6YahSDABg1yZninkdBecJxQCgo4ZNzUzxwheA9hs0VfUzAMAurY8rxeadKQYbPBoAoKOcKQZAVwybJrM2egAA7Mr65Ewxm4tgg1AMADpqWO2qB6AbRmeKmdMAAHZjMA7FVIrBeR4NANBRw6baVQ9AJzhTDABg9zbaJ86IAWDCowEAOmpgVz0AHWFOAwDYvUGjfSJcSCgGAB3VWEAEoCOaak4DANitSaWYUAzOE4oBQEeNdtWb6gFov4H2iQAAu7awOsjcTMkBZ4rBBo8GAOioYVPjdS8Abdc0NbUmM0IxAIBdOXpmJXfdeCjFeeOwwVIZAHTUUKUYAB0wrOO2P0IxAIBdeebsSu668eC0hwHXFCtlANBRQ62mAOiAYTMKxVSKAQDszjNnV3L3TYemPQy4pgjFAKCjBk2TWS0SAGi5wTgUM6cBAOzO0TMrufvGw9MeBlxThGIA0FFNTXRPBKDtmnH7xFmVYgAAO3ZuZT2La8PcfZP2ibCZpTIA6KimqZmxqx6Almsm7RPNaQAAO3b07EqS5K4btU+EzYRiANBRTa121QPQeuNMzJwGALALT58ZhWJ3C8XgOYRiANBRw5oUu+oBaLnhRqXYlAcCANAiz0xCsZuEYrCZUAwAOqrWmlkLiAC0XB2fKTYjFQMA2DHtE2FrQjEA6KihM8UA6IBhdaYYAMBuPXN2JTcfmc+h+dlpDwWuKVMJxUop/7SU8oFSyvtKKe8qpdy7ze1eW0r5cCnl4VLKm672OAGgzZpqVz0A7bdxpphQDABgx545s+o8MdjCtCrFvqvW+mm11s9I8nNJvvXCG5RSZpP8QJIvTvKKJF9ZSnnFVR0lALRY01TnrwDQes04FZOJAQDs3NGzK1onwhamEorVWs9u+vC6JHWLm70qycO11kdqrWtJ3pbkdVdjfADQBU2tmZWKAdByzbh9ojkNAGDnnjm7olIMtjA3rV9cSvn2JF+d5EyS12xxkxckeXzTx08k+VNXYWgA0AlNrSm21QPQcpP2ic4UAwDYmfVhk2cXVnPXTUIxuNAVqxQrpfxyKeWDW/z3uiSptf7jWuv9SX4syTdu9SO2+NxWFWWT3/eGUsp7SynvPX78+P7cCQBosaZaQASg/YbaJwIA7Mrxc6upNSrFYAtXrFKs1voFO7zpv0vy80n+yQWffyLJ/Zs+vi/JUxf5fW9J8pYkeeihh7YNzwCgL5paM2sBEYCWq9onAgDsyjNnV5Ik96gUg+eZyplipZQHN334ZUn+eIubvSfJg6WUF5dSDiR5fZK3X43xAUAXDJuqUgyA1huOQzFzGgDAzjxzZhSK3aVSDJ5nWmeKfUcp5eVJmiQfT/LGJCml3Jvkh2qtX1JrHZRSvjHJO5PMJvnhWuuHpjReAGidWuNMMQBar2lGfyoUAwDYmUkodrdKMXieqYRitda/us3nn0ryJZs+fkeSd1ytcQFAl9RaLSAC0Ho1kzPFTGoAADtx9OxKDszN5JYj89MeClxzptI+EQC48pqaWD8EoO3G3RNjSgMA2Jlnzq7krhsP2lQEWxCKAUBH1dQUS4gAtNxGKGZRBwBgR545s5K7nScGWxKKAUBHVZViAHTARvvEKY8DAKAtjp5dyV1CMdiSUAwAOqpGKAZA+52vFJvuOAAA2qDWmmfOqhSD7QjFAKCjRpViVhABaLdxJpYZcxoAwCWdXR5kZb3J3TcJxWArQjEA6Khaq1ZTALRes1EqNt1xAAC0wTNnV5JE+0TYhlAMADpK+0QAukAmBgCwc0+fWU4SlWKwDaEYAHTUqFLMEiIAbTdKxbQEBgC4tKPjSjFnisHWhGIA0FEqxQDoApViAFyOUsprSykfLqU8XEp50xZfL6WU7xt//QOllFdOY5yw3545s5okufPGg1MeCVybhGIA0FG1WkAEoP3GmZiNHgDsWCllNskPJPniJK9I8pWllFdccLMvTvLg+L83JPnBqzpIuEKeObuS2647kINzs9MeClyThGIA0FG1Vq2mAGi9SaXYjDkNgJ17VZKHa62P1FrXkrwtyesuuM3rkvxoHXl3kptLKfdc7YHCfjt6diV3aZ0I25qb9gAAgCujVrvqAWi/ZpyKmdIA2IUXJHl808dPJPlTO7jNC5I8faUG9X++44/yQ7/56JX68ZAkGTY1n/8n7pz2MOCaJRSDFnjFvTdOewhAC73hc1+ST3mB5w8A2u0FNx/ON77mZbnvliPTHgoA7bHVXop6GbcZ3bCUN2TUYjEPPPDAZQ/q1S+9LfOzGndx5X3Rp9w97SHANUsoBi3wT/7Sp0x7CEALfdPnPzjtIQDAnt1/65H8vS96+bSHAUC7PJHk/k0f35fkqcu4TZKk1vqWJG9JkoceemjL4GwnXvPyO/Oal6vgAZgmWxMAAAAAgC55T5IHSykvLqUcSPL6JG+/4DZvT/LVZeTVSc7UWq9Y60QArg0qxQAAAACAzqi1Dkop35jknUlmk/xwrfVDpZQ3jr/+5iTvSPIlSR5OspTka6c1XgCuHqEYAAAAANAptdZ3ZBR8bf7cmzf9vSb5hqs9LgCmS/tEAAAAAAAAOk8oBgAAAAAAQOcJxQAAAAAAAOg8oRgAAAAAAACdJxQDgH1QSnltKeXDpZSHSylv2uLrpZTyfeOvf6CU8sppjBMALsWcBgAAdJVQDAD2qJQym+QHknxxklck+cpSyisuuNkXJ3lw/N8bkvzgVR0kAOyAOQ0AAOgyoRgA7N2rkjxca32k1rqW5G1JXnfBbV6X5EfryLuT3FxKuedqDxQALsGcBgAAdJZQDAD27gVJHt/08RPjz+32NgAwbeY0AACgs4RiALB3ZYvP1cu4TUopbyilvLeU8t7jx4/vy+AAYBfMaQAAQGcJxQBg755Icv+mj+9L8tRl3Ca11rfUWh+qtT50xx137PtAAeASzGkAAEBnCcUAYO/ek+TBUsqLSykHkrw+ydsvuM3bk3x1GXl1kjO11qev9kAB4BLMaQAAQGfNTXsAANB2tdZBKeUbk7wzyWySH661fqiU8sbx19+c5B1JviTJw0mWknzttMYLANsxpwEAAF0mFAOAfVBrfUdGi4SbP/fmTX+vSb7hao8LAHbLnAYAAHSV9okAAAAAAAB0nlAMAAAAAACAzhOKAQAAAAAA0HlCMQAAAAAAADpPKAYAAAAAAEDnCcUAAAAAAADoPKEYAAAAAAAAnScUAwAAAAAAoPOEYgAAAAAAAHSeUAwAAAAAAIDOE4oBAAAAAADQeUIxAAAAAAAAOk8oBgAAAAAAQOcJxQAAAAAAAOg8oRgAAAAAAACdJxQDAAAAAACg84RiAAAAAAA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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[33] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[34] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[35] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[36] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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P4TP7j2d07ILO5xfx+ps25XU3bMj7PvmYbjFgUZsdn7huuU4x6kUoBgAAi9TH9oymPTHtAPEl+NbXXptNqwbyU3/6aNWlAPAcPvTAoaxd3p+33bKl6lIWve9/28052r6Q3/j8U1WXAvC8Tp2bysqB3gz0iRioF08sAAAsUh964FCuXDuYL7thY9WlLHrLB3rznW+8IZ9+9HgePGi3GMBi0p6Yyh/vbuXr7rgiy/p6qy5n0fuyGzbm7mvX5+f/7LFcmNYtBixOp89NZt0KXWLUj1AMAAAWoaNjE/nUvmP5m3ddlZ6eoupyauHbXndt1q/oz09/fH/VpQDwDB/54kgmprr5xrt0Pr8URVHk+992c0bOTORD9x+uuhyA53Tq3GTWr7RPjPoRigEAwCL0O184nG6ZfIMDxJds5bK+fOcbb8jHh47mi4fOVF0OADM+dP/h3LB5ZV51zbqqS6mNN968Ka+6Zl1+7s/2Z6rTrbocgL/m1LmprNcpRg0JxQAAYJEpyzIfuv9w7ty+LjduXlV1ObXy977s2qwZ7MtPf9xuMYDF4OCJc7nviZP5xruuTlHofH6pLnaL3ZRDp87ntx/ULQYsPmfOTxmfSC0JxQAAYJHZfWQsw6NtY6YuwerB/vz9N1yfj+4Zzd6RsarLAVjyPvTAoRRF8g13XVV1KbXzlp1bcvtVa/Kzn9ifad1iwCJz6txk1i03PpH6EYoBAMAi8/sPj6Svp8jXvfLKqkuppfe8/vqsWtaXn7FbDKByf/DFkbzu+o25Yu3yqkupnaIo8o/eenOePHEuv/fwkarLAXhap1vmzPmprF8hFKN+hGIAALDIfHRPK19248as9UPmJVm7oj/f8frr8pFHRvLoaLvqcgCWrMePjWf/0fG88/ZtVZdSW2+/ZWt2bVudn/74/nS6ZdXlACRJxs5PpSxjfCK1JBQDAIBFZP/R8Tx+7GzefuvWqkuptb//huuzvL83P/MJ3WIAVfnYntEkyVd6p12ynp6L3WKPHzubj3xxpOpyAJJcHJ2YJOtXusRH/QjFAABgEXn6APEWB4hzsWHlQL7ty67N7z10JI8dG6+6HIAl6aN7RnP7VWty1TqjE+fiq2/flpu3rMpPf/zRdHWLAYvA6fNTSXSKUU9CMQAAWEQ+tqeVV1y1Nlc6QJyzf/DGGzLQ15Of1S0GsOCOtS/kgYOn8vZbjE6cq56eIt/31puyb3Q8f7y7VXU5ADk90ym2brlOMepHKAYAAIvE0bGJPPjU6bzDmKnLYtOqZfnW116b3/3CkTx54mzV5QAsKX+6dzRlmbzjNu+0y+FrX3llbti0Mj/18f0pS91iQLVOnb3YKbZepxg1JBQDAIBF4k/2Hk1ZJm93gHjZfNdX3JDeniI/94nHqi4FYEn56J7RXL1+eXZtW111KY3Q21Pke99yU/aOjOVP9h6tuhxgiXt6p5hQjBoSigEAwCLxsT2tbN+wIju3OkC8XLasGczfufua/NaDhzJy5nzV5QAsCWcvTOfe/cfzjlu3pSiKqstpjHe/6spcvX55fvYTusWAap0+N5WeIlk92Fd1KfCyCcUAAGARGL8wnc/sP5G337rVAeJl9t6vuCHdMvl/P3Wg6lIAloRP7TuWyelu3m4c8GXV19uT73rTjfnCU6fzF4+fqLocYAk7fX4y61YMpKfHzy3Uj1AMAAAWgU/tO5bJTtc+sXlwzYYVeferrsyv3XcwJ89OVl0OQON9bM9o1q3oz2uuW191KY3zTa++OptWLcvP/5mxwEB1Tp2byroV/VWXAZdEKAYAAIvAR3e3smHlQF59rQPE+fA9b7ox56c6+cBndIsBzKepTjd/OnQ0b9u1NX29jp0ut8H+3vyDN16fTz96PA89dbrqcoAl6vS5yaxbLhSjnnx3AgAAFZvqdPPxoaN5664tDhDnyc1bV+erbtuaD/z5E2lPTFVdDkBjfe6JkzlzfsroxHn0ra+7NmsG+/Jzf7a/6lKAJerU2amsXzFQdRlwSfzEDQAAFbvvwMmMTUwbnTjP/uGbb8rYxHR+9S8PVl0KQGN9dPdolvX15Ct2bKq6lMZatawv3/H66/LHu0fz6Gi76nKAJej0uYs7xaCOhGIAAFCxj+5uZbC/J2+8eXPVpTTaHdesyxtv3pT/9ukDmZjqVF0OQOOUZZmP7RnNG2/elBUDfVWX02jf8eXXZ3l/b37+k3aLAQvv9PmprLdTjJoSigEAQIW+dIC4OcsHeqsup/G+58035vj4hfyv+w9VXQpA4+wZGcvh0+fzjlu3VV1K421YOZC/+9rt+d0vHMlTJ89VXQ6whFyY7uTcZCfrV+oUo56EYgAAUKHdR8Zy5MyE3SsL5Mtu2Jg7t6/Lf/3kY5nudKsuB6BRPrp7NEWRvPWWLVWXsiT8gzfekJ4ief+nHq+6FGAJOX3u4n7etct1ilFPQjEAAKjQR/eMpqdI3rbLAeJCKIoi3/vmm3Lo1Pn83sNHqi4HoFE+tmc0d1+7PptWLau6lCVh29rBfONdV+fXP/9UjrYnqi4HWCJOnZtMkqy3U4yaEooBAECFPrq7lbuv3ZCNDhAXzFt3bcnOravzc594LN1uWXU5AI3w1Mlz2TMypvN5gX3Xm27MdKebX7j3iapLAZaI2U4xO8WoK6EYAABU5KmT5zLUaucdtzlAXEg9PUX+4VtuzKNHx/OxvaNVlwPQCH8y87+nb7dPbEFdv2llvuaVV+Z/fPbJnDk/VXU5wBJweqZTbJ1OMWpKKAYAABX56J7ZA0Sh2EL7mldcke0bVuTn/uyxlKVuMYC5+uju0dy8ZVWu37Sy6lKWnH/45hszfmE6v/IXT1RdCrAEnJrtFFupU4x6EooBAEBFPranlZ1bV+fajQ4QF1pfb0++60035KGnTufPHztRdTkAtXb63GTue+KkzueK3HLFmrx115b8wmeeyLnJ6arLARpudqfYuuU6xagnoRgAAFTg9LnJ3HfgpC6xCn3jXVfnDTdtikYxgLn5xPDRdLql0YkV+t633Ji7tq/P2HmhGDC/Tp+byrK+niwf6K26FLgkfVUXAAAAS9Fn9p9It0zesmtz1aUsWYP9vfkf3/naqssAqL1P7TuejSsH8sqr1lZdypL16ms35L99+4aqywCWgNPnJrPePjFqTKcYAABU4N79x7J6WV/uuHpd1aUAwCUryzL37j+e19+0KT09RdXlADDPTp2byroV9olRX0IxAABYYGVZ5tOPHs/rbtyYvl7fkgNQX8Oj7RxrX8gbb9pUdSkALACdYtSdn8ABAGCBPXniXA6dOp+vuNkBIgD1du+jx5Mkb/BOA1gSdIpRd0IxAABYYJ/eP3uAaJ8YAPX26UeP58bNK3PluuVVlwLAAjh9bjLrdIpRY0IxAABYYJ/edyxXrVue6zauqLoUALhkE1Od/OWBE3mjSx4AS0JZljl9birrdYpRY0IxAABYQNOdbv7isRN5482bUhRF1eUAwCV74MlTmZjq5g32iQEsCeMXpjPdLe0Uo9aEYgAAsIAeOnQm7QvTdq8AUHuf3n88fT1FXnfjxqpLAWABnD43lSR2ilFrQjEAAFhA9z56PEWRfPmNQjEA6u3eR4/nzu3rsmpZX9WlALAATp2bTBI7xag1oRgAACyge/cfy+1Xrs36lX6QBKC+Tp2dzCNHzuQNN9knBrBUnJrpFLNTjDoTigEAwAIZvzCdBw+eNjoRgNr7zGPHU5bxTgNYQk7rFKMBhGIAALBAPvvYiUx3y7zRASIANXfvo8ezerAvd1y9tupSAFggZ87bKUb9CcUAAGCBfPrRY1ne35tXX7u+6lIA4JKVZZlPP3o8r79xY/p6HS0BLBVnL3SSxC5Jas13LgAAsEA+vf947rl+Q5b19VZdCgBcsgPHz+bw6fN5w832iQEsJeenLoZiy/rECtSXpxcAABbAkdPn8/ixs0YnAlB79+4/niR5403eaQBLycRUJ4P9PSmKoupS4JIJxQAAYAHc++jFA8Q3CMUAqLlPP3o8V69fnms3rqi6FAAW0MRUJ8v7Tb2g3oRiAACwAD69/3g2r16WnVtXV10KAFyy6U43n33sRN548yadAgBLzPlJoRj1JxQDAIB51u2W+cz+43nDTQ4QAai3hw6dTvvCdN5wk31iAEvNxHQ3g0Ixak4oBgAA82zPyFhOnp20TwyA2vv0o8dTFMmX37Sx6lIAWGDnJztCMWpPKAYAAPPs07P7xG4SigFQb59+9HheedXarFsxUHUpACywialOBvtFCtSbJxgAAObZvfuPZefW1dmyZrDqUgDgko1NTOULT53OG3Q+AyxJE1OdLB/QKUa9CcUAAGAeTUx18rknTjlABKD2PvvYiXS6pX1iAEvU+alOlhufSM0JxQAAYB7dd+BkJqe7QjEAau/e/cezvL83d127rupSAKjA+alOlgnFqDmhGAAAzKN79x/PQG9PXnv9hqpLAYA5uffR43ntDRuyrM+BKMBSdGGqq1OM2hOKAQDAPPqLx07kzu3rsmKgr+pSAOCStc5M5PHjZ/OGm3Q+AyxV56c6GewXKVBvnmAAAJgn7Ymp7D5yRpcYALV33xMnkyT3eKcBLFkTdorRAEIxAACYJ/c/eSrdMrnn+o1VlwIAc3LfgRNZOdCbW69YU3UpAFSgLMucF4rRAEIxAACYJ/cdOJm+niJ3Xbuu6lIAYE7uO3Ayr75uQ/p6HSUBLEUXprspy2SZUIya850MAADMk889cTK3X7XWPjEAau3U2cnsGx03DhhgCbsw1U0SnWLUnlAMAADmwcRUJw89ZZ8YAPX3OfvEAJa881OdJMmgUIyaE4oBAMA8+MJTpzPZ6TpABKD27jtwMgN9PXnl1WurLgWAikzMhGLLB0QK1JsnGAAA5sF9B06mKJK7rxWKAVBv9z1xMndesy7L+nQHACxVs51ixidSd0IxAACYB/cdOJld29Zk7Yr+qksBgEs2fmE6jxw2DhhgqZsNxZYJxag5oRgAAFxmU51u7n/ylANEAGrv/idPpVsm91y/sepSAKjQhE4xGkIoBgAAl9kjh8/k/FTHPjEAau++AyfS11PkrmvXVV0KABUSitEUQjEAALjM7jtwMknymuuEYgDU230HTub2q9ZmxUBf1aUAUKGJqW6SZFAoRs0JxQAA4DK778DJ3LBpZTavXlZ1KQBwySamOnnoqTM6nwHI+UmdYjSDUAwAAC6jbrfM55446QARgNr7wlOnM9np5h6dzwBL3vmZ8YmD/SIF6s0TDAAAl9HwaDtjE9NCMQBq73MHTqYojAMG4Es7xQYHdIpRb0IxAAC4jGb3iQnFAKi7+544mZ1bV2ftiv6qSwGgYrOhmPGJ1J1QDAAALqP7DpzMVeuW5+r1K6ouBQAu2VSnm/ufPJXXuuQBQC6OT+ztKdLfK1Kg3jzBAABwmZRlmb88YJ8YAPW3+8hYzk12cs/1G6suBYBFYGKqq0uMRhCKAQDAZXLg+NkcH78gFAOg9u47cCJJ8prr11dcCQCLwfmpTgb7xQnUn6cYAAAuE/vEAGiK+w6czA2bVmbL6sGqSwFgEZiY6mRQpxgNIBQDAIDL5L4DJ7Np1UBu2LSy6lIA4JJ1u2XuMw4YgGeYmOoYn0gjCMUAAOAymd0nVhRF1aUAwCUbHm1nbGJaKAbA085P6hSjGYRiAABwGRw+fT6HT5/Pa65zgAhAvc2OA/ZOA2DWxFRXpxiNIBQDAIDL4HP2iQHQEPc9cTJXrh3M1euXV10KAIvE+alOlvWLE6g/TzEAAFwGf3ngZFYP9mXXtjVVlwIAl6wsv7RPzDhgAGbZKUZTCMUAAOAyuO/Aibzmug3p7XGACEB9PXHiXI61L+Se6zdWXQoAi8jEVCfLB4Ri1J9QDAAA5uj4+IU8duys0YkA1N59B04kMQ4YgL/q/FQng31CMepPKAYAAHP0wJOnkiR3X7u+4koAYG7uf/JU1q/oz42bV1ZdCgCLyMRUV6cYjSAUAwCAOXrg4On09xa5/aq1VZcCAHPywMHTuXP7evvEAPgrzk91sqxfnED9eYoBAGCOHjx4KrdesSaDFk8DUGNnzk9l/9Hx3HnNuqpLAWAR6XbLTE53s9zPOzSAUAwAAOZgutPNw4fO5M7tRicCUG9feOp0kuQu44ABeIaJ6U6SCMVoBKEYAADMwVCrnfNTHQeIANTeA0+eSlEkd+gUA+AZzk9eDMVMxqAJhGIAADAHDx48lSRGTQFQew8+dTo7t67OqmV9VZcCwCIyMd1NolOMZhCKAQDAHDxw8HQ2r16Wq9cvr7oUALhk3W6ZBw+eMg4YgL9mtlNsWb84gfrzFAMAwBw8ePBU7tq+LkVRVF0KAFyyx4+Ppz0xnbu2r6u6FAAWmYkpO8VoDqEYAABcohPjF/LEiXNu1QNQew88eTpJvNMA+GueDsUGhGLUn1AMAAAu0YMHTydJ7nKACEDNPXDwVNYu788Nm1ZWXQoAi8z5mVBsUKcYDSAUAwCAS/TgU6fS11PkFVetrboUAJiTBw+ezp3b16WnxzhgAP6qialuEuMTaQahGAAAXKIHnjydW65YY4wIALU2NjGVfUfbufManc8A/HVf6hQTJ1B/nmIAALgEnW6Zhw6dzl3b11VdCgDMycNPnUlZJnddu67qUgBYhCYmjU+kOYRiAABwCYZb7Zyb7ORO+8QAqLkHDp5KUSR3XLOu6lIAWIQmpi+GYsYn0gRCMQAAuAQPHDyVJLlLKAZAzT1w8FRu3rIqawb7qy4FgEXovE4xGkQoBgAAl+DBg6ezadVArtmwvOpSAOCSlWWZBw+edskDgOc1MdVNIhSjGYRiAABwCR48eCqvumZ9iqKouhQAuGSPHz+bM+encqcdmQA8j/NTnQz09qS3x88+1J9QDAAAXqZTZyfz+PGzuevadVWXAgBz8sCTxgED8MImpjoZ7Bcl0AyeZACYo6IofqEoiqNFUTzyPB//1qIoHp7558+LorhjoWsELq8vPHU6iQNEmsc7DZaeB586ndWDfblx86qqSwFgkZqY6mT5gNGJNINQDADm7gNJ3vkCHz+Q5E1lWb4yyf+d5P0LURQwfx44eCq9PUVeefXaqkuBy+0D8U6DJeWBJ0/lVdesS4+RWAA8j/NTHfvEaAyhGADMUVmWn0py8gU+/udlWZ6a+e1nk1y9IIUB8+bBg6eza9vqrBjoq7oUuKy802BpGb8wnX2jbZ3PALygialOlgvFaAihGAAsrP89yR9WXQRw6TrdMl946rQDRPBOg9p7+KnT6ZbJXdd6pwHw/M5PdbNMKEZDuNoKAAukKIq35OIB4hte4HPem+S9SbJ9+/YFqgx4OR492s74hencuX1d1aVAZbzToBkeOHix8fNVV6+rthAAFrWJyU6W9+uvoRk8yQCwAIqieGWS/5bk3WVZnni+zyvL8v1lWd5dluXdmzdvXrgCgZfswYOnk0SnGEuWdxo0x4MHT+emLauydkV/1aUAsIhNTBufSHMIxQBgnhVFsT3JbyX5trIs91VdDzA3Dzx5KhtWDuTajSuqLgUWnHcaNEdZlnnwqdO5S+czAC/i/GQng0IxGsL4RACYo6Iofi3Jm5NsKoriUJIfTdKfJGVZvi/JjyTZmOTniqJIkumyLO+uplpgrh44eCp3XrMuM///DI3inQZLxxMnzuXk2cncqfMZgBehU4wmEYoBwByVZfktL/Lx70zynQtUDjCPzpybymPHzuYb7rq66lJgXninwdLx4Mw+MeOAAXgx5ye7WSYUoyGMTwQAgJfowacuHiDeec26agsBgDl64OCprFrWl5u2rKq6FAAWuYkpnWI0h1AMAABeogcPnk5PkbxSKAZAzT148HTuuGZtenuMAwbghU1MdbJ8QJRAM3iSAQDgJfri4TO5acuqrFpmCjkA9TUx1clwq507rl5XdSkALHJTnW6mu2UG+3SK0QxCMQAAeAnKsszDh07nlQ4QAai5vSNjme6W3mkAvKjzU50kyfIBoRjNIBQDAICX4MiZiRwfn8wdV6+tuhQAmJOHD51JktxxjXcaAC9sYiYUW2anGA0hFAMAgJfg4adOJ4lb9QDU3kOHTmfz6mXZtmaw6lIAWOQmJrtJkuVCMRpCKAYAAC/BQ4fOpL+3yK4rVlddCgDMycOHzuSVV61NURRVlwLAIjcxPTM+UShGQwjFAADgJXj40Ons2rYmyyyYBqDGxi9M57Fj4zqfAXhJzk9eDMUG+0UJNIMnGQAAXkS3W+aLh8/klfaJAVBzjxw+k7JMXmmfGAAvwfkpnWI0i1AMAABexBMnzqY9MZ073KoHoOYePnQ6SbzTAHhJJmZCsWVCMRpCKAYAAC/i4UNnkrhVD0D9PXToTK5evzwbVg5UXQoANTChU4yGEYoBAMCLeOjQ6Qz29+SmzauqLgUA5uThQ6eNAwbgJZuY6iZJlg8IxWgGoRgAALyIhw+dye1Xrk1fr2+fAaivk2cn89TJ83ml0YkAvESzO8UG+/0sRDN4kgEA4AVMd7rZfeSMA0QAau+Lh2fGAesUA+AlOj9pfCLNIhQDAIAX8OjR8UxMdXOHfWIA1NzDT51OUSSvuMo7DYCXZmJ6tlNMKEYzCMUAAOAFPHzodJLoFAOg9h46dCY3bFqZ1YP9VZcC86ooisGiKO4riuKhoih2F0Xx48/xOUVRFD9VFMX+oigeLoriripqhcVuYrKTokiW9YkSaAZPMgAAvICHDp3J6sG+XLthRdWlAMCcPHzotEseLBUXkry1LMs7krwqyTuLonjdsz7nq5PcPPPPe5P8/IJWCDUxMd3NYF9viqKouhS4LIRiAADwAi4eIK5NT48fAgGor9aZiRxtX7BPjCWhvGh85rf9M/+Uz/q0dyf55ZnP/WySdUVRXLGQdUIdnJ/sZLBfjEBzeJoBAOB5TEx1MjTSdqsegNp7yDhglpiiKHqLovhCkqNJPlaW5V8+61OuSvLUM35/aObPgGc4P9XJcvvEaBChGAAAPI+hVjvT3TJ3uFUPQM198dCZ9PUUue3KNVWXAguiLMtOWZavSnJ1knuKorj9WZ/yXGMAnt1NdvETi+K9RVF8viiKzx87duwyVwqL28RUJ4MDQjGaQygGAADP42G36gFoiIcOnc6Orasz6LY/S0xZlqeT/FmSdz7rQ4eSXPOM31+d5MjzfI33l2V5d1mWd2/evHk+yoRFa2Kqk8E+7w6aQygGAADP46GnzmTTqmW5Yu1g1aUAwCUryzJfPHwmd1yj85mloSiKzUVRrJv59fIkX5lk6Fmf9uEkf6+46HVJzpRlObKwlcLid36qk+U6xWiQvqoLAACAxerhQ6fzyqvXpiiea7oOANTDwZPncvrcVF5x1bqqS4GFckWSXyqKojcXmwJ+oyzL3y+K4ruTpCzL9yX5SJJ3Jdmf5FyS91RVLCxmE1PdDPbrraE5hGIAAPAcxi9MZ/+x8XzNK6+ouhQAmJOHDp1JkrzSjkyWiLIsH05y53P8+fue8esyyfcuZF1QR5PT3awZFCPQHCJeAAB4DrsPn0lZJnfYJwZAzX3x0Oks6+vJzm2rqy4FgJqZ6nTT1ytGoDk8zQAA8BwedqsegIZ46NCZ3HrlmvQ71ATgZZrulunvNU6e5vDdEAAAPIeHDp3OVeuWZ+OqZVWXAgCXrNMt88jhMzqfAbgk051u+nrECDSHpxkAAJ7Dw4fO6BIDoPYeOzaec5OdvOIq7zQAXr6pTqnTmEbxNAMAwLOcOjuZgyfP5ZVu1QNQcw89dTpJcsc1QjEAXr6pTtf4RBpFKAYAAM/yxcMX94ndoVMMgJr74uEzWbWsLzdsWlV1KQDU0HS3TJ9QjAYRigEAwLM8fOh0kuR2oRgANffQoTO5/ao16elxoAnAyzdlpxgN42kGAIBnefjQmdywaWXWDPZXXQoAXLKpTjd7R8aMAwbgkk11uhnoEyPQHJ5mAAB4lt1HxnL7VbrEAKi3R0fHMznd9U4D4JJNd8r06TamQYRiAADwDCfPTubw6fO5/ao1VZcCAHPyyJGLOzJvv9I7DYCXryzLmZ1iYgSaw9MMAADPsPvpA0S36gGot92Hz2TlQG+u27iy6lIAqKHpbpkk6dcpRoMIxQAA4BkeOTyWJLlNKAZAzT1yZCy3Xbk2PQ4zAbgEU51ukqTfTjEaxNMMAADP8MiRM7lmw/KsXdFfdSkAcMk63TJ7jozlNuOAAbhEU52LnWJ2itEkQjEAAHiG3YfPGJ0IQO0dOD6e81Md7zQALtn0bKeYnWI0iKcZAABmjE1M5YkT53L7VQ4QAai32XHA3mkAXKrZnWJ9vTrFaA6hGAAAzNhzZHafmFFTANTbI4fPZFlfT27cvLLqUgCoqclpnWI0j6cZAABmPHL4TJLkNqOmAKi5R46cyS1XrEmfg0wALtFsp1i/TjEaxHdGAAAwY/eRsWxbM5jNq5dVXQoAXLJut8zuw2O5/SqdzwBcutmdYn09YgSaw9MMAAAzHjl8xgEiALX31KlzaV+Yzu06nwGYg6mOTjGaRygGAABJzk1O57Fj40YnAlB7jxy+uCPz9qu80wC4dFMdO8VoHk8zAAAk2TvSTrd0gAhA/T1y5Ez6e4vcvHVV1aUAUGPT3ZnxiUIxGsTTDAAASXYfOZMkxicCUHuPHD6THVtXZ1lfb9WlAFBjT49P7DE+keYQigEAQC4eIG5cOZBtawarLgUALllZltl9ZMw+MQDmbHomFNMpRpN4mgEAIBf3r9x21doUhVuQANTXyJmJnDw7qfMZgDn70k4xPyPRHEIxAACWvAvTnewbbef2Kx0gAlBvjxy+OA74NjsyAZijL4ViYgSaw9MMAMCSt681nulumdsdIAJQc48cGUtPkdyyzUUPAOZmujs7PlGnGM0hFAMAYMl75MjFW/X2rwBQd7sPn8lNW1Zl+UBv1aUAUHOznWJ9PWIEmsPTDADAkvfI4TNZPdiXazYsr7oUAJiTR46ccckDgMtiunOxU2zA+EQaxNMMAMCS98iRsdx+5doUhbEgANTX0fZERscu2CcGwGXxdKeY8Yk0iFAMAIAlbarTzd6Rsdx+ld0rANTb7sNjSZLbr/ROA2DupuwUo4GEYgAALGn7j45ncrqb292qB6DmHjl8cUfmrUIxAC6D6ZlOsX47xWgQTzMAAEva7AGiUAyAunvkyJncsGllVg/2V10KAA0wu1NMpxhNIhQDAGBJ231kLCsHenP9xpVVlwIAc/LI4TH7xAC4bCZnO8V6xQg0h6cZAIAl7ZHDZ3LrlWvS0+P2IwD1dersZA6fPm+fGACXzWynmFCMJvE0AwCwZHW6ZfaMjOW2K92qB6Dedh8ZS2IcMACXz3S3m6JIel0gpEGEYgAALFkHjp/NucmOA0QAau+RIxd3ZN6mUwyAy2SqU6a/R4RAs3iiAQBYsnbPHCDefpUDRADq7ZHDZ3L1+uVZt2Kg6lIAaIipTjf9vbrEaBahGAAAS9Yjh89kWV9Pbtq8qupSAGBOdh8Zy+3GAQNwGU13uumzT4yG8UQDALBk7T4yll3bVvtBD4BaG78wnQPHzxqdCMBlNdUtdYrROH76BwBgSSrLMntGxnKrA0QAam5oZCxJvNMAuKymO9302SlGw3iiAQBYkkbOTOT0uanceoUDRADqbY9QDIB5MNUp09+nU4xmEYoBALAk7TniABGAZthzZCzrV/Rn25rBqksBoEGmOt306xSjYTzRAAAsSXtGxlIUyc5tQjEA6m12HHBRuM0PwOUz3SnTZ6cYDSMUAwBgSdpzZCzXbVyZVcv6qi4FAC7ZdKeboVbbOGAALrvprp1iNI8nGgCAJWnPyJgDRABq7/HjZzM53TUOGIDLbrJTpr9PhECzeKIBAFhyxiamcvDkOQeIANTe0zsyr1hbcSUANM10p5v+HuMTaRahGAAAS87QSDtJdIoBUHt7RsYy0NeTGzavrLoUABrGTjGaSCgGAMCSs+fImSTRKQZA7e05MpadW1env9cRDwCX11S36/1C43iiAQBYcvaMjGXjyoFsWb2s6lIA4JKVZWlHJgDzZqojFKN5PNEAACw5e0bGcuuVa1IURoEAUF+jYxdy8uykzmcA5sV0p0yfnWI0jFAMAIAlZarTzb7WuFv1ANTenhHjgAGYPzrFaCJPNAAAS8pjx8Yz2ek6QASg9vYcGUuS7Nq2uuJKAGii6W6Zvl6dYjSLUAwAgCVl9gBRpxgAdbdnZCzXblyR1YP9VZcCQANNTesUo3k80QAALCl7joxlWV9Prt+0supSAGBO9hwZc8kDgHkz1S3Tr1OMhhGKAQCwpOwZGcuubavT58YjADU2fmE6T5w4JxQDYN5Md7rp6/FzE83iiQYAYMkoyzJ7RsbsEwOg9oZGZsYBe6cBME+mO3aK0TxCMQAAloyRMxM5fW7KrXoAam+PUAyAeTbV7WbAhA0axhMNAMCSseeIA0QAmmHPkbGsX9GfbWsGqy4FgIaa0ilGAwnFAABYMvaOjKUokp3bhGIA1NvemXHAReGwEoDLryzLdLqlnWI0jicaAIAlY8/IWK7buDKrlvVVXQoAXLLpTjdDrbZxwADMm6lOmSTp1ylGwwjFAABYMvaMjDlABKD2Dhw/mwvTXeOAAZg3091ukqTPTjEaxhMNAMCS0J6YypMnzjlABKD29ozM7Mi8Ym3FlQDQVFPTs51iIgSaxRMNAMCSMNRqJ4lOMQBqb8+RsQz09eSGzSurLgWAhpqa6RQzPpGmqWSZQlEUG5L8epLrkjyR5G+XZXnqOT7viSTtJJ0k02VZ3r1wVQIA0CR7jly8VX+LUAyAmtszMpYdW1e5vQ/AvJme2SnW1+NdQ7NU9UT/iyR/WpblzUn+dOb3z+ctZVm+SiAGAMBc7Dkylg0rB7J1zbKqSwGAS1aWZfYcsSMTgPk11ZndKaZTjGapKhR7d5Jfmvn1LyX5GxXVAQDAErFn5OIBYlH4oQ6A+jravpATZyeFYgDMq9lQbEBXMg1T1RO9tSzLkSSZ+feW5/m8MslHi6K4vyiK9y5YdQAANMpUp5vh0XZuvdIBIgD1NjsO+NYr11ZcCQBNNt2dGZ+oU4yGmbedYkVR/EmSbc/xoX/1Mr7Ml5dleaQoii1JPlYUxVBZlp96nr/vvUnemyTbt29/2fUCANBcjx87m8nprlv1ANTenpGLodiuK1ZXXAkATfb0+EQ7xWiYeQvFyrL8yuf7WFEUo0VRXFGW5UhRFFckOfo8X+PIzL+PFkXx20nuSfKcoVhZlu9P8v4kufvuu8u51g8AQHPsGTmTJDrFAKi9PUfGsn3DiqwZ7K+6FAAabLpz8Yi9X6cYDVNVzPvhJN8+8+tvT/K7z/6EoihWFkWxevbXSd6R5JEFqxAAgMbYc2QsA309uWHTyqpLAYA52TMyllt0iQEwz2Y7xfrtFKNhqnqi/12StxdF8WiSt8/8PkVRXFkUxUdmPmdrknuLongoyX1J/qAsyz+qpFoAAGpt70g7O7euTp8f6ACosbMXpvPEibO59Qr7xACYX1MdO8Vopnkbn/hCyrI8keRtz/HnR5K8a+bXjye5Y4FLAwCgYcqyzN6Rsbztli1VlwIAczI82k5ZRqcYAPNuuqtTjGbyRAMA0GjHxi/kxNnJ7NpmnxgA9TY00k6S3HKFdxoA82t2p1hfj04xmkUoBgBAo+11gAhAQ+wdGcuqZX25ev3yqksBoOEm7RSjoTzRAAA02tDIWJJk1zajpgCot6HWWHZtW52icGsfgPk12ykmFKNpPNEAADTaUKudbWsGs37lQNWlAMAlK8syQyPt7LJPDIAFMLtTrK/XRQyaRSgGAECj7R0Zyy0OEAGouUOnzqd9Ydo4YAAWxNRsp1iPCIFm8UQDANBYk9Pd7D86nl0OEAGouaHWxR2Zu7Z5pwEw/6Zmd4r16RSjWYRiAAA01v6j45nulm7VA1B7e+3IBGABTc+EYn06xWgYTzQAAI011Lp4gHiLA0QAam6oNZZrN67IymV9VZcCwBLw9PhEO8VoGKEYAACNtXdkLAN9Pbl+08qqSwGAOdk70s4tRicCsECmuzOdYr0iBJrFEw0AQGMNtdrZsXWVH+QAqLVzk9N54sTZ7LpC5zMAC0OnGE3ldAAAgMbaOzLmVj0AtTfcaqcsY0cmAAtmamanWL+dYjSMJxoAgEY61r6Q4+OT2eUAEYCaG2q1k8RFDwAWzHSnTE+R9PToFKNZhGIAADTS3pGxJMktRk0BUHN7R8ayallfrl6/vOpSAFgiprpdY+hpJE81AACNNNSaCcXcqgeg5oZG2tm5bbXb+gAsmOlOmQGhGA3kqQYAoJH2jrSzbc1g1q8cqLoUALhkZVlmb2tM5zMAC2qq001fr8sYNI9QDACARto7MpZdDhABqLnDp8+nPTGdXTqfAVhAU50yfT3iA5rHUw0AQONMTnfz2LHx3HKFA0QA6m3vSDtJvNMAWFDTnW76dYrRQEIxAAAa57Fj45nqlNm1TacYAPU2NHJxR+ZO7zQAFtB0tzQ+kUYSigEA0Dh7Zw4Qb3WrHoCa29say7UbV2TVsr6qSwFgCZnsdNPfKz6geTzVAAA0zlCrnYG+nly/aWXVpQDAnAyNtHU+A7Dgpjvd9NspRgN5qgEAaJy9I2PZsXVV+txsBKDGzk1O58CJs/aJAbDgpjvGJ9JMTgkAAGicvSPt7NrmABGAets3Op6yjHcaAAtuqlu6ZEgjeaoBAGiUY+0LOT5+wa16AGrPjkwAqjI13c2ATjEaSCgGAECjDLUuHiDeYv8KADU3NDKWlQO9uXr98qpLAWCJme5202enGA3kqQYAoFFmb9XvcqsegJrbO9LOrivWpKfHTX0AFtaUnWI0lFAMAIBGGRppZ+uaZdmwcqDqUgDgkpVlmb2tsezS+QxABaa73fTbKUYDeaoBAGiUPSNj9okBUHuHT59Pe2LaOw2ASkxNl+nXKUYDCcUAAGiMyeluHjs2nl3bHCACUG9DI+0kyS1X6BQDYOFNdbvp0ylGA3mqAQBojMeOjWeqUzpABKD2Zndk7nTRA4AKTHfK9NtpSQMJxQAAaIyh1sUDRJ1iANTdUKudazYsz6plfVWXAsASNN3RKUYzeaoBAGiMoVY7A709uWHzyqpLAYA5GWqN5RaXPACoyGSnTL9QjAbyVAMA0BhDI+3cuGWVH94AqLWJqU4OHD+bXduMAwagGtPdbvp7jU+keZwWAADQGMOtdm5xgAhAze0/Op5umey6QqcYANWY7pTp6xEf0DyeagAAGuH0ucm0xiayUygGQM3tHbm4I9M7DYCqTHV0itFMQjEAABphqNVO4lY9APU33GpnWV9PrttoRyYA1bgYiokPaB5PNQAAjTA0c6ve/hUA6m6o1c6OravT2+OGPgALr9st0y2TPp1iNJBQDACARhgebWf9iv5sWb2s6lIAYE6GWm2XPACozFS3myQ6xWgkTzUAAI2wd6SdndtWpyjcZgSgvo6PX8jx8Qv2iQFQmelOmSTp07FMAwnFAACovW63zL7RdnZts08MgHobntmReYsdmQBUZDYU0ylGE3mqAQCovadOncu5yY5RUwDU3t6ZHZk6xQCoymRndnyiTjGaRygGAEDtDc3cqneACEDdDbfa2bRqIJtW2ZEJQDWmZ3aK9ekUo4E81QAA1N7QSDtFkezYKhQDoN6GWsYBA1AtO8VoMqEYAAC1Nzw6lu0bVmTlsr6qSwGAS9aZ2ZGp8xmAKk3NjE8c6BMf0DyeagAAam9opG2fGAC198SJs7kw3fVOA6BSU093iokPaB5PNQAAtXZ+spMnTpzNTqOmAKi54ZkdmcYnAlCl2U6xvl7jE2keoRgAALX26NF2umVyi1v1ANTc0MhYeork5q2rqi4FgCVsunuxU6xfKEYDCcUAAKi1oZlb9favAFB3Q612rtu0MoP9vVWXAsASNj3bKWZ8Ig3kqQYAoNaGRtoZ7O/JtRtXVl0KAMzJUKudW4xOBKBikzOhWH+v+IDm8VQDAFBrw6Nj2bF1dXp7jPYAoL7OXpjOwZPndD4DULnpjvGJNJdQDACAWhsaaWeXA0QAam549OI4YO80AKo23Z0Zn6hTjAbyVAMAUFvH2hdy4uxkdho1BUDNDbdmQzHvNACqNTXTKdZnGgcNJBQDAKC2hlpjSZJb3KoHoOaGRsaycqA3V69fXnUpACxxUzM7xQb6xAc0j6caAIDamr1Vb/8KAHU31Gpnx7bV6XErH4CKTesUo8GEYgAA1NbekXY2r16WjauWVV0KAFyysiwz1GobnQjAojDbKdZvpxgN5KkGAKC2hkfHskuXGAA1Nzp2IWfOT3mnAbAoTHdnOsV6dYrRPEIxAABqabrTzb7RcQeIANTe3pkdmd5pACwGOsVoMk81AAC19MSJc5mc7manUVMA1NzsjkzjEwFYDKZmdor194gPaB5PNQAAtTTkVj0ADTE0MpYr1g5m7Yr+qksBgEzPdIoZn0gTCcUAAKil4VY7vT1FbtqyqupSAGBOhlrt7HTJA4BFwk4xmkwoBgBALe0daef6TSsz2N9bdSkAcMmmOt08dmzc6EQAFo3J6ZmdYsYn0kCeagAAaml4dMytegBq7/FjZzPVKY0DBmDRmO5209tTpKdHpxjNIxQDAKB2xi9M56mT57NrqwNEAOptdkemix4ALBbTnTJ9AjEaSigGAEDt7BttJ3GACED9Dbfa6espcuNmOzIBWBymOmX6e0UHNJMnGwCA2hluXQzF7F8BoO6GW+3csHllBvoc0QCwOEx1uunv1SlGM/mOCwCA2hlutbNioDdXr19edSkAMCdDrXZ2uuQBwCIy3e2mT6cYDeXJBgCgdoZaY7l562qLnwGotfbEVA6fPp+dW41OBGDxmOqU6fezFg0lFAMAoFbKssxwq51dW+0TA6De9o2OJ4lOMQAWlemOTjGay5MNAECtHBu/kFPnprJzm1AMgHr70o5M7zQAFo+pbmmnGI0lFAMAoFYcIALQFMOtsawc6M1V6+zIBGDxmJrupl+nGA3lyQYAoFZmQzGdYgDU3VCrnR3b7MgEYHGZ7pbp0ylGQwnFAAColaFWO5tWLcvGVcuqLgUALllZlhkebet8BmDRmep009cjOqCZPNkAANTKvtF2dm5bVXUZADAnx9oXcvrcVHZsFYoBsLhMd8oMGJ9IQ3myAQCojU63vBiKbV1TdSkAMCdDxgEDsEhNdbrGJ9JYQjEAAGrj4MlzmZjqGjUFQO3N7sjctc1FDwAWl6lumT6dYjSUJxsAgNoYbo0lcasegPobarWzefWybFg5UHUpAPBXTHe66e/RKUYzCcUAAKiNoVY7RRH7VwCoveHRMZ3PACxK050y/TrFaChPNgAAtbFvtJ1rN6zI8oHeqksBgEvW6ZZ5dHQ8O13yAGARslOMJhOKAQBQG0Otti4xAGrvyRNnc2G6mx06xQBYhKa6XZ1iNJYnGwCAWpiY6uSJ42eNmgKg9oZb7STxTgNgUZrulOmzU4yGEooBAFAL+4+Op1smO7etqboUAJiT2R2ZN28RigGw+Ex1yvTpFKOhPNkAANTC0Myt+p1u1QNQc8Otdq7buNKOTAAWpalONwN2itFQQjEAAGph32g7A309uW7jiqpLAYA52Tfazk47MgFYpKY7XZ1iNJYnGwCAWhhqtXPzllV+OAOg1iamOnnixFmdzwAsWlPdMn06xWgoJwoAANTCcGvMrXoAau/R0dkdmd5pACxO051u+ntEBzSTJxsAgEXv9LnJjI5dcIAIQO0NtcaSCMUAWJw63TLdMuk3oYOG8mQDALDoDbXaSRwgAlB/w612lvX15LqNK6suBQD+mqlON0mMT6SxhGIAACx6+0YvhmK7tq2puBIAmJvh0XZu3roqvT0OGwFYfKa7ZZKkXyhGQwnFAABY9IZa7axd3p+ta5ZVXQoAzMlwq52dW13yAGBxmp7tFLNTjIbyZAMAsOgNt9rZuW11isJtRQDq69TZyRxtX8gu44ABWKQmZ0Kx/j7RAc3kyQYAYFEryzL7Wu3s3OoAEYB6m92RuUMoBsAiNd2ZGZ9ozC8NJRQDAGBRO3z6fNoXprPTASIANTfcGksSnWIALFqdmZ1idl/SVEIxAAAWtX2jF2/VO0AEoO6GR8ezbkV/tqy2IxOAxUkoRtMJxQAAWNSMmgKgKYZbY9mx1Y5MABavTikUo9mEYgAALGr7Wu1cuXYwawb7qy4FAC5ZWZbZNzqu8xmARa2rU4yGE4oBALCoDbXa9okBUHuHT5/PuB2ZACxy07OhmK5mGkooBgDAojXV6ebxY2eNTgSg9mZ3ZO7c6p0GwOI1u1OsR6cYDSUUAwBg0Xri+NlMdrpGTQFQe3ZkAlAH3VKnGM0mFAMAYNEanrlVv8OtegBqzo5MAOqgY6cYDScUAwBg0RputdPbU+TGzauqLgUA5sSOTADqQChG0wnFAABYtIZb7Vy3cUUG+3urLgUALpkdmQDUhVCMphOKAQCwaA2PtrNr25qqywCAObEjE4C66MzsFOuxU4yGEooBALAonZuczsGT5+wTA6D27MgEoC663Yv/1ilGUwnFAABYlB4dHU9Zxv4VAGrPjkwA6mK2U0woRlMJxQAAWJRmb9ULxQCoOzsyAaiLzkyrmFCMphKKAQCwKA232hns78n2DSuqLgUA5sSOTADqojM7PtFOMRpKKAYAwKK0b7Sdm7esdkMRgFqzIxOAOul0L45P7JEc0FAebQAAFqWhVtvoRABqz45MAOqka6cYDScUAwBg0Tl5djLH2hey0616AGrOjkwA6mS2U6xPKEZDCcUAAFh0hlsOEAFoBjsyAaiTp8cn2ilGQwnFAABYdPa5VQ9AQ9iRCUCdzIZi3ls0lVAMAIBFZ6jVzroV/dmyelnVpQDAnNiRCUCddEqdYjSbUAwAgEVn32g7O7auTuEHMQBqzI5MAOqmq1OMhhOKAQCwqJRlmX2tdna5VQ9AzdmRCUDdTM+EYn1CMRpKKAYAwKJy5MxE2hems8OtegBqzo5MAOqmOzs+UShGQwnFAABYVPbN3KrXKQZA3Q2P2pEJQL10ZscnGmVPQwnFAABYVIZmQrGbdYoBUHPDLTsyAaiX2VBMpxhNJRQDAGBR2TfazpVrB7N2eX/VpQDAJbMjE4A6mh2faKcYTSUUAwBgURlqtbPDASIANWdHJgB1ND07PlEoRkMJxQAAWDSmO908dnQ8Ox0gAlBzszsyd7roAUCNdGfHJxr9S0MJxQBgjoqi+IWiKI4WRfHI83y8KIrip4qi2F8UxcNFUdy10DVCXTxx4mwmO10HiFAR7zS4fGZ3ZOoUA6BOOt2L/9YpRlMJxQBg7j6Q5J0v8PGvTnLzzD/vTfLzC1AT1NJwazyJA0So0AfinQaXxb7Rdq6wIxOAmumUs51iFRcC80QoBgBzVJblp5KcfIFPeXeSXy4v+mySdUVRXLEw1UG9DLfG0lMkN21ZVXUpsCR5p8HlM9Rq63wGoHa63TK9PUUK4xNpKKEYAMy/q5I89YzfH5r5M+BZhkfbuW7Tygz291ZdCvDcvNPgJbAjE4C6mu6W6RWI0WBCMQCYf8/13WT5nJ9YFO8tiuLzRVF8/tixY/NcFiw+w612drlVD4uZdxq8BHZkAlBX3bJMj9SABvN4A8D8O5Tkmmf8/uokR57rE8uyfH9ZlneXZXn35s2bF6Q4WCzOT3by5Mlz9onB4uadBi+BHZkA1FVHpxgNJxQDgPn34SR/r7jodUnOlGU5UnVRsNjsPzqesoxOMVjcvNPgJRgebduRCUAtdbplenqEYjRXX9UFAEDdFUXxa0nenGRTURSHkvxokv4kKcvyfUk+kuRdSfYnOZfkPdVUCovbUGssiVv1UCXvNLg8hltjdmQCUEudbpk+oRgNJhQDgDkqy/JbXuTjZZLvXaByoLb2jbazrK8n125cWXUpsGR5p8HlsW90XOczALXUKcv0CsVoMOMTAQBYFIZHx3Pz1lV+AAOg1iamOnnixNnsFIoBUEPdbpkeO8VoMKEYAACLwnBrzOhEAGrv0dGLOzJ3eqcBUEOdrk4xmk0oBgBA5U6fm8zo2AUHiADU3vBoO0myQ6cYADVkfCJNJxQDAKByw62LB4hGTQFQd8OtsQz09eQ6OzIBqCGdYjSdUAwAgMrtGxWKAdAMw6PjuXmLHZkA1FOnW6bXTjEaTCgGAEDlhkfbWTPYl21rBqsuBQDmZF+r7ZIHALXVLcv0uNhBgwnFAACo3PDMAWLhRiIANXbm3FRaYxN2ZAJQWzrFaDqhGAAAlSrLMsOtdnY4QASg5oZnxgHv0CkGQE11ujECmEYTigEAUKnRsQsZm5jOLgeIANTcbCjmnQZAXXW6XaEYjSYUAwCgUkOtsSTRKQZA7Q23xrLajkyoXFEU1xRF8YmiKPYWRbG7KIofeI7PeXNRFGeKovjCzD8/UkWtsNh0ytgpRqP1VV0AAABL276ZW/U73aoHoOb2tcazc6sdmbAITCf5p2VZPlAUxeok9xdF8bGyLPc86/M+XZbl11ZQHyxa3W6ZXq8xGkynGAAAlRpujWfrmmVZt2Kg6lIA4JKVZZnh0bZLHrAIlGU5UpblAzO/bifZm+SqaquCeuh0S+MTaTShGAAAlRoeHTM6EYDaGx27kDPnp4RisMgURXFdkjuT/OVzfPjLiqJ4qCiKPyyK4raFrQwWJ6EYTScUAwCgMp1umUdHL46aAoA6G54ZB+yiByweRVGsSvKhJP+4LMuxZ334gSTXlmV5R5KfTvI7L/B13lsUxeeLovj8sWPH5q1eWAw6pVCMZhOKAQBQmSdPnM2F6a5b9QDU3nDr4nm7ix6wOBRF0Z+LgdivlmX5W8/+eFmWY2VZjs/8+iNJ+oui2PRcX6ssy/eXZXl3WZZ3b968eV7rhqp1umV67MakwYRiAABUZt/MrXqhGAB1N9waz5bVy7J+pR2ZULWiKIok/z3J3rIs/9PzfM62mc9LURT35OI56YmFqxIWp65OMRqur+oCAABYuoZb4ymK5OYtQjEA6m3faNslD1g8vjzJtyX5YlEUX5j5sx9Osj1JyrJ8X5K/leR7iqKYTnI+yTeXZVlWUCssKp1umT6hGA0mFAMAoDLDo2O5dsOKLB/orboUALhknW6ZfaPtfNvrrq26FCBJWZb3JnnBU/2yLH8myc8sTEVQH8Yn0nTGJwIAUJnhVjs77F4BoOYOnjyXC9Pd7NApBkDNdbrGJ9JsQjEAACoxMdXJEyfOZZcDRABqbrh1cUemdxoAddcpy/QIxWgwoRgAAJV47Nh4Ot3SrXoAam+41U5RJDdtWVV1KQAwJ91umV7jE2kwoRgAAJXYN3rxVv1O4xMBqLl9o+1s37AiKwasbgeg3jplmT6dYjSYUAwAgEoMt8Yz0NuT6zatrLoUAJiT4dG2Sx4ANEKnY3wizSYUAwCgEsOtsdyweWX6e31LCkB9XZju5MDxs9lpHDAADdApjU+k2ZxAAABQiX2j4w4QAai9x46evbgjU6cYAA3Q6UanGI0mFAMAYMGNTUzl8OnzQjEAam94dCxJsss7DYAG6JZlDPOgyTzeAAAsuEdH20li/woAtTfcGk9/b2FHJgCNMN3ppq9HbEBzeboBAFhwQ62ZUMytegBqbrg1lhs3r7IjE4BG6JZJj51iNJjv2AAAWHD7Wu2sWtaXq9Ytr7oUAJgTOzIBaJJO1/hEms3jDQDAghsebWfH1lUp3EAEoMbadmQC0DCdskxPj5/TaC6hGAAAC6osywy32g4QAai9fXZkAtAw3W6ZPqEYDSYUAwBgQR0bv5BT56YcIAJQe8Ot8SR2ZALQHNPdMr0metBgQjEAABbUcOvirfodDhABqLnh1lhWDvTakQlAI3S7ZZIYn0ijCcUAAFhQs6GYTjEA6m54tJ0d21bbkQlAI3TKi6GYTjGaTCgGAMCCGm61s2nVsmxctazqUgDgks3uyNyl8xmAhujoFGMJEIoBALCg9o22s3PbqqrLAIA5md2RuUPnMwAN0Z3pFOsTitFgQjEAABZMt1tm3+h4dm5dU3UpADAnT48D1ikGQENMz3SK9QrFaDChGAAAC+apU+dyfqqjUwyA2rMjE4Cm6c6OT7RTjAYTigEAsGCGnr5Vr1MMgHqzIxOApunoFGMJEIoBALBg9s2EYjdv0SkGQL3ZkQlA03Rmdor1CMVoMKEYAAALZni0ne0bVmTlsr6qSwGAS2ZHJgBNNNsp1icUo8GEYgAALJjhVjs77F4BoObsyASgiZ4en2inGA0mFAMAYEFcmO7kwPGz2bVNKAZAvQ3bkQlAA3W7F/9tfCJNJhQDAGBBPH7sbKa7ZXYIxQCouWE7MgFooNmdYr1SAxrM4w0AwILYNzpzq974RABqbni0nWs2LLcjE4BGeXp8Yo/YgObydAMAsCCGWu309xa5ftPKqksBgDkZbrWzc6vRiQA0i51iLAVCMQAAFsS+Vjs3bFqVgT7fggJQX7M7MnduMzoRgGb5UqdYxYXAPPJ4AwCwIIZa7ey0TwyAmpvdkblzm04xAJqlO7NTrEenGA0mFAMAYN61J6Zy+PR5oRgAtWdHJgBN9aVOMaEYzSUUAwBg3u0bHU/iABGA+rMjE4Cm6pRCMZpPKAYAwLx7+la9TjEAas6OTACaSqcYS4Hv4AAAmHfDrXZWDvTmqnXLqy4FAOZkeNSOTACa6elQzE4xGkwoBgDAvBtutXPz1tXpceMQgBobvzCdQ6fsyASgmbozoZif22gyoRgAAPOqLMuLt+rtEwOg5oZbF8cB7/BOA6CB7BRjKRCKAQAwr46PT+bk2Um36gGovdkdmbu80wBooGk7xVgChGIAAMyr2Vv1DhABqDs7MgFosq6dYiwBQjEAAObVUGssSbJDKAZAzQ21xuzIBKCxOjrFWAKEYgAAzKvhVjubVg1k06plVZcCAJesLMsMt9o6nwForO7MTrEenWI0mFAMAIB5tW+0bZ8YALV3bPxCTp2b8k4DoLE63Yv/7usVitFcQjEAAOZNt1tm3+h4dm5dU3UpADAnszsyhWIANNV092IqplOMJhOKAQAwbw6ePJfzU53s3Laq6lIAYE6eDsW2CsUAaKbZ8Yl2itFkQjEAAObN0NO36nWKAVBvF3dkLstGOzIBaKjZ8Ym9OsVoMKEYAADzZt/oxVBsx1adYgDU2/BoO7uMTgSgwbrdi51iPVIDGszjDQDAvBlutbN9w4qsGOiruhQAuGSdbpl9o+3sMDoRgAbrzIxP7JOK0WCebgAA5s1Qayw73aoHoOaeOnkuE1NdnWIANNq0TjGWAI83AADzYmKqkydOnHOACEDtfWlHpncaAM01Oz7RTjGaTCgGAMC8eOzYeDrd0qgpAGpvuNVOUSQ325EJQIN1ZkOxHqEYzSUUAwBgXgzP3KrXKQZA3Q2PjtmRCUDjdcvZ8YlCMZpLKAYAwLwYbrUz0NuT6zatrLoUAJiT4VY7O3U+A9BwszvF+oRiNJhQDACAeTHUaufGLavS3+tbTgDqy45MAJaK2fGJPXaK0WBOKAAAmBf7RtvZafcKADW3/+jMjkyhGAAN17VTjCVAKAYAwGV35txURs5MZOe2NVWXAgBzsm/UjkwAlobOzE6xXp1iNJhQDACAy27YASIADfH0jsyNdmQC0GzdbpmiSHp0itFgQjEAAC674dZYkhg1BUDtze7I7LMjE4CGm+6WusRoPN/RAQBw2Q2PtrN6sC9Xrh2suhQAmJN9o22dzwAsCZ2y1CVG4wnFAAC47IZb7ezcujqFW4YA1NiXdmQKxQBovq5OMZYAoRgAAJdVWZYZarUdIAJQe7M7Mr3TAFgKOt2kV6cYDScUAwDgsmqNTaQ9Me0AEYDam92RuXOrdxoAzdctS6EYjScUAwDgshpqzdyqd4AIQM3N7si8wo5MAJaA6W5XKEbjCcUAALishltGTQHQDMOtdnZtsyMTgKWh0016vPNoOKEYAACX1XCrna1rlmXdioGqSwGAS1aWZYZb7ezQ+QzAEtHtlumVGNBwHnEAAC6roVY7O7etqboMAJiTkTMTGZuYzi6dzwAsEZ2yTK9OMRpOKAYAwGUz1enmsaPjDhABqL0vjQN20QOApaHTLdPbKxSj2YRiAABcNk8cP5vJTjc7jZoCoOaGZkMx7zQAlohOV6cYzScUAwDgsnn6AFGnGAA1N9wayxVrB7N2RX/VpQDAguiUZXp6hGI0m1AMAIDLZrjVTm9PkZu2rKq6FACYk6FW2zhgAJaUrk4xlgChGAAAl81Qq53rN63MYH9v1aUAwCWb6nTz2LFx+8QAWFI63TK9OsVoOKEYAACXzfDomNGJANTegeNnM9UpdYoBsKQIxVgKhGIAAFwW4xem89TJ89m11QEiAPW2d2QsiR2ZACwtnVIoRvMJxQAAuCz2jbaTOEAEoP6GW+309RS5cbMdmQAsHZ1umR47xWg4oRgAAJfF0MjFUGyX/SsA1Nxwq50bNq/MQJ9jEwCWjq5OMZYA390BAHBZDLfGsmKgN1evX151KQAwJ0Otdna65AHAEmOnGEuBUAwAgMtiqNXOjq2r0+OHKABqrD0xlcOnz2eXccAALDGdbple4xNpOKEYAABzVpZlhkfbueUKB4gA1NvsjkyhGABLjU4xlgKhGAAAc3a0fSGnz01l51YHiADU21DrYii2UygGwBLTKWPyB40nFAMAYM6+dIBo/woA9TY00s7qZX25ap0dmQAsLd1umV6ZGA0nFAMAYM6GW2NJjJoCoP6GW+3s2LY6hZ0qACwx090yvT0iA5rNEw4AwJwNtdrZsnpZ1q8cqLoUALhkZVlmqDVmdCIAS1K3W6ZXYkDDecQBAJiz4VbbASIAtdcam8jYxLTOZwCWpE5ZptdOMRpOKAYAwJxMd7p59Oi4A0QAau/pHZlbvdMAWHq63TI9xgfTcEIxAADm5IkT5zI53c3ObWuqLgUA5mR4JhTb5Z0GwBLUKcv06RSj4YRiAADMyVBrLEl0igFQe8Otdq5YO5i1K/qrLgUAFtx0p0yPUIyGE4oBADAnw612enuK3LRlVdWlAMCcDNmRCcAS1i3L9BqfSMMJxQAAmJOhVjvXbVyRwf7eqksBgEs21elm/1GhGABLV6dbplenGA0nFAMAYE6GW227VwCovQPHz2aqUxoHDMCS1S2NT6T5hGIAAFyysxemc/DkObfqAai9oVY7SbJzq4seACxNnW6ZPqEYDScUAwDgku0bnTlAFIoBUHPDrbH09hS5ccvKqksBgEpMd8v02ClGw1USihVF8U1FUewuiqJbFMXdL/B57yyKYrgoiv1FUfyLhawRAIAXNzxzq96oKQDqbrjVzg2bVmZZnx2ZACxNXTvFWAKq6hR7JMk3JPnU831CURS9SX42yVcnuTXJtxRFcevClAcAwEsx1GpnxUBvrlm/oupSAGBOhlptnc8ALGmdUihG81USipVlubcsy+EX+bR7kuwvy/Lxsiwnk3wwybvnvzoAAF6qodZYdmxdbRkzALXWnpjKoVPnc8sV9okBsHR1uzE+kcZbzDvFrkry1DN+f2jmzwAAWATKssxwq51brnCrHoB6m92RaRwwAEvZdLebPhceabi++frCRVH8SZJtz/Ghf1WW5e++lC/xHH9WvsDf994k702S7du3v6QaAQC4dEfbF3Lq3FR2bXOrHoB62zsyE4rpFANgiSrLMt0ypoDQePMWipVl+ZVz/BKHklzzjN9fneTIC/x970/y/iS5++67nzc8AwDg8tg7MpYk9q8AUHtDrbGsHuzLlWsHqy4FACrRnTlR7zU+kYZbzOMTP5fk5qIori+KYiDJNyf5cMU1AQAwY7hl1BQAzTDcamfXttUpHAQCsER1ZlKx3sWcGMBlUMkjXhTF3yyK4lCSL0vyB0VR/PHMn19ZFMVHkqQsy+kk35fkj5PsTfIbZVnurqJeAAD+uqFWO1esHcy6FQNVlwIAl6wsywyNtI0DBmBJ65azoZhUjGabt/GJL6Qsy99O8tvP8edHkrzrGb//SJKPLGBpAAC8RHtHxoxOBKD2Dp8+n/aFae80AJa0aZ1iLBEecQAAXrapTjePHRt3qx6A2psdB3zLFUIxAJau2fGJPUYJ03BCMQAAXrbHj53NVKd0gAhA7Q3NhGI7tnqnAbB0dZ/uFBOK0WxCMQAAXrah1liSGDUFQO3tHRnL1euXZ/Vgf9WlAEBlOqVQjKVBKAYAwMs21Gqnv7fIDZtWVV0KAMzJcKttHDAAS55OMZYKoRgAAC/b0MhYbty8KgN9vp0EoL4uTHfy+PGz2aXzGYAlbno2FLNTjIZzigEAwMt28Va9A0QA6m3/0fF0umV22ZEJwBLXmQnFenSK0XBCMQAAXpYz56Zy5MxEdl1h1BQA9TY00k4S4xMBWPK6pU4xlgahGAAAL8tQayxJslOnGAA1N9Qay0BfT67buKLqUgCgUh07xVgihGIAALwsw6MXb9Xf4lY9ADU31Gpnx9ZV6et1PALA0iYUY6nwXR8AAC/L3pF21q3oz9Y1y6ouBQDmZKjVNjoRAJJ0SqEYS4NQDACAl2WoNZadW1enMGsegBo7MX4hx9oXsss4YAB4ulOsx895NJxQDACAl6zbLbOv1c4tV7hVD0C9DbcujgPWKQYASbd78d86xWg6oRgAAC/ZoVPnc3ayk51u1QNQc3tnQjHvNAD40vjEPqEYDScUAwDgJdvbGksSo6YAqL2hkbFsWjWQzavtyASAzkyrWI9QjIYTigEA8JINt9opimTHVqEYAPU2PNo2OhEAZnRmxyfaKUbDCcUAAHjJhlpj2b5hRVYu66u6FAC4ZJ1umeFW2+hEAJjR6V4cn9gjMaDhPOIAALxkQ6220YkA1N6TJ87mwnTXOw3+P/b+PErPNL8Lu79Xlfa11Ku2VnfPeGZ6372ACcEmgE3wAhhsAyGYHAaI2SHgF4c9J3lZ3wB2MCaxMcTGBLDBwGDjEGOHEGC0tNRaumdzV6lKpd5Um3bV81zvH1Wl0fRILbVKVXfdz/35nFNHqqXV3z/qnPt5ru91/S6ARf3FO8WcFGPQKcUAALgjl6728ua7F4yaAqD1Xj87lyR5co9nGgAkXzwptm5YKcZgU4oBAHBHPvv2XPo1dtUD0HqvT85mqCRf8dC2pqMAwJpwfXyik2IMOKUYAAB35PVJu+oBGAynzs7lIw9uy6b1w01HAYA1YakUGx5SijHYlGIAANyRU2dns3n9cA7ct6XpKACwLK+fnXXyGQBu0KtOitENSjEAAO7IqcnZfGL39gzZOQhAi81dvpbT5y45+QwAN+g7KUZHKMUAALitWmtePzuXJ/fYVQ9Au71xdmEcsJNiAPBF84ul2DqlGANOKQYAwG29NXsl0xev2VUPQOudOuuOTAB4v/7S+ESlGANOKQYAwG2dmpxNkjyx2wIiAO12anI2Ozaty56dm5qOAgBrRm9pfKI7xRhwSjEAAG7r1NmFUuwTRk0B0HKvT87miT07Uiz6AcB1PXeK0RFKMQAAbuv1ybnsG9mcnZvXNx0FAO5av1/zxtm5PGV0IgB8iaXxiUoxBp1SDACA23r97Gye3OOUGADtNj51KReu9vKEk88A8CXmnRSjI5RiAAB8oMvXevn8OxfcJwZA651cuiPTSTEA+BL9xVJsyHhhBpxSDACAD/S5t8+n1695wkkxAFru9bOzKSX5+MPbmo4CAGuKO8XoCqUYAAAf6PWzc0mSJ+2qB6DlXp+cy+P3b82WDeuajgIAa0pvoRPLsJNiDDilGAAAH+j1ydlsXDeUx+7f2nQUAFiW18/OOvkMADexND5xeFgpxmBTigEA8IFOnZ3NJ3ZvN0YDgFa7cGU+o+cuuiMTAG5ifqkUc1KMAacUAwDglmqtOTU5lyd221UPQLu98dZcao1nGgDcRL8ulGJDGgMGnF9xAABu6Z3zV3LuwlX3iQHQeq9PuiMTAG6l56QYHaEUAwDglpYWEI2aAqDtXj87m20b12X/rs1NRwGANed6KWZsPgNOKQYAwC2dmpxNYtQUAO13anI2T+zenmIHPAB8mV6/ZqjEc5KBpxQDAOCWXj87l907NmXX1g1NRwGAu1ZrzeuTc3lij00eAHAzvVqdEqMTlGIAANzSqcnZPGkBEYCWm5i+lLkr8+4TA4Bb6PdrhpwSowOUYgAA3NTV+X4+/875PGEBEYCWc0cmAHywXt9JMbpBKQYAwE19/p3zudar7hMDoPWW7sj8hGcaANyU8Yl0hVIMAICbev3swgKiUVMAtN3rZ+dy4L4t2bZxXdNRAGBNclKMrlCKAQBwU69PzmXD8FA+8sDWpqMAwLKcOuuOTAD4IL1+zbA7xegApRgAADd1cnI2H3t4W9YNe8kIQHtdutrLm+9ecJ8YAHyAfq0ZclKMDrDCAQDATZ2anDM6EYDWe+OtufSrccAA8EGcFKMrlGIAAHyZd+au5N3zVywgAtB6pyYX7sh8yjMNAG6p1487xegEpRgAAF9maQHR/SsAtN2pydls27gu+3dtbjoKAKxZvX5fKUYnKMUAAPgydtUDMChOTc7mid3b3ZMCAB+gV50UoxuUYgAAfJlTk7PZs3NTRrZsaDoKANy1Wmted0cmANxWv1+jE6MLlGIAAHyZUxYQARgA41OXMndl3jMNAG6j169OitEJSjEAAL7ElflePv/O+Tyx231iALTbycVxwE+4IxMAPtB8v2Z4SF3A4PNbDgDAl/jsW+cz36921QPQeqcmZ1NKbPQAgNvo15phbQEd4NccAIAvcWpxV71SDIC2OzU5m8fu35otG9Y1HQUA1rRev2a4GJ/I4FOKAQDwJU5NzmXT+qE8/sDWpqMAwLIs3JHplBgA3E6/1gy5U4wOUIoBAPAlTk3O5hMPb3fJMgCtNnf5WsbOXcyTu518BoDb6fVr1nkPSAcoxQAAuK7WmlNnZ41OBKD13jg7l8Q4YAC4E/P9miHjE+kApRgAANednb2c6YvXLCAC0HrX78jc65kGALfT71fTQugEpRgAANddX0BUigHQcicn57Jj07rs3bmp6SgAsOb1qlKMblCKAQBw3anJhVFTT+zZ3nASAFieU5ML44CLUVAAcFt94xPpCKUYAADXnZyczf5dm7Nj0/qmowDAXev1a944O+fkMwDcoV6tWeekGB2gFAMA4LqlXfUA0Gaj713IpWu9POWZBgB3ZL5XM6QUowOUYgAAJEkuXe3lzXcvKMUAaL2lccCeaQBwZ/q1Ztj4RDpAKQYAQJLkjbfm0q/JU+4TA6DlTk3OZnio5GMPb2s6CgC0Qq9fM+ykGB2gFAMAIMnCAmJiVz0A7XdqcjYfeWBrNq0fbjoKALRCv8b4RDpBKQYAQJKFBcStG4bzyK4tTUcBgGVxRyYAfDjz/X7WKcXoAKUYAABJFhYQn9izw+5AAFpt+uLVnJm5rBQDgA+h30+G3ClGByjFAABIrTWvT87lSfeJAdBypybnksQzDQA+hIU7xZpOASvPrzkAABmfupS5K/N21QPQekt3ZD7lmQYAd6xXa4ZNDaEDlGIAAOSkBUQABsSpydk8sG1DHty+sekoANAa/b5SjG5QigEAkJNnZjNUkid2K8UAaLeTk7N5cs+OFPeiAMAdm+/XDHt20gFKMQAAcnJyNo8/sDWbNww3HQUA7trV+X4++9b5PLXXJg8A+DD6/ZohJ8XoAKUYAAA5eWbWfWIAtN7n3zmfq72+ccAA8CH1qpNidINSDACg42YuXcvE9CW76gFovVPuyASAu9JzpxgdoRQDAOg4C4gADIqTZ2azcd1QHn9ga9NRAKBV+lUpRjcoxQAAOu7kmcVSzEkxAFru5ORsnti9PeuGLXcAwIcx76QYHeFVIgBAx52cnM0D2zbkoe2bmo4CAHet1pqTk+7IBIAPq9aaWpMhd4rRAUoxAICOO2UBEYABcHb2cqYvXnPyGQA+pF6/JomTYnSCUgwAoMOuzvfz2bfOW0AEoPWujwO20QMAPpReVYrRHUoxAIAO+/w753O117eACEDrLZViT3imAcCH4qQYXaIUAwDoMLvqARgUJydn8+j9W7Jt47qmowBAq1wvxdwpRgcoxQAAOuzU5Gw2rhvK4w9sbToKACzLqclZmzwA4C70+wt/DjkpRgcoxQAAOuzk5Gye2L0964a9LASgvc5fmc+b711UigHAXbh+p5hOjA6w+gEA0FG11pycnM2TFhABaLnXJxfGAXumAcCHd318os2SdIDfcgCAjpqcuZzpi9fy1F4LiAC028nFUswzDQA+PHeK0SVKMQCAjjq1tIBoVz0ALXdqcjYjW9Znz85NTUcBgNa5Pj5RW0AH+DUHAOiok2cWSrEnlGIAtNzJM7N5as+OFDvcAeBD6y+eFBvyHKUDlGIAAB11cnI2j96/Jds2rms6CgDctfleP6+fnXOfGADcpevjE4eUYgw+pRgAQEednJw1OhGA1vvFdy/kynzfMw0A7tIXxycqxRh8SjEAgA46f2U+o+9dtIAIQOudXLojc69nGgDcDSfF6BKlGABAB71uARGAAXFycjYbhofy0Qe3NR0FAFrpeinmTjE6QCkGANBBS7vq3b8CQNudPDObr3hoWzass8QBAHdjqRQbclKMDvCKEQCgg05MzGbXlvXZs3NT01EA4K7VWnPyzGyedvIZAO5avzopRncoxQAAOujk5Gye2rsjxZseAFrs7bkree/CVeOAAWAZ5pfGJw57f8jgU4oBAHTMtV4/b5ydy9N7dzYdBQCW5cSZmSTxTAOAZei7U4wOUYoBAHTM594+n6u9vlFTALTeiYmlOzK3N5wEANpr6U6xYXeK0QFKMQCAjjl5ZmEB8ak9SjEA2u3k5GwevX9Ltm9a33QUAGit3uKdYkNOitEBSjEAgI45cWY2m9YP5SMPbms6CgAsy4kzs04+A8Ay9fsLf65zpxgdoBQDAOiYk5Mz+cTuHUZjANBqs5evZezcRSefAWCZ5hdbMSfF6AKlGABAh9Rac9KuegAGwKnFccBP793ZcBIAaLd+dacY3aEUAwDokPGpS5m9PK8UA6D1Tk4ulWKeaQCwHL3F8YnDTorRAUoxALgHSinfUEp5o5TyuVLK99zk+ztLKf+8lHK0lHKilPJdTeSEE4u76o2aAm7FM422OHFmNg9s25AHt29sOgoAtFqvv3BSbEhbQAf4NQeAZSqlDCf5/iTfmOSpJN9ZSnnqfT/23UlO1lqfT/IrkvzVUsqGVQ0KSU6emclQSZ7YrRQDvpxnGm1y4sxsntq7M8WudgBYlqXxieu0YnSA33IAWL6vSvK5WusXaq1Xk/x4km9538/UJNvLwqrNtiTnksyvbkxYGDX1kQe3ZfOG4aajAGuTZxqtcHW+n8+9PefkMwDcA/P9pTvFGg4Cq8CvOQAs374kp2/4fHzxazf6viRPJjmT5LUkf7DW2l+dePBFJ87MunsF+CCeabTCZ96ay7Ve9UwDgHugvzQ+0elrOkApBgDLd7NXjfV9n/+aJK8m2ZvkhSTfV0r5slWcUsonSykHSykH33nnnXudk447d+FqJmcuW0AEPohnGq1wcnLhjkzPNABYvt71k2JKMQafUgwAlm88ySM3fL4/C7vnb/RdSX6iLvhckl9M8sT7/6Fa6w/WWl+ptb7y4IMPrlhguunkmYUFxKf27Gw4CbCGeabRCifPzGbLhuE8dv/WpqMAQOv1qpNidIdSDACW79NJPlZKebyUsiHJdyT5qff9zFiSX5kkpZSHk3wiyRdWNSWdd3JyJold9cAH8kyjFU6emc2Te3ZkyI52AFi2pZNi64Y9Vxl865oOAABtV2udL6X8viQ/k2Q4yQ/VWk+UUn7P4vd/IMlfSPJ3SymvZWE01Z+otb7bWGg66cSZ2ezduSm7tm5oOgqwRnmm0Qb9fs3Jydn8hpfef90dAHA3ro9PdFKMDlCKAcA9UGv9VJJPve9rP3DD388k+dWrnQtudOLMbJ5ySgy4Dc801rqxcxdz/sp8ntrjmQYA90J/aXyiE9h0gPGJAAAdcOlqL19453ye2us+MQDa7eTkwh2ZT3umAcA94aQYXaIUAwDogNfPzqZfY1c9AK134sxMhodKPvbwtqajAMBAuF6KuVOMDlCKAQB0wBd31SvFAGi3k2dm87GHtmXT+uGmowDAQHBSjC5RigEAdMCJM7PZsWld9u/a3HQUAFiWE2dmnXwGPlAp5ZFSys+VUk6VUk6UUv7gTX6mlFL+Rinlc6WUY6WUl5rICmvBYieWIaUYHbCu6QAAAKy8E2dm8/TenSne5ADQYm/PXc7bc1fy9D73iQEfaD7JH621Hi6lbE9yqJTys7XWkzf8zDcm+djix1cn+VuLf0Ln9OtCKzbkCA0d4NccAGDAzff6eX1y1uhEAFrvxBnjgIHbq7VO1loPL/59LsmpJPve92PfkuTv1QX/IclIKWXPKkeFNaFvfCIdohQDABhwn3/nQq7M9/OMXfUAtNzJxVLsKaUYcIdKKY8leTHJf3zft/YlOX3D5+P58uIMOqG3dFJMKUYHKMUAAAbc8YmZJHbVA9B+xydm8uj9W7Jj0/qmowAtUErZluSfJPlDtdbZ93/7Jv9JvcW/88lSysFSysF33nnnXseExl2/U2xIKcbgU4oBAAy4E2dms2n9UD7y4LamowDAspw4M5tn9jr5DNxeKWV9FgqxH621/sRNfmQ8ySM3fL4/yZmb/Vu11h+stb5Sa33lwQcfvPdhoWG11ujD6AqlGADAgDt+ZiZP7tmRYe9yAGixmUvXMnbuotGJwG2VUkqS/y3JqVrrX7vFj/1Ukt9eFnxNkpla6+SqhYQ1pNevRifSGeuaDgAAwMrp92tOnZnNt77oegQA2m3pPjF3ZAJ34GuT/FdJXiulvLr4tT+Z5ECS1Fp/IMmnkvzaJJ9LcjHJd61+TFgb+tXoRLpDKQYAMMDGzl3M3JV594kB0HonzrgjE7gztdZ/l5vfGXbjz9Qk3706iWBt6xufSIcYnwgAMMBO2FUPwIA4cWY2u3dsygPbNjYdBQAGSr9fM2x8Ih2hFAMAGGDHz8xk3VDJxx7e1nQUAFiW4xMzTokBwAroVXeK0R1KMQCAAXbizGw+/vD2bFw33HQUALhrl6728vl3zudpJ58B4J6r7hSjQ5RiAAADqtaaE3bVAzAATp2dTb+6TwwAVoI7xegSpRgAwIB6a/ZK3rtw1QIiAK23dEemZxoA3Hu9vvGJdIdSDABgQJ04M5MkecaoKQBa7uSZmYxsWZ99I5ubjgIAA6dvfCIdohQDABhQxydmU0ry5B676gFot+MTs3l6744Uu9gB4J7r941PpDuUYgAAA+rEmZk8/sDWbN24rukoAHDXrvX6eePsXJ7Z6+QzAKyEfq0ZtvGEjlCKAQAMqBNnZvO0BUQAWu6zb53P1V4/T7lPDABWRL/GaWw6QykGADCApi5czcT0pTxjARGAlnNHJgCsrH6tGdIU0BF+1QEABtCJM7NJ4qQYAK134sxstmwYzuP3b206CgAMJOMT6RKlGADAAFraVf+0k2IAtNyJMzN5as+ODA1ZrAOAldDr1wwpxegIpRgAwAA6fmY2+0Y2Z9fWDU1HAYC71u/XnDwza5MHAKygWmPzCZ2hFAMAGEAnJmYsIALQer/43oVcuNrL0+4TA4AVs3BSrOkUsDqUYgAAA2bu8rV84d0LedYCIgAtd3xiYRywZxoArJx+NT6R7lCKAQAMmJNnZpMkz1hABKDljk/MZMO6oXzFQ9uajgIAA6tfoxSjM5RiAAAD5vhiKfb0PuMTAWi34xOzeXL39qwftnwBACulX2uGPGrpCL/qAAAD5sTETB7esTEPbd/UdBQAuGu11hw/M+PkMwCssH6tGXZSjI5QigEADJjXJmbyzF4LiAC029i5i5m7PK8UA4AV1uvXFKUYHaEUAwAYIBevzufz75zP0xYQAWi54xOLd2Ta6AEAK6rWZHhIKUY3KMUAAAbIqcm59GvyrFIMgJY7fmYm64dLPr57W9NRAGCg9WuNToyuUIoBAAyQ4xMzSZJn9u1oOAkALM/xiZl8/OHt2bhuuOkoADDQjE+kS5RiAAAD5PjETO7fuiG7d2xqOgoA3LVaa467IxMAVkWtybBSjI5QigEADJDXJmbyzL6ddvkB0GoT05cydfFantmvFAOAldarNUOaAjrCrzoAwIC4fK2Xz7593uhEAFrv+MRskuSZvZ5pALDSFu4Us7GSblCKAQAMiDfOzqXXr0ZNAdB6J87MZHio5Mk9SjEAWGn9vlKM7lCKAQAMiNcmZpIkz+xTigHQbq9NzORjD23LpvXDTUcBgIHXr8mQToyOUIoBAAyIE2dmsnPz+uzftbnpKABw12qtOT4xk6edfAaAVdGvNcNaMTpCKQYAMCCOT8zmmX07Uoy9AKDF3p67knfPX3VHJgCskl6/eh9JZyjFAAAGwNX5ft44O2d0IgCt99r4wjjgZz3TAGBV1JoMK8XoCKUYAMAA+Mxbc7na6+cZo6YAaLnjZ2ZSSvLkHifFAGA19GrNkKaAjvCrDgAwAE6cWdhV76QYAG13fGI2H3lga7ZuXNd0FADohH6tGXJSjI5QigEADIDXJmayfeO6PHrflqajAMCyHJ+YMToRAFZRrVGK0RlKMQCAAfDaxGye2rsjQ0PeyADQXu/MXcnZ2ctOPgPAKur1a7yVpCuUYgAALXet18+pyVm76gFoveMTxgEDwGrr12qDJZ2hFAMAaLnPvnU+V+f7eXa/BUQA2u21iZmUkjy9d0fTUQCgM/p9d4rRHUoxAICWe21iOkmcFAOg9Y6Nz+TxB7Zm+6b1TUcBgM7o12RYKUZHKMUAAFrutYmZbNu4Lo/dv7XpKACwLMcnZmzyAIBVtjA+sekUsDr8qgMAtNxrE7N5Zt8OM+ABaLV35q7k7OxlpRgArLJ+rSlOitERSjEAgBa71uvn1OSsBUQAWu/4xEwS44ABYLUZn0iXKMUAAFrsM2/N5ep8P89YQASg5Y6Nz6SU5GnPNABYVb1+jcEjdIVSDACgxeyqB2BQvDYxk8cf2JptG9c1HQUAOmXhTjGtGN2gFAMAaLHXJmayfeO6PHb/1qajAMCyHJ+YyXM2eQDAquv3a4aMT6QjlGIAAC322sRsnt63w64+AFrt7bnLOTt72ThgAGhAvybD3lPSEUoxAICWutbr59TkrNGJALSeccAA0Jx+rXFQjK5QigEAtNRn3prL1fl+nt0/0nQUAFiW18ZnU0rytFIMAFZdvxqfSHcoxQAAWsquegAGxWsTM/nIA1uzbeO6pqMAQOf0azKsFKMjlGIAAC312sRMtm9cl0fv29J0FABYluMTMzZ5AEBDev0aV4rRFUoxAICWem18Jk/v25Eh714AaLG35y7n7OzlPKMUA4BVV2tNEu8r6QylGABAC13r9XPq7Fyec58YAC23NA7YMw0AVl9/oRNzpxidoRQDAGihz7w1l6vzfbvqAWi918ZnU0ry9N4dTUcBgM7pLbZiDorRFUoxAIAWWtpV7/4VANrutYmZfOSBrdm6cV3TUQCgc/rGJ9IxSjEAgBZ6bWIm2zeuy6P3bWk6CgAsy/GJGZs8AKAh10sx4xPpCKUYAEALHRufybP7d9rNB0CrvT17OWdnL7tPDAAasnSn2LBSjI5QigEAtMyV+V5OTc7m2f121QPQbsfGF8YBP+eZBgCNWLpTTCdGVyjFAABa5jNnz+dar+a5fSNNRwGAZTk2MZOhkjy1d0fTUQCgk6rxiXSMUgwAoGWOTUwnsasegPZ7bXw6H3toe7ZsWNd0FADopOvjE43mpyOUYgAALfPa+Ex2bVmf/bs2Nx0FAO5arTWvTczY5AEADVoan6gToyuUYgAALXN0fCbP7h9JMd4CgBY7M3M5756/qhQDgAZdH5+oFaMjlGIAAC1y+Vovn3lrLs/ts4AIQLu9Nj6dJHl2/0ijOQCgy3ruFKNjlGIAAC1ycnI2vX7Ns3bVA9Byx8Znsm6o5Ind25uOAgCddf1OMaUYHaEUAwBokdfGZ5LEqCkAWu+1iZl8Yvf2bFo/3HQUAOis/mIrphOjK5RiAAAtcmx8Jg9s25jdOzY1HQUA7lqtNcfGZ2zyAICG9Y1PpGOUYgAALfLaxHSe378zxRsWAFrs9LlLmbl0Lc+5TwwAGnV9fOKQ95h0g1IMAKAlLlyZz+fePu8+MQBa7+j4dJLk2X2eaQDQpJ7xiXSMUgwAoCVOnJlNv7pPDID2e21iJhvWDeXjD29vOgoAdFpdHJ/opBhdoRQDAGiJY4u76p+xqx6Aljs2Pp0n9+zIhnWWJQCgST13itExXn0CALTEaxMz2bNzUx7avqnpKABw1/r9muMTs3nOJg8AaFy/v/Cng2J0hVIMAKAlXhufMToRgNb7xfcu5PyVec80AFgD+k6K0TFKMQCAFpi5dC1fePdCnts/0nQUAFiWpXHAnmkA0DylGF2jFAMAaIETEzNJkmeNmgKg5Y6Nz2Tz+uF89MGtTUcBgM7rL3RiGTY/kY5QigEAtMDRcaUYAIPh2PhMnt67I+uGLUkAQNN6i62Yg2J0hVegAAAtcGx8Ogfu25JdWzc0HQUA7tp8r58TZ2aMTgSANaIujk90UoyuUIoBALTAsfGZPLffKTEA2u0zb53P5Wv9PP+IZxoArAVL4xPdKUZXKMUAANa4d89fycT0pTxvVz0ALXdsfDpJnBQDgDXC+ES6RikGALDGfXEB0a56ANrt6PhMdmxal8fu39J0FAAgN4xP1IrREUoxAIA17ujpmQyV5Jl9SjEA2u3Y+HSe2z+SYuENANaE3mIpNuROMTpCKQYAsMYdG5/OVzy0LVs3rms6CgDctcvXennj7JyTzwCwhrhTjK5RigEArGG11hwbn3H3CgCtd3JyNvP96pkGAGtIf+mkmE6MjlCKAQCsYeNTl/Lehat53q56AFru6OnpJMnzj3imAcBa0e8vlWJaMbpBKQYAsIYdG59Jkjz/yEizQQBgmY6Nz+Sh7Ruze8empqMAAIuWxicOOypGR9y2FCul/JVSytOrEQYAgC91bHw6G4aH8sTuHU1HAYBlOTo+nef2j6TYiQ4Aa0ZvsRXzeKYr7uSk2OtJfrCU8h9LKb+nlGLOAQDAKjk6Pp0n92zPhnUO+APQXrOXr+UL71wwDhgA1pi6eKeYk2J0xW1XV2qt/2ut9WuT/PYkjyU5Vkr5sVLK1610OACALuv3a45PzOa5/SNNRwGAZTm+OA74OeOAAWBN6VV3itEtd7TluJQynOSJxY93kxxN8kdKKT++gtkAADrtC++ez/kr83nOrnoAWu7oUim2zzMNANaSpTvFlGJ0xbrb/UAp5a8l+aYk/1eS/7HW+p8Wv/UXSylvrGQ4AIAuO3p6YQHxebvqAWi5Y+PTOXDfluzauqHpKADADer1k2INB4FVcttSLMnxJP99rfXiTb73Vfc4DwAAi46NT2fLhuF89MFtTUcBgGU5Nj6TFw+MNB0DAHifXt/4RLrlTsYn/tb3F2KllH+TJLXWmRVJBQANKKX8ulLKHY0WhtVwdHwmz+zb6cJj4EMrpRwspXx3KWVX01ng3fNXMjF9Kc+7IxMA1pyl8Yned9IVt1z4K6VsKqXcl+SBUsquUsp9ix+PJdm7agkBYPV8R5LPllL+UinlyabD0G1X5/s5OTmb590nBtyd78jC+7ZPl1J+vJTya0qx/ZdmHBufThJ3ZALAGtRfbMW8UqQrPmg3/O9OcijJE0kOL/79UJJ/luT7Vz4aAKyuWutvS/Jiks8n+eFSyv9bSvlkKWV7w9HooDfOzuXqfD/P2VUP3IVa6+dqrd+b5ONJfizJDyUZK6X8ucXNj7BqXj09k6GSPLNPKQYAa01/8U4xJ8XoiluWYrXWv15rfTzJH6u1Pn7Dx/O11u9bxYwAsGpqrbNJ/kmSH0+yJ8mvT3K4lPL7Gw1G5xxd3FX/wiMjjeYA2quU8lySv5rkL2fh2fZtSWaT/F9N5qJ7jo1P5+MPb8/WjXdyrTkAsJqWxie6U4yuuOUr0lLK19da/68kE6WU3/D+79daf2JFkwHAKiulfHOS70ry0SR/P8lX1VrfLqVsSXIqyd9sMh/dcvT0dO7fuiH7d21uOgrQQqWUQ0mmk/xvSb6n1npl8Vv/sZTytY0Fo3NqrTl6ejq/+qndTUcBAG6iV41PpFs+aJvWf56FHYTfdJPv1SRKMQAGzbcl+f/VWn/hxi/WWi+WUn5nQ5noqKPj03n+kZG4Agi4S7+p1vqFG79QSnm81vqLtdYv2/QIK+X0uUuZungtzzv5DABrUl0an+i9Jx1xy1Ks1vpnFv/8rtWLAwCNmnx/IVZK+Yu11j9Ra/03TYWie85fmc9n3z6f//LZvU1HAdrrHyd56SZfe7mBLHTYq4vjgJ9/xH1iALAW9RbnJxqfSFfc8k6xJaWU/7GUMnLD57tKKf/DiqYCgGb8qpt87RtXPQWd99r4TGq1gAh8eKWUJ0opvzHJzlLKb7jh43ck2dRwPDro6OnpbFo/lI8/vL3pKADATVy/U2xIKUY33Mktt99Ya/2TS5/UWqdKKb82yX+/crEAYPWUUn5vkv82yUdLKcdu+Nb2JP9PM6nosqNLu+r3jzSaA2ilTyT5dUlG8qWj8OeS/K4mAtFtR09P55m9O7N++LZ7cgGABvSvnxRrOAiskjspxYZLKRuXLmYupWxOsnFlYwHAqvqxJP8qyf+U5Htu+PpcrfVcM5HosqOnp/Po/Vuya+uGpqMALVNr/WdJ/lkp5ZfUWv/fpvPQbdd6/Rw/M5Pf+tWPNh0FALiFfjU+kW65k1Lsf0/yb0opP5ykJvmdSX5kRVMBwOqqtdY3Synf/f5vlFLuU4yx2o6ens4rj93XdAyghUopf7zW+peS/JZSyne+//u11j/QQCw66jNvzeXytX6ef2Sk6SgAwC0sjU8cdlSMjrhtKVZr/UuLo6T+i8Uv/YVa68+sbCwAWFU/loVRU4eysAHkxleCNclHmghFN709ezlnZi5bQATu1qnFPw82mgKSHD09kyR5wThgAFizlk6KOShGV9zJSbEkOZJkfRYWBo+sXBwAWH211l+3+OfjTWeBo+OLC4iP7Gw4CdBGtdZ/vvin6R407ujp6ezasj6P3Le56SgAwC0s3Sk2rBWjI257020p5Tcn+U9Jvi3Jb07yH0sp37bSwQBgtZVSfn0pZecNn4+UUr61wUh00NHT0xkeKnl6r1IMuHullJ8tpYzc8PmuUoqJH6yqo+PTef6RkRSLbACwZvXcKUbH3LYUS/K9Sb6y1vpf11p/e5KvSvKnVjYWADTiz9RaZ5Y+qbVOJ/kzzcWhi46OT+eJ3duzaf1w01GAdntw8TmWJKm1TiV5qLk4dM2FK/P5zFtzed7oRABY05buFBtypxgdcSel2FCt9e0bPn/vDv87AGibmz3f7nTUMCxbv19z9PS0+8SAe6FXSjmw9Ekp5dEsjMOHVXF8Yib9mrzgmQYAa1qtNfowuuROFvp+enHMxj9Y/Pzbk3xq5SIBQGMOllL+WpLvz8LC4e9PcqjZSHTJm+9dyOzl+bxgVz2wfN+b5N+VUn5+8fNfnuSTDeahY46OTydJnttvHDAArGW9fjU6kU65bSlWa/3vSim/McnXJilJfrDW+pMrngwAVt/vz8KI4H+YhWfev07y3Y0molOWFhCdFAOWq9b606WUl5J8zeKX/nCt9d0mM9EtR0/P5JH7Nuf+bRubjgIAfIB+NTqRbrmjkVC11n+S5J+scBYAaFSt9UKS7yml7EjSr7WebzoT3XL09Ey2bBjOVzy0rekowGD4pVk4IbbkXzQVhO559fR0Xjww0nQMAOA2+sYn0jG3vBuslDJXSpm9ycdcKWV2NUMCwGoopTxbSjmS5LUkJ0oph0opzzSdi+44cno6z+7bmWHvSIBlKqX8f5P8wSQnFz/+YCnlf2o2FV3xztyVTExfcp8YALRAv18zbHwiHXLLk2K11u2rGQQA1oC/neSP1Fp/LklKKb8iyQ9mYac9rKgr872cOjOb7/pljzUdBRgMvzbJC7XWfpKUUn4kyZEk/59GU9EJr56eThKlGAC0QK+6U4xuueVJsRuVUn5ZKeW7Fv/+QCnl8ZWNBQCN2LpUiCVJrfXfJtnaXBy65NTkXK72+nlh/0jTUYDBMXLD33c2FYLuOXp6OsNDJU/v9WsHAGtdrYlOjC657Z1ipZQ/k+SVJJ9I8sNJNiT535N87cpGA4BV94VSyp9K8vcXP/9tSX6xwTx0yKtjU0mSF9y/Atwb/1OSI6WUn0tSsnC3mFNirIpXT0/nid