From c8c3ee7adbfb6a24db60f6d435f4244b87a22821 Mon Sep 17 00:00:00 2001 From: Deniz93 <49666626+Deniz93@users.noreply.github.com> Date: Wed, 18 Mar 2020 18:30:07 -0700 Subject: [PATCH 1/8] Added Markdown section names --- .../Tracer JV Processing/JV_Plotter.ipynb | 345 ++++++++++++------ 1 file changed, 227 insertions(+), 118 deletions(-) diff --git a/FrgTools/Example Notebooks/Tracer JV Processing/JV_Plotter.ipynb b/FrgTools/Example Notebooks/Tracer JV Processing/JV_Plotter.ipynb index baa5422..77a7be3 100644 --- a/FrgTools/Example Notebooks/Tracer JV Processing/JV_Plotter.ipynb +++ b/FrgTools/Example Notebooks/Tracer JV Processing/JV_Plotter.ipynb @@ -2,8 +2,12 @@ "cells": [ { "cell_type": "code", - "execution_count": 968, - "metadata": {}, + "execution_count": 1052, + "metadata": { + "jupyter": { + "source_hidden": true + } + }, "outputs": [], "source": [ "import frgtools.misc as frgm\n", @@ -17,9 +21,16 @@ "from tqdm import tqdm" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Fitting Function" + ] + }, { "cell_type": "code", - "execution_count": 969, + "execution_count": 1053, "metadata": { "jupyter": { "source_hidden": true @@ -179,9 +190,20 @@ ] }, { - "cell_type": "code", - "execution_count": 970, + "cell_type": "markdown", "metadata": {}, + "source": [ + "# Loading Raw Data File" + ] + }, + { + "cell_type": "code", + "execution_count": 1054, + "metadata": { + "jupyter": { + "source_hidden": true + } + }, "outputs": [], "source": [ "fids = []\n", @@ -193,8 +215,12 @@ }, { "cell_type": "code", - "execution_count": 971, - "metadata": {}, + "execution_count": 1055, + "metadata": { + "jupyter": { + "source_hidden": true + } + }, "outputs": [], "source": [ "# Use either frgm tool to load the file path or replace \"fids[0]\" with your file path\n", @@ -207,9 +233,20 @@ ] }, { - "cell_type": "code", - "execution_count": 974, + "cell_type": "markdown", "metadata": {}, + "source": [ + "# Converting Raw Data to Dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 1056, + "metadata": { + "jupyter": { + "source_hidden": true + } + }, "outputs": [], "source": [ "Device = []\n", @@ -255,8 +292,12 @@ }, { "cell_type": "code", - "execution_count": 975, - "metadata": {}, + "execution_count": 1057, + "metadata": { + "jupyter": { + "source_hidden": true + } + }, "outputs": [], "source": [ "# Converting to object to hold arrays in a single cell\n", @@ -265,8 +306,12 @@ }, { "cell_type": "code", - "execution_count": 976, - "metadata": {}, + "execution_count": 1058, + "metadata": { + "jupyter": { + "source_hidden": true + } + }, "outputs": [], "source": [ "# Size gathering\n", @@ -275,8 +320,12 @@ }, { "cell_type": "code", - "execution_count": 977, - "metadata": {}, + "execution_count": 1059, + "metadata": { + "jupyter": { + "source_hidden": true + } + }, "outputs": [], "source": [ "for n in range(0, col,3):\n", @@ -295,17 +344,28 @@ ] }, { - "cell_type": "code", - "execution_count": 978, + "cell_type": "markdown", "metadata": {}, + "source": [ + "# Looping the Curve Fitting Over Each Measurement" + ] + }, + { + "cell_type": "code", + "execution_count": 1060, + "metadata": { + "jupyter": { + "source_hidden": true + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - " 88%|████████▊ | 118/134 [00:02<00:00, 58.14it/s]/opt/anaconda3/envs/ds/lib/python3.7/site-packages/scipy/optimize/minpack.py:808: OptimizeWarning: Covariance of the parameters could not be estimated\n", + " 85%|████████▌ | 114/134 [00:01<00:00, 68.03it/s]/opt/anaconda3/envs/ds/lib/python3.7/site-packages/scipy/optimize/minpack.py:808: OptimizeWarning: Covariance of the parameters could not be estimated\n", " category=OptimizeWarning)\n", - "100%|██████████| 134/134 [00:02<00:00, 59.69it/s]" + "100%|██████████| 134/134 [00:01<00:00, 69.50it/s]" ] }, { @@ -352,9 +412,16 @@ "# Really bad devices, and bugged measurements will give errors" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Creating a Subset Dataframe" + ] + }, { "cell_type": "code", - "execution_count": 979, + "execution_count": 1061, "metadata": {}, "outputs": [ { @@ -397,88 +464,105 @@ " \n", " \n", " 0\n", + " C9SASD1_P3_S1\n", + " (2 of 2)\n", + " Illuminated IV2\n", + " 0.07\n", + " 3/12/2020\n", + " 6:29:40 PM\n", + " [-0.20107022, -0.19645989, -0.18471336, -0.175...\n", + " [0.0015316143, 0.0015280311, 0.0015303666, 0.0...\n", + " [-0.00030796204, -0.0003001968, -0.00028267916...\n", + " 17.1119\n", + " 75.4215\n", + " 21.9371\n", + " 1034.25\n", + " 861.504\n", + " \n", + " \n", + " 1\n", " C9SASD1_P3_S2\n", - " (1 of 2)\n", - " Illuminated IV1\n", + " (2 of 2)\n", + " Illuminated IV2\n", " 0.07\n", " 3/12/2020\n", " 6:30:17 PM\n", - " [-0.21423654, -0.20412804, -0.19537537, -0.185...\n", - " [0.0015873507, 0.0015749341, 0.0015716888, 0.0...\n", - " [-0.00034006854, -0.0003214882, -0.00030706928...\n", - " 12.2705\n", - " 58.1659\n", - " 21.5504\n", - " 978.897\n", - " 748.173\n", + " [-0.20356321, -0.1966825, -0.18516052, -0.1757...\n", + " [0.0015044122, 0.0015053173, 0.0015048028, 0.0...\n", + " [-0.000306243, -0.00029606954, -0.00027863006,...\n", + " 15.2561\n", + " 70.4663\n", + " 21.4979\n", + " 1007.09\n", + " 814.556\n", " \n", " \n", - " 1\n", + " 2\n", " C9SASD2_P1_S2\n", - " (1 of 2)\n", - " Illuminated IV1\n", + " (2 of 2)\n", + " Illuminated IV2\n", " 0.07\n", " 3/12/2020\n", " 6:34:58 PM\n", - " [-0.20127751, -0.19178408, -0.1843987, -0.1749...\n", - " [0.0015445619, 0.0015403, 0.0015402049, 0.0015...\n", - " [-0.0003108856, -0.000295405, -0.00028401177, ...\n", - " 14.4317\n", - " 63.9123\n", - " 21.8185\n", - " 1034.92\n", - " 832.622\n", + " [-0.21481754, -0.20019059, -0.19388454, -0.184...\n", + " [0.0016130671, 0.0016001149, 0.0015930269, 0.0...\n", + " [-0.00034651512, -0.00032032793, -0.0003088632...\n", + " 11.7836\n", + " 55.4981\n", + " 21.5052\n", + " 987.318\n", + " 747.763\n", " \n", " \n", - " 2\n", + " 3\n", " C9SASD2_P2_S3\n", - " (1 of 2)\n", - " Illuminated IV1\n", + " (2 of 2)\n", + " Illuminated IV2\n", " 0.07\n", " 3/12/2020\n", " 6:35:59 PM\n", - " [-0.20568283, -0.19189937, -0.18527938, -0.175...\n", - " [0.0015390625, 0.0015365505, 0.0015368719, 0.0...\n", - " [-0.00031655873, -0.00029486307, -0.0002847506...\n", - " 16.3223\n", - " 71.5209\n", - " 21.8782\n", - " 1043.12\n", - " 859.269\n", + " [-0.2130143, -0.20346706, -0.1947258, -0.18470...\n", + " [0.001607443, 0.0015953957, 0.0015877527, 0.00...\n", + " [-0.00034240834, -0.00032461045, -0.0003091764...\n", + " 12.2328\n", + " 57.9217\n", + " 21.5886\n", + " 978.27\n", + " 710.893\n", " \n", " \n", - " 3\n", + " 4\n", " C9SASD2_P3_S1\n", - " (1 of 2)\n", - " Illuminated IV1\n", + " (2 of 2)\n", + " Illuminated IV2\n", " 0.07\n", " 3/12/2020\n", " 6:36:19 PM\n", - " [-0.20408288, -0.19354317, -0.18459581, -0.175...\n", - " [0.0016005188, 0.0015923643, 0.0015867715, 0.0...\n", - " [-0.00032663852, -0.00030819123, -0.0002929113...\n", - " 8.74572\n", - " 46.156\n", - " 21.4213\n", - " 884.549\n", - " 615.746\n", + " [-0.21416849, -0.20286454, -0.19490713, -0.185...\n", + " [0.0016619107, 0.0016456845, 0.0016313442, 0.0...\n", + " [-0.00035592887, -0.00033385103, -0.0003179606...\n", + " 8.413\n", + " 45.6138\n", + " 21.0534\n", + " 876.057\n", + " 588.898\n", " \n", " \n", - " 4\n", + " 5\n", " C9SASD2_P2_S4\n", - " (1 of 2)\n", - " Illuminated IV1\n", + " (2 of 2)\n", + " Illuminated IV2\n", " 0.07\n", " 3/12/2020\n", " 6:36:43 PM\n", - " [-0.20215872, -0.19616593, -0.18443526, -0.174...\n", - " [0.0015320668, 0.001533055, 0.0015319431, 0.00...\n", - " [-0.00030972066, -0.00030073317, -0.0002825443...\n", - " 15.8898\n", - " 71.06\n", - " 21.8024\n", - " 1025.63\n", - " 842.463\n", + " [-0.21341418, -0.20388581, -0.1946303, -0.1843...\n", + " [0.00160689, 0.0015956877, 0.0015848281, 0.001...\n", + " [-0.0003429331, -0.0003253381, -0.00030845558,...\n", + " 12.3085\n", + " 58.7936\n", + " 21.3837\n", + " 979.018\n", + " 737.876\n", " \n", " \n", "\n", @@ -486,42 +570,47 @@ ], "text/plain": [ " Device Run Type Size Date Time \\\n", - "0 C9SASD1_P3_S2 (1 of 2) Illuminated IV1 0.07 3/12/2020 6:30:17 PM \n", - "1 C9SASD2_P1_S2 (1 of 2) Illuminated IV1 0.07 3/12/2020 6:34:58 PM \n", - "2 C9SASD2_P2_S3 (1 of 2) Illuminated IV1 0.07 3/12/2020 6:35:59 PM \n", - "3 C9SASD2_P3_S1 (1 of 2) Illuminated IV1 0.07 3/12/2020 6:36:19 PM \n", - "4 C9SASD2_P2_S4 (1 of 2) Illuminated IV1 0.07 3/12/2020 6:36:43 PM \n", + "0 C9SASD1_P3_S1 (2 of 2) Illuminated IV2 0.07 3/12/2020 6:29:40 PM \n", + "1 C9SASD1_P3_S2 (2 of 2) Illuminated IV2 0.07 3/12/2020 6:30:17 PM \n", + "2 C9SASD2_P1_S2 (2 of 2) Illuminated IV2 0.07 3/12/2020 6:34:58 PM \n", + "3 C9SASD2_P2_S3 (2 of 2) Illuminated IV2 0.07 3/12/2020 6:35:59 PM \n", + "4 C9SASD2_P3_S1 (2 of 2) Illuminated IV2 0.07 3/12/2020 6:36:19 PM \n", + "5 C9SASD2_P2_S4 (2 of 2) Illuminated IV2 0.07 3/12/2020 6:36:43 PM \n", "\n", " Voltage \\\n", - "0 [-0.21423654, -0.20412804, -0.19537537, -0.185... \n", - "1 [-0.20127751, -0.19178408, -0.1843987, -0.1749... \n", - "2 [-0.20568283, -0.19189937, -0.18527938, -0.175... \n", - "3 [-0.20408288, -0.19354317, -0.18459581, -0.175... \n", - "4 [-0.20215872, -0.19616593, -0.18443526, -0.174... \n", + "0 [-0.20107022, -0.19645989, -0.18471336, -0.175... \n", + "1 [-0.20356321, -0.1966825, -0.18516052, -0.1757... \n", + "2 [-0.21481754, -0.20019059, -0.19388454, -0.184... \n", + "3 [-0.2130143, -0.20346706, -0.1947258, -0.18470... \n", + "4 [-0.21416849, -0.20286454, -0.19490713, -0.185... \n", + "5 [-0.21341418, -0.20388581, -0.1946303, -0.1843... \n", "\n", " Current \\\n", - "0 [0.0015873507, 0.0015749341, 0.0015716888, 0.0... \n", - "1 [0.0015445619, 0.0015403, 0.0015402049, 0.0015... \n", - "2 [0.0015390625, 0.0015365505, 0.0015368719, 0.0... \n", - "3 [0.0016005188, 0.0015923643, 0.0015867715, 0.0... \n", - "4 [0.0015320668, 0.001533055, 0.0015319431, 0.00... \n", + "0 [0.0015316143, 0.0015280311, 0.0015303666, 0.0... \n", + "1 [0.0015044122, 0.0015053173, 0.0015048028, 0.0... \n", + "2 [0.0016130671, 0.0016001149, 0.0015930269, 0.0... \n", + "3 [0.001607443, 0.0015953957, 0.0015877527, 0.00... \n", + "4 [0.0016619107, 0.0016456845, 0.0016313442, 0.0... \n", + "5 [0.00160689, 0.0015956877, 0.0015848281, 0.001... \n", "\n", " Power PCE FF \\\n", - "0 [-0.00034006854, -0.0003214882, -0.00030706928... 12.2705 58.1659 \n", - "1 [-0.0003108856, -0.000295405, -0.00028401177, ... 14.4317 63.9123 \n", - "2 [-0.00031655873, -0.00029486307, -0.0002847506... 16.3223 71.5209 \n", - "3 [-0.00032663852, -0.00030819123, -0.0002929113... 8.74572 46.156 \n", - "4 [-0.00030972066, -0.00030073317, -0.0002825443... 15.8898 71.06 \n", + "0 [-0.00030796204, -0.0003001968, -0.00028267916... 17.1119 75.4215 \n", + "1 [-0.000306243, -0.00029606954, -0.00027863006,... 15.2561 70.4663 \n", + "2 [-0.00034651512, -0.00032032793, -0.0003088632... 11.7836 55.4981 \n", + "3 [-0.00034240834, -0.00032461045, -0.0003091764... 12.2328 57.9217 \n", + "4 [-0.00035592887, -0.00033385103, -0.0003179606... 8.413 45.6138 \n", + "5 [-0.0003429331, -0.0003253381, -0.00030845558,... 12.3085 58.7936 \n", "\n", " Jsc Voc Vmpp \n", - "0 21.5504 978.897 748.173 \n", - "1 21.8185 1034.92 832.622 \n", - "2 21.8782 1043.12 859.269 \n", - "3 21.4213 884.549 615.746 \n", - "4 21.8024 1025.63 842.463 " + "0 21.9371 1034.25 861.504 \n", + "1 21.4979 1007.09 814.556 \n", + "2 21.5052 987.318 747.763 \n", + "3 21.5886 978.27 710.893 \n", + "4 21.0534 876.057 588.898 \n", + "5 21.3837 979.018 737.876 " ] }, - "execution_count": 979, + "execution_count": 1061, "metadata": {}, "output_type": "execute_result" } @@ -553,7 +642,7 @@ "df_filter2 = df_filter1[df_filter1.Device.str.contains(\"SASD\")]\n", "\n", "# filter condition 3: #1 = reverse, #2 = forward, depends on actual settings when measurement taken\n", - "df_filter3 = df_filter2[df_filter2.Type.str.contains(\"1\")]\n", + "df_filter3 = df_filter2[df_filter2.Type.str.contains(\"2\")]\n", "\n", "df_filter3.reset_index(drop=True, inplace=True)\n", "\n", @@ -561,14 +650,21 @@ "df_filter3" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plotting the Subset" + ] + }, { "cell_type": "code", - "execution_count": 980, + "execution_count": 1062, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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" ] @@ -597,9 +693,20 @@ ] }, { - "cell_type": "code", - "execution_count": 963, + "cell_type": "markdown", "metadata": {}, + "source": [ + "# Looking for Maximums" + ] + }, + { + "cell_type": "code", + "execution_count": 1063, + "metadata": { + "jupyter": { + "source_hidden": true + } + }, "outputs": [], "source": [ "maxlist = []\n", @@ -609,8 +716,12 @@ }, { "cell_type": "code", - "execution_count": 964, - "metadata": {}, + "execution_count": 1064, + "metadata": { + "jupyter": { + "source_hidden": true + } + }, "outputs": [ { "data": { @@ -618,7 +729,7 @@ "[38]" ] }, - "execution_count": 964, + "execution_count": 1064, "metadata": {}, "output_type": "execute_result" } @@ -630,8 +741,13 @@ }, { "cell_type": "code", - "execution_count": 967, - "metadata": {}, + "execution_count": 1065, + "metadata": { + "collapsed": true, + "jupyter": { + "outputs_hidden": true + } + }, "outputs": [ { "data": { @@ -709,7 +825,7 @@ "38 21.9371 1034.25 861.504 " ] }, - "execution_count": 967, + "execution_count": 1065, "metadata": {}, "output_type": "execute_result" } @@ -717,13 +833,6 @@ "source": [ "Tracer[38:39]" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { From f7875fe996684e5da298452b041c176eb999e051 Mon Sep 17 00:00:00 2001 From: Deniz93 <49666626+Deniz93@users.noreply.github.com> Date: Wed, 25 Mar 2020 08:43:52 -0700 Subject: [PATCH 2/8] added quick summary statistics & removed inline definition of jvplotter --- FrgTools/.DS_Store | Bin 8196 -> 10244 bytes FrgTools/Example Notebooks/.DS_Store | Bin 8196 -> 10244 bytes .../Smartlab XRD Processing/.DS_Store | Bin 0 -> 10244 bytes .../Tracer JV Processing/JV_Plotter.ipynb | 945 +++++++++++------- .../frgtools/__pycache__/xrd.cpython-37.pyc | Bin 0 -> 4689 bytes 5 files changed, 593 insertions(+), 352 deletions(-) create mode 100644 FrgTools/Example Notebooks/Smartlab XRD Processing/.DS_Store create mode 100644 FrgTools/frgtools/__pycache__/xrd.cpython-37.pyc diff --git a/FrgTools/.DS_Store b/FrgTools/.DS_Store index 4add1f06ab373a9494fc1abf62f3cf54e2b27eda..c577e46c89c1e7239f12e76fc19481e3929df81e 100644 GIT binary patch literal 10244 zcmeHMYitx%6h2>h%?yuD5n-zoR@#P&1zW&YXpwEptBOKwfg+Ex+ZkYFx?6WZ@Uxf7H-A^l{eS16EAXTPxQ zPKYQOv_S@f4CH4(tlf)fF>R+Pb!M&KeO}4OcpaahZREvzysns=h;i@NV_mM}`Bhc# zqF~tY5hF)wnqe4YjSVeZ6Fn_{)K7Vh(d0UDw=(K)jis+!6AAa|bu_lxv3uIh2~CN( zA9dn(QaU@9&0W^7apG2@r!kR=Tb>-JMHw_r*Y$QY)Ymtswze`{J$GJzWw>u%RaIrU zwyL(jU)Ls;S1)MZ)Y*G^-xd8=?p4tu{l%cdoapxrEp*rGZc?Ea^kzbTFB7_Mj1DbX zYBaYw9f^30bGhAa7J3|cGvBUE+T9%GnvR5<>Wq8sW>H7f?MS&%-)?YS(b;SB?d`s} zy2MK){U+J5-8564eX-5`oNjv&_h#4eVx$#azLSW1tL>!6vNTeq0@C-7IrX%ur4=)0 z*VZ>29y_kkEE;bZmvGMFzO&h}ldF0h%ip>->UG$0%ZYDU)9rXp%(YwN(N4PvOLSd& zO`H@8wWVUtWhuw+HA^+^usN=9tT8z>MK_<))?55bE=*WrL`zyilS9)qZJp3JC2ek% z+9(fA*UhNb>Tz6Zh#5wuZhCs_Hh!