3bs3nDcNNRAIDb6NdqhD+dcicnxX59km9OciFJaq1nkhitCMAg+p1JHkzyE0l+cvHv39VoIjrj1dPTeXjHxuzZubnpKMAAqLX+gyRfk4Vn2k8k+SW11h9vNhVd0O/XHD09bXQiALREr298It1y25NiSa7WWmsppSZJKcUYKQAGUq11KskfaDoH3fSqBUTgHiilvPS+L40v/rm3lLK31np4tTPRLV9493zmrsx7pgFAS/RrMuSkGB1yJ6XY/1FK+dtJRkopvysLu+j/zsrGAoDVU0r550nqrb5fa/3mVYxDB01duJo337uYb//KA01HAdrvr37A92qSr1+tIHTTkbHpJMmLxgEDQCv0+zU6MbrktqVYrfWvlFJ+VZLZLNwr9qdrrT+74skAYPX8laYD0G2vjk8niV31wLLVWr+u6Qx026unp7N947p85IFtTUcBBkQpZWOS35jksdywlllr/fNNZYJB0q81w8Yn0iG3LcVKKX84yT+6l0VYKeU3JfmzSZ5M8lW11oO3+Lk3k8wl6SWZr7W+cq8yAMCSWuvPL/29lLI5yYFa6xsNRqJjjp6eTinJs/t3Nh0FGBCllC1J/kgWnmmfLKV8LMknaq3/ouFoDLij49N57pGdxjAB99I/SzKT5FCSKw1ngYHTr0lRitEhdzI+cUeSnymlnEvy40n+ca31rWX+f48n+Q1J/vYd/OzX1VrfXeb/DwBuq5TyTVk4NbYhyeOllBeS/HnjE1lpr56ezscf2p5tG+/kpRnAHfnhLCwe/tLFz8eT/KMkSjFWzOVrvbw+OZff/Z9/pOkowGDZX2v9hqZDwKDq15qhoaZTwOq57a97rfXP1VqfTvLdSfYm+flSyv+5nP9prfWUHfgArEF/NslXJZlOklrrq1kY0QErptaao6enjU4E7rWP1lr/UpJrSVJrvZTEFmBW1PGJmcz3a154ZFfTUYDB8u9LKc82HQIGlfGJdM2H6YDfTnI2yXtJHlqZOF+mJvnXpZRDpZRPrtL/E4Dumq+1zjQdgm4Zfe9ipi5eywsHRpqOAgyWq4sjgWuSlFI+GiOnWGGvnp5O4o5M4J77ZUkOlVLeKKUcK6W8Vko51nQoGBS9fs2QUowOuZM7xX5vkm9P8mCSf5zkd9VaT97Bf/d/Jtl9k299b631n91hvq+ttZ4ppTyU5GdLKa/XWn/hFv+/Tyb5ZJIcOHDgDv95APgSx0spvyXJ8OLdK38gyb9vOBMDzgIisEL+bJKfTvJIKeVHk3xtkt/RZCAG35HT09k3sjkPbt/YdBRgsHxj0wFgkNUad4HSKXdyccWjSf7Q4gipO1Zr/S/uKtGX/htnFv98u5Tyk1kYaXXTUqzW+oNJfjBJXnnllbrc/zcAnfT7k3xvFnbS/1iSn0nyPzSaiIH36unpbNkwnI8/vL3pKMAAqbX+61LKoSRfk4WxiX/QXc2stFfHpp18Bu65WutoKeX5JP/Z4pf+71rr0SYzwSDp1xqdGF1yJ3eKfc+HLcTuhVLK1lLK9qW/J/nVSY6vdg4AOuUTtdbvrbV+5eLHf19rvdx0KAbbkdPTeWbfzgx7FwLcQ6WUn8rCe6h/W2v9FwoxVto7c1cyMX0pL+wfaToKMGBKKX8wyY9m4TqXh5L876WU399sKhgcxifSNR/mTrF7ppTy60sp40l+SZJ/WUr5mcWv7y2lfGrxxx5O8u9KKUeT/Kck/7LW+tNN5AWgM/5aKeX1UspfKKU83XQYBt+V+V5OnZnNi0YnAvfeX83CjvqTpZR/VEr5tlLKpqZDMbiOLo0DdlIMuPf+myRfXWv907XWP52FU9C/q+FMMDD6NUoxOuVOxifec7XWn0zykzf5+pkkv3bx719I8vwqRwOgw2qtX1dK2Z3kNyf5wVLKjiT/sNZqhCIr4tTkXK72+u4TA+65WuvPJ/n5Uspwkq/PwuLhDyXZ0WgwBtarp6czPFTyzN6dTUcBBk9J0rvh897i14B7oF9rhho5OgPNaKQUA4C1qtZ6NsnfKKX8XJI/nuRPx71irJBXx6aS2FUPrIxSyuYk35Tk25O8lORHmk3EIHv19HSe2L09mzcMNx0FGDw/nOQ/llKWNth/a5L/rbk4MFj6tWbYSTE65JalWCllLkm92beS1FqrHYYADJRSypNZWDj8tiTvJfnxJH+00VAMtCOnp7N7x6bs2bm56SjAgCml/MMkX53kp5N8fxbuFus3m4pB1evXvHp6Ot/64t6mowADqNb610op/zbJL8vCuuR31VqPNJsKBkevX1OUYnTILUuxWuv21QwCAGvADyf5B0l+9eJIX1hRR8am86JTYsDK+OEkv6XW2rvtT8Iyff6d8zl/ZT4vPrKr6SjAACml7Ki1zpZS7kvy5uLH0vfuq7WeayobDJJak+EhpRjdccfjE0spDyW5fjFzrXVsRRIBQENqrV/TdAa6473zVzJ27mJ+61cfaDoKMIBqrT/ddAa649Wx6STGAQP33I8l+XVJDuVLp1mVxc8/0kQoGDT9WqMTo0tuW4qVUr45yV9NsjfJ20keTXIqydMrGw0AYHC9eno6SfLiAbvqAWi3I6ensnPz+jx+/9amowADpNb66xb/fLzpLDDIjE+ka4bu4Gf+QpKvSfKZxYfQr0zy/6xoKgCAAXdkbDrDQyXP7tvZdBRgwJQFjzSdg+44MjadFx4ZyZBt5sAKKKX8mzv5GnB3ak2GlWJ0yJ2UYtdqre8lGSqlDNVafy7JCysbCwBgsL16ejpP7N6ezRuGm44CDJhaa03yT5vOQTecvzKfz7w1lxceGWk6CjBgSimbFu8Te6CUsquUct/ix2NZmGgF3AO9WjN0Jy0BDIg7uVNsupSyLckvJPnRUsrbSeZXNhYArJ5Syj/Pl86o/xK11m9exTh0QK9f8+rp6Xzri97LAyvmP5RSvrLW+ummgzDYjo1Pp1+TF90nBtx7vzvJH8pCAXYoC3eJJclsku9vKBMMnIU7xZwUozvupBT7liSXkvzhJL81yc4kf24lQwHAKvsrTQegWz7/zvmcvzKfFx9xnxiwYr4uye8upYwmuZCFhcRaa32u2VgMmiNj00nipBhwz9Va/3qSv15K+f211r/ZdB4YVP0apRidciel2J+utf6JJP0kP5IkpZS/mORPrGQwAFgttdafbzoD3fLq0gKiXfXAyvnGpgPQDa+ens5HHtiakS0bmo4CDK5+KWWk1jqdJKWUXUm+s9b6vzQbCwZDv1/jWlC65E6mhf6qm3zNGywABk4p5WOllH9cSjlZSvnC0kfTuRg8R05PZefm9Xn8/q1NRwEGVK11tNY6moWpH/WGD7hnaq05MjZtkwew0n7XUiGWJLXWqSS/q7k4MFj6tWZYK0aH3LIUK6X83lLKa0k+UUo5dsPHLyY5tnoRAWDV/HCSv5WFuzO/LsnfS/L3G03EQDoyNp0XHhnJkDcewAoppXxzKeWzSX4xyc8neTPJv2o0FANnfOpS3j1/JS8eMA4YWFFDpXxxtlspZTiJ46lwj/T6NcX4RDrkg06K/ViSb0ryU4t/Ln28XGv9bauQDQBW2+Za679JUhZ32P/ZJF/fcCYGzPkr8/nMW3PuXgFW2l9I8jVJPlNrfTzJr0zy/zQbiUHz6unpJMmLnmnAyvqZJP9HKeVXllK+Psk/iI0ecM/UmgwrxeiQW94pVmudSTKT5DsXd2A8vPjz20op22qtY6uUEQBWy+VSylCSz5ZSfl+SiSQPNZyJAXNsfDr9mrxo1BSwsq7VWt8rpQyVUoZqrT+3eDc03DNHxqazaf1QPrF7e9NRgMH2J5J8MsnvTVKSHEmyp9FEMEB6tWboTi5ZggFxy1JsyeKi4J9N8laS/uKXa5LnVi4WADTiDyXZkuQPZGGH/dcl+a+bDMTgOTI2nSROigErbbqUsi3JLyT50VLK21kYDwz3zJHTU3lu30jWD1tJA1ZOrbVfSvkPST6S5NuT3JfknzSbCgZHvxqfSLfcthTLwgLhJ2qt761wFgBoVK3104t/PZ/ku5rMwuB69fR0PvLA1oxscQ0CsKK+JcnlJH84yW9NsjPJn280EQPlynwvJ87M5nf80seajgIMqFLKx5N8R5LvTPJekn+YJLXWr2syFwwa4xPpmjvZznU6C2MUAWCglVJ+tpQycsPnu0opP9NgJAZMrTVHxqadEgNWXK31Qq21V2udr7X+SK31b9joyL10anIuV+f7nmnASno9C3diflOt9ZfVWv9mkl7DmWDg9Po1QzoxOuROTop9Icm/LaX8yyRXlr5Ya/1rK5YKAJrxQK11eumTWutUKcWdYtwz41OX8u75K3nx0V1NRwEGVCllLgvj7r/sW0lqrXXHKkdiQB0enUqSvHTAMw1YMb8xCyfFfq6U8tNJfjwLzzPgHurXmiGtGB1yJ6XY2OLHhsUPABhU/VLKgVrrWJKUUh7NzRcW4a4cHltaQBxpNggwsGqt25vOQDccOT2dvTs3ZffOTU1HAQZUrfUnk/xkKWVrkm/Nwkjgh0spfyvJT9Za/3WT+WBQ9Ps1Q8Yn0iG3LcVqrX8uSUop2xc+redXPBUANON7k/y7UsrPL37+y5N8ssE8DJgjY9PZsmE4n3jYmjWwskopB2729aWNH7Bch0en8qJTYsAqqLVeSPKjSX60lHJfkt+U5HuSKMXgHui7U4yOuW0pVkp5JsnfT3Lf4ufvJvnttdYTK5wNAFZVrfWnSykvJfmaLIzl+MO11ncbjsUAOTI2lef278y64Tu51hVgWf7lDX/flOTxJG8kebqZOAySt2cvZ2L6Ur7rax9rOgrQMbXWc0n+9uIHcA8sjE9sOgWsnjv5df/BJH+k1vporfXRJH80yd9Z2VgAsHpKKU8s/vlSkgNJziSZSHJg8WuwbJev9XLizKxd9cCqqLU+e8PHx5J8VZJ/13QuBsPhsekk8UwDgAHQrzXFSTE65E7uFNtaa/25pU9qrf92cZYvAAyKP5KFMYl/9Sbfq0m+fnXjMIiOT8xkvl/z4iMjTUcBOqjWeriU8pVN52AwHDk9lfXDJU/v3dF0FABgmYxPpGvupBT7QinlT2VhhGKS/LYkv7hykQBgddVal+4N+8Za6+Ubv1dKcXs898ThsakkdtUDq6OU8kdu+HQoyUtJ3mkoDgPmyOh0nt67M5vWDzcdBQBYpl6/ZkgnRofcyfjE35nkwSQ/sfjxQJLvWslQANCQf3+HX4MP7cjYdB65b3Me3L6x6ShAN2y/4WNjFu4Y+5ZGEzEQrvX6OTYxnRcPjDQdBQC4BxbuFNOK0R13clLsmSR/uNbaW/rC4v0qUyuWCgBWUSlld5J9STaXUl5MsvRqcEeSLY0FY6AcGZvOV3/kvqZjAB1Ra/1zTWdgML1xdi6Xr/XzkpPPADAQ+v2aIeMT6ZA7KcV+JsmnSym/udb61uLX/tcsjN8AgEHwa5L8jiT7s3Cv2NKrwdkkf7KhTAyQM9OXcnb2svvEgFVTSvmpm3x5JsnBJH/7/eOC4U59cRzwSLNBAIB7ol9jfCKdciel2BtJ/nKSf1tK+W9qrf8+X1wsBIDWq7X+SCnl7yf5zlrrjzadh8FzZGw6SfLSo3bVA6vmF7MwBv8fLH7+7UneSvLxJH8nyX/VUC5a7sjYdB7avjH7RjY3HQUAuAeMT6Rr7qQUq7XWf1FKeSPJPyyl/FCSusK5AGBV1Vr7pZTfnUQpxj13eGwqG9cN5YndO5qOAnTHi7XWX37D5/+8lPILtdZfXko50VgqWu/w2FRePDCSYswSAAyEfjU+kW4ZuoOfKUlSa/1skv8syS9P8txKhgKAhvxsKeWPlVIeKaXct/TRdCja78jYVJ7dtzMb1t3JSy+Ae+LBUsqBpU8W//7A4qdXm4lE2713/kpG37uYF90nBgADo1+TYaUYHXLbk2K11hdv+PuFJL/5xjdXADBAfufin999w9dqko80kIUBcWW+l+MTs/kdX/tY01GAbvmjSf5dKeXzWdjo+HiS/7aUsjXJjzSajNa6Pg5YKQYAA6PXr+4Uo1NuWYqVUv54rfUvlVL+Zm4+LvEPrFwsAFh9tdbHm87A4Dl5ZjZXe/28+MhI01GADqm1fqqU8rEkT2ShFHu91np58dv/c2PBaLUjp6eybqjk2X07m44CANwDtS4s+7tTjC75oJNipxb/PLgaQQCgaaWULUn+SJIDtdZPLi4mfqLW+i8ajkaLHV7aVf+oXfXAqns5yWNZeN/3XCkltda/12wk2uzw6HSe3LMjmzcMNx0FALgH+otHYdwpRpfcshSrtf7zUspwkmdqrf/dKmYCgKb8cJJDSX7p4ufjSf5REqUYd+3w2FT2jWzOwzs2NR0F6JBSyt9P8tEkrybpLX65JlGKcVfme/0cHZ/Ob3p5f9NRAIB7pLfYijkoRpd84J1itdZeKeXl1QoDAA37aK3120sp35kktdZLpdguxfIcHp3Ky06JAavvlSRP1aWZOLBMr5+dy8WrPSefAWCA9I1PpIM+sBRbdKSU8lNZ2Cl/YemLtdafWLFUANCMq6WUzVm8S7OU8tEkV5qNRJtNzlzK5MzlvHTAAiKw6o4n2Z1ksukgDIYjY1NJ4pkGAAPkeilmPzAdciel2H1J3kvy9Td8rSZRigEwaP5skp9O8kgp5UeTfG2S39FkINrt8Oh0EveJAY14IMnJUsp/yg0bPGqt39xcJNrs8Nh0Hti2Mft3bW46CgBwjyzdKTasFKNDbluK1Vq/azWCAEBTSinfl+THaq3/upRyKMnXJClJ/mCt9d1m09Fmh8emsnHdUJ7as6PpKED3/NmmAzBYDo9N5eVHR2KyNAAMjqWTYh7vdMnQ7X6glLK/lPKTpZS3SylvlVL+SSnFzboADJLPJvmrpZQ3k/zxJBO11n+hEGO5Do9N5bn9O7Nh3W1fcgHcU7XWn7/xI8l8kt/cdC7a6d3zVzL63kWjEwFgwPT7xifSPXeyQvPDSX4qyd4k+5L888WvAcBAqLX+9VrrL0nynyc5l+SHSymnSil/upTy8Ybj0VJX5ns5MTFrARFoTCnlhVLKX1rc9PE/JDnVcCRa6sjYdBLjgAFg0FwfnzikFKM77qQUe7DW+sO11vnFj7+b5MEVzgUAq67WOlpr/Yu11heT/JYkvz4WELlLxydmc7XXz4tKMWAVlVI+vrip41SS70tyOkmptX5drfX7Go5HSx0em8q6oZJn9+1sOgoAcA/1rp8UazgIrKI7KcXeLaX8tlLK8OLHb0vy3koHA4DVVkpZX0r5plLKjyb5V0k+k+Q3NhyLljo8OpUkeenRkWaDAF3zepJfmeSbaq2/rNb6N5P0Gs5Eyx0ancrTe3dk0/rhpqMAAPdQXbxTbEgrRofcSSn2O7Mwe/5skskk37b4NQAYCKWUX1VK+aEk40k+meRTST5aa/32Wus/bTQcrXV4bCr7d23OQ9s3NR0F6JbfmIX3bj9XSvk7pZRfmcQqB3ftWq+fY+PTTj4DwADqVXeK0T3rbvcDtdaxJN+8ClkAoCl/MsmPJfljtdZzTYeh/WqtOTw2la9+/P6mowAdU2v9ySQ/WUrZmuRbk/zhJA+XUv5Wkp+stf7rJvPRPq9PzuXytb77xABgAF2/U0wpRofcshQrpfzNJPVW36+1/oEVSQQAq6zW+nVNZ2CwnJm5nLdmr+SlAyNNRwE6qtZ6IcmPJvnRUsp9SX5Tku9JohTjQzk8tjgO2DMNAAZOf7EV04nRJR90UuzgDX//c0n+zApnAQAYCEv3ib386H0NJwFIFk9B/+3FD/hQDo9N5eEdG7NvZHPTUQCAe6xvfCIddMtSrNb6I0t/L6X8oRs/BwDg1g6PTWXT+qE8sWd701EAYFkOj03lpQO7UiyWAcDAuT4+cchznu4YusOfu+UYRQAAvtTh0ak8t38k64fv9KUWAKw9b89dzulzl/LSAfeJAcAg6hmfSAdZqQEAuIcuX+vlxJnZvPyoBUQA2u3w6HSS5CXPNAAYSHVxfKKTYnTJLccnllLm8sUTYltKKbNL30pSa607VjocAEDbHBufyXy/5mW76gFoucNjU9kwPJRn9nn7DwCDaGl8ojvF6JIPulPMJRgAAB/SodGpJHbVA9B+h0an8uz+ndm4brjpKADAClgan+igGF1ifCIAwD10aHQqjz+wNfdt3dB0FAC4a1fme3ltfCYvHRhpOgoAsEL6dakU04rRHUoxAIB7pNaaI2NTecnoRABa7sSZ2Vzt9d2RCQADTClGFynFAADukdH3Lua9C1ctIALQeoeXxgHb6AEAA2vpTrFh8xPpEKUYAMA98sX7xEaaDQIAy3RodCr7d23OQzs2NR0FAFghS3eKOShGlyjFAADukcNjU9m+cV0+9tD2pqMAwF2rtebw2JSTzwAw4KrxiXSQUgwA4B45NDqVFw6MGD0BQKtNTF/KW7NXlGIAMOCMT6SLlGIAAPfA3OVreeOtOQuIALTeIfeJAUAnGJ9IFynFAADugVdPT6dWC4gAtN/h0als2TCcJ3YbBwwAg2xpfOKwVowOUYoBANwDh0enU0rywoGRpqMAwLIcHpvO8/tHsm7YkgEADLLe0p1ixifSIV7hAgDcA4fGpvKJh7dnx6b1TUcBgLt28ep8Tk7OGgcMAB2wdKfYkJNidIhSDABgmfr9miNjU3nR6EQAWu7o6Zn0+jUvPTrSdBQAYIX1l06K6cToEKUYAMAyffbt85m7PJ9X7KoHoOUOj00lcUcmAHRBv79UimnF6A6lGADAMh0cPZckRk0B0HoH3zyXr3hoW0a2bGg6CgCwwpbGJw47KkaHKMUAAJbp0OhU7t+6IY/ev6XpKABw1/r9msNj03nZKTEA6ITeYivmoBhdohQDAFimw6NTefnRXSneSQDQYl9493xmLl3Ly48pxQCgC+rinWJOitElSjEAgGV49/yVvPneRaMTAWi9Q6ML94l5pgFANyyNT3SnGF2iFAMAWAYLiAAMioNvTmXXlvX5yANbm44CAKyC3uJJMQfF6BKlGADAMhwencqG4aE8s29n01EAYFkOjRkHDABdUq+XYp79dIdSDABgGQ6NTuWZfTuyaf1w01EA4K6du3A1X3jnQl5y8hkAOqPXV4rRPUoxAIC7dGW+l2MTM0YnAtB6R8YWxwEf8EwDgK5YulNs2PxEOkQpBgBwl45PzObqfD8vP3pf01EAYFkOjk5l3VDJ84+MNB0FAFgl/cVWzEExukQpBgBwlw6PLuyqf+nRkWaDAMAyHRqdytP7dhoHDAAd0l+8U8xJMbpEKQYAcJcOjU7lwH1b8tD2TU1HAYC7dq3Xz9HT00YnAkDHLI1PdKcYXaIUAwC4C7XWHBydyivuEwOg5U6cmc2V+X5eecwzDQC6pFeNT6R7lGIAAHfh9LlLeff8lbyoFAOg5Q4tjQN2UgwAOqUujU/UitEhSjEAgLtwcPRckjgpBkDrHRo9l30jm7N7p3HAANAlvcX5icYn0iVKMQCAu3BwdCrbN67Lxx/e3nQUALhrtdYcGp0yOhEAOuj6nWJDSjG6QykGAHAXDo9O5cVHd2XYmwcAWmx86lLemr3i5DMAdNDS+ERva+kSpRgAwIc0c+la3nhrLi+7ewWAlrt+n5hSDAA6x/hEukgpBgDwIR0Zm0qtMWoKgNY7NDqVbRvX5YndO5qOAgCssqXxiSag0CVKMQC4B0op31BKeaOU8rlSyvfc4md+RSnl1VLKiVLKz692Ru6dQ6NTGSrJC4+MNB0F4J7zTOuWg6NTefHAiMUwAOig/uL4RAfF6JJ1TQcAgLYrpQwn+f4kvyrJeJJPl1J+qtZ68oafGUnyvyT5hlrrWCnloUbCck8cGp3Kk3t2ZOtGL6WAweKZ1i1zl6/ljbOz+dVf/7GmowAADegvHhUb1orRIU6KAcDyfVWSz9Vav1BrvZrkx5N8y/t+5rck+Yla61iS1FrfXuWM3CPzvX5ePT2dV9y9Agwmz7QOefX0dPrGAQNAZ/WqO8XoHqUYACzfviSnb/h8fPFrN/p4kl2llH9bSjlUSvntN/uHSimfLKUcLKUcfOedd1YoLstxanIuF6/28vJj9zUdBWAleKZ1yME3jQMGgC5bulNsyBhlOkQpBgDLd7NXj/V9n69L8nKS/zLJr0nyp0opH/+y/6jWH6y1vlJrfeXBBx+890lZtoOj55IkLzspBgwmz7QOOTQ6lU/s3pHtm9Y3HQUAaECtNfowukYpBgDLN57kkRs+35/kzE1+5qdrrRdqre8m+YUkz69SPu6hQ6NT2bNzU/aNbG46CsBK8EzriF6/5sjYlHHAwMAqpfxQKeXtUsrxW3z/V5RSZkopry5+/OnVzghN6/Wr0Yl0jlIMAJbv00k+Vkp5vJSyIcl3JPmp9/3MP0vyn5VS1pVStiT56iSnVjkn98Ch0SmnxIBB5pnWEa+fnc2Fqz33iQGD7O8m+Ybb/Mz/XWt9YfHjz69CJlhT+tXoRLpnXdMBAKDtaq3zpZTfl+Rnkgwn+aFa64lSyu9Z/P4P1FpPlVJ+OsmxJP0k/2ut9aY7Flm7JqYvZXLmslIMGFiead1xaHQqSfLSAc80YDDVWn+hlPJY0zlgLesbn0gHKcUA4B6otX4qyafe97UfeN/nfznJX17NXNxbB99cuE/slUfvazgJwMrxTOuGg29O5eEdG7N/l3HAQKf9klLK0SyMCv5jtdYTTQeC1dTv1wwbn0jHKMUAAO7QodGpbNkwnCf3bG86CgAsy6HRqbzy6H0pFsKA7jqc5NFa6/lSyq9N8k+TfOxmP1hK+WSSTybJgQMHVi0grLR+jTvF6Bx3igEA3KGDb07lhUdGsm7YSygA2mty5lImpi8ZBwx0Wq11ttZ6fvHvn0qyvpTywC1+9gdrra/UWl958MEHVzUnrKR+rdGJ0TVWdAAA7sD5K/N5/exsXrGACEDLHXxz4T6xVx7zTAO6q5Syuywely2lfFUW1knfazYVrK5+rRl2qRgdY3wiAMAdODI2lX5NXn7MfWIAtNuh0alsXj+cJ/fsaDoKwIoppfyDJL8iyQOllPEkfybJ+uT6XZnfluT3llLmk1xK8h211tpQXGhEr1+NT6RzlGIAAHfg4JtTKSV58cBI01EAYFkOjp7LC4+MZL1xwMAAq7V+522+/31Jvm+V4sCa1K/JkJNidIxXwAAAd+DQ6FSe2L0jOzatbzoKANy181fmc/LMbL7S6EQA6Lx+v0YnRtcoxQAAbmO+18+RsSn3iQHQeq+OTRsHDAAkWbhTzPhEukYpBgBwG6+fncuFq728Ylc9AC13cPScccAAQJLF8YlKMTpGKQYAcBuHRqeSJC87KQZAyx0anconHt5uHDAAsHBSTENAx/iVBwC4jYOjU9m9Y1P2jWxuOgoA3LVev+bI2LSTzwBAkoVSbNhJMTpGKQYAcBuH3jyXlx/bleLNAgAt9vrZ2Zy/Mp9XHnWfGACwsGHG+ES6RikGAPABzkxfypmZy3nF6EQAWs44YADgRrUmQ0NKMbpFKQYA8AEOLi4g2lUPQNsdfHMqD+/YmP27jAMGABbvFNOJ0TFKMQCAD3DozXPZsmE4T+7Z3nQUAFiWQ6NTeeXR+4wDBgCSGJ9INynFAAA+wKffnMqLB0aybtjLJgDa68z0pUxMX8orjxmdCAAs6NcoxegcqzsAALdw/sp8Xj87m5eNTgSg5YwDBgDer19rhjQEdIxfeQCAWzgyNpV+TV551K56ANrNOGAA4P36tWbYSTE6RikGAHALB9+cylBJXjww0nQUAFiWg6NTeeER44ABgC/q17hrlM7xahgA4BYOjp7LE7t3ZPum9U1HAYC7dv7KfE5NzuaVx4xOBAC+qN+vGdKJ0TFKMQCAm5jv9XNkbDqvPGZ0IgDtZhwwAHAz/VozrBWjY5RiAAA38frZuVy82svLFhABaDnjgAGAm+n1q/GJdI5SDADgJg6+eS5JjJoCoPUOjU7lE8YBAwDvU2syrBSjY5RiAAA38enRqezduSn7RjY3HQUA7tp8r5/DY1P5SuOAAYD36dWaIQ0BHeNXHgDgfWqtOfTmVF52SgyAljMOGAC4lX6tGXJSjI5RigEAvM/E9KWcnb2cVywgAtByxgEDALfSr1GK0TlKMQCA9zk0OpUkdtUD0HoHR6eyxzhgAOAm+v2aIZ0YHaMUAwB4n0+/eS7bNq7LE7u3Nx0FAO5arTUH35yyyQMAuKl+rRnWitExSjEAgPc5+OZUXjwwknXDXioB0F5L44C/0uhEAOAmev2aYnwiHWOlBwDgBrOXr+WNt+byyqMWEAFot6VxwK885qQYAPDlak2GlWJ0jFIMAOAGh0enUqsFRADa74vjgHc0HQUAWIP6tWZIQ0DH+JUHALjBodGpDA+VvPDISNNRAGBZlsYBuysEALiZXjU+ke5RigEA3ODTb57LU3t2ZOvGdU1HAYC7NnPJOGAA4IMZn0gXKcUAABZd6/Xz6ulpoxMBaL0jY8YBAwAfrNevcaCcrlGKAQAsOnFmNpev9e2qB6D1Dr5pHDAA8MEW7hTTitEtSjEAgEUH3zyXxK56ANrv4KhxwADAB+v3a4aMT6RjlGIAAIsOvjmVR+7bnId3bGo6CgDctaVxwC8/apMHAHBrfXeK0UFKMQCAJLXWHBydMjoRgNZbGgf8lY95pgEAt7YwPrHpFLC6/MoDACQZfe9i3j1/xehEAFrPOGAA4E70a01xUoyOUYoBACQ5ODqVJE6KAdB6B9+cyv5dxgEDAB/M+ES6SCkGAJCFXfU7Nq3Lxx7a1nQUALhrC+OAzxmdCADcVq9fM6QTo2OUYgAAWTgp9vKjuzLkHQEALbYwDvhqXn7U6EQA4IMt3CnmPTDdohQDADpv6sLVfO7t83nFrnoAWm5pHLCTYgDA7dSaDBmfSMcoxQCAzjt0/T4xu+oBaDfjgAGAO2V8Il2kFAMAOu/g6FTWD5c8/8hI01EAYFkOjk7lJeOAAYA7YHwiXaQUAwA67+Cb5/LMvp3ZtH646SgAcNeWxgEbnQgA3Il+rcYn0jlKMQCg067M93JsYsboRABab2kc8MueaQDAHejXZFgpRscoxQCATjs+MZOr8/28Ylc9AC13fRzw/pGmowAALeBOMbpIKQYAdNqn37SrHoDBcPDNc3l6785s3mAcMADwwWqtSZLipBgdoxQDADrt4JtT+cgDW/PAto1NRwGAu3b5Wi/HxmfylY/Z5AEA3F5/oRPLsKNidIxSDADorFprDo2ec0oMgNY7PjGTq71+Xn7UOGAA4PZ6i62YToyuUYoBAJ31+XcuZOritbxiVz0ALXdw1DhgAODO9RfHJw5pxegYpRgA0FmHRs8liV31ALTewTen8tj9W/LgduOAAYDbu16KuVOMjlGKAQCd9ek3p3Lf1g356INbm44CAHdtaRzwK4/Z5AEA3Jnrd4opxegYpRgA0FmHRqfy0oFdKd4EANBi18cBG50IANyhpZNi3g7TNUoxAKCT3j1/Jb/47oV8pfvEAGi5pXHATooBAHeq3zc+kW5SigEAnXRodCpJ8opSDICWO/jmVHZtWW8cMABwx66PTxxSitEtSjEAoJMOvnkuG9YN5Zl9O5uOAgDLcnB0Ki8/ep9xwADAHetdPynWcBBYZUoxAKCTDo5O5bl9O7Nx3XDTUQDgri2NA3byGQD4MOrinWJDWjE6RikGAHTO5Wu9HJ+YcfcKAK13fRzwo0oxAODOLY1PdKcYXaMUAwA65+jp6VzrVQuIALTe0jjgZ/cbBwwA3LleNT6RblKKAQCdc3BxV/3LSjEAWs44YADgbvSv3ymmFaNblGIAQOccGp3KRx/cml1bNzQdBQDu2tI44JfdJwYAfEj9qhSjm5RiAECn9Ps1B988l690nxgALbc0DvgrH/VMAwA+nKU7xYbNT6RjlGIAQKd87p3zmb08b3QiAK1nHDAAcLd6i62Yg2J0jVIMAOiUg28uLCC+4qQYAC1nHDAAcLfq4vhEJ8XoGqUYANApB0fP5f6tG/LY/VuajgIAd63frzk0OpVXjE4EAO7C0vhEd4rRNUoxAKBTDo1O5eVHd6V44Q9Ai33+nfOZuXQtLz9mdCIA8OEtjU90UIyuUYoBAJ3xztyVjL53Ma9YQASg5ZbuE3vFfWIAwF3o16VSTCtGtyjFAIDOODR6LknyslFTALTcwTencv/WDXn8ga1NRwEAWkgpRlcpxQCAzjj45lQ2rBvKM/t2NB0FAJbl0Oi5vGQcMABwl5buFBs2P5GOUYoBAJ1xcHQqz+/fmY3rhpuOAgB37Z25K3nzvYtGJwIAd23ppJj9NXSNUgwA6ITL13o5cWbG6EQAWu/Q0n1i7sgEAO5Sv298It2kFAMAOuHo6elc61W76gFovUOj5xbHAe9sOgoA0FLGJ9JVSjEAoBMOLu6qf1kpBkDLHRydynP7jAMGAO5er298It2kFAMAOuHQ6FQ++uDW7Nq6oekoAHDXLl/r5fjETF42OhEAWIa6eKfYsFaMjlGKAQADr9+vOTw2lVfcJwZAyx0bn1kcB+yZBgDcvd5iKTZkfCIdoxQDAAbeF949n+mL1+yqB6D1DhkHDADcA0t3ig05KUbHKMUAgIF38M2FBcRXLCAC0HKHRs/lIw9uzX3GAQMAy9BfOimmE6NjlGIAwMA7ODqV+7ZuyOMPbG06CgDctVprDo1O5eUDNnkAAMvT7y+VYloxukUpBgAMvEOjU3npwK4UL/YBaLEvvHshUxev5RXjgAGAZVoanzjsqBgdoxQDAAbae+ev5BffvWABEYDWO/Tm0n1i9zWcBABou95iK2bvKF2jFAMABtqh0aUFRKUYAO12cPRcRrasz0eMAwYAlqku3inmpBhdoxQDAAbaodGpbBgeyrP7djYdBQCWZek+sSGLVwDAMi2NT3SnGF2jFAMABtrB0ak8s29HNq0fbjoKANy1qQtX8/l3LuRl44ABgHugt3hSzF4bukYpBgAMrMvXenltfCavPObuFQDabWkc8CvuEwMA7oF6vRTTitEtSjEAYGCdODOTq71+XjpgVz0A7XZobCrrh0ue228cMACwfL2+UoxuUooBAAPr4JsLu+pfflQpBkC7HXpzKk/v3WkcMABwTyzdKTZsfiIdoxQDAAbWwdGpPHr/ljy4fWPTUQDgrl2d7+fo+LRNHgDAPdNfbMUcFKNrlGIAwECqtebw6JQFRABa78SZmVyZ7+cVzzQA4B7pu1OMjlKKAQADafS9i3nvwlWlGACtd2jUOGAA4N4yPpGuUooBAANpaQHxlUfvazgJACzP4bGpPHLf5jy0Y1PTUQCAAdGrxifSTUoxAGAgHRqbyvaN6/Kxh7Y1HQUA7lqtNYdGp/LyAafEAIB7py6WYsNaMTpGKQYADKRDb07lxUd3ZcgoCABabHzqUt6avWJ0IgBwT/X67hSjm5RiAMDAmbl0LZ95e86uegBa7/DYwjjgl5RiAMA9tHSnmI2kdI1SDAAYOK+enk6tySuPWUAEoN0OjU5l64bhPLF7R9NRAIABsjQ+USdG1yjFAICBc2h0KkMlef6RkaajAMCyHBqdyosHdmXYihUAcA8Zn0hXKcUAgIFzeHQqT+zekW0b1zUdBQDu2oUr8zk1OWt0IgBwzy2NT7Txhq5RigEAA2W+18+Rsam8bAERgJZ79fR0+jWeaQDAPddfHJ/ooBhdoxQDAAbKG2/N5cLVnvvEAGi9Q6NTKSV58cBI01EAgAHTXzwqNqwVo2OUYgDAQDk8OpUkeemAUgyAdjs0OpWPP7Q9OzatbzoKADBglsYnulOMrlGKAQAD5dDoVB7cvjH7d21uOgoA3LV+v+bw2JT7xACAFdEzPpGOUooBAAPl8Nh0Xj6wK8UrewBa7PPvnM/c5Xn3iQEAK6LWmqES753pHKUYADAw3pm7krFzFy0gAtB6hxbHAXumAQArodevRifSSUoxAGBgHB5bvE/s0ZFmgwDAMh0ancp9Wzfksfu3NB0FABhA/ZoMDSnF6B6lGAAwMA6PTmXD8FCe3ruz6SgAsCyHx6by0oERI40AgBXRXxyfCF2jFAMABsbhsak8s29HNq0fbjoKANy1qQtX8/l3LuQloxMBgBXS79cM23xDBynFAICBcHW+n6PjM3npgAVEANrtyOnFccCeaQDACunXuFOMTlKKAQAD4eTkbK7O9/OyXfUAtNzh0ekMD5U8v3+k6SgAwIDq1xqdGF2kFAMABsKh0cVd9UoxAFru0OhUnt67I5s3GAcMAKyMfq0ZdqkYHaQUAwAGwuHRqewb2ZyHd2xqOgoA3LX5Xj9Hx6eNTgQAVlSvX41PpJOUYgDAQDg8NmV0IgCt9/rZuVy82nPyGQBYUf2aDDkpRgcpxQCA1jszfSmTM5fz0oGRpqMAwLIcHlscB+yZBgCsoFprdGJ0kVIMAGi9I2PTSdwnBkD7HRmbzkPbN2bfyOamowAAA8z4RLpKKQYAtN7hsalsWj+UJ/fsaDoKACzL4bGpvHRgV4pFKgBgBfVrlGJ0klIMAGi9w2NTeW7fSNYPe2kDQHu9e/5KRt+7mJceHWk6CgAw4Pq1ZshbaDrIrz0A0GpX5ns5MTGbFy0gAtBy18cBHzAOGABYWf1aM+ykGB2kFAMAWu34xGyu9voWEAFovcNjU1k/XPLMvp1NRwEABpw7xegqpRgA0GpHxqaSJC8eGGk2CAAs0+HRqTy1Z0c2rR9uOgoAMOBqTXRidJFSDABotcNjU9m/a3Me2r6p6SgAcNfme/0cG5/Ji04+AwCroF9rhoe0YnSPUgwAaLXDo9NGJwLQeq+fncula7289KhnGgCw8oxPpKuUYgBAa52ZvpSzs5fzktGJALTc4cVxwJ5pAMBq6NcoxegkpRgA0FrXFxDtqgeg5Q6PTuWh7Ruzb2Rz01EAgA7o15oh7QAd5NceAGitI2PT2bhuKE/u2dF0FABYliOnp/PigZEUO7YBgFXQrzXDXnfQQUoxAKC1Do9N5bn9O7N+2EsaANrr3fNXMvreRXdkAgCrpl9jMw6dZAUJAGilK/O9nJiYtYAIQOu9OjadxDhgAGD19Ps1QzoxOkgpBgC00skzs7na6+fFAyNNRwGAZTlyeirrhkqe2buz6SgAQEf0a82wVowOUooBAK10ZHFX/YtOigHQckfGpvPknh3ZvGG46SgAQEf0+tX4RDpJKQYAtNKR09PZu3NTHt6xqekoAHDXev2ao6ennXwGAFZVrcmwUowOUooBAK10ZGzKKTEAWu+zb8/lwtWeUgwAWFW9WjOkHaCD/NoDAK3z9tzljE9dsoAIQOtdHwf8iI0eAMDq6deaISfF6CClGADQOq9ev09spNEcALBcR8amct/WDXn0/i1NRwEAOqRfoxSjk5RiAEDrHB6bzvrhkqf37mw6CgAsy+Gx6bz4yIiL7gGAVdXv1wx5+UEHKcUAgNY5MjaVp/buzKb1w01HAYC7NnPpWj739nknnwGAVWd8Il2lFAMAWmW+18+x8Zm8+MhI01EAYFmOnp5Okrx4wH1iAMDq6vVrhhwVo4OUYgBAq7zx1lwuXevZVQ9A6x0Zm04pyXP7jQMGAFZXv9YMOylGBynFAIBWeXVpV/0jdtUD0G6vnp7Kxx7alu2b1jcdBQDomH5NhrQDdJBfewCgVV4dm859Wzfkkfs2Nx0FAO5arTWvnp7OC8YBAwAN6PfdKUY3KcUAgFY5sriAWLx4B6DFxs5dzNTFa3nByWcAoAH9WjPsTjE6SCkGALTG7OVr+fw75+2qB6D1joxNJ4lnGgDQiF51UoxuUooBAK1x7PRMak1ePDDSdBQAWJZXT09ny4bhfPzhbU1HAQA6qN+PUoxOUooBAK1xZGwqSfLc/pFmgwDAMh05PZ1n9+3MumFvywGA1bcwPrHpFLD6/NoDAK3x6unpfPTBrdm5eX3TUQDgrl2Z7+XUmdm84OQzANCQXt/4RLpJKQYAtEKtNa+ens4Lj+xqOgoALMvJM7O52uvnRfeJAQAN6ddkaEgpRvcoxQCAVhifupT3Llx1nxgArXdkbDpJ8uIBGz0AgGb0a41OjC5SigEArXB48T6xF+yqB6DlXj09nT07N+XhHZuajgIAdFSvXzNsfCIdpBQDAFrh1dPT2bR+KJ/Yvb3pKACwLAvjgEeajgEAdFi/VuMT6aRGSrFSyl8upbxeSjlWSvnJUsrILX7uG0opb5RSPldK+Z5VjgkArCFHT0/n2X07s37Ynh4A2uvchasZO3dRKQYANKrfrxlyUowOampV6WeTPFNrfS7JZ5L8f97/A6WU4STfn+QbkzyV5DtLKU+takoAYE241uvn+JnZPL9/pOkoALAsR8enkyTPK8UAgAb1as2wk2J0UCOlWK31X9da5xc//Q9J9t/kx74qyedqrV+otV5N8uNJvmW1MgIAa8cbZ+dydb5vARGA1nt1bDpDJXl2386mowAAHdaviYNidNFamD/0O5P8q5t8fV+S0zd8Pr74NQCgY149PZ0kRk0B0HpHx6fzsYe2Z+vGdU1HAQA6rN+vGdaK0UEr9iq8lPJ/Jtl9k299b631ny3+zPcmmU/yozf7J27ytfoB/79PJvlkkhw4cOBD5wUA1q5XT0/n/q0bsn/X5qajAMBdq7Xm6Onp/OqnbvZWGQBg9fSNT6SjVqwUq7X+Fx/0/VLKf53k1yX5lbXWm5Vd40keueHz/UnOfMD/7weT/GCSvPLKK7cszwCA9jl6ejrPPzKSYhcbAC12+tylTF28ZhwwANCoWuvi+ETvsemeRsYnllK+IcmfSPLNtdaLt/ixTyf5WCnl8VLKhiTfkeSnVisjALA2zF2+ls+9cz7P7x9pOgoALMuR01NJkucfcZ8YANCc/uKREuMT6aKm7hT7viTbk/xsKeXVUsoPJEkpZW8p5VNJUmudT/L7kvxMklNJ/o9a64mG8gIADXltYia1WkAEoP2Onp7JpvVD+fjD25uOAgB0WH9xcNtwU+0ANKiRm31rrV9xi6+fSfJrb/j8U0k+tVq5AIC15+jpmSRxUgyA1js6Pp1n9u7MeitQAECDeotHxYxPpIu8EgcA1rRXT0/lsfu3ZNfWDU1HAYC7dq3Xz/GJmbzgPjEAoGF1aXzikFKM7lGKAQBr2tHTM3neAiIALffG2blcme97pgEAjesttmI6MbpIKQYArFlvzV7O2dnLec7oRABa7tXT00mMAwYAmrc0PnHI+EQ6SCkGAKxZRxcXEF94ZGezQQBgmY6NT2fXlvV55L7NTUcBADquLp4UMz6RLlKKAQBr1rHxmQwPlTy1RykGQLsdG5/Jc/tHXGgPADTOSTG6TCkGAKxZR8en8/GHt2fzhuGmowDAXbt4dT6feWsuz++3yQMAaN5iJ5YhJ8XoIKUYALAm1VpzbHzGAiIArXfizGz6Ne7IBADWhH5dOinWcBBogFIMAFiTRt+7mJlL1/L8IyNNRwGAZVm6I/M5d2QCAGvA0vjEYeMT6SClGACwJh0dn06SPOekGAAtd3R8Jnt3bspD2zc1HQUA4IsnxRwVo4OUYgDAmnRsfCYb1w3l4w9vbzoKACzLsfFpoxMBgDWj31/4c8hJMTpIKQYArEnHxqfz9N4dWT/s5QoA7TV98WpG37todCIAsGb0Fk+KebtNF/m1BwDWnPleP8cnZu2qB6D1jo3PJEme90wDANaI6+MTnRSjg5RiAMCa87l3zufStV5eeGSk6SgAsCzHFu/IfNYdmQDAGtHvK8XoLqUYALDmHDu9sKveAiIAbXd0fCYfeWBrdmxa33QUAIAkyWInluEhpRjdoxQDANacYxPT2b5xXR6/f2vTUQBgWV4bn8lzNnkAAGtI7/pJsYaDQAOUYgDAmvPa+Eye2bczQ16hA9Bib89eztnZy3nWfWIAwBriTjG6TCkGAKwpV+f7OTU5Z1c9AK332sTCOGDPNABgLVkqxYxPpIuUYgDAmvKZt+Zytdd3nxgArXdsfCZDJXlqz46mowAAXPfF8YlKMbpHKQYArCnHxhd31e8baTYIACzTaxMz+YqHtmXrxnVNRwEAuG6xE3NlAZ2kFAMA1pTXJqazc/P6PHLf5qajAMBdq7Xm2PhMnrXJAwBYY754p1jDQaABSjEAYE05Nj6T5/bvTDHGAYAWOzt7Oe+ev+I+MQBgzVkanzjsfTcdpBQDANaMy9d6eePsXJ7dZwERgHZbGgfsjkwAYK25flLMUTE6SCkGAKwZr5+dy3y/2lUPQOu9Nj6T4aGSp/bsaDoKAMCX6PcX/hxyUowOUooBAGvGa+PTSZJn9480mgMAluvYxEw+/vD2bFo/3HQUAIAv0Vs8KTasHaCD/NoDAGvGsfGZ3L91Q/bu3NR0FAC4a7XWvDY+nWf3OSUGAKw9S+MT3eVNFynFAIA147WJmTyzb6cX5gC02sT0pUxdvOaOTABgTer3F0+Kee9NBynFAIA14fK1Xj779nkLiAC03vGJmSTJM55pAMAatNiJZXhIKUb3KMUAgDXh1ORsev1qARGA1nttYibDQyVP7jE+EQBYe3r9pfGJDQeBBijFAIA1YWlX/bP7lWIAtNvxidl87KFt2bR+uOkoAABfZulOMSfF6CKlGACwJrw2MZNdW9Zn785NTUcBgLtWa83xiRnjgAGANet6KeaoGB2kFAMA1oTXJmbzzL6dKV6UA9BikzOX896Fq04+AwBr1hfHJ3r/TfcoxQCAxl2+1stn35qzqx6A1nttcRywOzIBgLVq8aCY8Yl0klIMAGjcG2fnMt+vSjEAWu/ExEyGh0qe2rOj6SgAADe1dFJMJ0YXKcUAgMbZVQ/AoHhtYiZf8eC2bFo/3HQUAICb6tWlUkwrRvcoxQCAxh2fmMnIlvXZv2tz01EA4K7VWq/fkQkAsFbVxVLM+ES6SCkGADTutYmZPLN3p0t+AWi1t2av5N3zV/LsPqMTAYC1q9df+NNJMbpIKQYANOrqfD+feWsuT1tABKDljhsHDAC0wPXxidoBOsivPQDQqM+8NZdrvZpn9lpABKDdTpyZTSnJk3ts9AAA1q7qTjE6TCkGADTqxBm76gEYDMfPzOQjD2zN1o3rmo4CAHBLvf7inWJKMTpIKQYANOrEmdls27guj963pekoALAsJ8/M5mknnwGANW6xE8vQkFKM7lGKAQCNOj4xk6f27PBiHIBWm7pwNRPTl/KMOzIBgDWu318an9hwEGiAUgwAaEyvX3Nqci5P7bWACEC7nTgzmyROigEAa15v8U6xYa0YHaQUAwAa84vvns+laz33iQHQescX78h82kYPAGCN69elk2JKMbpHKQYANOaLu+otIALQbscnZrJvZHNGtmxoOgoAwAf64vhEpRjdoxQDABpz4sxsNqwbylc8tK3pKACwLCfPzLpPDABohcVOzPhEOkkpBgA05vjETJ7cvT3rh70kAaC9zl+ZzxfevZBn3CcGALRA7/pJsYaDQAOsQAEAjai15sSZ2TxlARGAljs1uTgO2EkxAKAF+rWmlKQYn0gHKcUAgEZMTF/KzKVr7hMDoPVOTMwkSZ620QMAaIF+rRlWiNFRSjEAoBEnzizuqleKAdByJ87M5oFtG/LQ9o1NRwEAuK1ePxlSitFRSjEAoBEnz8xmqCRP7FaKAdBuJydn8+SeHUYQAQCtUGvNkGaAjvKrDwA04uTkbB5/YGs2bxhuOgoA3LWr8/189q3zecrJZwCgJXr96qQYnaUUAwAacfLMrLtXAGi9z79zPld7fc80AKA1eu4Uo8OUYgDAqpu+eDUT05fsqgeg9ZbuyHxqj2caANAOtSZDQ0oxukkpBgCsupOTFhABGAwnz8xm0/qhPP7A1qajAADckYXxiU2ngGYoxQCAVXdyaVe9k2IAtNzJyZk8sXtHhq0sAQAt0avVaxc6SykGAKy6k5OzeXjHxjywbWPTUQDgrtVaF+/ItMkDAGiPWmuG3ClGRynFAIBVd/LMrNGJALTexPSlzF6ed/IZAGiVhfGJSjG6SSkGAKyqK/O9fO7t8xYQAWi9E2fckQkAtE+/xvhEOkspBgCsqs++dT7z/Zqn9uxsOgoALMvJM7MZKskTu5ViAEB79Ps1DorRVUoxAGBVnZxc2FX/5J7tDScBgOU5NTmbxx7Yms0bhpuOAsD7lFJ+qJTydinl+C2+X0opf6OU8rlSyrFSykurnRGa0qvVSTE6SykGAPdAKeUbSilvLL6h+p4P+LmvLKX0Sinftpr51pJTk7PZvH44j96/tekoANyEZ9qdO3V2Nk8anQiwVv3dJN/wAd//xiQfW/z4ZJK/tQqZYE3o12TYUTE6SikGAMtUShlO8v1ZeFP1VJLvLKU8dYuf+4tJfmZ1E64tpyZn84nd2+1KA1iDPNPu3Nzlazl97pL7xADWqFrrLyQ59wE/8i1J/l5d8B+SjJRS9qxOOmiW8Yl0mVIMAJbvq5J8rtb6hVrr1SQ/noU3WO/3+5P8kyRvr2a4taTWmlOTc3bVA6xdnml36PWzc0mMAwZosX1JTt/w+fji12Dg9Y1PpMOUYgCwfLd9M1VK2Zfk1yf5gVXMteZMzlzOzKVrecoCIsBa5Zl2h05dvyPTRg+AlrpZI1Bv+oOlfLKUcrCUcvCdd95Z4Viw8nr9miFHxegopRgALN+dvJn6n5P8iVpr7wP/oQF/s2UBEWDN80y7Q6cmZzOyZX1279jUdBQA7s54kkdu+Hx/kjM3+8Fa6w/WWl+ptb7y4IMPrko4WEn9qhSju5RiALB8d/Jm6pUkP15KeTPJtyX5X0op3/r+f2jQ32wtlWJPKMUA1irPtDt0anIuT+7ekWJBCaCtfirJby8LvibJTK11sulQsBr6NcYn0lnrmg4AAAPg00k+Vkp5PMlEku9I8ltu/IFa6+NLfy+l/N0k/6LW+k9XMeOacGpyLgfu25JtG70EAVijPNPuQK9f88bZuXznVx1oOgoAt1BK+QdJfkWSB0op40n+TJL1SVJr/YEkn0rya5N8LsnFJN/VTFJYfQvjE5tOAc2wIgUAy1RrnS+l/L4kP5NkOMkP1VpPlFJ+z+L3O33nyo1OTc7mSfeJAaxZnml3ZvS9C7l0reeZBrCG1Vq/8zbfr0m+e5XiwJrSrzVDWjE6SikGAPdArfVTWdhpeOPXbrpwWGv9HauRaa25eHU+v/jehXzzC3ubjgLAB/BMu71Tk3NJ3JEJALSTO8XoMneKAQCr4o2zc6nVAiIA7XdqcjbDQyUfe3hb01EAAD60Xr9mWClGRynFAIBV8frZxV31u5ViALTb62dn89EHt2bjuuGmowAAfGj9mgxpBugov/oAwKp44+xctm4Yzv5dm5uOAgDL8vrZuTxhkwcA0FL9vvGJdJdSDABYFacmZ/Px3dtd5gtAq81dvpbxqUv5xO7tTUcBALgrvVoz7L05HaUUAwBWXK01b7xlVz0A7feZtxbHAe9RigEA7dSvcVKMzlKKAQAr7q3ZK5m+eC1P2FUPQMudmlwoxT5howcA0FIL4xObTgHNUIoBACvu9bOzSaIUA6D1Xj87m+2b1mXvzk1NRwEAuCt94xPpMKUYALDiXj+7sKve+EQA2u6Ns3N5Yvf2FCOHAICW6vWr1zJ0llIMAFhxb5ydy56dm7Jzy/qmowDAXau15vWz7sgEANqtX2uGlWJ0lFIMAFhxr5+dyyeMTgSg5c7MXM7c5XnPNACg1fo1xifSWUoxAGBFXev187m37aoHoP1en1y4I/PJPUoxAKC9+v0aB8XoKqUYALCifvHdC7nWq3nCrnoAWm7pjsyPP+yZBgC0V69WJ8XoLKUYALCilhYQjZoCoO3eODuXfSObs32TOzIBgPbq15ohR8XoKKUYALCiPnN2LuuGSj764LamowDAsnzmrTknnwGA1uv3oxSjs5RiAMCKev3sXB5/YGs2rPOyA4D2utbr5/PvnM/HlWIAQMv1a82wt+h0lF99AGBFfeatOQuIALTe0h2Zn3CfGADQcr2+8Yl0l1IMAFgxF6/OZ+zcRQuIALTeG4t3ZH7cMw0AaLl+rRkaUorRTUoxAGDFfPat80ksIALQfp95ay7DQyUfeXBr01EAAJalX5NhJ8X+/+39eZhk2V0feH9PLrX1vi/qbq2NjGBYRFsWxsbIYBAYI2Pjx2IYYxZboxkW4xnbr2y/g5nxMAOG1wYMRqPBWDDGyBiz6AWBBBgMGAskQBISIKnV3VKvVdW1554R98wfEZGVXZ1ZlVmZVVH33s/nefqpyszIzBO3K+JEnO/5/Q49JRQDAK6YDx8d7ap/ufaJALTch585lxfddiSH5menPRQAgD0ZtU+c9ihgOoRiAMAV85FnzuXQ/EweuPXItIcCAHvykaPnbPIAADpB+0T6TCgGAFwxHz56Lg/eeUNmvdgGoMWW14b5+MmlvPyuG6c9FACAPWuamhntE+kpoRgAcMV85Og554kB0HoPH1tIrcnL775+2kMBANizYa02r9JbQjEA4Io4vbSWo2dXLSAC0HqTMzJt9AAAuqCpUSlGbwnFAIAr4iNHF5JYQASg/T5y9FwOzM3khbddN+2hAADs2ah94rRHAdMhFAMAroiP2FUPQEd85Oi5vOyO67UZAgA6odE+kR4TigEAV8RHj57L9Qfncs9Nh6Y9FADYk48eXcgn3aUdMADQfrXWNDUp2ifSU0IxAOCK+MjRhbzszuu90Aag1RZWB3ny9HIeVPkMAHRAU0d/znqvTk8JxQCAK+Kjx+yqB6D9Hj42OiPzwTvNaQBA+zV1lIrNSgboKf/0AYB9d2pxLc8urDpPDIDWc0YmANAlw3GpmK4u9JVQDADYd5MFxJfZVQ9Ay3306LkcnJvJ/bcemfZQAAD27HylmFCMfhKKAQD77qPjVlN21QPQdh89tpCX3nG9hSMAoBOcKUbfCcUAgH330aPncv3Budxz06FpDwUA9uSjRxfyoDMyAYCOON8+ccoDgSkRigEA++4jRxfysjuv16McgFZbWB3kydPLKp8BgM6o2ifSc0IxAGDfffTYQj7JrnoAWu7hcTvgB52RCQB0xKRSbMYmVnpKKAYA7KtTi2t5dmE1D95pVz0A7faRo+eSJA+qFAMAOmI4rhSbUSlGTwnFAIB99dHxrvqXqRQDoOUePraQA3MzeeDWI9MeCgDAvhhnYplVKUZPCcUAgH310WPjXfVaTQHQch89ei4vuf06Z24AAJ1xvn3ilAcCUyIUAwD21cPHFnJ4fjb33nR42kMBgD15+PhCXmaTBwDQIY32ifScUAwA2FcPHxstIHqBDUCbLa8N88SpZWdkAgCd0jSjP2e0T6SnhGIAwL6ahGIA0GYfO76QWmNOAwA6ZTiuFJuVDNBT/ukDAPtmYXWQp8+sWEAEoPU+dnwhiVAMAOiWjfaJKsXoKaEYALBvPnZstID40jssIALQbg8fW8hMSV50+5FpDwUAYN80jVCMfhOKAQD75uFjdtUD0A0PH1vIC2+7LgfnZqc9FACAfXO+faJQjH4SigEA++bh4wuZny154W121QPQbs7IBAC6qGlGf8rE6CuhGACwbx4+tpAX3XZd5p3YC0CLDYZNHjuxKBQDADrHmWL0nRUrAGDffMyuegA64OMnl7I+rHmZMzIBgI5ptE+k54RiAMC+WB0M7aoHoBM+etQZmQBANw0blWL0m1AMANgXHz+xlKZaQASg/T52fBSKvdScBgB0zEb7RJVi9JRQDADYFx87Nl5A1GoKgJb72PGF3H3joVx/cG7aQwEA2FfjQrHMqhSjp4RiAMC+eOTZxSTJi2+/bsojAYC9eeT4Yl56p/kMAOie8+0TpzwQmBKhGACwLz52bCH33nQo19lVD0CL1VrzseMLKp8BgE7SPpG+E4oBAPviY8cX8hILiAC03PGF1ZxbGeQlKp8BgA5qmtGfM9on0lNCMQBgz0a76hfz0jssIALQbh87NmoH/NI7bfQAALpnOK4Um5UM0FP+6QMAe3bs3GoWVgcWEAFovY8dX0gS7RMBgE7aaJ+oUoyeEooBAHs2WUB8ye0WEAFot0eOL+bw/GzuvvHQtIcCALDvmkYoRr8JxQCAPfvY8UmrKe0TAWi30RmZ1zl8HgDopGEzaZ/otQ79JBQDAPbsY8cWcuSAXfUAtN/Hji9onQgAdNY4E4tCMfpKKAYA7NlkAbF4VQ1Aiy2vDfPk6WWhGADQWZMzxVSK0VdCMQBgzx45vpiX3KF1IgDt9uizi6k15jQAoLM2QjGbWukpoRgAsCcr66Nd9S+53a56ANrt0WdHZ2QKxQCArpqcKabTC30lFAMA9sQCIgBd8cjxhSTJi283pwEA3aR9In0nFAMA9mQSillABKDtHn12MffcdChHDsxNeygAAFdE04z+1D6RvhKKAQB7IhQDoCseeXbRfAYAdNqwTtonTnkgMCVCMQBgTx45vpi7bzyU6w7aVQ9Ae9Va88jxBe2AAYBOq9on0nNCMQBgTx55dsGuegBa7+TiWs6uDPLi26+f9lAAAK6Y4bh94oxSMXpKKAYA7Mmjzy7mxXbVA9Byk3bAL7HRAwDosEn7xBnJAD3lnz4AcNlOLa7l9NK6BUQAWu8RZ2QCAD2w0T5RpRg9JRQDAC7bZAHR+SsAtN2jzy5mfrbkvlsOT3soAABXzLAZV4oJxegpoRgAcNkeOb6QJM5fAaD1Hjm+kAduPZK5WW+TAYDuGmdimZkRitFPXu0DAJft0WcXMzdjVz0A7ffos4s2eQAAnddsVIpNeSAwJUIxAOCyPfrsYh649Ujm7aoHoMWGTc1jJ5a0AwYAOm84OVNMKkZPWcECAC7baFe9BUQA2u2p08tZGzTmNACg85rqTDH6TSgGAFyWWmseO7GYF95mARGAdvv4iaUkyQtvOzLlkQAAXFnn2ycKxegnoRgAcFmOnl3NynqTF99uARGAdnv0xGKSqBQDADpv2Iz+1D6RvhKKAQCX5dFnRwuIL7KACEDLPfbsYg7Nz+SuGw5NeygAAFfU+faJUx4ITIlQDAC4LI+Nd9W/SPtEAFrusWcX86LbrsuM1SEAoOOaWlNKUrRPpKeEYgDAZXns2cUcmJ3JvTcfnvZQAGBPHj2x6DwxAKAXmlozKxCjx4RiAMBleezEYu6/9bA+5AC02rCpefzkknbAAEAvDJtkRihGjwnFAIDL8tizS3mxBUQAWu6p08tZH9a8WDtgAKAHmlozIxWgx/zzBwB2rWlqHjux6DwxAFrv0WfHZ2Ta6AEA9EDTaJ9IvwnFAIBde+bsSlYHTV5oARGAlnvsxDgUs9EDAOiBYa3aJ9JrQjEAYNceG++q12oKgLZ79NnFHJ6fzV03Hpz2UAAArrhakxlng9NjQjEAYNceO7GUJHnhbUemPBIA2JuPn1jKC287kmLHNADQA8OmRiZGnwnFAIBd+/iJxRyYncm9Nx+e9lAAYE+ckQkA9Mmw1sxKxegxoRgAsGsfP7GU+2497IU0AK02bGqeOLms8hkA6I3qTDF6TigGAOzax08u5YW3WkAEoN2eObuStWGTB4RiAEBPjNonCsXoL6EYALArtdZ8/MRiXqjVFAAt9/FnF5NE+0QAoDeGTXR9odeEYgDArjy7sJaltaFWUwC03sdPLiVJHlD9DAD0RK01CsXoM6EYALArnzg52lUvFAOg7T5+YinzsyX33nx42kMBALgqhrWqFKPXhGIAwK489uxoV732iQC03cdPLOb+W45YGAIAeqOpyaxSMXpMKAYA7MrHTy6llOS+W+yqB6DdPn5iKQ+ofAYAeqRptE+k34RiAMCufOLEYu696XAOzs1OeygAcNlqrfnEyaW80HliAECPDBvtE+k3oRgAsCsfP7nkPDEAWu/k4loWVgfaAQMAvdLUmhmlYvSYUAwA2JWPnxCKAdB+j52YnJFpTgMA+kMoRt8JxQCAHTu3sp6Ti2t54Fa76gFot0+cXEwiFAMA+qWp0T6RXhOKAQA79omTdtUD0A2fOLGcJLnvFnMaANAfw6ZGJkafCcUAgB17fByKPXCrBUQA2u0TJ5dy942Hcmh+dtpDAQC4appaMyMVo8eEYgDAjj1+crSr/n6hGAAt9/ipJZs8AIDeaWrNrDPF6DGhGACwY584uZQbD83lpsPz0x4KAOzJ4yeXct+th6c9DACAq2rUPlEoRn8JxQCAHfvEyaU84DwxAFpuZX2YZ86uqBQDAHqnaZIZqQA95p8/ALBjj5/UagqA9nvy9HJqdUYmANA/TVUpRr8JxQCAHRk2NU+cWnaeGACt94mTS0mEYgBA/wxrzeyMUIz+EooBADty9OxK1oaNBUQAWu9xoRgA0FNNjUoxek0oBgDsiF31AHTFJ04s5eDcTO644eC0hwIAcFU1TY1CMfpMKAYA7IhQDICu+MT4jMxilzQA0DPDRvtE+k0oBgDsyOMnlzJTkntvPjztoQDAnkxCMQCAvmlq1T6RXhOKAQA78vjJpdxz0+HMz3r5AEB71VrzxKnl3C8UAwB6SChG31nVAgB25PFTy7n/VlViALTb6aX1LKwOct8t5jQAoH+aGu0T6TWhGACwI0+cWsr9t9hVD0C7PXFqOUlUigEAvdQ0NQrF6DOhGABwSSvrwxw9u5r7hGIAtNzjp5aSRKUYANBLw1pVitFrQjEA4JKeOj3ZVW8BEYB2e2IjFLPRAwDon6bWzCoVo8eEYgDAJT0+bjVlARGAtnv85HJuPDSXmw7PT3soAABXXdMkRShGjwnFAIBLmuyqVykGQNs9cWrJeWIAQG81tWZWKkCP+ecPAFzSE6eWMz9bcucNh6Y9FADYkydOLTtPDADorWFTM6NSjB4TigEAl/T4yaXce/Nhh/EC0Gq11nEoplIMAOinptbMeG9PjwnFAIBLeuLUcu63gAhAy51YXMvy+jD3qxQDAHqqqcmsSjF6TCgGAFzSE6eWtJoCoPUePzk6I1OlGADQV6P2idMeBUyPUAwAuKjltWGeXVjL/bdaQASg3Z44tZwk5jQAoLeaRvtE+k0oBgBc1JOnJ7vqVYoB0G6TUOwF5jQAoKeaWrVPpNeEYgDART0+WUC82QIiAO32xKml3HxkPtcfnJv2UAAApmJYVYrRb0IxAOCinrSrHoCOePL0sk0eAECvNTWZUSlGjwnFAICLevL0cuZmSu684dC0hwIAe/LkKaEYANBvTVOjUIw+E4oBABf15Knl3HPzocx61QxAi9VaR5ViKp8BgB4b1ur9Pb0mFAMALkqrKQC64PTSepbWhuY0AKC3aq2p2ifSc0IxAOCiRq2mjkx7GACwJ0+eHp2ReZ9KMQCgp5o6+lMoRp8JxQCAba0Nmhw9t6LVFACt98SpUShmowcA0FdNHaVis1IBesw/fwBgW8+cWUmtyX1aTQHQcpNKMRs9AIC+Go5LxYpKMXpMKAYAbOuJ00tJLCAC0H5PnlrO4fnZ3HJkftpDAQCYivOVYkIx+ksoBgBs68mNVlNCMQDa7cnTS3nBLYftjAYAemtyptis10P0mFAMANjWpNXUPTcfmvJIAGBvnjy9bJMHANBr59snTnkgMEVCMQBgW0+dXs6dNxzMwbnZaQ8FAPbkqdMr2gEDAL3WNNonglAMANjWU6dXcq9d9QC03PLaMCcX11SKAQC9NjlTbEapGD0mFAMAtvWUVlMAdMBTZ0btgO/VDhgA6LHhJBRTKUaPCcUAgC3VWvPUmWULiAC03tOnV5Ik995kowcA0F/jTCyzKsXoMaEYALClU0vrWVlvco8FRABa7qnTk0oxcxoA0F/DZtI+ccoDgSkSigEAW7KACEBXPHl6OaUkd92o+hkA6K+NUEwqRo8JxQCALZ0PxSwgAtBuT59Zzh3XH8yBOW+BAYD+0j4RhGIAwDZUigHQFU+dXjGfAQC9N6yTSrEpDwSmyD9/AGBLT59ZyYG5mdx23YFpDwUA9uSpM8sqnwGA3msmoZhKMXpMKAYAbOnJ08u596ZDKV4sA9BitdY8dXo5996kUgwA6LemEYqBUAwA2NJTp5dzjwVEAFru1NJ6Vtab3KN9IgDQc5P2ibMzQjH6SygGAGzp6TPOXwGg/SZnZL5A+0QAoOeaZvSnSjH6TCgGADzPYNjk6NkV568A0HqTUEz1MwDQd+fPFJvyQGCKhGIAwPMcPbeaplpABKD9nj6zkiS5x0YPAKDnho32iSAUAwCe55kz4131FhABaLmnz6xkfrbk9usOTnsoAABTdb5STChGfwnFAIDn2dhVf5NQDIB2e+bMcu668VBm7IgGAHpuIxTzuogeE4oBAM/zzCQUu1H7RADa7ekzKzZ5AAAkGXdPzKxKMXpMKAYAPM/TZ1Zy5MBsbjw8N+2hAMCePHN2xRmZAAA5f6aYQjH6TCgGADzP02eWc/dNh1LsHgOgxWqtKsUAAMaaRvtEEIoBAM9jARGALji1tJ61QZO7zWkAAOfbJwrF6DGhGADwPM+cWcndzhMDoOWePrOcJDZ6AAAkGVbtE0EoBgA8x2DY5Ni5VQuIALTeM2dWkiR3O1MMACDNRigmFaO/hGIAwHM8u7CWYVNzz81CMQDa7elxKHavjR4AAOfPFBOK0WNCMQDgObSaAqArnj6znLmZktuuPzjtoQAATN1wHIo5U4w+E4oBAM8x2VXvTDEA2u7pMyu568ZDFn4AAJKMMzGVYvSaUAwAeI6NUEylGAAt98yZldx1oyoxAIBk05liUgF6zD9/AOA5jp5dyYG5mdxyZH7aQwGAPXnm7EruuUnlMwBAcj4Um1UpRo8JxQCA53jmzEruvvFQihfJALTc0XH7RAAAzp8p5v0+fSYUAwCe4+hZraYAaL+F1UEW14bmNACAsY1KMeet0mNCMQDgOUahmF31ALTbM87IBAB4jqYZ/al9In0mFAMANtRa88zZUftEAGizo2dHoZiNHgAAI8M6aZ845YHAFAnFAIANZ1cGWVlvLCAC0HqTSjFzGgDASNNonwhCMQBgw8aueq2mAGi5Z8ZzmupnAICRcSYmFKPXhGIAwIaN81csIALQcsfOruTGQ3M5fGB22kMBALgmaJ8IQjEAYJOjdtUD0BHPnF3J3SqfAQA21HEoNisVo8eEYgDAhkkodueNB6c8EgDYm2fOrjpPDABgk+G4f+KMUIwem5vGLy2lfFeSv5RkLcnHknxtrfX0Frd7LMm5JMMkg1rrQ1dxmADQO8+cXcnNR+ZzaF6rKQDa7eiZlTx45+3THgYAwDVjIxRzphg9Nq1KsV9K8qm11k9L8pEk//Ait31NrfUzBGIAcOUdPbuqdSIArTdsao4vmNMAADYbd0/MrFCMHptKKFZrfVetdTD+8N1J7pvGOACA5zp2diV3WkAEoOVOLK5m2NTcpR0wAMCGYZ20T5zyQGCKroUzxb4uyS9s87Wa5F2llN8tpbzhKo4JAHrp6NnV3HmDBUQA2u3Y2dUkyR032OgBADDRVGeKwRU7U6yU8stJ7t7iS/+41vqz49v84ySDJD+2zY/5nFrrU6WUO5P8Uinlj2utv77N73tDkjckyQMPPLDn8QNA3zRNzbMLq3bVA9B6x86tJIk5DQBgk6YRisEVC8VqrV9wsa+XUv5mki9N8vm1TrqZPu9nPDX+81gp5aeTvCrJlqFYrfUtSd6SJA899NCWPw8A2N7JpbUMmpo77aoHoOUmlWJaAgMAnDdsRn86U4w+m0r7xFLKa5P8f5J8Wa11aZvbXFdKuWHy9yRfmOSDV2+UANAvR8+OdtVrnwhA2x2dtE+83pwGADDROFMMpnam2PcnuSGjlojvK6W8OUlKKfeWUt4xvs1dSX6zlPL+JL+T5Odrrb84neECQPcdO2dXPQDdcOzcSm697kAOzF0Lx2gDAFwbmlpTSlK0T6THrlj7xIuptb5sm88/leRLxn9/JMmnX81xAUCfHZ+0mlIpBkDLHTu3aj4DALjAsKmZFYjRc7bNAQBJzrdPvMMiIgAtd+zsivkMAOACTU1mhGL0nFAMAEgy2lV/85H5HJqfnfZQAGBPjp1bzV3aAQMAPEdTa2YkAvSchwAAkGR0/opWUwC0XdPUHNc+EQDgeRrtE0EoBgCMHD27mjtvsKsegHY7ubSWQVOFYgAAFxjWqn0ivScUAwCSZLSr/kYLiAC027Gzq0mifSIAwAWapmZmRihGvwnFAIDUOmk1ZQERgHY7dm4lSWz0AAC4QFOTWaEYPScUAwByZnk9a8NGqykAWu/4uVGlmI0eAADPNWqfOO1RwHQJxQCAjQXEO4RiALTc8YXRnHb79eY0AIDNqjPFQCgGAAjFAOiO4+dWc8PBuRw+MDvtoQAAXFOGjVAMhGIAwMaueqEYAG13/Nyq+QwAYAvDxpliIBQDAFSKAdAZx8+t5nbzGQDA89RaMyMRoOc8BACAHDu3moNzM7nh4Ny0hwIAe6JSDABga0NnioFQDAA4v4BYvDgGoOWOn1vNHdcLxQAALjRsama976fnhGIAgF31AHTC8tow51YH5jQAgC3UmsjE6DuhGABgVz0AnfDsgjMyAQC2M2xqZmekYvSbUAwAyPEFlWIAtN+xc0IxAIDtNM4UA6EYAPTd+rDJycU1C4gAtN7xSSim+hkA4HmEYiAUA4DeO7GwlsSuegDa7/i4feKd5jQAgOfRPhGEYgDQe5Nd9bfbVQ9Ayx0/t5pSkluvOzDtoQAAXHOamswIxeg5oRgA9Nyzi0IxALrhxMJqbjlyIHOz3uoCAFxo1D5x2qOA6fJOAQB67tmNSjG76gFot2cXVnObKjEAgC01tWbWmWL0nFAMAHruxOLoTDGVYgC03YmFNfMZAMA2hk3NjFCMnhOKAUDPPXtuNYfnZ3PdwblpDwUA9uTZhdXcfoNQDABgK02TzEgE6DkPAQDouROLa7lN60QAOuDEwpr2iQAA22hqzaxDxeg5oRgA9NyzC6taTQHQeivrw5xbHeQOlWIAAFsaVu0TQSgGAD13/JxQDID2e3ZhNUlyu+pnAIAtNc4UA6EYAPTdicU1C4gAtN6JhbUkyW3X2egBALCVpia6J9J3QjEA6LGmqTm5uKZSDIDW26gU0z4RAGBLw8aZYiAUA4AeO728nmFTVYoB0HqTSjFzGgDA1hpnioFQDAD6bLKr/jaVYgC03PGNM8XMaQAAWxGKgVAMAHrtWQuIAHTEiYW1XH9wLofmZ6c9FACAa5L2iSAUA4Be02oKgK44sbia28xnAADbqjWZEYrRc0IxAOixE+NKsVuvs4gIQLudWFgznwEAXMSw1sjE6DuhGAD02MnFtZSS3HzEIiIA7XZicS23CcUAALbV1JpZZ4rRc0IxAOixE4trufXIAT3FAWi9k4urue06Z2QCMFJKeW0p5cOllIdLKW/a4uufV0o5U0p53/i/b53GOOFqapqkCMXoublpDwAAmB6tpgDoglprTi6u5VZnigGQpJQym+QHkvyFJE8keU8p5e211j+84Ka/UWv90qs+QJiSYVMzq0yGnvMQAIAeO7koFAOg/c6uDLI+rNonAjDxqiQP11ofqbWuJXlbktdNeUwwdU2tOsXQe0IxAOixE4uruf16raYAaLeTi2tJkttUigEw8oIkj2/6+Inx5y702aWU95dSfqGU8inb/bBSyhtKKe8tpbz3+PHj+z1WuGqaWrVPpPeEYgDQYydUigHQAScWVpMktzpTDICRrVb96wUf/16SF9ZaPz3Jv0zyM9v9sFrrW2qtD9VaH7rjjjv2b5RwlTU1mRWK0XNCMQDoqcGwyemldaEYAK13YlIpZk4DYOSJJPdv+vi+JE9tvkGt9WytdWH893ckmS+l3H71hghX37Cp0T2RvhOKAUBPnVpaT6LVFADtN2mfaKMHAGPvSfJgKeXFpZQDSV6f5O2bb1BKubuM+8iVUl6V0Trpias+UriKmqZmRipGzwnFAGAflFJeW0r5cCnl4VLKm7b4+leVUj4w/u+3SimfPo1xbnZicdRq6jatpgDYpJVz2kb7RKEYAEmtdZDkG5O8M8kfJfmJWuuHSilvLKW8cXyzr0jywVLK+5N8X5LX11ovbLEIndLUqn0ivTc37QEAQNuVUmaT/ECSv5BRm473lFLeXmv9w003ezTJn6u1niqlfHGStyT5U1d/tOedXLCrHoDnauucdmJxLdcfnMuh+dlpDgOAa8i4JeI7Lvjcmzf9/fuTfP/VHhdM07CqFAOVYgCwd69K8nCt9ZFa61qStyV53eYb1Fp/q9Z6avzhuzPqaT9VG+evaJ8IwHmtnNNOLq7Z5AEAcAlNk8yoFKPnhGIAsHcvSPL4po+fGH9uO1+f5Beu6Ih24NSSSjEAnqeVc5pQDADg0ppao1CMvtM+EQD2bquXlFv2oi+lvCajBcQ/s83X35DkDUnywAMP7Nf4tnRyXCl28+H5K/p7AGiVVs5pp5bWcucNh67o7wAAaLthrZmVitFzKsUAYO+eSHL/po/vS/LUhTcqpXxakh9K8rpa64mtflCt9S211odqrQ/dcccdV2SwE6cW13LT4fnMzXo5AMCGls5p67nliEoxAIDt1FpTq/aJYBUMAPbuPUkeLKW8uJRyIMnrk7x98w1KKQ8k+akkf6PW+pEpjPF5Ti6tazUFwIXaOactruXW61Q+AwBspxnX/gvF6DvtEwFgj2qtg1LKNyZ5Z5LZJD9ca/1QKeWN46+/Ocm3Jrktyb8qoxegg1rrQ9MaczKqFLvliAVEAM5r45y2vDbM8vowN6sUAwDY1nCcimkWQ98JxQBgH9Ra35HkHRd87s2b/v63kvytqz2uizm5uJZ7b3b+CgDP1bY57dTS6IxM1c8AANtr6igUm3GmGD0nFwaAnjq1tOb8FQBa7+TiKBQzpwEAbG8jFNM+kZ4TigFAT43OX7GACEC7qRQDALi0yZlis0Ixek4oBgA9tLw2zOqgyS0WEAFouVNL60mSW69zTiYAwHYmZ4rJxOg7oRgA9NDJya56raYAaLlT2icCAFxSMw7FZp0pRs8JxQCghzYWEFWKAdByJxfXUkpy02GVYgAA25mcKSYUo++EYgDQQycXJ+evWEAEoN1OLa3lpsPzmZv19hYAYDvDOmmfKBSj37xrAIAeOjVun3izVlMAtNzJxTWtEwEALqFpRn/OCsXoOaEYAPSQ81cA6IrTS+u5+YjKZwCAi5m0T9Q9kb4TigFAD51aWnf+CgCdcGpJpRgAwKUMm3EoJhWj54RiANBDZ5bXc+OheQfsAtB6KsUAAC5tXCimfSK9JxQDgB46tbRmARGATji9tJabD6sUAwC4mOGkfaJEgJ7zEACAHjq1tJ6btZoCoOXWBk0W14a5xUYPAICLGjZNkmROKkbPeQQAQA+NdtVbQASg3U4vrSWJ6mcAgEtYG4wqxeZntU+k34RiANBDp5fW7aoHoPVOL68niepnAIBLGKgUgyRCMQDopdGZYhYQAWi3U4ujSrFbzGkAABe1PhxVis2pFKPnhGIA0DODYZNzKwOtpgBovVNLk0oxcxoAwMUMhqNKsQOzIgH6zSMAAHrmzLjVlF31ALTdmWVnigEA7MT5SjGRAP3mEQAAPWNXPQBdMZnTbPQAALi49cmZYton0nNCMQDomdNLk131FhABaLdTS2uZny05cmB22kMBALimDcaVYvMzIgH6zSMAAHrm9KRS7LBKMQDa7czSem46fCCl2PEMAHAxkzPFVIrRd0IxAOiZ08vaJwLQDaeX1s1nAAA7sDYOxeadKUbPeQQAQM+cmYRih7VPBKDdziyvq3wGANiBjfaJKsXoOaEYAPTMmeX1lJLccGhu2kMBgD05s7yem4RiAACXNGgm7RNFAvSbRwAA9MyZpbXccHAuMzN2hwHQbmeW13OT9okAAJe0PqkUsxZAzwnFAKBnziyv5+YjWicC0H4qxQAAdmbdmWKQRCgGAL1jARGALlgfNllYHZjTAAB2YHKm2Jwzxeg5oRgA9MxpoRgAHXB2eT1JcrM5DQDgktYblWKQCMUAoHdUigHQBWfGoZgzxQAALm2jUsyZYvScUAwAeubs8roFRABabyMUs9EDAOCSBsMmpSSzQjF6TigGAD1Sa1UpBkAnnA/FDkx5JAAA1761Yc38zExKEYrRb0IxAOiRpbVh1odVKAZA66kUAwDYucGwydysQAyEYgDQI5MFxJstIALQchtzmpbAAACXNGiq88QgQjEA6BW76gHoijNLozntxkPmNACAS1kfNjkwJw4AjwIA6JGz41DsRqEYAC13dmU9h+dnLe4AAOzA+rDJ3IzXTeBRAAA9cnZlkMSuegDa7+zyIDcenpv2MAAAWmEwrM4UgwjFAKBXzleKWUQEoN3Orqzb5AEAsEPrTc38rDgAPAoAoEfOrjh/BYBuOLuyrh0wAMAODYZN5lWKgVAMAPrk7PKofeINh1SKAdBuZ5cHudF8BgCwI84UgxGPAgDokbMr67nuwGzmtEwAoOVUigEA7Nz6sKoUgwjFAKBXzixbQASgG84sO1MMAGCnBk1jgyxEKAYAvXLWAiIAHVBrHc1ph7VPBADYCZViMCIUA4AeGbWasoAIQLstrg3T1NjoAQCwQ+vDJvMqxUAoBgB9cnZ5YAERgNY7u7yeJFoCAwDs0GBYMzejUgyEYgDQI6NKMQuIALTb2ZVxKGajBwDAjqwPnSkGiVAMAHpldKaY9okAtNvZ5UGSaAkMALBDg8aZYpAIxQCgN5qm5tzqQKUYAK230T5RpRgAwI4MnCkGSYRiANAbi2uD1JrcoFIMgJY7tzoKxcxpAAA7sz6smZsRB4BHAQD0xLmVUaupG+yqB6DlzGkAALuzPmy0T4QIxQCgN84vINpVD0C7mdMAAHZn0NTMCcVAKAYAfXFuZdRq6vqDFhABaLdzK4PMz5YcnPOWFgBgJ9adKQZJhGIA0BvnVrWaAqAbzq2s54ZD8ynFbmcAgJ0QisGIRwEA9MSk1dSNWk0B0HLnVgZaJwIA7MJgWDM3Y0MRCMUAoCcm7RNVigHQdgurQjEAgJ2qtY7PFBMHgEcBAPTEpFLMIiIAbXduZT03HLTJAwBgJwZNTZIcmFUpBkIxAOiJhZVBZkpy5MDstIcCAHtybmWQ623yAADYkfVhkyQqxSBCMQDojXMr67n+4FxKsTMMgHZzphgAwM6tD0eVYs4UA6EYAPTGaAFRqykA2u/cynpuNKcBAOzIYFwpNq9SDIRiANAXZ+2qB6ADaq1ZWDWnAQDs1ORMMaEYCMUAoDcWVtctIALQektrwzQ1uf6gOQ0AYCfWBpMzxbRPBKEYAPTEaFe9VlMAtNvC6iBJzGkAADt0vlJMKAZCMQDoiYWVQa6zqx6Alju3MgrFrjs4O+WRAAC0w+RMsbkZcQB4FABATyysDrWaAqD1FjcqxcxpAAA7sT50jgSjrQAALrNJREFUphhMeBQAQE8srg5yvV31ALTcpH3idQeEYgAAOzFoRpVi2ieCUAwAemEwbLK8Psz1B52/AkC7TUKx61WKAQDsyPqkfaJKMRCKAUAfLK4Nkzh/BYD2WxifKaYlMADAzmy0T5xRKQZCMQDogQXnrwDQEYtrQjEAgN0YjEMxlWIgFAOAXlicnL9iARGAlju3Yk4DANiNdWeKwQahGAD0wDmtpgDoiMXVQeZnSw7OeTsLALAT64NJKOb1E3gUAEAPTCrFhGIAtN3C6iDXHZxLKXY6AwDsxKCZtE/0+gmEYgDQAxuhmDPFAGi5hdWBTR4AALuwPhxVis3NiAPAowAAeuDc5EyxAxYRAWi3hRWhGADAbgyGo0qxA9onglAMAPpA+0QAumJxbdQ+EQCAndmoFNM+EYRiANAHk1DMIiIAbbewOrTJAwBgF9adKQYbhGIA0AOLa8McmJ3JgTlTPwDttrQ6yHUHZ6c9DACA1hiMK8XmnSkGQjEA6IOl1UGOWEAEoAOW1oY54oxMAIAdm5wpNm+jLAjFAKAPFlaHuc4CIgAdsLA6yHUHbPQAANiptcmZYjPaJ4JQDAB6YGlNqykAumE0p9noAQCwUxuVYrPiAPAoAIAeWNRqCoAOWBs0WR9WoRgAwC4MmialJLMqxUAoBgB9sLSqUgyA9ltaGyRJjmifCACwY+vDqkoMxjwSAKAHVIoB0AWLa8MkcU4mAMAuDIZN5lWJQRKhGAD0wuLqINdrNQVAyy2ujirFtE8EANi59WGTOZVikEQoBgC9sLQ20GoKgNabhGJHtAQGANix9aZmflalGCRCMQDohcXVoV31ALTekvaJAAC7Nhg2zhSDMY8EAOi4YVOzvD5UKQZA621UipnTAAB2bDCsmVMpBkmEYgDQeUtrowVEZ4oB0HaL5jQAgF1bGzaZnxEFQCIUA4DOm7SaOmxXPQAtt7g6mtNUigEA7JxKMThPKAYAHTcJxSwgAtB2yzZ6AADs2qBpMqdSDJIIxQCg8ybtEw/PazUFQLud3+hhTgMA2Kn1Yc38nCgAEqEYAHTeskoxADpiaX2QA3MzmZ3R/gcAYKfWh03mvX6CJEIxAOg87RMB6IrltaH5DABgl5wpBucJxQCg45acvwJARyytDXNk3nwGALAb602T+VlRACRCMQDovOX10Zlizl8BoO2W14Y2eQAA7NJgWIViMOaRAAAdp30iAF2xtDawyQMAYJfWh03mnCkGSYRiANB5y9onAtARSyrFAAB2bX2ofSJMeCQAQMdtnCnmDBYAWm55fWg+AwDYpUFTMzerUgwSoRgAdN7S2jDzs8WuMABab2ltqB0wAMAuOVMMzvNIAICOW14b2FUPQCcsa58IALBro/aJKsUgEYoBQOeNdtXPTXsYALBnS2sDlWIAALu0PmwyNyMKgEQoBgCdt7yu1RQA3TCa02z0AADYjcHQmWIwIRQDgI5bWR/mkPaJALRc09SsrDfmNACAXVpvmhxwphgkEYoBQOctrzt/BYD2Wx00SeKcTACAXVIpBucJxQCg45bXhhYQAWi95fVhkuTwvLexAAA7VWvNoKnOFIMxjwQA6DitpgDogpVJKKb6GQBgx9aHNUkyr1IMkgjFAKDzRmeKmfIBaLdJpZiNHgAAOzdoRi2o550pBkmEYgDQecvr2icC0H7La0IxAIDdmlSKzQnFIIlQDAA6b3l9qNUUAK230T5RKAYAsGPrw0mlmPaJkAjFAKDzVlSKAdABK+ujBR0bPQAAdm4wqRSbEQVAIhQDgE5rmpqV9SYHhWIAtNzGmWJz5jQAgJ1SKQbPJRQDgA5bHYx31QvFAGi5SSh2+IC3sQAAOzVoRpVi884UgyRCMQDotI0FxHlTPgDttrI2rhSz0QMAYMcmlWJzKsUgiVAMADptZWNXvQVEANptZTDZ6GFOAwDYqY1QzJlikEQoBgCdtnH+igVEAFpuWaUYAMCuDYaT9okqxSARigFAp00qxQ7OWUAEoN1W1ke7nIViAAA7N2hGr6GcKQYjHgkA0GHnFxBN+QC028pgmPnZktkZu5wBAHZqfVwp5kwxGLFCBgAdtjpQKQZAN6yuN+YzAIBdmpwpplIMRjwSAKDDVlWKAdARK4Oh+QwAYJcmZ4rNqbaHJEIxAOg0lWIAdIVKMQCA3VMpBs/lkQAAHeZMMQC6YmUwzEHzGQDArgyaUaWYUAxGPBIAoMM2KsXm7awHoN1UigEA7N6kUmxuVvtESIRiANBpG5Vic6Z8ANpt1ZliAAC7tj4+U2x+xusoSIRiANBpKsUA6IpRpZi3sAAAuzGYnCk2p1IMEqEYAHSaSjEAumJlMMwhmzwAAHZlfXym2JxKMUgiFAOATlsdDDM3UzLnQF0AWm51vckhZ4oBAOzK+mBcKeZMMUgiFAOATlvRagqAjlgZDHPQmWIAALsyaEahmM2yMOKRAAAdtrKu1RQA3bCyPlQpBgCwS+vDUftElWIwIhQDgA5bHTQ5oFIMgA4wpwEA7N5gEoo5UwySCMUAoNPWBtonAtAN5jQAgN0bNE1mSjIzo1IMEqEYAHTaml31AHSEOQ0AYPfWho3zxGATjwYA6LC1oQVEANpv2NQMmmpOAwDYpcGw5oBQDDZ4NABAh60Ohjk4NzvtYQDAnqwNmiQxpwEA7NJg2GRuVutEmBCKAUCHrQ0aO8IAaL1JKKZSDABgd9abmrkZr6FgwqMBADrM+SsAdMHqcJhEKAYAsFvrgybzKsVgg3cUANBhq0IxADpgo32i6mcAgF0ZNFX7RNjEOwoA6LC1QZODQjEAWm51EorNm9MAAHZjfdhk3sYi2ODRAAAdplIMgC7YOFPMgg4AwK4MhjXzzhSDDR4NANBha0OVYgC030YoZk4DANiV9WGjfSJs4h0FAHTY2qCxqx6A1lsbCsUAAC7HelMzZ10ANng0AECHrQ6GOTg/O+1hAMCerK6PzxSbM6cBAOzGYNjkgEox2CAUA4AOWxs0mffiF4CWWxsOk8ScBgCwS4NhzZwzxWCDRwMAdNSwqWlqcmDWrnoA2m1tUJNonwgAsFtrzhSD5/COAgA6an18/sr8nBe/ALTbZE5zTiYAwO4MmibzXkPBBo8GAOioNQuIAHTExkYPcxoAwK4MhlULatjEOwoA6Kj1gQVEALrhfPWzOQ0AYDfWh03mrAvABo8GAOio9eHo/BWhGABtt7Yxp9nlDACwG4OmZn7GayiYsEoGAB11vtWUF78AtNuk+llLYACA3VkfqBSDzTwaAKCjNs4U02oKgJZbN6cBAFyW9abqIAObeDQAQEdtLCB68QtAy52vfjanAQDsxmDY6CADm3hHAQAdtT5wphgA3TA5U2zOeRgAALsyGNbMzVgXgAmPBgDoqEn7xHmtpgBoufVhkwOzMylFKAYAsBtrKsXgOaySAUBHnW815cUvAO22PrCYAwBwOQbOFIPn8GgAgI5yphgAXbE+bFQ+AwDsUq01w6ZmzuYi2OBdBQB01CQUmxOKAdBya87CAADYtfWhs8bhQh4NANBRa4PJi187wgBot9GZYuYzAIDd2NgsO+N1FEwIxQCgowbN5Ewx0z0A7TYYNiqfAQB2aTCuFPM6Cs7zaACAjho24xe/doQB0HKDpprPAAB2ab2ZnDXudRRMCMUAoKMmvcOdwQJA2w2GDogHANgtlWLwfB4NANBRg0nvcIuIALTcoGls8gAA2CVnisHzeVcBAB21PmmfKBQDoOXWhzXz5jMAgF2ZhGLOGofzPBoAoKMmlWLzdtYD0HKDptH2BwBglwbjzbJCMTjPowEAOup873A76wFot/Vh1fYHAGCX1h2rAM8jFAOAjrIjDICuGDbVYg4AwC5NNstqQw3nWSUDgI4aOFAXgI4YDJvMaQcMALArG5ViXkfBBo8GAOio9XGl2KxQDICWWx9WO5wBAHZpfaiDDFzIowEAOmowbDI/W1KKRUQA2m3QqBQDANitQTOqFLO5CM7zrgIAOmrQVAuIAHTCYOhMMQCA3ZqcKTanUgw2eDQAQEcNhtV5YgB0wmijhzkNAGA31pw1Ds8jFAOAjho2TWbtqgegA4ZNzazqZwCAXZlUih2Y8zoKJjwaAKCjhtWuegC6YahSDABg1yZninkdBecJxQCgo4ZNzUzxwheA9hs0VfUzAMAurY8rxeadKQYbPBoAoKOcKQZAVwybJrM2egAA7Mr65Ewxm4tgg1AMADpqWO2qB6AbRmeKmdMAAHZjMA7FVIrBeR4NANBRw6baVQ9AJzhTDABg9zbaJ86IAWDCowEAOmpgVz0AHWFOAwDYvUGjfSJcSCgGAB3VWEAEoCOaak4DANitSaWYUAzOE4oBQEeNdtWb6gFov4H2iQAAu7awOsjcTMkBZ4rBBo8GAOioYVPjdS8Abdc0NbUmM0IxAIBdOXpmJXfdeCjFeeOwwVIZAHTUUKUYAB0wrOO2P0IxAIBdeebsSu668eC0hwHXFCtlANBRQ62mAOiAYTMKxVSKAQDszjNnV3L3TYemPQy4pgjFAKCjBk2TWS0SAGi5wTgUM6cBAOzO0TMrufvGw9MeBlxThGIA0FFNTXRPBKDtmnH7xFmVYgAAO3ZuZT2La8PcfZP2ibCZpTIA6KimqZmxqx6Almsm7RPNaQAAO3b07EqS5K4btU+EzYRiANBRTa121QPQeuNMzJwGALALT58ZhWJ3C8XgOYRiANBRw5oUu+oBaLnhRqXYlAcCANAiz0xCsZuEYrCZUAwAOqrWmlkLiAC0XB2fKTYjFQMA2DHtE2FrQjEA6KihM8UA6IBhdaYYAMBuPXN2JTcfmc+h+dlpDwWuKVMJxUop/7SU8oFSyvtKKe8qpdy7ze1eW0r5cCnl4VLKm672OAGgzZpqVz0A7bdxpphQDABgx545s+o8MdjCtCrFvqvW+mm11s9I8nNJvvXCG5RSZpP8QJIvTvKKJF9ZSnnFVR0lALRY01TnrwDQes04FZOJAQDs3NGzK1onwhamEorVWs9u+vC6JHWLm70qycO11kdqrWtJ3pbkdVdjfADQBU2tmZWKAdByzbh9ojkNAGDnnjm7olIMtjA3rV9cSvn2JF+d5EyS12xxkxckeXzTx08k+VNXYWgA0AlNrSm21QPQcpP2ic4UAwDYmfVhk2cXVnPXTUIxuNAVqxQrpfxyKeWDW/z3uiSptf7jWuv9SX4syTdu9SO2+NxWFWWT3/eGUsp7SynvPX78+P7cCQBosaZaQASg/YbaJwIA7Mrxc6upNSrFYAtXrFKs1voFO7zpv0vy80n+yQWffyLJ/Zs+vi/JUxf5fW9J8pYkeeihh7YNzwCgL5paM2sBEYCWq9onAgDsyjNnV5Ik96gUg+eZyplipZQHN334ZUn+eIubvSfJg6WUF5dSDiR5fZK3X43xAUAXDJuqUgyA1huOQzFzGgDAzjxzZhSK3aVSDJ5nWmeKfUcp5eVJmiQfT/LGJCml3Jvkh2qtX1JrHZRSvjHJO5PMJvnhWuuHpjReAGidWuNMMQBar2lGfyoUAwDYmUkodrdKMXieqYRitda/us3nn0ryJZs+fkeSd1ytcQFAl9RaLSAC0Ho1kzPFTGoAADtx9OxKDszN5JYj89MeClxzptI+EQC48pqaWD8EoO3G3RNjSgMA2Jlnzq7krhsP2lQEWxCKAUBH1dQUS4gAtNxGKGZRBwBgR545s5K7nScGWxKKAUBHVZViAHTARvvEKY8DAKAtjp5dyV1CMdiSUAwAOqpGKAZA+52vFJvuOAAA2qDWmmfOqhSD7QjFAKCjRpViVhABaLdxJpYZcxoAwCWdXR5kZb3J3TcJxWArQjEA6Khaq1ZTALRes1EqNt1xAAC0wTNnV5JE+0TYhlAMADpK+0QAukAmBgCwc0+fWU4SlWKwDaEYAHTUqFLMEiIAbTdKxbQEBgC4tKPjSjFnisHWhGIA0FEqxQDoApViAFyOUsprSykfLqU8XEp50xZfL6WU7xt//QOllFdOY5yw3545s5okufPGg1MeCVybhGIA0FG1WkAEoP3GmZiNHgDsWCllNskPJPniJK9I8pWllFdccLMvTvLg+L83JPnBqzpIuEKeObuS2647kINzs9MeClyThGIA0FG1Vq2mAGi9SaXYjDkNgJ17VZKHa62P1FrXkrwtyesuuM3rkvxoHXl3kptLKfdc7YHCfjt6diV3aZ0I25qb9gAAgCujVrvqAWi/ZpyKmdIA2IUXJHl808dPJPlTO7jNC5I8faUG9X++44/yQ7/56JX68ZAkGTY1n/8n7pz2MOCaJRSDFnjFvTdOewhAC73hc1+ST3mB5w8A2u0FNx/ON77mZbnvliPTHgoA7bHVXop6GbcZ3bCUN2TUYjEPPPDAZQ/q1S+9LfOzGndx5X3Rp9w97SHANUsoBi3wT/7Sp0x7CEALfdPnPzjtIQDAnt1/65H8vS96+bSHAUC7PJHk/k0f35fkqcu4TZKk1vqWJG9JkoceemjL4GwnXvPyO/Oal6vgAZgmWxMAAAAAgC55T5IHSykvLqUcSPL6JG+/4DZvT/LVZeTVSc7UWq9Y60QArg0qxQAAAACAzqi1Dkop35jknUlmk/xwrfVDpZQ3jr/+5iTvSPIlSR5OspTka6c1XgCuHqEYAAAAANAptdZ3ZBR8bf7cmzf9vSb5hqs9LgCmS/tEAAAAAAAAOk8oBgAAAAAAQOcJxQAAAAAAAOg8oRgAAAAAAACdJxQDgH1QSnltKeXDpZSHSylv2uLrpZTyfeOvf6CU8sppjBMALsWcBgAAdJVQDAD2qJQym+QHknxxklck+cpSyisuuNkXJ3lw/N8bkvzgVR0kAOyAOQ0AAOgyoRgA7N2rkjxca32k1rqW5G1JXnfBbV6X5EfryLuT3FxKuedqDxQALsGcBgAAdJZQDAD27gVJHt/08RPjz+32NgAwbeY0AACgs4RiALB3ZYvP1cu4TUopbyilvLeU8t7jx4/vy+AAYBfMaQAAQGcJxQBg755Icv+mj+9L8tRl3Ca11rfUWh+qtT50xx137PtAAeASzGkAAEBnCcUAYO/ek+TBUsqLSykHkrw+ydsvuM3bk3x1GXl1kjO11qev9kAB4BLMaQAAQGfNTXsAANB2tdZBKeUbk7wzyWySH661fqiU8sbx19+c5B1JviTJw0mWknzttMYLANsxpwEAAF0mFAOAfVBrfUdGi4SbP/fmTX+vSb7hao8LAHbLnAYAAHSV9okAAAAAAAB0nlAMAAAAAACAzhOKAQAAAAAA0HlCMQAAAAAAADpPKAYAAAAAAEDnCcUAAAAAAADoPKEYAAAAAAAAnScUAwAAAAAAoPOEYgAAAAAAAHSeUAwAAAAAAIDOE4oBAAAAAADQeUIxAAAAAAAAOk8oBgAAAAAAQOcJxQAAAAAAAOg8oRgAAAAAAACdJxQDAAAAAACg84RiAAAAAAA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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[37] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[38] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[39] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[40] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[41] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[42] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[43] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[44] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[45] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[46] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[47] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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P4TP7j2d07ILO5xfx+ps25XU3bMj7PvmYbjFgUZsdn7huuU4x6kUoBgAAi9TH9oymPTHtAPEl+NbXXptNqwbyU3/6aNWlAPAcPvTAoaxd3p+33bKl6lIWve9/28052r6Q3/j8U1WXAvC8Tp2bysqB3gz0iRioF08sAAAsUh964FCuXDuYL7thY9WlLHrLB3rznW+8IZ9+9HgePGi3GMBi0p6Yyh/vbuXr7rgiy/p6qy5n0fuyGzbm7mvX5+f/7LFcmNYtBixOp89NZt0KXWLUj1AMAAAWoaNjE/nUvmP5m3ddlZ6eoupyauHbXndt1q/oz09/fH/VpQDwDB/54kgmprr5xrt0Pr8URVHk+992c0bOTORD9x+uuhyA53Tq3GTWr7RPjPoRigEAwCL0O184nG6ZfIMDxJds5bK+fOcbb8jHh47mi4fOVF0OADM+dP/h3LB5ZV51zbqqS6mNN968Ka+6Zl1+7s/2Z6rTrbocgL/m1LmprNcpRg0JxQAAYJEpyzIfuv9w7ty+LjduXlV1ObXy977s2qwZ7MtPf9xuMYDF4OCJc7nviZP5xruuTlHofH6pLnaL3ZRDp87ntx/ULQYsPmfOTxmfSC0JxQAAYJHZfWQsw6NtY6YuwerB/vz9N1yfj+4Zzd6RsarLAVjyPvTAoRRF8g13XVV1KbXzlp1bcvtVa/Kzn9ifad1iwCJz6txk1i03PpH6EYoBAMAi8/sPj6Svp8jXvfLKqkuppfe8/vqsWtaXn7FbDKByf/DFkbzu+o25Yu3yqkupnaIo8o/eenOePHEuv/fwkarLAXhap1vmzPmprF8hFKN+hGIAALDIfHRPK19248as9UPmJVm7oj/f8frr8pFHRvLoaLvqcgCWrMePjWf/0fG88/ZtVZdSW2+/ZWt2bVudn/74/nS6ZdXlACRJxs5PpSxjfCK1JBQDAIBFZP/R8Tx+7GzefuvWqkuptb//huuzvL83P/MJ3WIAVfnYntEkyVd6p12ynp6L3WKPHzubj3xxpOpyAJJcHJ2YJOtXusRH/QjFAABgEXn6APEWB4hzsWHlQL7ty67N7z10JI8dG6+6HIAl6aN7RnP7VWty1TqjE+fiq2/flpu3rMpPf/zRdHWLAYvA6fNTSXSKUU9CMQAAWEQ+tqeVV1y1Nlc6QJyzf/DGGzLQ15Of1S0GsOCOtS/kgYOn8vZbjE6cq56eIt/31puyb3Q8f7y7VXU5ADk90ym2brlOMepHKAYAAIvE0bGJPPjU6bzDmKnLYtOqZfnW116b3/3CkTx54mzV5QAsKX+6dzRlmbzjNu+0y+FrX3llbti0Mj/18f0pS91iQLVOnb3YKbZepxg1JBQDAIBF4k/2Hk1ZJm93gHjZfNdX3JDeniI/94nHqi4FYEn56J7RXL1+eXZtW111KY3Q21Pke99yU/aOjOVP9h6tuhxgiXt6p5hQjBoSigEAwCLxsT2tbN+wIju3OkC8XLasGczfufua/NaDhzJy5nzV5QAsCWcvTOfe/cfzjlu3pSiKqstpjHe/6spcvX55fvYTusWAap0+N5WeIlk92Fd1KfCyCcUAAGARGL8wnc/sP5G337rVAeJl9t6vuCHdMvl/P3Wg6lIAloRP7TuWyelu3m4c8GXV19uT73rTjfnCU6fzF4+fqLocYAk7fX4y61YMpKfHzy3Uj1AMAAAWgU/tO5bJTtc+sXlwzYYVeferrsyv3XcwJ89OVl0OQON9bM9o1q3oz2uuW191KY3zTa++OptWLcvP/5mxwEB1Tp2byroV/VWXAZdEKAYAAIvAR3e3smHlQF59rQPE+fA9b7ox56c6+cBndIsBzKepTjd/OnQ0b9u1NX29jp0ut8H+3vyDN16fTz96PA89dbrqcoAl6vS5yaxbLhSjnnx3AgAAFZvqdPPxoaN5664tDhDnyc1bV+erbtuaD/z5E2lPTFVdDkBjfe6JkzlzfsroxHn0ra+7NmsG+/Jzf7a/6lKAJerU2amsXzFQdRlwSfzEDQAAFbvvwMmMTUwbnTjP/uGbb8rYxHR+9S8PVl0KQGN9dPdolvX15Ct2bKq6lMZatawv3/H66/LHu0fz6Gi76nKAJej0uYs7xaCOhGIAAFCxj+5uZbC/J2+8eXPVpTTaHdesyxtv3pT/9ukDmZjqVF0OQOOUZZmP7RnNG2/elBUDfVWX02jf8eXXZ3l/b37+k3aLAQvv9PmprLdTjJoSigEAQIW+dIC4OcsHeqsup/G+58035vj4hfyv+w9VXQpA4+wZGcvh0+fzjlu3VV1K421YOZC/+9rt+d0vHMlTJ89VXQ6whFyY7uTcZCfrV+oUo56EYgAAUKHdR8Zy5MyE3SsL5Mtu2Jg7t6/Lf/3kY5nudKsuB6BRPrp7NEWRvPWWLVWXsiT8gzfekJ4ief+nHq+6FGAJOX3u4n7etct1ilFPQjEAAKjQR/eMpqdI3rbLAeJCKIoi3/vmm3Lo1Pn83sNHqi4HoFE+tmc0d1+7PptWLau6lCVh29rBfONdV+fXP/9UjrYnqi4HWCJOnZtMkqy3U4yaEooBAECFPrq7lbuv3ZCNDhAXzFt3bcnOravzc594LN1uWXU5AI3w1Mlz2TMypvN5gX3Xm27MdKebX7j3iapLAZaI2U4xO8WoK6EYAABU5KmT5zLUaucdtzlAXEg9PUX+4VtuzKNHx/OxvaNVlwPQCH8y87+nb7dPbEFdv2llvuaVV+Z/fPbJnDk/VXU5wBJweqZTbJ1OMWpKKAYAABX56J7ZA0Sh2EL7mldcke0bVuTn/uyxlKVuMYC5+uju0dy8ZVWu37Sy6lKWnH/45hszfmE6v/IXT1RdCrAEnJrtFFupU4x6EooBAEBFPranlZ1bV+fajQ4QF1pfb0++60035KGnTufPHztRdTkAtXb63GTue+KkzueK3HLFmrx115b8wmeeyLnJ6arLARpudqfYuuU6xagnoRgAAFTg9LnJ3HfgpC6xCn3jXVfnDTdtikYxgLn5xPDRdLql0YkV+t633Ji7tq/P2HmhGDC/Tp+byrK+niwf6K26FLgkfVUXAAAAS9Fn9p9It0zesmtz1aUsWYP9vfkf3/naqssAqL1P7TuejSsH8sqr1lZdypL16ms35L99+4aqywCWgNPnJrPePjFqTKcYAABU4N79x7J6WV/uuHpd1aUAwCUryzL37j+e19+0KT09RdXlADDPTp2byroV9olRX0IxAABYYGVZ5tOPHs/rbtyYvl7fkgNQX8Oj7RxrX8gbb9pUdSkALACdYtSdn8ABAGCBPXniXA6dOp+vuNkBIgD1du+jx5Mkb/BOA1gSdIpRd0IxAABYYJ/eP3uAaJ8YAPX26UeP58bNK3PluuVVlwLAAjh9bjLrdIpRY0IxAABYYJ/edyxXrVue6zauqLoUALhkE1Od/OWBE3mjSx4AS0JZljl9birrdYpRY0IxAABYQNOdbv7isRN5482bUhRF1eUAwCV74MlTmZjq5g32iQEsCeMXpjPdLe0Uo9aEYgAAsIAeOnQm7QvTdq8AUHuf3n88fT1FXnfjxqpLAWABnD43lSR2ilFrQjEAAFhA9z56PEWRfPmNQjEA6u3eR4/nzu3rsmpZX9WlALAATp2bTBI7xag1oRgAACyge/cfy+1Xrs36lX6QBKC+Tp2dzCNHzuQNN9knBrBUnJrpFLNTjDoTigEAwAIZvzCdBw+eNjoRgNr7zGPHU5bxTgNYQk7rFKMBhGIAALBAPvvYiUx3y7zRASIANXfvo8ezerAvd1y9tupSAFggZ87bKUb9CcUAAGCBfPrRY1ne35tXX7u+6lIA4JKVZZlPP3o8r79xY/p6HS0BLBVnL3SSxC5Jas13LgAAsEA+vf947rl+Q5b19VZdCgBcsgPHz+bw6fN5w832iQEsJeenLoZiy/rECtSXpxcAABbAkdPn8/ixs0YnAlB79+4/niR5403eaQBLycRUJ4P9PSmKoupS4JIJxQAAYAHc++jFA8Q3CMUAqLlPP3o8V69fnms3rqi6FAAW0MRUJ8v7Tb2g3oRiAACwAD69/3g2r16WnVtXV10KAFyy6U43n33sRN548yadAgBLzPlJoRj1JxQDAIB51u2W+cz+43nDTQ4QAai3hw6dTvvCdN5wk31iAEvNxHQ3g0Ixak4oBgAA82zPyFhOnp20TwyA2vv0o8dTFMmX37Sx6lIAWGDnJztCMWpPKAYAAPPs07P7xG4SigFQb59+9HheedXarFsxUHUpACywialOBvtFCtSbJxgAAObZvfuPZefW1dmyZrDqUgDgko1NTOULT53OG3Q+AyxJE1OdLB/QKUa9CcUAAGAeTUx18rknTjlABKD2PvvYiXS6pX1iAEvU+alOlhufSM0JxQAAYB7dd+BkJqe7QjEAau/e/cezvL83d127rupSAKjA+alOlgnFqDmhGAAAzKN79x/PQG9PXnv9hqpLAYA5uffR43ntDRuyrM+BKMBSdGGqq1OM2hOKAQDAPPqLx07kzu3rsmKgr+pSAOCStc5M5PHjZ/OGm3Q+AyxV56c6GewXKVBvnmAAAJgn7Ymp7D5yRpcYALV33xMnkyT3eKcBLFkTdorRAEIxAACYJ/c/eSrdMrnn+o1VlwIAc3LfgRNZOdCbW69YU3UpAFSgLMucF4rRAEIxAACYJ/cdOJm+niJ3Xbuu6lIAYE7uO3Ayr75uQ/p6HSUBLEUXprspy2SZUIya850MAADMk889cTK3X7XWPjEAau3U2cnsGx03DhhgCbsw1U0SnWLUnlAMAADmwcRUJw89ZZ8YAPX3OfvEAJa881OdJMmgUIyaE4oBAMA8+MJTpzPZ6TpABKD27jtwMgN9PXnl1WurLgWAikzMhGLLB0QK1JsnGAAA5sF9B06mKJK7rxWKAVBv9z1xMndesy7L+nQHACxVs51ixidSd0IxAACYB/cdOJld29Zk7Yr+qksBgEs2fmE6jxw2DhhgqZsNxZYJxag5oRgAAFxmU51u7n/ylANEAGrv/idPpVsm91y/sepSAKjQhE4xGkIoBgAAl9kjh8/k/FTHPjEAau++AyfS11PkrmvXVV0KABUSitEUQjEAALjM7jtwMknymuuEYgDU230HTub2q9ZmxUBf1aUAUKGJqW6SZFAoRs0JxQAA4DK778DJ3LBpZTavXlZ1KQBwySamOnnoqTM6nwHI+UmdYjSDUAwAAC6jbrfM55446QARgNr7wlOnM9np5h6dzwBL3vmZ8YmD/SIF6s0TDAAAl9HwaDtjE9NCMQBq73MHTqYojAMG4Es7xQYHdIpRb0IxAAC4jGb3iQnFAKi7+544mZ1bV2ftiv6qSwGgYrOhmPGJ1J1QDAAALqP7DpzMVeuW5+r1K6ouBQAu2VSnm/ufPJXXuuQBQC6OT+ztKdLfK1Kg3jzBAABwmZRlmb88YJ8YAPW3+8hYzk12cs/1G6suBYBFYGKqq0uMRhCKAQDAZXLg+NkcH78gFAOg9u47cCJJ8prr11dcCQCLwfmpTgb7xQnUn6cYAAAuE/vEAGiK+w6czA2bVmbL6sGqSwFgEZiY6mRQpxgNIBQDAIDL5L4DJ7Np1UBu2LSy6lIA4JJ1u2XuMw4YgGeYmOoYn0gjCMUAAOAymd0nVhRF1aUAwCUbHm1nbGJaKAbA085P6hSjGYRiAABwGRw+fT6HT5/Pa65zgAhAvc2OA/ZOA2DWxFRXpxiNIBQDAIDL4HP2iQHQEPc9cTJXrh3M1euXV10KAIvE+alOlvWLE6g/TzEAAFwGf3ngZFYP9mXXtjVVlwIAl6wsv7RPzDhgAGbZKUZTCMUAAOAyuO/Aibzmug3p7XGACEB9PXHiXI61L+Se6zdWXQoAi8jEVCfLB4Ri1J9QDAAA5uj4+IU8duys0YkA1N59B04kMQ4YgL/q/FQng31CMepPKAYAAHP0wJOnkiR3X7u+4koAYG7uf/JU1q/oz42bV1ZdCgCLyMRUV6cYjSAUAwCAOXrg4On09xa5/aq1VZcCAHPywMHTuXP7evvEAPgrzk91sqxfnED9eYoBAGCOHjx4KrdesSaDFk8DUGNnzk9l/9Hx3HnNuqpLAWAR6XbLTE53s9zPOzSAUAwAAOZgutPNw4fO5M7tRicCUG9feOp0kuQu44ABeIaJ6U6SCMVoBKEYAADMwVCrnfNTHQeIANTeA0+eSlEkd+gUA+AZzk9eDMVMxqAJhGIAADAHDx48lSRGTQFQew8+dTo7t67OqmV9VZcCwCIyMd1NolOMZhCKAQDAHDxw8HQ2r16Wq9cvr7oUALhk3W6ZBw+eMg4YgL9mtlNsWb84gfrzFAMAwBw8ePBU7tq+LkVRVF0KAFyyx4+Ppz0xnbu2r6u6FAAWmYkpO8VoDqEYAABcohPjF/LEiXNu1QNQew88eTpJvNMA+GueDsUGhGLUn1AMAAAu0YMHTydJ7nKACEDNPXDwVNYu788Nm1ZWXQoAi8z5mVBsUKcYDSAUAwCAS/TgU6fS11PkFVetrboUAJiTBw+ezp3b16WnxzhgAP6qialuEuMTaQahGAAAXKIHnjydW65YY4wIALU2NjGVfUfbufManc8A/HVf6hQTJ1B/nmIAALgEnW6Zhw6dzl3b11VdCgDMycNPnUlZJnddu67qUgBYhCYmjU+kOYRiAABwCYZb7Zyb7ORO+8QAqLkHDp5KUSR3XLOu6lIAWIQmpi+GYsYn0gRCMQAAuAQPHDyVJLlLKAZAzT1w8FRu3rIqawb7qy4FgEXovE4xGkQoBgAAl+DBg6ezadVArtmwvOpSAOCSlWWZBw+edskDgOc1MdVNIhSjGYRiAABwCR48eCqvumZ9iqKouhQAuGSPHz+bM+encqcdmQA8j/NTnQz09qS3x88+1J9QDAAAXqZTZyfz+PGzuevadVWXAgBz8sCTxgED8MImpjoZ7Bcl0AyeZACYo6IofqEoiqNFUTzyPB//1qIoHp7558+LorhjoWsELq8vPHU6iQNEmsc7DZaeB586ndWDfblx86qqSwFgkZqY6mT5gNGJNINQDADm7gNJ3vkCHz+Q5E1lWb4yyf+d5P0LURQwfx44eCq9PUVeefXaqkuBy+0D8U6DJeWBJ0/lVdesS4+RWAA8j/NTHfvEaAyhGADMUVmWn0py8gU+/udlWZ6a+e1nk1y9IIUB8+bBg6eza9vqrBjoq7oUuKy802BpGb8wnX2jbZ3PALygialOlgvFaAihGAAsrP89yR9WXQRw6TrdMl946rQDRPBOg9p7+KnT6ZbJXdd6pwHw/M5PdbNMKEZDuNoKAAukKIq35OIB4hte4HPem+S9SbJ9+/YFqgx4OR492s74hencuX1d1aVAZbzToBkeOHix8fNVV6+rthAAFrWJyU6W9+uvoRk8yQCwAIqieGWS/5bk3WVZnni+zyvL8v1lWd5dluXdmzdvXrgCgZfswYOnk0SnGEuWdxo0x4MHT+emLauydkV/1aUAsIhNTBufSHMIxQBgnhVFsT3JbyX5trIs91VdDzA3Dzx5KhtWDuTajSuqLgUWnHcaNEdZlnnwqdO5S+czAC/i/GQng0IxGsL4RACYo6Iofi3Jm5NsKoriUJIfTdKfJGVZvi/JjyTZmOTniqJIkumyLO+uplpgrh44eCp3XrMuM///DI3inQZLxxMnzuXk2cncqfMZgBehU4wmEYoBwByVZfktL/Lx70zynQtUDjCPzpybymPHzuYb7rq66lJgXninwdLx4Mw+MeOAAXgx5ye7WSYUoyGMTwQAgJfowacuHiDeec26agsBgDl64OCprFrWl5u2rKq6FAAWuYkpnWI0h1AMAABeogcPnk5PkbxSKAZAzT148HTuuGZtenuMAwbghU1MdbJ8QJRAM3iSAQDgJfri4TO5acuqrFpmCjkA9TUx1clwq507rl5XdSkALHJTnW6mu2UG+3SK0QxCMQAAeAnKsszDh07nlQ4QAai5vSNjme6W3mkAvKjzU50kyfIBoRjNIBQDAICX4MiZiRwfn8wdV6+tuhQAmJOHD51JktxxjXcaAC9sYiYUW2anGA0hFAMAgJfg4adOJ4lb9QDU3kOHTmfz6mXZtmaw6lIAWOQmJrtJkuVCMRpCKAYAAC/BQ4fOpL+3yK4rVlddCgDMycOHzuSVV61NURRVlwLAIjcxPTM+UShGQwjFAADgJXj40Ons2rYmyyyYBqDGxi9M57Fj4zqfAXhJzk9eDMUG+0UJNIMnGQAAXkS3W+aLh8/klfaJAVBzjxw+k7JMXmmfGAAvwfkpnWI0i1AMAABexBMnzqY9MZ073KoHoOYePnQ6SbzTAHhJJmZCsWVCMRpCKAYAAC/i4UNnkrhVD0D9PXToTK5evzwbVg5UXQoANTChU4yGEYoBAMCLeOjQ6Qz29+SmzauqLgUA5uThQ6eNAwbgJZuY6iZJlg8IxWgGoRgAALyIhw+dye1Xrk1fr2+fAaivk2cn89TJ83ml0YkAvESzO8UG+/0sRDN4kgEA4AVMd7rZfeSMA0QAau+Lh2fGAesUA+AlOj9pfCLNIhQDAIAX8OjR8UxMdXOHfWIA1NzDT51OUSSvuMo7DYCXZmJ6tlNMKEYzCMUAAOAFPHzodJLoFAOg9h46dCY3bFqZ1YP9VZcC86ooisGiKO4riuKhoih2F0Xx48/xOUVRFD9VFMX+oigeLoriripqhcVuYrKTokiW9YkSaAZPMgAAvICHDp3J6sG+XLthRdWlAMCcPHzotEseLBUXkry1LMs7krwqyTuLonjdsz7nq5PcPPPPe5P8/IJWCDUxMd3NYF9viqKouhS4LIRiAADwAi4eIK5NT48fAgGor9aZiRxtX7BPjCWhvGh85rf9M/+Uz/q0dyf55ZnP/WySdUVRXLGQdUIdnJ/sZLBfjEBzeJoBAOB5TEx1MjTSdqsegNp7yDhglpiiKHqLovhCkqNJPlaW5V8+61OuSvLUM35/aObPgGc4P9XJcvvEaBChGAAAPI+hVjvT3TJ3uFUPQM198dCZ9PUUue3KNVWXAguiLMtOWZavSnJ1knuKorj9WZ/yXGMAnt1NdvETi+K9RVF8viiKzx87duwyVwqL28RUJ4MDQjGaQygGAADP42G36gFoiIcOnc6Orasz6LY/S0xZlqeT/FmSdz7rQ4eSXPOM31+d5MjzfI33l2V5d1mWd2/evHk+yoRFa2Kqk8E+7w6aQygGAADP46GnzmTTqmW5Yu1g1aUAwCUryzJfPHwmd1yj85mloSiKzUVRrJv59fIkX5lk6Fmf9uEkf6+46HVJzpRlObKwlcLid36qk+U6xWiQvqoLAACAxerhQ6fzyqvXpiiea7oOANTDwZPncvrcVF5x1bqqS4GFckWSXyqKojcXmwJ+oyzL3y+K4ruTpCzL9yX5SJJ3Jdmf5FyS91RVLCxmE1PdDPbrraE5hGIAAPAcxi9MZ/+x8XzNK6+ouhQAmJOHDp1JkrzSjkyWiLIsH05y53P8+fue8esyyfcuZF1QR5PT3awZFCPQHCJeAAB4DrsPn0lZJnfYJwZAzX3x0Oks6+vJzm2rqy4FgJqZ6nTT1ytGoDk8zQAA8BwedqsegIZ46NCZ3HrlmvQ71ATgZZrulunvNU6e5vDdEAAAPIeHDp3OVeuWZ+OqZVWXAgCXrNMt88jhMzqfAbgk051u+nrECDSHpxkAAJ7Dw4fO6BIDoPYeOzaec5OdvOIq7zQAXr6pTqnTmEbxNAMAwLOcOjuZgyfP5ZVu1QNQcw89dTpJcsc1QjEAXr6pTtf4RBpFKAYAAM/yxcMX94ndoVMMgJr74uEzWbWsLzdsWlV1KQDU0HS3TJ9QjAYRigEAwLM8fOh0kuR2oRgANffQoTO5/ao16elxoAnAyzdlpxgN42kGAIBnefjQmdywaWXWDPZXXQoAXLKpTjd7R8aMAwbgkk11uhnoEyPQHJ5mAAB4lt1HxnL7VbrEAKi3R0fHMznd9U4D4JJNd8r06TamQYRiAADwDCfPTubw6fO5/ao1VZcCAHPyyJGLOzJvv9I7DYCXryzLmZ1iYgSaw9MMAADPsPvpA0S36gGot92Hz2TlQG+u27iy6lIAqKHpbpkk6dcpRoMIxQAA4BkeOTyWJLlNKAZAzT1yZCy3Xbk2PQ4zAbgEU51ukqTfTjEaxNMMAADP8MiRM7lmw/KsXdFfdSkAcMk63TJ7jozlNuOAAbhEU52LnWJ2itEkQjEAAHiG3YfPGJ0IQO0dOD6e81Md7zQALtn0bKeYnWI0iKcZAABmjE1M5YkT53L7VQ4QAai32XHA3mkAXKrZnWJ9vTrFaA6hGAAAzNhzZHafmFFTANTbI4fPZFlfT27cvLLqUgCoqclpnWI0j6cZAABmPHL4TJLkNqOmAKi5R46cyS1XrEmfg0wALtFsp1i/TjEaxHdGAAAwY/eRsWxbM5jNq5dVXQoAXLJut8zuw2O5/SqdzwBcutmdYn09YgSaw9MMAAAzHjl8xgEiALX31KlzaV+Yzu06nwGYg6mOTjGaRygGAABJzk1O57Fj40YnAlB7jxy+uCPz9qu80wC4dFMdO8VoHk8zAAAk2TvSTrd0gAhA/T1y5Ez6e4vcvHVV1aUAUGPT3ZnxiUIxGsTTDAAASXYfOZMkxicCUHuPHD6THVtXZ1lfb9WlAFBjT49P7DE+keYQigEAQC4eIG5cOZBtawarLgUALllZltl9ZMw+MQDmbHomFNMpRpN4mgEAIBf3r9x21doUhVuQANTXyJmJnDw7qfMZgDn70k4xPyPRHEIxAACWvAvTnewbbef2Kx0gAlBvjxy+OA74NjsyAZijL4ViYgSaw9MMAMCSt681nulumdsdIAJQc48cGUtPkdyyzUUPAOZmujs7PlGnGM0hFAMAYMl75MjFW/X2rwBQd7sPn8lNW1Zl+UBv1aUAUHOznWJ9PWIEmsPTDADAkvfI4TNZPdiXazYsr7oUAJiTR46ccckDgMtiunOxU2zA+EQaxNMMAMCS98iRsdx+5doUhbEgANTX0fZERscu2CcGwGXxdKeY8Yk0iFAMAIAlbarTzd6Rsdx+ld0rANTb7sNjSZLbr/ROA2DupuwUo4GEYgAALGn7j45ncrqb292qB6DmHjl8cUfmrUIxAC6D6ZlOsX47xWgQTzMAAEva7AGiUAyAunvkyJncsGllVg/2V10KAA0wu1NMpxhNIhQDAGBJ231kLCsHenP9xpVVlwIAc/LI4TH7xAC4bCZnO8V6xQg0h6cZAIAl7ZHDZ3LrlWvS0+P2IwD1dersZA6fPm+fGACXzWynmFCMJvE0AwCwZHW6ZfaMjOW2K92qB6Dedh8ZS2IcMACXz3S3m6JIel0gpEGEYgAALFkHjp/NucmOA0QAau+RIxd3ZN6mUwyAy2SqU6a/R4RAs3iiAQBYsnbPHCDefpUDRADq7ZHDZ3L1+uVZt2Kg6lIAaIipTjf9vbrEaBahGAAAS9Yjh89kWV9Pbtq8qupSAGBOdh8Zy+3GAQNwGU13uumzT4yG8UQDALBk7T4yll3bVvtBD4BaG78wnQPHzxqdCMBlNdUtdYrROH76BwBgSSrLMntGxnKrA0QAam5oZCxJvNMAuKymO9302SlGw3iiAQBYkkbOTOT0uanceoUDRADqbY9QDIB5MNUp09+nU4xmEYoBALAk7TniABGAZthzZCzrV/Rn25rBqksBoEGmOt306xSjYTzRAAAsSXtGxlIUyc5tQjEA6m12HHBRuM0PwOUz3SnTZ6cYDSMUAwBgSdpzZCzXbVyZVcv6qi4FAC7ZdKeboVbbOGAALrvprp1iNI8nGgCAJWnPyJgDRABq7/HjZzM53TUOGIDLbrJTpr9PhECzeKIBAFhyxiamcvDkOQeIANTe0zsyr1hbcSUANM10p5v+HuMTaRahGAAAS87QSDtJdIoBUHt7RsYy0NeTGzavrLoUABrGTjGaSCgGAMCSs+fImSTRKQZA7e05MpadW1env9cRDwCX11S36/1C43iiAQBYcvaMjGXjyoFsWb2s6lIA4JKVZWlHJgDzZqojFKN5PNEAACw5e0bGcuuVa1IURoEAUF+jYxdy8uykzmcA5sV0p0yfnWI0jFAMAIAlZarTzb7WuFv1ANTenhHjgAGYPzrFaCJPNAAAS8pjx8Yz2ek6QASg9vYcGUuS7Nq2uuJKAGii6W6Zvl6dYjSLUAwAgCVl9gBRpxgAdbdnZCzXblyR1YP9VZcCQANNTesUo3k80QAALCl7joxlWV9Prt+0supSAGBO9hwZc8kDgHkz1S3Tr1OMhhGKAQCwpOwZGcuubavT58YjADU2fmE6T5w4JxQDYN5Md7rp6/FzE83iiQYAYMkoyzJ7RsbsEwOg9oZGZsYBe6cBME+mO3aK0TxCMQAAloyRMxM5fW7KrXoAam+PUAyAeTbV7WbAhA0axhMNAMCSseeIA0QAmmHPkbGsX9GfbWsGqy4FgIaa0ilGAwnFAABYMvaOjKUokp3bhGIA1NvemXHAReGwEoDLryzLdLqlnWI0jicaAIAlY8/IWK7buDKrlvVVXQoAXLLpTjdDrbZxwADMm6lOmSTp1ylGwwjFAABYMvaMjDlABKD2Dhw/mwvTXeOAAZg3091ukqTPTjEaxhMNAMCS0J6YypMnzjlABKD29ozM7Mi8Ym3FlQDQVFPTs51iIgSaxRMNAMCSMNRqJ4lOMQBqb8+RsQz09eSGzSurLgWAhpqa6RQzPpGmqWSZQlEUG5L8epLrkjyR5G+XZXnqOT7viSTtJJ0k02VZ3r1wVQIA0CR7jly8VX+LUAyAmtszMpYdW1e5vQ/AvJme2SnW1+NdQ7NU9UT/iyR/WpblzUn+dOb3z+ctZVm+SiAGAMBc7Dkylg0rB7J1zbKqSwGAS1aWZfYcsSMTgPk11ZndKaZTjGapKhR7d5Jfmvn1LyX5GxXVAQDAErFn5OIBYlH4oQ6A+jravpATZyeFYgDMq9lQbEBXMg1T1RO9tSzLkSSZ+feW5/m8MslHi6K4vyiK9y5YdQAANMpUp5vh0XZuvdIBIgD1NjsO+NYr11ZcCQBNNt2dGZ+oU4yGmbedYkVR/EmSbc/xoX/1Mr7Ml5dleaQoii1JPlYUxVBZlp96nr/vvUnemyTbt29/2fUCANBcjx87m8nprlv1ANTenpGLodiuK1ZXXAkATfb0+EQ7xWiYeQvFyrL8yuf7WFEUo0VRXFGW5UhRFFckOfo8X+PIzL+PFkXx20nuSfKcoVhZlu9P8v4kufvuu8u51g8AQHPsGTmTJDrFAKi9PUfGsn3DiqwZ7K+6FAAabLpz8Yi9X6cYDVNVzPvhJN8+8+tvT/K7z/6EoihWFkWxevbXSd6R5JEFqxAAgMbYc2QsA309uWHTyqpLAYA52TMyllt0iQEwz2Y7xfrtFKNhqnqi/12StxdF8WiSt8/8PkVRXFkUxUdmPmdrknuLongoyX1J/qAsyz+qpFoAAGpt70g7O7euTp8f6ACosbMXpvPEibO59Qr7xACYX1MdO8Vopnkbn/hCyrI8keRtz/HnR5K8a+bXjye5Y4FLAwCgYcqyzN6Rsbztli1VlwIAczI82k5ZRqcYAPNuuqtTjGbyRAMA0GjHxi/kxNnJ7NpmnxgA9TY00k6S3HKFdxoA82t2p1hfj04xmkUoBgBAo+11gAhAQ+wdGcuqZX25ev3yqksBoOEm7RSjoTzRAAA02tDIWJJk1zajpgCot6HWWHZtW52icGsfgPk12ykmFKNpPNEAADTaUKudbWsGs37lQNWlAMAlK8syQyPt7LJPDIAFMLtTrK/XRQyaRSgGAECj7R0Zyy0OEAGouUOnzqd9Ydo4YAAWxNRsp1iPCIFm8UQDANBYk9Pd7D86nl0OEAGouaHWxR2Zu7Z5pwEw/6Zmd4r16RSjWYRiAAA01v6j45nulm7VA1B7e+3IBGABTc+EYn06xWgYTzQAAI011Lp4gHiLA0QAam6oNZZrN67IymV9VZcCwBLw9PhEO8VoGKEYAACNtXdkLAN9Pbl+08qqSwGAOdk70s4tRicCsECmuzOdYr0iBJrFEw0AQGMNtdrZsXWVH+QAqLVzk9N54sTZ7LpC5zMAC0OnGE3ldAAAgMbaOzLmVj0AtTfcaqcsY0cmAAtmamanWL+dYjSMJxoAgEY61r6Q4+OT2eUAEYCaG2q1k8RFDwAWzHSnTE+R9PToFKNZhGIAADTS3pGxJMktRk0BUHN7R8ayallfrl6/vOpSAFgiprpdY+hpJE81AACNNNSaCcXcqgeg5oZG2tm5bbXb+gAsmOlOmQGhGA3kqQYAoJH2jrSzbc1g1q8cqLoUALhkZVlmb2tM5zMAC2qq001fr8sYNI9QDACARto7MpZdDhABqLnDp8+nPTGdXTqfAVhAU50yfT3iA5rHUw0AQONMTnfz2LHx3HKFA0QA6m3vSDtJvNMAWFDTnW76dYrRQEIxAAAa57Fj45nqlNm1TacYAPU2NHJxR+ZO7zQAFtB0tzQ+kUYSigEA0Dh7Zw4Qb3WrHoCa29say7UbV2TVsr6qSwFgCZnsdNPfKz6geTzVAAA0zlCrnYG+nly/aWXVpQDAnAyNtHU+A7Dgpjvd9NspRgN5qgEAaJy9I2PZsXVV+txsBKDGzk1O58CJs/aJAbDgpjvGJ9JMTgkAAGicvSPt7NrmABGAets3Op6yjHcaAAtuqlu6ZEgjeaoBAGiUY+0LOT5+wa16AGrPjkwAqjI13c2ATjEaSCgGAECjDLUuHiDeYv8KADU3NDKWlQO9uXr98qpLAWCJme5202enGA3kqQYAoFFmb9XvcqsegJrbO9LOrivWpKfHTX0AFtaUnWI0lFAMAIBGGRppZ+uaZdmwcqDqUgDgkpVlmb2tsezS+QxABaa73fTbKUYDeaoBAGiUPSNj9okBUHuHT59Pe2LaOw2ASkxNl+nXKUYDCcUAAGiMyeluHjs2nl3bHCACUG9DI+0kyS1X6BQDYOFNdbvp0ylGA3mqAQBojMeOjWeqUzpABKD2Zndk7nTRA4AKTHfK9NtpSQMJxQAAaIyh1sUDRJ1iANTdUKudazYsz6plfVWXAsASNN3RKUYzeaoBAGiMoVY7A709uWHzyqpLAYA5GWqN5RaXPACoyGSnTL9QjAbyVAMA0BhDI+3cuGWVH94AqLWJqU4OHD+bXduMAwagGtPdbvp7jU+keZwWAADQGMOtdm5xgAhAze0/Op5umey6QqcYANWY7pTp6xEf0DyeagAAGuH0ucm0xiayUygGQM3tHbm4I9M7DYCqTHV0itFMQjEAABphqNVO4lY9APU33GpnWV9PrttoRyYA1bgYiokPaB5PNQAAjTA0c6ve/hUA6m6o1c6OravT2+OGPgALr9st0y2TPp1iNJBQDACARhgebWf9iv5sWb2s6lIAYE6GWm2XPACozFS3myQ6xWgkTzUAAI2wd6SdndtWpyjcZgSgvo6PX8jx8Qv2iQFQmelOmSTp07FMAwnFAACovW63zL7RdnZts08MgHobntmReYsdmQBUZDYU0ylGE3mqAQCovadOncu5yY5RUwDU3t6ZHZk6xQCoymRndnyiTjGaRygGAEDtDc3cqneACEDdDbfa2bRqIJtW2ZEJQDWmZ3aK9ekUo4E81QAA1N7QSDtFkezYKhQDoN6GWsYBA1AtO8VoMqEYAAC1Nzw6lu0bVmTlsr6qSwGAS9aZ2ZGp8xmAKk3NjE8c6BMf0DyeagAAam9opG2fGAC198SJs7kw3fVOA6BSU093iokPaB5PNQAAtXZ+spMnTpzNTqOmAKi54ZkdmcYnAlCl2U6xvl7jE2keoRgAALX26NF2umVyi1v1ANTc0MhYeork5q2rqi4FgCVsunuxU6xfKEYDCcUAAKi1oZlb9favAFB3Q612rtu0MoP9vVWXAsASNj3bKWZ8Ig3kqQYAoNaGRtoZ7O/JtRtXVl0KAMzJUKudW4xOBKBikzOhWH+v+IDm8VQDAFBrw6Nj2bF1dXp7jPYAoL7OXpjOwZPndD4DULnpjvGJNJdQDACAWhsaaWeXA0QAam549OI4YO80AKo23Z0Zn6hTjAbyVAMAUFvH2hdy4uxkdho1BUDNDbdmQzHvNACqNTXTKdZnGgcNJBQDAKC2hlpjSZJb3KoHoOaGRsaycqA3V69fXnUpACxxUzM7xQb6xAc0j6caAIDamr1Vb/8KAHU31Gpnx7bV6XErH4CKTesUo8GEYgAA1NbekXY2r16WjauWVV0KAFyysiwz1GobnQjAojDbKdZvpxgN5KkGAKC2hkfHskuXGAA1Nzp2IWfOT3mnAbAoTHdnOsV6dYrRPEIxAABqabrTzb7RcQeIANTe3pkdmd5pACwGOsVoMk81AAC19MSJc5mc7manUVMA1NzsjkzjEwFYDKZmdor194gPaB5PNQAAtTTkVj0ADTE0MpYr1g5m7Yr+qksBgEzPdIoZn0gTCcUAAKil4VY7vT1FbtqyqupSAGBOhlrt7HTJA4BFwk4xmkwoBgBALe0daef6TSsz2N9bdSkAcMmmOt08dmzc6EQAFo3J6ZmdYsYn0kCeagAAaml4dMytegBq7/FjZzPVKY0DBmDRmO5209tTpKdHpxjNIxQDAKB2xi9M56mT57NrqwNEAOptdkemix4ALBbTnTJ9AjEaSigGAEDt7BttJ3GACED9Dbfa6espcuNmOzIBWBymOmX6e0UHNJMnGwCA2hluXQzF7F8BoO6GW+3csHllBvoc0QCwOEx1uunv1SlGM/mOCwCA2hlutbNioDdXr19edSkAMCdDrXZ2uuQBwCIy3e2mT6cYDeXJBgCgdoZaY7l562qLnwGotfbEVA6fPp+dW41OBGDxmOqU6fezFg0lFAMAoFbKssxwq51dW+0TA6De9o2OJ4lOMQAWlemOTjGay5MNAECtHBu/kFPnprJzm1AMgHr70o5M7zQAFo+pbmmnGI0lFAMAoFYcIALQFMOtsawc6M1V6+zIBGDxmJrupl+nGA3lyQYAoFZmQzGdYgDU3VCrnR3b7MgEYHGZ7pbp0ylGQwnFAAColaFWO5tWLcvGVcuqLgUALllZlhkebet8BmDRmep009cjOqCZPNkAANTKvtF2dm5bVXUZADAnx9oXcvrcVHZsFYoBsLhMd8oMGJ9IQ3myAQCojU63vBiKbV1TdSkAMCdDxgEDsEhNdbrGJ9JYQjEAAGrj4MlzmZjqGjUFQO3N7sjctc1FDwAWl6lumT6dYjSUJxsAgNoYbo0lcasegPobarWzefWybFg5UHUpAPBXTHe66e/RKUYzCcUAAKiNoVY7RRH7VwCoveHRMZ3PACxK050y/TrFaChPNgAAtbFvtJ1rN6zI8oHeqksBgEvW6ZZ5dHQ8O13yAGARslOMJhOKAQBQG0Otti4xAGrvyRNnc2G6mx06xQBYhKa6XZ1iNJYnGwCAWpiY6uSJ42eNmgKg9oZb7STxTgNgUZrulOmzU4yGEooBAFAL+4+Op1smO7etqboUAJiT2R2ZN28RigGw+Ex1yvTpFKOhPNkAANTC0Myt+p1u1QNQc8Otdq7buNKOTAAWpalONwN2itFQQjEAAGph32g7A309uW7jiqpLAYA52Tfazk47MgFYpKY7XZ1iNJYnGwCAWhhqtXPzllV+OAOg1iamOnnixFmdzwAsWlPdMn06xWgoJwoAANTCcGvMrXoAau/R0dkdmd5pACxO051u+ntEBzSTJxsAgEXv9LnJjI5dcIAIQO0NtcaSCMUAWJw63TLdMuk3oYOG8mQDALDoDbXaSRwgAlB/w612lvX15LqNK6suBQD+mqlON0mMT6SxhGIAACx6+0YvhmK7tq2puBIAmJvh0XZu3roqvT0OGwFYfKa7ZZKkXyhGQwnFAABY9IZa7axd3p+ta5ZVXQoAzMlwq52dW13yAGBxmp7tFLNTjIbyZAMAsOgNt9rZuW11isJtRQDq69TZyRxtX8gu44ABWKQmZ0Kx/j7RAc3kyQYAYFEryzL7Wu3s3OoAEYB6m92RuUMoBsAiNd2ZGZ9ozC8NJRQDAGBRO3z6fNoXprPTASIANTfcGksSnWIALFqdmZ1idl/SVEIxAAAWtX2jF2/VO0AEoO6GR8ezbkV/tqy2IxOAxUkoRtMJxQAAWNSMmgKgKYZbY9mx1Y5MABavTikUo9mEYgAALGr7Wu1cuXYwawb7qy4FAC5ZWZbZNzqu8xmARa2rU4yGE4oBALCoDbXa9okBUHuHT5/PuB2ZACxy07OhmK5mGkooBgDAojXV6ebxY2eNTgSg9mZ3ZO7c6p0GwOI1u1OsR6cYDSUUAwBg0Xri+NlMdrpGTQFQe3ZkAlAH3VKnGM0mFAMAYNEanrlVv8OtegBqzo5MAOqgY6cYDScUAwBg0RputdPbU+TGzauqLgUA5sSOTADqQChG0wnFAABYtIZb7Vy3cUUG+3urLgUALpkdmQDUhVCMphOKAQCwaA2PtrNr25qqywCAObEjE4C66MzsFOuxU4yGEooBALAonZuczsGT5+wTA6D27MgEoC663Yv/1ilGUwnFAABYlB4dHU9Zxv4VAGrPjkwA6mK2U0woRlMJxQAAWJRmb9ULxQCoOzsyAaiLzkyrmFCMphKKAQCwKA232hns78n2DSuqLgUA5sSOTADqojM7PtFOMRpKKAYAwKK0b7Sdm7esdkMRgFqzIxOAOul0L45P7JEc0FAebQAAFqWhVtvoRABqz45MAOqka6cYDScUAwBg0Tl5djLH2hey0616AGrOjkwA6mS2U6xPKEZDCcUAAFh0hlsOEAFoBjsyAaiTp8cn2ilGQwnFAABYdPa5VQ9AQ9iRCUCdzIZi3ls0lVAMAIBFZ6jVzroV/dmyelnVpQDAnNiRCUCddEqdYjSbUAwAgEVn32g7O7auTuEHMQBqzI5MAOqmq1OMhhOKAQCwqJRlmX2tdna5VQ9AzdmRCUDdTM+EYn1CMRpKKAYAwKJy5MxE2hems8OtegBqzo5MAOqmOzs+UShGQwnFAABYVPbN3KrXKQZA3Q2P2pEJQL10ZscnGmVPQwnFAABYVIZmQrGbdYoBUHPDLTsyAaiX2VBMpxhNJRQDAGBR2TfazpVrB7N2eX/VpQDAJbMjE4A6mh2faKcYTSUUAwBgURlqtbPDASIANWdHJgB1ND07PlEoRkMJxQAAWDSmO908dnQ8Ox0gAlBzszsyd7roAUCNdGfHJxr9S0MJxQBgjoqi+IWiKI4WRfHI83y8KIrip4qi2F8UxcNFUdy10DVCXTxx4mwmO10HiFAR7zS4fGZ3ZOoUA6BOOt2L/9YpRlMJxQBg7j6Q5J0v8PGvTnLzzD/vTfLzC1AT1NJwazyJA0So0AfinQaXxb7Rdq6wIxOAmumUs51iFRcC80QoBgBzVJblp5KcfIFPeXeSXy4v+mySdUVRXLEw1UG9DLfG0lMkN21ZVXUpsCR5p8HlM9Rq63wGoHa63TK9PUUK4xNpKKEYAMy/q5I89YzfH5r5M+BZhkfbuW7Tygz291ZdCvDcvNPgJbAjE4C6mu6W6RWI0WBCMQCYf8/13WT5nJ9YFO8tiuLzRVF8/tixY/NcFiw+w612drlVD4uZdxq8BHZkAlBX3bJMj9SABvN4A8D8O5Tkmmf8/uokR57rE8uyfH9ZlneXZXn35s2bF6Q4WCzOT3by5Mlz9onB4uadBi+BHZkA1FVHpxgNJxQDgPn34SR/r7jodUnOlGU5UnVRsNjsPzqesoxOMVjcvNPgJRgebduRCUAtdbplenqEYjRXX9UFAEDdFUXxa0nenGRTURSHkvxokv4kKcvyfUk+kuRdSfYnOZfkPdVUCovbUGssiVv1UCXvNLg8hltjdmQCUEudbpk+oRgNJhQDgDkqy/JbXuTjZZLvXaByoLb2jbazrK8n125cWXUpsGR5p8HlsW90XOczALXUKcv0CsVoMOMTAQBYFIZHx3Pz1lV+AAOg1iamOnnixNnsFIoBUEPdbpkeO8VoMKEYAACLwnBrzOhEAGrv0dGLOzJ3eqcBUEOdrk4xmk0oBgBA5U6fm8zo2AUHiADU3vBoO0myQ6cYADVkfCJNJxQDAKByw62LB4hGTQFQd8OtsQz09eQ6OzIBqCGdYjSdUAwAgMrtGxWKAdAMw6PjuXmLHZkA1FOnW6bXTjEaTCgGAEDlhkfbWTPYl21rBqsuBQDmZF+r7ZIHALXVLcv0uNhBgwnFAACo3PDMAWLhRiIANXbm3FRaYxN2ZAJQWzrFaDqhGAAAlSrLMsOtdnY4QASg5oZnxgHv0CkGQE11ujECmEYTigEAUKnRsQsZm5jOLgeIANTcbCjmnQZAXXW6XaEYjSYUAwCgUkOtsSTRKQZA7Q23xrLajkyoXFEU1xRF8YmiKPYWRbG7KIofeI7PeXNRFGeKovjCzD8/UkWtsNh0ytgpRqP1VV0AAABL276ZW/U73aoHoOb2tcazc6sdmbAITCf5p2VZPlAUxeok9xdF8bGyLPc86/M+XZbl11ZQHyxa3W6ZXq8xGkynGAAAlRpujWfrmmVZt2Kg6lIA4JKVZZnh0bZLHrAIlGU5UpblAzO/bifZm+SqaquCeuh0S+MTaTShGAAAlRoeHTM6EYDaGx27kDPnp4RisMgURXFdkjuT/OVzfPjLiqJ4qCiKPyyK4raFrQwWJ6EYTScUAwCgMp1umUdHL46aAoA6G54ZB+yiByweRVGsSvKhJP+4LMuxZ334gSTXlmV5R5KfTvI7L/B13lsUxeeLovj8sWPH5q1eWAw6pVCMZhOKAQBQmSdPnM2F6a5b9QDU3nDr4nm7ix6wOBRF0Z+LgdivlmX5W8/+eFmWY2VZjs/8+iNJ+oui2PRcX6ssy/eXZXl3WZZ3b968eV7rhqp1umV67MakwYRiAABUZt/MrXqhGAB1N9waz5bVy7J+pR2ZULWiKIok/z3J3rIs/9PzfM62mc9LURT35OI56YmFqxIWp65OMRqur+oCAABYuoZb4ymK5OYtQjEA6m3faNslD1g8vjzJtyX5YlEUX5j5sx9Osj1JyrJ8X5K/leR7iqKYTnI+yTeXZVlWUCssKp1umT6hGA0mFAMAoDLDo2O5dsOKLB/orboUALhknW6ZfaPtfNvrrq26FCBJWZb3JnnBU/2yLH8myc8sTEVQH8Yn0nTGJwIAUJnhVjs77F4BoOYOnjyXC9Pd7NApBkDNdbrGJ9JsQjEAACoxMdXJEyfOZZcDRABqbrh1cUemdxoAddcpy/QIxWgwoRgAAJV47Nh4Ot3SrXoAam+41U5RJDdtWVV1KQAwJ91umV7jE2kwoRgAAJXYN3rxVv1O4xMBqLl9o+1s37AiKwasbgeg3jplmT6dYjSYUAwAgEoMt8Yz0NuT6zatrLoUAJiT4dG2Sx4ANEKnY3wizSYUAwCgEsOtsdyweWX6e31LCkB9XZju5MDxs9lpHDAADdApjU+k2ZxAAABQiX2j4w4QAai9x46evbgjU6cYAA3Q6UanGI0mFAMAYMGNTUzl8OnzQjEAam94dCxJsss7DYAG6JZlDPOgyTzeAAAsuEdH20li/woAtTfcGk9/b2FHJgCNMN3ppq9HbEBzeboBAFhwQ62ZUMytegBqbrg1lhs3r7IjE4BG6JZJj51iNJjv2AAAWHD7Wu2sWtaXq9Ytr7oUAJgTOzIBaJJO1/hEms3jDQDAghsebWfH1lUp3EAEoMbadmQC0DCdskxPj5/TaC6hGAAAC6osywy32g4QAai9fXZkAtAw3W6ZPqEYDSYUAwBgQR0bv5BT56YcIAJQe8Ot8SR2ZALQHNPdMr0metBgQjEAABbUcOvirfodDhABqLnh1lhWDvTakQlAI3S7ZZIYn0ijCcUAAFhQs6GYTjEA6m54tJ0d21bbkQlAI3TKi6GYTjGaTCgGAMCCGm61s2nVsmxctazqUgDgks3uyNyl8xmAhujoFGMJEIoBALCg9o22s3PbqqrLAIA5md2RuUPnMwAN0Z3pFOsTitFgQjEAABZMt1tm3+h4dm5dU3UpADAnT48D1ikGQENMz3SK9QrFaDChGAAAC+apU+dyfqqjUwyA2rMjE4Cm6c6OT7RTjAYTigEAsGCGnr5Vr1MMgHqzIxOApunoFGMJEIoBALBg9s2EYjdv0SkGQL3ZkQlA03Rmdor1CMVoMKEYAAALZni0ne0bVmTlsr6qSwGAS2ZHJgBNNNsp1icUo8GEYgAALJjhVjs77F4BoObsyASgiZ4en2inGA0mFAMAYEFcmO7kwPGz2bVNKAZAvQ3bkQlAA3W7F/9tfCJNJhQDAGBBPH7sbKa7ZXYIxQCouWE7MgFooNmdYr1SAxrM4w0AwILYNzpzq974RABqbni0nWs2LLcjE4BGeXp8Yo/YgObydAMAsCCGWu309xa5ftPKqksBgDkZbrWzc6vRiQA0i51iLAVCMQAAFsS+Vjs3bFqVgT7fggJQX7M7MnduMzoRgGb5UqdYxYXAPPJ4AwCwIIZa7ey0TwyAmpvdkblzm04xAJqlO7NTrEenGA0mFAMAYN61J6Zy+PR5oRgAtWdHJgBN9aVOMaEYzSUUAwBg3u0bHU/iABGA+rMjE4Cm6pRCMZpPKAYAwLx7+la9TjEAas6OTACaSqcYS4Hv4AAAmHfDrXZWDvTmqnXLqy4FAOZkeNSOTACa6elQzE4xGkwoBgDAvBtutXPz1tXpceMQgBobvzCdQ6fsyASgmbozoZif22gyoRgAAPOqLMuLt+rtEwOg5oZbF8cB7/BOA6CB7BRjKRCKAQAwr46PT+bk2Um36gGovdkdmbu80wBooGk7xVgChGIAAMyr2Vv1DhABqDs7MgFosq6dYiwBQjEAAObVUGssSbJDKAZAzQ21xuzIBKCxOjrFWAKEYgAAzKvhVjubVg1k06plVZcCAJesLMsMt9o6nwForO7MTrEenWI0mFAMAIB5tW+0bZ8YALV3bPxCTp2b8k4DoLE63Yv/7usVitFcQjEAAOZNt1tm3+h4dm5dU3UpADAnszsyhWIANNV092IqplOMJhOKAQAwbw6ePJfzU53s3Laq6lIAYE6eDsW2CsUAaKbZ8Yl2itFkQjEAAObN0NO36nWKAVBvF3dkLstGOzIBaKjZ8Ym9OsVoMKEYAADzZt/oxVBsx1adYgDU2/BoO7uMTgSgwbrdi51iPVIDGszjDQDAvBlutbN9w4qsGOiruhQAuGSdbpl9o+3sMDoRgAbrzIxP7JOK0WCebgAA5s1Qayw73aoHoOaeOnkuE1NdnWIANNq0TjGWAI83AADzYmKqkydOnHOACEDtfWlHpncaAM01Oz7RTjGaTCgGAMC8eOzYeDrd0qgpAGpvuNVOUSQ325EJQIN1ZkOxHqEYzSUUAwBgXgzP3KrXKQZA3Q2PjtmRCUDjdcvZ8YlCMZpLKAYAwLwYbrUz0NuT6zatrLoUAJiT4VY7O3U+A9BwszvF+oRiNJhQDACAeTHUaufGLavS3+tbTgDqy45MAJaK2fGJPXaK0WBOKAAAmBf7RtvZafcKADW3/+jMjkyhGAAN17VTjCVAKAYAwGV35txURs5MZOe2NVWXAgBzsm/UjkwAlobOzE6xXp1iNJhQDACAy27YASIADfH0jsyNdmQC0GzdbpmiSHp0itFgQjEAAC674dZYkhg1BUDtze7I7LMjE4CGm+6WusRoPN/RAQBw2Q2PtrN6sC9Xrh2suhQAmJN9o22dzwAsCZ2y1CVG4wnFAAC47IZb7ezcujqFW4YA1NiXdmQKxQBovq5OMZYAoRgAAJdVWZYZarUdIAJQe7M7Mr3TAFgKOt2kV6cYDScUAwDgsmqNTaQ9Me0AEYDam92RuXOrdxoAzdctS6EYjScUAwDgshpqzdyqd4AIQM3N7si8wo5MAJaA6W5XKEbjCcUAALishltGTQHQDMOtdnZtsyMTgKWh0016vPNoOKEYAACX1XCrna1rlmXdioGqSwGAS1aWZYZb7ezQ+QzAEtHtlumVGNBwHnEAAC6roVY7O7etqboMAJiTkTMTGZuYzi6dzwAsEZ2yTK9OMRpOKAYAwGUz1enmsaPjDhABqL0vjQN20QOApaHTLdPbKxSj2YRiAABcNk8cP5vJTjc7jZoCoOaGZkMx7zQAlohOV6cYzScUAwDgsnn6AFGnGAA1N9wayxVrB7N2RX/VpQDAguiUZXp6hGI0m1AMAIDLZrjVTm9PkZu2rKq6FACYk6FW2zhgAJaUrk4xlgChGAAAl81Qq53rN63MYH9v1aUAwCWb6nTz2LFx+8QAWFI63TK9OsVoOKEYAACXzfDomNGJANTegeNnM9UpdYoBsKQIxVgKhGIAAFwW4xem89TJ89m11QEiAPW2d2QsiR2ZACwtnVIoRvMJxQAAuCz2jbaTOEAEoP6GW+309RS5cbMdmQAsHZ1umR47xWg4oRgAAJfF0MjFUGyX/SsA1Nxwq50bNq/MQJ9jEwCWjq5OMZYA390BAHBZDLfGsmKgN1evX151KQAwJ0Otdna65AHAEmOnGEuBUAwAgMtiqNXOjq2r0+OHKABqrD0xlcOnz2eXccAALDGdbple4xNpOKEYAABzVpZlhkfbueUKB4gA1NvsjkyhGABLjU4xlgKhGAAAc3a0fSGnz01l51YHiADU21DrYii2UygGwBLTKWPyB40nFAMAYM6+dIBo/woA9TY00s7qZX25ap0dmQAsLd1umV6ZGA0nFAMAYM6GW2NJjJoCoP6GW+3s2LY6hZ0qACwx090yvT0iA5rNEw4AwJwNtdrZsnpZ1q8cqLoUALhkZVlmqDVmdCIAS1K3W6ZXYkDDecQBAJiz4VbbASIAtdcam8jYxLTOZwCWpE5ZptdOMRpOKAYAwJxMd7p59Oi4A0QAau/pHZlbvdMAWHq63TI9xgfTcEIxAADm5IkT5zI53c3ObWuqLgUA5mR4JhTb5Z0GwBLUKcv06RSj4YRiAADMyVBrLEl0igFQe8Otdq5YO5i1K/qrLgUAFtx0p0yPUIyGE4oBADAnw612enuK3LRlVdWlAMCcDNmRCcAS1i3L9BqfSMMJxQAAmJOhVjvXbVyRwf7eqksBgEs21elm/1GhGABLV6dbplenGA0nFAMAYE6GW227VwCovQPHz2aqUxoHDMCS1S2NT6T5hGIAAFyysxemc/DkObfqAai9oVY7SbJzq4seACxNnW6ZPqEYDScUAwDgku0bnTlAFIoBUHPDrbH09hS5ccvKqksBgEpMd8v02ClGw1USihVF8U1FUewuiqJbFMXdL/B57yyKYrgoiv1FUfyLhawRAIAXNzxzq96oKQDqbrjVzg2bVmZZnx2ZACxNXTvFWAKq6hR7JMk3JPnU831CURS9SX42yVcnuTXJtxRFcevClAcAwEsx1GpnxUBvrlm/oupSAGBOhlptnc8ALGmdUihG81USipVlubcsy+EX+bR7kuwvy/Lxsiwnk3wwybvnvzoAAF6qodZYdmxdbRkzALXWnpjKoVPnc8sV9okBsHR1uzE+kcZbzDvFrkry1DN+f2jmzwAAWATKssxwq51brnCrHoB6m92RaRwwAEvZdLebPhceabi++frCRVH8SZJtz/Ghf1WW5e++lC/xHH9WvsDf994k702S7du3v6QaAQC4dEfbF3Lq3FR2bXOrHoB62zsyE4rpFANgiSrLMt0ypoDQePMWipVl+ZVz/BKHklzzjN9fneTIC/x970/y/iS5++67nzc8AwDg8tg7MpYk9q8AUHtDrbGsHuzLlWsHqy4FACrRnTlR7zU+kYZbzOMTP5fk5qIori+KYiDJNyf5cMU1AQAwY7hl1BQAzTDcamfXttUpHAQCsER1ZlKx3sWcGMBlUMkjXhTF3yyK4lCSL0vyB0VR/PHMn19ZFMVHkqQsy+kk35fkj5PsTfIbZVnurqJeAAD+uqFWO1esHcy6FQNVlwIAl6wsywyNtI0DBmBJ65azoZhUjGabt/GJL6Qsy99O8tvP8edHkrzrGb//SJKPLGBpAAC8RHtHxoxOBKD2Dp8+n/aFae80AJa0aZ1iLBEecQAAXrapTjePHRt3qx6A2psdB3zLFUIxAJau2fGJPUYJ03BCMQAAXrbHj53NVKd0gAhA7Q3NhGI7tnqnAbB0dZ/uFBOK0WxCMQAAXrah1liSGDUFQO3tHRnL1euXZ/Vgf9WlAEBlOqVQjKVBKAYAwMs21Gqnv7fIDZtWVV0KAMzJcKttHDAAS55OMZYKoRgAAC/b0MhYbty8KgN9vp0EoL4uTHfy+PGz2aXzGYAlbno2FLNTjIZzigEAwMt28Va9A0QA6m3/0fF0umV22ZEJwBLXmQnFenSK0XBCMQAAXpYz56Zy5MxEdl1h1BQA9TY00k4S4xMBWPK6pU4xlgahGAAAL8tQayxJslOnGAA1N9Qay0BfT67buKLqUgCgUh07xVgihGIAALwsw6MXb9Xf4lY9ADU31Gpnx9ZV6et1PALA0iYUY6nwXR8AAC/L3pF21q3oz9Y1y6ouBQDmZKjVNjoRAJJ0SqEYS4NQDACAl2WoNZadW1enMGsegBo7MX4hx9oXsss4YAB4ulOsx895NJxQDACAl6zbLbOv1c4tV7hVD0C9DbcujgPWKQYASbd78d86xWg6oRgAAC/ZoVPnc3ayk51u1QNQc3tnQjHvNAD40vjEPqEYDScUAwDgJdvbGksSo6YAqL2hkbFsWjWQzavtyASAzkyrWI9QjIYTigEA8JINt9opimTHVqEYAPU2PNo2OhEAZnRmxyfaKUbDCcUAAHjJhlpj2b5hRVYu66u6FAC4ZJ1umeFW2+hEAJjR6V4cn9gjMaDhPOIAALxkQ6220YkA1N6TJ87mwnTXOw3+P/b+PErPNL8Lu79Xlfa11Ku2VnfPeGZ6372ACcEmgE3wAhhsAyGYHAaI2SHgF4c9J3lZ3wB2MCaxMcTGBLDBwGDjEGOHEGC0tNRaumdzV6lKpd5Um3bV81zvH1Wl0fRILbVKVXfdz/35nFNHqqXV3z/qnPt5ru91/S6ARf3FO8WcFGPQKcUAALgjl6728ua7F4yaAqD1Xj87lyR5co9nGgAkXzwptm5YKcZgU4oBAHBHPvv2XPo1dtUD0HqvT85mqCRf8dC2pqMAwJpwfXyik2IMOKUYAAB35PVJu+oBGAynzs7lIw9uy6b1w01HAYA1YakUGx5SijHYlGIAANyRU2dns3n9cA7ct6XpKACwLK+fnXXyGQBu0KtOitENSjEAAO7IqcnZfGL39gzZOQhAi81dvpbT5y45+QwAN+g7KUZHKMUAALitWmtePzuXJ/fYVQ9Au71xdmEcsJNiAPBF84ul2DqlGANOKQYAwG29NXsl0xev2VUPQOudOuuOTAB4v/7S+ESlGANOKQYAwG2dmpxNkjyx2wIiAO12anI2Ozaty56dm5qOAgBrRm9pfKI7xRhwSjEAAG7r1NmFUuwTRk0B0HKvT87miT07Uiz6AcB1PXeK0RFKMQAAbuv1ybnsG9mcnZvXNx0FAO5av1/zxtm5PGV0IgB8iaXxiUoxBp1SDACA23r97Gye3OOUGADtNj51KReu9vKEk88A8CXmnRSjI5RiAAB8oMvXevn8OxfcJwZA651cuiPTSTEA+BL9xVJsyHhhBpxSDACAD/S5t8+n1695wkkxAFru9bOzKSX5+MPbmo4CAGuKO8XoCqUYAAAf6PWzc0mSJ+2qB6DlXp+cy+P3b82WDeuajgIAa0pvoRPLsJNiDDilGAAAH+j1ydlsXDeUx+7f2nQUAFiW18/OOvkMADexND5xeFgpxmBTigEA8IFOnZ3NJ3ZvN0YDgFa7cGU+o+cuuiMTAG5ifqkUc1KMAacUAwDglmqtOTU5lyd221UPQLu98dZcao1nGgDcRL8ulGJDGgMGnF9xAABu6Z3zV3LuwlX3iQHQeq9PuiMTAG6l56QYHaEUAwDglpYWEI2aAqDtXj87m20b12X/rs1NRwGANed6KWZsPgNOKQYAwC2dmpxNYtQUAO13anI2T+zenmIHPAB8mV6/ZqjEc5KBpxQDAOCWXj87l907NmXX1g1NRwGAu1ZrzeuTc3lij00eAHAzvVqdEqMTlGIAANzSqcnZPGkBEYCWm5i+lLkr8+4TA4Bb6PdrhpwSowOUYgAA3NTV+X4+/875PGEBEYCWc0cmAHywXt9JMbpBKQYAwE19/p3zudar7hMDoPWW7sj8hGcaANyU8Yl0hVIMAICbev3swgKiUVMAtN3rZ+dy4L4t2bZxXdNRAGBNclKMrlCKAQBwU69PzmXD8FA+8sDWpqMAwLKcOuuOTAD4IL1+zbA7xegApRgAADd1cnI2H3t4W9YNe8kIQHtdutrLm+9ecJ8YAHyAfq0ZclKMDrDCAQDATZ2anDM6EYDWe+OtufSrccAA8EGcFKMrlGIAAHyZd+au5N3zVywgAtB6pyYX7sh8yjMNAG6p1487xegEpRgAAF9maQHR/SsAtN2pydls27gu+3dtbjoKAKxZvX5fKUYnKMUAAPgydtUDMChOTc7mid3b3ZMCAB+gV50UoxuUYgAAfJlTk7PZs3NTRrZsaDoKANy1Wmted0cmANxWv1+jE6MLlGIAAHyZUxYQARgA41OXMndl3jMNAG6j169OitEJSjEAAL7ElflePv/O+Tyx231iALTbycVxwE+4IxMAPtB8v2Z4SF3A4PNbDgDAl/jsW+cz36921QPQeqcmZ1NKbPQAgNvo15phbQEd4NccAIAvcWpxV71SDIC2OzU5m8fu35otG9Y1HQUA1rRev2a4GJ/I4FOKAQDwJU5NzmXT+qE8/sDWpqMAwLIs3JHplBgA3E6/1gy5U4wOUIoBAPAlTk3O5hMPb3fJMgCtNnf5WsbOXcyTu518BoDb6fVr1nkPSAcoxQAAuK7WmlNnZ41OBKD13jg7l8Q4YAC4E/P9miHjE+kApRgAANednb2c6YvXLCAC0HrX78jc65kGALfT71fTQugEpRgAANddX0BUigHQcicn57Jj07rs3bmp6SgAsOb1qlKMblCKAQBw3anJhVFTT+zZ3nASAFieU5ML44CLUVAAcFt94xPpCKUYAADXnZyczf5dm7Nj0/qmowDAXev1a944O+fkMwDcoV6tWeekGB2gFAMA4LqlXfUA0Gaj713IpWu9POWZBgB3ZL5XM6QUowOUYgAAJEkuXe3lzXcvKMUAaL2lccCeaQBwZ/q1Ztj4RDpAKQYAQJLkjbfm0q/JU+4TA6DlTk3OZnio5GMPb2s6CgC0Qq9fM+ykGB2gFAMAIMnCAmJiVz0A7XdqcjYfeWBrNq0fbjoKALRCv8b4RDpBKQYAQJKFBcStG4bzyK4tTUcBgGVxRyYAfDjz/X7WKcXoAKUYAABJFhYQn9izw+5AAFpt+uLVnJm5rBQDgA+h30+G3ClGByjFAABIrTWvT87lSfeJAdBypybnksQzDQA+hIU7xZpOASvPrzkAABmfupS5K/N21QPQekt3ZD7lmQYAd6xXa4ZNDaEDlGIAAOSkBUQABsSpydk8sG1DHty+sekoANAa/b5SjG5QigEAkJNnZjNUkid2K8UAaLeTk7N5cs+OFPeiAMAdm+/XDHt20gFKMQAAcnJyNo8/sDWbNww3HQUA7trV+X4++9b5PLXXJg8A+DD6/ZohJ8XoAKUYAAA5eWbWfWIAtN7n3zmfq72+ccAA8CH1qpNidINSDACg42YuXcvE9CW76gFovVPuyASAu9JzpxgdoRQDAOg4C4gADIqTZ2azcd1QHn9ga9NRAKBV+lUpRjcoxQAAOu7kmcVSzEkxAFru5ORsnti9PeuGLXcAwIcx76QYHeFVIgBAx52cnM0D2zbkoe2bmo4CAHet1pqTk+7IBIAPq9aaWpMhd4rRAUoxAICOO2UBEYABcHb2cqYvXnPyGQA+pF6/JomTYnSCUgwAoMOuzvfz2bfOW0AEoPWujwO20QMAPpReVYrRHUoxAIAO+/w753O117eACEDrLZViT3imAcCH4qQYXaIUAwDoMLvqARgUJydn8+j9W7Jt47qmowBAq1wvxdwpRgcoxQAAOuzU5Gw2rhvK4w9sbToKACzLqclZmzwA4C70+wt/DjkpRgcoxQAAOuzk5Gye2L0964a9LASgvc5fmc+b711UigHAXbh+p5hOjA6w+gEA0FG11pycnM2TFhABaLnXJxfGAXumAcCHd318os2SdIDfcgCAjpqcuZzpi9fy1F4LiAC028nFUswzDQA+PHeK0SVKMQCAjjq1tIBoVz0ALXdqcjYjW9Znz85NTUcBgNa5Pj5RW0AH+DUHAOiok2cWSrEnlGIAtNzJM7N5as+OFDvcAeBD6y+eFBvyHKUDlGIAAB11cnI2j96/Jds2rms6CgDctfleP6+fnXOfGADcpevjE4eUYgw+pRgAQEednJw1OhGA1vvFdy/kynzfMw0A7tIXxycqxRh8SjEAgA46f2U+o+9dtIAIQOudXLojc69nGgDcDSfF6BKlGABAB71uARGAAXFycjYbhofy0Qe3NR0FAFrpeinmTjE6QCkGANBBS7vq3b8CQNudPDObr3hoWzass8QBAHdjqRQbclKMDvCKEQCgg05MzGbXlvXZs3NT01EA4K7VWnPyzGyedvIZAO5avzopRncoxQAAOujk5Gye2rsjxZseAFrs7bkree/CVeOAAWAZ5pfGJw57f8jgU4oBAHTMtV4/b5ydy9N7dzYdBQCW5cSZmSTxTAOAZei7U4wOUYoBAHTM594+n6u9vlFTALTeiYmlOzK3N5wEANpr6U6xYXeK0QFKMQCAjjl5ZmEB8ak9SjEA2u3k5GwevX9Ltm9a33QUAGit3uKdYkNOitEBSjEAgI45cWY2m9YP5SMPbms6CgAsy4kzs04+A8Ay9fsLf65zpxgdoBQDAOiYk5Mz+cTuHUZjANBqs5evZezcRSefAWCZ5hdbMSfF6AKlGABAh9Rac9KuegAGwKnFccBP793ZcBIAaLd+dacY3aEUAwDokPGpS5m9PK8UA6D1Tk4ulWKeaQCwHL3F8YnDTorRAUoxALgHSinfUEp5o5TyuVLK99zk+ztLKf+8lHK0lHKilPJdTeSEE4u76o2aAm7FM422OHFmNg9s25AHt29sOgoAtFqvv3BSbEhbQAf4NQeAZSqlDCf5/iTfmOSpJN9ZSnnqfT/23UlO1lqfT/IrkvzVUsqGVQ0KSU6emclQSZ7YrRQDvpxnGm1y4sxsntq7M8WudgBYlqXxieu0YnSA33IAWL6vSvK5WusXaq1Xk/x4km9538/UJNvLwqrNtiTnksyvbkxYGDX1kQe3ZfOG4aajAGuTZxqtcHW+n8+9PefkMwDcA/P9pTvFGg4Cq8CvOQAs374kp2/4fHzxazf6viRPJjmT5LUkf7DW2l+dePBFJ87MunsF+CCeabTCZ96ay7Ve9UwDgHugvzQ+0elrOkApBgDLd7NXjfV9n/+aJK8m2ZvkhSTfV0r5slWcUsonSykHSykH33nnnXudk447d+FqJmcuW0AEPohnGq1wcnLhjkzPNABYvt71k2JKMQafUgwAlm88ySM3fL4/C7vnb/RdSX6iLvhckl9M8sT7/6Fa6w/WWl+ptb7y4IMPrlhguunkmYUFxKf27Gw4CbCGeabRCifPzGbLhuE8dv/WpqMAQOv1qpNidIdSDACW79NJPlZKebyUsiHJdyT5qff9zFiSX5kkpZSHk3wiyRdWNSWdd3JyJold9cAH8kyjFU6emc2Te3ZkyI52AFi2pZNi64Y9Vxl865oOAABtV2udL6X8viQ/k2Q4yQ/VWk+UUn7P4vd/IMlfSPJ3SymvZWE01Z+otb7bWGg66cSZ2ezduSm7tm5oOgqwRnmm0Qb9fs3Jydn8hpfef90dAHA3ro9PdFKMDlCKAcA9UGv9VJJPve9rP3DD388k+dWrnQtudOLMbJ5ySgy4Dc801rqxcxdz/sp8ntrjmQYA90J/aXyiE9h0gPGJAAAdcOlqL19453ye2us+MQDa7eTkwh2ZT3umAcA94aQYXaIUAwDogNfPzqZfY1c9AK134sxMhodKPvbwtqajAMBAuF6KuVOMDlCKAQB0wBd31SvFAGi3k2dm87GHtmXT+uGmowDAQHBSjC5RigEAdMCJM7PZsWld9u/a3HQUAFiWE2dmnXwGPlAp5ZFSys+VUk6VUk6UUv7gTX6mlFL+Rinlc6WUY6WUl5rICmvBYieWIaUYHbCu6QAAAKy8E2dm8/TenSne5ADQYm/PXc7bc1fy9D73iQEfaD7JH621Hi6lbE9yqJTys7XWkzf8zDcm+djix1cn+VuLf0Ln9OtCKzbkCA0d4NccAGDAzff6eX1y1uhEAFrvxBnjgIHbq7VO1loPL/59LsmpJPve92PfkuTv1QX/IclIKWXPKkeFNaFvfCIdohQDABhwn3/nQq7M9/OMXfUAtNzJxVLsKaUYcIdKKY8leTHJf3zft/YlOX3D5+P58uIMOqG3dFJMKUYHKMUAAAbc8YmZJHbVA9B+xydm8uj9W7Jj0/qmowAtUErZluSfJPlDtdbZ93/7Jv9JvcW/88lSysFSysF33nnnXseExl2/U2xIKcbgU4oBAAy4E2dms2n9UD7y4LamowDAspw4M5tn9jr5DNxeKWV9FgqxH621/sRNfmQ8ySM3fL4/yZmb/Vu11h+stb5Sa33lwQcfvPdhoWG11ujD6AqlGADAgDt+ZiZP7tmRYe9yAGixmUvXMnbuotGJwG2VUkqS/y3JqVrrX7vFj/1Ukt9eFnxNkpla6+SqhYQ1pNevRifSGeuaDgAAwMrp92tOnZnNt77oegQA2m3pPjF3ZAJ34GuT/FdJXiulvLr4tT+Z5ECS1Fp/IMmnkvzaJJ9LcjHJd61+TFgb+tXoRLpDKQYAMMDGzl3M3JV594kB0HonzrgjE7gztdZ/l5vfGXbjz9Qk3706iWBt6xufSIcYnwgAMMBO2FUPwIA4cWY2u3dsygPbNjYdBQAGSr9fM2x8Ih2hFAMAGGDHz8xk3VDJxx7e1nQUAFiW4xMzTokBwAroVXeK0R1KMQCAAXbizGw+/vD2bFw33HQUALhrl6728vl3zudpJ58B4J6r7hSjQ5RiAAADqtaaE3bVAzAATp2dTb+6TwwAVoI7xegSpRgAwIB6a/ZK3rtw1QIiAK23dEemZxoA3Hu9vvGJdIdSDABgQJ04M5MkecaoKQBa7uSZmYxsWZ99I5ubjgIAA6dvfCIdohQDABhQxydmU0ry5B676gFot+MTs3l6744Uu9gB4J7r941PpDuUYgAAA+rEmZk8/sDWbN24rukoAHDXrvX6eePsXJ7Z6+QzAKyEfq0ZtvGEjlCKAQAMqBNnZvO0BUQAWu6zb53P1V4/T7lPDABWRL/GaWw6QykGADCApi5czcT0pTxjARGAlnNHJgCsrH6tGdIU0BF+1QEABtCJM7NJ4qQYAK134sxstmwYzuP3b206CgAMJOMT6RKlGADAAFraVf+0k2IAtNyJMzN5as+ODA1ZrAOAldDr1wwpxegIpRgAwAA6fmY2+0Y2Z9fWDU1HAYC71u/XnDwza5MHAKygWmPzCZ2hFAMAGEAnJmYsIALQer/43oVcuNrL0+4TA4AVs3BSrOkUsDqUYgAAA2bu8rV84d0LedYCIgAtd3xiYRywZxoArJx+NT6R7lCKAQAMmJNnZpMkz1hABKDljk/MZMO6oXzFQ9uajgIAA6tfoxSjM5RiAAAD5vhiKfb0PuMTAWi34xOzeXL39qwftnwBACulX2uGPGrpCL/qAAAD5sTETB7esTEPbd/UdBQAuGu11hw/M+PkMwCssH6tGXZSjI5QigEADJjXJmbyzF4LiAC029i5i5m7PK8UA4AV1uvXFKUYHaEUAwAYIBevzufz75zP0xYQAWi54xOLd2Ta6AEAK6rWZHhIKUY3KMUAAAbIqcm59GvyrFIMgJY7fmYm64dLPr57W9NRAGCg9WuNToyuUIoBAAyQ4xMzSZJn9u1oOAkALM/xiZl8/OHt2bhuuOkoADDQjE+kS5RiAAAD5PjETO7fuiG7d2xqOgoA3LVaa467IxMAVkWtybBSjI5QigEADJDXJmbyzL6ddvkB0GoT05cydfFantmvFAOAldarNUOaAjrCrzoAwIC4fK2Xz7593uhEAFrv+MRskuSZvZ5pALDSFu4Us7GSblCKAQAMiDfOzqXXr0ZNAdB6J87MZHio5Mk9SjEAWGn9vlKM7lCKAQAMiNcmZpIkz+xTigHQbq9NzORjD23LpvXDTUcBgIHXr8mQToyOUIoBAAyIE2dmsnPz+uzftbnpKABw12qtOT4xk6edfAaAVdGvNcNaMTpCKQYAMCCOT8zmmX07Uoy9AKDF3p67knfPX3VHJgCskl6/eh9JZyjFAAAGwNX5ft44O2d0IgCt99r4wjjgZz3TAGBV1JoMK8XoCKUYAMAA+Mxbc7na6+cZo6YAaLnjZ2ZSSvLkHifFAGA19GrNkKaAjvCrDgAwAE6cWdhV76QYAG13fGI2H3lga7ZuXNd0FADohH6tGXJSjI5QigEADIDXJmayfeO6PHrflqajAMCyHJ+YMToRAFZRrVGK0RlKMQCAAfDaxGye2rsjQ0PeyADQXu/MXcnZ2ctOPgPAKur1a7yVpCuUYgAALXet18+pyVm76gFoveMTxgEDwGrr12qDJZ2hFAMAaLnPvnU+V+f7eXa/BUQA2u21iZmUkjy9d0fTUQCgM/p9d4rRHUoxAICWe21iOkmcFAOg9Y6Nz+TxB7Zm+6b1TUcBgM7o12RYKUZHKMUAAFrutYmZbNu4Lo/dv7XpKACwLMcnZmzyAIBVtjA+sekUsDr8qgMAtNxrE7N5Zt8OM+ABaLV35q7k7OxlpRgArLJ+rSlOitERSjEAgBa71uvn1OSsBUQAWu/4xEwS44ABYLUZn0iXKMUAAFrsM2/N5ep8P89YQASg5Y6Nz6SU5GnPNABYVb1+jcEjdIVSDACgxeyqB2BQvDYxk8cf2JptG9c1HQUAOmXhTjGtGN2gFAMAaLHXJmayfeO6PHb/1qajAMCyHJ+YyXM2eQDAquv3a4aMT6QjlGIAAC322sRsnt63w64+AFrt7bnLOTt72ThgAGhAvybD3lPSEUoxAICWutbr59TkrNGJALSeccAA0Jx+rXFQjK5QigEAtNRn3prL1fl+nt0/0nQUAFiW18ZnU0rytFIMAFZdvxqfSHcoxQAAWsquegAGxWsTM/nIA1uzbeO6pqMAQOf0azKsFKMjlGIAAC312sRMtm9cl0fv29J0FABYluMTMzZ5AEBDev0aV4rRFUoxAICWem18Jk/v25Eh714AaLG35y7n7OzlPKMUA4BVV2tNEu8r6QylGABAC13r9XPq7Fyec58YAC23NA7YMw0AVl9/oRNzpxidoRQDAGihz7w1l6vzfbvqAWi918ZnU0ry9N4dTUcBgM7pLbZiDorRFUoxAIAWWtpV7/4VANrutYmZfOSBrdm6cV3TUQCgc/rGJ9IxSjEAgBZ6bWIm2zeuy6P3bWk6CgAsy/GJGZs8AKAh10sx4xPpCKUYAEALHRufybP7d9rNB0CrvT17OWdnL7tPDAAasnSn2LBSjI5QigEAtMyV+V5OTc7m2f121QPQbsfGF8YBP+eZBgCNWLpTTCdGVyjFAABa5jNnz+dar+a5fSNNRwGAZTk2MZOhkjy1d0fTUQCgk6rxiXSMUgwAoGWOTUwnsasegPZ7bXw6H3toe7ZsWNd0FADopOvjE43mpyOUYgAALfPa+Ex2bVmf/bs2Nx0FAO5arTWvTczY5AEADVoan6gToyuUYgAALXN0fCbP7h9JMd4CgBY7M3M5756/qhQDgAZdH5+oFaMjlGIAAC1y+Vovn3lrLs/ts4AIQLu9Nj6dJHl2/0ijOQCgy3ruFKNjlGIAAC1ycnI2vX7Ns3bVA9Byx8Znsm6o5Ind25uOAgCddf1OMaUYHaEUAwBokdfGZ5LEqCkAWu+1iZl8Yvf2bFo/3HQUAOis/mIrphOjK5RiAAAtcmx8Jg9s25jdOzY1HQUA7lqtNcfGZ2zyAICG9Y1PpGOUYgAALfLaxHSe378zxRsWAFrs9LlLmbl0Lc+5TwwAGnV9fOKQ95h0g1IMAKAlLlyZz+fePu8+MQBa7+j4dJLk2X2eaQDQpJ7xiXSMUgwAoCVOnJlNv7pPDID2e21iJhvWDeXjD29vOgoAdFpdHJ/opBhdoRQDAGiJY4u76p+xqx6Aljs2Pp0n9+zIhnWWJQCgST13itExXn0CALTEaxMz2bNzUx7avqnpKABw1/r9muMTs3nOJg8AaFy/v/Cng2J0hVIMAKAlXhufMToRgNb7xfcu5PyVec80AFgD+k6K0TFKMQCAFpi5dC1fePdCnts/0nQUAFiWpXHAnmkA0DylGF2jFAMAaIETEzNJkmeNmgKg5Y6Nz2Tz+uF89MGtTUcBgM7rL3RiGTY/kY5QigEAtMDRcaUYAIPh2PhMnt67I+uGLUkAQNN6i62Yg2J0hVegAAAtcGx8Ogfu25JdWzc0HQUA7tp8r58TZ2aMTgSANaIujk90UoyuUIoBALTAsfGZPLffKTEA2u0zb53P5Wv9PP+IZxoArAVL4xPdKUZXKMUAANa4d89fycT0pTxvVz0ALXdsfDpJnBQDgDXC+ES6RikGALDGfXEB0a56ANrt6PhMdmxal8fu39J0FAAgN4xP1IrREUoxAIA17ujpmQyV5Jl9SjEA2u3Y+HSe2z+SYuENANaE3mIpNuROMTpCKQYAsMYdG5/OVzy0LVs3rms6CgDctcvXennj7JyTzwCwhrhTjK5RigEArGG11hwbn3H3CgCtd3JyNvP96pkGAGtIf+mkmE6MjlCKAQCsYeNTl/Lehat53q56AFru6OnpJMnzj3imAcBa0e8vlWJaMbpBKQYAsIYdG59Jkjz/yEizQQBgmY6Nz+Sh7Ruze8empqMAAIuWxicOOypGR9y2FCul/JVSytOrEQYAgC91bHw6G4aH8sTuHU1HAYBlOTo+nef2j6TYiQ4Aa0ZvsRXzeKYr7uSk2OtJfrCU8h9LKb+nlGLOAQDAKjk6Pp0n92zPhnUO+APQXrOXr+UL71wwDhgA1pi6eKeYk2J0xW1XV2qt/2ut9WuT/PYkjyU5Vkr5sVLK1610OACALuv3a45PzOa5/SNNRwGAZTm+OA74OeOAAWBN6VV3itEtd7TluJQynOSJxY93kxxN8kdKKT++gtkAADrtC++ez/kr83nOrnoAWu7oUim2zzMNANaSpTvFlGJ0xbrb/UAp5a8l+aYk/1eS/7HW+p8Wv/UXSylvrGQ4AIAuO3p6YQHxebvqAWi5Y+PTOXDfluzauqHpKADADer1k2INB4FVcttSLMnxJP99rfXiTb73Vfc4DwAAi46NT2fLhuF89MFtTUcBgGU5Nj6TFw+MNB0DAHifXt/4RLrlTsYn/tb3F2KllH+TJLXWmRVJBQANKKX8ulLKHY0WhtVwdHwmz+zb6cJj4EMrpRwspXx3KWVX01ng3fNXMjF9Kc+7IxMA1pyl8Yned9IVt1z4K6VsKqXcl+SBUsquUsp9ix+PJdm7agkBYPV8R5LPllL+UinlyabD0G1X5/s5OTmb590nBtyd78jC+7ZPl1J+vJTya0qx/ZdmHBufThJ3ZALAGtRfbMW8UqQrPmg3/O9OcijJE0kOL/79UJJ/luT7Vz4aAKyuWutvS/Jiks8n+eFSyv9bSvlkKWV7w9HooDfOzuXqfD/P2VUP3IVa6+dqrd+b5ONJfizJDyUZK6X8ucXNj7BqXj09k6GSPLNPKQYAa01/8U4xJ8XoiluWYrXWv15rfTzJH6u1Pn7Dx/O11u9bxYwAsGpqrbNJ/kmSH0+yJ8mvT3K4lPL7Gw1G5xxd3FX/wiMjjeYA2quU8lySv5rkL2fh2fZtSWaT/F9N5qJ7jo1P5+MPb8/WjXdyrTkAsJqWxie6U4yuuOUr0lLK19da/68kE6WU3/D+79daf2JFkwHAKiulfHOS70ry0SR/P8lX1VrfLqVsSXIqyd9sMh/dcvT0dO7fuiH7d21uOgrQQqWUQ0mmk/xvSb6n1npl8Vv/sZTytY0Fo3NqrTl6ejq/+qndTUcBAG6iV41PpFs+aJvWf56FHYTfdJPv1SRKMQAGzbcl+f/VWn/hxi/WWi+WUn5nQ5noqKPj03n+kZG4Agi4S7+p1vqFG79QSnm81vqLtdYv2/QIK+X0uUuZungtzzv5DABrUl0an+i9Jx1xy1Ks1vpnFv/8rtWLAwCNmnx/IVZK+Yu11j9Ra/03TYWie85fmc9n3z6f//LZvU1HAdrrHyd56SZfe7mBLHTYq4vjgJ9/xH1iALAW9RbnJxqfSFfc8k6xJaWU/7GUMnLD57tKKf/DiqYCgGb8qpt87RtXPQWd99r4TGq1gAh8eKWUJ0opvzHJzlLKb7jh43ck2dRwPDro6OnpbFo/lI8/vL3pKADATVy/U2xIKUY33Mktt99Ya/2TS5/UWqdKKb82yX+/crEAYPWUUn5vkv82yUdLKcdu+Nb2JP9PM6nosqNLu+r3jzSaA2ilTyT5dUlG8qWj8OeS/K4mAtFtR09P55m9O7N++LZ7cgGABvSvnxRrOAiskjspxYZLKRuXLmYupWxOsnFlYwHAqvqxJP8qyf+U5Htu+PpcrfVcM5HosqOnp/Po/Vuya+uGpqMALVNr/WdJ/lkp5ZfUWv/fpvPQbdd6/Rw/M5Pf+tWPNh0FALiFfjU+kW65k1Lsf0/yb0opP5ykJvmdSX5kRVMBwOqqtdY3Synf/f5vlFLuU4yx2o6ens4rj93XdAyghUopf7zW+peS/JZSyne+//u11j/QQCw66jNvzeXytX6ef2Sk6SgAwC0sjU8cdlSMjrhtKVZr/UuLo6T+i8Uv/YVa68+sbCwAWFU/loVRU4eysAHkxleCNclHmghFN709ezlnZi5bQATu1qnFPw82mgKSHD09kyR5wThgAFizlk6KOShGV9zJSbEkOZJkfRYWBo+sXBwAWH211l+3+OfjTWeBo+OLC4iP7Gw4CdBGtdZ/vvin6R407ujp6ezasj6P3Le56SgAwC0s3Sk2rBWjI257020p5Tcn+U9Jvi3Jb07yH0sp37bSwQBgtZVSfn0pZecNn4+UUr61wUh00NHT0xkeKnl6r1IMuHullJ8tpYzc8PmuUoqJH6yqo+PTef6RkRSLbACwZvXcKUbH3LYUS/K9Sb6y1vpf11p/e5KvSvKnVjYWADTiz9RaZ5Y+qbVOJ/kzzcWhi46OT+eJ3duzaf1w01GAdntw8TmWJKm1TiV5qLk4dM2FK/P5zFtzed7oRABY05buFBtypxgdcSel2FCt9e0bPn/vDv87AGibmz3f7nTUMCxbv19z9PS0+8SAe6FXSjmw9Ekp5dEsjMOHVXF8Yib9mrzgmQYAa1qtNfowuuROFvp+enHMxj9Y/Pzbk3xq5SIBQGMOllL+WpLvz8LC4e9PcqjZSHTJm+9dyOzl+bxgVz2wfN+b5N+VUn5+8fNfnuSTDeahY46OTydJnttvHDAArGW9fjU6kU65bSlWa/3vSim/McnXJilJfrDW+pMrngwAVt/vz8KI4H+YhWfev07y3Y0molOWFhCdFAOWq9b606WUl5J8zeKX/nCt9d0mM9EtR0/P5JH7Nuf+bRubjgIAfIB+NTqRbrmjkVC11n+S5J+scBYAaFSt9UKS7yml7EjSr7WebzoT3XL09Ey2bBjOVzy0rekowGD4pVk4IbbkXzQVhO559fR0Xjww0nQMAOA2+sYn0jG3vBuslDJXSpm9ycdcKWV2NUMCwGoopTxbSjmS5LUkJ0oph0opzzSdi+44cno6z+7bmWHvSIBlKqX8f5P8wSQnFz/+YCnlf2o2FV3xztyVTExfcp8YALRAv18zbHwiHXLLk2K11u2rGQQA1oC/neSP1Fp/LklKKb8iyQ9mYac9rKgr872cOjOb7/pljzUdBRgMvzbJC7XWfpKUUn4kyZEk/59GU9EJr56eThKlGAC0QK+6U4xuueVJsRuVUn5ZKeW7Fv/+QCnl8ZWNBQCN2LpUiCVJrfXfJtnaXBy65NTkXK72+nlh/0jTUYDBMXLD33c2FYLuOXp6OsNDJU/v9WsHAGtdrYlOjC657Z1ipZQ/k+SVJJ9I8sNJNiT535N87cpGA4BV94VSyp9K8vcXP/9tSX6xwTx0yKtjU0mSF9y/Atwb/1OSI6WUn0tSsnC3mFNirIpXT0/nid3bs3nDcNNRAIDb6NdqhD+dcicnxX59km9OciFJaq1nkhitCMAg+p1JHkzyE0l+cvHv39VoIjrj1dPTeXjHxuzZubnpKMAAqLX+gyRfk4Vn2k8k+SW11h9vNhVd0O/XHD09bXQiALREr298It1y25NiSa7WWmsppSZJKcUYKQAGUq11KskfaDoH3fSqBUTgHiilvPS+L40v/rm3lLK31np4tTPRLV9493zmrsx7pgFAS/RrMuSkGB1yJ6XY/1FK+dtJRkopvysLu+j/zsrGAoDVU0r550nqrb5fa/3mVYxDB01duJo337uYb//KA01HAdrvr37A92qSr1+tIHTTkbHpJMmLxgEDQCv0+zU6MbrktqVYrfWvlFJ+VZLZLNwr9qdrrT+74skAYPX8laYD0G2vjk8niV31wLLVWr+u6Qx026unp7N947p85IFtTUcBBkQpZWOS35jksdywlllr/fNNZYJB0q81w8Yn0iG3LcVKKX84yT+6l0VYKeU3JfmzSZ5M8lW11oO3+Lk3k8wl6SWZr7W+cq8yAMCSWuvPL/29lLI5yYFa6xsNRqJjjp6eTinJs/t3Nh0FGBCllC1J/kgWnmmfLKV8LMknaq3/ouFoDLij49N57pGdxjAB99I/SzKT5FCSKw1ngYHTr0lRitEhdzI+cUeSnymlnEvy40n+ca31rWX+f48n+Q1J/vYd/OzX1VrfXeb/DwBuq5TyTVk4NbYhyeOllBeS/HnjE1lpr56ezscf2p5tG+/kpRnAHfnhLCwe/tLFz8eT/KMkSjFWzOVrvbw+OZff/Z9/pOkowGDZX2v9hqZDwKDq15qhoaZTwOq57a97rfXP1VqfTvLdSfYm+flSyv+5nP9prfWUHfgArEF/NslXJZlOklrrq1kY0QErptaao6enjU4E7rWP1lr/UpJrSVJrvZTEFmBW1PGJmcz3a154ZFfTUYDB8u9LKc82HQIGlfGJdM2H6YDfTnI2yXtJHlqZOF+mJvnXpZRDpZRPrtL/E4Dumq+1zjQdgm4Zfe9ipi5eywsHRpqOAgyWq4sjgWuSlFI+GiOnWGGvnp5O4o5M4J77ZUkOlVLeKKUcK6W8Vko51nQoGBS9fs2QUowOuZM7xX5vkm9P8mCSf5zkd9VaT97Bf/d/Jtl9k299b631n91hvq+ttZ4ppTyU5GdLKa/XWn/hFv+/Tyb5ZJIcOHDgDv95APgSx0spvyXJ8OLdK38gyb9vOBMDzgIisEL+bJKfTvJIKeVHk3xtkt/RZCAG35HT09k3sjkPbt/YdBRgsHxj0wFgkNUad4HSKXdyccWjSf7Q4gipO1Zr/S/uKtGX/htnFv98u5Tyk1kYaXXTUqzW+oNJfjBJXnnllbrc/zcAnfT7k3xvFnbS/1iSn0nyPzSaiIH36unpbNkwnI8/vL3pKMAAqbX+61LKoSRfk4WxiX/QXc2stFfHpp18Bu65WutoKeX5JP/Z4pf+71rr0SYzwSDp1xqdGF1yJ3eKfc+HLcTuhVLK1lLK9qW/J/nVSY6vdg4AOuUTtdbvrbV+5eLHf19rvdx0KAbbkdPTeWbfzgx7FwLcQ6WUn8rCe6h/W2v9FwoxVto7c1cyMX0pL+wfaToKMGBKKX8wyY9m4TqXh5L876WU399sKhgcxifSNR/mTrF7ppTy60sp40l+SZJ/WUr5mcWv7y2lfGrxxx5O8u9KKUeT/Kck/7LW+tNN5AWgM/5aKeX1UspfKKU83XQYBt+V+V5OnZnNi0YnAvfeX83CjvqTpZR/VEr5tlLKpqZDMbiOLo0DdlIMuPf+myRfXWv907XWP52FU9C/q+FMMDD6NUoxOuVOxifec7XWn0zykzf5+pkkv3bx719I8vwqRwOgw2qtX1dK2Z3kNyf5wVLKjiT/sNZqhCIr4tTkXK72+u4TA+65WuvPJ/n5Uspwkq/PwuLhDyXZ0WgwBtarp6czPFTyzN6dTUcBBk9J0rvh897i14B7oF9rhho5OgPNaKQUA4C1qtZ6NsnfKKX8XJI/nuRPx71irJBXx6aS2FUPrIxSyuYk35Tk25O8lORHmk3EIHv19HSe2L09mzcMNx0FGDw/nOQ/llKWNth/a5L/rbk4MFj6tWbYSTE65JalWCllLkm92beS1FqrHYYADJRSypNZWDj8tiTvJfnxJH+00VAMtCOnp7N7x6