_n^=zYBGcA3U8;#knQq47LH1h&|O}7e9Dd!n= zS`jMswvI$+C&%L{^?9L)X1=Cv6wh8B_52lGcAOtCVsD%r3au6T2FtQ7P18yv6)I0M zT-_8*Q%uunF4faYT1yu7&<@&7d+2`JPfyc9dWGJiL-Y>4OYhOg^aXuIU(+{qgnpu5 z=vQbc!g!p5si?r2I181i#(dOa0nS4cmg7RKz)Gw}J2oMP4s3&u6t<%m*WecHz)tMK zy?6+Z;c+~HC-EF!z>De^7G$7$zPit}c$u$;P^Apjbd?rt91N-@4Arv#6sqr!QTRM% z!l_eAD=MpN>LN#9ZO+@w0^G4ElfY8Qk%-D5M!w&}jN;(Y8=Ia>?TwwbfoHjKfoY_sPWCFTgmvGS}v*D%cC40L6! zU%=Lp3~B9f@ubj1qtRHTi)u3|7n8?DULs`2KC>9(jR_h0$gQno7>98_Usv@gI3%B0 z#8+T&W)YS_m_<5dF^kk>F^hD~W)`W+WfrN-XBMeG4zq|T{(@Ql;A2_Nvv}dMjMnoc zs*8G=V0O|jx{Ds516+>Z7%IkxU@f`&*@wGj((sY0T>v~B_6^Vm?jH+ zhAi$H)S@1Xu>{M|%*EXXQQYfc$)dgtNiOQ^a6NA1qP`RN;Sub|0X&MQ@hn~v$m8YO zpApPp!2EMMSB7O5yZhD9o8X0b^1>?{_ksm)@M zy85FmBB(9Wz*Z9FrRT875b!4^IL|Ql4)Mh1L&n{gjJcobH;h0bCZQOUQNpw`Jw2_N zi5i@Xc|5sklBiqC)0&IXidAxQ6XmIm1)J%li;?H?B&Q!&;cA}bTq`Fzx8gS3jysr6 z?jI7JHl#+wpuOw&Uf#3+vMRRMH+v_Zv`By0f2jXQ_7c W|M5Qq>|p&LtpESmRsKJ&|9=NrDD}Vq delta 926 zcmc(dPfrs;7{>R37G?)%rxK^7qE?_mv6L22DM^90s0RVjv;Wzwy!rw935>>z@yf}>*=|3BPBODI?{8<`_j&T}%tY_GjP;PdncwtSw=;JMJC&l3!U^gicVojPLR`i$et zwq;+ItITF^<4)c|ST~s~rL=rWD?Y5Y+3f5{C#Q=_vZzky6zz_tDr}F)HR9>ye8C{G zHC3z%A+>Oim(zGb+fZ4u{^O}WO5#N9LlhMg137I!&L{U^l z|8*#`@J;$I{g8f32e62vcNcHR%W)m4%PYV$v`jC&De( zWYQ>|lpPJ0eSPb2^a_CuuA0a$bi)h35E{fFh7raXCWKf+>NI9Bi+S9@B5n%7_k`dy zGRR^bWo%$m2!D!ac!8HX<7J{0mNThbE>p>`!_g@EP7GIzSk4h>Oy+iXlp RUuu25{eS(i;NSRB#9tIdz%T#+ diff --git a/FrgTools/Example Notebooks/.DS_Store b/FrgTools/Example Notebooks/.DS_Store index d82772fc25f7cc3613f12872399dd7b7bcd1fcd9..6c18c12a659dbfea3329bfb0bebb074b5cd6bb88 100644 GIT binary patch literal 10244 zcmeHMYit}>6+WNiBr`V;k5hNEcI{+|W5rFJWH)xaah~f(9xg43Vmq;uwC=8Vu!pQ? 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Please double check that your area (cm2) and measured current (A) are correct.'.format(max(j*1000)))\n", - "\n", - "\tv = np.asarray(v)\n", - "\tj = np.asarray(j)\n", - "\n", - "\tj = j[v >= 0]\n", - "\tv = v[v >= 0]\n", - "\tv = v[j >= 0]\n", - "\tj = j[j >= 0]\n", - "\t\n", - "\tp = np.multiply(v, j)\n", - "\tx = np.vstack((v,j))\n", - "\t\n", - "\tjsc = j[np.argmin(np.abs(v))]\n", - "\n", - "\tif diodes == 2:\n", - "\t\tinit_guess_ = [1e-12, 1e-12, 2, 1e3, jsc] #jo1, jo2, rs, rsh, jl\n", - "\t\tfor key, val in init_guess.items():\n", - "\t\t\tfor idx, choices in enumerate([['jo1', 'j01'], ['jo2', 'j02'], ['rs', 'rseries'], ['rsh', 'rshunt'], ['jl', 'jill', 'jilluminated']]):\n", - "\t\t\t\tif str.lower(key) in choices:\n", - "\t\t\t\t\tinit_guess_[idx] = val\n", - "\t\t\t\t\tbreak\n", - "\n", - "\t\tbounds_=[[0, 0, 0, 0, jsc*0.9], [np.inf, np.inf, np.inf, np.inf, jsc*1.1]]\n", - "\t\tfor key, vals in bounds.items():\n", - "\t\t\tfor idx, choices in enumerate([['jo1', 'j01'], ['jo2', 'j02'], ['rs', 'rseries'], ['rsh', 'rshunt'], ['jl', 'jill', 'jilluminated']]):\n", - "\t\t\t\tif str.lower(key) in choices:\n", - "\t\t\t\t\tbounds_[0][idx] = vals[0]\n", - "\t\t\t\t\tbounds_[1][idx] = vals[1]\n", - "\t\t\t\t\tbreak\n", - "\n", - "\t\tbest_vals, covar = curve_fit(_Light2Diode, x, x[1,:], p0 = init_guess_, maxfev = maxfev, bounds = bounds_, method = 'trf')\n", - "\t\t\n", - "\t\tresults = {\n", - "\t\t\t'jo1': best_vals[0],\n", - "\t\t\t'jo2': best_vals[1],\n", - "\t\t\t'rs': best_vals[2],\n", - "\t\t\t'rsh': best_vals[3],\n", - "\t\t\t'jl': best_vals[4],\n", - "\t\t\t'covar': covar\n", - "\t\t}\n", - "\t\tresults['jfit'] = _Light2Diode(x, results['jo1'], results['jo2'], results['rs'], results['rsh'], results['jl'])\n", - "\t\n", - "\telif diodes == 1:\n", - "\t\tinit_guess_ = [1e-12, 2, 1e3, jsc] #jo1, rs, rsh, jl\n", - "\t\tfor key, val in init_guess.items():\n", - "\t\t\tfor idx, choices in enumerate([['jo1', 'j01'], ['rs', 'rseries'], ['rsh', 'rshunt'], ['jl', 'jill', 'jilluminated']]):\n", - "\t\t\t\tif str.lower(key) in choices:\n", - "\t\t\t\t\tinit_guess_[idx] = val\n", - "\t\t\t\t\tbreak\n", - "\t\t\t\t\t\n", - "\t\tbounds_=[[0, 0, 0, 0], [np.inf, np.inf, np.inf, np.inf]]\n", - "\t\tfor key, vals in bounds.items():\n", - "\t\t\tfor idx, choices in enumerate([['jo1', 'j01'], ['rs', 'rseries'], ['rsh', 'rshunt'], ['jl', 'jill', 'jilluminated']]):\n", - "\t\t\t\tif str.lower(key) in choices:\n", - "\t\t\t\t\tbounds_[0][idx] = vals[0]\n", - "\t\t\t\t\tbounds_[1][idx] = vals[1]\n", - "\t\t\t\t\tbreak\n", - "\t\n", - "\t\tprint(init_guess_)\n", - "\t\tprint(bounds_)\n", - "\t\tbest_vals, covar = curve_fit(_Light1Diode, x, x[1,:], p0 = init_guess_, maxfev = maxfev, bounds = bounds_)\n", - "\t\t\n", - "\t\tresults = {\n", - "\t\t\t'jo1': best_vals[0],\n", - "\t\t\t'rs': best_vals[1],\n", - "\t\t\t'rsh': best_vals[2],\n", - "\t\t\t'jl': best_vals[3],\n", - "\t\t\t'covar': covar\n", - "\t\t}\n", - "\t\tresults['jfit'] = _Light1Diode(x, results['jo1'], results['rs'], results['rsh'], results['jl'])\n", - "\telse:\n", - "\t\tprint('Error: Invalid number of diodes requested for fitting. Diode must equal 1 or 2. User provided {0}. Diode equation not fit.'.format(diodes))\n", - "\t\tresults = {}\n", - "\n", - "\n", - "\n", - "\tif plot and len(results) > 0:\n", - "\t\tfig, ax = plt.subplots()\n", - "\t\tax.plot(v, j*1000, label = 'Measured')\n", - "\t\txlim0 = ax.get_xlim()\n", - "\t\tylim0 = ax.get_ylim()\n", - "\t\tax.plot(v, results['jfit']*1000, linestyle = '--', label = 'Fit')\n", - "\t\tax.set_xlim(xlim0)\n", - "\t\tax.set_ylim(ylim0)\n", - "\t\tax.set_xlabel('Voltage (V)')\n", - "\t\tax.set_ylabel('Current Density (mA/cm2)')\n", - "\t\tplt.show()\n", - "\t\n", - "\tresults['voc'] = v[np.argmin(np.abs(j))]\n", - "\tresults['jsc'] = j[np.argmin(np.abs(v))]\n", - "\tresults['vmpp'] = v[np.argmax(p)]\n", - "\tresults['pce'] = p.max()*10\n", - "\tresults['ff'] = p.max() / (results['voc']*results['jsc'])\t\n", - "\n", - "\treturn results\n", - "\n", - "def _Light2Diode(x, jo1, jo2, rs, rsh, jl):\n", - "\tv = x[0]\n", - "\tj_meas = x[1]\n", - "\t\n", - "\t#constants\n", - "\tq = 1.60217662e-19 #coulombs\n", - "\tk = 1.380649e-23 #J/K\n", - "\tT = 298.15 #assume room temperature\n", - "\n", - "\t#calculation\n", - "\td1 = jo1 * np.exp((q*(v+(j_meas*rs)))/(k*T))\n", - "\td2 = jo2 * np.exp((q*(v+(j_meas*rs)))/(2*k*T))\n", - "\tj = jl - d1 - d2 - (v+j_meas*rs)/rsh\n", - "\t\n", - "\treturn j\n", - "\n", - "def _Light1Diode(x, jo1, rs, rsh, jl):\n", - "\tv = x[0]\n", - "\tj_meas = x[1]\n", - "\t\n", - "\t#constants\n", - "\tq = 1.60217662e-19 #coulombs\n", - "\tk = 1.380649e-23 #J/K\n", - "\tT = 298.15 #assume room temperature\n", - "\n", - "\t#calculation\n", - "\td1 = jo1 * np.exp((q*(v+(j_meas*rs)))/(k*T))\n", - "\tj = jl - d1 - (v+j_meas*rs)/rsh\n", - "\t\n", - "\treturn j" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -198,30 +28,242 @@ }, { "cell_type": "code", - "execution_count": 1054, - "metadata": { - "jupyter": { - "source_hidden": true + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['/Volumes/GoogleDrive/My Drive/SPA/JV_Data/Data/20200312_Optimization.txt',\n", + " '/Volumes/GoogleDrive/My Drive/SPA/JV_Data/Data/20200312_Optimization.csv']" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" } - }, - "outputs": [], + ], "source": [ "fids = []\n", "for f in frgm.listdir('Data', display = False):\n", " if 'control' in f and '_rgb' not in f:\n", " continue\n", - " fids.append(f)" + " fids.append(f)\n", + "fids" ] }, { "cell_type": "code", - "execution_count": 1055, - "metadata": { - "jupyter": { - "source_hidden": true + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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0Run Id(1 of 2)NaNRun Id(2 of 2)NaNRun Id(1 of 2)NaNRun Id...NaNRun IdNaNNaNRun IdNaNNaNRun IdNaNNaN
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" + ], + "text/plain": [ + " 0 1 2 3 4 \\\n", + "0 Run Id (1 of 2) NaN Run Id (2 of 2) \n", + "1 Device C5SAED2_P1_S1 NaN Device C5SAED2_P1_S1 \n", + "2 Curve Illuminated IV1 NaN Curve Illuminated IV2 \n", + "3 Size [cm2] 0.07 NaN Size [cm2] 0.07 \n", + "4 Temperature [C] 25 NaN Temperature [C] 25 \n", + "\n", + " 5 6 7 8 9 ... 545 \\\n", + "0 NaN Run Id (1 of 2) NaN Run Id ... NaN \n", + "1 NaN Device C5SAED2_P2_S1 NaN Device ... NaN \n", + "2 NaN Curve Illuminated IV1 NaN Curve ... NaN \n", + "3 NaN Size [cm2] 0.07 NaN Size [cm2] ... NaN \n", + "4 NaN Temperature [C] 25 NaN Temperature [C] ... NaN \n", + "\n", + " 546 547 548 549 550 551 \\\n", + "0 Run Id NaN NaN Run Id NaN NaN \n", + "1 Device C5HC_1_P1_S1 NaN Device C5HC_1_P2_S1 NaN \n", + "2 Curve Dark Curve3 NaN Curve Dark Curve3 NaN \n", + "3 Size [cm2] 0.07 NaN Size [cm2] 0.07 NaN \n", + "4 Temperature [C] 25 NaN Temperature [C] 25 NaN \n", + "\n", + " 552 553 554 \n", + "0 Run Id NaN NaN \n", + "1 Device C5HC_1_P3_S1 NaN \n", + "2 Curve Dark Curve1 NaN \n", + "3 Size [cm2] 0.07 NaN \n", + "4 Temperature [C] 25 NaN \n", + "\n", + "[5 rows x 555 columns]" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" } - }, - "outputs": [], + ], "source": [ "# Use either frgm tool to load the file path or replace \"fids[0]\" with your file path\n", "# use regular csv read if you converted to csv\n", @@ -229,7 +271,8 @@ "# otherwise use:\n", "df = pd.read_csv(fids[0], delimiter=\"\\t\", header=None)\n", "df.drop(df.columns[len(df.columns)-1], axis=1, inplace=True)\n", - "row, col = df.shape" + "row, col = df.shape\n", + "df.head()" ] }, { @@ -241,12 +284,8 @@ }, { "cell_type": "code", - "execution_count": 1056, - "metadata": { - "jupyter": { - "source_hidden": true - } - }, + "execution_count": 90, + "metadata": {}, "outputs": [], "source": [ "Device = []\n", @@ -292,12 +331,8 @@ }, { "cell_type": "code", - "execution_count": 1057, - "metadata": { - "jupyter": { - "source_hidden": true - } - }, + "execution_count": 91, + "metadata": {}, "outputs": [], "source": [ "# Converting to object to hold arrays in a single cell\n", @@ -306,12 +341,8 @@ }, { "cell_type": "code", - "execution_count": 1058, - "metadata": { - "jupyter": { - "source_hidden": true - } - }, + "execution_count": 92, + "metadata": {}, "outputs": [], "source": [ "# Size gathering\n", @@ -320,12 +351,8 @@ }, { "cell_type": "code", - "execution_count": 1059, - "metadata": { - "jupyter": { - "source_hidden": true - } - }, + "execution_count": 93, + "metadata": {}, "outputs": [], "source": [ "for n in range(0, col,3):\n", @@ -352,26 +379,40 @@ }, { "cell_type": "code", - "execution_count": 1060, - "metadata": { - "jupyter": { - "source_hidden": true - } - }, + "execution_count": 94, + "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - " 85%|████████▌ | 114/134 [00:01<00:00, 68.03it/s]/opt/anaconda3/envs/ds/lib/python3.7/site-packages/scipy/optimize/minpack.py:808: OptimizeWarning: Covariance of the parameters could not be estimated\n", + " 24%|██▍ | 32/134 [00:00<00:01, 56.75it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Current seems too high (max = 0.053819987390722544 mA/cm2). Please double check that your area (cm2) and measured current (A) are correct.\n", + "Current seems too high (max = 0.0543927341433508 mA/cm2). Please double check that your area (cm2) and measured current (A) are correct.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 86%|████████▌ | 115/134 [00:01<00:00, 63.43it/s]/opt/anaconda3/envs/ds/lib/python3.7/site-packages/scipy/optimize/minpack.py:808: OptimizeWarning: Covariance of the parameters could not be estimated\n", " category=OptimizeWarning)\n", - "100%|██████████| 134/134 [00:01<00:00, 69.50it/s]" + "100%|██████████| 134/134 [00:02<00:00, 63.40it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ + "Current seems too high (max = 0.05231439801199095 mA/cm2). Please double check that your area (cm2) and measured current (A) are correct.\n", + "Current seems too high (max = 0.07167602889239788 mA/cm2). Please double check that your area (cm2) and measured current (A) are correct.\n", + "Current seems too high (max = 0.05036164075136184 mA/cm2). Please double check that your area (cm2) and measured current (A) are correct.\n", "line 124 is erroneous\n", "line 126 is erroneous\n", "line 128 is erroneous\n", @@ -398,7 +439,7 @@ "\n", "for t in tqdm(range(0, row1, 1)):\n", " try:\n", - " temp_dict = FitLight(Tracer.loc[t]['Voltage'], Tracer.loc[t]['Current'], np.float(Tracer.loc[t]['Size']), diodes = 2, plot = False, init_guess = {}, bounds = {}, maxfev = 5000, type = None)\n", + " temp_dict = jv.FitLight(Tracer.loc[t]['Voltage'], Tracer.loc[t]['Current'], np.float(Tracer.loc[t]['Size']), diodes = 2, plot = False, init_guess = {}, bounds = {}, maxfev = 5000, type = None)\n", " temp_list = list(temp_dict.values()) \n", " Tracer.at[t,'Voc']= temp_list[7]*1000\n", " Tracer.at[t,'Jsc']= temp_list[8]*1000\n", @@ -412,6 +453,177 @@ "# Really bad devices, and bugged measurements will give errors" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Summary Statistics" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PCEFFJscVocVmpp