bs2bm56SjAgCml/MMkX53kp5N8fxbuFus3m4pB1evXvHp6Ot/64t6mowADqNb610op/zbJL8vCuuR31VqPNJsKBkevX1OUYnTILUuxWuv21QwCAGvADyf5B0l+9eJIX1hRR8am86JTYsDK+OEkv6XW2rvtT8Iyff6d8zl/ZT4vPrKr6SjAACml7Ki1zpZS7kvy5uLH0vfuq7WeayobDJJak+EhpRjdccfjE0spDyW5fjFzrXVsRRIBQENqrV/TdAa6473zVzJ27mJ+61cfaDoKMIBqrT/ddAa649Wx6STGAQP33I8l+XVJDuVLp1mVxc8/0kQoGDT9WqMTo0tuW4qVUr45yV9NsjfJ20keTXIqydMrGw0AYHC9eno6SfLiAbvqAWi3I6ensnPz+jx+/9amowADpNb66xb/fLzpLDDIjE+ka4bu4Gf+QpKvSfKZxYfQr0zy/6xoKgCAAXdkbDrDQyXP7tvZdBRgwJQFjzSdg+44MjadFx4ZyZBt5sAKKKX8mzv5GnB3ak2GlWJ0yJ2UYtdqre8lGSqlDNVafy7JCysbCwBgsL16ejpP7N6ezRuGm44CDJhaa03yT5vOQTecvzKfz7w1lxceGWk6CjBgSimbFu8Te6CUsquUct/ix2NZmGgF3AO9WjN0Jy0BDIg7uVNsupSyLckvJPnRUsrbSeZXNhYArJ5Syj/Pl86o/xK11m9exTh0QK9f8+rp6Xzri97LAyvmP5RSvrLW+ummgzDYjo1Pp1+TF90nBtx7vzvJH8pCAXYoC3eJJclsku9vKBMMnIU7xZwUozvupBT7liSXkvzhJL81yc4kf24lQwHAKvsrTQegWz7/zvmcvzKfFx9xnxiwYr4uye8upYwmuZCFhcRaa32u2VgMmiNj00nipBhwz9Va/3qSv15K+f211r/ZdB4YVP0apRidciel2J+utf6JJP0kP5IkpZS/mORPrGQwAFgttdafbzoD3fLq0gKiXfXAyvnGpgPQDa+ens5HHtiakS0bmo4CDK5+KWWk1jqdJKWUXUm+s9b6vzQbCwZDv1/jWlC65E6mhf6qm3zNGywABk4p5WOllH9cSjlZSvnC0kfTuRg8R05PZefm9Xn8/q1NRwEGVK11tNY6moWpH/WGD7hnaq05MjZtkwew0n7XUiGWJLXWqSS/q7k4MFj6tWZYK0aH3LIUK6X83lLKa0k+UUo5dsPHLyY5tnoRAWDV/HCSv5WFuzO/LsnfS/L3G03EQDoyNp0XHhnJkDcewAoppXxzKeWzSX4xyc8neTPJv2o0FANnfOpS3j1/JS8eMA4YWFFDpXxxtlspZTiJ46lwj/T6NcX4RDrkg06K/ViSb0ryU4t/Ln28XGv9bauQDQBW2+Za679JUhZ32P/ZJF/fcCYGzPkr8/nMW3PuXgFW2l9I8jVJPlNrfTzJr0zy/zQbiUHz6unpJMmLnmnAyvqZJP9HKeVXllK+Psk/iI0ecM/UmgwrxeiQW94pVmudSTKT5DsXd2A8vPjz20op22qtY6uUEQBWy+VSylCSz5ZSfl+SiSQPNZyJAXNsfDr9mrxo1BSwsq7VWt8rpQyVUoZqrT+3eDc03DNHxqazaf1QPrF7e9NRgMH2J5J8MsnvTVKSHEmyp9FEMEB6tWboTi5ZggFxy1JsyeKi4J9N8laS/uKXa5LnVi4WADTiDyXZkuQPZGGH/dcl+a+bDMTgOTI2nSROigErbbqUsi3JLyT50VLK21kYDwz3zJHTU3lu30jWD1tJA1ZOrbVfSvkPST6S5NuT3JfknzSbCgZHvxqfSLfcthTLwgLhJ2qt761wFgBoVK3104t/PZ/ku5rMwuB69fR0PvLA1oxscQ0CsKK+JcnlJH84yW9NsjPJn280EQPlynwvJ87M5nf80seajgIMqFLKx5N8R5LvTPJekn+YJLXWr2syFwwa4xPpmjvZznU6C2MUAWCglVJ+tpQycsPnu0opP9NgJAZMrTVHxqadEgNWXK31Qq21V2udr7X+SK31b9joyL10anIuV+f7nmnASno9C3diflOt9ZfVWv9mkl7DmWDg9Po1QzoxOuROTop9Icm/LaX8yyRXlr5Ya/1rK5YKAJrxQK11eumTWutUKcWdYtwz41OX8u75K3nx0V1NRwEGVCllLgvj7r/sW0lqrXXHKkdiQB0enUqSvHTAMw1YMb8xCyfFfq6U8tNJfjwLzzPgHurXmiGtGB1yJ6XY2OLHhsUPABhU/VLKgVrrWJKUUh7NzRcW4a4cHltaQBxpNggwsGqt25vOQDccOT2dvTs3ZffOTU1HAQZUrfUnk/xkKWVrkm/Nwkjgh0spfyvJT9Za/3WT+WBQ9Ps1Q8Yn0iG3LcVqrX8uSUop2xc+redXPBUANON7k/y7UsrPL37+y5N8ssE8DJgjY9PZsmE4n3jYmjWwskopB2729aWNH7Bch0en8qJTYsAqqLVeSPKjSX60lHJfkt+U5HuSKMXgHui7U4yOuW0pVkp5JsnfT3Lf4ufvJvnttdYTK5wNAFZVrfWnSykvJfmaLIzl+MO11ncbjsUAOTI2lef278y64Tu51hVgWf7lDX/flOTxJG8kebqZOAySt2cvZ2L6Ur7rax9rOgrQMbXWc0n+9uIHcA8sjE9sOgWsnjv5df/BJH+k1vporfXRJH80yd9Z2VgAsHpKKU8s/vlSkgNJziSZSHJg8WuwbJev9XLizKxd9cCqqLU+e8PHx5J8VZJ/13QuBsPhsekk8UwDgAHQrzXFSTE65E7uFNtaa/25pU9qrf92cZYvAAyKP5KFMYl/9Sbfq0m+fnXjMIiOT8xkvl/z4iMjTUcBOqjWeriU8pVN52AwHDk9lfXDJU/v3dF0FABgmYxPpGvupBT7QinlT2VhhGKS/LYkv7hykQBgddVal+4N+8Za6+Ubv1dKcXs898ThsakkdtUDq6OU8kdu+HQoyUtJ3mkoDgPmyOh0nt67M5vWDzcdBQBYpl6/ZkgnRofcyfjE35nkwSQ/sfjxQJLvWslQANCQf3+HX4MP7cjYdB65b3Me3L6x6ShAN2y/4WNjFu4Y+5ZGEzEQrvX6OTYxnRcPjDQdBQC4BxbuFNOK0R13clLsmSR/uNbaW/rC4v0qUyuWCgBWUSlld5J9STaXUl5MsvRqcEeSLY0FY6AcGZvOV3/kvqZjAB1Ra/1zTWdgML1xdi6Xr/XzkpPPADAQ+v2aIeMT6ZA7KcV+JsmnSym/udb61uLX/tcsjN8AgEHwa5L8jiT7s3Cv2NKrwdkkf7KhTAyQM9OXcnb2svvEgFVTSvmpm3x5JsnBJH/7/eOC4U59cRzwSLNBAIB7ol9jfCKdciel2BtJ/nKSf1tK+W9qrf8+X1wsBIDWq7X+SCnl7yf5zlrrjzadh8FzZGw6SfLSo3bVA6vmF7MwBv8fLH7+7UneSvLxJH8nyX/VUC5a7sjYdB7avjH7RjY3HQUAuAeMT6Rr7qQUq7XWf1FKeSPJPyyl/FCSusK5AGBV1Vr7pZTfnUQpxj13eGwqG9cN5YndO5qOAnTHi7XWX37D5/+8lPILtdZfXko50VgqWu/w2FRePDCSYswSAAyEfjU+kW4ZuoOfKUlSa/1skv8syS9P8txKhgKAhvxsKeWPlVIeKaXct/TRdCja78jYVJ7dtzMb1t3JSy+Ae+LBUsqBpU8W//7A4qdXm4lE2713/kpG37uYF90nBgADo1+TYaUYHXLbk2K11hdv+PuFJL/5xjdXADBAfufin999w9dqko80kIUBcWW+l+MTs/kdX/tY01GAbvmjSf5dKeXzWdjo+HiS/7aUsjXJjzSajNa6Pg5YKQYAA6PXr+4Uo1NuWYqVUv54rfUvlVL+Zm4+LvEPrFwsAFh9tdbHm87A4Dl5ZjZXe/28+MhI01GADqm1fqqU8rEkT2ShFHu91np58dv/c2PBaLUjp6eybqjk2X07m44CANwDtS4s+7tTjC75oJNipxb/PLgaQQCgaaWULUn+SJIDtdZPLi4mfqLW+i8ajkaLHV7aVf+oXfXAqns5yWNZeN/3XCkltda/12wk2uzw6HSe3LMjmzcMNx0FALgH+otHYdwpRpfcshSrtf7zUspwkmdqrf/dKmYCgKb8cJJDSX7p4ufjSf5REqUYd+3w2FT2jWzOwzs2NR0F6JBSyt9P8tEkrybpLX65JlGKcVfme/0cHZ/Ob3p5f9NRAIB7pLfYijkoRpd84J1itdZeKeXl1QoDAA37aK3120sp35kktdZLpdguxfIcHp3Ky06JAavvlSRP1aWZOLBMr5+dy8WrPSefAWCA9I1PpIM+sBRbdKSU8lNZ2Cl/YemLtdafWLFUANCMq6WUzVm8S7OU8tEkV5qNRJtNzlzK5MzlvHTAAiKw6o4n2Z1ksukgDIYjY1NJ4pkGAAPkeilmPzAdciel2H1J3kvy9Td8rSZRigEwaP5skp9O8kgp5UeTfG2S39FkINrt8Oh0EveJAY14IMnJUsp/yg0bPGqt39xcJNrs8Nh0Hti2Mft3bW46CgBwjyzdKTasFKNDbluK1Vq/azWCAEBTSinfl+THaq3/upRyKMnXJClJ/mCt9d1m09Fmh8emsnHdUJ7as6PpKED3/NmmAzBYDo9N5eVHR2KyNAAMjqWTYh7vdMnQ7X6glLK/lPKTpZS3SylvlVL+SSnFzboADJLPJvmrpZQ3k/zxJBO11n+hEGO5Do9N5bn9O7Nh3W1fcgHcU7XWn7/xI8l8kt/cdC7a6d3zVzL63kWjEwFgwPT7xifSPXeyQvPDSX4qyd4k+5L888WvAcBAqLX+9VrrL0nynyc5l+SHSymnSil/upTy8Ybj0VJX5ns5MTFrARFoTCnlhVLKX1rc9PE/JDnVcCRa6sjYdBLjgAFg0FwfnzikFKM77qQUe7DW+sO11vnFj7+b5MEVzgUAq67WOlpr/Yu11heT/JYkvz4WELlLxydmc7XXz4tKMWAVlVI+vrip41SS70tyOkmptX5drfX7Go5HSx0em8q6oZJn9+1sOgoAcA/1rp8UazgIrKI7KcXeLaX8tlLK8OLHb0vy3koHA4DVVkpZX0r5plLKjyb5V0k+k+Q3NhyLljo8OpUkeenRkWaDAF3zepJfmeSbaq2/rNb6N5P0Gs5Eyx0ancrTe3dk0/rhpqMAAPdQXbxTbEgrRofcSSn2O7Mwe/5skskk37b4NQAYCKWUX1VK+aEk40k+meRTST5aa/32Wus/bTQcrXV4bCr7d23OQ9s3NR0F6JbfmIX3bj9XSvk7pZRfmcQqB3ftWq+fY+PTTj4DwADqVXeK0T3rbvcDtdaxJN+8ClkAoCl/MsmPJfljtdZzTYeh/WqtOTw2la9+/P6mowAdU2v9ySQ/WUrZmuRbk/zhJA+XUv5Wkp+stf7rJvPRPq9PzuXytb77xABgAF2/U0wpRofcshQrpfzNJPVW36+1/oEVSQQAq6zW+nVNZ2CwnJm5nLdmr+SlAyNNRwE6qtZ6IcmPJvnRUsp9SX5Tku9JohTjQzk8tjgO2DMNAAZOf7EV04nRJR90UuzgDX//c0n+zApnAQAYCEv3ib386H0NJwFIFk9B/+3FD/hQDo9N5eEdG7NvZHPTUQCAe6xvfCIddMtSrNb6I0t/L6X8oRs/BwDg1g6PTWXT+qE8sWd701EAYFkOj03lpQO7UiyWAcDAuT4+cchznu4YusOfu+UYRQAAvtTh0ak8t38k64fv9KUWAKw9b89dzulzl/LSAfeJAcAg6hmfSAdZqQEAuIcuX+vlxJnZvPyoBUQA2u3w6HSS5CXPNAAYSHVxfKKTYnTJLccnllLm8sUTYltKKbNL30pSa607VjocAEDbHBufyXy/5mW76gFoucNjU9kwPJRn9nn7DwCDaGl8ojvF6JIPulPMJRgAAB/SodGpJHbVA9B+h0an8uz+ndm4brjpKADAClgan+igGF1ifCIAwD10aHQqjz+wNfdt3dB0FAC4a1fme3ltfCYvHRhpOgoAsEL6dakU04rRHUoxAIB7pNaaI2NTecnoRABa7sSZ2Vzt9d2RCQADTClGFynFAADukdH3Lua9C1ctIALQeoeXxgHb6AEAA2vpTrFh8xPpEKUYAMA98sX7xEaaDQIAy3RodCr7d23OQzs2NR0FAFghS3eKOShGlyjFAADukcNjU9m+cV0+9tD2pqMAwF2rtebw2JSTzwAw4KrxiXSQUgwA4B45NDqVFw6MGD0BQKtNTF/KW7NXlGIAMOCMT6SLlGIAAPfA3OVreeOtOQuIALTeIfeJAUAnGJ9IFynFAADugVdPT6dWC4gAtN/h0als2TCcJ3YbBwwAg2xpfOKwVowOUYoBANwDh0enU0rywoGRpqMAwLIcHpvO8/tHsm7YkgEADLLe0p1ixifSIV7hAgDcA4fGpvKJh7dnx6b1TUcBgLt28ep8Tk7OGgcMAB2wdKfYkJNidIhSDABgmfr9miNjU3nR6EQAWu7o6Zn0+jUvPTrSdBQAYIX1l06K6cToEKUYAMAyffbt85m7PJ9X7KoHoOUOj00lcUcmAHRBv79UimnF6A6lGADAMh0cPZckRk0B0HoH3zyXr3hoW0a2bGg6CgCwwpbGJw47KkaHKMUAAJbp0OhU7t+6IY/ev6XpKABw1/r9msNj03nZKTEA6ITeYivmoBhdohQDAFimw6NTefnRXSneSQDQYl9493xmLl3Ly48pxQCgC+rinWJOitElSjEAgGV49/yVvPneRaMTAWi9Q6ML94l5pgFANyyNT3SnGF2iFAMAWAYLiAAMioNvTmXXlvX5yANbm44CAKyC3uJJMQfF6BKlGADAMhwencqG4aE8s29n01EAYFkOjRkHDABdUq+XYp79dIdSDABgGQ6NTuWZfTuyaf1w01EA4K6du3A1X3jnQl5y8hkAOqPXV4rRPUoxAIC7dGW+l2MTM0YnAtB6R8YWxwEf8EwDgK5YulNs2PxEOkQpBgBwl45PzObqfD8vP3pf01EAYFkOjk5l3VDJ84+MNB0FAFgl/cVWzEExukQpBgBwlw6PLuyqf+nRkWaDAMAyHRqdytP7dhoHDAAd0l+8U8xJMbpEKQYAcJcOjU7lwH1b8tD2TU1HAYC7dq3Xz9HT00YnAkDHLI1PdKcYXaIUAwC4C7XWHBydyivuEwOg5U6cmc2V+X5eecwzDQC6pFeNT6R7lGIAAHfh9LlLeff8lbyoFAOg5Q4tjQN2UgwAOqUujU/UitEhSjEAgLtwcPRckjgpBkDrHRo9l30jm7N7p3HAANAlvcX5icYn0iVKMQCAu3BwdCrbN67Lxx/e3nQUALhrtdYcGp0yOhEAOuj6nWJDSjG6QykGAHAXDo9O5cVHd2XYmwcAWmx86lLemr3i5DMAdNDS+ERva+kSpRgAwIc0c+la3nhrLi+7ewWAlrt+n5hSDAA6x/hEukgpBgDwIR0Zm0qtMWoKgNY7NDqVbRvX5YndO5qOAgCssqXxiSag0CVKMQC4B0op31BKeaOU8rlSyvfc4md+RSnl1VLKiVLKz692Ru6dQ6NTGSrJC4+MNB0F4J7zTOuWg6NTefHAiMUwAOig/uL4RAfF6JJ1TQcAgLYrpQwn+f4kvyrJeJJPl1J+qtZ68oafGUnyvyT5hlrrWCnloUbCck8cGp3Kk3t2ZOtGL6WAweKZ1i1zl6/ljbOz+dVf/7GmowAADegvHhUb1orRIU6KAcDyfVWSz9Vav1BrvZrkx5N8y/t+5rck+Yla61iS1FrfXuWM3CPzvX5ePT2dV9y9Agwmz7QOefX0dPrGAQNAZ/WqO8XoHqUYACzfviSnb/h8fPFrN/p4kl2llH9bSjlUSvntN/uHSimfLKUcLKUcfOedd1YoLstxanIuF6/28vJj9zUdBWAleKZ1yME3jQMGgC5bulNsyBhlOkQpBgDLd7NXj/V9n69L8nKS/zLJr0nyp0opH/+y/6jWH6y1vlJrfeXBBx+890lZtoOj55IkLzspBgwmz7QOOTQ6lU/s3pHtm9Y3HQUAaECtNfowukYpBgDLN57kkRs+35/kzE1+5qdrrRdqre8m+YUkz69SPu6hQ6NT2bNzU/aNbG46CsBK8EzriF6/5sjYlHHAwMAqpfxQKeXtUsrxW3z/V5RSZkopry5+/OnVzghN6/Wr0Yl0jlIMAJbv00k+Vkp5vJSyIcl3JPmp9/3MP0vyn5VS1pVStiT56iSnVjkn98Ch0SmnxIBB5pnWEa+fnc2Fqz33iQGD7O8m+Ybb/Mz/XWt9YfHjz69CJlhT+tXoRLpnXdMBAKDtaq3zpZTfl+Rnkgwn+aFa64lSyu9Z/P4P1FpPlVJ+OsmxJP0k/2ut9aY7Flm7JqYvZXLmslIMGFiead1xaHQqSfLSAc80YDDVWn+hlPJY0zlgLesbn0gHKcUA4B6otX4qyafe97UfeN/nfznJX17NXNxbB99cuE/slUfvazgJwMrxTOuGg29O5eEdG7N/l3HAQKf9klLK0SyMCv5jtdYTTQeC1dTv1wwbn0jHKMUAAO7QodGpbNkwnCf3bG86CgAsy6HRqbzy6H0pFsKA7jqc5NFa6/lSyq9N8k+TfOxmP1hK+WSSTybJgQMHVi0grLR+jTvF6Bx3igEA3KGDb07lhUdGsm7YSygA2mty5lImpi8ZBwx0Wq11ttZ6fvHvn0qyvpTywC1+9gdrra/UWl958MEHVzUnrKR+rdGJ0TVWdAAA7sD5K/N5/exsXrGACEDLHXxz4T6xVx7zTAO6q5Syuywely2lfFUW1knfazYVrK5+rRl2qRgdY3wiAMAdODI2lX5NXn7MfWIAtNuh0alsXj+cJ/fsaDoKwIoppfyDJL8iyQOllPEkfybJ+uT6XZnfluT3llLmk1xK8h211tpQXGhEr1+NT6RzlGIAAHfg4JtTKSV58cBI01EAYFkOjp7LC4+MZL1xwMAAq7V+522+/31Jvm+V4sCa1K/JkJNidIxXwAAAd+DQ6FSe2L0jOzatbzoKANy181fmc/LMbL7S6EQA6Lx+v0YnRtcoxQAAbmO+18+RsSn3iQHQeq+OTRsHDAAkWbhTzPhEukYpBgBwG6+fncuFq728Ylc9AC13cPScccAAQJLF8YlKMTpGKQYAcBuHRqeSJC87KQZAyx0anconHt5uHDAAsHBSTENAx/iVBwC4jYOjU9m9Y1P2jWxuOgoA3LVev+bI2LSTzwBAkoVSbNhJMTpGKQYAcBuH3jyXlx/bleLNAgAt9vrZ2Zy/Mp9XHnWfGACwsGHG+ES6RikGAPABzkxfypmZy3nF6EQAWs44YADgRrUmQ0NKMbpFKQYA8AEOLi4g2lUPQNsdfHMqD+/YmP27jAMGABbvFNOJ0TFKMQCAD3DozXPZsmE4T+7Z3nQUAFiWQ6NTeeXR+4wDBgCSGJ9INynFAAA+wKffnMqLB0aybtjLJgDa68z0pUxMX8orjxmdCAAs6NcoxegcqzsAALdw/sp8Xj87m5eNTgSg5YwDBgDer19rhjQEdIxfeQCAWzgyNpV+TV551K56ANrNOGAA4P36tWbYSTE6RikGAHALB9+cylBJXjww0nQUAFiWg6NTeeER44ABgC/q17hrlM7xahgA4BYOjp7LE7t3ZPum9U1HAYC7dv7KfE5NzuaVx4xOBAC+qN+vGdKJ0TFKMQCAm5jv9XNkbDqvPGZ0IgDtZhwwAHAz/VozrBWjY5RiAAA38frZuVy82svLFhABaDnjgAGAm+n1q/GJdI5SDADgJg6+eS5JjJoCoPUOjU7lE8YBAwDvU2syrBSjY5RiAAA38enRqezduSn7RjY3HQUA7tp8r5/DY1P5SuOAAYD36dWaIQ0BHeNXHgDgfWqtOfTmVF52SgyAljMOGAC4lX6tGXJSjI5RigEAvM/E9KWcnb2cVywgAtByxgEDALfSr1GK0TlKMQCA9zk0OpUkdtUD0HoHR6eyxzhgAOAm+v2aIZ0YHaMUAwB4n0+/eS7bNq7LE7u3Nx0FAO5arTUH35yyyQMAuKl+rRnWitExSjEAgPc5+OZUXjwwknXDXioB0F5L44C/0uhEAOAmev2aYnwiHWOlBwDgBrOXr+WNt+byyqMWEAFot6VxwK885qQYAPDlak2GlWJ0jFIMAOAGh0enUqsFRADa74vjgHc0HQUAWIP6tWZIQ0DH+JUHALjBodGpDA+VvPDISNNRAGBZlsYBuysEALiZXjU+ke5RigEA3ODTb57LU3t2ZOvGdU1HAYC7NnPJOGAA4IMZn0gXKcUAABZd6/Xz6ulpoxMBaL0jY8YBAwAfrNevcaCcrlGKAQAsOnFmNpev9e2qB6D1Dr5pHDAA8MEW7hTTitEtSjEAgEUH3zyXxK56ANrv4KhxwADAB+v3a4aMT6RjlGIAAIsOvjmVR+7bnId3bGo6CgDctaVxwC8/apMHAHBrfXeK0UFKMQCAJLXWHBydMjoRgNZbGgf8lY95pgEAt7YwPrHpFLC6/MoDACQZfe9i3j1/xehEAFrPOGAA4E70a01xUoyOUYoBACQ5ODqVJE6KAdB6B9+cyv5dxgEDAB/M+ES6SCkGAJCFXfU7Nq3Lxx7a1nQUALhrC+OAzxmdCADcVq9fM6QTo2OUYgAAWTgp9vKjuzLkHQEALbYwDvhqXn7U6EQA4IMt3CnmPTDdohQDADpv6sLVfO7t83nFrnoAWm5pHLCTYgDA7dSaDBmfSMcoxQCAzjt0/T4xu+oBaDfjgAGAO2V8Il2kFAMAOu/g6FTWD5c8/8hI01EAYFkOjk7lJeOAAYA7YHwiXaQUAwA67+Cb5/LMvp3ZtH646SgAcNeWxgEbnQgA3Il+rcYn0jlKMQCg067M93JsYsboRABab2kc8MueaQDAHejXZFgpRscoxQCATjs+MZOr8/28Ylc9AC13fRzw/pGmowAALeBOMbpIKQYAdNqn37SrHoDBcPDNc3l6785s3mAcMADwwWqtSZLipBgdoxQDADrt4JtT+cgDW/PAto1NRwGAu3b5Wi/HxmfylY/Z5AEA3F5/oRPLsKNidIxSDADorFprDo2ec0oMgNY7PjGTq71+Xn7UOGAA4PZ6i62YToyuUYoBAJ31+XcuZOritbxiVz0ALXdw1DhgAODO9RfHJw5pxegYpRgA0FmHRs8liV31ALTewTen8tj9W/LgduOAAYDbu16KuVOMjlGKAQCd9ek3p3Lf1g356INbm44CAHdtaRzwK4/Z5AEA3Jnrd4opxegYpRgA0FmHRqfy0oFdKd4EANBi18cBG50IANyhpZNi3g7TNUoxAKCT3j1/Jb/47oV8pfvEAGi5pXHATooBAHeq3zc+kW5SigEAnXRodCpJ8opSDICWO/jmVHZtWW8cMABwx66PTxxSitEtSjEAoJMOvnkuG9YN5Zl9O5uOAgDLcnB0Ki8/ep9xwADAHetdPynWcBBYZUoxAKCTDo5O5bl9O7Nx3XDTUQDgri2NA3byGQD4MOrinWJDWjE6RikGAHTO5Wu9HJ+YcfcKAK13fRzwo0oxAODOLY1PdKcYXaMUAwA65+jp6VzrVQuIALTe0jjgZ/cbBwwA3LleNT6RblKKAQCdc3BxV/3LSjEAWs44YADgbvSv3ymmFaNblGIAQOccGp3KRx/cml1bNzQdBQDu2tI44JfdJwYAfEj9qhSjm5RiAECn9Ps1B988l690nxgALbc0DvgrH/VMAwA+nKU7xYbNT6RjlGIAQKd87p3zmb08b3QiAK1nHDAAcLd6i62Yg2J0jVIMAOiUg28uLCC+4qQYAC1nHDAAcLfq4vhEJ8XoGqUYANApB0fP5f6tG/LY/VuajgIAd63frzk0OpVXjE4EAO7C0vhEd4rRNUoxAKBTDo1O5eVHd6V44Q9Ai33+nfOZuXQtLz9mdCIA8OEtjU90UIyuUYoBAJ3xztyVjL53Ma9YQASg5ZbuE3vFfWIAwF3o16VSTCtGtyjFAIDOODR6LknyslFTALTcwTencv/WDXn8ga1NRwEAWkgpRlcpxQCAzjj45lQ2rBvKM/t2NB0FAJbl0Oi5vGQcMABwl5buFBs2P5GOUYoBAJ1xcHQqz+/fmY3rhpuOAgB37Z25K3nzvYtGJwIAd23ppJj9NXSNUgwA6ITL13o5cWbG6EQAWu/Q0n1i7sgEAO5Sv298It2kFAMAOuHo6elc61W76gFovUOj5xbHAe9sOgoA0FLGJ9JVSjEAoBMOLu6qf1kpBkDLHRydynP7jAMGAO5er298It2kFAMAOuHQ6FQ++uDW7Nq6oekoAHDXLl/r5fjETF42OhEAWIa6eKfYsFaMjlGKAQADr9+vOTw2lVfcJwZAyx0bn1kcB+yZBgDcvd5iKTZkfCIdoxQDAAbeF949n+mL1+yqB6D1DhkHDADcA0t3ig05KUbHKMUAgIF38M2FBcRXLCAC0HKHRs/lIw9uzX3GAQMAy9BfOimmE6NjlGIAwMA7ODqV+7ZuyOMPbG06CgDctVprDo1O5eUDNnkAAMvT7y+VYloxukUpBgAMvEOjU3npwK4UL/YBaLEvvHshUxev5RXjgAGAZVoanzjsqBgdoxQDAAbae+ev5BffvWABEYDWO/Tm0n1i9zWcBABou95iK2bvKF2jFAMABtqh0aUFRKUYAO12cPRcRrasz0eMAwYAlqku3inmpBhdoxQDAAbaodGpbBgeyrP7djYdBQCWZek+sSGLVwDAMi2NT3SnGF2jFAMABtrB0ak8s29HNq0fbjoKANy1qQtX8/l3LuRl44ABgHugt3hSzF4bukYpBgAMrMvXenltfCavPObuFQDabWkc8CvuEwMA7oF6vRTTitEtSjEAYGCdODOTq71+XjpgVz0A7XZobCrrh0ue228cMACwfL2+UoxuUooBAAPr4JsLu+pfflQpBkC7HXpzKk/v3WkcMABwTyzdKTZsfiIdoxQDAAbWwdGpPHr/ljy4fWPTUQDgrl2d7+fo+LRNHgDAPdNfbMUcFKNrlGIAwECqtebw6JQFRABa78SZmVyZ7+cVzzQA4B7pu1OMjlKKAQADafS9i3nvwlWlGACtd2jUOGAA4N4yPpGuUooBAANpaQHxlUfvazgJACzP4bGpPHLf5jy0Y1PTUQCAAdGrxifSTUoxAGAgHRqbyvaN6/Kxh7Y1HQUA7lqtNYdGp/LyAafEAIB7py6WYsNaMTpGKQYADKRDb07lxUd3ZcgoCABabHzqUt6avWJ0IgBwT/X67hSjm5RiAMDAmbl0LZ95e86uegBa7/DYwjjgl5RiAMA9tHSnmI2kdI1SDAAYOK+enk6tySuPWUAEoN0OjU5l64bhPLF7R9NRAIABsjQ+USdG1yjFAICBc2h0KkMlef6RkaajAMCyHBqdyosHdmXYihUAcA8Zn0hXKcUAgIFzeHQqT+zekW0b1zUdBQDu2oUr8zk1OWt0IgBwzy2NT7Txhq5RigEAA2W+18+Rsam8bAERgJZ79fR0+jWeaQDAPddfHJ/ooBhdoxQDAAbKG2/N5cLVnvvEAGi9Q6NTKSV58cBI01EAgAHTXzwqNqwVo2OUYgDAQDk8OpUkeemAUgyAdjs0OpWPP7Q9OzatbzoKADBglsYnulOMrlGKAQAD5dDoVB7cvjH7d21uOgoA3LV+v+bw2JT7xACAFdEzPpGOUooBAAPl8Nh0Xj6wK8UrewBa7PPvnM/c5Xn3iQEAK6LWmqES753pHKUYADAw3pm7krFzFy0gAtB6hxbHAXumAQArodevRifSSUoxAGBgHB5bvE/s0ZFmgwDAMh0ancp9Wzfksfu3NB0FABhA/ZoMDSnF6B6lGAAwMA6PTmXD8FCe3ruz6SgAsCyHx6by0oERI40AgBXRXxyfCF2jFAMABsbhsak8s29HNq0fbjoKANy1qQtX8/l3LuQloxMBgBXS79cM23xDBynFAICBcHW+n6PjM3npgAVEANrtyOnFccCeaQDACunXuFOMTlKKAQAD4eTkbK7O9/OyXfUAtNzh0ekMD5U8v3+k6SgAwIDq1xqdGF2kFAMABsKh0cVd9UoxAFru0OhUnt67I5s3GAcMAKyMfq0ZdqkYHaQUAwAGwuHRqewb2ZyHd2xqOgoA3LX5Xj9Hx6eNTgQAVlSvX41PpJOUYgDAQDg8NmV0IgCt9/rZuVy82nPyGQBYUf2aDDkpRgcpxQCA1jszfSmTM5fz0oGRpqMAwLIcHlscB+yZBgCsoFprdGJ0kVIMAGi9I2PTSdwnBkD7HRmbzkPbN2bfyOamowAAA8z4RLpKKQYAtN7hsalsWj+UJ/fsaDoKACzL4bGpvHRgV4pFKgBgBfVrlGJ0klIMAGi9w2NTeW7fSNYPe2kDQHu9e/5KRt+7mJceHWk6CgAw4Pq1ZshbaDrIrz0A0GpX5ns5MTGbFy0gAtBy18cBHzAOGABYWf1aM+ykGB2kFAMAWu34xGyu9voWEAFovcNjU1k/XPLMvp1NRwEABpw7xegqpRgA0GpHxqaSJC8eGGk2CAAs0+HRqTy1Z0c2rR9uOgoAMOBqTXRidJFSDABotcNjU9m/a3Me2r6p6SgAcNfme/0cG5/Ji04+AwCroF9rhoe0YnSPUgwAaLXDo9NGJwLQeq+fncula7289KhnGgCw8oxPpKuUYgBAa52ZvpSzs5fzktGJALTc4cVxwJ5pAMBq6NcoxegkpRgA0FrXFxDtqgeg5Q6PTuWh7Ruzb2Rz01EAgA7o15oh7QAd5NceAGitI2PT2bhuKE/u2dF0FABYliOnp/PigZEUO7YBgFXQrzXDXnfQQUoxAKC1Do9N5bn9O7N+2EsaANrr3fNXMvreRXdkAgCrpl9jMw6dZAUJAGilK/O9nJiYtYAIQOu9OjadxDhgAGD19Ps1QzoxOkgpBgC00skzs7na6+fFAyNNRwGAZTlyeirrhkqe2buz6SgAQEf0a82wVowOUooBAK10ZHFX/YtOigHQckfGpvPknh3ZvGG46SgAQEf0+tX4RDpJKQYAtNKR09PZu3NTHt6xqekoAHDXev2ao6ennXwGAFZVrcmwUowOUooBAK10ZGzKKTEAWu+zb8/lwtWeUgwAWFW9WjOkHaCD/NoDAK3z9tzljE9dsoAIQOtdHwf8iI0eAMDq6deaISfF6CClGADQOq9ev09spNEcALBcR8amct/WDXn0/i1NRwEAOqRfoxSjk5RiAEDrHB6bzvrhkqf37mw6CgAsy+Gx6bz4yIiL7gGAVdXv1wx5+UEHKcUAgNY5MjaVp/buzKb1w01HAYC7NnPpWj739nknnwGAVWd8Il2lFAMAWmW+18+x8Zm8+MhI01EAYFmOnp5Okrx4wH1iAMDq6vVrhhwVo4OUYgBAq7zx1lwuXevZVQ9A6x0Zm04pyXP7jQMGAFZXv9YMOylGBynFAIBWeXVpV/0jdtUD0G6vnp7Kxx7alu2b1jcdBQDomH5NhrQDdJBfewCgVV4dm859Wzfkkfs2Nx0FAO5arTWvnp7OC8YBAwAN6PfdKUY3KcUAgFY5sriAWLx4B6DFxs5dzNTFa3nByWcAoAH9WjPsTjE6SCkGALTG7OVr+fw75+2qB6D1joxNJ4lnGgDQiF51UoxuUooBAK1x7PRMak1ePDDSdBQAWJZXT09ny4bhfPzhbU1HAQA6qN+PUoxOUooBAK1xZGwqSfLc/pFmgwDAMh05PZ1n9+3MumFvywGA1bcwPrHpFLD6/NoDAK3x6unpfPTBrdm5eX3TUQDgrl2Z7+XUmdm84OQzANCQXt/4RLpJKQYAtEKtNa+ens4Lj+xqOgoALMvJM7O52uvnRfeJAQAN6ddkaEgpRvcoxQCAVhifupT3Llx1nxgArXdkbDpJ8uIBGz0AgGb0a41OjC5SigEArXB48T6xF+yqB6DlXj09nT07N+XhHZuajgIAdFSvXzNsfCIdpBQDAFrh1dPT2bR+KJ/Yvb3pKACwLAvjgEeajgEAdFi/VuMT6aRGSrFSyl8upbxeSjlWSvnJUsrILX7uG0opb5RSPldK+Z5VjgkArCFHT0/n2X07s37Ynh4A2uvchasZO3dRKQYANKrfrxlyUowOampV6WeTPFNrfS7JZ5L8f97/A6WU4STfn+QbkzyV5DtLKU+takoAYE241uvn+JnZPL9/pOkoALAsR8enkyTPK8UAgAb1as2wk2J0UCOlWK31X9da5xc//Q9J9t/kx74qyedqrV+otV5N8uNJvmW1MgIAa8cbZ+dydb5vARGA1nt1bDpDJXl2386mowAAHdaviYNidNFamD/0O5P8q5t8fV+S0zd8Pr74NQCgY149PZ0kRk0B0HpHx6fzsYe2Z+vGdU1HAQA6rN+vGdaK0UEr9iq8lPJ/Jtl9k299b631ny3+zPcmmU/yozf7J27ytfoB/79PJvlkkhw4cOBD5wUA1q5XT0/n/q0bsn/X5qajAMBdq7Xm6Onp/OqnbvZWGQBg9fSNT6SjVqwUq7X+Fx/0/VLKf53k1yX5lbXWm5Vd40keueHz/UnOfMD/7weT/GCSvPLKK7cszwCA9jl6ejrPPzKSYhcbAC12+tylTF28ZhwwANCoWuvi+ETvsemeRsYnllK+IcmfSPLNtdaLt/ixTyf5WCnl8VLKhiTfkeSnVisjALA2zF2+ls+9cz7P7x9pOgoALMuR01NJkucfcZ8YANCc/uKREuMT6aKm7hT7viTbk/xsKeXVUsoPJEkpZW8p5VNJUmudT/L7kvxMklNJ/o9a64mG8gIADXltYia1WkAEoP2Onp7JpvVD+fjD25uOAgB0WH9xcNtwU+0ANKiRm31rrV9xi6+fSfJrb/j8U0k+tVq5AIC15+jpmSRxUgyA1js6Pp1n9u7MeitQAECDeotHxYxPpIu8EgcA1rRXT0/lsfu3ZNfWDU1HAYC7dq3Xz/GJmbzgPjEAoGF1aXzikFKM7lGKAQBr2tHTM3neAiIALffG2blcme97pgEAjesttmI6MbpIKQYArFlvzV7O2dnLec7oRABa7tXT00mMAwYAmrc0PnHI+EQ6SCkGAKxZRxcXEF94ZGezQQBgmY6NT2fXlvV55L7NTUcBADquLp4UMz6RLlKKAQBr1rHxmQwPlTy1RykGQLsdG5/Jc/tHXGgPADTOSTG6TCkGAKxZR8en8/GHt2fzhuGmowDAXbt4dT6feWsuz++3yQMAaN5iJ5YhJ8XoIKUYALAm1VpzbHzGAiIArXfizGz6Ne7IBADWhH5dOinWcBBogFIMAFiTRt+7mJlL1/L8IyNNRwGAZVm6I/M5d2QCAGvA0vjEYeMT6SClGACwJh0dn06SPOekGAAtd3R8Jnt3bspD2zc1HQUA4IsnxRwVo4OUYgDAmnRsfCYb1w3l4w9vbzoKACzLsfFpoxMBgDWj31/4c8hJMTpIKQYArEnHxqfz9N4dWT/s5QoA7TV98WpG37todCIAsGb0Fk+KebtNF/m1BwDWnPleP8cnZu2qB6D1jo3PJEme90wDANaI6+MTnRSjg5RiAMCa87l3zufStV5eeGSk6SgAsCzHFu/IfNYdmQDAGtHvK8XoLqUYALDmHDu9sKveAiIAbXd0fCYfeWBrdmxa33QUAIAkyWInluEhpRjdoxQDANacYxPT2b5xXR6/f2vTUQBgWV4bn8lzNnkAAGtI7/pJsYaDQAOUYgDAmvPa+Eye2bczQ16hA9Bib89eztnZy3nWfWIAwBriTjG6TCkGAKwpV+f7OTU5Z1c9AK332sTCOGDPNABgLVkqxYxPpIuUYgDAmvKZt+Zytdd3nxgArXdsfCZDJXlqz46mowAAXPfF8YlKMbpHKQYArCnHxhd31e8baTYIACzTaxMz+YqHtmXrxnVNRwEAuG6xE3NlAZ2kFAMA1pTXJqazc/P6PHLf5qajAMBdq7Xm2PhMnrXJAwBYY754p1jDQaABSjEAYE05Nj6T5/bvTDHGAYAWOzt7Oe+ev+I+MQBgzVkanzjsfTcdpBQDANaMy9d6eePsXJ7dZwERgHZbGgfsjkwAYK25flLMUTE6SCkGAKwZr5+dy3y/2lUPQOu9Nj6T4aGSp/bsaDoKAMCX6PcX/hxyUowOUooBAGvGa+PTSZJn9480mgMAluvYxEw+/vD2bFo/3HQUAIAv0Vs8KTasHaCD/NoDAGvGsfGZ3L91Q/bu3NR0FAC4a7XWvDY+nWf3OSUGAKw9S+MT3eVNFynFAIA147WJmTyzb6cX5gC02sT0pUxdvOaOTABgTer3F0+Kee9NBynFAIA14fK1Xj779nkLiAC03vGJmSTJM55pAMAatNiJZXhIKUb3KMUAgDXh1ORsev1qARGA1nttYibDQyVP7jE+EQBYe3r9pfGJDQeBBijFAIA1YWlX/bP7lWIAtNvxidl87KFt2bR+uOkoAABfZulOMSfF6CKlGACwJrw2MZNdW9Zn785NTUcBgLtWa83xiRnjgAGANet6KeaoGB2kFAMA1oTXJmbzzL6dKV6UA9BikzOX896Fq04+AwBr1hfHJ3r/TfcoxQCAxl2+1stn35qzqx6A1nttcRywOzIBgLVq8aCY8Yl0klIMAGjcG2fnMt+vSjEAWu/ExEyGh0qe2rOj6SgAADe1dFJMJ0YXKcUAgMbZVQ/AoHhtYiZf8eC2bFo/3HQUAICb6tWlUkwrRvcoxQCAxh2fmMnIlvXZv2tz01EA4K7VWq/fkQkAsFbVxVLM+ES6SCkGADTutYmZPLN3p0t+AWi1t2av5N3zV/LsPqMTAYC1q9df+NNJMbpIKQYANOrqfD+feWsuT1tABKDljhsHDAC0wPXxidoBOsivPQDQqM+8NZdrvZpn9lpABKDdTpyZTSnJk3ts9AAA1q7qTjE6TCkGADTqxBm76gEYDMfPzOQjD2zN1o3rmo4CAHBLvf7inWJKMTpIKQYANOrEmdls27guj963pekoALAsJ8/M5mknnwGANW6xE8vQkFKM7lGKAQCNOj4xk6f27PBiHIBWm7pwNRPTl/KMOzIBgDWu318an9hwEGiAUgwAaEyvX3Nqci5P7bWACEC7nTgzmyROigEAa15v8U6xYa0YHaQUAwAa84vvns+laz33iQHQescX78h82kYPAGCN69elk2JKMbpHKQYANOaLu+otIALQbscnZrJvZHNGtmxoOgoAwAf64vhEpRjdoxQDABpz4sxsNqwbylc8tK3pKACwLCfPzLpPDABohcVOzPhEOkkpBgA05vjETJ7cvT3rh70kAaC9zl+ZzxfevZBn3CcGALRA7/pJsYaDQAOsQAEAjai15sSZ2TxlARGAljs1uTgO2EkxAKAF+rWmlKQYn0gHKcUAgEZMTF/KzKVr7hMDoPVOTMwkSZ620QMAaIF+rRlWiNFRSjEAoBEnzizuqleKAdByJ87M5oFtG/LQ9o1NRwEAuK1ePxlSitFRSjEAoBEnz8xmqCRP7FaKAdBuJydn8+SeHUYQAQCtUGvNkGaAjvKrDwA04uTkbB5/YGs2bxhuOgoA3LWr8/189q3zecrJZwCgJXr96qQYnaUUAwAacfLMrLtXAGi9z79zPld7fc80AKA1eu4Uo8OUYgDAqpu+eDUT05fsqgeg9ZbuyHxqj2caANAOtSZDQ0oxukkpBgCsupOTFhABGAwnz8xm0/qhPP7A1qajAADckYXxiU2ngGYoxQCAVXdyaVe9k2IAtNzJyZk8sXtHhq0sAQAt0avVaxc6SykGAKy6k5OzeXjHxjywbWPTUQDgrtVaF+/ItMkDAGiPWmuG3ClGRynFAIBVd/LMrNGJALTexPSlzF6ed/IZAGiVhfGJSjG6SSkGAKyqK/O9fO7t8xYQAWi9E2fckQkAtE+/xvhEOkspBgCsqs++dT7z/Zqn9uxsOgoALMvJM7MZKskTu5ViAEB79Ps1DorRVUoxAGBVnZxc2FX/5J7tDScBgOU5NTmbxx7Yms0bhpuOAsD7lFJ+qJTydinl+C2+X0opf6OU8rlSyrFSykurnRGa0qvVSTE6SykGAPdAKeUbSilvLL6h+p4P+LmvLKX0Sinftpr51pJTk7PZvH44j96/tekoANyEZ9qdO3V2Nk8anQiwVv3dJN/wAd//xiQfW/z4ZJK/tQqZYE3o12TYUTE6SikGAMtUShlO8v1ZeFP1VJLvLKU8dYuf+4tJfmZ1E64tpyZn84nd2+1KA1iDPNPu3Nzlazl97pL7xADWqFrrLyQ59wE/8i1J/l5d8B+SjJRS9qxOOmiW8Yl0mVIMAJbvq5J8rtb6hVrr1SQ/noU3WO/3+5P8kyRvr2a4taTWmlOTc3bVA6xdnml36PWzc0mMAwZosX1JTt/w+fji12Dg9Y1PpMOUYgCwfLd9M1VK2Zfk1yf5gVXMteZMzlzOzKVrecoCIsBa5Zl2h05dvyPTRg+AlrpZI1Bv+oOlfLKUcrCUcvCdd95Z4Viw8nr9miFHxegopRgALN+dvJn6n5P8iVpr7wP/oQF/s2UBEWDN80y7Q6cmZzOyZX1279jUdBQA7s54kkdu+Hx/kjM3+8Fa6w/WWl+ptb7y4IMPrko4WEn9qhSju5RiALB8d/Jm6pUkP15KeTPJtyX5X0op3/r+f2jQ32wtlWJPKMUA1irPtDt0anIuT+7ekWJBCaCtfirJby8LvibJTK11sulQsBr6NcYn0lnrmg4AAAPg00k+Vkp5PMlEku9I8ltu/IFa6+NLfy+l/N0k/6LW+k9XMeOacGpyLgfu25JtG70EAVijPNPuQK9f88bZuXznVx1oOgoAt1BK+QdJfkWSB0op40n+TJL1SVJr/YEkn0rya5N8LsnFJN/VTFJYfQvjE5tOAc2wIgUAy1RrnS+l/L4kP5NkOMkP1VpPlFJ+z+L3O33nyo1OTc7mSfeJAaxZnml3ZvS9C7l0reeZBrCG1Vq/8zbfr0m+e5XiwJrSrzVDWjE6SikGAPdArfVTWdhpeOPXbrpwWGv9HauRaa25eHU+v/jehXzzC3ubjgLAB/BMu71Tk3NJ3JEJALSTO8XoMneKAQCr4o2zc6nVAiIA7XdqcjbDQyUfe3hb01EAAD60Xr9mWClGRynFAIBV8frZxV31u5ViALTb62dn89EHt2bjuuGmowAAfGj9mgxpBugov/oAwKp44+xctm4Yzv5dm5uOAgDL8vrZuTxhkwcA0FL9vvGJdJdSDABYFacmZ/Px3dtd5gtAq81dvpbxqUv5xO7tTUcBALgrvVoz7L05HaUUAwBWXK01b7xlVz0A7feZtxbHAe9RigEA7dSvcVKMzlKKAQAr7q3ZK5m+eC1P2FUPQMudmlwoxT5howcA0FIL4xObTgHNUIoBACvu9bOzSaIUA6D1Xj87m+2b1mXvzk1NRwEAuCt94xPpMKUYALDiXj+7sKve+EQA2u6Ns3N5Yvf2FCOHAICW6vWr1zJ0llIMAFhxb5ydy56dm7Jzy/qmowDAXau15vWz7sgEANqtX2uGlWJ0lFIMAFhxr5+dyyeMTgSg5c7MXM7c5XnPNACg1fo1xifSWUoxAGBFXev187m37aoHoP1en1y4I/PJPUoxAKC9+v0aB8XoKqUYALCifvHdC7nWq3nCrnoAWm7pjsyPP+yZBgC0V69WJ8XoLKUYALCilhYQjZoCoO3eODuXfSObs32TOzIBgPbq15ohR8XoKKUYALCiPnN2LuuGSj764LamowDAsnzmrTknnwGA1uv3oxSjs5RiAMCKev3sXB5/YGs2rPOyA4D2utbr5/PvnM/HlWIAQMv1a82wt+h0lF99AGBFfeatOQuIALTe0h2Zn3CfGADQcr2+8Yl0l1IMAFgxF6/OZ+zcRQuIALTeG4t3ZH7cMw0AaLl+rRkaUorRTUoxAGDFfPat80ksIALQfp95ay7DQyUfeXBr01EAAJalX5NhJ8X+/+39eZhk2V0feH9PLrX1vi/qbq2NjGBYRFsWxsbIYBAYI2Pjx2IYYxZboxkW4xnbr2y/g5nxMAOG1wYMRqPBWDDGyBiz6AWBBBgMGAskQBISIKnV3VKvVdW1554R98wfEZGVXZ1ZlVmZVVH33s/nefqpyszIzBO3K+JEnO/5/Q49JRQDAK6YDx8d7ap/ufaJALTch585lxfddiSH5menPRQAgD0ZtU+c9ihgOoRiAMAV85FnzuXQ/EweuPXItIcCAHvykaPnbPIAADpB+0T6TCgGAFwxHz56Lg/eeUNmvdgGoMWW14b5+MmlvPyuG6c9FACAPWuamhntE+kpoRgAcMV85Og554kB0HoPH1tIrcnL775+2kMBANizYa02r9JbQjEA4Io4vbSWo2dXLSAC0HqTMzJt9AAAuqCpUSlGbwnFAIAr4iNHF5JYQASg/T5y9FwOzM3khbddN+2hAADs2ah94rRHAdMhFAMAroiP2FUPQEd85Oi5vOyO67UZAgA6odE+kR4TigEAV8RHj57L9Qfncs9Nh6Y9FADYk48eXcgn3aUdMADQfrXWNDUp2ifSU0IxAOCK+MjRhbzszuu90Aag1RZWB3ny9HIeVPkMAHRAU0d/znqvTk8JxQCAK+Kjx+yqB6D9Hj42OiPzwTvNaQBA+zV1lIrNSgboKf/0AYB9d2pxLc8urDpPDIDWc0YmANAlw3GpmK4u9JVQDADYd5MFxJfZVQ9Ay3306LkcnJvJ/bcemfZQAAD27HylmFCMfhKKAQD77qPjVlN21QPQdh89tpCX3nG9hSMAoBOcKUbfCcUAgH330aPncv3Budxz06FpDwUA9uSjRxfyoDMyAYCOON8+ccoDgSkRigEA++4jRxfysjuv16McgFZbWB3kydPLKp8BgM6o2ifSc0IxAGDfffTYQj7JrnoAWu7hcTvgB52RCQB0xKRSbMYmVnpKKAYA7KtTi2t5dmE1D95pVz0A7faRo+eSJA+qFAMAOmI4rhSbUSlGTwnFAIB99dHxrvqXqRQDoOUePraQA3MzeeDWI9MeCgDAvhhnYplVKUZPCcUAgH310WPjXfVaTQHQch89ei4vuf06Z24AAJ1xvn3ilAcCUyIUAwD21cPHFnJ4fjb33nR42kMBgD15+PhCXmaTBwDQIY32ifScUAwA2FcPHxstIHqBDUCbLa8N88SpZWdkAgCd0jSjP2e0T6SnhGIAwL6ahGIA0GYfO76QWmNOAwA6ZTiuFJuVDNBT/ukDAPtmYXWQp8+sWEAEoPU+dnwhiVAMAOiWjfaJKsXoKaEYALBvPnZstID40jssIALQbg8fW8hMSV50+5FpDwUAYN80jVCMfhOKAQD75uFjdtUD0A0PH1vIC2+7LgfnZqc9FACAfXO+faJQjH4SigEA++bh4wuZny154W121QPQbs7IBAC6qGlGf8rE6CuhGACwbx4+tpAX3XZd5p3YC0CLDYZNHjuxKBQDADrHmWL0nRUrAGDffMyuegA64OMnl7I+rHmZMzIBgI5ptE+k54RiAMC+WB0M7aoHoBM+etQZmQBANw0blWL0m1AMANgXHz+xlKZaQASg/T52fBSKvdScBgB0zEb7RJVi9JRQDADYFx87Nl5A1GoKgJb72PGF3H3joVx/cG7aQwEA2FfjQrHMqhSjp4RiAMC+eOTZxSTJi2+/bsojAYC9eeT4Yl56p/kMAOie8+0TpzwQmBKhGACwLz52bCH33nQo19lVD0CL1VrzseMLKp8BgE7SPpG+E4oBAPviY8cX8hILiAC03PGF1ZxbGeQlKp8BgA5qmtGfM9on0lNCMQBgz0a76hfz0jssIALQbh87NmoH/NI7bfQAALpnOK4Um5UM0FP+6QMAe3bs3GoWVgcWEAFovY8dX0gS7RMBgE7aaJ+oUoyeEooBAHs2WUB8ye0WEAFot0eOL+bw/GzuvvHQtIcCALDvmkYoRr8JxQCAPfvY8UmrKe0TAWi30RmZ1zl8HgDopGEzaZ/otQ79JBQDAPbsY8cWcuSAXfUAtN/Hji9onQgAdNY4E4tCMfpKKAYA7NlkAbF4VQ1Aiy2vDfPk6WWhGADQWZMzxVSK0VdCMQBgzx45vpiX3KF1IgDt9uizi6k15jQAoLM2QjGbWukpoRgAsCcr66Nd9S+53a56ANrt0WdHZ2QKxQCArpqcKabTC30lFAMA9sQCIgBd8cjxhSTJi283pwEA3aR9In0nFAMA9mQSillABKDtHn12MffcdChHDsxNeygAAFdE04z+1D6RvhKKAQB7IhQDoCseeXbRfAYAdNqwTtonTnkgMCVCMQBgTx45vpi7bzyU6w7aVQ9Ae9Va88jxBe2AAYBOq9on0nNCMQBgTx55dsGuegBa7+TiWs6uDPLi26+f9lAAAK6Y4bh94oxSMXpKKAYA7Mmjzy7mxXbVA9Byk3bAL7HRAwDosEn7xBnJAD3lnz4AcNlOLa7l9NK6BUQAWu8RZ2QCAD2w0T5RpRg9JRQDAC7bZAHR+SsAtN2jzy5mfrbkvlsOT3soAABXzLAZV4oJxegpoRgAcNkeOb6QJM5fAaD1Hjm+kAduPZK5WW+TAYDuGmdimZkRitFPXu0DAJft0WcXMzdjVz0A7ffos4s2eQAAnddsVIpNeSAwJUIxAOCyPfrsYh649Ujm7aoHoMWGTc1jJ5a0AwYAOm84OVNMKkZPWcECAC7baFe9BUQA2u2p08tZGzTmNACg85rqTDH6TSgGAFyWWmseO7GYF95mARGAdvv4iaUkyQtvOzLlkQAAXFnn2ycKxegnoRgAcFmOnl3NynqTF99uARGAdnv0xGKSqBQDADpv2Iz+1D6RvhKKAQCX5dFnRwuIL7KACEDLPfbsYg7Nz+SuGw5NeygAAFfU+faJUx4ITIlQDAC4LI+Nd9W/SPtEAFrusWcX86LbrsuM1SEAoOOaWlNKUrRPpKeEYgDAZXns2cUcmJ3JvTcfnvZQAGBPHj2x6DwxAKAXmlozKxCjx4RiAMBleezEYu6/9bA+5AC02rCpefzkknbAAEAvDJtkRihGjwnFAIDL8tizS3mxBUQAWu6p08tZH9a8WDtgAKAHmlozIxWgx/zzBwB2rWlqHjux6DwxAFrv0WfHZ2Ta6AEA9EDTaJ9IvwnFAIBde+bsSlYHTV5oARGAlnvsxDgUs9EDAOiBYa3aJ9JrQjEAYNceG++q12oKgLZ79NnFHJ6fzV03Hpz2UAAArrhakxlng9NjQjEAYNceO7GUJHnhbUemPBIA2JuPn1jKC287kmLHNADQA8OmRiZGnwnFAIBd+/iJxRyYncm9Nx+e9lAAYE+ckQkA9Mmw1sxKxegxoRgAsGsfP7GU+2497IU0AK02bGqeOLms8hkA6I3qTDF6TigGAOzax08u5YW3WkAEoN2eObuStWGTB4RiAEBPjNonCsXoL6EYALArtdZ8/MRiXqjVFAAt9/FnF5NE+0QAoDeGTXR9odeEYgDArjy7sJaltaFWUwC03sdPLiVJHlD9DAD0RK01CsXoM6EYALArnzg52lUvFAOg7T5+YinzsyX33nx42kMBALgqhrWqFKPXhGIAwK489uxoV732iQC03cdPLOb+W45YGAIAeqOpyaxSMXpMKAYA7MrHTy6llOS+W+yqB6DdPn5iKQ+ofAYAeqRptE+k34RiAMCufOLEYu696XAOzs1OeygAcNlqrfnEyaW80HliAECPDBvtE+k3oRgAsCsfP7nkPDEAWu/k4loWVgfaAQMAvdLUmhmlYvSYUAwA2JWPnxCKAdB+j52YnJFpTgMA+kMoRt8JxQCAHTu3sp6Ti2t54Fa76gFot0+cXEwiFAMA+qWp0T6RXhOKAQA79omTdtUD0A2fOLGcJLnvFnMaANAfw6ZGJkafCcUAgB17fByKPXCrBUQA2u0TJ5dy942Hcmh+dtpDAQC4appaMyMVo8eEYgDAjj1+crSr/n6hGAAt9/ipJZs8AIDeaWrNrDPF6DGhGACwY584uZQbD83lpsPz0x4KAOzJ4yeXct+th6c9DACAq2rUPlEoRn8JxQCAHfvEyaU84DwxAFpuZX2YZ86uqBQDAHqnaZIZqQA95p8/ALBjj5/UagqA9nvy9HJqdUYmANA/TVUpRr8JxQCAHRk2NU+cWnaeGACt94mTS0mEYgBA/wxrzeyMUIz+EooBADty9OxK1oaNBUQAWu9xoRgA0FNNjUoxek0oBgDsiF31AHTFJ04s5eDcTO644eC0hwIAcFU1TY1CMfpMKAYA7IhQDICu+MT4jMxilzQA0DPDRvtE+k0oBgDsyOMnlzJTkntvPjztoQDAnkxCMQCAvmlq1T6RXhOKAQA78vjJpdxz0+HMz3r5AEB71VrzxKnl3C8UAwB6SChG31nVAgB25PFTy7n/VlViALTb6aX1LKwOct8t5jQAoH+aGu0T6TWhGACwI0+cWsr9t9hVD0C7PXFqOUlUigEAvdQ0NQrF6DOhGABwSSvrwxw9u5r7hGIAtNzjp5aSRKUYANBLw1pVitFrQjEA4JKeOj3ZVW8BEYB2e2IjFLPRAwDon6bWzCoVo8eEYgDAJT0+bjVlARGAtnv85HJuPDSXmw7PT3soAABXXdMkRShGjwnFAIBLmuyqVykGQNs9cWrJeWIAQG81tWZWKkCP+ecPAFzSE6eWMz9bcucNh6Y9FADYkydOLTtPDADorWFTM6NSjB4TigEAl/T4yaXce/Nhh/EC0Gq11nEoplIMAOinptbMeG9PjwnFAIBLeuLUcu63gAhAy51YXMvy+jD3qxQDAHqqqcmsSjF6TCgGAFzSE6eWtJoCoPUePzk6I1OlGADQV6P2idMeBUyPUAwAuKjltWGeXVjL/bdaQASg3Z44tZwk5jQAoLeaRvtE+k0oBgBc1JOnJ7vqVYoB0G6TUOwF5jQAoKeaWrVPpNeEYgDART0+WUC82QIiAO32xKml3HxkPtcfnJv2UAAApmJYVYrRb0IxAOCinrSrHoCOePL0sk0eAECvNTWZUSlGjwnFAICLevL0cuZmSu684dC0hwIAe/LkKaEYANBvTVOjUIw+E4oBABf15Knl3HPzocx61QxAi9VaR5ViKp8BgB4b1ur9Pb0mFAMALkqrKQC64PTSepbWhuY0AKC3aq2p2ifSc0IxAOCiRq2mjkx7GACwJ0+eHp2ReZ9KMQCgp5o6+lMoRp8JxQCAba0Nmhw9t6LVFACt98SpUShmowcA0FdNHaVis1IBesw/fwBgW8+cWUmtyX1aTQHQcpNKMRs9AIC+Go5LxYpKMXpMKAYAbOuJ00tJLCAC0H5PnlrO4fnZ3HJkftpDAQCYivOVYkIx+ksoBgBs68mNVlNCMQDa7cnTS3nBLYftjAYAemtyptis10P0mFAMANjWpNXUPTcfmvJIAGBvnjy9bJMHANBr59snTnkgMEVCMQBgW0+dXs6dNxzMwbnZaQ8FAPbkqdMr2gEDAL3WNNonglAMANjWU6dXcq9d9QC03PLaMCcX11SKAQC9NjlTbEapGD0mFAMAtvWUVlMAdMBTZ0btgO/VDhgA6LHhJBRTKUaPCcUAgC3VWvPUmWULiAC03tOnV5Ik995kowcA0F/jTCyzKsXoMaEYALClU0vrWVlvco8FRABa7qnTk0oxcxoA0F/DZtI+ccoDgSkSigEAW7KACEBXPHl6OaUkd92o+hkA6K+NUEwqRo8JxQCALZ0PxSwgAtBuT59Zzh3XH8yBOW+BAYD+0j4RhGIAwDZUigHQFU+dXjGfAQC9N6yTSrEpDwSmyD9/AGBLT59ZyYG5mdx23YFpDwUA9uSpM8sqnwGA3msmoZhKMXpMKAYAbOnJ08u596ZDKV4sA9BitdY8dXo5996kUgwA6LemEYqBUAwA2NJTp5dzjwVEAFru1NJ6Vtab3KN9IgDQc5P2ibMzQjH6SygGAGzp6TPOXwGg/SZnZL5A+0QAoOeaZvSnSjH6TCgGADzPYNjk6NkV568A0HqTUEz1MwDQd+fPFJvyQGCKhGIAwPMcPbeaplpABKD9nj6zkiS5x0YPAKDnho32iSAUAwCe55kz4131FhABaLmnz6xkfrbk9usOTnsoAABTdb5STChGfwnFAIDn2dhVf5NQDIB2e+bMcu668VBm7IgGAHpuIxTzuogeE4oBAM/zzCQUu1H7RADa7ekzKzZ5AAAkGXdPzKxKMXpMKAYAPM/TZ1Zy5MBsbjw8N+2hAMCePHN2xRmZAAA5f6aYQjH6TCgGADzP02eWc/dNh1LsHgOgxWqtKsUAAMaaRvtEEIoBAM9jARGALji1tJ61QZO7zWkAAOfbJwrF6DGhGADwPM+cWcndzhMDoOWePrOcJDZ6AAAkGVbtE0EoBgA8x2DY5Ni5VQuIALTeM2dWkiR3O1MMACDNRigmFaO/hGIAwHM8u7CWYVNzz81CMQDa7elxKHavjR4AAOfPFBOK0WNCMQDgObSaAqArnj6znLmZktuuPzjtoQAATN1wHIo5U4w+E4oBAM8x2VXvTDEA2u7pMyu568ZDFn4AAJKMMzGVYvSaUAwAeI6NUEylGAAt98yZldx1oyoxAIBk05liUgF6zD9/AOA5jp5dyYG5mdxyZH7aQwGAPXnm7EruuUnlMwBAcj4Um1UpRo8JxQCA53jmzEruvvFQihfJALTc0XH7RAAAzp8p5v0+fSYUAwCe4+hZraYAaL+F1UEW14bmNACAsY1KMeet0mNCMQDgOUahmF31ALTbM87IBAB4jqYZ/al9In0mFAMANtRa88zZUftEAGizo2dHoZiNHgAAI8M6aZ845YHAFAnFAIANZ1cGWVlvLCAC0HqTSjFzGgDASNNonwhCMQBgw8aueq2mAGi5Z8ZzmupnAICRcSYmFKPXhGIAwIaN81csIALQcsfOruTGQ3M5fGB22kMBALgmaJ8IQjEAYJOjdtUD0BHPnF3J3SqfAQA21HEoNisVo8eEYgDAhkkodueNB6c8EgDYm2fOrjpPDABgk+G4f+KMUIwem5vGLy2lfFeSv5RkLcnHknxtrfX0Frd7LMm5JMMkg1rrQ1dxmADQO8+cXcnNR+ZzaF6rKQDa7eiZlTx45+3THgYAwDVjIxRzphg9Nq1KsV9K8qm11k9L8pEk//Ait31NrfUzBGIAcOUdPbuqdSIArTdsao4vmNMAADYbd0/MrFCMHptKKFZrfVetdTD+8N1J7pvGOACA5zp2diV3WkAEoOVOLK5m2NTcpR0wAMCGYZ20T5zyQGCKroUzxb4uyS9s87Wa5F2llN8tpbzhKo4JAHrp6NnV3HmDBUQA2u3Y2dUkyR032OgBADDRVGeKwRU7U6yU8stJ7t7iS/+41vqz49v84ySDJD+2zY/5nFrrU6WUO5P8Uinlj2utv77N73tDkjckyQMPPLDn8QNA3zRNzbMLq3bVA9B6x86tJIk5DQBgk6YRisEVC8VqrV9wsa+XUv5mki9N8vm1TrqZPu9nPDX+81gp5aeTvCrJlqFYrfUtSd6SJA899NCWPw8A2N7JpbUMmpo77aoHoOUmlWJaAgMAnDdsRn86U4w+m0r7xFLKa5P8f5J8Wa11aZvbXFdKuWHy9yRfmOSDV2+UANAvR8+OdtVrnwhA2x2dtE+83pwGADDROFMMpnam2PcnuSGjlojvK6W8OUlKKfeWUt4xvs1dSX6zlPL+JL+T5Odrrb84neECQPcdO2dXPQDdcOzcSm697kAOzF0Lx2gDAFwbmlpTSlK0T6THrlj7xIuptb5sm88/leRLxn9/JMmnX81xAUCfHZ+0mlIpBkDLHTu3aj4DALjAsKmZFYjRc7bNAQBJzrdPvMMiIgAtd+zsivkMAOACTU1mhGL0nFAMAEgy2lV/85H5HJqfnfZQAGBPjp1bzV3aAQMAPEdTa2YkAvSchwAAkGR0/opWUwC0XdPUHNc+EQDgeRrtE0EoBgCMHD27mjtvsKsegHY7ubSWQVOFYgAAFxjWqn0ivScUAwCSZLSr/kYLiAC027Gzq0mifSIAwAWapmZmRihGvwnFAIDUOmk1ZQERgHY7dm4lSWz0AAC4QFOTWaEYPScUAwByZnk9a8NGqykAWu/4uVGlmI0eAADPNWqfOO1RwHQJxQCAjQXEO4RiALTc8YXRnHb79eY0AIDNqjPFQCgGAAjFAOiO4+dWc8PBuRw+MDvtoQAAXFOGjVAMhGIAwMaueqEYAG13/Nyq+QwAYAvDxpliIBQDAFSKAdAZx8+t5nbzGQDA89RaMyMRoOc8BACAHDu3moNzM7nh4Ny0hwIAe6JSDABga0NnioFQDAA4v4BYvDgGoOWOn1vNHdcLxQAALjRsama976fnhGIAgF31AHTC8tow51YH5jQAgC3UmsjE6DuhGABgVz0AnfDsgjMyAQC2M2xqZmekYvSbUAwAyPEFlWIAtN+xc0IxAIDtNM4UA6EYAPTd+rDJycU1C4gAtN7xSSim+hkA4HmEYiAUA4DeO7GwlsSuegDa7/i4feKd5jQAgOfRPhGEYgDQe5Nd9bfbVQ9Ayx0/t5pSkluvOzDtoQAAXHOamswIxeg5oRgA9Nyzi0IxALrhxMJqbjlyIHOz3uoCAFxo1D5x2qOA6fJOAQB67tmNSjG76gFot2cXVnObKjEAgC01tWbWmWL0nFAMAHruxOLoTDGVYgC03YmFNfMZAMA2hk3NjFCMnhOKAUDPPXtuNYfnZ3PdwblpDwUA9uTZhdXcfoNQDABgK02TzEgE6DkPAQDouROLa7lN60QAOuDEwpr2iQAA22hqzaxDxeg5oRgA9NyzC6taTQHQeivrw5xbHeQOlWIAAFsaVu0TQSgGAD13/JxQDID2e3ZhNUlyu+pnAIAtNc4UA6EYAPTdicU1C4gAtN6JhbUkyW3X2egBALCVpia6J9J3QjEA6LGmqTm5uKZSDIDW26gU0z4RAGBLw8aZYiAUA4AeO728nmFTVYoB0HqTSjFzGgDA1hpnioFQDAD6bLKr/jaVYgC03PGNM8XMaQAAWxGKgVAMAHrtWQuIAHTEiYW1XH9wLofmZ6c9FACAa5L2iSAUA4Be02oKgK44sbia28xnAADbqjWZEYrRc0IxAOixE+NKsVuvs4gIQLudWFgznwEAXMSw1sjE6DuhGAD02MnFtZSS3HzEIiIA7XZicS23CcUAALbV1JpZZ4rRc0IxAOixE4trufXIAT3FAWi9k4urue06Z2QCMFJKeW0p5cOllIdLKW/a4uufV0o5U0p53/i/b53GOOFqapqkCMXoublpDwAAmB6tpgDoglprTi6u5VZnigGQpJQym+QHkvyFJE8keU8p5e211j+84Ka/UWv90qs+QJiSYVMzq0yGnvMQAIAeO7koFAOg/c6uDLI+rNonAjDxqiQP11ofqbWuJXlbktdNeUwwdU2tOsXQe0IxAOixE4uruf16raYAaLeTi2tJkttUigEw8oIkj2/6+Inx5y702aWU95dSfqGU8inb/bBSyhtKKe8tpbz3+PHj+z1WuGqaWrVPpPeEYgDQYydUigHQAScWVpMktzpTDICRrVb96wUf/16SF9ZaPz3Jv0zyM9v9sFrrW2qtD9VaH7rjjjv2b5RwlTU1mRWK0XNCMQDoqcGwyemldaEYAK13YlIpZk4DYOSJJPdv+vi+JE9tvkGt9WytdWH893ckmS+l3H71hghX37Cp0T2RvhOKAUBPnVpaT6LVFADtN2mfaKMHAGPvSfJgKeXFpZQDSV6f5O2bb1BKubuM+8iVUl6V0Trpias+UriKmqZmRipGzwnFAGAflFJeW0r5cCnl4VLKm7b4+leVUj4w/u+3SimfPo1xbnZicdRq6jatpgDYpJVz2kb7RKEYAEmtdZDkG5O8M8kfJfmJWuuHSilvLKW8cXyzr0jywVLK+5N8X5LX11ovbLEIndLUqn0ivTc37QEAQNuVUmaT/ECSv5BRm473lFLeXmv9w003ezTJn6u1niqlfHGStyT5U1d/tOedXLCrHoDnauucdmJxLdcfnMuh+dlpDgOAa8i4JeI7Lvjcmzf9/fuTfP/VHhdM07CqFAOVYgCwd69K8nCt9ZFa61qStyV53eYb1Fp/q9Z6avzhuzPqaT9VG+evaJ8IwHmtnNNOLq7Z5AEAcAlNk8yoFKPnhGIAsHcvSPL4po+fGH9uO1+f5Beu6Ih24NSSSjEAnqeVc5pQDADg0ppao1CMvtM+EQD2bquXlFv2oi+lvCajBcQ/s83X35DkDUnywAMP7Nf4tnRyXCl28+H5K/p7AGiVVs5pp5bWcucNh67o7wAAaLthrZmVitFzKsUAYO+eSHL/po/vS/LUhTcqpXxakh9K8rpa64mtflCt9S211odqrQ/dcccdV2SwE6cW13LT4fnMzXo5AMCGls5p67nliEoxAIDt1FpTq/aJYBUMAPbuPUkeLKW8uJRyIMnrk7x98w1KKQ8k+akkf6PW+pEpjPF5Ti6tazUFwIXaOactruXW61Q+AwBspxnX/gvF6DvtEwFgj2qtg1LKNyZ5Z5LZJD9ca/1QKeWN46+/Ocm3Jrktyb8qoxegg1rrQ9MaczKqFLvliAVEAM5r45y2vDbM8vowN6sUAwDY1nCcimkWQ98JxQBgH9Ra35HkHRd87s2b/v63kvytqz2uizm5uJZ7b3b+CgDP1bY57dTS6IxM1c8AANtr6igUm3GmGD0nFwaAnjq1tOb8FQBa7+TiKBQzpwEAbG8jFNM+kZ4TigFAT43OX7GACEC7qRQDALi0yZlis0Ixek4oBgA9tLw2zOqgyS0WEAFouVNL60mSW69zTiYAwHYmZ4rJxOg7oRgA9NDJya56raYAaLlT2icCAFxSMw7FZp0pRs8JxQCghzYWEFWKAdByJxfXUkpy02GVYgAA25mcKSYUo++EYgDQQycXJ+evWEAEoN1OLa3lpsPzmZv19hYAYDvDOmmfKBSj37xrAIAeOjVun3izVlMAtNzJxTWtEwEALqFpRn/OCsXoOaEYAPSQ81cA6IrTS+u5+YjKZwCAi5m0T9Q9kb4TigFAD51aWnf+CgCdcGpJpRgAwKUMm3EoJhWj54RiANBDZ5bXc+OheQfsAtB6KsUAAC5tXCimfSK9JxQDgB46tbRmARGATji9tJabD6sUAwC4mOGkfaJEgJ7zEACAHjq1tJ6btZoCoOXWBk0W14a5xUYPAICLGjZNkmROKkbPeQQAQA+NdtVbQASg3U4vrSWJ6mcAgEtYG4wqxeZntU+k34RiANBDp5fW7aoHoPVOL68niepnAIBLGKgUgyRCMQDopdGZYhYQAWi3U4ujSrFbzGkAABe1PhxVis2pFKPnhGIA0DODYZNzKwOtpgBovVNLk0oxcxoAwMUMhqNKsQOzIgH6zSMAAHrmzLjVlF31ALTdmWVnigEA7MT5SjGRAP3mEQAAPWNXPQBdMZnTbPQAALi49cmZYton0nNCMQDomdNLk131FhABaLdTS2uZny05cmB22kMBALimDcaVYvMzIgH6zSMAAHrm9KRS7LBKMQDa7czSem46fCCl2PEMAHAxkzPFVIrRd0IxAOiZ08vaJwLQDaeX1s1nAAA7sDYOxeadKUbPeQQAQM+cmYRih7VPBKDdziyvq3wGANiBjfaJKsXoOaEYAPTMmeX1lJLccGhu2kMBgD05s7yem4RiAACXNGgm7RNFAvSbRwAA9MyZpbXccHAuMzN2hwHQbmeW13OT9okAAJe0PqkUsxZAzwnFAKBnziyv5+YjWicC0H4qxQAAdmbdmWKQRCgGAL1jARGALlgfNllYHZjTAAB2YHKm2Jwzxeg5oRgA9MxpoRgAHXB2eT1JcrM5DQDgktYblWKQCMUAoHdUigHQBWfGoZgzxQAALm2jUsyZYvScUAwAeubs8roFRABabyMUs9EDAOCSBsMmpSSzQjF6TigGAD1Sa1UpBkAnnA/FDkx5JAAA1761Yc38zExKEYrRb0IxAOiRpbVh1odVKAZA66kUAwDYucGwydysQAyEYgDQI5MFxJstIALQchtzmpbAAACXNGiq88QgQjEA6BW76gHoijNLozntxkPmNACAS1kfNjkwJw4AjwIA6JGz41DsRqEYAC13dmU9h+dnLe4AAOzA+rDJ3IzXTeBRAAA9cnZlkMSuegDa7+zyIDcenpv2MAAAWmEwrM4UgwjFAKBXzleKWUQEoN3Orqzb5AEAsEPrTc38rDgAPAoAoEfOrjh/BYBuOLuyrh0wAMAODYZN5lWKgVAMAPrk7PKofeINh1SKAdBuZ5cHudF8BgCwI84UgxGPAgDokbMr67nuwGzmtEwAoOVUigEA7Nz6sKoUgwjFAKBXzixbQASgG84sO1MMAGCnBk1jgyxEKAYAvXLWAiIAHVBrHc1ph7VPBADYCZViMCIUA4AeGbWasoAIQLstrg3T1NjoAQCwQ+vDJvMqxUAoBgB9cnZ5YAERgNY7u7yeJFoCAwDs0GBYMzejUgyEYgDQI6NKMQuIALTb2ZVxKGajBwDAjqwPnSkGiVAMAHpldKaY9okAtNvZ5UGSaAkMALBDg8aZYpAIxQCgN5qm5tzqQKUYAK230T5RpRgAwI4MnCkGSYRiANAbi2uD1JrcoFIMgJY7tzoKxcxpAAA7sz6smZsRB4BHAQD0xLmVUaupG+yqB6DlzGkAALuzPmy0T4QIxQCgN84vINpVD0C7mdMAAHZn0NTMCcVAKAYAfXFuZdRq6vqDFhABaLdzK4PMz5YcnPOWFgBgJ9adKQZJhGIA0BvnVrWaAqAbzq2s54ZD8ynFbmcAgJ0QisGIRwEA9MSk1dSNWk0B0HLnVgZaJwIA7MJgWDM3Y0MRCMUAoCcm7RNVigHQdgurQjEAgJ2qtY7PFBMHgEcBAPTEpFLMIiIAbXduZT03HLTJAwBgJwZNTZIcmFUpBkIxAOiJhZVBZkpy5MDstIcCAHtybmWQ623yAADYkfVhkyQqxSBCMQDojXMr67n+4FxKsTMMgHZzphgAwM6tD0eVYs4UA6EYAPTGaAFRqykA2u/cynpuNKcBAOzIYFwpNq9SDIRiANAXZ+2qB6ADaq1ZWDWnAQDs1ORMMaEYCMUAoDcWVtctIALQektrwzQ1uf6gOQ0AYCfWBpMzxbRPBKEYAPTEaFe9VlMAtNvC6iBJzGkAADt0vlJMKAZCMQDoiYWVQa6zqx6Alju3MgrFrjs4O+WRAAC0w+RMsbkZcQB4FABATyysDrWaAqD1FjcqxcxpAAA7sT50jgSjrQAALrNJREFUphhMeBQAQE8srg5yvV31ALTcpH3idQeEYgAAOzFoRpVi2ieCUAwAemEwbLK8Psz1B52/AkC7TUKx61WKAQDsyPqkfaJKMRCKAUAfLK4Nkzh/BYD2WxifKaYlMADAzmy0T5xRKQZCMQDogQXnrwDQEYtrQjEAgN0YjEMxlWIgFAOAXlicnL9iARGAlju3Yk4DANiNdWeKwQahGAD0wDmtpgDoiMXVQeZnSw7OeTsLALAT64NJKOb1E3gUAEAPTCrFhGIAtN3C6iDXHZxLKXY6AwDsxKCZtE/0+gmEYgDQAxuhmDPFAGi5hdWBTR4AALuwPhxVis3NiAPAowAAeuDc5EyxAxYRAWi3hRWhGADAbgyGo0qxA9onglAMAPpA+0QAumJxbdQ+EQCAndmoFNM+EYRiANAHk1DMIiIAbbewOrTJAwBgF9adKQYbhGIA0AOLa8McmJ3JgTlTPwDttrQ6yHUHZ6c9DACA1hiMK8XmnSkGQjEA6IOl1UGOWEAEoAOW1oY54oxMAIAdm5wpNm+jLAjFAKAPFlaHuc4CIgAdsLA6yHUHbPQAANiptcmZYjPaJ4JQDAB6YGlNqykAumE0p9noAQCwUxuVYrPiAPAoAIAeWNRqCoAOWBs0WR9WoRgAwC4MmialJLMqxUAoBgB9sLSqUgyA9ltaGyRJjmifCACwY+vDqkoMxjwSAKAHVIoB0AWLa8MkcU4mAMAuDIZN5lWJQRKhGAD0wuLqINdrNQVAyy2ujirFtE8EANi59WGTOZVikEQoBgC9sLQ20GoKgNabhGJHtAQGANix9aZmflalGCRCMQDohcXVoV31ALTekvaJAAC7Nhg2zhSDMY8EAOi4YVOzvD5UKQZA621UipnTAAB2bDCsmVMpBkmEYgDQeUtrowVEZ4oB0HaL5jQAgF1bGzaZnxEFQCIUA4DOm7SaOmxXPQAtt7g6mtNUigEA7JxKMThPKAYAHTcJxSwgAtB2yzZ6AADs2qBpMqdSDJIIxQCg8ybtEw/PazUFQLud3+hhTgMA2Kn1Yc38nCgAEqEYAHTeskoxADpiaX2QA3MzmZ3R/gcAYKfWh03mvX6CJEIxAOg87RMB6IrltaH5DABgl5wpBucJxQCg45acvwJARyytDXNk3nwGALAb602T+VlRACRCMQDovOX10Zlizl8BoO2W14Y2eQAA7NJgWIViMOaRAAAdp30iAF2xtDawyQMAYJfWh03mnCkGSYRiANB5y9onAtARSyrFAAB2bX2ofSJMeCQAQMdtnCnmDBYAWm55fWg+AwDYpUFTMzerUgwSoRgAdN7S2jDzs8WuMABab2ltqB0wAMAuOVMMzvNIAICOW14b2FUPQCcsa58IALBro/aJKsUgEYoBQOeNdtXPTXsYALBnS2sDlWIAALu0PmwyNyMKgEQoBgCdt7yu1RQA3TCa02z0AADYjcHQmWIwIRQDgI5bWR/mkPaJALRc09SsrDfmNACAXVpvmhxwphgkEYoBQOctrzt/BYD2Wx00SeKcTACAXVIpBucJxQCg45bXhhYQAWi95fVhkuTwvLexAAA7VWvNoKnOFIMxjwQA6DitpgDogpVJKKb6GQBgx9aHNUkyr1IMkgjFAKDzRmeKmfIBaLdJpZiNHgAAOzdoRi2o550pBkmEYgDQecvr2icC0H7La0IxAIDdmlSKzQnFIIlQDAA6b3l9qNUUAK230T5RKAYAsGPrw0mlmPaJkAjFAKDzVlSKAdABK+ujBR0bPQAAdm4wqRSbEQVAIhQDgE5rmpqV9SYHhWIAtNzGmWJz5jQAgJ1SKQbPJRQDgA5bHYx31QvFAGi5SSh2+IC3sQAAOzVoRpVi884UgyRCMQDotI0FxHlTPgDttrI2rhSz0QMAYMcmlWJzKsUgiVAMADptZWNXvQVEANptZTDZ6GFOAwDYqY1QzJlikEQoBgCdtnH+igVEAFpuWaUYAMCuDYaT9okqxSARigFAp00qxQ7OWUAEoN1W1ke7nIViAAA7N2hGr6GcKQYjHgkA0GHnFxBN+QC028pgmPnZktkZu5wBAHZqfVwp5kwxGLFCBgAdtjpQKQZAN6yuN+YzAIBdmpwpplIMRjwSAKDDVlWKAdARK4Oh+QwAYJcmZ4rNqbaHJEIxAOg0lWIAdIVKMQCA3VMpBs/lkQAAHeZMMQC6YmUwzEHzGQDArgyaUaWYUAxGPBIAoMM2KsXm7awHoN1UigEA7N6kUmxuVvtESIRiANBpG5Vic6Z8ANpt1ZliAAC7tj4+U2x+xusoSIRiANBpKsUA6IpRpZi3sAAAuzGYnCk2p1IMEqEYAHSaSjEAumJlMMwhmzwAAHZlfXym2JxKMUgiFAOATlsdDDM3UzLnQF0AWm51vckhZ4oBAOzK+mBcKeZMMUgiFAOATlvRagqAjlgZDHPQmWIAALsyaEahmM2yMOKRAAAdtrKu1RQA3bCyPlQpBgCwS+vDUftElWIwIhQDgA5bHTQ5oFIMgA4wpwEA7N5gEoo5UwySCMUAoNPWBtonAtAN5jQAgN0bNE1mSjIzo1IMEqEYAHTaml31AHSEOQ0AYPfWho3zxGATjwYA6LC1oQVEANpv2NQMmmpOAwDYpcGw5oBQDDZ4NABAh60Ohjk4NzvtYQDAnqwNmiQxpwEA7NJg2GRuVutEmBCKAUCHrQ0aO8IAaL1JKKZSDABgd9abmrkZr6FgwqMBADrM+SsAdMHqcJhEKAYAsFvrgybzKsVgg3cUANBhq0IxADpgo32i6mcAgF0ZNFX7RNjEOwoA6LC1QZODQjEAWm51EorNm9MAAHZjfdhk3sYi2ODRAAAdplIMgC7YOFPMgg4AwK4MhjXzzhSDDR4NANBha0OVYgC030YoZk4DANiV9WGjfSJs4h0FAHTY2qCxqx6A1lsbCsUAAC7HelMzZ10ANng0AECHrQ6GOTg/O+1hAMCerK6PzxSbM6cBAOzGYNjkgEox2CAUA4AOWxs0mffiF4CWWxsOk8ScBgCwS4NhzZwzxWCDRwMAdNSwqWlqcmDWrnoA2m1tUJNonwgAsFtrzhSD5/COAgA6an18/sr8nBe/ALTbZE5zTiYAwO4MmibzXkPBBo8GAOioNQuIAHTExkYPcxoAwK4MhlULatjEOwoA6Kj1gQVEALrhfPWzOQ0AYDfWh03mrAvABo8GAOio9eHo/BWhGABtt7Yxp9nlDACwG4OmZn7GayiYsEoGAB11vtWUF78AtNuk+llLYACA3VkfqBSDzTwaAKCjNs4U02oKgJZbN6cBAFyW9abqIAObeDQAQEdtLCB68QtAy52vfjanAQDsxmDY6CADm3hHAQAdtT5wphgA3TA5U2zOeRgAALsyGNbMzVgXgAmPBgDoqEn7xHmtpgBoufVhkwOzMylFKAYAsBtrKsXgOaySAUBHnW815cUvAO22PrCYAwBwOQbOFIPn8GgAgI5yphgAXbE+bFQ+AwDsUq01w6ZmzuYi2OBdBQB01CQUmxOKAdBya87CAADYtfWhs8bhQh4NANBRa4PJi187wgBot9GZYuYzAIDd2NgsO+N1FEwIxQCgowbN5Ewx0z0A7TYYNiqfAQB2aTCuFPM6Cs7zaACAjho24xe/doQB0HKDpprPAAB2ab2ZnDXudRRMCMUAoKMmvcOdwQJA2w2GDogHANgtlWLwfB4NANBRg0nvcIuIALTcoGls8gAA2CVnisHzeVcBAB21PmmfKBQDoOXWhzXz5jMAgF2ZhGLOGofzPBoAoKMmlWLzdtYD0HKDptH2BwBglwbjzbJCMTjPowEAOup873A76wFot/Vh1fYHAGCX1h2rAM8jFAOAjrIjDICuGDbVYg4AwC5NNstqQw3nWSUDgI4aOFAXgI4YDJvMaQcMALArG5ViXkfBBo8GAOio9XGl2KxQDICWWx9WO5wBAHZpfaiDDFzIowEAOmowbDI/W1KKRUQA2m3QqBQDANitQTOqFLO5CM7zrgIAOmrQVAuIAHTCYOhMMQCA3ZqcKTanUgw2eDQAQEcNhtV5YgB0wmijhzkNAGA31pw1Ds8jFAOAjho2TWbtqgegA4ZNzazqZwCAXZlUih2Y8zoKJjwaAKCjhtWuegC6YahSDABg1yZninkdBecJxQCgo4ZNzUzxwheA9hs0VfUzAMAurY8rxeadKQYbPBoAoKOcKQZAVwybJrM2egAA7Mr65Ewxm4tgg1AMADpqWO2qB6AbRmeKmdMAAHZjMA7FVIrBeR4NANBRw6baVQ9AJzhTDABg9zbaJ86IAWDCowEAOmpgVz0AHWFOAwDYvUGjfSJcSCgGAB3VWEAEoCOaak4DANitSaWYUAzOE4oBQEeNdtWb6gFov4H2iQAAu7awOsjcTMkBZ4rBBo8GAOioYVPjdS8Abdc0NbUmM0IxAIBdOXpmJXfdeCjFeeOwwVIZAHTUUKUYAB0wrOO2P0IxAIBdeebsSu668eC0hwHXFCtlANBRQ62mAOiAYTMKxVSKAQDszjNnV3L3TYemPQy4pgjFAKCjBk2TWS0SAGi5wTgUM6cBAOzO0TMrufvGw9MeBlxThGIA0FFNTXRPBKDtmnH7xFmVYgAAO3ZuZT2La8PcfZP2ibCZpTIA6KimqZmxqx6Almsm7RPNaQAAO3b07EqS5K4btU+EzYRiANBRTa121QPQeuNMzJwGALALT58ZhWJ3C8XgOYRiANBRw5oUu+oBaLnhRqXYlAcCANAiz0xCsZuEYrCZUAwAOqrWmlkLiAC0XB2fKTYjFQMA2DHtE2FrQjEA6KihM8UA6IBhdaYYAMBuPXN2JTcfmc+h+dlpDwWuKVMJxUop/7SU8oFSyvtKKe8qpdy7ze1eW0r5cCnl4VLKm672OAGgzZpqVz0A7bdxpphQDABgx545s+o8MdjCtCrFvqvW+mm11s9I8nNJvvXCG5RSZpP8QJIvTvKKJF9ZSnnFVR0lALRY01TnrwDQes04FZOJAQDs3NGzK1onwhamEorVWs9u+vC6JHWLm70qycO11kdqrWtJ3pbkdVdjfADQBU2tmZWKAdByzbh9ojkNAGDnnjm7olIMtjA3rV9cSvn2JF+d5EyS12xxkxckeXzTx08k+VNXYWgA0AlNrSm21QPQcpP2ic4UAwDYmfVhk2cXVnPXTUIxuNAVqxQrpfxyKeWDW/z3uiSptf7jWuv9SX4syTdu9SO2+NxWFWWT3/eGUsp7SynvPX78+P7cCQBosaZaQASg/YbaJwIA7Mrxc6upNSrFYAtXrFKs1voFO7zpv0vy80n+yQWffyLJ/Zs+vi/JUxf5fW9J8pYkeeihh7YNzwCgL5paM2sBEYCWq9onAgDsyjNnV5Ik96gUg+eZyplipZQHN334ZUn+eIubvSfJg6WUF5dSDiR5fZK3X43xAUAXDJuqUgyA1huOQzFzGgDAzjxzZhSK3aVSDJ5nWmeKfUcp5eVJmiQfT/LGJCml3Jvkh2qtX1JrHZRSvjHJO5PMJvnhWuuHpjReAGidWuNMMQBar2lGfyoUAwDYmUkodrdKMXieqYRitda/us3nn0ryJZs+fkeSd1ytcQFAl9RaLSAC0Ho1kzPFTGoAADtx9OxKDszN5JYj89MeClxzptI+EQC48pqaWD8EoO3G3RNjSgMA2Jlnzq7krhsP2lQEWxCKAUBH1dQUS4gAtNxGKGZRBwBgR545s5K7nScGWxKKAUBHVZViAHTARvvEKY8DAKAtjp5dyV1CMdiSUAwAOqpGKAZA+52vFJvuOAAA2qDWmmfOqhSD7QjFAKCjRpViVhABaLdxJpYZcxoAwCWdXR5kZb3J3TcJxWArQjEA6Khaq1ZTALRes1EqNt1xAAC0wTNnV5JE+0TYhlAMADpK+0QAukAmBgCwc0+fWU4SlWKwDaEYAHTUqFLMEiIAbTdKxbQEBgC4tKPjSjFnisHWhGIA0FEqxQDoApViAFyOUsprSykfLqU8XEp50xZfL6WU7xt//QOllFdOY5yw3545s5okufPGg1MeCVybhGIA0FG1WkAEoP3GmZiNHgDsWCllNskPJPniJK9I8pWllFdccLMvTvLg+L83JPnBqzpIuEKeObuS2647kINzs9MeClyThGIA0FG1Vq2mAGi9SaXYjDkNgJ17VZKHa62P1FrXkrwtyesuuM3rkvxoHXl3kptLKfdc7YHCfjt6diV3aZ0I25qb9gAAgCujVrvqAWi/ZpyKmdIA2IUXJHl808dPJPlTO7jNC5I8faUG9X++44/yQ7/56JX68ZAkGTY1n/8n7pz2MOCaJRSDFnjFvTdOewhAC73hc1+ST3mB5w8A2u0FNx/ON77mZbnvliPTHgoA7bHVXop6GbcZ3bCUN2TUYjEPPPDAZQ/q1S+9LfOzGndx5X3Rp9w97SHANUsoBi3wT/7Sp0x7CEALfdPnPzjtIQDAnt1/65H8vS96+bSHAUC7PJHk/k0f35fkqcu4TZKk1vqWJG9JkoceemjL4GwnXvPyO/Oal6vgAZgmWxMAAAAAgC55T5IHSykvLqUcSPL6JG+/4DZvT/LVZeTVSc7UWq9Y60QArg0qxQAAAACAzqi1Dkop35jknUlmk/xwrfVDpZQ3jr/+5iTvSPIlSR5OspTka6c1XgCuHqEYAAAAANAptdZ3ZBR8bf7cmzf9vSb5hqs9LgCmS/tEAAAAAAAAOk8oBgAAAAAAQOcJxQAAAAAAAOg8oRgAAAAAAACdJxQDgH1QSnltKeXDpZSHSylv2uLrpZTyfeOvf6CU8sppjBMALsWcBgAAdJVQDAD2qJQym+QHknxxklck+cpSyisuuNkXJ3lw/N8bkvzgVR0kAOyAOQ0AAOgyoRgA7N2rkjxca32k1rqW5G1JXnfBbV6X5EfryLuT3FxKuedqDxQALsGcBgAAdJZQDAD27gVJHt/08RPjz+32NgAwbeY0AACgs4RiALB3ZYvP1cu4TUopbyilvLeU8t7jx4/vy+AAYBfMaQAAQGcJxQBg755Icv+mj+9L8tRl3Ca11rfUWh+qtT50xx137PtAAeASzGkAAEBnCcUAYO/ek+TBUsqLSykHkrw+ydsvuM3bk3x1GXl1kjO11qev9kAB4BLMaQAAQGfNTXsAANB2tdZBKeUbk7wzyWySH661fqiU8sbx19+c5B1JviTJw0mWknzttMYLANsxpwEAAF0mFAOAfVBrfUdGi4SbP/fmTX+vSb7hao8LAHbLnAYAAHSV9okAAAAAAAB0nlAMAAAAAACAzhOKAQAAAAAA0HlCMQAAAAAAADpPKAYAAAAAAEDnCcUAAAAAAADoPKEYAAAAAAAAnScUAwAAAAAAoPOEYgAAAAAAAHSeUAwAAAAAAIDOE4oBAAAAAADQeUIxAAAAAAAAOk8oBgAAAAAAQOcJxQAAAAAAAOg8oRgAAAAAAACdJxQDAAAAAACg84RiAAAAAAA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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[48] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[49] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    },
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[50] loss: 117.803\n"
-     ]
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 2160x2160 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    }
-   ],
-   "metadata": {}
+    "o.train(100)  # solve the optimization problem"
+   ]
   }
  ],
  "metadata": {
   "interpreter": {
-   "hash": "283a19fe1c80cc8d674e9be3676f3725f85ae6255e6112c9eba9160b54893d27"
+   "hash": "01ef4f39dfdb6b9ac45b62b4072444b380e64c61157c7fbd20fb951243ee6c76"
   },
   "kernelspec": {
-   "name": "python3",
-   "display_name": "Python 3.7.3 64-bit ('base': conda)"
+   "display_name": "Python 3.7.3 64-bit ('base': conda)",
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -1233,4 +303,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 2
-}
\ No newline at end of file
+}
diff --git a/Project/script_project.py b/Project/script_project.py
index 70374ec..85c7bc2 100644
--- a/Project/script_project.py
+++ b/Project/script_project.py
@@ -49,25 +49,36 @@
 # 2. All math operations in "forward" has to be differentiable, e.g., default PyTorch functions.
 # 3. Do not use inplace operations, e.g., x += 1. Please see the following section for an example that does not work.
 
+# define system dynamics
+# Notes: 
+# 0. You only need to modify the "forward" function
+# 1. All variables in "forward" need to be PyTorch tensors.
+# 2. All math operations in "forward" has to be differentiable, e.g., default PyTorch functions.
+# 3. Do not use inplace operations, e.g., x += 1. Please see the following section for an example that does not work.
+
 class Dynamics(nn.Module):
     def __init__(self):
         super(Dynamics, self).__init__()
     @staticmethod
     def forward(state, action):
         """
-        action: thrust or no thrust
+        action[0]: thrust control
+        action[1]: fpa control
         state[0] = x_h
         state[1] = x_h_dot
         state[2] = x_v
         state[3] = x_v_dot
         state[4] = fpa
         state[5] = fpa_dot
+        ###
+        fpa_dot(t+1) = fpa_dot(t) + action[1]*dt
         """
-        vertical_component_velocity = (-0.5*RHO*S*DRAG_COEFF*FRAME_TIME*(state.detach().clone()[3]**2))*t.sin(state.detach().clone()[4]) + (GRAVITY_ACCEL * FRAME_TIME)
+        vertical_component_velocity = (-0.5*RHO*S*DRAG_COEFF*FRAME_TIME*(state.detach()[1]**2 + state.detach()[3]**2))*t.cos(state.detach()[4]) + (GRAVITY_ACCEL * FRAME_TIME)
         delta_state_vertical = t.tensor([0., 0., 0., vertical_component_velocity, 0., vertical_component_velocity/RADIUS])
-        horizontal_component_velocity = ((-0.5*RHO*S*DRAG_COEFF*FRAME_TIME*(state.detach().clone()[1]**2))*t.cos(state.detach().clone()[4]))
+        horizontal_component_velocity = ((0.5*RHO*S*DRAG_COEFF*FRAME_TIME*(state.detach()[1]**2 + state.detach()[3]**2))*t.sin(state.detach()[4]))
         delta_state_horizontal =  t.tensor([0., horizontal_component_velocity, 0., 0., 0., 0.])
-        delta_state = BOOST_ACCEL * FRAME_TIME * t.tensor([0., -t.cos(state.detach().clone()[4]), 0., -t.sin(state.detach().clone()[4]), 0., (-t.sin(state.detach().clone()[4]))/RADIUS]) * action
+        delta_state = BOOST_ACCEL * FRAME_TIME * t.tensor([0., -t.cos(state.detach()[4]), 0., -t.sin(state.detach()[4]), 0., (-t.sin(state.detach()[4]))/RADIUS]) * action[0]
+        delta_state_fpa = t.tensor([0.,0.,0.,0.,0.,-1.])*FPA_GAIN*FRAME_TIME*action[1]
         step_mat = t.tensor([[1., FRAME_TIME, 0., 0., 0., 0.],
                              [0., 1., 0., 0., 0., 0.],
                              [0., 0., 1., FRAME_TIME, 0., 0.],
@@ -77,8 +88,18 @@ def forward(state, action):
                             ])
 