count129.000000129.000000129.000000129.000000129.000000
mean9.65548967.50893219.195519763.146146601.205679
std5.18905383.5211734.524168340.119476266.944780
min0.00876626.2404020.0544647.6730896.501638
25%6.28592741.99313719.313435566.783547532.776952
50%10.57867357.52769320.981394941.652417710.177779
75%13.78178968.14539521.497187996.992707794.124663
max17.111892838.74010322.4169781044.183493939.388216
\n", + "
" + ], + "text/plain": [ + " PCE FF Jsc Voc Vmpp\n", + "count 129.000000 129.000000 129.000000 129.000000 129.000000\n", + "mean 9.655489 67.508932 19.195519 763.146146 601.205679\n", + "std 5.189053 83.521173 4.524168 340.119476 266.944780\n", + "min 0.008766 26.240402 0.054464 7.673089 6.501638\n", + "25% 6.285927 41.993137 19.313435 566.783547 532.776952\n", + "50% 10.578673 57.527693 20.981394 941.652417 710.177779\n", + "75% 13.781789 68.145395 21.497187 996.992707 794.124663\n", + "max 17.111892 838.740103 22.416978 1044.183493 939.388216" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stats_table = Tracer[['PCE', 'FF', 'Jsc', 'Voc', 'Vmpp']]\n", + "stats_table=stats_table.astype(str).astype(float)\n", + "stats_table.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ]],\n", + " dtype=object)" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpl.rc('axes', labelsize=14)\n", + "mpl.rc('xtick', labelsize=12)\n", + "mpl.rc('ytick', labelsize=12)\n", + "stats_table.hist(bins=5, figsize=(7,10))" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -421,7 +633,7 @@ }, { "cell_type": "code", - "execution_count": 1061, + "execution_count": 97, "metadata": {}, "outputs": [ { @@ -610,7 +822,7 @@ "5 21.3837 979.018 737.876 " ] }, - "execution_count": 1061, + "execution_count": 97, "metadata": {}, "output_type": "execute_result" } @@ -654,100 +866,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Plotting the Subset" + "## Quick Statistics " ] }, { "cell_type": "code", - "execution_count": 1062, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# filtered DataFrame to Plot\n", - "DF = df_filter3 \n", - "\n", - "for q in range (0, len(DF), 1):\n", - "\n", - " plt.plot(DF.loc[q]['Voltage'],DF.loc[q]['Current']/np.float(DF.loc[q]['Size'])*1000, label=DF.loc[q]['Device']+ ' PCE='+ str(round(DF.loc[q]['PCE'],2)))\n", - "# plt.plot(DF.loc[q]['Voltage'],DF.loc[q]['Power']/np.float(DF.loc[q]['Size'])*1000, label=DF.loc[q]['Device']+' '+'Power Curve')\n", - "\n", - "plt.legend()\n", - "plt.title('JV')\n", - "plt.ylim(0,25)\n", - "plt.xlim(0,1.2)\n", - "\n", - "plt.ylabel('Current Density mA/cm2')\n", - "plt.xlabel('Voltage Vucsd ')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", + "execution_count": 98, "metadata": {}, - "source": [ - "# Looking for Maximums" - ] - }, - { - "cell_type": "code", - "execution_count": 1063, - "metadata": { - "jupyter": { - "source_hidden": true - } - }, - "outputs": [], - "source": [ - "maxlist = []\n", - "for n in range(np.size(Tracer['PCE'])):\n", - " maxlist.append(round(Tracer['PCE'][n],2))" - ] - }, - { - "cell_type": "code", - "execution_count": 1064, - "metadata": { - "jupyter": { - "source_hidden": true - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[38]" - ] - }, - "execution_count": 1064, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "m = max(maxlist)\n", - "[i for i, j in enumerate(maxlist) if j == m]" - ] - }, - { - "cell_type": "code", - "execution_count": 1065, - "metadata": { - "collapsed": true, - "jupyter": { - "outputs_hidden": true - } - }, "outputs": [ { "data": { @@ -770,15 +895,6 @@ " \n", " \n", " \n", - " Device\n", - " Run\n", - " Type\n", - " Size\n", - " Date\n", - " Time\n", - " Voltage\n", - " Current\n", - " Power\n", " PCE\n", " FF\n", " Jsc\n", @@ -788,50 +904,175 @@ " \n", " \n", " \n", - " 38\n", - " C9SASD1_P3_S1\n", - " (2 of 2)\n", - " Illuminated IV2\n", - " 0.07\n", - " 3/12/2020\n", - " 6:29:40 PM\n", - " [-0.20107022, -0.19645989, -0.18471336, -0.175...\n", - " [0.0015316143, 0.0015280311, 0.0015303666, 0.0...\n", - " [-0.00030796204, -0.0003001968, -0.00028267916...\n", - " 17.1119\n", - " 75.4215\n", - " 21.9371\n", - " 1034.25\n", - " 861.504\n", + " count\n", + " 6.000000\n", + " 6.000000\n", + " 6.000000\n", + " 6.000000\n", + " 6.000000\n", + " \n", + " \n", + " mean\n", + " 12.850978\n", + " 60.619165\n", + " 21.494314\n", + " 976.999501\n", + " 743.581712\n", + " \n", + " \n", + " std\n", + " 3.015018\n", + " 10.752393\n", + " 0.286956\n", + " 53.821919\n", + " 93.796131\n", + " \n", + " \n", + " min\n", + " 8.412999\n", + " 45.613801\n", + " 21.053402\n", + " 876.056910\n", + " 588.898480\n", + " \n", + " \n", + " 25%\n", + " 11.895897\n", + " 56.104000\n", + " 21.412256\n", + " 978.457123\n", + " 717.638746\n", + " \n", + " \n", + " 50%\n", + " 12.270611\n", + " 58.357661\n", + " 21.501542\n", + " 983.168095\n", + " 742.819279\n", + " \n", + " \n", + " 75%\n", + " 14.519227\n", + " 67.548105\n", + " 21.567733\n", + " 1002.145916\n", + " 797.857448\n", + " \n", + " \n", + " max\n", + " 17.111892\n", + " 75.421501\n", + " 21.937105\n", + " 1034.245253\n", + " 861.504495\n", " \n", " \n", "\n", "" ], "text/plain": [ - " Device Run Type Size Date Time \\\n", - "38 C9SASD1_P3_S1 (2 of 2) Illuminated IV2 0.07 3/12/2020 6:29:40 PM \n", - "\n", - " Voltage \\\n", - "38 [-0.20107022, -0.19645989, -0.18471336, -0.175... \n", - "\n", - " Current \\\n", - "38 [0.0015316143, 0.0015280311, 0.0015303666, 0.0... \n", - "\n", - " Power PCE FF \\\n", - "38 [-0.00030796204, -0.0003001968, -0.00028267916... 17.1119 75.4215 \n", - "\n", - " Jsc Voc Vmpp \n", - "38 21.9371 1034.25 861.504 " + " PCE FF Jsc Voc Vmpp\n", + "count 6.000000 6.000000 6.000000 6.000000 6.000000\n", + "mean 12.850978 60.619165 21.494314 976.999501 743.581712\n", + "std 3.015018 10.752393 0.286956 53.821919 93.796131\n", + "min 8.412999 45.613801 21.053402 876.056910 588.898480\n", + "25% 11.895897 56.104000 21.412256 978.457123 717.638746\n", + "50% 12.270611 58.357661 21.501542 983.168095 742.819279\n", + "75% 14.519227 67.548105 21.567733 1002.145916 797.857448\n", + "max 17.111892 75.421501 21.937105 1034.245253 861.504495" ] }, - "execution_count": 1065, + "execution_count": 98, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "Tracer[38:39]" + "stats_table = df_filter3[['PCE', 'FF', 'Jsc', 'Voc', 'Vmpp']]\n", + "stats_table=stats_table.astype(str).astype(float)\n", + "stats_table.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ]],\n", + " dtype=object)" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpl.rc('axes', labelsize=14)\n", + "mpl.rc('xtick', labelsize=12)\n", + "mpl.rc('ytick', labelsize=12)\n", + "stats_table.hist(bins=5, figsize=(7,10))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plotting the Subset" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# filtered DataFrame to Plot\n", + "DF = df_filter3 \n", + "\n", + "for q in range (0, len(DF), 1):\n", + "\n", + " plt.plot(DF.loc[q]['Voltage'],DF.loc[q]['Current']/np.float(DF.loc[q]['Size'])*1000, label=DF.loc[q]['Device']+ ' PCE='+ str(round(DF.loc[q]['PCE'],2)))\n", + "# plt.plot(DF.loc[q]['Voltage'],DF.loc[q]['Power']/np.float(DF.loc[q]['Size'])*1000, label=DF.loc[q]['Device']+' '+'Power Curve')\n", + "\n", + "plt.legend()\n", + "plt.title('JV')\n", + "plt.ylim(0,25)\n", + "plt.xlim(0,1.2)\n", + "\n", + "plt.ylabel('Current Density mA/cm2')\n", + "plt.xlabel('Voltage Vucsd ')\n", + "plt.show()" ] } ], diff --git a/FrgTools/frgtools/__pycache__/xrd.cpython-37.pyc b/FrgTools/frgtools/__pycache__/xrd.cpython-37.pyc new file mode 100644 index 0000000000000000000000000000000000000000..d008739f3692f8fd9be02d49f857043bced9f65e GIT binary patch literal 4689 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9806 bytes .../frgtools/__pycache__/misc.cpython-37.pyc | Bin 3418 -> 3421 bytes 3 files changed, 129 insertions(+), 149 deletions(-) diff --git a/FrgTools/Example Notebooks/Tracer JV Processing/JV_Plotter.ipynb b/FrgTools/Example Notebooks/Tracer JV Processing/JV_Plotter.ipynb index 723ed48..65677ab 100644 --- a/FrgTools/Example Notebooks/Tracer JV Processing/JV_Plotter.ipynb +++ b/FrgTools/Example Notebooks/Tracer JV Processing/JV_Plotter.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 87, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -16,7 +16,8 @@ "import pandas as pd\n", "import os\n", "from scipy.optimize import curve_fit\n", - "from tqdm import tqdm" + "from tqdm import tqdm\n", + "import seaborn as sns" ] }, { @@ -28,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -38,7 +39,7 @@ " '/Volumes/GoogleDrive/My Drive/SPA/JV_Data/Data/20200312_Optimization.csv']" ] }, - "execution_count": 88, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -54,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -259,7 +260,7 @@ "[5 rows x 555 columns]" ] }, - "execution_count": 89, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -284,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -331,7 +332,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -341,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -351,7 +352,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -379,14 +380,14 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - " 24%|██▍ | 32/134 [00:00<00:01, 56.75it/s]" + " 28%|██▊ | 37/134 [00:00<00:01, 56.41it/s]" ] }, { @@ -401,9 +402,9 @@ "name": "stderr", "output_type": "stream", "text": [ - " 86%|████████▌ | 115/134 [00:01<00:00, 63.43it/s]/opt/anaconda3/envs/ds/lib/python3.7/site-packages/scipy/optimize/minpack.py:808: OptimizeWarning: Covariance of the parameters could not be estimated\n", + " 85%|████████▌ | 114/134 [00:01<00:00, 65.54it/s]/opt/anaconda3/envs/ds/lib/python3.7/site-packages/scipy/optimize/minpack.py:808: OptimizeWarning: Covariance of the parameters could not be estimated\n", " category=OptimizeWarning)\n", - "100%|██████████| 134/134 [00:02<00:00, 63.40it/s]" + " 97%|█████████▋| 130/134 [00:02<00:00, 65.01it/s]" ] }, { @@ -416,7 +417,20 @@ "line 124 is erroneous\n", "line 126 is erroneous\n", "line 128 is erroneous\n", - "line 131 is erroneous\n", + "line 131 is erroneous\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 134/134 [00:02<00:00, 63.66it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "line 133 is erroneous\n", "the rest should be ok\n" ] @@ -457,12 +471,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Summary Statistics" + "## Quick Summary Statistics" ] }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 67, "metadata": {}, "outputs": [ { @@ -496,85 +510,85 @@ " \n", " \n", " count\n", - " 129.000000\n", - " 129.000000\n", - " 129.000000\n", - " 129.000000\n", - " 129.000000\n", + " 82.000000\n", + " 82.000000\n", + " 82.000000\n", + " 82.000000\n", + " 82.000000\n", " \n", " \n", " mean\n", - " 9.655489\n", - " 67.508932\n", - " 19.195519\n", - " 763.146146\n", - " 601.205679\n", + " 12.087070\n", + " 59.542556\n", + " 20.889539\n", + " 959.097969\n", + " 726.822863\n", " \n", " \n", " std\n", - " 5.189053\n", - " 83.521173\n", - " 4.524168\n", - " 340.119476\n", - " 266.944780\n", + " 2.951042\n", + " 10.243351\n", + " 1.297239\n", + " 68.149901\n", + " 99.185757\n", " \n", " \n", " min\n", - " 0.008766\n", - " 26.240402\n", - " 0.054464\n", - " 7.673089\n", - " 6.501638\n", + " 5.636507\n", + " 38.075549\n", + " 13.859022\n", + " 744.395375\n", + " 429.388463\n", " \n", " \n", " 25%\n", - " 6.285927\n", - " 41.993137\n", - " 19.313435\n", - " 566.783547\n", - " 532.776952\n", + " 10.102678\n", + " 53.303806\n", + " 20.668328\n", + " 931.685194\n", + " 662.790984\n", " \n", " \n", " 50%\n", - " 10.578673\n", - " 57.527693\n", - " 20.981394\n", - " 941.652417\n", - " 710.177779\n", + " 12.331997\n", + " 60.605747\n", + " 21.268424\n", + " 978.647321\n", + " 743.389904\n", " \n", " \n", " 75%\n", - " 13.781789\n", - " 68.145395\n", - " 21.497187\n", - " 996.992707\n", - " 794.124663\n", + " 14.372015\n", + " 68.197149\n", + " 21.547858\n", + " 1012.898982\n", + " 811.266929\n", " \n", " \n", " max\n", " 17.111892\n", - " 838.740103\n", + " 75.875324\n", " 22.416978\n", - " 1044.183493\n", - " 939.388216\n", + " 1043.120503\n", + " 861.504495\n", " \n", " \n", "\n", "" ], "text/plain": [ - " PCE FF Jsc Voc Vmpp\n", - "count 129.000000 129.000000 129.000000 129.000000 129.000000\n", - "mean 9.655489 67.508932 19.195519 763.146146 601.205679\n", - "std 5.189053 83.521173 4.524168 340.119476 266.944780\n", - "min 0.008766 26.240402 