         state = t.matmul(step_mat, state)
-        state = state + delta_state_horizontal + delta_state_vertical + delta_state
+        state = state + delta_state_horizontal + delta_state_vertical + delta_state + delta_state_fpa
     
+
+        # delta_state_gravity = t.tensor([0., GRAVITY_ACCEL * FRAME_TIME]) 
+        # delta_state_drag = t.tensor([0., -0.5*RHO*S*DRAG_COEFF*FRAME_TIME*(state.detach().clone()[1]**2)])
+        # delta_state = BOOST_ACCEL * FRAME_TIME * t.tensor([0., -1.]) * action
+
+        # step_mat = t.tensor([[1., FRAME_TIME],
+        #                     [0., 1.]])
+        # state = t.matmul(step_mat, state)
+        # state = state + delta_state + delta_state_gravity + delta_state_drag
+        
         return state
 # a deterministic controller
 # Note:

From 6b7d657bca43180431274b896e1d408291cce883 Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Wed, 20 Oct 2021 23:12:00 -0700
Subject: [PATCH 21/33] description of the problem...

---
 Project/FBD.png                | Bin 0 -> 17534 bytes
 Project/Project_1_rocket.ipynb | 151 ++++++++++++++++++++-------------
 Project/script_project.py      |  54 +++++-------
 3 files changed, 114 insertions(+), 91 deletions(-)
 create mode 100644 Project/FBD.png

diff --git a/Project/FBD.png b/Project/FBD.png
new file mode 100644
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literal 0
HcmV?d00001

diff --git a/Project/Project_1_rocket.ipynb b/Project/Project_1_rocket.ipynb
index 1d3b4b1..4cceb20 100644
--- a/Project/Project_1_rocket.ipynb
+++ b/Project/Project_1_rocket.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 652,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -24,25 +24,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 653,
    "metadata": {},
    "outputs": [],
    "source": [
     "# environment parameters\n",
     "\n",
     "FRAME_TIME = 0.1  # time interval\n",
-    "GRAVITY_ACCEL = 0.09  # gravity constant\n",
+    "GRAVITY_ACCEL = 0.2  # gravity constant\n",
     "BOOST_ACCEL = 0.55  # thrust constant\n",
     "DRAG_COEFF = 0.25 # Drag coefficient\n",
     "S = 0.1 # Surface Area of rocket\n",
     "RHO = 0.1225 # Air Density at sea level\n",
-    "RADIUS = 0.5 # Test w/ unit radius of rotation first...\n",
-    "FPA_GAIN = 0.25"
+    "FPA_GAIN = 0.55"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 654,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -61,32 +60,23 @@
     "        \"\"\"\n",
     "        action[0]: thrust control\n",
     "        action[1]: fpa control\n",
-    "        state[0] = x_h\n",
-    "        state[1] = x_h_dot\n",
-    "        state[2] = x_v\n",
-    "        state[3] = x_v_dot\n",
-    "        state[4] = fpa\n",
-    "        state[5] = fpa_dot\n",
+    "        state[0] = x\n",
+    "        state[1] = x_dot\n",
+    "        state[2] = fpa\n",
+    "        state[3] = fpa_dot\n",
     "        ###\n",
-    "        fpa_dot(t+1) = fpa_dot(t) + action[1]*dt\n",
+    "        fpa_dot(t+1) = fpa_dot(t) + (gsin(fpa) - action[1])*dt\n",
     "        \"\"\"\n",
-    "        vertical_component_velocity = (-0.5*RHO*S*DRAG_COEFF*FRAME_TIME*(state.detach()[1]**2 + state.detach()[3]**2))*t.cos(state.detach()[4]) + (GRAVITY_ACCEL * FRAME_TIME)\n",
-    "        delta_state_vertical = t.tensor([0., 0., 0., vertical_component_velocity, 0., vertical_component_velocity/RADIUS])\n",
-    "        horizontal_component_velocity = ((0.5*RHO*S*DRAG_COEFF*FRAME_TIME*(state.detach()[1]**2 + state.detach()[3]**2))*t.sin(state.detach()[4]))\n",
-    "        delta_state_horizontal =  t.tensor([0., horizontal_component_velocity, 0., 0., 0., 0.])\n",
-    "        delta_state = BOOST_ACCEL * FRAME_TIME * t.tensor([0., -t.cos(state.detach()[4]), 0., -t.sin(state.detach()[4]), 0., (-t.sin(state.detach()[4]))/RADIUS]) * action[0]\n",
-    "        delta_state_fpa = t.tensor([0.,0.,0.,0.,0.,-1.])*FPA_GAIN*FRAME_TIME*action[1]\n",
-    "        step_mat = t.tensor([[1., FRAME_TIME, 0., 0., 0., 0.],\n",
-    "                             [0., 1., 0., 0., 0., 0.],\n",
-    "                             [0., 0., 1., FRAME_TIME, 0., 0.],\n",
-    "                             [0., 0., 0., 1., 0., 0.],\n",
-    "                             [0., 0., 0., 0., 1., FRAME_TIME],\n",
-    "                             [0., 0., 0., 0., 0., 1.]\n",
+    "        delta_x_dot = (t.tensor([0.,(GRAVITY_ACCEL*t.cos(state.detach()[2])) - (0.5*RHO*(state.detach()[1]**2)*S*DRAG_COEFF) - BOOST_ACCEL*action[0], 0., 0.])*FRAME_TIME) - (t.tensor([0., 1., 0., 0.])*BOOST_ACCEL*action[0]*FRAME_TIME)\n",
+    "        delta_fpa_dot = (t.tensor([0., 0., 0., (GRAVITY_ACCEL*t.sin(state.detach()[2]))])*FRAME_TIME) - (t.tensor([0., 0., 0., 1.])*FPA_GAIN*action[1]*FRAME_TIME)\n",
+    "        step_mat = t.tensor([[1., FRAME_TIME, 0., 0.],\n",
+    "                             [0., 1., 0., 0.,],\n",
+    "                             [0., 0., 1., FRAME_TIME],\n",
+    "                             [0., 0., 0., 1.]\n",
     "                            ])\n",
-    "\n",
     "        state = t.matmul(step_mat, state)\n",
-    "        state = state + delta_state_horizontal + delta_state_vertical + delta_state + delta_state_fpa\n",
-    "    \n",
+    "        state = state + delta_x_dot + delta_fpa_dot\n",
+    "\n",
     "\n",
     "        # delta_state_gravity = t.tensor([0., GRAVITY_ACCEL * FRAME_TIME]) \n",
     "        # delta_state_drag = t.tensor([0., -0.5*RHO*S*DRAG_COEFF*FRAME_TIME*(state.detach().clone()[1]**2)])\n",
@@ -102,7 +92,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 655,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -140,7 +130,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 656,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -172,17 +162,17 @@
     "\n",
     "    @staticmethod\n",
     "    def initialize_state():\n",
-    "        state = [0., 0., 1., 0., 0., 0.]  # TODO: need batch of initial states\n",
+    "        state = [1., 0., 1., 0.] # TODO: need batch of initial states\n",
     "        return t.tensor(state, requires_grad=False).float()\n",
     "\n",
     "    def error(self, state):\n",
-    "        return (0.05*state[0]**2) + state[1]**2 + state[2]**2 + state[3]**2 + state[4]**2 + state[5]**2\n",
+    "        return state[0]**2 + state[1]**2 + state[2]**2 + state[3]**2\n",
     "        # return state[0]**2 + state[1]**2"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 657,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -198,7 +188,7 @@
     "    def __init__(self, simulation):\n",
     "        self.simulation = simulation\n",
     "        self.parameters = simulation.controller.parameters()\n",
-    "        self.optimizer = optim.LBFGS(self.parameters, lr=0.01)\n",
+    "        self.optimizer = optim.LBFGS(self.parameters, lr=0.01, line_search_fn='strong_wolfe')\n",
     "        # self.scheduler = optim.lr_scheduler.StepLR(optimizer = self.optimizer, step_size = 10,gamma = 0.5)\n",
     "\n",
     "    def step(self):\n",
@@ -223,52 +213,61 @@
     "                print(\"Best loss:\", best_loss.data, \"Saving trajectory data...\")\n",
     "            if epoch%1 == 0: \n",
     "                print('[%d] loss: %.3f' % (epoch + 1, loss))\n",
-    "                if epoch == epochs -1:\n",
+    "                if epoch == epochs -1 or best_loss == 0.:\n",
     "                    self.visualize(best_state_trajectory, best_action_trajectory)\n",
     "                    print(\"Final state vector for the best trajectory: \", best_state_trajectory[99])\n",
+    "                    break\n",
     "\n",
     "    def visualize(self, state_trajectory = None, action_trajectory = None):\n",
     "        data = np.array([state_trajectory[i].detach().numpy() for i in range(self.simulation.T)])\n",
     "        action_data = np.array([action_trajectory[i].detach().numpy() for i in range(self.simulation.T)])\n",
-    "        x_h = data[:, 0]\n",
-    "        x_h_dot = data[:, 1]\n",
-    "        x_v = data[:, 2]\n",
-    "        x_v_dot = data[:, 3]\n",
-    "        fpa = data[:, 4]\n",
-    "        fpa_dot = data[:, 5]\n",
-    "        fig = plt.figure(figsize= (50, 50))\n",
-    "        plt.subplot(1,5,1)\n",
-    "        plt.plot(x_h, x_v)\n",
-    "        plt.xlabel('Horizontal displacement')\n",
-    "        plt.ylabel('Vertical displacement')\n",
-    "        plt.subplot(1,5,2)\n",
-    "        plt.plot(x_v_dot**2 + x_h_dot**2)\n",
+    "        x = data[:, 0]\n",
+    "        x_dot = data[:, 1]\n",
+    "        fpa = data[:, 2]\n",
+    "        fpa_dot = data[:, 3]\n",
+    "        plt.plot(x)\n",
+    "        plt.xlabel('Time_Steps')\n",
+    "        plt.ylabel('Distance')\n",
+    "        plt.show()\n",
+    "        plt.plot(x_dot)\n",
     "        plt.xlabel('Time_step')\n",
-    "        plt.ylabel('Velocity_magnitude')\n",
-    "        plt.subplot(1,5,3)\n",
+    "        plt.ylabel('Speed')\n",
+    "        plt.show()\n",
     "        plt.plot(fpa)\n",
     "        plt.xlabel('Time_step')\n",
     "        plt.ylabel('Flight Path Angle')\n",
-    "        plt.subplot(1,5,4)\n",
-    "        plt.plot(action_data[0])\n",
-    "        plt.xlabel('Time_step')\n",
-    "        plt.ylabel('Thrust input')\n",
-    "        plt.subplot(1,5,5)\n",
-    "        plt.plot(action_data[1])\n",
+    "        plt.show()\n",
+    "        plt.plot(fpa_dot)\n",
     "        plt.xlabel('Time_step')\n",
-    "        plt.ylabel('FPA input')\n"
+    "        plt.ylabel('Angular speed')\n",
+    "        plt.show()\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 658,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "RuntimeError",
+     "evalue": "line search function is not supported yet",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-658-f11fc6f9838b>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0ms\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mSimulation\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mT\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# define simulation\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0mo\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mOptimize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# define optimizer\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m \u001b[0mo\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# solve the optimization problem\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;32m<ipython-input-657-67942d05612f>\u001b[0m in \u001b[0;36mtrain\u001b[0;34m(self, epochs)\u001b[0m\n\u001b[1;32m     28\u001b[0m         \u001b[0mbest_loss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1e10\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     29\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mepoch\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mepochs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 30\u001b[0;31m             \u001b[0mloss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     31\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mloss\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0mbest_loss\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     32\u001b[0m                 \u001b[0mbest_loss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m<ipython-input-657-67942d05612f>\u001b[0m in \u001b[0;36mstep\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     21\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparameters\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     22\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 23\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptimizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mclosure\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     24\u001b[0m         \u001b[0;31m# self.scheduler.step()\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     25\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mclosure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/torch/optim/lbfgs.py\u001b[0m in \u001b[0;36mstep\u001b[0;34m(self, closure)\u001b[0m\n\u001b[1;32m    203\u001b[0m             \u001b[0;34m(\u001b[0m\u001b[0mdefault\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    204\u001b[0m         \u001b[0mmax_eval\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mmaximal\u001b[0m \u001b[0mnumber\u001b[0m \u001b[0mof\u001b[0m \u001b[0mfunction\u001b[0m \u001b[0mevaluations\u001b[0m \u001b[0mper\u001b[0m \u001b[0moptimization\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 205\u001b[0;31m             \u001b[0mstep\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mdefault\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mmax_iter\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;36m1.25\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    206\u001b[0m         \u001b[0mtolerance_grad\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mfloat\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mtermination\u001b[0m \u001b[0mtolerance\u001b[0m \u001b[0mon\u001b[0m \u001b[0mfirst\u001b[0m \u001b[0morder\u001b[0m \u001b[0moptimality\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    207\u001b[0m             \u001b[0;34m(\u001b[0m\u001b[0mdefault\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;36m1e-5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mRuntimeError\u001b[0m: line search function is not supported yet"
+     ]
+    }
+   ],
    "source": [
     "# Now it's time to run the code!\n",
     "\n",
     "T = 100  # number of time steps\n",
-    "dim_input = 6  # state space dimensions\n",
+    "dim_input = 4  # state space dimensions\n",
     "dim_hidden = 24  # latent dimensions\n",
     "dim_output = 2  # action space dimensions\n",
     "d = Dynamics()  # define dynamics\n",
@@ -277,6 +276,38 @@
     "o = Optimize(s)  # define optimizer\n",
     "o.train(100)  # solve the optimization problem"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Description of the problem:** \\\n",
+    "The formulation of the rocket landing problem has been extended to include a flight path angle controller and aerodynamic drag. \\\n",
+    "To test the controller in a range of situations, a batch of initial states were sampled from a normal distribution:\n",
+    "$$\n",
+    "x_{ij} \\sim N(\\mu_j, \\sigma_j), i = 1, ... ,N \\space j = 1, ... , M \n",
+    "$$\n",
+    "In this case, we have N = 5 batches and M = 4 states. \\\n",
+    "Each of the states are updated according to the forces external to the rocket and the forces exerted by the control input. The state variable formulation for this problem is as follows:\n",
+    "$$\n",
+    "x(t+1) = x(t) + \\dot x(t)dt \\\\\n",
+    "\\dot x(t+1) = \\dot x(t) + \\ddot x(t)dt \\\\\n",
+    "\\nu(t+1) = x(t) + \\dot \\nu(t)dt \\\\\n",
+    "\\dot \\nu(t+1) = \\dot \\nu(t) + \\ddot \\nu(t)dt \\\\\n",
+    "$$\n",
+    "<center>\n",
+    "\n",
+    "![Force diagram](FBD.png)\n",
+    "\n",
+    "</center>\n",
+    "The update for the velocity and flight path angle are given as follows, assuming a constant mass system:\n",
+    "\n",
+    "$$\n",
+    "d\\dot x = (gcos(\\nu) - a_{drag} - a_{thrust})dt \\\\\n",
+    "d\\dot \\nu = (gsin(\\nu) - a_{cSurf})dt\n",
+    "$$\n",
+    "$ a_{cSurf} $ is the acceleration produced by the control input for changing the flight path angle. The "
+   ]
   }
  ],
  "metadata": {
diff --git a/Project/script_project.py b/Project/script_project.py
index 85c7bc2..826a145 100644
--- a/Project/script_project.py
+++ b/Project/script_project.py
@@ -15,15 +15,16 @@
 
 # environment parameters
 
+# environment parameters
+
 FRAME_TIME = 0.1  # time interval
 GRAVITY_ACCEL = 0.12  # gravity constant
 BOOST_ACCEL = 0.18  # thrust constant
 DRAG_COEFF = 0.25 # Drag coefficient
-S = 1 # Surface Area
-RHO = 1.225 # Air Density at sea level
-RADIUS = 1
-
-# # the following parameters are not being used in the sample code
+S = 0.1 # Surface Area of rocket
+RHO = 0.1225 # Air Density at sea level
+RADIUS = 0.5 # Test w/ unit radius of rotation first...
+FPA_GAIN = 0.25# # the following parameters are not being used in the sample code
 # PLATFORM_WIDTH = 0.25  # landing platform width
 # PLATFORM_HEIGHT = 0.06  # landing platform height
 # ROTATION_ACCEL = 20  # rotation constant
@@ -64,31 +65,22 @@ def forward(state, action):
         """
         action[0]: thrust control
         action[1]: fpa control
-        state[0] = x_h
-        state[1] = x_h_dot
-        state[2] = x_v
-        state[3] = x_v_dot
-        state[4] = fpa
-        state[5] = fpa_dot
+        state[0] = x
+        state[1] = x_dot
+        state[2] = fpa
+        state[3] = fpa_dot
         ###
-        fpa_dot(t+1) = fpa_dot(t) + action[1]*dt
+        fpa_dot(t+1) = fpa_dot(t) + (gsin(fpa) - action[1])*dt
         """
-        vertical_component_velocity = (-0.5*RHO*S*DRAG_COEFF*FRAME_TIME*(state.detach()[1]**2 + state.detach()[3]**2))*t.cos(state.detach()[4]) + (GRAVITY_ACCEL * FRAME_TIME)
-        delta_state_vertical = t.tensor([0., 0., 0., vertical_component_velocity, 0., vertical_component_velocity/RADIUS])
-        horizontal_component_velocity = ((0.5*RHO*S*DRAG_COEFF*FRAME_TIME*(state.detach()[1]**2 + state.detach()[3]**2))*t.sin(state.detach()[4]))
-        delta_state_horizontal =  t.tensor([0., horizontal_component_velocity, 0., 0., 0., 0.])
-        delta_state = BOOST_ACCEL * FRAME_TIME * t.tensor([0., -t.cos(state.detach()[4]), 0., -t.sin(state.detach()[4]), 0., (-t.sin(state.detach()[4]))/RADIUS]) * action[0]
-        delta_state_fpa = t.tensor([0.,0.,0.,0.,0.,-1.])*FPA_GAIN*FRAME_TIME*action[1]
-        step_mat = t.tensor([[1., FRAME_TIME, 0., 0., 0., 0.],
-                             [0., 1., 0., 0., 0., 0.],
-                             [0., 0., 1., FRAME_TIME, 0., 0.],
-                             [0., 0., 0., 1., 0., 0.],
-                             [0., 0., 0., 0., 1., FRAME_TIME],
-                             [0., 0., 0., 0., 0., 1.]
+        delta_x_dot = (t.tensor([0.,(GRAVITY_ACCEL*t.cos(state.detach()[2])) - (0.5*RHO*(state.detach()[1]**2)*S*DRAG_COEFF) - BOOST_ACCEL*action[0], 0., 0.])*FRAME_TIME) - (t.tensor([0., 1., 0., 0.])*BOOST_ACCEL*action[0]*FRAME_TIME)
+        delta_fpa_dot = (t.tensor([0., 0., 0., (GRAVITY_ACCEL*t.sin(state.detach()[2]))])*FRAME_TIME) - (t.tensor([0., 0., 0., 1.])*FPA_GAIN*action[1]*FRAME_TIME)
+        step_mat = t.tensor([[1., FRAME_TIME, 0., 0.],
+                             [0., 1., 0., 0.,],
+                             [0., 0., 1., FRAME_TIME],
+                             [0., 0., 0., 1.]
                             ])
-
         state = t.matmul(step_mat, state)
-        state = state + delta_state_horizontal + delta_state_vertical + delta_state + delta_state_fpa
+        state = state + delta_x_dot + delta_fpa_dot
     
 
         # delta_state_gravity = t.tensor([0., GRAVITY_ACCEL * FRAME_TIME]) 
@@ -157,11 +149,11 @@ def forward(self, state):
 
     @staticmethod
     def initialize_state():
-        state = [1., 0., 1., 0., 0., 0.]  # TODO: need batch of initial states
+        state = [1., 0., 0., 0.]  # TODO: need batch of initial states
         return t.tensor(state, requires_grad=False).float()
 
     def error(self, state):
-        return state[0]**2 + state[1]**2
+        return state[0]**2 + state[1]**2 + state[2]**2 + state[3]**2
 
 
 # set up the optimizer
@@ -192,7 +184,7 @@ def train(self, epochs):
         for epoch in range(epochs):
             loss = self.step()
             print('[%d] loss: %.3f' % (epoch + 1, loss))
-            self.visualize()
+            # self.visualize()
 
     def visualize(self):
         data = np.array([self.simulation.state_trajectory[i].detach().numpy() for i in range(self.simulation.T)])
@@ -204,9 +196,9 @@ def visualize(self):
 # Now it's time to run the code!
 
 T = 100  # number of time steps
-dim_input = 6  # state space dimensions
+dim_input = 4  # state space dimensions
 dim_hidden = 6  # latent dimensions
-dim_output = 1  # action space dimensions
+dim_output = 2  # action space dimensions
 d = Dynamics()  # define dynamics
 c = Controller(dim_input, dim_hidden, dim_output)  # define controller
 s = Simulation(c, d, T)  # define simulation

From f4f5e2392a3a9b38db420604d9668bb4d0b4d6d1 Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Wed, 20 Oct 2021 23:16:57 -0700
Subject: [PATCH 22/33] description

---
 Project/Project_1_rocket.ipynb | 234 +++++++++++++++++++++++++++++----
 1 file changed, 212 insertions(+), 22 deletions(-)

diff --git a/Project/Project_1_rocket.ipynb b/Project/Project_1_rocket.ipynb
index 4cceb20..06b10ae 100644
--- a/Project/Project_1_rocket.ipynb
+++ b/Project/Project_1_rocket.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 652,
+   "execution_count": 666,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -24,7 +24,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 653,
+   "execution_count": 667,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -41,7 +41,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 654,
+   "execution_count": 668,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -92,7 +92,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 655,
+   "execution_count": 669,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -130,7 +130,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 656,
+   "execution_count": 670,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -172,7 +172,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 657,
+   "execution_count": 671,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -188,8 +188,8 @@
     "    def __init__(self, simulation):\n",
     "        self.simulation = simulation\n",
     "        self.parameters = simulation.controller.parameters()\n",
-    "        self.optimizer = optim.LBFGS(self.parameters, lr=0.01, line_search_fn='strong_wolfe')\n",
-    "        # self.scheduler = optim.lr_scheduler.StepLR(optimizer = self.optimizer, step_size = 10,gamma = 0.5)\n",
+    "        self.optimizer = optim.LBFGS(self.parameters, lr=0.005)\n",
+    "        self.scheduler = optim.lr_scheduler.StepLR(optimizer = self.optimizer, step_size = 25,gamma = 0.5)\n",
     "\n",
     "    def step(self):\n",
     "        def closure():\n",
@@ -199,7 +199,7 @@
     "            self.parameters\n",
     "            return loss\n",
     "        self.optimizer.step(closure)\n",
-    "        # self.scheduler.step()\n",
+    "        self.scheduler.step()\n",
     "        return closure()\n",
     "    \n",
     "    def train(self, epochs):\n",
@@ -245,21 +245,211 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 658,
+   "execution_count": 672,
    "metadata": {},
    "outputs": [
     {
-     "ename": "RuntimeError",
-     "evalue": "line search function is not supported yet",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-658-f11fc6f9838b>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0ms\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mSimulation\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mT\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# define simulation\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0mo\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mOptimize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# define optimizer\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m \u001b[0mo\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# solve the optimization problem\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;32m<ipython-input-657-67942d05612f>\u001b[0m in \u001b[0;36mtrain\u001b[0;34m(self, epochs)\u001b[0m\n\u001b[1;32m     28\u001b[0m         \u001b[0mbest_loss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1e10\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     29\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mepoch\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mepochs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 30\u001b[0;31m             \u001b[0mloss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     31\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mloss\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0mbest_loss\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     32\u001b[0m                 \u001b[0mbest_loss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m<ipython-input-657-67942d05612f>\u001b[0m in \u001b[0;36mstep\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     21\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparameters\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     22\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 23\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptimizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mclosure\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     24\u001b[0m         \u001b[0;31m# self.scheduler.step()\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     25\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mclosure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/torch/optim/lbfgs.py\u001b[0m in \u001b[0;36mstep\u001b[0;34m(self, closure)\u001b[0m\n\u001b[1;32m    203\u001b[0m             \u001b[0;34m(\u001b[0m\u001b[0mdefault\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    204\u001b[0m         \u001b[0mmax_eval\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mmaximal\u001b[0m \u001b[0mnumber\u001b[0m \u001b[0mof\u001b[0m \u001b[0mfunction\u001b[0m \u001b[0mevaluations\u001b[0m \u001b[0mper\u001b[0m \u001b[0moptimization\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 205\u001b[0;31m             \u001b[0mstep\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mdefault\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mmax_iter\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;36m1.25\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    206\u001b[0m         \u001b[0mtolerance_grad\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mfloat\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mtermination\u001b[0m \u001b[0mtolerance\u001b[0m \u001b[0mon\u001b[0m \u001b[0mfirst\u001b[0m \u001b[0morder\u001b[0m \u001b[0moptimality\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    207\u001b[0m             \u001b[0;34m(\u001b[0m\u001b[0mdefault\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;36m1e-5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mRuntimeError\u001b[0m: line search function is not supported yet"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Best loss: tensor(268.9476) Saving trajectory data...\n",
+      "[1] loss: 268.948\n",
+      "Best loss: tensor(129.2320) Saving trajectory data...\n",
+      "[2] loss: 129.232\n",
+      "Best loss: tensor(74.4004) Saving trajectory data...\n",
+      "[3] loss: 74.400\n",
+      "Best loss: tensor(42.3468) Saving trajectory data...\n",
+      "[4] loss: 42.347\n",
+      "Best loss: tensor(25.6722) Saving trajectory data...\n",
+      "[5] loss: 25.672\n",
+      "Best loss: tensor(16.7274) Saving trajectory data...\n",
+      "[6] loss: 16.727\n",
+      "Best loss: tensor(11.3402) Saving trajectory data...\n",
+      "[7] loss: 11.340\n",
+      "Best loss: tensor(7.8800) Saving trajectory data...\n",
+      "[8] loss: 7.880\n",
+      "Best loss: tensor(5.4816) Saving trajectory data...\n",
+      "[9] loss: 5.482\n",
+      "Best loss: tensor(3.7934) Saving trajectory data...\n",
+      "[10] loss: 3.793\n",
+      "Best loss: tensor(2.6773) Saving trajectory data...\n",
+      "[11] loss: 2.677\n",
+      "Best loss: tensor(1.9571) Saving trajectory data...\n",
+      "[12] loss: 1.957\n",
+      "Best loss: tensor(1.4816) Saving trajectory data...\n",
+      "[13] loss: 1.482\n",
+      "Best loss: tensor(1.1508) Saving trajectory data...\n",
+      "[14] loss: 1.151\n",
+      "Best loss: tensor(0.8698) Saving trajectory data...\n",
+      "[15] loss: 0.870\n",
+      "Best loss: tensor(0.6354) Saving trajectory data...\n",
+      "[16] loss: 0.635\n",
+      "Best loss: tensor(0.4850) Saving trajectory data...\n",
+      "[17] loss: 0.485\n",
+      "Best loss: tensor(0.3830) Saving trajectory data...\n",
+      "[18] loss: 0.383\n",
+      "Best loss: tensor(0.3142) Saving trajectory data...\n",
+      "[19] loss: 0.314\n",
+      "Best loss: tensor(0.2735) Saving trajectory data...\n",
+      "[20] loss: 0.273\n",
+      "Best loss: tensor(0.2484) Saving trajectory data...\n",
+      "[21] loss: 0.248\n",
+      "Best loss: tensor(0.2313) Saving trajectory data...\n",
+      "[22] loss: 0.231\n",
+      "Best loss: tensor(0.2181) Saving trajectory data...\n",
+      "[23] loss: 0.218\n",
+      "Best loss: tensor(0.2051) Saving trajectory data...\n",
+      "[24] loss: 0.205\n",
+      "Best loss: tensor(0.1956) Saving trajectory data...\n",
+      "[25] loss: 0.196\n",
+      "Best loss: tensor(0.1921) Saving trajectory data...\n",
+      "[26] loss: 0.192\n",
+      "Best loss: tensor(0.1889) Saving trajectory data...\n",
+      "[27] loss: 0.189\n",
+      "Best loss: tensor(0.1863) Saving trajectory data...\n",
+      "[28] loss: 0.186\n",
+      "Best loss: tensor(0.1843) Saving trajectory data...\n",
+      "[29] loss: 0.184\n",
+      "Best loss: tensor(0.1827) Saving trajectory data...\n",
+      "[30] loss: 0.183\n",
+      "Best loss: tensor(0.1812) Saving trajectory data...\n",
+      "[31] loss: 0.181\n",
+      "Best loss: tensor(0.1798) Saving trajectory data...\n",
+      "[32] loss: 0.180\n",
+      "Best loss: tensor(0.1783) Saving trajectory data...\n",
+      "[33] loss: 0.178\n",
+      "Best loss: tensor(0.1768) Saving trajectory data...\n",
+      "[34] loss: 0.177\n",
+      "Best loss: tensor(0.1755) Saving trajectory data...\n",
+      "[35] loss: 0.175\n",
+      "Best loss: tensor(0.1743) Saving trajectory data...\n",
+      "[36] loss: 0.174\n",
+      "Best loss: tensor(0.1731) Saving trajectory data...\n",
+      "[37] loss: 0.173\n",
+      "Best loss: tensor(0.1719) Saving trajectory data...\n",
+      "[38] loss: 0.172\n",
+      "Best loss: tensor(0.1707) Saving trajectory data...\n",
+      "[39] loss: 0.171\n",
+      "Best loss: tensor(0.1694) Saving trajectory data...\n",
+      "[40] loss: 0.169\n",
+      "Best loss: tensor(0.1677) Saving trajectory data...\n",
+      "[41] loss: 0.168\n",
+      "Best loss: tensor(0.1645) Saving trajectory data...\n",
+      "[42] loss: 0.164\n",
+      "Best loss: tensor(0.1557) Saving trajectory data...\n",
+      "[43] loss: 0.156\n",
+      "[44] loss: 1.551\n",
+      "[45] loss: 1.117\n",
+      "[46] loss: 62.977\n",
+      "[47] loss: 61.721\n",
+      "[48] loss: 60.376\n",
+      "[49] loss: 58.924\n",
+      "[50] loss: 57.366\n",
+      "[51] loss: 56.550\n",
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+      "[53] loss: 54.840\n",
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+      "[55] loss: 53.000\n",
+      "[56] loss: 52.015\n",
+      "[57] loss: 50.974\n",
+      "[58] loss: 49.868\n",
+      "[59] loss: 48.685\n",
+      "[60] loss: 47.418\n",
+      "[61] loss: 46.056\n",
+      "[62] loss: 44.586\n",
+      "[63] loss: 42.993\n",
+      "[64] loss: 41.256\n",
+      "[65] loss: 39.352\n",
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+      "[67] loss: 34.928\n",
+      "[68] loss: 32.357\n",
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+      "[82] loss: 2.667\n",
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+      "[84] loss: 1.848\n",
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+      "[98] loss: 0.639\n",
+      "[99] loss: 0.637\n",
+      "[100] loss: 0.636\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Final state vector for the best trajectory:  tensor([ 0.0636, -0.0870,  0.0830, -0.3704], grad_fn=<AddBackward0>)\n"
      ]
     }
    ],
@@ -306,7 +496,7 @@
     "d\\dot x = (gcos(\\nu) - a_{drag} - a_{thrust})dt \\\\\n",
     "d\\dot \\nu = (gsin(\\nu) - a_{cSurf})dt\n",
     "$$\n",
-    "$ a_{cSurf} $ is the acceleration produced by the control input for changing the flight path angle. The "
+    "$ a_{cSurf} $ is the acceleration produced by the control input for changing the flight path angle. "
    ]
   }
  ],

From e620a7124e9d918086a30357e6ff7b8603c6da8e Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Wed, 20 Oct 2021 23:29:15 -0700
Subject: [PATCH 23/33] description

---
 Project/Project_1_rocket.ipynb | 389 ++++++++++++++++++++-------------
 1 file changed, 231 insertions(+), 158 deletions(-)

diff --git a/Project/Project_1_rocket.ipynb b/Project/Project_1_rocket.ipynb
index 06b10ae..5a78f95 100644
--- a/Project/Project_1_rocket.ipynb
+++ b/Project/Project_1_rocket.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 666,
+   "execution_count": 687,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -24,7 +24,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 667,
+   "execution_count": 688,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -41,7 +41,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 668,
+   "execution_count": 689,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -92,7 +92,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 669,
+   "execution_count": 690,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -130,7 +130,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 670,
+   "execution_count": 691,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -162,7 +162,7 @@
     "\n",
     "    @staticmethod\n",
     "    def initialize_state():\n",
-    "        state = [1., 0., 1., 0.] # TODO: need batch of initial states\n",
+    "        state = [1., 0., 0.25, 0.] # TODO: need batch of initial states\n",
     "        return t.tensor(state, requires_grad=False).float()\n",
     "\n",
     "    def error(self, state):\n",
@@ -172,7 +172,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 671,
+   "execution_count": 692,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -188,9 +188,10 @@
     "    def __init__(self, simulation):\n",
     "        self.simulation = simulation\n",
     "        self.parameters = simulation.controller.parameters()\n",
-    "        self.optimizer = optim.LBFGS(self.parameters, lr=0.005)\n",
-    "        self.scheduler = optim.lr_scheduler.StepLR(optimizer = self.optimizer, step_size = 25,gamma = 0.5)\n",
-    "\n",
+    "        self.optimizer = optim.LBFGS(self.parameters, lr=0.001)\n",
+    "        # self.scheduler = optim.lr_scheduler.StepLR(optimizer = self.optimizer, step_size = 25,gamma = 0.5)\n",
+    "        \n",
+    "        self.losses = []\n",
     "    def step(self):\n",
     "        def closure():\n",
     "            loss = self.simulation(self.simulation.state)\n",
@@ -199,18 +200,21 @@
     "            self.parameters\n",
     "            return loss\n",
     "        self.optimizer.step(closure)\n",
-    "        self.scheduler.step()\n",
+    "        # self.scheduler.step()\n",
     "        return closure()\n",
     "    \n",
     "    def train(self, epochs):\n",
     "        best_loss = 1e10\n",
+    "        self.losses = []\n",
     "        for epoch in range(epochs):\n",
     "            loss = self.step()\n",
+    "            self.losses.append(loss.data)\n",
     "            if loss < best_loss:\n",
     "                best_loss = loss\n",
     "                best_state_trajectory = self.simulation.state_trajectory\n",
     "                best_action_trajectory = self.simulation.action_trajectory\n",
     "                print(\"Best loss:\", best_loss.data, \"Saving trajectory data...\")\n",
+    "                \n",
     "            if epoch%1 == 0: \n",
     "                print('[%d] loss: %.3f' % (epoch + 1, loss))\n",
     "                if epoch == epochs -1 or best_loss == 0.:\n",
@@ -240,166 +244,235 @@
     "        plt.plot(fpa_dot)\n",
     "        plt.xlabel('Time_step')\n",
     "        plt.ylabel('Angular speed')\n",
+    "        plt.show()\n",
+    "        plt.plot(self.losses)\n",
+    "        plt.xlabel('Epochs')\n",
+    "        plt.ylabel('Loss')\n",
     "        plt.show()\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 672,
+   "execution_count": 693,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Best loss: tensor(268.9476) Saving trajectory data...\n",
-      "[1] loss: 268.948\n",
-      "Best loss: tensor(129.2320) Saving trajectory data...\n",
-      "[2] loss: 129.232\n",
-      "Best loss: tensor(74.4004) Saving trajectory data...\n",
-      "[3] loss: 74.400\n",
-      "Best loss: tensor(42.3468) Saving trajectory data...\n",
-      "[4] loss: 42.347\n",
-      "Best loss: tensor(25.6722) Saving trajectory data...\n",
-      "[5] loss: 25.672\n",
-      "Best loss: tensor(16.7274) Saving trajectory data...\n",
-      "[6] loss: 16.727\n",
-      "Best loss: tensor(11.3402) Saving trajectory data...\n",
-      "[7] loss: 11.340\n",
-      "Best loss: tensor(7.8800) Saving trajectory data...\n",
-      "[8] loss: 7.880\n",
-      "Best loss: tensor(5.4816) Saving trajectory data...\n",
-      "[9] loss: 5.482\n",
-      "Best loss: tensor(3.7934) Saving trajectory data...\n",
-      "[10] loss: 3.793\n",
-      "Best loss: tensor(2.6773) Saving trajectory data...\n",
-      "[11] loss: 2.677\n",
-      "Best loss: tensor(1.9571) Saving trajectory data...\n",
-      "[12] loss: 1.957\n",
-      "Best loss: tensor(1.4816) Saving trajectory data...\n",
-      "[13] loss: 1.482\n",
-      "Best loss: tensor(1.1508) Saving trajectory data...\n",
-      "[14] loss: 1.151\n",
-      "Best loss: tensor(0.8698) Saving trajectory data...\n",
-      "[15] loss: 0.870\n",
-      "Best loss: tensor(0.6354) Saving trajectory data...\n",
-      "[16] loss: 0.635\n",
-      "Best loss: tensor(0.4850) Saving trajectory data...\n",
-      "[17] loss: 0.485\n",
-      "Best loss: tensor(0.3830) Saving trajectory data...\n",
-      "[18] loss: 0.383\n",
-      "Best loss: tensor(0.3142) Saving trajectory data...\n",
-      "[19] loss: 0.314\n",
-      "Best loss: tensor(0.2735) Saving trajectory data...\n",
-      "[20] loss: 0.273\n",
-      "Best loss: tensor(0.2484) Saving trajectory data...\n",
-      "[21] loss: 0.248\n",
-      "Best loss: tensor(0.2313) Saving trajectory data...\n",
-      "[22] loss: 0.231\n",
-      "Best loss: tensor(0.2181) Saving trajectory data...\n",
-      "[23] loss: 0.218\n",
-      "Best loss: tensor(0.2051) Saving trajectory data...\n",
-      "[24] loss: 0.205\n",
-      "Best loss: tensor(0.1956) Saving trajectory data...\n",
-      "[25] loss: 0.196\n",
-      "Best loss: tensor(0.1921) Saving trajectory data...\n",
-      "[26] loss: 0.192\n",
-      "Best loss: tensor(0.1889) Saving trajectory data...\n",
-      "[27] loss: 0.189\n",
-      "Best loss: tensor(0.1863) Saving trajectory data...\n",
-      "[28] loss: 0.186\n",
-      "Best loss: tensor(0.1843) Saving trajectory data...\n",
-      "[29] loss: 0.184\n",
-      "Best loss: tensor(0.1827) Saving trajectory data...\n",
-      "[30] loss: 0.183\n",
+      "Best loss: tensor(541.5110) Saving trajectory data...\n",
+      "[1] loss: 541.511\n",
+      "Best loss: tensor(446.3453) Saving trajectory data...\n",
+      "[2] loss: 446.345\n",
+      "Best loss: tensor(367.9007) Saving trajectory data...\n",
+      "[3] loss: 367.901\n",
+      "Best loss: tensor(311.5571) Saving trajectory data...\n",
+      "[4] loss: 311.557\n",
+      "Best loss: tensor(259.9711) Saving trajectory data...\n",
+      "[5] loss: 259.971\n",
+      "Best loss: tensor(214.0927) Saving trajectory data...\n",
+      "[6] loss: 214.093\n",
+      "Best loss: tensor(176.3095) Saving trajectory data...\n",
+      "[7] loss: 176.309\n",
+      "Best loss: tensor(144.6444) Saving trajectory data...\n",
+      "[8] loss: 144.644\n",
+      "Best loss: tensor(119.3076) Saving trajectory data...\n",
+      "[9] loss: 119.308\n",
+      "Best loss: tensor(97.5466) Saving trajectory data...\n",
+      "[10] loss: 97.547\n",
+      "Best loss: tensor(79.9301) Saving trajectory data...\n",
+      "[11] loss: 79.930\n",
+      "Best loss: tensor(64.5086) Saving trajectory data...\n",
+      "[12] loss: 64.509\n",
+      "Best loss: tensor(53.3634) Saving trajectory data...\n",
+      "[13] loss: 53.363\n",
+      "Best loss: tensor(44.9565) Saving trajectory data...\n",
+      "[14] loss: 44.957\n",
+      "Best loss: tensor(38.4691) Saving trajectory data...\n",
+      "[15] loss: 38.469\n",
+      "Best loss: tensor(33.2838) Saving trajectory data...\n",
+      "[16] loss: 33.284\n",
+      "Best loss: tensor(28.7049) Saving trajectory data...\n",
+      "[17] loss: 28.705\n",
+      "Best loss: tensor(24.8633) Saving trajectory data...\n",
+      "[18] loss: 24.863\n",
+      "Best loss: tensor(21.3013) Saving trajectory data...\n",
+      "[19] loss: 21.301\n",
+      "Best loss: tensor(18.1556) Saving trajectory data...\n",
+      "[20] loss: 18.156\n",
+      "Best loss: tensor(15.3093) Saving trajectory data...\n",
+      "[21] loss: 15.309\n",
+      "Best loss: tensor(12.8307) Saving trajectory data...\n",
+      "[22] loss: 12.831\n",
+      "Best loss: tensor(10.7433) Saving trajectory data...\n",
+      "[23] loss: 10.743\n",
+      "Best loss: tensor(8.9705) Saving trajectory data...\n",
+      "[24] loss: 8.970\n",
+      "Best loss: tensor(7.4932) Saving trajectory data...\n",
+      "[25] loss: 7.493\n",
+      "Best loss: tensor(6.2419) Saving trajectory data...\n",
+      "[26] loss: 6.242\n",
+      "Best loss: tensor(5.1725) Saving trajectory data...\n",
+      "[27] loss: 5.173\n",
+      "Best loss: tensor(4.2252) Saving trajectory data...\n",
+      "[28] loss: 4.225\n",
+      "Best loss: tensor(3.3856) Saving trajectory data...\n",
+      "[29] loss: 3.386\n",
+      "Best loss: tensor(2.6747) Saving trajectory data...\n",
+      "[30] loss: 2.675\n",
+      "Best loss: tensor(2.1002) Saving trajectory data...\n",
+      "[31] loss: 2.100\n",
+      "Best loss: tensor(1.6509) Saving trajectory data...\n",
+      "[32] loss: 1.651\n",
+      "Best loss: tensor(1.3079) Saving trajectory data...\n",
+      "[33] loss: 1.308\n",
+      "Best loss: tensor(1.0482) Saving trajectory data...\n",
+      "[34] loss: 1.048\n",
+      "Best loss: tensor(0.8507) Saving trajectory data...\n",
+      "[35] loss: 0.851\n",
+      "Best loss: tensor(0.7002) Saving trajectory data...\n",
+      "[36] loss: 0.700\n",
+      "Best loss: tensor(0.5840) Saving trajectory data...\n",
+      "[37] loss: 0.584\n",
+      "Best loss: tensor(0.4934) Saving trajectory data...\n",
+      "[38] loss: 0.493\n",
+      "Best loss: tensor(0.4216) Saving trajectory data...\n",
+      "[39] loss: 0.422\n",
+      "Best loss: tensor(0.3648) Saving trajectory data...\n",
+      "[40] loss: 0.365\n",
+      "Best loss: tensor(0.3208) Saving trajectory data...\n",
+      "[41] loss: 0.321\n",
+      "Best loss: tensor(0.2880) Saving trajectory data...\n",
+      "[42] loss: 0.288\n",
+      "Best loss: tensor(0.2640) Saving trajectory data...\n",
+      "[43] loss: 0.264\n",
+      "Best loss: tensor(0.2467) Saving trajectory data...\n",
+      "[44] loss: 0.247\n",
+      "Best loss: tensor(0.2340) Saving trajectory data...\n",
+      "[45] loss: 0.234\n",
+      "Best loss: tensor(0.2247) Saving trajectory data...\n",
+      "[46] loss: 0.225\n",
+      "Best loss: tensor(0.2179) Saving trajectory data...\n",
+      "[47] loss: 0.218\n",
+      "Best loss: tensor(0.2128) Saving trajectory data...\n",
+      "[48] loss: 0.213\n",
+      "Best loss: tensor(0.2085) Saving trajectory data...\n",
+      "[49] loss: 0.209\n",
+      "Best loss: tensor(0.2029) Saving trajectory data...\n",
+      "[50] loss: 0.203\n",
+      "Best loss: tensor(0.1984) Saving trajectory data...\n",
+      "[51] loss: 0.198\n",
+      "Best loss: tensor(0.1950) Saving trajectory data...\n",
+      "[52] loss: 0.195\n",
+      "Best loss: tensor(0.1922) Saving trajectory data...\n",
+      "[53] loss: 0.192\n",
+      "Best loss: tensor(0.1899) Saving trajectory data...\n",
+      "[54] loss: 0.190\n",
+      "Best loss: tensor(0.1878) Saving trajectory data...\n",
+      "[55] loss: 0.188\n",
+      "Best loss: tensor(0.1860) Saving trajectory data...\n",
+      "[56] loss: 0.186\n",
+      "Best loss: tensor(0.1846) Saving trajectory data...\n",
+      "[57] loss: 0.185\n",
+      "Best loss: tensor(0.1835) Saving trajectory data...\n",
+      "[58] loss: 0.184\n",
+      "Best loss: tensor(0.1828) Saving trajectory data...\n",
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+      "Best loss: tensor(0.1824) Saving trajectory data...\n",
+      "[60] loss: 0.182\n",
+      "Best loss: tensor(0.1821) Saving trajectory data...\n",
+      "[61] loss: 0.182\n",
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+      "[62] loss: 0.182\n",
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-      "[31] loss: 0.181\n",
+      "[63] loss: 0.181\n",
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-      "[43] loss: 0.156\n",
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+      "[64] loss: 0.180\n",
+      "Best loss: tensor(0.1764) Saving trajectory data...\n",
+      "[65] loss: 0.176\n",
+      "Best loss: tensor(0.1748) Saving trajectory data...\n",
+      "[66] loss: 0.175\n",
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+      "[67] loss: 0.173\n",
+      "Best loss: tensor(0.1696) Saving trajectory data...\n",
+      "[68] loss: 0.170\n",
+      "Best loss: tensor(0.1673) Saving trajectory data...\n",
+      "[69] loss: 0.167\n",
+      "Best loss: tensor(0.1651) Saving trajectory data...\n",
+      "[70] loss: 0.165\n",
+      "Best loss: tensor(0.1627) Saving trajectory data...\n",
+      "[71] loss: 0.163\n",
+      "Best loss: tensor(0.1601) Saving trajectory data...\n",
+      "[72] loss: 0.160\n",
+      "Best loss: tensor(0.1571) Saving trajectory data...\n",
+      "[73] loss: 0.157\n",
+      "Best loss: tensor(0.1538) Saving trajectory data...\n",
+      "[74] loss: 0.154\n",
+      "Best loss: tensor(0.1501) Saving trajectory data...\n",
+      "[75] loss: 0.150\n",
+      "Best loss: tensor(0.1464) Saving trajectory data...\n",
+      "[76] loss: 0.146\n",
+      "Best loss: tensor(0.1418) Saving trajectory data...\n",
+      "[77] loss: 0.142\n",
+      "Best loss: tensor(0.1374) Saving trajectory data...\n",
+      "[78] loss: 0.137\n",
+      "Best loss: tensor(0.1342) Saving trajectory data...\n",
+      "[79] loss: 0.134\n",
+      "Best loss: tensor(0.1314) Saving trajectory data...\n",
+      "[80] loss: 0.131\n",
+      "Best loss: tensor(0.1281) Saving trajectory data...\n",
+      "[81] loss: 0.128\n",
+      "Best loss: tensor(0.1198) Saving trajectory data...\n",
+      "[82] loss: 0.120\n",
+      "Best loss: tensor(0.1095) Saving trajectory data...\n",
+      "[83] loss: 0.109\n",
+      "Best loss: tensor(0.1020) Saving trajectory data...\n",
+      "[84] loss: 0.102\n",
+      "Best loss: tensor(0.0967) Saving trajectory data...\n",
+      "[85] loss: 0.097\n",
+      "Best loss: tensor(0.0916) Saving trajectory data...\n",
+      "[86] loss: 0.092\n",
+      "Best loss: tensor(0.0868) Saving trajectory data...\n",
+      "[87] loss: 0.087\n",
+      "Best loss: tensor(0.0819) Saving trajectory data...\n",
+      "[88] loss: 0.082\n",
+      "Best loss: tensor(0.0761) Saving trajectory data...\n",
+      "[89] loss: 0.076\n",
+      "Best loss: tensor(0.0708) Saving trajectory data...\n",
+      "[90] loss: 0.071\n",
+      "Best loss: tensor(0.0644) Saving trajectory data...\n",
+      "[91] loss: 0.064\n",
+      "Best loss: tensor(0.0600) Saving trajectory data...\n",
+      "[92] loss: 0.060\n",
+      "Best loss: tensor(0.0553) Saving trajectory data...\n",
+      "[93] loss: 0.055\n",
+      "Best loss: tensor(0.0484) Saving trajectory data...\n",
+      "[94] loss: 0.048\n",
+      "Best loss: tensor(0.0411) Saving trajectory data...\n",
+      "[95] loss: 0.041\n",
+      "Best loss: tensor(0.0359) Saving trajectory data...\n",
+      "[96] loss: 0.036\n",
+      "[97] loss: 1.040\n",
+      "[98] loss: 1.206\n",
+      "[99] loss: 0.727\n",
+      "[100] loss: 0.673\n"
      ]
     },
     {
      "data": {
-      "image/png": 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",
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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -411,7 +484,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -423,7 +496,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -435,7 +508,7 @@
     },
     {
      "data": {
-      "image/png": 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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -449,7 +522,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Final state vector for the best trajectory:  tensor([ 0.0636, -0.0870,  0.0830, -0.3704], grad_fn=<AddBackward0>)\n"
+      "Final state vector for the best trajectory:  tensor([ 0.0435, -0.1558,  0.0069, -0.0983], grad_fn=<AddBackward0>)\n"
      ]
     }
    ],

From cb5cda62f936c8b7ca12c3303d8f6a74d3a213cd Mon Sep 17 00:00:00 2001
From: Rahul Rathnakumar <36414241+rahulrathnakumar@users.noreply.github.com>
Date: Tue, 23 Nov 2021 19:42:17 -0700
Subject: [PATCH 24/33] Add files via upload

---
 Homework/HW4.pdf | Bin 0 -> 1671405 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 Homework/HW4.pdf

diff --git a/Homework/HW4.pdf b/Homework/HW4.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..d6608ac1e5d5a876e0625da2c030930c111cd333
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From 5f1ed2b764c5dd3930ea009ebba2b5c095163948 Mon Sep 17 00:00:00 2001
From: Rahul Rathnakumar <36414241+rahulrathnakumar@users.noreply.github.com>
Date: Tue, 23 Nov 2021 19:46:20 -0700
Subject: [PATCH 25/33] Delete HW4.pdf

---
 Homework/HW4.pdf | Bin 1671405 -> 0 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 Homework/HW4.pdf

diff --git a/Homework/HW4.pdf b/Homework/HW4.pdf
deleted file mode 100644
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From e81f913843188f9e6b0a6affec2115691a0a2509 Mon Sep 17 00:00:00 2001
From: Rahul Rathnakumar <36414241+rahulrathnakumar@users.noreply.github.com>
Date: Tue, 23 Nov 2021 19:46:36 -0700
Subject: [PATCH 26/33] Add files via upload

---
 Homework/Homework4.pdf | Bin 0 -> 1603017 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 Homework/Homework4.pdf

diff --git a/Homework/Homework4.pdf b/Homework/Homework4.pdf
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From 77cd65622eee5557ce91bdff4ea6f7018fd7a360 Mon Sep 17 00:00:00 2001
From: Rahul Rathnakumar <36414241+rahulrathnakumar@users.noreply.github.com>
Date: Thu, 2 Dec 2021 18:23:00 -0700
Subject: [PATCH 27/33] Add files via upload

---
 Project/Project2_final.pdf | Bin 0 -> 633965 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 Project/Project2_final.pdf

diff --git a/Project/Project2_final.pdf b/Project/Project2_final.pdf
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HcmV?d00001


From a50ee147286b9f79f328dcba6afd968d5ff29cf7 Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Sat, 4 Dec 2021 19:40:42 -0700
Subject: [PATCH 28/33] Homework5 - QP w/ active set

---
 Homework/homework5.py                         | 45 ++++++++++++
 ...ithms and differentiable programming.ipynb | 68 +++++++++----------
 2 files changed, 79 insertions(+), 34 deletions(-)
 create mode 100644 Homework/homework5.py

diff --git a/Homework/homework5.py b/Homework/homework5.py
new file mode 100644
index 0000000..077903d
--- /dev/null
+++ b/Homework/homework5.py
@@ -0,0 +1,45 @@
+import numpy as np
+
+
+def QP(x, lam, mu, f, A, W, h = None, g = None):
+    '''
+    QP subproblem with active set strategy
+    '''
+    # Find active set
+    h_bar = []
+    active_set = []
+    for i, g_i in enumerate(g):
+        if g_i == 0:
+            h_bar.append(g_i)
+            active_set.append(i)
+
+    # Derivatives of all constraints 
+    gx = np.asarray([[-2, 2*x[1]],[5, 2*(x[1] - 1)]])
+    
+    # Compute A, fx for active set
+    A = np.asarray(gx[active_set])
+    fx = np.asarray([[2*x[0], 2*(x[1]-3)]]).transpose()
+    
+    # solve for s and lam_bar
+    s, lam_bar = np.asarray([[W, A.transpose()], [A, np.zeros(len(active_set), 2)]])
+    return s, lam, mu
+
+
+def line_search():
+    return alpha
+
+# Initialization
+x = np.asarray([[1,1]]).tranpose()
+lam = 0
+mu = 0
+k = 0
+eps = 1E-3
+W = np.eye(2) # 2x2 matrix as x has dim = 2
+L_x = np.asarray([[2*x [0], 2*(x[1]-3)]]).transpose()
+A = np.zeros((2,2))
+
+while np.linalg.norm(L_x) > eps:
+    s, lam, mu = QP(x, lam, mu, f, A, W, g, h)
+    alpha = line_search(s, lam, mu, f, h, g, A)
+    x = x + alpha*s
+    W = BFGS()
\ No newline at end of file
diff --git a/Project/Project 1 gradient based algorithms and differentiable programming.ipynb b/Project/Project 1 gradient based algorithms and differentiable programming.ipynb
index c92188c..9fd57d5 100644
--- a/Project/Project 1 gradient based algorithms and differentiable programming.ipynb	
+++ b/Project/Project 1 gradient based algorithms and differentiable programming.ipynb	
@@ -2,7 +2,6 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "metadata": {},
    "source": [
     "# Project 1: Gradient-based Algorithms and Differentiable Programming\n",
     "\n",
@@ -47,13 +46,12 @@
     "## 2. Sample Code\n",
     "\n",
     "Before you start, please make sure you install the PyTorch package in Python. If you are using Pycharm, you can do so through *setting*->*Project: Your Project Name*->*Project Interpreter*->*Install (the little plus sign to the right of the window)*. "
-   ]
+   ],
+   "metadata": {}
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {},
-   "outputs": [],
    "source": [
     "# overhead\n",
     "\n",
@@ -69,13 +67,13 @@
     "import matplotlib.pyplot as plt\n",
     "\n",
     "logger = logging.getLogger(__name__)"
-   ]
+   ],
+   "outputs": [],
+   "metadata": {}
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {},
-   "outputs": [],
    "source": [
     "# environment parameters\n",
     "\n",
@@ -86,13 +84,13 @@
     "# PLATFORM_WIDTH = 0.25  # landing platform width\n",
     "# PLATFORM_HEIGHT = 0.06  # landing platform height\n",
     "# ROTATION_ACCEL = 20  # rotation constant"
-   ]
+   ],
+   "outputs": [],
+   "metadata": {}
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {},
-   "outputs": [],
    "source": [
     "# define system dynamics\n",
     "# Notes: \n",
@@ -129,13 +127,13 @@
     "        state = t.matmul(step_mat, state)\n",
     "        state = state + delta_state + delta_state_gravity\n",
     "        return state"
-   ]
+   ],
+   "outputs": [],
+   "metadata": {}
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {},
-   "outputs": [],
    "source": [
     "# # Demonstrate the inplace operation issue\n",
     "\n",
@@ -162,13 +160,13 @@
     "#         state = t.matmul(step_mat, state)\n",
     "\n",
     "#         return state"
-   ]
+   ],
+   "outputs": [],
+   "metadata": {}
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {},
-   "outputs": [],
    "source": [
     "# a deterministic controller\n",
     "# Note:\n",
@@ -197,13 +195,13 @@
     "    def forward(self, state):\n",
     "        action = self.network(state)\n",
     "        return action"
-   ]
+   ],
+   "outputs": [],
+   "metadata": {}
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {},
-   "outputs": [],
    "source": [
     "# the simulator that rolls out x(1), x(2), ..., x(T)\n",
     "# Note:\n",
@@ -238,13 +236,13 @@
     "\n",
     "    def error(self, state):\n",
     "        return state[0]**2 + state[1]**2"
-   ]
+   ],
+   "outputs": [],
+   "metadata": {}
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {},
-   "outputs": [],
    "source": [
     "# set up the optimizer\n",
     "# Note:\n",
@@ -281,13 +279,13 @@
     "        y = data[:, 1]\n",
     "        plt.plot(x, y)\n",
     "        plt.show()"
-   ]
+   ],
+   "outputs": [],
+   "metadata": {}
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {},
-   "outputs": [],
    "source": [
     "# Now it's time to run the code!\n",
     "\n",
@@ -300,11 +298,12 @@
     "s = Simulation(c, d, T)  # define simulation\n",
     "o = Optimize(s)  # define optimizer\n",
     "o.train(50)  # solve the optimization problem"
-   ]
+   ],
+   "outputs": [],
+   "metadata": {}
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
    "source": [
     "## 3. A Better Problem Formulation\n",
     "\n",
@@ -343,11 +342,11 @@
     "$$\n",
     "\n",
     "The code up this new problem, you will fully utilize the tensor operations in PyTorch. For example, the state tensor \"x\" will now become a N-by-2 matrix, where the first dimension represents the number of trajectories to be optimized. "
-   ]
+   ],
+   "metadata": {}
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
    "source": [
     "## 4. Grading\n",
     "\n",
@@ -358,16 +357,17 @@
     "* (30%) Analysis of the results: Please document the convergence and the optimal solutions (e.g., the state trajectory if it is a control problem).\n",
     "\n",
     "* (Bonus 20%) Formulation of a problem different from rocket landing: The PyTorch framework can also be used for other engineering problems, e.g., for structure design with nonlinear mechanical properties. You get 20 bonus points for solving your own problems that are at least at the same level of difficulty as rocket landing. "
-   ]
+   ],
+   "metadata": {}
   }
  ],
  "metadata": {
   "interpreter": {
-   "hash": "01ef4f39dfdb6b9ac45b62b4072444b380e64c61157c7fbd20fb951243ee6c76"
+   "hash": "283a19fe1c80cc8d674e9be3676f3725f85ae6255e6112c9eba9160b54893d27"
   },
   "kernelspec": {
-   "display_name": "Python 3.7.3 64-bit ('base': conda)",
-   "name": "python3"
+   "name": "python3",
+   "display_name": "Python 3.7.3 64-bit ('base': conda)"
   },
   "language_info": {
    "codemirror_mode": {
@@ -384,4 +384,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
+}
\ No newline at end of file

From eccf5871bdc198d6d9156c200b7e20fa831deaa2 Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Tue, 7 Dec 2021 19:17:27 -0700
Subject: [PATCH 29/33] updated SQP subproblem

---
 Homework/homework5.py | 83 +++++++++++++++++++++++++++++--------------
 1 file changed, 57 insertions(+), 26 deletions(-)

diff --git a/Homework/homework5.py b/Homework/homework5.py
index 077903d..65c3aba 100644
--- a/Homework/homework5.py
+++ b/Homework/homework5.py
@@ -1,37 +1,66 @@
 import numpy as np
 
 
-def QP(x, lam, mu, f, A, W, h = None, g = None):
+def QP(x, f, A, W, lam = None, mu = None,  h = None, g = None):
     '''
     QP subproblem with active set strategy
+    Inputs:
+    Returns: s, mu
     '''
-    # Find active set
-    h_bar = []
-    active_set = []
-    for i, g_i in enumerate(g):
-        if g_i == 0:
-            h_bar.append(g_i)
-            active_set.append(i)
-
-    # Derivatives of all constraints 
-    gx = np.asarray([[-2, 2*x[1]],[5, 2*(x[1] - 1)]])
-    
-    # Compute A, fx for active set
-    A = np.asarray(gx[active_set])
-    fx = np.asarray([[2*x[0], 2*(x[1]-3)]]).transpose()
-    
-    # solve for s and lam_bar
-    s, lam_bar = np.asarray([[W, A.transpose()], [A, np.zeros(len(active_set), 2)]])
-    return s, lam, mu
 
+    satisfied = False # Iterate QP Subproblem until satisfied = True
+    while  not satisfied:
+        h_bar = []
+        active_set = []
+        # Add active constraints
+        for i, g_i in enumerate(g):
+            if g_i == 0:
+                h_bar.append(g_i)
+                active_set.append(i)
 
-def line_search():
+        # Derivatives of all constraints 
+        gx = np.array([[-2, 2*x[1].item()],[5, 2*(x[1].item() - 1)]])
+        
+        # Compute A, fx for active set
+        A = np.asarray(gx[active_set])
+        fx = np.asarray([[2*x[0].item(), 2*(x[1].item()-3)]]).transpose()
+        
+        # solve for s and lam_bar
+        if len(active_set) > 0:
+            soln = np.matmul(np.linalg.inv(np.asarray([[W, A.transpose()], [A, np.zeros((len(active_set), len(active_set)))]])), np.block([-fx, -h_bar]))
+            s, mu_bar =  soln[0:2], soln[2:,]
+            # constraint multiplier feasibility conditions
+            if mu_bar.all() > 0 and (gx[active_set]*s + h_bar).all() <= 0:
+                satisfied = True
+            elif mu_bar.any() <= 0:
+                i_ = np.argmin(mu_bar) # Exclude index
+                active_set = np.delete(active_set, i_) # update active set
+            elif (gx[active_set]*s + h_bar).any() > 0:
+                j_ = np.argmax(gx[active_set]*s + h_bar)
+                active_set = np.append(active_set, j_)
+        elif len(active_set) == 0:
+            h_bar = np.zeros((2,1))
+            # soln = np.matmul(np.linalg.inv(np.block([[W, np.zeros((2,2))], [np.zeros((2,2)), np.zeros((2,2))]])), np.stack([-fx, -h_bar]).reshape(4,1))
+            soln = np.matmul(np.linalg.inv(W), -fx)
+            s = soln
+            mu_bar = np.zeros((2,1))
+            satisfied = True
+    return s, mu_bar
+
+def line_search(f, A, s, lam = None, mu = None, h = None, g = None):
+    
     return alpha
 
+
+def BFGS()
+
 # Initialization
-x = np.asarray([[1,1]]).tranpose()
+x = np.asarray([[1,1]]).transpose()
+f = x[0]**2 + (x[1] - 3)**2 
+g = np.asarray([x[1]**2 - 2*x[0], (x[1] - 1)**2 + 5*x[0] - 15])
+
 lam = 0
-mu = 0
+mu = np.zeros((2,1))
 k = 0
 eps = 1E-3
 W = np.eye(2) # 2x2 matrix as x has dim = 2
@@ -39,7 +68,9 @@ def line_search():
 A = np.zeros((2,2))
 
 while np.linalg.norm(L_x) > eps:
-    s, lam, mu = QP(x, lam, mu, f, A, W, g, h)
-    alpha = line_search(s, lam, mu, f, h, g, A)
-    x = x + alpha*s
-    W = BFGS()
\ No newline at end of file
+    x_current = x
+    s, mu = QP(x, f, A, W, mu = mu, g = g)
+    # alpha = line_search(f, A, s, mu = mu, g = g)
+    alpha = 0.01
+    x_next = x_current + alpha*s
+    W = BFGS(W, alpha*s, ,)
\ No newline at end of file

From e9cdc8a1ae433178cfe183849665e790eebd2a17 Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Wed, 8 Dec 2021 16:39:34 -0700
Subject: [PATCH 30/33] BFGS

---
 Homework/homework5.py | 86 +++++++++++++++++++++++++++++++++----------
 1 file changed, 67 insertions(+), 19 deletions(-)

diff --git a/Homework/homework5.py b/Homework/homework5.py
index 65c3aba..20c662c 100644
--- a/Homework/homework5.py
+++ b/Homework/homework5.py
@@ -1,4 +1,31 @@
 import numpy as np
+import torch
+
+
+# Helper functions
+def split(array, slices):
+    return np.array(np.array_split(array, slices)).squeeze()
+
+
+# Problem formulation
+def objective(x):
+    return x[0]**2 + (x[1] - 3)**2
+
+def df(x):
+    return np.array([2*x [0], 2*(x[1]-3)])
+
+def ineq_constraints(x):
+    return np.array([x[1]**2 - 2*x[0], (x[1] - 1)**2 + 5*x[0] - 15])
+
+def dg(x):
+    return np.array([[-2, 2*x[1].item()],[5, 2*(x[1].item() - 1)]])
+
+def lagrangian(x, mu):
+    return objective(x) + np.dot(split(mu, 2),split(ineq_constraints(x), 2))
+
+def dL(x, mu):    
+    return df(x) + np.dot(mu.transpose(), dg(x)).transpose()
+
 
 
 def QP(x, f, A, W, lam = None, mu = None,  h = None, g = None):
@@ -7,7 +34,6 @@ def QP(x, f, A, W, lam = None, mu = None,  h = None, g = None):
     Inputs:
     Returns: s, mu
     '''
-
     satisfied = False # Iterate QP Subproblem until satisfied = True
     while  not satisfied:
         h_bar = []
@@ -19,10 +45,10 @@ def QP(x, f, A, W, lam = None, mu = None,  h = None, g = None):
                 active_set.append(i)
 
         # Derivatives of all constraints 
-        gx = np.array([[-2, 2*x[1].item()],[5, 2*(x[1].item() - 1)]])
+        g_x = np.array([[-2, 2*x[1].item()],[5, 2*(x[1].item() - 1)]])
         
         # Compute A, fx for active set
-        A = np.asarray(gx[active_set])
+        A = np.asarray(g_x[active_set])
         fx = np.asarray([[2*x[0].item(), 2*(x[1].item()-3)]]).transpose()
         