0.054464 7.673089 6.501638\n", - "25% 6.285927 41.993137 19.313435 566.783547 532.776952\n", - "50% 10.578673 57.527693 20.981394 941.652417 710.177779\n", - "75% 13.781789 68.145395 21.497187 996.992707 794.124663\n", - "max 17.111892 838.740103 22.416978 1044.183493 939.388216" + " PCE FF Jsc Voc Vmpp\n", + "count 82.000000 82.000000 82.000000 82.000000 82.000000\n", + "mean 12.087070 59.542556 20.889539 959.097969 726.822863\n", + "std 2.951042 10.243351 1.297239 68.149901 99.185757\n", + "min 5.636507 38.075549 13.859022 744.395375 429.388463\n", + "25% 10.102678 53.303806 20.668328 931.685194 662.790984\n", + "50% 12.331997 60.605747 21.268424 978.647321 743.389904\n", + "75% 14.372015 68.197149 21.547858 1012.898982 811.266929\n", + "max 17.111892 75.875324 22.416978 1043.120503 861.504495" ] }, - "execution_count": 95, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" } @@ -587,30 +601,14 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 68, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", - "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -621,7 +619,19 @@ "mpl.rc('axes', labelsize=14)\n", "mpl.rc('xtick', labelsize=12)\n", "mpl.rc('ytick', labelsize=12)\n", - "stats_table.hist(bins=5, figsize=(7,10))" + "# stats_table.hist(bins=5, figsize=(7,10)) # a quick and dirty histogram\n", + "\n", + "mpl.rc('axes', labelsize=40)\n", + "mpl.rc('xtick', labelsize=30)\n", + "mpl.rc('ytick', labelsize=20)\n", + "f, axes = plt.subplots(1, 5, figsize=(50,10))\n", + "sns.set_style(\"darkgrid\")\n", + "sns.boxplot(stats_table['PCE'], orient='v' , ax=axes[0], color=\"blue\")\n", + "sns.boxplot(stats_table['FF'], orient='v' , ax=axes[1], color=\"orange\")\n", + "sns.boxplot(stats_table['Jsc'], orient='v' , ax=axes[2], color=\"yellow\")\n", + "sns.boxplot(stats_table['Voc'], orient='v' , ax=axes[3], color=\"green\")\n", + "sns.boxplot(stats_table['Vmpp'], orient='v' , ax=axes[4], color = \"cyan\")\n", + "plt.show()" ] }, { @@ -633,7 +643,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 69, "metadata": {}, "outputs": [ { @@ -759,23 +769,6 @@ " 876.057\n", " 588.898\n", " \n", - " \n", - " 5\n", - " C9SASD2_P2_S4\n", - " (2 of 2)\n", - " Illuminated IV2\n", - " 0.07\n", - " 3/12/2020\n", - " 6:36:43 PM\n", - " [-0.21341418, -0.20388581, -0.1946303, -0.1843...\n", - " [0.00160689, 0.0015956877, 0.0015848281, 0.001...\n", - " [-0.0003429331, -0.0003253381, -0.00030845558,...\n", - " 12.3085\n", - " 58.7936\n", - " 21.3837\n", - " 979.018\n", - " 737.876\n", - " \n", " \n", "\n", "" @@ -787,7 +780,6 @@ "2 C9SASD2_P1_S2 (2 of 2) Illuminated IV2 0.07 3/12/2020 6:34:58 PM \n", "3 C9SASD2_P2_S3 (2 of 2) Illuminated IV2 0.07 3/12/2020 6:35:59 PM \n", "4 C9SASD2_P3_S1 (2 of 2) Illuminated IV2 0.07 3/12/2020 6:36:19 PM \n", - "5 C9SASD2_P2_S4 (2 of 2) Illuminated IV2 0.07 3/12/2020 6:36:43 PM \n", "\n", " Voltage \\\n", "0 [-0.20107022, -0.19645989, -0.18471336, -0.175... \n", @@ -795,7 +787,6 @@ "2 [-0.21481754, -0.20019059, -0.19388454, -0.184... \n", "3 [-0.2130143, -0.20346706, -0.1947258, -0.18470... \n", "4 [-0.21416849, -0.20286454, -0.19490713, -0.185... \n", - "5 [-0.21341418, -0.20388581, -0.1946303, -0.1843... \n", "\n", " Current \\\n", "0 [0.0015316143, 0.0015280311, 0.0015303666, 0.0... \n", @@ -803,7 +794,6 @@ "2 [0.0016130671, 0.0016001149, 0.0015930269, 0.0... \n", "3 [0.001607443, 0.0015953957, 0.0015877527, 0.00... \n", "4 [0.0016619107, 0.0016456845, 0.0016313442, 0.0... \n", - "5 [0.00160689, 0.0015956877, 0.0015848281, 0.001... \n", "\n", " Power PCE FF \\\n", "0 [-0.00030796204, -0.0003001968, -0.00028267916... 17.1119 75.4215 \n", @@ -811,18 +801,16 @@ "2 [-0.00034651512, -0.00032032793, -0.0003088632... 11.7836 55.4981 \n", "3 [-0.00034240834, -0.00032461045, -0.0003091764... 12.2328 57.9217 \n", "4 [-0.00035592887, -0.00033385103, -0.0003179606... 8.413 45.6138 \n", - "5 [-0.0003429331, -0.0003253381, -0.00030845558,... 12.3085 58.7936 \n", "\n", " Jsc Voc Vmpp \n", "0 21.9371 1034.25 861.504 \n", "1 21.4979 1007.09 814.556 \n", "2 21.5052 987.318 747.763 \n", "3 21.5886 978.27 710.893 \n", - "4 21.0534 876.057 588.898 \n", - "5 21.3837 979.018 737.876 " + "4 21.0534 876.057 588.898 " ] }, - "execution_count": 97, + "execution_count": 69, "metadata": {}, "output_type": "execute_result" } @@ -847,31 +835,30 @@ "Tracer.reset_index(drop=True, inplace=True)\n", "\n", "# plotting a subset of experiment\n", - "# filter condition 1:\n", - "df_filter1 = Tracer[Tracer.Device.str.contains(\"9\")]\n", - "\n", - "# filter condition 2:\n", - "df_filter2 = df_filter1[df_filter1.Device.str.contains(\"SASD\")]\n", + "filter_1 = \"9\"\n", + "filter_2 = \"SASD\"\n", + "filter_3 = \"2\" #scan direction , depends on measurement setting\n", "\n", - "# filter condition 3: #1 = reverse, #2 = forward, depends on actual settings when measurement taken\n", - "df_filter3 = df_filter2[df_filter2.Type.str.contains(\"2\")]\n", "\n", + "df_filter1 = Tracer[Tracer.Device.str.contains(filter_1)]\n", + "df_filter2 = df_filter1[df_filter1.Device.str.contains(filter_2)]\n", + "df_filter3 = df_filter2[df_filter2.Type.str.contains(filter_3)]\n", "df_filter3.reset_index(drop=True, inplace=True)\n", "\n", "# observing your dataset before plotting\n", - "df_filter3" + "df_filter3.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Quick Statistics " + "## Summary Statistics " ] }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 70, "metadata": {}, "outputs": [ { @@ -983,7 +970,7 @@ "max 17.111892 75.421501 21.937105 1034.245253 861.504495" ] }, - "execution_count": 98, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" } @@ -996,30 +983,14 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 71, "metadata": {}, "outputs": [ { "data": { + "image/png": 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CcAEAjEJwAQCMYmtOo8rKSi1cuFDbt29X586dNWHCBA0bNqxOO8uy9O6772rNmjWSpJtvvln333+/QkJC/Fs10MEx5oCGNSu4cnNzZbPZlJOTo6KiIs2ZM0fJyclKSkqq1c7pdGrz5s36/e9/r5CQEL344ouKi4vTbbfd1irFAx0VYw5oWJOnCl0ulzZt2qTx48fLbrerb9++GjRokNauXVunbWFhoe666y51795d3bp101133aXCwsJWKRzoqBhzQOOaDK6ysjKFhYUpISHBNy85OVkHDhyo0/bAgQNKTk5ush2AhjHmgMY1earQ5XIpMjKy1ryoqCi5XK5620ZFRdVpZ1lWnXPuTqdTTqdTkpSdnV1rkNax6tOmykRHwXPNmAOa0OQRl91uV1VVVa15VVVVstvtTbY9266+D4rT0tKUnZ2t7OzsH1O33zzzzDMB3b4/daS+SB2vP83V0cdcS5j2N2BSvSbVeq4mg6tnz57yeDwqKyvzzSsuLq7zIbEkJSUlqaioyDddVFRUbzsADWPMAY1r1hFXSkqKli5dKpfLpd27d2vz5s0aMWJEnbYjRozQqlWrdOzYMR07dkwrV67UyJEjW6VwoKNizAGNC5s1a9asphpdddVV2rhxo3Jzc7VlyxY9/PDDuvrqq7Vr1y49+eSTuueeeyRJffr0UXl5uRYtWqQPP/xQQ4cO1U9/+tN2/52SPn36BLoEv+lIfZE6Xn+aq6OPuZYw7W/ApHpNqvWHQizLsgJdBAAAzcUtnwAARiG4AABGadYtnzqCWbNmae/evQoN/T6ru3XrpldffVWS9PHHH+u9997TyZMndfXVV2vGjBmKjo4OZLnNsn79euXl5am8vFwxMTGaMWOG+vXrpx07dujNN99UeXm5LrvsMs2YMUMXXnhhoMtt0AMPPFBr2u126/bbb9ekSZMkybj+4D+qq6uVm5urHTt2qLKyUvHx8ZowYYKuvfZa1dTU6NVXX9W+fft05MgR/frXv1b//v1bvB5JOnz4sB599FF16tTJ95j09HRlZGS0ea1S4683kn9ec/xZb2Nj0B/71u+sIPHrX//acjqddebv37/feuCBB6ydO3daVVVV1h//+Edr7ty5AaiwZbZt22ZNnz7d2rNnj+XxeKyjR49aR48etSoqKqwHH3zQ2rBhg3XmzBnrnXfesZ599tlAl9tsVVVV1sSJE62dO3dalmUZ359gV1VVZS1dutQ6dOiQ5fF4rE8//dR64IEHrEOHDlnV1dXWypUrrV27dllZWVnWF1988aPWY1mWdejQIWvcuHFWTU1NwGu1rIZfbyzLf685/qz33PX+cAz6Y9/6W9CfKly3bp0GDhyoK6+8Una7XePHj9emTZvqfAG0vVm2bJkyMjJ0+eWXKzQ0VN26dVO3bt30ySefKCkpSUOGDFFERITGjRunoqIilZaWBrrkZtm4caO6du2qfv36SZLx/Ql2drtdmZmZiouLU2hoqAYOHKi4uDjt27dPNptNo0ePVt++fX1HJj9mPe2t1qb46zWnteo9dwy2R0FzqlCS3nvvPb333ntKSEjQfffdp/79+6ukpESXX365r02PHj1ks9lUVlbWbi8V9Xq9+vrrrzVo0CA99thjqq6u1vXXX68HHnigzr3r7Ha7evTooQMHDigxMTGAVTdPYWGhRowY4buc2/T+oLbjx4+rrKzsvL8k3dB6ZsyYoZCQEA0YMEATJ05Uly5dAlZrfa83klrtNcdf+/bcMXiWP/ft+Qqa4Lr//vvVq1cv2Ww2rV+/Xr/97W/1u9/9rs693qTv7/fWno+4jh8/Lo/Ho40bN+qFF15QWFiYfv/73ys/P18ul6vOH1RD97lrb44cOaIvv/xS06dP980zuT+oraamRvPmzdPIkSPP601Hfevp0qWL5syZo969e+vkyZN68803NW/ePP3yl78MSK0Nvd706NGjVV5z/LVv6xuD/t63/hA0pwovu+wyRUZGKjw8XKmpqbriiiu0ZcuWBu8Ld+5NTtuTiIgISdIdd9yh2NhYdenSRaNHj26wP6dPn673Pnftzdq1a9W3b1/FxcX55pncH/yH1+vV/PnzZbPZfBfd+HM9drtdl1xyicLCwhQTE6PJkydr27ZtPyoM/FFrQ683Z2v152uOv/at1PAY9Ne+9ZegCa5zhYSEyLIs9erVS8XFxb75hw4dUnV1tXr27BnA6hoXHR2t7t271zqUP/t7UlJSrf64XC4dOnTIiPvXrV27ts7tikzuD75nWZYWLVqkiooKPfXUU7LZftyJnh+zHquF91fwV63nOvt6I8mvrzn+rre+MdjYtgMlKILr1KlT2rp1q9xutzwej9atW6ddu3bpmmuu0fDhw/XZZ59p165dcrlcWrp0qVJSUtr1EZckpaamavXq1aqoqFBlZaVWrVql6667ToMHD9b+/fu1ceNGud1u5eXlKTk5ud1/HrRnzx4dO3ZMQ4YMqTXf1P7gP3JyclRaWqqnn37ad7bgrOrqarndbknfn+5yu90NviA2tp69e/fq4MGD8nq9OnnypN5++23179+/zim5tqi1sdcbSX59zfHXvpUaHoP+2rf+FBS3fDpx4oTmzJmj0tJShYaGKjExUePHj9eAAQMkff+dinfffVeVlZXGfI+rpqZGixcv1scff6zw8HANGTJEEydOVEREhLZv36633npLR44c8X3v6YeH/u3RG2+8oTNnzuixxx6rs8zE/uB7R44c0cyZMxUeHl7r6rapU6dq+PDhmjlzpo4cOVLrMfPnz1dcXJz++te/avfu3Xr22WebXM/HH3+sP//5zzpx4oQiIyN9FxDExMS0ea1Nvd5I/nnN8Ve9ZzU0Bv2xb/0tKIILANBxBMWpQgBAx0FwAQCMQnABAIxCcAEAjEJwAQCMQnABAIxCcAEAjEJwAQCMQnABAIxCcAEAjEJwAQCMQnAZ4uGHH1ZISIhCQkJks9mUnJysadOm6ejRo742//rXvzR27FjFx8f7/ofOxIkT9fnnn/vanF3HuT+PPvpoILoFAC1GcBlk+PDhKisrU1FRkV577TXl5+frwQcflCS9/fbbGj58uCIiIvTuu+9q165dWrp0qXr37q3/+q//qrWe+fPnq6ysrNbPnDlzAtElICDS09M1ePDgepe5XC5169ZNv/rVr9q4KjSXf/5LGtpERESEevToIen7f0b3xRdf6Pnnn1dpaammT5+uKVOmaNGiRb72F198sQYNGqTvvvuu1nq6du3qWw8QjKZOnaoxY8Zo27Zt+slPflJrWX5+vioqKjRlypQAVYemcMRlsMjISHm9Xr311ls6c+ZMg+8QY2Nj27gyoH278847ddFFFyknJ6fOspycHN12223q3bu3evfureeee07Tp09XTEyM4uLiNH/+fN//rYqNjVViYqLmz59fax0hISF69dVXde+99+qCCy5QYmKiXn311Ra3QQMsGOGhhx6ybrnlFt/0zp07rT59+lgpKSnW9OnTrS5dujRrPZKsTp06WRdccEGtn7/85S+tVTrQLs2ePduKiYmxTp8+7Zv31VdfWZKsv/71r5ZlWVZycrLVtWtX65VXXrH27t1rvfjii5Yk68477/TNe+mll6yQkBBr586dvvVIsmJjY63XXnvN2rNnj/XHP/7RCgsLs/72t7+1qA3qR3AZ4qGHHrLCwsKsCy64wLLb7VZISIiVlpZmff3119a0adNaFFwvv/yytXfv3lo/J0+ebOUeAO1LSUmJFRYWZv3pT3/yzfvFL35h9ezZ06qurrYs6/vgSk9P9y33eDxW586drTFjxtSaFxMTY82bN883T5I1ceLEWtv72c9+Zg0bNqxFbVA/ThUaJCUlRVu3btWuXbvkcrn0z3/+U3369NEVV1yhEydOqKSkpFnriY+P16WXXlrrp6X/NhwwXWJiokaPHu07XVhdXa3Fixdr0qRJstn+8/H/Dz8DCw0N1YUXXqgBAwbUmhcXF6fDhw/XWv+QIUNqTQ8dOlQ7d+5scRvURXAZJDIyUpdeeql69+6tiIgI3/xx48apU6dO+s1vflPv4869OAPA96ZOnaqPP/5Yu3bt0ooVK1ReXl7noozw8PBa0yEhIfXO83q9rV4vvkdwdQBnPxzOycnRfffdp48++khFRUX6/PPP9etf/1rp6em12ldUVOjbb7+t9XP8+PEAVQ8Ezg8v0sjNzfVdlOEPGzdurDW9YcMGXXnllS1ug7q4HL6DmDJlivr27auXX35ZP/vZz1RRUaHExEQNGzZMr732Wq22jz76aJ0vHI8ePVorV65sy5KBgAsNDdXkyZP1hz/8QSdPnlReXp7f1r1y5UrNnz9ft99+u1avXq2lS5fq/fffb3Eb1EVwGWLx4sVNthk2bJiGDRvWaBvLsvxUEdAxTJ48WS+88ILi4+N11113+W29zz//vJxOp37xi1+oa9eu+t3vfqexY8e2uA3qIrgABLXExETV1NTUu6yoqKjOvH//+9915u3evbvOPIfDob/97W+Nbrs5bVAXn3EBAIxCcAEAjBJi8aEHAMAgHHEBAIxCcAEAjEJwAQCM0m4uhz948GCgS/BxOBwqLy8PdBnNZlq9knk1OxyOWrfZ6gh+zJgz7XlrqY7eP8msPiYkJNQ7nyMuAIBRmjziqq6uVm5urnbs2KHKykrFx8drwoQJuvbaa+ttv3LlSi1fvlxut1spKSnKysqqc0NKAP7z2muv6YsvvtCZM2cUExOju+++W7fcckugywJaTZPB5fF41L17d82aNUsOh0NbtmzR3Llz9fLLLysuLq5W261bt2r58uV6/vnnFRsbq5dfflnLli3T/fff32odAILd2LFjNX36dIWHh6u0tFSzZs3SxRdfrD59+gS6NKBVNHmq0G63KzMzU3FxcQoNDdXAgQMVFxenffv21WlbWFiom266SUlJSYqOjta9996rgoKC1qgbwP9JSkryndUICQlRSEiIvv322wBXBbSeFl+ccfz4cZWVlSkpKanOspKSEl1//fW+6eTkZFVUVOjkyZPq3Lnz+VUKoEG5ubkqKCiQ2+3WxRdfrOuuuy7QJQGtpkXBVVNTo3nz5mnkyJFKTEyss9zlcikqKso3ffb3qqqqOsHldDrldDolSdnZ2XI4HC0uvrXYbLZ2Uc+hsTc2r52ftxv/wQY/r7Gu9rKPm+uH/xG3PZoyZYomTZqkr776Sjt37qy3Xn+MOdOet5Y4NPZGv4+l5mqLMXdWR3gOmz0avV6v5s+fL5vNpkmTJtXbxm636/Tp077pqqoqSd//595zpaWlKS0tzTfdni7PNOly0dbQFn03bR+bcDl8aGio+vbtq7Vr1+rDDz/UqFGjai33x5gz7XkzRVvuU5Oew/O6HN6yLC1atEgVFRV66qmnGnz32atXLxUXF/umi4uL1bVrV04TAm3I6/Xq0KFAHTsAra9ZwZWTk6PS0lI9/fTTjb7rHDlypNasWaOSkhKdOnVK+fn5Sk1N9VetAM5RUVGh9evXy+Vyyev1auvWrVq/fr2uvvrqQJcGtJomTxUeOXJETqdT4eHhysrK8s2fOnWq+vXrpyeeeEJz586Vw+HQNddco/T0dM2ePdv3Pa7MzMxW7QAQzEJCQvThhx8qJydHlmXJ4XDooYce0qBBgwJdGtBqmgyuCy+8UMuWLWtw+ZIlS2pNjxkzRmPGjDn/ygA0qUuXLpo9e3agywDaFLd8AgAYheACABiF4AIAGIXgAgAYheACABiF4AIAGIXgAgAYheACABiF4AIAGIXgAgAYheACABiF4AIAGIXgAgAYheACABiF4AIAGIXgAgAYheACABiF4AIAGIXgAgAYheACABiF4AIAGIXgAgAYheACABiF4AIAGIXgAgAYheACABjF1pxGq1evVkFBgfbv36+hQ4dq5syZ9bYrKCjQwoULFRER4Zv3zDPPqH///v6pFgAQ9JoVXLGxsbrnnnu0bds2ud3uRttefvnlevHFF/1SHAAA52pWcKWkpEiS9u3bp6NHj7ZqQQAANKZZwdUSRUVFmjx5sqKjozV8+HCNHTtWYWFh/t4MACBI+TW4+vXrp1deeUUOh0MlJSWaO3euwsLCNHbs2DptnU6nnE6nJKATOcMAACAASURBVCk7O1sOh8OfpZwXm83WLuo5FKDttkXf28s+bi6bze/v8QD8SH4djfHx8b7fL7roImVkZGjFihX1BldaWprS0tJ80+Xl5f4s5bw4HI52VU9ba4u+m7aPHQ5HrYuOAAROq14OHxIS0pqrBwAEoWYFl8fjkdvtltfrldfrldvtlsfjqdNuy5YtOn78uCSptLRU+fn5GjRokH8rBgAEtWadKszPz1deXp5vet26dcrIyNDNN9+sJ554QnPnzpXD4dCOHTu0YMECuVwude3a1XdxBgAA/tKs4MrMzFRmZma9y5YsWeL7/cEHH9SDDz7on8oAAKgHt3wCABiF4AIAGIUvpwAGq66uVm5urnbs2KHKykrFx8drwoQJuvbaawNdGtBqOOICDObxeNS9e3fNmjVLixcv1n333ae5c+fq8OHDgS4NaDUccQEGs9vttS6cGjhwoOLi4rRv3z7FxcUFsDKg9XDEBXQgx48fV1lZmZKSkgJdCtBqOOICOoiamhrNmzdPI0eOVGJiYp3l/rg/qGn3mGyJQN0bVGqb+4Oede5zeGjsjW227XPFf7DhRz2O4AI6AK/Xq/nz58tms2nSpEn1tvHH/UFNu8ekKdpyn7an57CpOhISEuqdz6lCwHCWZWnRokWqqKjQU089xZ3s0eERXIDhcnJyVFpaqqeffpo72CMo8NYMMNiRI0fkdDoVHh6urKws3/ypU6dq+PDhAawMaD0EF2CwCy+8UMuWLQt0GUCb4lQhAMAoBBcAwCgEFwDAKAQXAMAoBBcAwCgEFwDAKAQXAMAoBBcAwCgEFwDAKAQXAMAoBBcAwCgEFwDAKAQXAMAoBBcAwCjN+rcmq1evVkFBgfbv36+hQ4dq5syZDbZduXKlli9fLrfbrZSUFGVlZSk8PNxvBQMAgluzjrhiY2N1zz336Kabbmq03datW7V8+XI9//zzev3113X48GH+VxAAwK+aFVwpKSkaPHiwOnfu3Gi7wsJC3XTTTUpKSlJ0dLTuvfdeFRQU+KNOAAAk+fkzrpKSEvXu3ds3nZycrIqKCp08edKfmwEABLFmfcbVXC6XS1FRUb7ps79XVVXVOVpzOp1yOp2SpOzsbDkcjgbXe2jsjf4ss0mH2nRr7Y8n6+5W30Z73MfxH2xocJnN5tehAuA8+HU02u12nT592jddVVUlSYqMjKzTNi0tTWlpab7p8vJyf5YCtFhjf4MOh0MRERFtWA2Ahvj1VGGvXr1UXFzsmy4uLlbXrl2b/GwMAIDmalZweTweud1ueb1eeb1eud1ueTyeOu1GjhypNWvWqKSkRKdOnVJ+fr5SU1P9XTMAIIg161Rhfn6+8vLyfNPr1q1TRkaGbr75Zj3xxBOaO3euHA6HrrnmGqWnp2v27Nm+73FlZma2WvEAgODTrODKzMxsMICWLFlSa3rMmDEaM2bM+VcGAEA9uOUTAMAoBBcAwCgEFwDAKAQXAMAoBBcAwCgEFwDAKAQXAMAoBBcAwCgEFwDAKAQXAMAoBBcAwCgEFwDAKAQXAMAoBBcAwCjN+rcmANqv1atXq6CgQPv379fQoUM1c+bMQJcEtCqCCzBcbGys7rnnHm3btk1utzvQ5QCtjuACDJeSkiJJ2rdvn44ePRrgaoDWx2dcAACjcMQFBAmn0ymn0ylJys7OlsPhaLDtobE31j+/VSr7j/gPNrTyFhrW2n1rTGPPhb/ZbLZa2zOx3wQXECTS0tKUlpbmmy4vLw9gNfVrjzW1hbbst8PhaDf7uak6EhIS6p3PqUIAgFEILsBwHo9HbrdbXq9XXq9XbrdbHo8n0GUBrYZThYDh8vPzlZeX55tet26dMjIylJmZGcCqgNZDcAGGy8zMJKQQVDhVCAAwCsEFADBKs04VVlZWauHChdq+fbs6d+6sCRMmaNiwYXXaLVu2TB988IFstv+s9uWXX1Z8fLz/KgYABLVmBVdubq5sNptycnJUVFSkOXPmKDk5WUlJSXXaDhkyRI8//rjfCwUAQGrGqUKXy6VNmzZp/Pjxstvt6tu3rwYNGqS1a9e2RX0AANTS5BFXWVmZwsLCan2DOTk5WV9++WW97T/77DM98sgjio2N1R133KHbbrvNf9UCAIJek8HlcrkUGRlZa15UVJRcLledtjfeeKPS0tIUExOjvXv36pVXXlFUVFS9n4e16L5pTXYDOH+N/Q3+8HNbAIHV5Gi02+2qqqqqNa+qqkp2u71O2169evl+v+KKKzRq1Cht3Lix3uAy4b5pCC6N/Q06HA5FRES0YTUAGtLkZ1w9e/aUx+NRWVmZb15xcXG9F2YAANDamgwuu92ulJQULV26VC6XS7t379bmzZs1YsSIOm03b96syspKWZalf//73/rHP/6hQYMGtUrhAIDg1KwT91OmTNGCBQuUlZWl6OhoZWVlKSkpSbt27dJLL72kJUuWSJLWr1+vhQsXqrq6Wt27d1d6erpSU1Nbs34AQJBpVnBFR0frF7/4RZ35/fr184WWJP385z/3X2UAANSDWz4BAIxCcAEAjEJwAQCMQnABAIxCcAEAjEJwAQCMQnABAIxCcAEAjEJwAQCMQnABAIxCcAEAjEJwAQCMQnABAIxCcAEAjEJwAQCMQnABAIxCcAEAjEJwAQCMQnABAIxCcAEAjEJwAQCMQnABAIxCcAEAjEJwAQCMQnABAIxia06jyspKLVy4UNu3b1fnzp01YcIEDRs2rE47y7L07rvvas2aNZKkm2++Wffff79CQkL8WzUAn+aOT6CjaFZw5ebmymazKScnR0VFRZozZ46Sk5OVlJRUq53T6dTmzZv1+9//XiEhIXrxxRcVFxen2267rVWKB9D88Ql0FE2eKnS5XNq0aZPGjx8vu92uvn37atCgQVq7dm2dtoWFhbrrrrvUvXt3devWTXfddZcKCwtbpXAALRufQEfRZHCVlZUpLCxMCQkJvnnJyck6cOBAnbYHDhxQcnJyk+0A+EdLxifQUTTriCsyMrLWvKioKLlcrnrbRkVF1WlnWZYfSgVwrpaMT6CjaPIzLrvdrqqqqlrzqqqqZLfbm2x7tl19F2c4nU45nU5JUnZ2dq13jHWs+rSpMoGg1JLxyZhrQhD1udZzb2C/mzzi6tmzpzwej8rKynzziouL6/3gNykpSUVFRb7poqKiBj8gTktLU3Z2trKzs39E2a3rmWeeCXQJLWJavZJ5NbfXelsyPv0x5trrfvCXjt4/qWP0scngstvtSklJ0dKlS+VyubR7925t3rxZI0aMqNN2xIgRWrVqlY4dO6Zjx45p5cqVGjlyZKsUDqBl4xPoKJp1OfyUKVO0YMECZWVlKTo6WllZWUpKStKuXbv00ksvacmSJZKkW2+9VYcPH9ZTTz0lSbrlllt06623tl71ABocn0BHFWJx5UQdTqdTaWlpgS6j2UyrVzKvZtPqbS0dfT909P5JHaOPBBcAwCjcqxAAYJRmfcZlutWrV6ugoED79+/X0KFDNXPmTN+yHTt26M0331R5ebkuu+wyzZgxQxdeeGG96zl8+LAWLlyovXv3yuFwaNKkSRowYECb1fvVV19p6dKl2rdvn0JDQ9W/f3898sgjio2NrXc9s2bN0t69exUa+v37k27duunVV1/1e72N1Xz48GE9+uij6tSpk69tenq6MjIy6l1PoPfxunXr9MYbb/jaWZYlt9ut7Oxs9enTp8562nIft7b169crLy9P5eXliomJ0YwZM9SvX79Gx0h1dbVycnK0adMmRUREKD09XWPGjAlwT+p64IEHak273W7dfvvtmjRpkqTGXwdM6aP0/fh588039dVXX8lms+mGG27Qww8/rLCwMBUVFWnhwoUqLS1VYmKipk+frt69e0sy8D6zVhDYuHGjtWnTJuuNN96w5s+f75tfUVFhPfjgg9aGDRusM2fOWO+884717LPPNrieZ5991lq8eLF15swZ61//+pf10EMPWRUVFW1W7+eff25t2LDBOnXqlOVyuazXX3/d+s1vftPgen79619bTqfT7/XVp6GaDx06ZI0bN86qqalp1noCvY/P9b//+7/Wo48+anm93nqXt+U+bk3btm2zpk+fbu3Zs8fyeDzW0aNHraNHjzY5Rt59913rueees06ePGkdOHDAmjJlirVly5YA9qRpVVVV1sSJE62dO3daltX064BJfXzppZes+fPnW2fOnLG+++4768knn7RWrVplVVdXW9OnT7f+/ve/W26321q1apU1ffp0q7q62rIsy/rwww+txx9/3CovL7eOHj1q/fznP7f+53/+J8C9aVhQnCpMSUnR4MGD1blz51rzP/nkEyUlJWnIkCGKiIjQuHHjVFRUpNLS0jrrOHjwoL755htlZmYqIiJCN9xwgy666CJt3Lixzeq99tprNWTIEEVFRalTp0664447tGfPHr9v/8doqOaWaA/7+FyFhYUaMWJE+33n6SfLli1TRkaGLr/8coWGhqpbt27q1q1bk2OksLBQ9957r6Kjo9WrVy/dcsstKigoCGxnmrBx40Z17dpV/fr1k9T064BJfTx8+LCvHzExMbrmmmtUUlKinTt3yuPxaPTo0QoPD9eoUaNkWZa++OILSebdZzYogqsh595b0W63q0ePHvXe562kpETx8fG1bq+TnJyskpKSNqm1Prt27Wrysuf33ntPkydP1nPPPaedO3e2UWV1zZgxQ9OmTdOCBQt04sSJetu0t3185MgRffnll01+F7G97OMfy+v16uuvv9aJEyf02GOPadq0aXrzzTfldrsbHSOVlZX67rvvai3v3bt3u79P4rlvRjpSH0eNGqUNGzbozJkzOnbsmLZu3aprrrnG18cfvgH74T0tTbvPbFAH17n3VpSafx/Gs23Pvd1OWykuLlZeXp4mTpzYYJv7779f8+fP16JFi3TLLbfot7/9rb799ts2rFLq0qWL5syZowULFig7O1tVVVWaN29evW3b2z4uLCxUv379FBcX12Cb9rCPz9fx48fl8Xi0ceNGvfDCC/rd736noqIi5efnNzpGzo6T+u5P2l6dfTOSmprqm9eR+tivXz8dOHBADz30kKZNm6Y+ffro+uuvb3JsmXaf2aAOrvru83b69OkG78N4+vTpWvOqqqrq3OC0LXz77bd66aWX9Mgjj/hOd9TnsssuU2RkpMLDw5WamqorrrhCW7ZsacNKv99vl1xyicLCwhQTE6PJkydr27Zt9YZRe9rHkrR27domj7bawz4+XxEREZKkO+64Q7GxserSpYtGjx6tLVu2NDpGzo6THy5vaPy0F2vXrlXfvn1rvRnpKH30er166aWXlJKSoiVLlujNN9/UqVOn9O677zbYx7NjqyX3mW0Pgjq4kpKSVFxc7Jt2uVw6dOhQvaffevXqpcOHD9d6couLi9WrV682qfWsI0eO6MUXX9S9997b4tv6hISEtJt3UPXV0V72sSTt3r1b3333nW644YYWPa497ePmio6OVvfu3Wu9SJ39vbExEh0drdjY2FrLG7pPYntR35uRjtLHyspKlZeX64477lB4eLg6d+6s1NRUbdmyxdfHH/5t7t+/39ePltxntj0IiuDyeDxyu93yer3yer1yu93yeDwaPHiw9u/fr40bN8rtdisvL0/JyclKTEyss46EhAT17t1b77//vtxutz755BMVFxe3+IXtfOo9duyYXnjhBd1+++1N/lfpU6dOaevWrb7Hrlu3Trt27dI111zj93obq3nv3r06ePCgvF6vTp48qbffflv9+/evc9pCah/7+KzCwkKlpKQ0erTX1vu4NaWmpmr16tWqqKhQZWWlVq1apeuuu67JMTJixAjl5+ersrJSpaWl+uijj2qdhmtP9uzZo2PHjmnIkCG15neUPnbp0kVxcXH68MMP5fF4dOrUKRUWFuqiiy5S//79FRoaqn/84x+qrq7W6tWrJUlXXXWVJPPuMxsUd85YtmyZ8vLyas3LyMhQZmamtm/frrfeektHjhzxfX/j7GmEs9/nmTp1qqTvr9hZsGCB7ztGkydPbpXvGDVUb0hIiN5///1a34mS5LtX5F//+lft3r1bzz77rE6cOKE5c+aotLRUoaGhSkxM1Pjx41ul3sZqTkhI0J///GedOHFCkZGRGjBggCZOnKiYmBhJ7W8fZ2Zmyu12a+rUqXrqqad09dVX12oTyH3cmmpqarR48WJ9/PHHCg8P15AhQzRx4kRFREQ0OkZM+o7TG2+8oTNnzuixxx6rs6yj9LGoqEiLFy9WcXGx77uekyZNUkxMjL755hstWrRIJSUl6tWrl6ZNm6aLL75Y0n++x/XRRx9J+v4+s+35e1xBEVwAgI4jKE4VAgA6DoILAGAUggsAYBSCCwBgFIILAGAUggsAYBSCCwBgFIILAGAUggsAYBSCCwBgFIILAGAUggsAYBSCywDp6ekaPHhwvctcLpe6deumX/3qV21cFQAEBsFlgKlTp2rz5s3atm1bnWX5+fmqqKjQlClTAlAZALQ9gssAd955py666CLl5OTUWZaTk6PbbrtNnTp10n333aeYmBhFRkYqNTVVn376aa22X3/9tTIyMtStWzdFRUVpwIABWrlyZVt1AwD8guAyQGhoqCZPnqx333231r+137t3rwoLCzV16lT99Kc/1e7du7Vy5Up98sknio+P16233qry8nJJ0rfffqsbb7xRx48f14oVK7Rjxw69+OKLCg3lTwCAWXjVMsTkyZN18uRJvf/++755ubm56tmzp6KiovTJJ5/ovffe07Bhw3T11VfrnXfekd1u14IFCyRJr7/+ukJCQrR8+XINGzZMl1xyidLT0zVq1KhAdQkAfhSCyxCJiYkaPXq073RhdXW1Fi9erEmTJmnPnj3q3r27rrzySl/7Tp06KSUlRTt37pQkffbZZ7rxxht1wQUXBKR+APAXgssgU6dO1ccff6xdu3ZpxYoVKi8v56IMAEGH4DLIDy/SyM3N1W233abevXurf//+Onr0qL788ktf2zNnzmjTpk266qqrJEkDBw7Uhg0bdOrUqUCVDwB+EWJZlhXoItB8L7zwgv7whz/o5MmTysvL09ixY2VZlm644QadOXNGr7/+urp27aoXX3xRH374ofbu3SuHw6GysjL95Cc/0YABAzR79mwlJCRo586dCgsL05133hnobgFAs3HEZZjJkyersrJS8fHxuuuuuyRJISEh+tvf/qa+fftq9OjRuv766/Xtt9/qn//8pxwOhySpZ8+e+vjjj9W5c2eNGjVK/fv31y9/+UvxvgWAaTjiAgAYhSMuAIBRCC4AgFEILgCAUQguAIBRCC4AgFEILgCAUWyBLuCsgwcPBmS7DofDdwd1U9GHtpGQkBDoEgCIIy4AgGH8fsT12muv6YsvvtCZM2cUExOju+++W7fccou/NwMACFJ+D66xY8dq+vTpCg8PV2lpqWbNmqWLL75Yffr08femAABByO+nCpOSkhQeHi7p+3vohYSE6Ntvv/X3ZgAAQapVLs7Izc1VQUGB3G63Lr74Yl133XWtsRkAQBBqtZvser1effXVV9q5c6fS09Nls9XOSKfTKafTKUnKzs6W2+1ujTKaZLPZVFNTE5Bt+4u/+3Bo7I1+W1dLxX+wIWDbbkpERESgSwCgNrg7/BtvvKFevXpp1KhRjbbjcvgfz9998GTd7bd1tVRYzoqAbbspXA4PtA+tfjm81+vVoUOHWnszAIAg4dfgqqio0Pr16+VyueT1erV161atX79eV199tT83AwAIYn69OCMkJEQffvihcnJyZFmWHA6HHnroIQ0aNMifmwEABDG/BleXLl00e/Zsf64SAIBauOUTAMAoBBcAwCgEFwDAKAQXAMAoBBcAwCgEFwDAKAQXAMAoBBcAwCgEFwDAKAQXAMAoBBcAwCgEFwDAKAQXAMAoBBcAwCgEFwDAKAQXAMAoBBcAwCgEFwDAKAQXAMAoBBcAwCgEFwDAKAQXAMAoBBcAwCgEFwDAKAQXAMAoBBcAwCgEFwDAKAQXAMAoBBcAwCgEFwDAKAQXAMAoBBcAwCgEFwDAKAQXAMAoBBcAwCgEFwDAKAQXAMAoBBcAwCg2f66surpaubm52rFjhyorKxUfH68JEybo2muv9edmAABBzK9HXB6PR927d9esWbO0ePFi3XfffZo7d64OHz7sz80AAIKYX4+47Ha7MjMzfdMDBw5UXFyc9u3bp7i4OH9uCgAQpFr1M67jx4+rrKxMSUlJrbkZAEAQCbEsy2qNFdfU1GjOnDmKj4/X1KlT6yx3Op1yOp2SpOzsbLnd7tYoo0k2m001NTUB2ba/+LsPh8be6Ld1mST+gw2NLo+IiGijSgA0xq+nCs/yer2aP3++bDabJk2aVG+btLQ0paWl+abLy8tbo5QmORyOgG3bXzpCH9qDpvZhQkJCG1UCoDF+P1VoWZYWLVqkiooKPfXUU7LZWiUbAQBByu/BlZOTo9LSUj399NOcWgEA+J1fD4eOHDkip9Op8PBwZWVl+eZPnTpVw4cP9+emAABByq/BdeGFF2rZsmX+XCUAALVwyycAgFEILgCAUQguAIBRCC4AgFEILgCAUQguAIBRCC4AgFEILgCAUQguAIBRCC4AgFEILgCAUQguAIBRCC4AgFEILgCAUQguAIBRCC4AgFEILgCAUQguAIBRCC4AgFEILgCAUQguAIBRCC4AgFEILgCAUQguAIBRCC4AgFEILgCAUQguAIBRCC4AgFEILgCAUQguAIBRCC4AgFEILgCAUQguAIBRCC4AgFEILgCAUQguAIBRCC4AgFEILgCAUWz+XuHq1atVUFCg/fv3a+jQoZo5c6a/NwEACGJ+D67Y2Fjdc8892rZtm9xut79XDwAIcn4PrpSUFEnSvn37dPToUX+vHgAQ5PiMCwBgFL8fcTWX0+mU0+mUJGVnZ8vhcDTY9tDYG1utjkNNLI//YEOrbdtfbDZbo/uvpZraJx2VP/chgNYTsOBKS0tTWlqab7q8vDxQpTSqvdb1Qw6Hw4g627um9mFCQkIbVQKgMZwqBAAYxe/B5fF45Ha75fV65fV65Xa75fF4/L0ZAECQ8vupwvz8fOXl5fmm161bp4yMDGVmZvp7UwCAIOT34MrMzCSkAACths+4AABGIbgAAEYhuAAARiG4AABGIbgAAEYhuAAARiG4AABGIbgAAEYhuAAARiG4AABGIbgAAEYhuAAARiG4AABGIbgAAEYhuAAARiG4AABGIbgAAEYhuAAARiG4AABGIbgAAEYhuAAARiG4AABGIbgAAEYhuAAARiG4AABGIbgAAEYhuAAARiG4AABGIbgAAEYhuAAARiG4AABGIbgAAEYhuAAARiG4AABGIbgAAEYhuAAARiG4AABGIbgAAEax+XuFlZWVWrhwobZv367OnTtrwoQJGjZsmL83AwAIUn4PrtzcXNlsNuXk5KioqEhz5sxRcnKykpKS/L0pAEAQ8uupQpfLpU2bNmn8+PGy2+3q27evBg0apLVr1/pzMwCAIObX4CorK1NYWJgSEhJ885KTk3XgwAF/bgYAEMT8eqrQ5XIpMjKy1ryoqCi5XK46bZ1Op5xOpyQpOzu7VtjVsepTf5bZITW6/1qK/Q2gHfPrEZfdbldVVVWteVVVVbLb7XXapqWlKTs7W9nZ2f4socWeeeaZgG7fH+gDgGDi1+Dq2bOnPB6PysrKfPOKi4u5MAMA4Dd+P+JKSUnR0qVL5XK5tHv3bm3evFkjRozw52YAAEHM719AnjJlitxut7KysvTqq68qKyurXR9xpaWlBbqE80YfAASTEMuyrEAXAQBAc3HLJwCAUQguAIBR/H7Lp/akpKREb775pvbt26cuXbrogQce0ODBgyVJO3bs0Jtvvqny8nJddtllmjFjhi688EJJUnV1tXJycrRp0yZFREQoPT1dY8aMaTf1Hz58WI8++qg6derka5uenq6MjIyA17969WoVFBRo//79Gjp0qGbOnOlbdj77vLHHAggyVgdVU1NjPf7449bf//53y+PxWDt27LAmTpxolZaWWhUVFdaDDz5obdiwwTpz5oz1zjvvWM8++6zvse+++6713HPPWSdPnrQOHDhgTZkyxdqyZUu7qf/QoUPWuHHjrJqamnofG8j6N27caG3atMl64403rPnz5/vmn88+b+qxAIJLhz1VWFpaqmPHjmn06NEKDQ3VVVddpSuuuEJr167VJ598oqSkJA0ZMkQREREaN26cioqKVFpaKkkqLCzUvffeq+joaPXq1Uu33HKLCgoK2k39TQlk/SkpKRo8eLA6d+5ca/757POmHgsguHTY4KqPZVk6cOCADhw4oOTkZN98u92uHj166MCBA6qsrNR3331Xa3nv3r3bxf0Wz9Z/1owZMzRt2jQtWLBAJ06ckKR2W//57PPGHgsg+HTY4EpISFDXrl21YsUK1dTUaNu2bfryyy/ldrvlcrkUFRVVq/3Zeyqeva/iD5c3dL/FQNXfpUsXzZkzRwsWLFB2draqqqo0b948SWo39Z/rfPZ5Y48FEHw6bHDZbDb9v//3//T5559r6tSpWrlypYYMGaJu3brVe0/F06dPy263++6r+MPlZ5e1p/ovueQShYWFKSYmRpMnT9a2bdtq3Rcy0PWf63z2eWOPBRB8OmxwSd//S5XZs2frrbfe0i9/+UsdPnxYl156qZKSklRcXOxr53K5dOjQISUlJSk6OlqxsbG1lgfqfosN1d8Qy7LaVf0/dD77vLHHAgg+HTq4iouL5Xa7debMGa1YsULfffedUlNTNXjwYO3fv18bN26U2+1WXl6ekpOTlZiYKEkaMWKE8vPzVVlZqdLSUn300UdKTU1tN/Xv3btXBw8elNfr1cmTJ/X222+rf//+vtNpgazf4/HI7XbL6/XK6/XK7XbL4/Gc1z5v6rEAgkuHj6MSpgAAAKRJREFUvuXTkiVLtGbNGtXU1Khfv36aNGmSevToIUnavn273nrrLR05csT3vaC4uDhJ7ed7XA3V//HHH+vPf/6zTpw4ocjISA0YMEATJ05UTExMwOtftmyZ8vLyas3LyMhQZmbmee3zxh4LILh06OACAHQ8HfpUIQCg4yG4AABGIbgAAEYhuAAARiG4AABGIbgAAEYhuAAARiG4AABGIbgAAEb5/ydTJOL54LhZAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
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" ] }, "metadata": {}, @@ -1027,10 +998,17 @@ } ], "source": [ - "mpl.rc('axes', labelsize=14)\n", - "mpl.rc('xtick', labelsize=12)\n", - "mpl.rc('ytick', labelsize=12)\n", - "stats_table.hist(bins=5, figsize=(7,10))" + "mpl.rc('axes', labelsize=40)\n", + "mpl.rc('xtick', labelsize=30)\n", + "mpl.rc('ytick', labelsize=20)\n", + "f, axes = plt.subplots(1, 5, figsize=(50,10))\n", + "sns.set_style(\"darkgrid\")\n", + "sns.boxplot(stats_table['PCE'], orient='v' , ax=axes[0], color=\"blue\")\n", + "sns.boxplot(stats_table['FF'], orient='v' , ax=axes[1], color=\"orange\")\n", + "sns.boxplot(stats_table['Jsc'], orient='v' , ax=axes[2], color=\"yellow\")\n", + "sns.boxplot(stats_table['Voc'], orient='v' , ax=axes[3], color=\"green\")\n", + "sns.boxplot(stats_table['Vmpp'], orient='v' , ax=axes[4], color = \"cyan\")\n", + "plt.show()" ] }, { @@ -1042,14 +1020,14 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 72, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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eu2XIHlPJqPTFUqQzeiE6QPJgKAon6Ymm6I0kiaf0GrBYKkMglqIznKAjmKQ3mjwiNGkahJMK4aRCe/BYzxw/7TbnOi3UFbqpK3BRkeukzGenPNdBmddBvtuK22aWmichstSY6en518VXY7cc+cdaM4JqMaCi6f80jYyhPxhZVRRjBtWkohn0kGQkg1VRcST1QGRLgVkFu2rArhmwqQbcGQ13OoM7reBQFKyqhgl9eCmT0FCioKln9kfRaDVgcpgw2iz6ZrdidNkx5eZiyi/EXFiCKb8YU14eprx8TPkFWAoLMJAe7Bk6tJcoFYVoDwSawL8fAvsh2AraiYqyDWDLAYdXfzO3e/UeI6tb742KdEG0G2J9kI6e0dd8zjCa+4NQkR4mB4Jkf6jMKdcDlzihdEYlFE9j7C8sNxghmVb1swkTeo+aquln6B0czksqKpGk3iMVSSgo/cXeB4crQ3G92Dt0sIasfwv0906diNVkHDgxIt9tHbzu0ofqDu4vcNsoybHjsMr3WoijkeGt03DwRXv82w9jUNIkIxES0QiJSAQ1c/aKPQE0tIHwlLaDyeXA5naTY/PiMzjxqFbcBgsOqxWHyYTdADYljTUexxKNQihEJhwjE0nol6EwmWCQ0x4PMBgwFxZiKSvDXFqCOS8fk8+nByWfD6PLidHhxOiwY3S5sBQXYkz36QHI36RvfY39WxOkwqf5yhj0YOQpA0+JvjlywebRN6sbbG6wevRLixM0Ve/RURU9iJlsYO7fjObB45qqHx+4rp7kscyH7nfIflXRt4yiDxNm0ofs6x86PHjsw/dLx/RerWg3RHtP7jUzWfXhxUODUF6d3uPmLjqsp0gMr2hSoak3SmN3lKaeKK0Bve6rLaAXlMdSp37mps9poaR/mLLEa6ckx0Gp105toYtJJZ4h7VkTYjSR0HMajvWiaZpGOpkgEYmQikXRAAOAwUAmnSYeCZMIh0hEIsQjIRLh8MC+VCKhd1/3v++klBSpVIJ0KqlfRmNo8TRn+rZkdNiw5XjIyc3Hl1uE0+fD7nSTicdQolEy8ThkMpg0DZMGxrSCEo2QiIRJxmIkE3GUdAolnSaTUVAA1WgkYzCgGg0YNA2romLNZLAq+mY55LYlo+Lw+nCXl+OursVRXYWlrEwv9C4rw+TzYEiG9NqiRFAfoooH+oeqwuDM03sz3EX6daunv4bIMXbftNMJPQTFeiDcCf59/SGy/9LfNFh/dSxGiz5c5i4cfH1dBYdcL9Q3R+5g7ZZpzIxkj6iDZwL2RpJ6fVdEr/HSa72Sh1xP0RVKEk+fOCTV5DuZUpbD7MpcLh5fwKQSjxRqizFBQs9pOBsv2slQMxkSkTCxUBB/Xxet3fvo7Gmhp6+dvkQf/ngfgUQAVVFwJE04kibsKROOpBF7yoRRy74/ara0giuZ7t9SuDPg8+XiLSnDVl6uh6HysoFgZC4ultqGU6VmINR6SI/aIWEo0KwXp58OswNySsFb2b+V60NsjtwjN7tXhteGwcEC+I5ggo5Qgo7+6Qc6ggnaggl2d4ZpDx55tkW+y8pF4wu4dHwBF9cXUO5zjEDrhTj7JPSchoMv2vpXdzHtolqs9uz5xKtqKt2xbgLJAMFkkGAqSG+8l85oJz197fj7Ogn4u4n4e7ElDTiSJqxpI6pRI2MEzaB/68yKEXPGgMfgwGp1YHbasTqd2J1unE43TocHt9NLjtNHjsuHz5VHjjMXMirxSIh4KEQ8PLglwmHi4RCxgJ94MEAiHuN4PyYGTcOZTGNPKxg1DaMGRk3DZjLjLizCW12Db9IUvDU1eIpKsOflYXK7MVjlLJhTlk70D5V1QaT7Q9e7BmuoIl1679sJa7KOwe4FR95gEPJWQEE95I/XN1+VPrQozqq+aIptbSEa2oK8t6+PtY29Rwyh1Ra4uGR8AfNq85hW7qU6zyk9QeKcIKHnNBx80f7jU8/icXmonl5A/dwiqqfmYx4lBYRpNU1ruJUD4QO0R9oJp8OEUiFCyRAt4Rb2BvfSE+85pcc0YCDHlkOuLRefzYfP5sNmtpFUkiQyCVKZFCWuEmq8NdS4a6iwluCJmYl39dDX3kpfywH6mg8Q6OpAUU6tNsqUUbErGZxWG25fHp6ycrzj6/GNH48nvxB3Xj6u3FyM0ttwZjQNMqnB6QxCbXpvUbBF700amPqgf/qDuP/U6rQceeAp1WuyckrBVwO5NYNTHriLxu4w5lmSUlQ2NgdYvaeH1bu72dQSPGJCTbfNzJSyHBbUF3DVlGImFnukx1WMShJ6TsPBF+2XX32FVGjwNF+L3UTdzELGzymicnIephE4BXgoBRIB9oX20RPvIZAMEEgE8Cf9BJNB/Am/vq9/fzh9ugXIUOoqpSanhhpvDaWuUrwWL+6UGXMgjTUBdoMNi2ZCSSQINe4hdGA/4Z5uYtEIcYOGcpKntxsMRjyeHHK8PnJy8/EWl5BbWU1u3Th8peXY3e7T/hrEcQzMB3VIIIr16sNrvXv6t70ndyaexan3CPmqwVMMFtfgHFEWV3+9kVO/bnHo97fY9f0HzwSU4HtcoUSadxv7eHtPDxubA2xvD5FUDp9Estzn4CNTilk4uYj5tfkjMt2BEKdDQs9pOPiiBQIBkgEDu9d1sWddJxH/4Hw7NpeZcbOLqJ9TRNmE3HO+azitpgkmgwQSgYEw5E/6SSpJHGYHNrMNs8FMS6SFpmATTSF9C55kPYnZYKbQWUidt45aby3jfOOo9FTitrixKEa0cALDgU7C27YT3LuXUEcb0VCAhNFIwmImaTGhneCTqQVwWx3k+Hx4S8rI8XhxphXs4Qj2WByLOwdjjgdTjheT14u5pBhLaSmWkhKMTucQvIpjmKbpYejgHEvhDr33KLB/cLqDUKt+BtyZsuUcPhXCwGX/5vDpRdu+Sj1cOfPHdO+SklHZ2x1l/X4/r27vZPWensNCkNtm5rIJhSycXMSF4/IpybFLL5DIWhJ6TsPRXjRN1ehoDOoBaH0n8fDg2TKOHCvjz9MDUEmdF8M5HoBOhT/h1wNQsEnvVYr14E/6B3qV/Ak/MeXkFz7Nt+dT6iqlyFlErjmH8i6FkqYwBfv82LqiKJqRqKoQVTNElDRRVGJWMynLCeqyNA17WsGZUnCm0jiTaRwHr6cU7Lb+P/SqqtcqqSpo+hxNBsBSXYV94iRskyZinzgRS0UlltISjA4pGD1pSgqCzYNBKNarD7OlY/3zQ8UOv51O6NfT8f79pzmnk9nRH4Cq9IJtXyV4q/p7nCrH3Azj8VSG1Xt6eHV7J3/d3kVP5PDJVQvcVqaVe5lR4ePCunxmV/myZuFcIbIi9LS0tODz+XB/aHghnU6zZs0aFixYMCQNGyonetHUjErr7gB71nWx94MukrHB+hR3ro3xc4qpm1lAUXUOJsvY+WN5upKZJIFEgPZoO3sDe9kb3EtjoJG2aBtxJU5ciRNNR1HUE9cBWY1WJuROoM5XR441hxyTC1/CRHHEQm5bArW5i1BrK8HeHqJGjZjFTFRVyKjH72EwZVQc/QHoYBByJNMD103H+JUw5eXpvUVlZVjK+i+rqnDMmIE5P/+0Xi9xDEpKn5H74BQIBy8Hrh8yRUK4Qw9Y4fYTP67ZDiUzoPz8/u08fQ6kMdDboaoam1uDvLq9k9d2dLGjI3xEPZDNbGROTS4L6gu5akox4wplGFmMnBENPe3t7dx0002sX78eg8HAnXfeySOPPDIQfjo7OykrKyOTOc2zRc6SU3nRMopK8/Y+9qzronFjN+nk4NdiNBsoqsqhZJyX4pocCirceAsd0hN0GjRNI5AM0BHtoD3aTnesm2AqSCgZIpgK0hppZXvvdiLpyHEfx2ayUeutZUr+FKYXTGd6wXTGeceRDIcJdnUQ7Owg2NVJoKuj/3Yn4b6eE07uaLc7MBsMmJUMpkQSayyOI57AmVRwpNJ4EilsSuaweZgsFRU4ZszAPmM6tvp6bPX1mAsLZehgOClJfZgt2AyBA/1F24dcDx1jhnG7bzAAlZ8P5XP0OZDOcYl0hu3tIRpag6zb72fN3l66wof3BNUVuLhqSjFLzq9gQrFnhFoqxqoRDT2f/OQn2blzJ//93/9NIBDg4YcfxmAw8PLLL5Obm0tnZyelpaWoJ/iUPdxO90VTUhn2b+1lz7ouWnf5DxsCO8hiM1FQ4aag0kNBpZvCSg95pS7pERoCqqbSGm5la99WWsOthFNhwqkwwVSQA6EDNAYbSWaOXAfNaXYytWAqMwpmML1wOjMKZlDoHHwDU9Jpwj1dBDs7CHR16mGoPxAFuzpIxk5uWMVutuAzWcgJx7B2dmFStf5N1XuOUmnMXi+2ujqsVZX6EFllBZaSEn0W7P7NaLcP2WsmTiCj6AXZbR9A63p9a9+sr+P2Ybk1UDFXD0AVc6FkOpjP7SkWNE1jb3eUt/f08OqOLtbs7SGdGXx7uHJSEX+7oI75tXkS5sWwGNHQU15ezjPPPMO8efMASCaT3HrrrTQ3N/Pqq6+STqdHfU/PsWiaRrA7TmdjkPbGEN37Q/S2Rcmkjwx4RqMBT4Edh9uK3W3B4bHgcFuwu6043BYcOVYKKty4vDLHyZnIqBlaI63s9u+mobeBLd1b2NKz5ag1RQWOAmq9tdTm1FLnq2NS3iQm503GaTmyoDkRiRDp6yGViJOKx0nGYkT6egfCUaCjHX97G9oJinQNmoYjlcadSOOLJciNJvDFkkcMnVlranDOm4dz7lyc8+ZiKS4+sxdGnBolBV1bofUDfWt5H3p2Hnk/kw1KZ0LlPKi+CKou1GcZP4eFE2ne3NXDs5taeXlb50AH6cxKH/ctqOOaqSWYpKdbnEUjGnrcbjcbNmygvr5+YJ+iKNx66600Njby+OOPM2vWrHMy9ByNmlHxd8boaY7Q0xymu//y0Jqg4/Hk2Smuy6Gk1ktxbQ6FlR7pITpDGTVDY7CRLT1b2Ny9mc09m9nj34PGkT/iRoORcb5xTMufRn1uPbXeWuq8dZS4SjAajv99SCcTdO9voqupka59e4iFgqSTSZRkkmQsSrCrEyV1ZO+BAcjJgDOVxhaN40imsKcVHCkFR1rBqmQwe71YqqqwVlZiranBPmM6jpkzMefmDtXLJE4kHtB7g1rW6yGo5X2I9x15v8LJUHspjFsINZfo68Sdo/b1RPn1W438cX0Lqf6zwarzndx7aR23nl8hxc/irBjR0DNjxgy+9a1vccsttxy2/2Dw+eCDD2hpaRkzoedoNE0j4k8S7o0TD6eJR9IkImnikVT/ZZqIP4m/I8qH34eNJgMFlR5K67xUTs2jvN43aiZPzGaxdIzGYCP7gvtoDDayN7CXrb1b6Yp1HfX+dpOdImcRBY4CipxFFDoLKXL0XzqLqHBXUOIqOW73vqaqRPx9+Nvb6N6/j7bdO2jbuY1IX+9x22pU9bPODgYh/TKNPZ0hp6CQ3BmzyL38ctyXXoJJ5ikaPpqmLwXSsg6a10LT20f2BhktUHUBjF+oh6CS6edkcXRPJMnv3mnid2v3E4jpQ/75Liv3Xz6Ouy+olvAjhtSIhp6HHnqIjRs38tJLLx1xTFEUbrnlFp577rkxHXpOViqu0LU/RMe+EJ37QnTuCx5RM2S2GCmfmEv1tHyqpubjLZTTpYdSZ7STht4GtvVu0wNRoJH94f0ndVZZnj2PqflTmVYwjcl5k6n11lLhqcBsPPap9JqmEe7tpnPfXsI9PYR7uwn1dBPu7Sbc003U7z/hkFn/A2FRVaxmC57cfEonTqZi3gWUTZqKO0/OIBs2kW448A7sfR32vqoXSx/KVQTjroT6j+hByHFu9dTFUgp/XNfCr95qpMUfB6Akx86DC8dz25xKLCbptRZnbkRDj6IoxGKxYz6xoii0trZSXV09JA0bKtkYej5Mf0NM0LEvSOvOAAe29h42eSKAr9hJ9bR8qqfmU1bvk6Gws0BRFdoj7XTFu+iOddMd76Y71j1wuyvWRUu4BUU7MhiZjWYqPZXU++qZVTSL84rOY2LexOMGoUNlFIWov49QfwgK9/booaini1BXJ+HuLpLJIxefPJTTYqO4vJLymbMpP28OxbXjsNikUPqs0zR9luq9r8Le12DfW07HUmEAACAASURBVIfPM2Qw6TVAE66BCdfqa5idI71A6YzKn9a38F+v7qatf3HUugIX/3HrTM6vPreCnhh+WTFPz1D63ve+x9NPP82OHTtwOBxcdNFFfP/732fixIkD90kkEvzDP/wDv//970kmk1xzzTU88sgjFJ9kwedoCD0fpmkafW1R9jf0sr+hl/a9QbRD5tMw20xUDPQC5ZGTL71AwyWZSbKzbycNPQ1s7d3KLv8u9of2E1fiR9zXYXYwKW8SBY4C8ux55NnzmJI/hfml83GYT/17pqRSJGNRwjt34H/7bbo2b6Krqw2/2UjYbj3ijdQA5Ob4KB03gfK58ympn4ivuESC0NmmJKH5XdjzV9j1MnRvP/x4bq0efiZcA9UXnxNnhSXSGZa/d4Cfv76HnkgKowHuu2wcX7qqHptZhrzE6cmK0KNpGk899RSvv/46XV1dR5yi/vTTT5/0Y1177bV8/OMfZ+7cuSiKwv/7f/+PhoYGtm3bhsvlAuD+++/n+eefZ+nSpXi9Xh544AGMRiNvv/32ST3HaAw9H5aMK7Rs79ND0NZeYsHUYcfzylxUTc2nelo+peO8o34dsdFG1VQ6o53sC+5jW982Puj8gI3dGwkfY/FOu8nOBWUXcEXlFcwomIHb6sZtceO0OE9YRP1hmqaRamoi9P46Wt9fQ0fjHnqiYQJOG8ljzFztzs3DV1pGcV095ZOmUD5xCs4c7yl/3eIk+Zv08LPrRWh6S18E9iCrB8ZdoYeg+qtH/fxAwXia7zy7lac3tAIwqcTDf942k6ll8vMlTl1WhJ4vfvGL/OIXv+CKK66guLj4iILOxx577LQb093dTVFREatWrWLBggUEg0EKCwtZtmwZS5YsAWDHjh1MnjyZNWvWcMEFF5zwMc+F0HMoTdPoaYmwv6GXAw29dDQGD5trz2I3UTkpb6AXyJ0rn+pHgqqp+ozUgb30JfrwJ/10RjtZ276W9ujRZw42GoxMzJ3I7KLZzC6ezXlF51HkLDrl585EosS3bKHn3TW0bd5IZ3sLfhOE7VYU09E/dftKysivqCK3tIzc0jIKKqspqhmH2Tr6eyGySjICjW/ArpV6EIoeUlBvMML4q2D23TDhulHdA/RiQwf/+MwWeqMprGYjP7x1Jotmlo10s8QokxWhJy8vj8cff5zrr79+SBpwqD179lBfX8+WLVuYNm0ar732GgsXLsTv9+Pz+QbuV11dzZe+9CW+/OUvH/EYyWSSZHKwHiYUClFZWXnOhJ4PS0TTNPf3Ah3Y2ntEQbS3yEH5xFwqJuRSMSkXh2f0/iE9F2iaxi7/Ll5vfp1VzatojjQTTUWPWicEUOGu4Lzi85hdpIegGm/N6fUGNTYSXLmS3hdWEmhvJWK34nfa8LscRBxH/5kwmswU146jtH4itbPOp2rGLIyy6vnQUVVo3wC7XoKdK6Fj8+AxZz5MvxWmLYGKOaOyBqgnkuSrf9zE6zu7AfjSVfV8cWG9TGwoTlpWhJ7a2lpWrlzJpEmThqQBB6mqyqJFiwgEAqxevRqAZcuW8alPfeqwEAMwb948rrjiCr7//e8f8Tjf/va3+c53vnPE/nM19BxKUzW6m8MDtUBdTaHDV1wwQEmtl9qZBdTOLMBX7JQ/QFlA0zRSaoq+eB+bejaxoXMDG7o2sNO/E/VDZ3S5LK6ByRUn50/GZ/NhN9mxmW2Uu8spcBSc8LmSu3YRWrmSxPbtpJv2E2lvI2g1E7VZiNksRG1Wgg4bqQ+dfux0uZl8yRVMv/o68iuqhvx1GPN6dsPGJ2DT7w9fR8xXBVM/BlMX6xMkjqLf2Yyq8e8rt/Ort/YBsGhmGT9YMkNObRcnJStCz29/+1tefPFFfvOb3+AYwlWn77//flauXMnq1aupqKgATi/0jLWenuNJxtK07Q7QujNAy04/va2Hr2WVW+pi4vxiJswrwZMnw2DZJpwKs7l7Mx90fcCGrg1s6d5CInPsM7iMBiMXlV3EzeNv5orKK7CaTq5XT0unSTU3k9i6jUTDFuINW4lv305MSeF32ulz2+nwukkfUpDqtdqpqqtn/IIrqb7sCkzmkztLTZyEjKKfBdbwFOx4Xl+F/qCcCph4HUy6Hmovg1HS87b8vQN8488NKKrG7Cofv/zEHAo9Miu9OL6sCD3xeJzFixfz9ttvU1NTg8ViOez4Bx98cMqNeOCBB1ixYgVvvvkmtbW1A/tPZ3jrw861mp4zEe5LsH9LD/s29dCy0496cF0dA1RMzGXiBSXUzSrEapc3sGykqAr7gvvY3redbb3b2OXfRSQVIZVJEVfitEXbBu7rtXm5tuZa5hTPYXrhdMpcZafUq6epKkpnJ8nGRlJ7G4k2bGHfts0cUJJ05TjRDnksS0al1lvA+TfcTMn1H8VokzezIZOOw+6XYctT+tlg6UOWWcmrg4u/CDPvAHP2v+bv7Onhc4+vJ5RQKPc5+M09c5lYIouYimPLitBz22238frrr7NkyZKjFjJ/61vfOunH0jSNBx98kGeeeYY33njjsCUugIFC5uXLlw/MBL1z504mTZo0ZguZh0oyrrD3gy52ru2gbXdgYL/ZaqRudiGT5pdSPikXo6ytM2rsD+1nxZ4VrNizgq744TNO59vzmV44nZmFM5leMJ1pBdNwWVyn/BxKby+Bd9eyd/Uq9jfupkNJkO4vjjZoGmXhONPrp1Jx9bW4LroQc965vT7VsErHoXEV7HwBtq2ARP/vracULnwAzr8n65fC2Nsd4TNL36epN4bbZuZnd8zmikmnXqwvxoasCD0ul4uXXnqJSy655Iyf/O/+7u9YtmwZK1asOGxuHq/XOzB0dv/99/PCCy+wdOlScnJyePDBBwF45513Tuo5JPScWKgnzq73OtixtoNg1+B8My6vlQnzSph4QQn55dn9x1QMyqgZ3ml7hzdb3mRLzxZ29u08olDaaDAyq3AWV9dczcKqhZS4Sk7vuRJx9jz3LOtWPktHJDiwPzcSpzAco7ygmPKLLiHnmmuwT5smNWRDJRmB9UthzX8P1v84cmHefTD/vqxeDNUfTfG5x9fz7r4+jAb4zqKpfOLCmpFulshCWRF6Jk2axB/+8AdmzJhx5k9+jD+Ajz32GPfccw8wODnh8uXLD5ucsKTk5P5IS+g5eZqm0bkvxM53O9j9fudhi6cWVLqZekkZE+aVYHXI8NdoklAS7OjbwebuzQOLsR46FAYwo3AGi+oWcV3ddeRYT+/3pH33Tt59/DH27mg4bL81rVAWiDDe7qHshhvx3ngj1srK0/56xCGUpF74/PZPoW+vvs/i0nt9Lvw8eMtHtHnHklJU/unPW/jDuhYAvvex6dwxT4rjxeGyIvQ8//zz/OxnP+N///d/qampGZJGnE0Sek5PJq2yv6GXHWvb2d/QO1D/Y7aZmDCvmGmXllNYJePxo1V7pJ1XD7zKK/tfYUPXhoGV6K1GKwurF3LTuJs4r/i805o5OtTdReOGdex7bw3N2xtIK/3TKGgaRaEY1T1BKmrqyLnqI3g+chW2ceOG8ksbm9QMbH8W3vrR4KnvRgvMuB0u/gIUTjz+/x8Bmqbx7yt38Is3GzEY4Ce3z+KmWdkZ0sTIyIrQk5ubSywWQ1EUnE7nEYXMfX19Q9KwoSKh58wlIml2vtvB1rda8XcMFlIW1eQwbUEZ4+cUY5EV4Uet7lg3K/et5M97/8xu/+6B/WaDmYl5E5lVNEvfCmed8jBYRklzYMsmPnh+BU1bNgzsN6oqrmQaVzKNz+5kwviJ5E2Zjm3CBOzTpmLOlXWbToum6WuArf6JPvvzQZNvhCu/CYUTRq5tR6FpGt9csZX/W7sfk9HAI3edxzVTT2+oVZx7siL0/Pa3vz3u8U9+8pNn1KChJqFn6GiaRtvuAFvfbGXvhu6B3h+rw8zE+SVMvqiUgkq31G2MUpqmsa13G8/seYbXm1+nK9Z1xH1KXCXMKpzF3JK5zC+dT5Wn6qS/3/72Vja89BxbX3+FVOLwU+8NmkZJIEJddwCvopFz7bXk3XUn9pkz5efpdDW/D2//BHY8p982mOD8T8JlD4Pn5NYuHA6qqvGVpzbx9AetWE1GHr1nDpfWj+7lOMTQyIrQM9pI6Dk7YqEUO9a0s/WtVkI9g29geWUuJl1QyoT5xbi82X8arTi2jmgHG7o2sLFrIxu7N7KzbycZLXPYfUpdpVxYdiEfrf0oc0rmnNRs0WomQ7C7E397K71N+9jz5hu0tR0YOJ4XiVMcjJIfiVM4bjx5d95Fzkevx2iXuaROS9cOePWfYefz+m2LCy75sn66e5YsdaFkVB5cvoGVDR04rSae/NsLmV4h63WNdVkRel544QVMJhPXXHPNYftffvllMpkM11133ZA0bKhI6Dm7NFWjeXsf29e0s29jDxmlfwZhA5SO8zL+/CLqZhXhzpUANNrF0jEaehpY37We99rfY2P3RhR1sNi9zFXGovGLWFS3iMqcUytU7mzcw7rnnmHnmrfQDlnE2KJkyI/EKU+pTLjuoxTceTfWCqn7OC1Nb8Mr34DW9frtwklw439B1fyRbVe/lKLyqaXv8faeXgrcNp75u4uozHOOdLPECMqK0DNjxgz+/d///Yi1t1588UUeeughNm3aNCQNGyoSeoZPMpZm9zp97p+OxuBhx0rqcvoXQc2nsNKDQeb/GfVi6Rgbujbw1wN/5aV9LxFOD64qf17Redw8/maurrn6lOYDCvV0s331G7Rs20Lrjq2kD5ld3ZRRKQ5FGV9aybhrrsezcCGW4uwZphkVNA22/BFe/DrEegADzPk0XPUtsI98z0o4kea2X6xle3uIugIXT91/EXmu7OiNEsMvK0KPw+Fg+/btR5y51dTUxNSpU4lGo0PSsKEioWdkhPsS7P2gi70fdB8RgBweC7UzCqifV0J5vU8C0DkgoSR4vfl1VuxZwTtt7wycDeYwO7iq6ipuGn8Tc0vmntJiqRlFobNxN3veX8v2114hEgkNHHMlUtT0BBlXVkXhHXfivfEGDB86qUIcR6wPXv4GbHxcv+2rgiWP6YubjrDOUIKPPfIOrYE4s6t8LLv3AhxyosSYlBWhp6SkhGXLlnHllVcetv+vf/0rd955J11dRxY/jiQJPSMv4k8MLILassNPOjlYF+Ly2aifU8SEeSVSBH2O6Ih28Fzjc6zYs4KmUNPA/lJXKYvGLWLJhCWnfBaYpmm0795BwwvPsuO9NaQz+rCaWclQ3RtigslGyac+g2/JLVL7cyoaV8GzD0JgPxjNsPCbcOGDYDz5cHo27OkKc8v/rCEYT/Ox2eX86PZZI9oeMTKyIvTcd999rFmzhmeeeYZx/fNr7Nmzh1tuuYW5c+fy61//ekgaNlQk9GSXjKLSvifA7vc72buh+7AJEHNLnNTPLWbCvGK8hTKWP9ppmsbmns2s2LOCF/e9ODD8ZTFauG3ibdw7/d4Trgp/NMlYjK1vvMIHz68g2KN/yLIqGcZ39FGLhYJ7PknuHXdgcsss4iclEYRnvwDb/qzfHv8RWPy/4Dr1781Qerexlzt+tRZVg59+XObwGYuyIvQEg0GuvfZa1q1bN7AaektLC5deeilPP/30YQuDZgMJPdkrk1bZv7WXXe910rSlh0x6sIC1sMpDWb2PsvE+SsZ5cebIuP5ollASvNH8Bst3LOeDLn1RYofZwR2T7uDT0z6N13bq9SSqmmHv++/y1vKl+Nv1GaadyRTjOwOUaEZK7ryT3E98Qub8ORmaBusf02t9lIS+mvvHH4ey2SParB+/soufvrobj93Myi9eSkWufBgaS7Ii9ID+Ce6VV15h06ZNOBwOZsyYwYIFC4akQUNNQs/okIorNG7sZtd7HbTs8PPhn8qyeh9TLi6l7rwimQhxFNM0jbXta/nZhp+xpWcLAHn2PL58/pdZNG7RKdX8HJRRFBpef5l3/vAEsVDw4BPhjSUpiqeYuvBqqu//vISfk9HRAH/4G31JC5MNbvwJzLpzxJqjZFRu/cUaNhwIMK8mj+V/ewEmqQEcM0Y09PzN3/wNN910E9dccw3uUdRtLKFn9IkGk7Ts8NO+N0j7ngB9bYPF8VaHmfq5xUy5uJTCKo/UAI1SmqbxZsub/Gj9j2gMNgIwu2g2/zj/H5mYd3pLJqTiMT544Vl2rl1Nz4GmQ5+MkmiCGXMvZtIXvoRFVn4/vngAnrkPdr2o3573t3DNv4FpZArF9/dGuf6nbxFNZfjqNRP5/BXjR6QdYviNaOj553/+Z1asWMG2bdu4/PLLWbRoEYsWLaK8PLvHWSX0jH7hvgQ71rSz/Z12wr2DEyHml7uZfFEpE+eXYHfLmTujUTqT5ontT/DIpkeIK3GMBiOLxy/mM9M+c8pz/Rwq3NfDvg3r2fbCs7S27B/Y702kmTt7HtO+9A+YsmwoPquoKqz6Pqz6d/123RVw++NgG5kPvE+tb+Erf9yE2WjgqfsvYlalfO/GgqwY3mppaeHZZ59lxYoVrFq1iqlTp3LTTTexaNEiZs3Kvgp7CT3nDk3VaNnlZ/vb7TRu6B6YCNFoNlA23kdZvY/yCbkU1+Rgsozs2Sfi1HREO/jhuh/yUtNLABgNRq6rvY57p93L+Nwz+2TffaCJ9x79Bbu2b0Ht7xgsjCW54KLLGffAFzB5ZOHcY9rxAvzpXkhHoWIu3PkHcA5/T5mmaTywfAPPb26nvsjNc1+4BJtZhrnPdVkReg4VDodZuXIlK1asYOXKlXg8Hm688Ubuv/9+pk6dOiQNPFMSes5NiWiaXe91sv2dNnqaI4cdszrMTJhXzJSLy2Ql+FFmQ9cGfrn5l6xuXT2w74a6G/j78/+eQueZrccUDfhZ/V//ydaGjWgGQNOoiKeZceNiJnzms5hM5jNs/Tmq+X14YgkkAlA0Be5+GnJKh70ZgViKhf+5it5oii9fNYEvXlU/7G0QwyvrQs+hMpkMq1atYsWKFUyfPp177713KB72jEnoOff1tUdp3emnbXeA1t0B4qHUwLHCKg9TLiljwtxirA55UxsttvVu49dbfs1f9/8VDQ2XxcX9M+/nzsl3YjGe2VBmX1sLb/z0h+xr2jOwz46B+nkXcd6td1BQVXOGrT8HdW6D/1sMkQ7wVcM9z+kTGg6zFRtb+eLvN2I1GXnhi5cwvkg+1JzLsjb0hEIhnnjiCR599FHWrVs3FO0aMhJ6xhZN1WjZ6Wfb2200buxGVfQfb7PVyPjzi5hycRkl47xSAD1KNPQ08G/v/tvAmV513jq+cN4XuKziMszGMwuxrdu2sP5X/0NTcxNp0+Bw6Ljz5zHv5tsomzDpjB7/nONvgt/dDP59kD8ePv3SsM/lo2kan1r6Pm/s7GZuTS5P/u2FGOVsrnNW1oWe119/nd/85jc8/fTTeL1eFi9ezM9//vMhadhQkdAzdsUjKXau7WDb6jb8HbGB/b5iJ3WzCqmdWUBxTY4sg5HlVE1lxZ4V/Hj9j/En/QCUuEq4bcJtLK5ffFoTHB4q0dzM5u/+C7v27aLT64L+QFw1bQZXfupz5FcMf49G1gq1waNXQ7AZSmfpPT624e1tafHHuPrHbxJLZfju4mncNb96WJ9fDJ+sCD2tra0sXbqUxx57jEAggN/vZ9myZdx2221Z+elZQo/QNI2OxhDb3m5jz7pOlNTgJIiOHCs10/OpnVlI5aRczDIHUNYKJoM81vAYf9r9JwLJAABmo5mPVH+Ej0/8OLOLZp/R36DA08+w53vfZa/PSWuuB81gwGQ2M3/x7cy7eQkms5whCEDPHvjN1RDrhdoFcNdTYLYNaxMeXb2Pf3luGx6bmb/+w2UU58jSI+eiEQ09f/rTn3j00Ud58803ue6667j77ru57rrrcLlcbNq0iSlTpgxJg4aahB5xqFRcoamhh6ZNPexv6CWVGFwHzGwxUjklj0kXllIzo0C6zbNUMpPk5aaX+f3O37O5e/PA/gm5E7h94u3cUHcDTsvpzdyb2L6dli9+iVB7G1sri+jyOADIr6ji6vu+IENeB7V+AL+9EVIRmLwIbl0KxuH7wJBRNT72yNtsagny0eml/Pyu84btucXwGdHQYzabeeihh3j44YfxHHKKp8VikdAjRqWMotK2O8C+TT3s29xNpC85cCynwM70yyuYfHEZNimAzlrberfx5M4neaHxBRIZfQ4nt8XNonGLuH3i7dT56k75MTOhEG0Pf53wa6/R7nOzrbKIlNEABgOzr72BSz7+N1jtjqH+UkafxjfgiVshk4KZd8JN/z2swWdbW4gbfvYWqgbL7p3PReNHdq0wMfRGNPTcd999PPnkk0ydOpVPfOIT3H777eTm5kroEecETdPobY2w671Otq1uG1gI1WIzUTuzgMrJeVRMysOdO7zd+OLkBJNBnt37LE/ufJL9ocHJCOeVzOPm8TezsGrhKfX+aKpK8Jk/0/3TnxLr7WF7WQGtefqHPU9BIR/57APUzjp/yL+OUWfbCvjjp0DLwIzb4aZHYBhP/f/migZ+t2Y/9UVuXvjipVhMMj/XuWTEa3ri8Th/+MMf+M1vfsO7777LNddcw/PPP8/GjRuZNm3akDRoqEnoEacqncqw690ONr3Wgr89etix/Ao30y8rZ+L8Eqn/yUKqprK2fS1P7niSN1reQNX0+i2H2cFHqj/CDXU3MK9kHqaT7JFQ43H6fvtben/1azoNKg0VhcRtem3PtCs+wpWf/hwW6xgPwluf0ScwVBWYdgss/uWwBZ9ALMWV/7mKvmiKb9wwhc9cUjsszyuGx4iHnkPt3r2bxx57jN/+9rdEIhE++tGPsmTJEj72sY8NScOGioQecbo0TaN9T5ADW3tp3t5H14Ew9P+22N0Wpi0oZ9pl5bi8Y/xNL0u1R9r5854/85fGv9Acbh7YX+Qs4qN1H2VR3aKTnu1Z6e2l5+eP0P3UH9lVkENTgRcMBoqqarjpa98kp7DobH0Zo8P2v8Af79GDz5Sb4JZHh22truXvHeDrT2/BYzPz2lcup9Ajv4/niqwKPQepqsrzzz/Po48+ysqVK0kmkyf+T8NIQo8YKolImh1r29n8WgvhPr1+xGg2MGFOMTOvqqSgQiZKy0aaprGpexN/2fsXVjatJJwKDxybmj+VOyffybU112I1WU/4WMl9++j+0Y/Yt+ZtNlYXkzKbsFtt3PC1b1A9PfuW4RlWO17QV2hX0zD7E7DoZwOn/59NGVVj8SNvs7klyJLzK/jhrTPP+nOK4ZGVoedQXV1dFBVl1yceCT1iqKkZlcaNPWx69QAdjaGB/eUTc5m1sJLqafky90+WSmVSvNnyJs/ufZa3Wt9CUfXarXx7PrdNvI3bJt52UvP+xNato/Ff/oU1aoyQ04YBuPjaRcz/1N+e5a8gy+14AZ68CzQVFn4LLv37YXnaDQf8LH7kHQBe+MKlTCmTv/XngqwJPW1tbaxevZquri5UdXDOE4PBwIMPPjgkDRsqEnrE2dSxL8imV5vZ+0E3mqr/KvmKncy8soKJF5RisUndT7bqS/Tx9O6nWb5jOV2xLkCf9+fammu5e/LdTC04/vqBmqLQ/bvf8fofn6AlRz+ba3pNPVf92w8xmsbw9/29X8ELX9GvL3kMpg1PycPnl33A85vbuXFmGT+7Y/awPKc4u7Ii9CxdupT77rsPq9VKfn7+YZOBGQwGGhsbh6RhQ0VCjxgO4b4Em19vYdvqNlJxvffA5jQz9dJypl9eIWd9ZbG0mubV/a/yxPYn2Ni9cWD/rMJZ3DPtHq6ovAKj4dhnBaU6Oln1j19jc6QXgDqzg4/++OdYs6zXe1i9+HVY+wiYbPqszZXzzvpTbmsLcf1/vYXRAK/+w+XUFrjO+nOKsysrQk9lZSWf+9zn+PrXv47RmP2nB0roEcMplVDY/k47m19rJtTTX/djNDB+ThGzrqqSVd+zXENPA09sf4IXm14cGPoa7xvPZ6d/lmtqrjnmWV+apvHuf/wbb697BwwGymIprv/KP+G9bMFwNj97qBl48m7Y+QI48+Gzr0Pu2V8u4jNL3+fVHV3cPqeS7y+ZcdafT5xdWRF68vPzee+99xg3btyQNOBsk9AjRoKqajRt7mHTq8207Q4M7K+aksf519VQVu8bwdaJE+mOdbN8x3KW71hOJB0BoDqnmu9e8l1mFh67ULbh6T/w8u9/h2aAglCMy+ZdStXDD2N0jMHJDFNReOw6aN8EFfPgUyvP+qns6/f7ueV/3sFiMrDqq1dQ5huDr/s5JCtCz9e+9jXy8vJ4+OGHh6QBZ5uEHjHSuvaH2PjXZvas7xqo+ymr9zHnuhoqJudm5Zp1QhdKhVi+fTmPb3+cQDKA2WjmK3O+wp2T7jzm963xvTU8+6PvkdFUrEqGGUmY88/fxXXeGFwqwb8f/vdSSAZhwVfhyn866095xy/Xsqaxl3suquHbi45flyWyW1aEnkwmww033EA8Hmf69OlYLIfPxfCjH/1oSBo2VCT0iGwR7I6z4eX9bF/Tjqrov3al473MX1RH+YTcEW6dOJ5IKsK33vkWL+9/GYCrq6/mOxd9B7fVfdT7d+7bywv/8V36evUC6eJglEuvup6qL/89hrFW5NzwJ3jq04ABPvkXqL30rD7d6t093P3ou9gtRlY/dCUFbqmnG62yIvT867/+K9/85jeZOHEixcXFRxQyv/baa0PSsKEioUdkm4g/yYZX9rP1zTYyin72Y+XkXObdWEdJnXeEWyeORdM0lu1Yxg/f/yGKplCTU8MPFvyAyfmTj3r/jJJm7ZOP896zf0IFzEqG2c5cLvzpf2PJyxvexo+0FQ/Ahv8DTyl87m1w5Z+1p9I0jZt/ri9G+vkrxvHVa2SR2NEqK0JPbm4uP/7xj7nnnnuGpAFnm4Qeka0i/iTrX2xi2+o21Iz+a1hcm8P/Z+/Ow6Is1weOf9/Z2BlAQGRRxA1BwAV3Khjb9AAAIABJREFUDPfEXDPbS1stLeuULVbWyT1bLLOyMpdOp7I0l8x9Q3PfEHOXRURZZZMdZt7fHyN0/KnJwAwzg8/nuuaaYeZ9n/dmQOfmWe4nrLc/LTp6oVLfYT0CNiIuM45JsZPIKM5AJal4NvxZng5/GrXi5hWIs1KSWTfrfbJzsgDwLtNx96TJeEfdQZOcy4vg62i4cg7aDIYHfzRr4cL1x9N4/r9H8HS2Y+/kvmJPLhtlFUmPj48Pu3btolWrViYJwNxE0iNYu4LsEg6uS+bs/vTq5MfeSU1IL1869G+KvXP9lPMXai63NJdp+6ax+cJmANp6tGV61HRau7e+6fF6nY69i7/hwKa16CUJlU5P16696DrpzTtnTlfaMVjY37Ar+6APoNtzZrtUhU5P91lbyS4s5+vHOnF3qI/ZriWYj1UkPbNmzSItLY158+aZJABzE0mPYCuK8ss4tTuNE7suUZhr2M5FY68kon9T2vcLQONQf7tXC7cnyzIbkzcyff908svyUSlUvNn5TR4IfuCW52SdOc0fU9/mSqXh59vEy4d73p2O1vsO+VDetwA2vAEKNTy5AfwjzXapWetO8fXORPoFe/Pd2M5mu45gPlaR9IwcOZJt27bRqFEjQkNDb5jI/Ntvv5kkMFMRSY9ga/Q6PUnx2Rz8I5krqYbl0vZOatoPCKBtD18cXW+/R5RQf7JLsnl/7/vsuLgDgNGtRzO5y2TUt9hwU6erZOekl4lLTUSvUKBSquj12FN0uPseJBuofVYnsmzYn+vUGnD1h+d2gaN55jclZBXS7+NYFBLsebMfPlp7s1xHMB+rSHqeeOKJf3x98eLFdQrI1ETSI9gqWS9z/kgmB35PIi+jGDAUOmwW1oi2PZrQrF0jFGKuglWQZZlFfy3isyOfISPTqXEnPun9CR72N/9Al2WZ8++9y5+H95DjbKgl0yKyKzETXsXO0bE+Q69/pfnwTW/ISYSWA+DhX8BMyd79C/ZyIDmHSQNb80Jf25iSIfzNKpIeWyOSHsHW6XV6zh7M4K/YS2Qk/b3BqbO7HaF3+REa5YuDi+j9sQaxF2N5Y9cbFFUU4evky1f9vyLILeimx8qyTPqMmcStX8Np30boFQo8/AIYPukdPHz96jnyepZ+3DC/p7LUULvnrtfMcpnlh1OZ9Osxmno4smNSbxRiI2CbIpKeWhBJj9CQXLlcyOk9aZzel05pYQUASpWCVpHehPXxx7uZ+B23tMS8RF7c9iIpV1PwsPfgmwHf0MajzU2PlWWZjJmzSFr+C0cCfSjVqLBzdOKeia/RvIP55rtYhSP/gTUvgEIF43ZCY9MXEiwur6TrjK1cLavkx6e70qOlp8mvIZiPSHpqQSQ9QkNUWaEj4XAm8dtTybxwtfp5nyBXwvr406KDN0qVGPqylLzSPMZtGcfJKydx1bjyzYBvbrlruyzLpL//PhnLl3OkuQ+5jvYgSbQfOJieDzyGvdPNCyA2CD8/AqfXQkBXeGKDWYa53l55nP/uT2F4e18+e1Dsvm5LRNJTCyLpERq69KR8jm9P5fzhzOol705udnQbEUSbLj5IokvfIgrKCxi/ZTzHso7hrHbmy/5f0sH75h+6sk7H5ddeJ2/9Ok4GNCbF3ZDoOGrd6P340wT3jG6YS9vzU+GLrlBeCEPnQacxJr9EfGoew+bvRqNScOCtfrg5iqFgW2GOz2/xp6Ag2Dif5loGPBnK4zN70GVocxy1Goryyti65BTL5xwmPTHf0iHekVw1rnw94GsiG0dSWFHIuM3j2J6y/abHSkolvh/MxvWuaNqlZNDtci5ujbwozs9j3ecfsfqj6VRWVNTzd1APtP7Q5y3D483vQmGWyS8R5qelbRNXyiv1rDp6yeTtC7bFpEnP8ePHmTFjBj/++KMpmxUEoQactHZ0vqc5j03vTrcRQajtlGQmF7BizmE2LfyLnLQiS4d4x3FSO/Fl/y/p4duDksoSJm6fyJu73iS3NPeGYyW1Gr/PPsUxMhKPrBx6HD5F5+7RqNQaEg7t54/P5qDX6SzwXZhZl3HgEwalebB5ismblySJ0Z38AfjjeJrJ2xdsS52SHp1Ox7Zt23j55Zdp3rw50dHRnDx5ktatb16VVBAE81OplXQaFMgjU7vRtkcTkODcoUx+mrqf9V8fJ/NCwe0bEUzGQeXA530/Z2zoWBSSgj8S/2DE6hFsSNrA/59doLC3x3/BV9hHhEN+Pl7fLKFvWCRKtZrzB/ey8atPkfV6C30nZqJUwZDPAAmO/QRJO01+iUHtDMUfD13IJetqmcnbF2yH0XN6CgoKWL9+PatXr2bDhg1otVqGDh3K8OHDiY6ORqWyrqqxYk6PcKfLSrnKoXXJJMb9PXTQNLQRPe5tQSO/BjxJ1godzzrOu3ve5XzeeQCGtxjO293exkHlcN1x+rIy0qdOJX+FodhrQXRPdhdkIuv1RAwYTL+nnm94c3z+eBUOLgTfjvDMNpPvzTV8/p8cS81n5sgwHu7a1KRtC+Zh0YnMn3/+OWvWrGHXrl2EhYUxbNgwhg0bRkREhEkCMReR9AiCwZXLhRzdmMLZgxnIehlJgpAoX7oMDRJVnutRha6Cb45/wzfx36CX9bR2b80nvT+hmWuz646TZZm8X34lffp0qKggK6wtB5UVIMt0HjaKXg+PbViJT2EWfBYOFcWGgoWt7zZp81/uOM+cDWe4q7UX3z/ZxaRtC+Zh0aRn0KBBDB8+nGHDhuHnZzuFs0TSIwjXy88qZu/KBBKOGHp+NPZKOsUEEt7HH5VG7OxeXw6kHeC1na+RU5qDs9qZaT2n0b9Z/xuOK4mL4+Jzz6PLyyO9YxhHdIbq3B1jhtH78acb1tYVm6bAnnng2wGe2W7S3p7ErEL6fhyLSiFxeMoAtA5iI19rJ5as14JIegTh5i6fy+XPX8+TlWKo8+Ok1RB5T3Pa9myCUmxvUS8yizN5LfY1jmQeAWBMyBhe6vQSasX1H8glx/8iZexY9EVFpHXryNESw4q80Oh+DBw3EYWygSSrRdnwaThUFMFDP0ObGJM2P3BuLGczCpn7QAQjO/ibtG3B9MSSdUEQTMa3lTuj34yk35i2OHvYUZRfTuyPZ/jxvX2c2Z+OrG/Qfw9ZBW9HbxbevZAxIYb6NEtPLuXpjU+TWZx53XEOYe0I+HoBkr09TfYdoau2MZJCwYnYraz5ZBaV5eWWCN/0nDyhyzOGxztmGTYoNaFBoYYJzRv+Sjdpu4LtEEmPINzBJIVEcPcmPPp+d3o90AoHVw0F2aVsWXyS5R8c4vL5PEuH2OCpFWomdZ7E3N5zcVY7cyTzCKN/H83B9IPXHecYGYn/5/NArabRzj1Et2yHUq0m4dA+Vn04DV1lpYW+AxPrMRE0zpB2DM6sM2nTd19bxRV7NouS8ga4/F+4LZH0CIKAUq0gvE8Aj027VuPHXknmhaus/OgIG745TkF2iaVDbPD6N+vPz0N+prV7a3JKc3h207OsPLfyumOce/XCd9YsAByXr+KekQ+jtrPnQvxRti/91hJhm55TI+jyrOGxiXt7Qpq4EuDhQGmFntizpi+EKFg/kfQIglBNbWeo8fPo1O6E9PJFkiDhSBY/Td1P/PaLYsjLzJq5NuOHwT8QExhDpVzJu3ve5bMjn6GX/67Nox1yD9p77zUkA198xaBnJoAkcWzTHxzbvN6C0ZtQjxdB42LYjf30HyZrVpKk6iGujSfEENedqEYTmefNm1fjBidOnFingExNTGQWhNrLTi1k17KzXD5nGObybeVG38fbovVyuM2ZQl3oZT1fxn3J1/FfAzCw2UCmR02vruejKywiaeRIKi5exHXYUC5268TuZf9BoVQy+p0Z+Ie0s2T4prF1Guz6CBqHGXZhN9EqtUPJOdy3YC8u9ioOvzMAjdiY12pZbPVW8+bNr/s6KyuL4uJi3NzcAMjLy8PR0RFvb28SExNNEpipiKRHEOpG1sv8tfMSe347T2W5HpWdkm7Dgwjr7Y9CbGZqVmsS1vDenveo1Ffi6+TLpM6T6N+0P5IkUXz0KBceeRT0epp89CG7zp/g7N5dOLi48uisT3H18rZ0+HVTnGNYyVV+Fe7/D4QMM0mzer1M11lbybpaxtInuxDd2ssk7QqmZ7HVW0lJSdW3GTNm0L59e06dOkVOTg45OTmcOnWKjh07Mm3aNJMEJQiC9ZAUEmG9/XlwSld8W7lRWabjz1/OsXz2IbGlhZkNazGMbwd8i4+TD5eLLvPKjld4ZtMznM89j2OHDng+9xwAGVOn0W/EA3gFBlFytYBVH06jorTUwtHXkaMHdDN8f+yYDSbafkOhkOjftjEA205lmKRNwXYYXaenRYsWLF++nA4dOlz3/OHDh7nvvvtISkoyaYB1JXp6BMF0ZL3MiV2X2LsqkfKSSpAgLNqfbiOC0Nhb1xY0DUlJZQmL/lrEouOLKNeX46By4It+XxDZqD3JjzxKaXw89uHhuH04h5+mv0VJQT6tu0Ux5OU3bLtqc0muobenrABGL4XQESZpdsvJDJ7+/hD+7g7ser2Pbb9HDZhV1OlJS0uj8iZLI3U6HRkZImsWhIZMUki0i/bn4X93pXWXxiDD8R2prJhzWKzwMiMHlQMT2k9g9YjVdPHpQkllCRO2TuDQlTj8PpyDUqulND6egnffY+iLk1AoVZzd9yf7f1tm6dDrxsEduj1veBz7gcl6e3q0bIRGpSA1t4TzmYUmaVOwDUYnPf369WPcuHEcOXKk+rnDhw/z/PPP07//jSXUBUFoeJy0dgx4MpRhL7fH0VVDzuUifp19iMvnci0dWoPm7+LPl/2/pKdfT0oqSxi/ZTxxmgwCFn6LwsmJ4v374Yuv6TvGUOBv9y8/cP7gPgtHXUfdxoOdFjJPwqnVJmnSUaOiR4tGAGw7nXmbo4WGxOikZ9GiRfj4+BAZGYmdnR12dnZ06dKFxo0bs3DhQnPEKAiClQoI9mD05Ei8mrpQWljB6k/jOPnnZUuH1aDZKe34rM9nRPlFUaorZcLWCcR7FhOw4CskOzsKY2NptH4LEQMGA7Bu/sdkpyRbNui6cHCD7uMNj3eYrrenb7BhovdWkfTcUWq999bZs2c5ffo0AMHBwbRu3dqkgZmKmNMjCOZXUa5j29JTnD9s+AAJ7+tPz1EtUYg9vMymTFfGv7b/i12XdqFWqJndazY9LjpwcfwEqKhA+/BD/EkpF0/Eo/VuzEPTPsLJzd3SYddOSZ5hB/bSfLj/ewgZXucmL+YU02vOdpQKiSPvDEDrKDYgtTZWMaenSmBgIG3atGHw4MFWm/AIglA/1BolA58OpeswQ3mL+G2prJ1/jNKiCgtH1nDZKe34tM+n9Gvajwp9BZNiJ7HaMwW/OR8AkP/jT0Q1CUTb2If8zAxWfjCV8lIbnXfl4AZdxhke755nkirNAR6OtG7sjE4vE3tOVGe+Uxid9BQXF/PUU0/h6OhIaGgoKSkpALz44ovMnj3b5AEKgmAbJEkicnBzBo1rh0qj4OKpXFbMOUxuepGlQ2uwNEoNH0d/zANtHkBGZvaB2XznfRqvSa8CkP/Jpwy8ayD2Lq5kJJ5j7dzZtrtHV5dnQGkHlw5BimnmKfW5NsS1XQxx3TGMTnomT57MsWPH2LFjB/b29tXP9+/fn2XLbHylgCAIddaigzf3vtYJZ3c78jKKWf7BYRLjxF/S5qJUKHm769tM7GCohr/or0UsDMvC7YEHQJYpnj6Lwfc+hEpjR1LcYTZ/O59azmqwLGdviHjQ8HjP5yZpsl+woV7PjjOZ6MQWK3cEo5OeVatWMX/+fKKioq6rbRAaGkpCQoJRbe3cuZOhQ4fi6+uLJEmsWrXqutfHjh2LJEnX3QYNGmRsyIIg1DOvABdGT+6MT5CW8pJK1i84zs5lZ9FVmGYSqnA9SZJ4JvwZpvaYCsB/T//I6uHeON3VC7m0lIpZc4h5ejySpODEji3s+fW/Fo64lrq/YLg/sw6yz9W5uY5N3dA6qMktriDuolh5eCcwOunJysrC2/vG8uZFRUVGF3gqKioiIiKCL7744pbHDBo0iLS0tOrbTz/9ZGzIgiBYgKOrhhGvdKD9gKYAHN+eyvI5h8jLKLZwZA3XyFYjebPLmwB8cfwr9j8fhSYoCF1WNk6/b6D/M4ZVUPtW/Gybm5N6tYY2gwEZ9t76c6OmVEpF9TYUW0+JIa47gdFJT2RkJH/88feut1WJzsKFC+nevbtRbcXExDB9+nRGjhx5y2Ps7Ozw8fGpvrm72+jqA0G4AylVCnqOask9E8Kxd1aTfbGQZTMPcma/2OHaXB5p+wjPRRi2b5gW/xEXJg4DhYKCtWsJ1Cnoft9DAGz97ivOH9pvyVBrp8eLhvtjP0Fh3YdNq5aui3o9dwajk56ZM2fy1ltv8fzzz1NZWclnn33GwIEDWbx4MTNmzDB5gDt27MDb25s2bdrw/PPPc+XKlX88vqysjIKCgutugiBYVmCYJw+83QW/1oa9u7YsPsnWJScpL7XRSbVWbnzE+OrJza9mLaDkAcO0gPR/v0/nvoNo12cgsqznj8/mcPnsKQtHa6Sm3cGvE1SWwsFv69xcdGsvFBKcTr9Ker6N71cm3JbRSU9UVBRxcXFUVlYSFhbGpk2b8Pb2Zu/evXTq1MmkwQ0aNIjvv/+erVu38sEHHxAbG0tMTAw6ne6W58yaNQutVlt9CwgIMGlMgiDUjrO7HcNe7kCXoc2RJDi9L51fZx0iO/WqpUNrcCRJ4q2ubxETGEOlvpIXAneib+6PLieHjOnTGfDMBJp3iKSyvIyVc6aRl55m6ZBrTpL+7u05tBh0dSuL4O6koZ2fFoB9if/8R7Vg+2pdnNDUJEli5cqVjBhx6w3lEhMTadGiBVu2bKFfv343PaasrIyysrLqrwsKCggICBDFCQXBilw6m8vm705QlF+OSqNgwJOhBLX3snRYDU6FroIXt73I7su7Cct2ZMqiQtDp8Zv7CQ59+vDL1MmkJ5zDp0UrHpz6IUqVjWwaq6uAT0KgKBMe/BGC76lTczPXneKbnYk82DmA2aPCTRSkUFdWUZxQqVSSmXnj2OeVK1dQKpUmCepWgoKC8PT05Pz587c8xs7ODldX1+tugiBYF7/W7jwwpQsBbd2pLNez/uvjHNl4wTaXUlsxtVLNJ70/IdwrnOOexayPcgQg/f2pkJvL0Ffews7JifSEc+z55QcLR2sEpfrv5etHvq9zc92DDPtw7RU9PQ2e0UnPrf5TKisrQ6PR1Dmgf5KamsqVK1do0qSJWa8jCIL5OThrGPJCBGHRfobFOCsT2Paf0+gqxbJ2U3JUO/Jlvy9p6daS77uWkOqrQZeXR+qEF3B2dmHgs4ahogNrVpDy1zELR2uEDo8Z7s9tgoK6Dc9FBrqjVEhcuFLM5TwbrVot1EiN+zLnzZsHGIahFi5ciLOzc/VrOp2OnTt3EhwcbNTFCwsLr+u1SUpKIi4uDg8PDzw8PHj//fcZNWoUPj4+JCQk8Prrr9OyZUvuvvtuo64jCIJ1UigV3PVQG9x8nPjzl7Oc3pNGbloR/ca0xd3HydLhNRhaOy0L+i/g8fWPM2v4JT7+jwZOniRtyru0mvMBYX0HcnzbJtbP/5jHP5yPg4sN9JB7tYaAbnBxHxz7EXq9WuumXOzVtPPTcuxiHvsSr3BvR38TBipYkxrP6Wne3LCnzoULF/D3979uKEuj0RAYGMjUqVPp2rVrjS++Y8cO+vTpc8PzY8aM4auvvmLEiBEcPXqUvLw8fH19GThwINOmTaNx48Y1vobYcFQQbEPKiSts/PYvykt1KNUKugxtTvv+TVEojKv/JdxaXGYcYzaMITi5kvd+Bkmvx/u113B95GH+M/llci+n0iKyG8MnvW103TWLOPpfWD0ePILgxSOGSc61NGv9Kb6OTWR0J38+HB1hwiCF2jLH57fRE5n79OnDb7/9ZjP1ckTSIwi242pOKTt+OE3KyRwAvANdGfBECG6NHS0cWcPxyaFPWHxiMfcec+DBdVdBoSDg668p8m/Cj2+/il5XycBxEwnrO9DSod5eeRF81AbKr8LYPyAwqtZN7TiTydjFBwnwcGDX631NGKRQW1YxkXn79u02k/AIgmBbXDzsGfJiBH0fD0bjoCIzuYBfZx/iwl9igqmpTOgwgSBtEL+FF3M2qino9Vx69VXcFSqiHjTMk9m+9FvyM22ggKTGCdrda3h85D91aioy0AOlQuJiTgmpuaJqeENldNIzatQoPvjggxuenzNnDqNHjzZJUIIg3LkkSaJtD18eerdr9d5da784xuENyWJ1lwnYKe2YETUDpULFv7tfoqxtIPqCAi6On0D73gPwCw6lorSE9V/MRa+/dU00q9HxccP9yVVQklfrZpztVIT7V9XryTFFZIIVMjrp2blzJ4MHD77h+ZiYGHbu3GmSoARBEJzd7RjxSgdCevmCDPtWJbLx2xNUlNnAB7GVa+fZjifbPUmlSmLKPVdReHlSnpBA+puTufu5l1DbO3Dp9AkO/7Ha0qHenl8n8GprqND81/I6NdWtaul6guhZbKiMTnoKCwtvujRdrVaLLR8EQTAppUpBn0eCiX64DQqlRMKRTFbNPUrJ1XJLh2bznot4jpZuLUlW57PyydZIGg2F27ZR+esKej/+NAC7f/6e7JRkywZ6O5IEHa8tXz+2rE5NVdXrEZWZGy6jk56wsDCWLbvxF+vnn38mJCTEJEEJgiD8r3Z3+TH8Xx2wczLM81kx5zD5WWLeRV1olBrDMJek5L+KA2RNvA+A7C+/pLnSjqCOndFVVrLui0/QVVr5Hmmh9wISpB6AvIu1bqZTM3dUColLeSVczBG/Xw2R0UnPlClTmDZtGmPGjGHp0qUsXbqUxx9/nBkzZjBlyhRzxCgIgoBvSzdGvdYJl0b25GeVsGLOYTKSRO9yXYQ0CuGZ8GcAeMt5Ew4PjgIgY9p0+o95FntnF7KSEzm4ZoUlw7w91ybQrKfh8clVtW7GyU5FRIAbIKozN1RGJz1Dhw5l1apVnD9/nvHjx/Pqq6+SmprKli1b/nHfLEEQhLpy93Fi1Oud8GrqQsnVClbNPUJyfLalw7Jpz4Y9Sxv3NuSV5TG/Wx6qJj5UXLpE6S+/0mfsswDsW/ETV1JTLBzpbbQbabj/67c6NVM9xCXm9TRIRic9APfccw+7d++mqKiI7Oxstm3bRnR0tKljEwRBuIGT1jDBuWmIB5XletZ9Fc+JXZcsHZbNUivVzIiagUpSsTEjlktPGOrzXPl2IS38A2neIRJdZSUbF3xm3au52g4DSQGXj0BOUq2b6fY/+3CJ1YINT62Snry8PBYuXMhbb71FTo5had+RI0e4dEn8xyMIgvlp7FUMnhBOcI8myDLs+O8Z9q9JFB9StdTGow3jIsYB8Lbqd9TduyBXVJAxYyb9nxqPxsGBtHNnOLp+rYUj/QfO3hDYy/C4DkNcVfN60vJLSc0V+3A1NEYnPfHx8bRu3ZoPPviADz/8kLw8Q12E3377jcmTJ5s8QEEQhJtRKhX0fSyYzvcEAnBoXTLbvj+FXic2LK2Np8Keoq1HWwoqrrJkoApJrabozz/hSBx3PfIkAH8u+568DCsuWlhVqLAOQ1wOGiWhfoZ6PYcv5JoiKsGKGJ30vPLKK4wdO5Zz585hb29f/fzgwYNFnR5BEOqVJEl0GRpEn0eDkRQSp/ems2nhCbFTey2oFdeGuRQqVpcfIHvUXQBkzJpFu+69CAgJo7KsjC0Lv7DeHrXgoSApIT0eriTUupnOzQy7DhxMFkUKGxqjk56DBw8ybty4G5738/MjPd2K/wIQBKHBConyJWZcOxQqiYSjWaz76jiV5VY8/8RKtXJvxYT2EwB4u/lhFH5NqExPJ2P2bAaMexGlSsWF+KOcP7jXwpHeglMjCOpteHyi9r09kYGGpEf09DQ8Ric9dnZ2Ny1CePbsWby8vEwSlCAIgrGaR3gxZHwEKo2ClBNXWDv/GOWlVl5fxgqNDR1Lu0btyKGQ5fd6g0JB/vIVsPNPIocaho92fP8dFeVlFo70FkKrVnGtrHUTnZp5AHAm4yr5JRWmiEqwEkYnPcOGDWPq1KlUVBh+ESRJIiUlhTfeeINRo0aZPEBBEISaCgjxYOjE9qjtlVw6m8fv8+JE4mMklULF9KjpaBQafnY+QeajAwBD7Z7wFm1xbuRJQVYGh9bUbWm42bQdAgo1ZJ6ArDO1asLLxY7ARo7IMhxJEb09DYnRSc/HH39MYWEh3t7elJSUEB0dTcuWLXFxcWHGjBnmiFEQBKHGfFu6MeJfHbBzVJGeWMDa+cfEfl1GauHWghc6vADAm832oe7Ty7Caa9Jr9Bpu2Fj6wKpfKcjKtGSYN+fgDi36GB6fWlPrZqp6ew4ni6SnITE66dFqtWzevJnff/+defPm8cILL7Bu3TpiY2NxcnIyR4yCIAhG8W7myrCX2qNxUJF2Pp8/vjxGhZjjY5THQx4nwiuCwsoivh6qQRMURGVGBo4/LMM/JIzKinJ2/GehpcO8ueAhhvvT62rdROdAMZm5IapVnR6AqKgoxo8fz+uvv07//v1NGZMgCEKdeTdzZejECMNQ15k81i84TmWFSHxqSqlQ8l7391BJKjZkxXL57cdQODpScvAgkT7NkBQKzu3fw4XjcZYO9UZtYgDJUKiw4HKtmqiazHwsNY9ysRqwwZDkGqw9nDdvXo0bnDhxYp0CMrWCggK0Wi35+fm4urpaOhxBEOrZ5fN5/P75MSrLdASGexpWeSlr/ffeHWfu4bks+msRvk6+LC28n9zZH6FwdeXi2Ic4FrsFr8AgHpv1KZLCyt7T7wbCxf1wz8fQ+WmjT5dlmY7TNpNbXMHK8T3o0NTdDEEK/8Qcn9+qmhw0d+7cGjUmSZLVJT2CINzZfFu6MWR8OL9Zw+r7AAAgAElEQVTPP0ZyfDbb/3uGvo8FI0mSpUOzCePCx7EhaQOXiy7zU2geI0JDKT1xgqDzKZxycCArOZFzB/fSumtPS4d6veB7DEnP6T9qlfRIkkSnZu5sOZXJ4Qu5IulpIGqUmiclJdXolpiYaO54BUEQjObXxp27nw5FkuD0njT2rRb/V9WUo9qRt7q+BcD3p36g4tUnQZIoW7eesPBOAOz55b/Wty9Xm3sM90m7oDS/Vk1EBhomMx8Sk5kbDCvrjxQEQTCP5hFe9H40GIAjGy5wbOtFC0dkO6IDoukb0JdKuZIZ+ctwe/ghABpv2oGdkzNXUlM4s2eXhaP8fzxbgmcb0FfAuc21aiLyWmXmQxdyrLcKtWCUGg1vvfLKKzVu8JNPPql1MIIgCOYU0tOXkqvl7FuVyJ+/nsPeWU2brj6WDssmvNnlTfam7eVI5hF2Du5Nx01eVCZfICQ8hKNFZ9nz639p070XCqXS0qH+LXgw/HkGzqyDsPuMPr2dnxaNUkF2YTkXrhQT6ClWKNu6GiU9R48erVFjYoxcEARr1/HuZhTnlxO/PZWtS04iSdC6i0h8bqeJcxNe6vgSsw/M5qNTX/Ljyy/A27Px3rgN+07B5KWncWLnVsL6DLR0qH8LHgJ/zjX09FSWg0pj1On2aiXh/loOXcjlYHKOSHoagBolPdu3bzd3HIIgCPVCkiSiRreislzHyd1pbFl8EiRo3VkkPrfzUPBDxF6MZW/aXqZo1jG7axdK9h8gWGlPHIXsW/EzIb36oFSpLR2qgW9HcPaBwnRI3gUt+xndRKdAdw5dyOXwhVxGRwaYIUihPtVpTk9qaiqpqammikUQBKFeSAqJ3o8EE9KzCbIMWxad5NzBDEuHZfUUkoJpPafhqnHlRM5JdowIBEmi8Z8HcHR2oSArk+Pbajd/xiwUims1ezCs4qqFyKrKzGLz0QbB6KRHr9czdepUtFotzZo1o1mzZri5uTFt2jT0elHASRAE21CV+LS9lvhsXnyS1DPig+12Gjs1Zkr3KQDMvboK3eDeKGWZVoWGDUj3//azdW1GGnxtFdfZDVCLycgR/loAzmcVUlQm9nGzdUYnPW+//Tbz589n9uzZHD16lKNHjzJz5kw+//xzpkyZYo4YBUEQzEJSSPR5JJhWnRsj62U2LfyLwlwr+sC2UoMCB3FP0D3oZT3Tws4jOTjgE38KJ0dnCnNziN+8wdIh/i0wCpR2UHAJss8afbq3qz0+rvbIMpy4XGCGAIX6ZHTSs3TpUhYuXMjzzz9PeHg44eHhjB8/nm+//ZYlS5aYIURBEATzkRQSfR