         # solve for s and lam_bar
@@ -30,13 +56,13 @@ def QP(x, f, A, W, lam = None, mu = None,  h = None, g = None):
             soln = np.matmul(np.linalg.inv(np.asarray([[W, A.transpose()], [A, np.zeros((len(active_set), len(active_set)))]])), np.block([-fx, -h_bar]))
             s, mu_bar =  soln[0:2], soln[2:,]
             # constraint multiplier feasibility conditions
-            if mu_bar.all() > 0 and (gx[active_set]*s + h_bar).all() <= 0:
+            if mu_bar.all() > 0 and (g_x[active_set]*s + h_bar).all() <= 0:
                 satisfied = True
             elif mu_bar.any() <= 0:
                 i_ = np.argmin(mu_bar) # Exclude index
                 active_set = np.delete(active_set, i_) # update active set
-            elif (gx[active_set]*s + h_bar).any() > 0:
-                j_ = np.argmax(gx[active_set]*s + h_bar)
+            elif (g_x[active_set]*s + h_bar).any() > 0:
+                j_ = np.argmax(g_x[active_set]*s + h_bar)
                 active_set = np.append(active_set, j_)
         elif len(active_set) == 0:
             h_bar = np.zeros((2,1))
@@ -47,30 +73,52 @@ def QP(x, f, A, W, lam = None, mu = None,  h = None, g = None):
             satisfied = True
     return s, mu_bar
 
+
 def line_search(f, A, s, lam = None, mu = None, h = None, g = None):
     
     return alpha
 
 
-def BFGS()
+def BFGS(W, x_new, x_old):
+    # Compute y_k
+    y_k  = df(x_new) - df(x_old)
+    # Compute theta
+    if np.dot(dx.transpose(),y_k) >= 0.2*np.dot(np.dot(dx.transpose(),W),dx):
+        theta = 1
+    else:
+        theta = (0.8*np.dot(np.dot(dx.transpose(),W),dx))/(np.dot(np.dot(dx.transpose(),W),dx) - np.dot(dx.transpose(),y_k))
+    # Compute dg_k
+    dg_k = theta*y_k + (1-theta)*np.dot(W,dx)
+    W = W  + (np.dot(dg_k,dg_k.transpose())/np.dot(dg_k.transpose(),dx)) + (np.dot(W, dx)*np.dot(W, dx).transpose()/np.dot(np.dot(dx.transpose(),W),dx))
+    return W
 
 # Initialization
-x = np.asarray([[1,1]]).transpose()
-f = x[0]**2 + (x[1] - 3)**2 
-g = np.asarray([x[1]**2 - 2*x[0], (x[1] - 1)**2 + 5*x[0] - 15])
-
-lam = 0
+x = np.array([[1,1]]).transpose()
 mu = np.zeros((2,1))
+A = np.zeros((2,2))
+W = np.eye(2) # 2x2 matrix as x has dim = 2
 k = 0
 eps = 1E-3
-W = np.eye(2) # 2x2 matrix as x has dim = 2
-L_x = np.asarray([[2*x [0], 2*(x[1]-3)]]).transpose()
-A = np.zeros((2,2))
+lam = 0
 
+f = objective(x)
+f_x = df(x)
+g = ineq_constraints(x)
+g_x = dg(x)
+L = lagrangian(x, mu)
+L_x = dL(x, mu)
+solution = []
+solution.append(x)
 while np.linalg.norm(L_x) > eps:
-    x_current = x
-    s, mu = QP(x, f, A, W, mu = mu, g = g)
+    s, mu_new = QP(x, f, A, W, mu = mu, g = g)
     # alpha = line_search(f, A, s, mu = mu, g = g)
     alpha = 0.01
-    x_next = x_current + alpha*s
-    W = BFGS(W, alpha*s, ,)
\ No newline at end of file
+    dx = alpha*s
+    x_new = x + dx
+    # Hessian update using BFGS
+    W = BFGS(W, x_new, x)
+    # Update grad L
+    L_x = dL(x_new, mu_new)
+    x = x_new
+    mu = mu_new
+    solution.append(x)

From 9ccc9eccd461933f8cea1d6509c646de97961f6b Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Wed, 8 Dec 2021 22:02:21 -0700
Subject: [PATCH 31/33] w/o line search

---
 Homework/homework5.py | 162 ++++++++++++++++++++++++++++++------------
 1 file changed, 116 insertions(+), 46 deletions(-)

diff --git a/Homework/homework5.py b/Homework/homework5.py
index 20c662c..5dfe78c 100644
--- a/Homework/homework5.py
+++ b/Homework/homework5.py
@@ -1,3 +1,4 @@
+from mmap import ACCESS_COPY
 import numpy as np
 import torch
 
@@ -7,12 +8,13 @@ def split(array, slices):
     return np.array(np.array_split(array, slices)).squeeze()
 
 
+
 # Problem formulation
 def objective(x):
     return x[0]**2 + (x[1] - 3)**2
 
 def df(x):
-    return np.array([2*x [0], 2*(x[1]-3)])
+    return np.array([2*x[0], 2*(x[1]-3)])
 
 def ineq_constraints(x):
     return np.array([x[1]**2 - 2*x[0], (x[1] - 1)**2 + 5*x[0] - 15])
@@ -28,60 +30,115 @@ def dL(x, mu):
 
 
 
-def QP(x, f, A, W, lam = None, mu = None,  h = None, g = None):
+def check_feasibility(satisfied, s, mu_bar, g, g_x, active_set):
+    # constraint multiplier feasibility conditions
+    # if len(mu_bar) == 0:
+    #     if np.max(np.round(np.dot(g_x, s) + g)) <= 0:
+    #         satisfied = True
+    #     else:
+    #         j_ = np.argmax(np.dot(g_x, s) + g)
+    #         active_set = np.append(active_set, j_)
+    # else:
+    #     if np.min(mu_bar) > 0 and np.max(np.round(np.dot(g_x, s) + g)) <= 0:
+    #         satisfied = True
+    #     elif np.min(mu_bar) <= 0:
+    #         i_ = np.argmin(mu_bar) # Exclude index
+    #         if len(active_set) != 0:
+    #             active_set = np.delete(active_set, i_) # update active set
+    #     elif np.max(np.round(np.dot(g_x, s) + g)) > 0:
+    #         j_ = np.argmax(np.dot(g_x, s).transpose() + g)
+    #         active_set = np.append(active_set, j_) # update active set
+
+
+    mucheck = 0
+    gcheck = np.round(np.dot(g_x, s) + g)
+    if len(mu_bar) == 0:
+        mucheck = 1
+    elif np.min(mu_bar) > 0:
+        mucheck = 1
+    else:
+        i_ = np.argmin(mu_bar)
+        active_set = np.delete(active_set, i_)
+    
+    if np.max(gcheck) <= 0:
+        if mucheck == 1:
+            satisfied = 1
+    else:
+        j_ = np.argmax(gcheck)
+        active_set = np.append(active_set, j_)
+
+
+    return satisfied, active_set
+
+
+def QP(x, f, A, W, h = None, g = None):
     '''
     QP subproblem with active set strategy
     Inputs:
     Returns: s, mu
     '''
     satisfied = False # Iterate QP Subproblem until satisfied = True
+    h_bar = []
+    active_set = []
     while  not satisfied:
-        h_bar = []
-        active_set = []
-        # Add active constraints
-        for i, g_i in enumerate(g):
-            if g_i == 0:
-                h_bar.append(g_i)
-                active_set.append(i)
-
+        mu = np.zeros((2,1))
+        # # Add active constraints
+        # for i, g_i in enumerate(g):
+        #     if g_i == 0:
+        #         h_bar.append(g_i)
+        #         active_set.append(i)
+        # Objective
+        f = objective(x)
+        # Constraints
+        g = ineq_constraints(x)
         # Derivatives of all constraints 
-        g_x = np.array([[-2, 2*x[1].item()],[5, 2*(x[1].item() - 1)]])
+        g_x = dg(x)
         
-        # Compute A, fx for active set
-        A = np.asarray(g_x[active_set])
-        fx = np.asarray([[2*x[0].item(), 2*(x[1].item()-3)]]).transpose()
+        # Compute A, h_bar for active set, grad f
+        if len(active_set) == 0: 
+            A = np.asarray(g_x[active_set])
+            
+        else: 
+            active_set = active_set.astype(int)
+            A = np.asarray(g_x[active_set])
+            h_bar = np.asarray(g[active_set])
+        f_x = df(x)
         
         # solve for s and lam_bar
         if len(active_set) > 0:
-            soln = np.matmul(np.linalg.inv(np.asarray([[W, A.transpose()], [A, np.zeros((len(active_set), len(active_set)))]])), np.block([-fx, -h_bar]))
+            soln = np.matmul(np.linalg.inv(np.block([[W, A.transpose()], [A, np.zeros((len(active_set), len(active_set)))]])), np.block([-f_x.squeeze(), -h_bar.squeeze()]))
             s, mu_bar =  soln[0:2], soln[2:,]
-            # constraint multiplier feasibility conditions
-            if mu_bar.all() > 0 and (g_x[active_set]*s + h_bar).all() <= 0:
-                satisfied = True
-            elif mu_bar.any() <= 0:
-                i_ = np.argmin(mu_bar) # Exclude index
-                active_set = np.delete(active_set, i_) # update active set
-            elif (g_x[active_set]*s + h_bar).any() > 0:
-                j_ = np.argmax(g_x[active_set]*s + h_bar)
-                active_set = np.append(active_set, j_)
+            s = np.expand_dims(s, 1)
+            mu_bar = np.expand_dims(mu_bar, 1)
+            mu[active_set] = mu_bar
+            
+            satisfied, active_set = check_feasibility(satisfied, s, mu_bar, g, g_x, active_set)
+            active_set = np.unique(active_set);
         elif len(active_set) == 0:
-            h_bar = np.zeros((2,1))
-            # soln = np.matmul(np.linalg.inv(np.block([[W, np.zeros((2,2))], [np.zeros((2,2)), np.zeros((2,2))]])), np.stack([-fx, -h_bar]).reshape(4,1))
-            soln = np.matmul(np.linalg.inv(W), -fx)
+            soln = np.matmul(np.linalg.inv(W), -f_x)
             s = soln
-            mu_bar = np.zeros((2,1))
-            satisfied = True
-    return s, mu_bar
-
-
-def line_search(f, A, s, lam = None, mu = None, h = None, g = None):
-    
+            mu_bar = []
+            satisfied, active_set  = check_feasibility(satisfied, s, mu_bar, g, g_x, active_set)
+            active_set = np.unique(active_set)
+    return s, mu
+
+def line_search(f, A, s, w, lam = None, mu = None, h = None, g = None):
+    t = 0.1
+    b = 0.8
+    a = 1
+    D = s
+    w = np.max(np.abs(mu), 0.5*(w + np.abs(mu)))
+    count = 0
+    while count < 100:
+        phi_a = objective(x + a*D) + w.transpose(), np.abs(np.min(0, -ineq_constraints(x + a*D)))
+        phi0 = objective(x)
     return alpha
 
 
-def BFGS(W, x_new, x_old):
+def BFGS(W, mu_new, x_new, x_old):
     # Compute y_k
-    y_k  = df(x_new) - df(x_old)
+    y_k  = df(x_new) + np.dot(mu_new.transpose(),dg(x_new)).transpose() - df(x_old) - np.dot(mu_new.transpose(),dg(x_old)).transpose()
+    # y_k = df(x_new) - df(x_old)
     # Compute theta
     if np.dot(dx.transpose(),y_k) >= 0.2*np.dot(np.dot(dx.transpose(),W),dx):
         theta = 1
@@ -89,17 +146,13 @@ def BFGS(W, x_new, x_old):
         theta = (0.8*np.dot(np.dot(dx.transpose(),W),dx))/(np.dot(np.dot(dx.transpose(),W),dx) - np.dot(dx.transpose(),y_k))
     # Compute dg_k
     dg_k = theta*y_k + (1-theta)*np.dot(W,dx)
-    W = W  + (np.dot(dg_k,dg_k.transpose())/np.dot(dg_k.transpose(),dx)) + (np.dot(W, dx)*np.dot(W, dx).transpose()/np.dot(np.dot(dx.transpose(),W),dx))
+    W = W  + (np.dot(dg_k,dg_k.transpose())/np.dot(dg_k.transpose(),dx)) - (np.dot(W, dx)*np.dot(W, dx).transpose()/np.dot(np.dot(dx.transpose(),W),dx))
     return W
 
 # Initialization
 x = np.array([[1,1]]).transpose()
 mu = np.zeros((2,1))
-A = np.zeros((2,2))
-W = np.eye(2) # 2x2 matrix as x has dim = 2
-k = 0
-eps = 1E-3
-lam = 0
+
 
 f = objective(x)
 f_x = df(x)
@@ -109,16 +162,33 @@ def BFGS(W, x_new, x_old):
 L_x = dL(x, mu)
 solution = []
 solution.append(x)
+
+A = np.zeros((2,2))
+W = np.eye(2) # 2x2 matrix as x has dim = 2
+w = np.zeros_like(g) # merit function weights
+k = 0
+eps = 1E-3
+iter = 0
 while np.linalg.norm(L_x) > eps:
-    s, mu_new = QP(x, f, A, W, mu = mu, g = g)
-    # alpha = line_search(f, A, s, mu = mu, g = g)
-    alpha = 0.01
+    print(iter)
+    f = objective(x)
+    f_x = df(x)
+    g = ineq_constraints(x)
+    g_x = dg(x)
+    L = lagrangian(x, mu)
+    L_x = dL(x, mu)
+    s, mu_new = QP(x, f, A, W, g = g)
+    # alpha = line_search(f, A, s, w, mu = mu, g = g)
+    alpha = 0.1
     dx = alpha*s
     x_new = x + dx
     # Hessian update using BFGS
-    W = BFGS(W, x_new, x)
+    W = BFGS(W, mu_new, x_new, x)
     # Update grad L
     L_x = dL(x_new, mu_new)
     x = x_new
     mu = mu_new
     solution.append(x)
+    iter += 1
+
+print(solution)

From c38403052e7d1db9928ae6d33284d78f611898ec Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Wed, 8 Dec 2021 22:30:20 -0700
Subject: [PATCH 32/33] finalized with plots

---
 Homework/homework5.py          |  22 ++-
 Homework/homework5_final.ipynb | 297 +++++++++++++++++++++++++++++++++
 2 files changed, 312 insertions(+), 7 deletions(-)
 create mode 100644 Homework/homework5_final.ipynb

diff --git a/Homework/homework5.py b/Homework/homework5.py
index 5dfe78c..dc373ec 100644
--- a/Homework/homework5.py
+++ b/Homework/homework5.py
@@ -122,17 +122,25 @@ def QP(x, f, A, W, h = None, g = None):
             active_set = np.unique(active_set)
     return s, mu
 
-def line_search(f, A, s, w, lam = None, mu = None, h = None, g = None):
+def line_search(f, A, s, w, x, lam = None, mu = None, h = None, g = None):
     t = 0.1
     b = 0.8
     a = 1
     D = s
-    w = np.max(np.abs(mu), 0.5*(w + np.abs(mu)))
+    w = np.maximum(np.abs(mu), 0.5*(w + np.abs(mu)))
     count = 0
     while count < 100:
-        phi_a = objective(x + a*D) + w.transpose(), np.abs(np.min(0, -ineq_constraints(x + a*D)))
-        phi0 = objective(x)
-    return alpha
+        phi_a = objective(x + a*D) + np.dot(w.transpose(),np.abs(np.minimum(0, -ineq_constraints(x + a*D))))
+        phi0 = objective(x) + np.dot(w.transpose(), np.abs(np.minimum(0, -ineq_constraints(x))))
+        dphi0 = np.dot(df(x).transpose(),D) + np.dot(w.transpose(),(np.dot(dg(x),D)*(ineq_constraints(x) > 0)))
+        psi_a = phi0 + t*a*dphi0
+        if phi_a < psi_a:
+            break
+        else:
+            a = a*b
+            count += 1
+
+    return a
 
 
 def BFGS(W, mu_new, x_new, x_old):
@@ -178,8 +186,8 @@ def BFGS(W, mu_new, x_new, x_old):
     L = lagrangian(x, mu)
     L_x = dL(x, mu)
     s, mu_new = QP(x, f, A, W, g = g)
-    # alpha = line_search(f, A, s, w, mu = mu, g = g)
-    alpha = 0.1
+    alpha = line_search(f, A, s, w, x, mu = mu, g = g)
+    # alpha = 0.1
     dx = alpha*s
     x_new = x + dx
     # Hessian update using BFGS
diff --git a/Homework/homework5_final.ipynb b/Homework/homework5_final.ipynb
new file mode 100644
index 0000000..b5c7180
--- /dev/null
+++ b/Homework/homework5_final.ipynb
@@ -0,0 +1,297 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0\n",
+      "1\n",
+      "2\n",
+      "3\n",
+      "4\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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v3U1RRSNLZySzcn7qBV+B1NdpESilzltzeyfv7K0g22bn04PHcRrISork8UXpLMgYRmRo7wz57A6n0/DCJ8U883YREaFBvHTHVGaPi7U6llfQIlBKnROn07DjUA05NjtvFZTR1O4gIXIA/zInhcVZiYyMHmh1xG8oPdHCinV5bCuuZl7aUP59SUavvS/BF2gRKKW65auqRjbYStiwu4SSEy2EhQRyTcYwFmclMi05ymuvvbMpr5SHNhTgcBqeXpLBjVMSLT9H4W20CJRSp3WiuZ038svI3mUn99gJAgRmjYnh51eNY15aHAOCvffYel1LB4+8voeNuaVkJUXy3E2ZjBjifXsr3kCLQCn1T9o7nXz0ZSU5thLe319Bh8OQGhfOg1ePZ2FmPLGDvP/Sy9uLq1mxLo/y+lZ+Oncs984eTaCXnKz2Rh4rAhEZDrwMxAFOYLUx5jcnrSPAb4CrgWZgqTHG5qlMSqlTM8ZQUFJH9i47m/JKqW3uIDosmNsvSWZxVgJpw6wf8tkd7Z1Onn23iP/a+hUjokJZ/8NLmJw02OpYXs+TewSdwApjjE1EwoFdIvKuMaawyzrzgTHuj+nA793/KqV6QemJFjbmuoZ8HqxsJDgwgHlpQ1mSlcisMdE+9Sr6QEUD972WS2FZPbdMS+Kha8Yz0AMT1PRFHnuUjDFlQJn78wYR2QckAF2LYCHwsjHGANtFJFJEhrlvq5TygKa2TrbsKSdnt53PvqrGGJiaPJgnF0/k6onDiBjgWxdZM8bwl88O8+Tm/QwMCeSPt09hbtpQq2P5lF6pSxFJBiYDO05alAAc6/K13f29fyoCEVkGLANISkryWE6l+iqH07C9uJpsm50te8ppbneQFBXKfVeM4frJCT57ErWyvpUH1ueztaiKOeNieOqGDGLDvf8chrfxeBGISBiQDdxvjKk/efEpbmK+8Q1jVgOrAaZMmfKN5UqpUztY2UC2rYSNu0soq2slvH8gCzPjWZyVyJQRg33iuP/pbNlTxi9zCmjpcPD4onRum57k0z+PlTxaBCIShKsE1hhjck6xih0Y3uXrRKDUk5mU6uuqG9t4I6+UnN0l5Nvr6BcgXDY2hgevGc+3xw/1+cspNLZ18us39rJup52JCRGsujmT0TG9O29BX+PJUUMC/AnYZ4x59jSrbQJ+JCKv4TpJXKfnB5Q6d22dDj7cX0m2rYQP91fS6TSkDRvEQ9eMZ2FmAjHhIVZH7BG7jtSyfG0u9tpmfjQnhZ9cMaZXpq3s6zy5R/At4LtAgYjkur/3KyAJwBjzB+AtXENHD+IaPnqHB/Mo1acYY9h97AQ5Njtv5JVR19JBTHgI3585kusnJzB+2CCrI/aYDoeT375/gOc/PEh85ADW/uASpiZHWR2rz/DkqKFPOPU5gK7rGOBfPJVBqb7IXtv89VU+i4830T8ogCsnxLE4K5FvjR7iU0M+u6O4qpHla3PJs9exJCuRR69LI7y/b41s8nY6yFYpH9DQ2sHmPeXk2OxsL64BYPrIKH542WjmT4zrk0+Mxhhe/fwYj71ZSHBgAP/v1iyuyRhmdaw+SYtAKS/lcBo+PXicbJudt/eW09rhZGT0QFbMHcuiyQkMj+q70ykeb2xjZXY+7+2rZGZKNM/cOIm4CB0W6ilaBEp5mS/LG8ix2dmwu4TKhjYG9Q9kSVYii7MSyUqK7PNDJD/YX8HP1+dT39rJwwvSWDoj2WuvbNpXaBEo5QWON7bxem4pOTY7e0vrCQwQZo+LZUlWApePjyUk0LeHfHZHS7uDJ94q5JXtR0mNC2fNXRczLi7c6lh+QYtAKYu0djh4f18lOTY7HxVV4XAaJiZE8Mi1aVw3KZ4hYX1jyGd35NtPcP/aXA4db2LZpaNYMW+sX5Sft9AiUKoXGWPYdaSWbFsJb+aX0tDaSdyg/tw9axSLsxIYO9S/XgE7nIbff3SQVe8dICY8hDV3TmdGSrTVsfyOFoFSveBodTMbdpeQs9vOkepmBgT146r0OJZkJXLJ6CH088Nj4Mdqmlm+NpedR2pZkDGMJxZNJCK0741+8gVaBEp5SH1rB2/ll5FjK+HzwzWIwCWjhvDjy8dwVXocYX56iWRjDNm2Eh7dtBcBVt2UycLM+D5/Etyb+edvolIe0ulw8vHB42TvsvNuYQVtnU5GxQzkZ1eOY9HkBBIiB1gd0VK1Te08uLGAtwrKmTYyime/M4nEwX13GKyv0CJQqgcUltaTY7OzMbeU441tRIYGcdPU4SzOSmRSYoS+2gU+PlDFA3/Lo6apnZXzU7l71ii/PCTmjbQIlDpPlQ2tvL67lGybnf3lDQT1Ey5PjWVxViJzxsXqxdDcWjscPL3lS1789BApsWH86XtTSU+IsDqW6kKLQKlz0Nrh4J3CCnJsdrYWVeE0MGl4JL9eOIFrM+IZPDDY6ohepbC0nvvX7qaoopGlM5JZOT/V5y+D3RdpESh1Fk6n4YvDNeTYSniroIyGtk7iI/pzz+zRXD85kZRYvRb+yZxOwwufFPPM20VEhAbx0h1TmT0u1upY6jS0CJQ6jcPHm8jZXcKG3XaO1bQQGtyP+enDWHJRAhePHKKXPTiN0hMtrFiXx7biaq6cMJQnF2cQpXtKXk2LQKku6po7eLOglBxbCbuO1CICM1Oi+encsVw5IY7QYP2TOZNNeaU8tKEAh9Pw9A0Z3HhRop4o9wH6W638XofDyf98WUXObjvvFVbS7nAyJjaMlfNTWZSZoFe97Ia6lg4eeX0PG3NLyUqK5LmbMhkxZKDVsVQ3aREov2SMYW9pPdk2O5tyS6luaidqYDC3Tk/ihosSmRA/SF/JdtP24mpWrMujvL6Vn84dy72zR/e5yXH6Oi0C5VfK61rZmFtCjs1OUUUjwf0C+HZaLIsnJ3LZuBiC9Ams29o6HTz7bhGrtxYzIiqU9T+8hMlJg62Opc6DFoHq85rbO3lnbwXZNjufHDyOMXDRiME8cX06CybG6/VtzsOBigbuey2XwrJ6bpmWxEPXjGegn14yoy/Q/znVJzmdhu2HqsmxlbC5oIymdgeJgwfw4zkpXJ+VyMhoPX59Powx/OWzwzy5eT8DQwL54+1TmJs21OpY6gJpEag+5auqRtelHnaXUnKihbCQQBZkxLM4K4GpyVE65PMCVNa38sD6fLYWVTFnXAxP3ZBBbLieSO8LtAiUz6ttaufN/FKybSXkHjtBgMCsMTH8/KpxzEuLY0CwvpP1Qm3ZU8Yvcwpo6XDw+KJ0bpuepCfT+xCPFYGIvAgsACqNMemnWB4BvAIkuXM8Y4z5s6fyqL6lvdPJh1+6Zvf6YH8lHQ5Dalw4D149noWZ8cQO0leqPaGxrZNfv7GXdTvtTEyIYNXNmYyO0XdS9zWe3CN4CXgeePk0y/8FKDTGXCsiMcCXIrLGGNPuwUzKhxljyLfXkWOzsymvlNrmDqLDgrn9kmSWZCWSFj/I6oh9yq4jtSxfm4u9tpkfzUnhJ1eM0Qvp9VEeKwJjzFYRST7TKkC4uPYvw4AaoNNTeZTvKj3R4prdy2bnq6omggMDmJc2lCVZicwaE61j1ntYh8PJb98/wPMfHiQ+cgBrf3AJU5OjrI6lPMjKcwTPA5uAUiAcuMkY4zzViiKyDFgGkJSU1GsBlXWa2jrZsqecbJudbcXVGANTkwdz96xRzJ84jIgBOuTTE4qrGlm+Npc8ex1LshJ59Lo0wvvrY93XWVkEVwK5wOXAaOBdEfnYGFN/8orGmNXAaoApU6aY3gypeo/Dadj2VTU5Njub95TT0uEgKSqU+64Yw/WTE/SSBR5kjOHVz4/x2JuFBAcG8Lvbsrh64jCrY6leYmUR3AH8uzHGAAdF5BCQCnxuYSZlgQMVDWTbSti4u4Ty+lbC+weyaHICS7ISuGjEYB2d4mHHG9tYmZ3Pe/sqmZkSzTM3TtLrK/kZK4vgKHAF8LGIDAXGAcUW5lG9qLqxjTfySsnZXUK+vY5+AcJlY2N4aMF4vj1+qE5e0ks+2F/Bz9fnU9/aycML0lg6I1nfa+GHPDl89FVgNhAtInbgESAIwBjzB+Ax4CURKQAE+IUx5rin8ijrtXU6+GBfJdm2Ej76spJOp2FC/CD+dUEa102KJyY8xOqIfqOl3cETbxXyyvajpMaFs+auixkXF251LGURT44auuUsy0uBeZ7avvIOxhh2HztBjs3OG3ll1LV0EBMewvdnjmRxVgKpcTrks7fl209w/2u5HKpuYtmlo1gxbywhgboH5s/0ncXKI47VNLNxdwk5u0s4dLyJ/kEBXDkhjsVZiXxr9BAd8mkBh9Pw+48Osuq9A8SEh7DmzunMSIm2OpbyAloEqsc0tHaweU85OTY724trAJg+Mop7Zo9mfnqcDkO00LGaZpavzWXnkVoWZAzjiUUT9aqr6mtaBOqCOJyGTw4eJ8dm5+295bR2OBkZPZAVc8eyaHICw6NCrY7o14wxZNtKeHTTXgRYdVMmCzPjdSSW+idaBOq87C+vJ8c95LOyoY2IAUHccFEii7MSmTw8Up9ovEBtUzsPbizgrYJypo2M4tnvTCJxsBaz+iYtAtVtVQ1tbMorJXuXncKyegIDhNnjYlmSlcDl42P1hKMX+fhAFQ/8LY+apnZWzk/l7lmj6KfDQtVpaBGoM2rtcPDevgpybCX8T1EVDqchIzGCR69N49pJ8QwJ0yGf3qS1w8HTW77kxU8PkRIbxp++N5X0hAirYykvp0WgvsEYw64jtWTb7LyZX0ZDaydxg/pz96xRLM5KYOxQHW/ujQpL67l/7W6KKhpZOiOZlfNT9Y15qlu0CNTXjlY3k7PbTo6thKM1zQwI6sf8dNeQz0tGD9FDC17K6TS88Ekxz7xdRERoEC/dMZXZ42KtjqV8iBaBn6tv7eDv+WXk2Ox8cbgWEZgxegj3XTGGq9LjdEJyL1d6ooUV6/LYVlzNlROG8uTiDKIGBlsdS/kY/Sv3Q50OJx8fOE62zc47hRW0dzoZHTOQn105jusnJxAfOcDqiKobNuWV8tCGAhxOw9M3ZHDjRYk6WkudFy0CP7K3tI4cWwmv55ZyvLGNwaFB3DJ1OIuzEslIjNAnER9R19LBI6/vYWNuKVlJkTx3U6ZeoltdEC2CPq6yvpXXc0vJttnZX95AUD/h8tRYlmQlMntcrE496GO2F1ezYl0e5fWt/HTuWO6dPVov16EumBZBH9TS7uCdwnJybCV8fKAKp4HM4ZE8tnACCzLiGazHkH1OW6eDZ98tYvXWYkZEhZJ9zwwyh0daHUv1EVoEfYTTafjicA3ZNjtvFZTT2NZJQuQA7p2dwvVZCYyOCbM6ojpPByoauO+1XArL6rllWhIPXTNeT+KrHqW/TT7u0PEmNtjs5OwuwV7bwsDgfsyfOIzFWQlcPHKITjLiw4wx/OWzwzy5eT8DQwL54+1TmJs21OpYqg/SIvBBdc0dvJFfSo7Nju3oCURgZko0D8wbx7wJQwkN1v9WX1dR38rP1ueztaiKOeNieOqGDGLDdfpI5Rn6jOEjOhxO/ufLKnJ223mvsJJ2h5MxsWGsnJ/KoswEnWO2D9myp4xf5hTQ0uHg8UXp3DY9SUd0KY/SIvBixhj2lNSTbbPzRl4p1U3tDBkYzG0XJ7EkK5EJ8YP0CaIPaWzr5Ndv7GXdTjsTEyJYdXOmnttRvUKLwAuV17WyMbeEHJudoopGgvsF8O0015DPS8fGEKTDBfucXUdqWL42D3ttMz+ak8JPrhijQ3tVrzljEYjIICDGGPPVSd/PMMbkezSZn2lu7+Ttva4hn58cPI4xcNGIwTxxfToLJsbrbFJ9VIfDyW/fP8DzHx4kPnIAa39wCVOTo6yOpfzMaYtARL4DrAIqRSQIWGqM+cK9+CUgy+Pp+jin07D9UDU5thI2F5TR1O4gcfAAfnz5GK6fnMDIaH23aF9WXNXI8rW55NnrWJKVyKPXpel0nsoSZ9oj+BVwkTGmTESmAX8VkV8ZY3IAPTB9Ab6qaiTHZmeDrYTSulbCQgJZkBHP4qwEpiZH6ZDPPs4Yw6ufH+OxNwsJDgzgd7dlcfXEYVbHUn7sTEXQzxhTBmCM+VxE5gBvikgiYHolXR9S29TOG/mlZNtKyDt2ggCBS8fGsPLq8cwdP5QBwXrdeH9wvLGNldn5vLevkpkp0Txz4yQd8aUsd6YiaBCR0f84P+DeM5gNbAQmnO2OReRFYAFQaYxJP806s3EdfgoCjhtjLut+dO/X3unkwy8ryd5l58MvK+lwGFLjwnnw6vEszIwndpA+AfiTD/ZX8PP1+dS3dvLwgjSWzkjWvT/lFc5UBPcAASKSZowpBDDGNIjIVcDN3bjvl4DngZdPtVBEIoHfAVcZY46KSJ+YScMYQ569jhybnU15pZxo7iA6LITvXZLM4qxE0uIHWR1R9bKWdgdPvFXIK9uPkhoXzpq7LmZcnM7yprzHaYvAGJMHICJ7ROSvwNNAf/e/U4C/numOjTFbRST5DKvcCuQYY4661688t+jepeRECxt3l5Bts1Nc1URwYADz0oayJCuRWWOi9QqRfirffoL7X8vlUHUTyy4dxYp5YwkJ1MOAyrt0530E04GngM+AcGAN8K0e2PZYIEhEPnLf72+MMafbe1gGLANISkrqgU33jMa2TrbsKSfHZmdbcTXGwLTkKJbNGsX8icOIGKAjQPyVw2n4/UcHWfXeAWLCQ1hz53RmpERbHUupU+pOEXQALcAAXHsEh4wxzh7a9kXAFe773iYi240xRSevaIxZDawGmDJliqUnqh1Ow2dfHSfHVsKWPeW0dDgYMSSU+68Yy/WTE0gaEmplPOUFjtU0s3xtLjuP1LIgYxhPLJqo7wNRXq07RfAF8DowFRgC/JeI3GCMueECt23HdYK4CWgSka3AJOAbReANDlQ0kG0rYePuEsrrWwnvH8iiyQksyUrgohGD9VIPCmMM2bYSHt20FwFW3ZTJwsx4/d1QXq87RXCnMWan+/NyYKGIfLcHtv068LyIBALBuA5BPdcD99tjqhvb2JRXSo6thIKSOvoFCLPHxvCvC9K4Ynws/YP0WK9yqW1q58GNBbxVUM60kVE8+51JJA7WvUPlG85aBF1KoOv3zniiGEBEXgVmA9EiYgcewTVMFGPMH4wx+0RkC5APOIEXjDF7zi1+z2vrdPDBvkqybSV89GUlnU7DhPhB/OuCNK6bFE9MeIjVEZWX+fhAFQ/8LY+apnZWzk/l7lmj6KfDQpUP8dhF54wxt3Rjnf8A/sNTGbrLGIPt6AlybHbezC+jrqWD2PAQ7pw5kuuzEkiN0yGf6ptaOxw8tWU/f/70MCmxYfzpe1NJT4iwOpZS58yvrz56rKaZDbtdV/k8XN1M/6AArpoQx+KsRL6VEq2v6tRpFZbWc//a3RRVNLJ0RjIr56fqoULls/yuCBpaO9hcUE62zc6OQzUAXDwqinvnpDA/PU4v+qXOyOk0vPBJMc+8XUREaBAv3TGV2eP6xHshlR/zmyKoa+7gkU172LynnLZOJyOjB/LAvLEsmpygJ/VUt5SeaGHFujy2FVdz5YShPLk4g6iBwVbHUuqC+U0RVDa08t6+Sto6XW+BCAwQyutbsR09QXC/AL3ujzqjTXmlPLShAIfT8PQNGdx4UaIOC1V9hhjjWxcSnTJlitm58xsDmbqlvdNJQUkdOw5Vs6O4hp2Ha2hqdwAwMnog00dGMX1UFNNHDiE+ckBPxlY+qq6lg0de38PG3FKykiJ57qZMRgzReSKU7xGRXcaYKadc5k9FcLJOh5O9pfXsOFTN54dq+PxQDfWtnQAMjxrA9JFDmDYyiotHDmF41AB9BehnthdXs2JdHuX1rdx3xRjunT1arxmlfJYWQTc5nIb95fXsKK75uhxqmzsAGBbR373HMITpI6MYGT1Qi6GPaut08Oy7RazeWsyIqFBW3TyZzOGRVsdS6oJoEZwnp9NwsKqRHcXVbD9Uw47iGo43tgEQEx7i3ltwlcOY2DAthj7gQEUD972WS2FZPbdMS+Kha8YzMMRvTqWpPkyLoIcYYyg+3vT1HsOO4hrK61sBiBoYzLTkKKa5zzOMjxukk474EGMMf/nsME9u3k9YSCD/viSDuWlDrY6lVI85UxHoS51zICKMjgljdEwYt05PwhjDsZoWtrtLYceharbsLQdgUP9AVymMHML0UVGkDRukx5e9VEV9Kz9bn8/WoiouT43lqSUZeikR5Ve0CC6AiJA0JJSkIaF8Z8pwwDVBzedfF0MN7+1zzbcTFhLIRSMGfz0qKSMxgiAtBstt2VPGL3MKaOlw8PiidG6bnqSH+JTf0UNDHlZR38qOQzXsKHadfD5Q2QjAgKB+rmIY6TqclJkUqTNX9aLGtk5+/cZe1u20MzEhglU3ZzI6JszqWEp5jJ4j8CLHG9v44pBrb2F7cTVfVjRgDAQHBjB5eCTTRw3h4pFRTE4azIBgLQZP2HWkhuVr87DXNnPv7BR+csUYggN170z1bVoEXuxEc/vX72HYcaiGvaV1OA0E9RMyEiO/HrI6ZcRgHb1ygTocTn77/gGe//Ag8ZEDeO6mTKYmR1kdS6leoUXgQ+pbO9h1uPbrE9AFJXU4nIZ+AUJqXDix4SE8fO0ERkbru1vPRXFVI8vX5pJnr2NJViKPXpemFxhUfkVHDfmQQf2DmJMay5xU1xUtm9o6eWX7EZ7cvJ+9pfXsBUbHHOGhBWnWBvURxhhe/fwYj71ZSHBgAL+7LYurJw6zOpZSXkWLwMutWJfHlr3lBPcL4IrxsSyanMDlqXrZ4+443tjGyux83ttXycyUaJ65cRJxEXpxQaVOpkXg5eZNGMq3UoZw7aR4IkP1ksfd9cH+Cn6+Pp/61k4eXpDG0hnJ+gY/pU5Di8DLLc5KtDqCT2lpd/DEW4W8sv0oqXHhrLnrYsbFhVsdSymvpkWg+ox8+wnufy2XQ9VNLLt0FCvmjdX3ZijVDVoEyuc5nIbff3SQVe8dICY8hDV3TmdGSrTVsZTyGVoEyqcdq2lm+dpcdh6p5dpJ8Ty+MJ2IUB0WqtS50CJQPskYQ7athEc37UWA39ycycLMBKtjKeWTPPa+ehF5UUQqRWTPWdabKiIOEbnBU1lU31Lb1M6//LeNB/6WR1r8IDbfP0tLQKkL4Mk9gpeA54GXT7eCiPQDngLe9mAO1Yd8fKCKB/6WR01TOyvnp3L3rFH002GhSl0QjxWBMWariCSfZbUfA9nAVE/lUH1Da4eDp7bs58+fHiYlNow/fW8q6QkRVsdSqk+w7ByBiCQA1wOXc5YiEJFlwDKApKQkz4dTXqWwtJ771+6mqKKRpTOSWTk/lf5BOixUqZ5i5cniVcAvjDGOs00EYoxZDawG10XnPB9NeQOn0/DCJ8U883YREaFBvHTHVGaP08trKNXTrCyCKcBr7hKIBq4WkU5jzEYLMykvUXqihRXr8thWXM2VE4by5OIMogbqJTaU8gTLisAYM/Ifn4vIS8CbWgIKYFNeKQ9uKMDpNDx9QwY3XpSo00cq5UEeKwIReRWYDUSLiB14BAgCMMb8wVPbVb6rrqWDR17fw8bcUrKSInnupkxGDNF5F5TyNE+OGrrlHNZd6qkcyjds+6qaFetyqWho46dzx3Lv7NEE9tPpI5XqDfrOYmWptk4Hz75bxOqtxYyICiX7nhlkDo+0OpZSfkWLQFnmQEUD972WS2FZPbdMS+Kha8brvMxKWUD/6lSvM8bwl88O8+Tm/YSFBPLH26cwN22o1bGU8ltaBKpXVdS38rP1+WwtquLy1FieWpJBTHiI1bGU8mtaBKrXbNlTxi9zCmjpcPD4onRum56kw0KV8gJaBMrjGts6+fUbe1m3087EhAhW3ZzJ6Jgwq2Mppdy0CJRH7TpSw/K1edhrm/nRnBTu+/YYgnRYqFJeRYtAeUSHw8lv3z/A8x8eJD5yAGt/cAlTk6OsjqWUOgUtAtXjiqsaWb42lzx7HUuyEnn0ujTC++v0kUp5Ky0C1WOMMbz6+TEee7OQ4MAAfndbFldPHGZ1LKXUWWgRqB5xvLGNldn5vLevkpkp0Txz4yTiIvpbHUsp1Q1aBOqCfbC/gp+vz6e+tZOHF6SxdEYyATp9pFI+Q4tAnbfm9k6e+Ps+1uw4SmpcOGvuuphxceFWx1JKnSMtAnVe8u0nuP+1XA5VN7Hs0lGsmDeWkECdPlIpX6RFoM6Jw2n4/UcHWfXeAWLCQ1hz53RmpERbHUspdQG0CFS3HatpZvnaXHYeqeXaSfE8vjCdiFAdFqqUr9MiUGdljCHbVsKjm/YiwG9uzmRhZoLVsZRSPUSLQJ1RbVM7D24s4K2CcqaNjOLZ70wicXCo1bGUUj1Ii0Cd1scHqnjgb3nUNLWzcn4qd88aRT8dFqpUn6NFoL6htcPBU1v28+dPD5MSG8afvjeV9IQIq2MppTxEi0D9k8LSeu5fu5uiikaWzkhm5fxU+gfpsFCl+jItAgWA02l44ZNinnm7iIjQIP7y/WlcNjbG6lhKqV7gsSIQkReBBUClMSb9FMtvA37h/rIRuMcYk+epPOr0Sk+0sGJdHtuKq7lywlCeXJxB1MBgq2MppXqJJ/cIXgKeB14+zfJDwGXGmFoRmQ+sBqZ7MI86hU15pTy4oQCn0/D0DRnceFGiTh+plJ/xWBEYY7aKSPIZln/W5cvtQKKnsqhvqmvp4JHX97Axt5SspEieuymTEUMGWh1LKWUBbzlHcCew+XQLRWQZsAwgKSmptzL1Wdu+qmbFulwqGtr46dyx3Dt7NIE6faRSfsvyIhCRObiKYObp1jHGrMZ16IgpU6aYXorW57R1Onj23SJWby1mRFQo2ffMIHN4pNWxlFIWs7QIRCQDeAGYb4yptjJLX3egooH7XsulsKyeW6Yl8dA14xkYYvnrAKWUF7DsmUBEkoAc4LvGmCKrcvR1Tqfh5W2HeXLzfsJCAvnj7VOYmzbU6lhKKS/iyeGjrwKzgWgRsQOPAEEAxpg/AA8DQ4DfuUepdBpjpngqjz+qqG/lZ+vz2VpUxeWpsTy1JIOY8BCrYymlvIwnRw3dcpbldwF3eWr7/m7LnjJ+mVNAS4eDxxelc9v0JB0WqpQ6JT1I3Mc0tnXy6zf2sm6nnYkJEay6OZPRMWFWx1JKeTEtgj5k15Ealq/Nw17bzI/mpHDft8cQpMNClVJnoUXQB3Q4nPz2/QM8/+FB4iMHsPYHlzA1OcrqWEopH6FF4OOKqxpZvjaXPHsdS7ISefS6NML76/SRSqnu0yLwUcYYXv38GI+9WUhwYAC/uy2LqycOszqWUsoHaRH4oOONbazMzue9fZXMTInmmRsnERfR3+pYSikfpUXgYz7YX8HP1+dT39rJwwvSWDojmQCdPlIpdQG0CHxEc3snT/x9H2t2HCU1Lpw1d13MuLhwq2MppfoALQIfkG8/wf2v5XKouolll45ixbyxhATq9JFKqZ6hReDFHE7D7z86yKr3DhATHsKaO6czIyXa6lhKqT5Gi8BLHatpZvnaXHYeqeXaSfE8vjCdiFAdFqqU6nlaBF7GGEO2rYRHN+1FgN/cnMnCzASrYyml+jAtAi9S29TOgxsLeKugnGkjo3j2O5NIHBxqdSylVB+nReAlthZV8cDf8qhtbmfl/FTunjWKfjosVCnVC7QILNba4eCpLfv586eHSYkN48WlU0lPiLA6llLKj2gRWKiwtJ771+6mqKKRpTOSWTk/lf5BOixUKdW7tAgs4HQaXvikmGfeLiIiNIi/fH8al42NsTqWUspPaRH0stITLaxYl8e24mqunDCUJxdnEDUw2OpYSik/pkXQizbllfLghgKcTsPTN2Rw40WJOn2kUspyWgS9oK6lg0de38PG3FKykiJ57qZMRgwZaHUspZQCtAg8bttX1axYl0tFQxs/nTuWe2ePJlCnj1RKeREtAg9p63Tw7LtFrN5azIioULLvmUHm8EirYyml1DdoEXjAgYoG7nstl8Kyem6ZlsRD14xnYIg+1Eop7+SxZycReRFYAFQaY9JPsVyA3wBXA83AUmOMzVN5eoPTaXh522Ge3LyfsJBA/nj7FOamDbU6llJKnZEnX6a+BDwPvHya5fOBMe6P6cDv3f/6pIr6Vn62Pp+tRVVcnhrLU0syiAkPsTqWUkqdlceKwBizVUSSz7DKQuBlY4wBtotIpIgMM8aUeSqTp+woruaHr+yipcPB44vSuW16kg4LVUr5DCsPXCcAx7p8bXd/7xtFICLLgGUASUlJvRLuXIwYMpD0hAgevW4Co2PCrI6jlFLnxMpxjKd6yWxOtaIxZrUxZooxZkpMjPddiiEuoj9/vXO6loBSyidZWQR2YHiXrxOBUouyKKWU37KyCDYBt4vLxUCdL54fUEopX+fJ4aOvArOBaBGxA48AQQDGmD8Ab+EaOnoQ1/DROzyVRSml1Ol5ctTQLWdZboB/8dT2lVJKdY9e9EYppfycFoFSSvk5LQKllPJzWgRKKeXnxHXO1neISBXQBBy3OstJovG+TOCdubwxE2iuc+GNmcA7c3lLphHGmFO+I9fnigBARHYaY6ZYnaMrb8wE3pnLGzOB5joX3pgJvDOXN2Y6mR4aUkopP6dFoJRSfs5Xi2C11QFOwRszgXfm8sZMoLnOhTdmAu/M5Y2Z/olPniNQSinVc3x1j0AppVQP0SJQSik/59VFICJXiciXInJQRFaeYvlgEdkgIvki8rmIpPdCphdFpFJE9pxmuYjIf7oz54tIlhdkShWRbSLSJiIPeDrPOeS6zf0Y5YvIZyIyyQsyLXTnyRWRnSIy09OZupOry3pTRcQhIjdYnUlEZotInfuxyhWRhz2dqTu5umTLFZG9IvI/VmcSkZ91eZz2uP8Pozydq9uMMV75AfQDvgJGAcFAHpB20jr/ATzi/jwVeL8Xcl0KZAF7TrP8amAzrhnYLgZ2eEGmWGAq8ATwQC/+H54t1wxgsPvz+V7yWIXxv+fOMoD93vBYudfpB3yA6xLuN1idCddl5t/srd+nc8gVCRQCSe6vY63OdNK61wIf9PbjdqYPb94jmAYcNMYUG2PagddwTXjfVRrwPoAxZj+QLCJDPRnKGLMVqDnDKguBl43LdiBSRIZZmckYU2mM+QLo8GSOU2z3bLk+M8bUur/cjmuWOqszNRr3XyswkNNMn9rbudx+DGQDlZ5P1O1Mva4buW4FcowxR93re/zxOsfH6hbgVQ/GOWfeXASnm9y+qzxgMYCITANG0AtPJmfRndzqm+7EtSdlORG5XkT2A38Hvm91HgARSQCuB/5gdZaTXCIieSKyWUQmWB3GbSwwWEQ+EpFdInK71YH+QURCgatwFbrX8NjEND2gO5Pb/zvwGxHJBQqA3UCnh3OdTXdyqy5EZA6uIuiV4/FnY4zZAGwQkUuBx4BvWxwJYBXwC2OMQ+RUv2KWsOG6fk2jiFwNbATGWBsJcD2vXQRcAQwAtonIdmNMkbWxANdhoU+NMV61p+XNRXDWye2NMfW4p7gU11/HIfeHlc6aW/0vEckAXgDmG2Oqrc7TlTFmq4iMFpFoY4zVFw2bArzmLoFo4GoR6TTGbLQqkPvv7x+fvyUiv/OSx8oOHDfGNAFNIrIVmAR4QxHcjJcdFgLvPjT0BTBGREaKSDCuB3BT1xVEJNK9DOAuYGvXX06LbAJud48euhioM8aUWZzJK4lIEpADfNdLXq0hIinuFxW4R3wFA5YXlDFmpDEm2RiTDKwH7rWyBABEJK7LYzUN1/OJ5Y8V8DowS0QC3YdipgP7LM6EiEQAl+HK51W8do/AGNMpIj8C3sY1WuJFY8xeEfmhe/kfgPHAyyLiwDVK4E5P5xKRV3GNlogWETvwCBDUJdNbuEYOHQSace+xWJlJROKAncAgwCki9+MageXR0uzGY/UwMAT4nfv5pNN4+CqN3ci0BFeRdwAtwE1dTh5bmavXdSPTDcA9ItKJ67G62RseK2PMPhHZAuQDTuAFY8wZh+V6OpN7teuBd9x7Kl5FLzGhlFJ+zpsPDSmllOoFWgRKKeXntAiUUsrPaREopZSf0yJQSik/p0WgVA8SkS0ickJE3rQ6i1LdpUWgVM/6D+C7VodQ6lxoESh1HtzzAuSLSH8RGei+7n26MeZ9oMHqfEqdC699Z7FS3swY84WIbAIex3Vhs1c8/e5VpTxFi0Cp8/drXNfEagV+YnEWpc6bHhpS6vxF4ZrRLBzob3EWpc6bFoFS52818K/AGuApi7Modd700JBS58E961WnMea/RaQf8JmIXA78G675s8PcV6G80xjztpVZlTobvfqoUkr5OT00pJRSfk6LQCml/JwWgVJK+TktAqWU8nNaBEop5ee0CJRSys9pESillJ/7/61bZUq07u/6AAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7fee3e756240>]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import torch\n",
+    "\n",
+    "\n",
+    "# Helper functions\n",
+    "def split(array, slices):\n",
+    "    return np.array(np.array_split(array, slices)).squeeze()\n",
+    "\n",
+    "\n",
+    "\n",
+    "# Problem formulation\n",
+    "def objective(x):\n",
+    "    return x[0]**2 + (x[1] - 3)**2\n",
+    "\n",
+    "def df(x):\n",
+    "    return np.array([2*x[0], 2*(x[1]-3)])\n",
+    "\n",
+    "def ineq_constraints(x):\n",
+    "    return np.array([x[1]**2 - 2*x[0], (x[1] - 1)**2 + 5*x[0] - 15])\n",
+    "\n",
+    "def dg(x):\n",
+    "    return np.array([[-2, 2*x[1].item()],[5, 2*(x[1].item() - 1)]])\n",
+    "\n",
+    "def lagrangian(x, mu):\n",
+    "    return objective(x) + np.dot(split(mu, 2),split(ineq_constraints(x), 2))\n",
+    "\n",
+    "def dL(x, mu):    \n",
+    "    return df(x) + np.dot(mu.transpose(), dg(x)).transpose()\n",
+    "\n",
+    "\n",
+    "\n",
+    "def check_feasibility(satisfied, s, mu_bar, g, g_x, active_set):\n",
+    "    # constraint multiplier feasibility conditions\n",
+    "    # if len(mu_bar) == 0:\n",
+    "    #     if np.max(np.round(np.dot(g_x, s) + g)) <= 0:\n",
+    "    #         satisfied = True\n",
+    "    #     else:\n",
+    "    #         j_ = np.argmax(np.dot(g_x, s) + g)\n",
+    "    #         active_set = np.append(active_set, j_)\n",
+    "    # else:\n",
+    "    #     if np.min(mu_bar) > 0 and np.max(np.round(np.dot(g_x, s) + g)) <= 0:\n",
+    "    #         satisfied = True\n",
+    "    #     elif np.min(mu_bar) <= 0:\n",
+    "    #         i_ = np.argmin(mu_bar) # Exclude index\n",
+    "    #         if len(active_set) != 0:\n",
+    "    #             active_set = np.delete(active_set, i_) # update active set\n",
+    "    #     elif np.max(np.round(np.dot(g_x, s) + g)) > 0:\n",
+    "    #         j_ = np.argmax(np.dot(g_x, s).transpose() + g)\n",
+    "    #         active_set = np.append(active_set, j_) # update active set\n",
+    "\n",
+    "\n",
+    "    mucheck = 0\n",
+    "    gcheck = np.round(np.dot(g_x, s) + g)\n",
+    "    if len(mu_bar) == 0:\n",
+    "        mucheck = 1\n",
+    "    elif np.min(mu_bar) > 0:\n",
+    "        mucheck = 1\n",
+    "    else:\n",
+    "        i_ = np.argmin(mu_bar)\n",
+    "        active_set = np.delete(active_set, i_)\n",
+    "    \n",
+    "    if np.max(gcheck) <= 0:\n",
+    "        if mucheck == 1:\n",
+    "            satisfied = 1\n",
+    "    else:\n",
+    "        j_ = np.argmax(gcheck)\n",
+    "        active_set = np.append(active_set, j_)\n",
+    "\n",
+    "\n",
+    "    return satisfied, active_set\n",
+    "\n",
+    "\n",
+    "def QP(x, f, A, W, h = None, g = None):\n",
+    "    '''\n",
+    "    QP subproblem with active set strategy\n",
+    "    Inputs:\n",
+    "    Returns: s, mu\n",
+    "    '''\n",
+    "    satisfied = False # Iterate QP Subproblem until satisfied = True\n",
+    "    h_bar = []\n",
+    "    active_set = []\n",
+    "    while  not satisfied:\n",
+    "        mu = np.zeros((2,1))\n",
+    "        # # Add active constraints\n",
+    "        # for i, g_i in enumerate(g):\n",
+    "        #     if g_i == 0:\n",
+    "        #         h_bar.append(g_i)\n",
+    "        #         active_set.append(i)\n",
+    "        # Objective\n",
+    "        f = objective(x)\n",
+    "        # Constraints\n",
+    "        g = ineq_constraints(x)\n",
+    "        # Derivatives of all constraints \n",
+    "        g_x = dg(x)\n",
+    "        \n",
+    "        # Compute A, h_bar for active set, grad f\n",
+    "        if len(active_set) == 0: \n",
+    "            A = np.asarray(g_x[active_set])\n",
+    "            \n",
+    "        else: \n",
+    "            active_set = active_set.astype(int)\n",
+    "            A = np.asarray(g_x[active_set])\n",
+    "            h_bar = np.asarray(g[active_set])\n",
+    "        f_x = df(x)\n",
+    "        \n",
+    "        # solve for s and lam_bar\n",
+    "        if len(active_set) > 0:\n",
+    "            soln = np.matmul(np.linalg.inv(np.block([[W, A.transpose()], [A, np.zeros((len(active_set), len(active_set)))]])), np.block([-f_x.squeeze(), -h_bar.squeeze()]))\n",
+    "            s, mu_bar =  soln[0:2], soln[2:,]\n",
+    "            s = np.expand_dims(s, 1)\n",
+    "            mu_bar = np.expand_dims(mu_bar, 1)\n",
+    "            mu[active_set] = mu_bar\n",
+    "            \n",
+    "            satisfied, active_set = check_feasibility(satisfied, s, mu_bar, g, g_x, active_set)\n",
+    "            active_set = np.unique(active_set);\n",
+    "        elif len(active_set) == 0:\n",
+    "            soln = np.matmul(np.linalg.inv(W), -f_x)\n",
+    "            s = soln\n",
+    "            mu_bar = []\n",
+    "            satisfied, active_set  = check_feasibility(satisfied, s, mu_bar, g, g_x, active_set)\n",
+    "            active_set = np.unique(active_set)\n",
+    "    return s, mu\n",
+    "\n",
+    "def line_search(f, A, s, w, x, lam = None, mu = None, h = None, g = None):\n",
+    "    t = 0.1\n",
+    "    b = 0.8\n",
+    "    a = 1\n",
+    "    D = s\n",
+    "    w = np.maximum(np.abs(mu), 0.5*(w + np.abs(mu)))\n",
+    "    count = 0\n",
+    "    while count < 100:\n",
+    "        phi_a = objective(x + a*D) + np.dot(w.transpose(),np.abs(np.minimum(0, -ineq_constraints(x + a*D))))\n",
+    "        phi0 = objective(x) + np.dot(w.transpose(), np.abs(np.minimum(0, -ineq_constraints(x))))\n",
+    "        dphi0 = np.dot(df(x).transpose(),D) + np.dot(w.transpose(),(np.dot(dg(x),D)*(ineq_constraints(x) > 0)))\n",
+    "        psi_a = phi0 + t*a*dphi0\n",
+    "        if phi_a < psi_a:\n",
+    "            break\n",
+    "        else:\n",
+    "            a = a*b\n",
+    "            count += 1\n",
+    "\n",
+    "    return a\n",
+    "\n",
+    "\n",
+    "def BFGS(W, mu_new, x_new, x_old):\n",
+    "    # Compute y_k\n",
+    "    y_k  = df(x_new) + np.dot(mu_new.transpose(),dg(x_new)).transpose() - df(x_old) - np.dot(mu_new.transpose(),dg(x_old)).transpose()\n",
+    "    # y_k = df(x_new) - df(x_old)\n",
+    "    # Compute theta\n",
+    "    if np.dot(dx.transpose(),y_k) >= 0.2*np.dot(np.dot(dx.transpose(),W),dx):\n",
+    "        theta = 1\n",
+    "    else:\n",
+    "        theta = (0.8*np.dot(np.dot(dx.transpose(),W),dx))/(np.dot(np.dot(dx.transpose(),W),dx) - np.dot(dx.transpose(),y_k))\n",
+    "    # Compute dg_k\n",
+    "    dg_k = theta*y_k + (1-theta)*np.dot(W,dx)\n",
+    "    W = W  + (np.dot(dg_k,dg_k.transpose())/np.dot(dg_k.transpose(),dx)) - (np.dot(W, dx)*np.dot(W, dx).transpose()/np.dot(np.dot(dx.transpose(),W),dx))\n",
+    "    return W\n",
+    "\n",
+    "# Initialization\n",
+    "x = np.array([[1,1]]).transpose()\n",
+    "mu = np.zeros((2,1))\n",
+    "\n",
+    "\n",
+    "f = objective(x)\n",
+    "f_x = df(x)\n",
+    "g = ineq_constraints(x)\n",
+    "g_x = dg(x)\n",
+    "L = lagrangian(x, mu)\n",
+    "L_x = dL(x, mu)\n",
+    "solution = []\n",
+    "solution.append(x)\n",
+    "\n",
+    "A = np.zeros((2,2))\n",
+    "W = np.eye(2) # 2x2 matrix as x has dim = 2\n",
+    "w = np.zeros_like(g) # merit function weights\n",
+    "k = 0\n",
+    "eps = 1E-3\n",
+    "iter = 0\n",
+    "while np.linalg.norm(L_x) > eps:\n",
+    "    print(iter)\n",
+    "    f = objective(x)\n",
+    "    f_x = df(x)\n",
+    "    g = ineq_constraints(x)\n",
+    "    g_x = dg(x)\n",
+    "    L = lagrangian(x, mu)\n",
+    "    L_x = dL(x, mu)\n",
+    "    s, mu_new = QP(x, f, A, W, g = g)\n",
+    "    alpha = line_search(f, A, s, w, x, mu = mu, g = g)\n",
+    "    # alpha = 0.1\n",
+    "    dx = alpha*s\n",
+    "    x_new = x + dx\n",
+    "    # Hessian update using BFGS\n",
+    "    W = BFGS(W, mu_new, x_new, x)\n",
+    "    # Update grad L\n",
+    "    L_x = dL(x_new, mu_new)\n",
+    "    x = x_new\n",
+    "    mu = mu_new\n",
+    "    solution.append(x)\n",
+    "    iter += 1\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "from mpl_toolkits import mplot3d\n",
+    "\n",
+    "\n",
+    "solution = np.array(solution).squeeze()\n",
+    "plt.plot(solution[:,0], solution[:,1])\n",
+    "plt.title('Solution trajectory')\n",
+    "plt.xlabel('x1')\n",
+    "plt.ylabel('x2')\n",
+    "plt.show()\n",
+    "plt.plot([objective(s) for s in solution])\n",
+    "plt.title(\"Objective function evaluations\")\n",
+    "plt.xlabel(\"Iteration\")\n",
+    "plt.ylabel(\"f(x)\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "interpreter": {
+   "hash": "01ef4f39dfdb6b9ac45b62b4072444b380e64c61157c7fbd20fb951243ee6c76"
+  },
+  "kernelspec": {
+   "display_name": "Python 3.7.3 64-bit ('base': conda)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

From 636b0be414ebce1fef7107621b27f49ac8c8034c Mon Sep 17 00:00:00 2001
From: rahulrathnakumar <rahulrathnakumar.ae@gmail.com>
Date: Wed, 8 Dec 2021 22:33:30 -0700
Subject: [PATCH 33/33] QP subproblem description

---
 Homework/homework5_final.ipynb | 87 ++++++++++++++++------------------
 1 file changed, 41 insertions(+), 46 deletions(-)

diff --git a/Homework/homework5_final.ipynb b/Homework/homework5_final.ipynb
index b5c7180..3dc69e5 100644
--- a/Homework/homework5_final.ipynb
+++ b/Homework/homework5_final.ipynb
@@ -2,18 +2,25 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0\n",
-      "1\n",
-      "2\n",
-      "3\n",
-      "4\n"
+      "Iteration:  0\n",
+      "Iteration:  1\n",
+      "Iteration:  2\n",
+      "Iteration:  3\n",
+      "Iteration:  4\n",
+      "Solution trajectory:\n",
+      "[[1.         1.        ]\n",
+      " [1.75       2.25      ]\n",
+      " [0.93852422 1.54212187]\n",
+      " [1.07054322 1.46526237]\n",
+      " [1.06535854 1.46069188]\n",
+      " [1.06020182 1.45616761]]\n"
      ]
     },
     {
@@ -31,16 +38,16 @@
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fee3e756240>]"
+       "Text(0, 0.5, 'f(x)')"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -85,49 +92,35 @@
     "\n",
     "def check_feasibility(satisfied, s, mu_bar, g, g_x, active_set):\n",
     "    # constraint multiplier feasibility conditions\n",
-    "    # if len(mu_bar) == 0:\n",
-    "    #     if np.max(np.round(np.dot(g_x, s) + g)) <= 0:\n",
-    "    #         satisfied = True\n",
-    "    #     else:\n",
-    "    #         j_ = np.argmax(np.dot(g_x, s) + g)\n",
-    "    #         active_set = np.append(active_set, j_)\n",
-    "    # else:\n",
-    "    #     if np.min(mu_bar) > 0 and np.max(np.round(np.dot(g_x, s) + g)) <= 0:\n",
-    "    #         satisfied = True\n",
-    "    #     elif np.min(mu_bar) <= 0:\n",
-    "    #         i_ = np.argmin(mu_bar) # Exclude index\n",
-    "    #         if len(active_set) != 0:\n",
-    "    #             active_set = np.delete(active_set, i_) # update active set\n",
-    "    #     elif np.max(np.round(np.dot(g_x, s) + g)) > 0:\n",
-    "    #         j_ = np.argmax(np.dot(g_x, s).transpose() + g)\n",
-    "    #         active_set = np.append(active_set, j_) # update active set\n",
-    "\n",
-    "\n",
-    "    mucheck = 0\n",
-    "    gcheck = np.round(np.dot(g_x, s) + g)\n",
     "    if len(mu_bar) == 0:\n",
-    "        mucheck = 1\n",
-    "    elif np.min(mu_bar) > 0:\n",
-    "        mucheck = 1\n",
-    "    else:\n",
-    "        i_ = np.argmin(mu_bar)\n",
-    "        active_set = np.delete(active_set, i_)\n",
-    "    \n",
-    "    if np.max(gcheck) <= 0:\n",
-    "        if mucheck == 1:\n",
-    "            satisfied = 1\n",
+    "        if np.max(np.round(np.dot(g_x, s) + g)) <= 0:\n",
+    "            satisfied = True\n",
+    "        else:\n",
+    "            j_ = np.argmax(np.dot(g_x, s) + g)\n",
+    "            active_set = np.append(active_set, j_)\n",
     "    else:\n",
-    "        j_ = np.argmax(gcheck)\n",
-    "        active_set = np.append(active_set, j_)\n",
+    "        if np.min(mu_bar) > 0 and np.max(np.round(np.dot(g_x, s) + g)) <= 0:\n",
+    "            satisfied = True\n",
+    "        elif np.min(mu_bar) <= 0:\n",
+    "            i_ = np.argmin(mu_bar) # Exclude index\n",
+    "            if len(active_set) != 0:\n",
+    "                active_set = np.delete(active_set, i_) # update active set\n",
+    "        elif np.max(np.round(np.dot(g_x, s) + g)) > 0:\n",
+    "            j_ = np.argmax(np.dot(g_x, s).transpose() + g)\n",
+    "            active_set = np.append(active_set, j_) # update active set\n",
+    "\n",
     "\n",
     "\n",
     "    return satisfied, active_set\n",
     "\n",
     "\n",
-    "def QP(x, f, A, W, h = None, g = None):\n",
+    "def QP(x, W, h = None, g = None):\n",
     "    '''\n",
     "    QP subproblem with active set strategy\n",
     "    Inputs:\n",
+    "    x - current iterate\n",
+    "    W - Hessian approximate value\n",
+    "    h, g - constraints\n",
     "    Returns: s, mu\n",
     "    '''\n",
     "    satisfied = False # Iterate QP Subproblem until satisfied = True\n",
@@ -175,7 +168,7 @@
     "            active_set = np.unique(active_set)\n",
     "    return s, mu\n",
     "\n",
-    "def line_search(f, A, s, w, x, lam = None, mu = None, h = None, g = None):\n",
+    "def line_search(s, w, x, lam = None, mu = None, h = None, g = None):\n",
     "    t = 0.1\n",
     "    b = 0.8\n",
     "    a = 1\n",
@@ -231,15 +224,15 @@
     "eps = 1E-3\n",
     "iter = 0\n",
     "while np.linalg.norm(L_x) > eps:\n",
-    "    print(iter)\n",
+    "    print(\"Iteration: \", iter)\n",
     "    f = objective(x)\n",
     "    f_x = df(x)\n",
     "    g = ineq_constraints(x)\n",
     "    g_x = dg(x)\n",
     "    L = lagrangian(x, mu)\n",
     "    L_x = dL(x, mu)\n",
-    "    s, mu_new = QP(x, f, A, W, g = g)\n",
-    "    alpha = line_search(f, A, s, w, x, mu = mu, g = g)\n",
+    "    s, mu_new = QP(x, W, g = g)\n",
+    "    alpha = line_search(s, w, x, mu = mu, g = g)\n",
     "    # alpha = 0.1\n",
     "    dx = alpha*s\n",
     "    x_new = x + dx\n",
@@ -257,6 +250,8 @@
     "\n",
     "\n",
     "solution = np.array(solution).squeeze()\n",
+    "print(\"Solution trajectory:\")\n",
+    "print(solution)\n",
     "plt.plot(solution[:,0], solution[:,1])\n",
     "plt.title('Solution trajectory')\n",
     "plt.xlabel('x1')\n",