4LppG/MyVXK9j47XF0YtuB23qr61v4OPlwUkojflALlDK0zLgCwIHVv1JRWmrhCK9RO0Cz7obHCbWbnxp+rbcnPjXPVFEJFmJ00pOTk0NwcPANzwcHB5OTIzZmEwTB9qg1SmLGtavemX338vOWDsnquWpcmRk1EwmJ2S1OofNyp0liKs72jhTn53F041pLh/i3oGu7rifWLek5fql2RQ4F62F00hMREcH8+fNveH7+/PlERESYJChBEIT6pvVypP8TIQAc35HKmf3pFo7I+nX26czjIY9ToZZYepcOBdAy2bDB58E1KygrLrZsgFVaXEt6kv8EXYXRp4f5uwFwPFUkPbbO6KRnzpw5LFq0iJCQEJ566imeeuopQkJCWLJkCR9++KE5YhQEQagXgWGeRA4OBGDHD6fJTi20bEA2YGLHibRyb8XGVkVcaulGk4wrOOtkSguvcmTdakuHZ9A4DBw9obwQUg8afXqYn6GnJzG7iIJS45MmwXoYnfRER0dz9uxZRo4cSV5eHnl5edx7772cOXOGXr16mSNGQRCEetN5SHOahnhQWaFn/dfHKSsWH3L/RKPUMCtqFiqlhn8PvkqlpystUw3L/w+tXUlJ4VULR4hh6XpQtOFxwjajT/dw0uDv7gDAX2KIy6bVqk6Pr68vM2bMYMWKFaxYsYLp06fj6+tr6tgEQRDqnUIhMeDJUFw87CnIKmHLklPIerHv0j9p49GGiR0mku8kMX2kniYllbiUlFFeUszhtassHZ5B1byeOk5mFkNctq3GSc+5c+d46KGHKCi4cclefn4+Dz/8sNhlXRCEBsHeWc2gce1QqhQkx2dzeOMFS4dk9R4LeYxwr3BOeZay/pEWtMow1DyK+2OVdazkqprXc/kIlBhfjynMzzCvJ1709Ni0Gic9H374IQEBAbi6ut7wmlarJSAgQMzpEQShwfBu5spdD7UGYP+aRFJOXrFwRNZNqVAyrcc01Ao1SxqfRR3TDceyCsrKy4i3ht4erT80agWyHpKM3xFeLFtvGGqc9MTGxjJ69Ohbvn7//fezbZvxY6WCIAjWKqSnLyFRviDDpu9OkJteZOmQrFqQWxDj248H4M1WRwhS2QNw6LdlyNZQsb9F7Zeut/M1JD0Xc0rILSo3ZVRCPapx0pOSkoK3t/ctX/f09OTixYsmCUoQBMFa9HqgFd6BrpQVVbL60zgKskssHZJVGxM6hrYebcmvvMqBwe6odHoKdRWcWLrI0qHVaV6P1lFNYCNHQNTrsWU1Tnq0Wi0JCQm3fP38+fM3HfoSBEGwZSq1kiEvhOPexImivDJWf3qUojyxVcWtqBVqpvWchkpS8YvyME28GgFweM0K9EUW7ikLjAJJCblJkJts9OnV9XpE0mOzapz03HXXXXz++ee3fH3evHliybogCA2Sg7OG4S+1x9XTnoLsUlZ/FkdJoRjiuJU2Hm14qO1DAGzoWYoky2RrlJyZPdOygdm7gn9nw+Na9PZEiHk9Nq/GSc/kyZNZv3499913HwcOHCA/P5/8/Hz279/PqFGj2LhxI5MnTzZnrIIgCBbj5GbH8Jc74KTVkJtWxLov49HprGCeipV6qt1TOKgcOKg7jUdTQ0mTY/v/pOSvE5YNrHpezw6jT60qUiiWrduuGic9HTp0YPny5ezcuZPu3bvj4eGBh4cHPXr0YNeuXfzyyy907NjRnLEKgiBYlKunA8Ne7oDGwbBH16E/ki0dktVq5NCIh4INvT2xoYZ9GdO0zqR++YUlw4LAayMSKXtBNq7+UqifFkmCy/mlZF0VQ5y2yKjihEOGDOHChQssX76c2bNnM2vWLFasWEFycjLDhg0zV4yCIAhWw6OJE70fbgPA4fXJpJ0XQx238kToEzipnTikOIuTTyP0ComTJ49RnppquaD8OoFSA4UZcOXW81RvxtlORQsvZ0BUZrZVRldkdnBwYOTIkbz22mu8/vrrjBgxAkdHR3PEJgiCYJVadW5M666NkWXYvPgk5SWVlg7JKrnZu/Fo20cBONTSkBymeLiSvXSp5YJS24NfpOHxhd1Gnx5+bYjrmJjXY5NqtQ2FIAjCne6uB9vg4mHP1Sul7Fx21tLhWK3HQx/HRePCAedENI52lKuVnNy8AV2hBTdzDexpuL+wx+hTQ3wNq5RPpd24O4Fg/UTSIwiCUAt2Dir6PxmCJMGZfemcO5Rh6ZCskqvGlTEhY5AVcKqlYTuKRFd7cn/91XJBNethuK9F0tO2iSHpOZNuBRupCkYTSY8gCEIt+bZ0o+OgZgDE/niGwlwr2GPKCj0a8ihudm7s905FUkhcdbDj/M8/Iut0lgnIv4uhXk9+CuSlGHVqGx8XAC7kFFNcLoY1bY1IegRBEOqg85DmeDdzoay4UuzIfgtOaieei3iOco2eCwGGVU/nqeDqlq2WCcjOGXzbGx5f2GvUqZ7Odng62yHLcDbDgkN0Qq0YnfRER0fz/fffU1IiSrELgiAolQoGPBmKSqPg0plc4raI7Xhu5v429xPoGsjhptkAZGiduLhkseUCqh7iMn4yc/C13p4z6WJej60xOunp0KEDkyZNwsfHh2eeeYZ9+/aZIy5BEASb4dbYkajRrQDYtzqBrItivsf/p1aoeTXyVfJdKsh2KwNJ4kz6RUri4y0TULPaT2auSnpOpYmfs60xOun59NNPuXz5MosXLyYzM5O77rqLkJAQPvroIzIyxEQ+QRDuTCFRvjSP8ESvk9n83Qkqyy00X8WKRftH09WnK3EtDDVuLnq4kP71AssE07QbIMGVc1CYadSpbap7ekTSY2tqNadHpVJx7733snr1alJTU3n44YeZMmUKAQEBjBgxgm3btpk6TkEQBKsmSRJ9Hg3G0VVDbnoxe34zrvDdnUCSJCZ1nsQl71KK7SqoVCk5E3eY0lOn6j8YB3do3M7w2MjenqoVXKfTC5CNrOosWFadJjIfOHCA9957j48//hhvb28mT56Mp6cnQ4YMYdKkSaaKURAEwSY4uGjoO6YtAMd3pHJi1yULR2R9gj2CGdl6JMdbGHpJkj21ZH1hoa0parl0vaW3MwoJcosrxHYUNsbopCczM5OPP/6Ydu3a0atXL7Kysvjpp59ITk7m/fffZ+HChWzatIkFCyzUZSkIgmBBzUIb0enaMvYdP57hzL40C0dkfSa0n0ByQBmVCj1F9hqS9u+h9MyZ+g+klpOZ7dVKAj2dADglhrhsitFJj7+/PwsXLmTMmDGkpqayfPlyBg0ahCRJ1ceEh4fTuXNnkwYqCIJgK7oODyKstz/IsHXpKc4fNm7OSEPn7ehNTPAQzjY1LPlO9tSS/cWX9R9IVdKTcQKKc4w6ta1PVZFCsYLLlhid9GzdupVTp07x2muv4eXlddNjXF1d2b59e52DEwRBsEWSJNHr/la07dnEsD/XdydIPp5t6bCsypiQMZxqdhUZmSxXJ9Jit9d/b4+zNzRqBciQetCoU6smM58WK7hsitFJz3vvvUde3o0brRUUFNC3b1+TBCUIgmDrJIVE70eCadW5MXq9zKaFJ8i5XGTpsKxGkFsQnYKjuOhtqPl2wVNL9pdf1X8g/tc2H710xKjTqpatnxbDWzbF6KQnNjaW8vLyG54vLS1l165dJglKEAShIVAoJPqPbYtfG3cqynSsWxBPWXGFpcOyGk+EPsGpQEPSkOruQs7mzZQlJtVvEL4dDfeXjU16DMNb5zMLqdDpTR2VYCY1Tnri4+OJj49HlmVOnjxZ/XV8fDxHjx7lu+++w8/Pz5yxCoIg2ByFUsHdT4fi7GFHfmYJmxefFFtVXNPBuwPewa3JdS5Hp1SQ6uFC7g8/1G8QfteSnktHwIjl5/7uDjhplJTr9CRnix48W1HjpKd9+/Z06NABSZLo27cv7du3r7516tSJ6dOn8+6775ozVkEQBJvk4KJh8HPhKNUKLhy/woG19dybYaUkSeKJdk9W9/Yke2rJXbkSXX5+/QXRuB0oVFCcDfmpNT5NoZBoLYa4bE6Nk56kpCQSEhKQZZkDBw6QlJRUfbt06RIFBQU8+eST5oxVEATBZnk1daHPI20AOLQumeR4MbEZoHdAbyqDG1Gq1lFipyZTJZG3fHn9BaC2B+8Qw+NaDnGdFiu4bEaNk55mzZoRGBiIXq8nMjKSZs2aVd+aNGmCUqk0Z5yCIAg2r023JoT18Qdg239OUVxw4/zIO41SoeTRiDEk+hqGiC67O5Pzw3+RKyvrL4j/HeIyQrDYjsLmqGpy0Jo1a4iJiUGtVrNmzZp/PHbYsGEmCUwQBKEh6nlvSy6fzePKpUK2fX+KeyaEX1fn7E40JGgISwM/J+QCZGidKT2RxNUtW3AdNKh+AvDtAIeXwOWjRp3WRmw8anNqlPSMGDGC9PR0vL29GTFixC2PkyQJnU5ssicIgnArSrWCAU+F8OvMQ1z46wp/xV4yFDK8gzmoHOjTeRj5BzejLVaT4eqEy5Kl9Zj0VK3gigO9HhQ1GwSp6um5lFdCQWkFrvZqc0UomEiNfrJ6vR5vb+/qx7e6GZvw7Ny5k6FDh+Lr64skSaxateq612VZ5t1336VJkyY4ODjQv39/zp07Z9Q1BEEQrE0jX2e639sCgN0rzov6PcD9wQ+Q6Gd4Hy55uFISF0fJsWP1c3HvtqCyh7J8yEms8Wlujhoau9oBhqXrgvWr04ajVW5WrLAmioqKiIiI4ItbbDY3Z84c5s2bx4IFC9i/fz9OTk7cfffdlJaW1iVcQRAEiwvv40/TEA90FXo2Lz6BruLOrvUS4BKAR0fDZq3ZLg6UqZTk/rysfi6uVINPmOGxkZOZW3o7AyLpsRVGJz0ffPABy5b9/Ys4evRoPDw88PPz45iRWXlMTAzTp09n5MiRN7wmyzKffvop77zzDsOHDyc8PJzvv/+ey5cv39AjJAiCYGskSaLvmLbYO6vJvljI/jU172FoqEZ3eZxMN8MftZfdnLm6cSP6kpL6uXj1EJdx83paehmSngSR9NgEo5OeBQsWEBAQAMDmzZvZsmULGzZsICYmhtdee81kgSUlJZGenk7//v2rn9NqtXTt2pW9e/fe8ryysjIKCgquuwmCIFgjJ60dfR4NBuDolhRSz+RaOCLL6unXk5wgDQCpXm7oi4u5unVb/Vy8liu4qnp6ErJE0mMLjE560tPTq5OetWvXcv/99zNw4EBef/11Dh40bsO2210HoHHjxtc937hx4+rXbmbWrFlotdrqW1WsgiAI1iiovRchUb6GHdmXnKS06M7dpkIhKejRdwR6SeaqRkWhnZr81avr5+K+HQz3acdAV/Pl8i28xPCWLTE66XF3d+fixYsAbNiwobonRpZlq1i5NXnyZPLz86tvVbEKgiBYq6jRrdB6O1CYW0bsT2eQjdgOoaG5N/wB0rzLALjk7kLR7t1UZGaa/8KNWoHGBSpLILvmu71X9fSk5BRTWmH5z0Dhnxmd9Nx77708/PDDDBgwgCtXrhATEwPA0aNHadmypckC8/HxASAjI+O65zMyMqpfuxk7OztcXV2vuwmCIFgztZ2SAU+GIikkzh/K5Oz+W/dmN3RaOy3u1yY0X/RyRdbrKVj7h/kvrFCAb3vDYyOGuLxc7HCxV6GX4cKVYjMFJ5iK0UnP3LlzeeGFFwgJCWHz5s04Oxuy3LS0NMaPH2+ywJo3b46Pjw9bt26tfq6goID9+/fTvXt3k11HEATBGjQOdKXLkEAAYn8+S17mnfsBOvLupylX6SlXKMl1sif/NkVxTaZqiMuIFVySJIkhLhtSo+KE/0utVjNp0qQbnv/Xv/5l9MULCws5f/589ddJSUnExcXh4eFB06ZNefnll5k+fTqtWrWiefPmTJkyBV9f338skCgIgmCrOg4K5OKpXC6fy2PTwhOMer0TSpVJKovYlHZNIvixmT2NEsq55OGKx+nTlJ4+jX1wsHkvXJ30GLmCy9uZuIt5IumxAUYnPQDnzp1j+/btZGZmotdfX1vCmJ3WDx06RJ8+faq/fuWVVwAYM2YMS5Ys4fXXX6eoqIhnn32WvLw8oqKi2LBhA/b29rUJWxAEwaopFBIDngzh5+kHyEq5yt5VCUTd18rSYVlE+953czHhd1LdnQhJhfzVa8yf9FSt4Er/CyrLQGVXo9PECi7bIclGzpj79ttvef755/H09MTHx+e6PWMkSeLIEeOW+5lbQUEBWq2W/Px8Mb9HEASbkBSfzbov4wG4Z0I4gWGeFo6o/pVWlPDR06NwKFXQMSkNPztHWm3fjqSq1d/qNSPLMCcISnLgmW3g16lGp20+mcEz3x8ipIkr617qZb747jDm+Pw2ut90+vTpzJgxg/T0dOLi4jh69Gj1zdoSHkEQBFvUPNyT8L6G/bi2LjlFYW6ZhSOqf/ZqB5zCmwOQ4uWKLiubor37zHtRSfqfIa64Gp9W1dOTmF2IXn/nrryzBUYnPbm5uYwePdocsQiCIAjX9BjZEs8AZ0qLKtjz2/nbn9AADRo8FoBsZ0cqFAoKNm4w/0WbRBju02q+w0CAuwMapYLSCj2X8uqpgrRQK0b3E44ePZpNmzbx3HPPmSMei9HpdFRU3LlFwQShoVCr1SiVSkuHUWdKtYK+j7Xll5kHOXcwgw4DmuLV1MXSYdWr4OBIVntoUOeUk+7mhP3mLcjvvYekNuNu5rVIelRKBYGejpzNKOR8ViEBHo5mCk6oK6OTnpYtWzJlyhT27dtHWFgY6v/3yzdx4kSTBVcfZFkmPT291pumCoJgfdzc3G6Yc2iLvJq60KpzY84dzGDvqgSGTWxv6ZDqlSRJtOoRRfLabaQ0ciHg3GWKDx7EqUcP8120qlZP5kmoLAeVpkantfR25mxGIQmZhfRp422++IQ6MTrp+eabb3B2diY2NpbY2NjrXpMkyeaSnqqEx9vbG0dHR5v/T1IQ7mSyLFNcXEzmtQq+TZo0sXBEddd1WBAJRzK5eDKHi6dzCAj2sHRI9WrAoEf5du028h0dKFGrKNi4ybxJj1szsNdCaT5knfq75+c2qjceFSu4rJrRSU9SUpI54rAInU5XnfA0atTI0uEIgmACDg4OAGRmZuLt7W3zQ11aLwdC7/Lj+PZU9q1MwP9N9zvqjzNXL280zbwpv5DJZTdnnDdvxufdKUjm+rlKkiHRSdppGOKqYdLTwlsUKLQFta56VV5ezpkzZ6isrPnGbNamag6Po6MYfxWEhqTq33RDmacXGROI2k5J5oWrJBzJsnQ49a5b/+EAXGzkQmVODsWHDpv3grWY19OiuqenyBwRCSZidNJTXFzMU089haOjI6GhoaSkpADw4osvMnv2bJMHWB/upL+aBOFO0ND+TTu6amg/oCkA+1YloNPpb3NGwxLWsx+yQqLYTsNVew1XN2407wWbXJvXU4ukJ6eonJyicnNEJZiA0UnP5MmTOXbsGDt27LiuMnL//v1ZtmyZSYMTBEEQDNr3D8DBRU1+VgmndqdZOpx6Ze/kTOPwEMCw83r+po3IejMmflU9Pel/ga5moxkOGiV+boahVTHEZb2MTnpWrVrF/PnziYqKuu6vqdDQUBISEkwanCAIgmCgsVcROdhQrO/A2iTKS213akFtdOtnGOK65O6MLvsKJUeN2x/LKB4tQOMMlSVw5VyNTxPbUVg/o5OerKwsvL1vXI5XVFTU4LqUrVl6ejovvvgiQUFB2NnZERAQwNChQ6/blT4hIYGRI0fi5eWFq6sr999/PxkZGde1ExsbS9++ffHw8MDR0ZFWrVoxZswYystv7J4dN24cSqWSX3/99YbXiouLmTx5Mi1atMDe3h4vLy+io6NZvXp19TG9e/dGkiQkScLOzg4/Pz+GDh3Kb7/9dkN7M2bMoEePHjg6OuLm5mbUe5OcnFx9HUmSaNSoEQMHDuTo//wn+e9//5vg4GCcnJxwd3enf//+7N+/v8bXuN37VlpaytixYwkLC0OlUtV4k9z/jVur1dKzZ0+2bdt23TE1+dkHBgZe11bVrbZD0CdOnGDUqFHV7X766ac3HHOra06YMKFO7e7cuZOhQ4fi6+uLJEmsWrWqVt9DQxDayxdXT3tKCsqJ33bR0uHUq+YdOiPZayhXq7ji7EDBBjMOcSkU4BNueFyLysyip8d6GZ30REZG8scff1R/XZXoLFy4kO7du5suMuGWkpOT6dSpE9u2bePDDz/k+PHjbNiwgT59+lR/wBQVFTFw4EAkSWLbtm3s3r2b8vJyhg4dWr1J7MmTJxk0aBCRkZHs3LmT48eP8/nnn6PRaNDpdNdds7i4mJ9//pnXX3+dRYsW3RDTc889x2+//cbnn3/O6dOn2bBhA/fddx9Xrly57rhnnnmGtLQ0EhISWLFiBSEhITz44IM8++yz1x1XXl7O6NGjef7552v9Pm3ZsoW0tDQ2btxIYWEhMTEx1fWYWrduzfz58zl+/Dh//vkngYGBDBw4kKys208Srcn7ptPpcHBwYOLEifTv39+ouBcvXkxaWhq7d+/G09OTIUOGkJiYCNTsZ19l6tSppKWlXXd78cUXjYqlSnFxMUFBQcyePRsfH5+bHnPw4MHrrrV582aAf6zgXpN2i4qKiIiI4IsvvqhV7A2JUqWg6/AgAI5sSqGk8M6ZO6JSq2nTw7Cv1SV3Z3I2rqufIS4j5vU093QC4MIVMZnZaslG2rVrl+zs7Cw/99xzsr29vfzSSy/JAwYMkJ2cnORDhw4Z25zZ5efny4Ccn59/w2slJSXyyZMn5ZKSEgtEVnsxMTGyn5+fXFhYeMNrubm5sizL8saNG2WFQnHd952XlydLkiRv3rxZlmVZnjt3rhwYGFijay5ZskTu1q2bnJeXJzs6OsopKSnXva7VauUlS5b8YxvR0dHySy+9dMPzixYtkoHquP7X4sWLZa1WW6MYqyQlJcmAfPTo0erndu/eLQPyhg0bbnpO1e/Jli1bbtu+Me+bLMvymDFj5OHDh9foWEBeuXJl9deXLl2SAXnBggWyLNfsZy/LstysWTN57ty5NY7RGDVt+6WXXpJbtGgh6/V6k7X7/9+fW7HVf9s1odfp5Z+n75fnj9sq71p21tLh1KuLp/6SP7r/HnnuqBj5eHBbufh//o2b3NEfZfk9V1n+blCNT9l1Nktu9sZaud/HO8wX1x3knz6/a8vonp6oqCji4uKorKwkLCyMTZs24e3tzd69e+nUqWY70lorWZYpLq+0yE2u4Wb3OTk5bNiwgQkTJuDk5HTD61VDQWVlZdXDSFXs7e1RKBT8+eefAPj4+JCWlsbOnTtve93vvvuORx99FK1WS0xMDEuWLLnudR8fH9atW8fVq1dr9H38rzFjxuDu7n7TYS5TqardcrNhu/Lycr755hu0Wi0REbevyWHM+1ZX/xt3TX/2NeXs7PyPt7psNVNeXs4PP/zAk08+KYa9TUxSSHQf2QKA4ztTKci+c/Z68mvdFnsPN3RKBRlaR7LX/W6+i1VPZo6HGvYoNWtkKJWQcqUYndh41CoZXZwQoEWLFnz77bemjsXiSip0hLxr5qWQt3By6t04am7/4zh//jyyLBMcHPyPx3Xr1g0nJyfeeOMNZs6ciSzLvPnmm+h0OtLSDCs/Ro8ezcaNG4mOjuUxum0AACAASURBVMbHx4du3brRr18/Hn/8cVxdXavbOnfuHPv27atOSh599FFeeeUV3nnnneoPtG+++YZHHnmERo0aERERQVRUFPfddx89e/a87fekUCho3bo1ycnJtz22NvLy8pg2bRrOzs506dKl+vm1a9fy4IMPUlxcTJMmTdi8eTOenp63ba+m71tdFRcX884776BUKomOjq7xz77KG2+8wTvvvHPdc+vXr6dXL8MQQVzcP89VqMv3smrVKvLy8hg7dmyt2xBuLaCtB35t3Ll0JpcDvyfR/4kQS4dULySFgojogexf+QuX3VzwXP8H/pPfMU9i7dkaVA5QXgg5ieDZ8ran+LoZNh4t1+lJyy/B313UgLM2Rvf05Ofns3z5cj766CM+/vhjVq5cSUFBgTliE26ipj1CXl5e/Prrr/z+++84Ozuj1WrJy8ujY8eOKBSGH7tSqWTx4sWkpqYyZ84c/Pz8mDlzJqGhodWJEcCiRYu4++67qxOCwYMHk5+ff90E27vuuovExES2bt3Kfffdx4kTJ+jVqxfTpk2r8fdl6v+4evTogbOzM+7u7hw7doxly5bRuHHj6tf79OlDXFwce/bsYdCgQdx///3V2xf8k5q+b7X10EMP4ezsjIuLCytWrOC7774jPDy8xj/7Kq+99hpxcXHX3SIjI6tfb9my5T/ebrZgoaa+++47YmJi8PX1rXUbwq1J0t+9PWcOpJOdanwPq61qG9UHgCxXR+Scq5T+9Zd5LqRUgU87w+O0mk1mViokAjwMvbMXrhSbJy6hTozq6fnhhx944YUXbkhytFotCxYs4IEHHjBpcPXNQa3k5NS7LXbtmmjVqhWSJHH69OnbHjtw4EASEhLIzs5GpVJVb8IYFBR03XF+fn489thjPPbYY0ybNo3WrVuzYMEC3n//fXQ6HUuXLiU9PR2V6u9fF51Ox6JFi/g/9s48rqkr/f+fGyABgkQI+74KgjvW4grUFkGFSlVaWyvDdKz6o9XadqS1dmx1xNHq0G/RUdsq1m9trX7FVh0HqoBiXeqCqICgbCKbbAaEyJrn90dMhkggCQQBe9+v13kp9z73Oc89N8vJOc8yffp0+TE9PT1MnToVU6dORXR0NP7+979j3bp1iI6OBpfbddG+9vZ23LlzB88995xaY6AuP/30E7y8vCAUCpVu/fD5fPkXvK+vL9zd3bF79258/PHHaunvbtx6Q2xsLF588UUIBAKYm5vLj2vy7AHAzMwMbm5d/zo1MjLq9vqFCxdi586d6hndgbt37+LUqVN9ul3JAlg6GcPNxwJ5Vytx7v/yELpizB9iK1FoZw+hkxNqiopQPtQIBr/8BI+RI/umM+vRQMll6aRn5Dy1LnES8pFf1YjC6kZMdlO9cszydFF70pOeno7IyEi88cYbWLlyJTw9PUFEyM7Oxpdffok333wTnp6eavlEDFQYhlFri6k/MTU1xYwZM7B9+3YsX768k2+HSCTq9AUvW6FJSUlBZWUlQkNDu9RvYmICa2trNDZKow9kfjrXrl1TqGGUmZmJyMhIpf3J8PLyQltbG5qamrqd9Hz33Xd48OAB5s6d2/3Na4i9vT1cXV3VlpdIJGhubu5RX0+OW2+wsrJSOlnpybPvjr7a3oqPj4eFhQVmzZrVo+tZ1GdimCsKr1ejJOcBCjKq4Dr2j1Hde8SUF3CmaA/uC/iw+PVX0Cfr+2bC14MILkchG8E1kFH7Gz4uLg5z5szp5MA6btw47Nu3D2KxGP/zP/+jNJyZRbts374dkydPxoQJE7Bu3TqMGjUKbW1tOHnyJHbs2IFbt24BkH75DB8+HObm5rhw4QJWrFiBlStXwsPDAwCwa9cuZGRkICwsDK6urmhqasK+ffuQlZWFuLg4ANJtilmzZnWazHp5eWHlypXYv38/oqKi4O/vjwULFmD8+PEQCoXIzs7G6tWrERAQoPDlKRaLUVFRgba2NpSUlODIkSOIjY3FsmXLEBAQIJcrLi5GbW0tiouL0d7eLv+CdnNzU7lCoYrGxkZs2LABoaGhsLa2RnV1NbZv347S0tJuw6tlqDNugDS0XeaA/PDhQ/k9jBkzpse2q/vsAeDhw4eoqKhQuN7Q0FD+PLpbBXqSlpYWZGdny/9fWlqKjIwMGBkZKeiRSCSIj49HRESEwsqgjEWLFsHW1hYbN25UW29DQwPy8vLkOgoLC5GRkQFTU1M4ODiofQ/PIsZmBhgb6IArJ4pw7lAeHL2F0OUO7gKr6uD23ESc+X4Pao0MoHv3PhqzMmE0og9We2S5eipuAkTSYqQqcDaT+vEUsdtbAxN1w7zc3d2VhhTLOHnyJLm7u/cmkqxPeBZD1omIysrKKCoqihwdHYnL5ZKtrS2FhoZSamqqXCY6OposLS1JT0+P3N3daevWrQrhw+np6bRw4UJydnYmHo9HQqGQpk2bRkePHiUiooqKCtLV1aWDBw8qtWHZsmU0duxYIiKKiYmhiRMnkqmpKenr65OLiwstX76cqqur5fJ+fn4EgAAQl8sla2trmj17NiUkJHTSHRERIZft2DreX1coC1nvyKNHjygsLIxsbGzkdoSGhtKlS5dU6iZSPW4yHB0dld5Dd0CNkGx1nn1XfS9ZskSte3wS2Zg+2fz8/BTkkpKSCADl5uYq1ePn50cREREa6U1NTVUq01HPkwzm97amtDS10d6PfqNtS5Lp0vGC/jbnqRH/wf+jLeGz6KTveLry+cq+6aRFTPTZUGnoen2FWpecya0kx+jj9NI/2bD13tIXIesMkXrekUZGRsjOzu7yl1VxcTGGDx+uleV9bVJfXw+BQIC6urpOy/VNTU0oLCyEs7OzQh0xFhaWwc0f7b195/J9/Lo7C7p6HLz+uS+GmD7793zu4Pe4ePgALEUNcHvUgOfPXO6bLa6vxkqjtxb9Arj4qxQvrhFj2hep4OlycGtdEDicZ9/Pqq/o7vu7p6gdvSUWi7v98ODxeGhqatKKUSwsLCws6uM23gLWbgK0tUpwPiFP9QXPAG7jfQFIo7iMqsSoyUrvm47Mh0v/rVQvgMBmqD50OQya2ySoqGe/EwcaGnntJiUlQSAQKD0nS+/PwtLXLF26FN9//73Scz2NOOpITEwMYmJilJ6bOnUq/vOf//RKPwuLtmEYBlNfHYZDMZeRd6USI6Y9gO0wk/42q0+xcHbFEKE5HtZUodrIANWHvoH/iD5IkGvhCeT+G6i6pVoWgK4OBw6mhiiobkRRTSNsHldeZxkYaDTpiYiI6Pb8HyFckqX/WbduHT788EOl57SxBLp06VKEh4crPSfLkMzCMtAwtx8Cryk2yDpbhvOH8zDvo/HP9GcywzBwHf88MpKO476AD+vT6hcM1ggNV3oAaWbmgupGFFWLMUn9AFKWp4Dakx5JXxZ2Y2HRAAsLi14lzlOFqakpTE1N+0w/C0tfMSHEBbcv3Ufl3YfIu1oJ9/GWqi8axLg95yuf9IzMqkLetdNwG+uv3U4sHk96qm6pHcElDVuvYsPWByAaZ2RmYWFhYRmYGBpzMeYlabDJxV8K0N72bP9YtRs+Ajw+H626OnjA18ftI99pvxMzd4DRAZrqgIfqZVyXVVsvYic9Aw520sPCwsLyDDHmRXsYGHNRX/UIWWfL+tucPkVHVxcu46T19O4b86F/Vr1yERqhywNMH2exr1TPr0dWeJQtRTHwYCc9LCwsLM8QXH1dTJjlBAC4cqIQLY/a+tegPsbtOWkUV4WAD6vyJty7dUn7nVg8LvJbpZ5fj5Pwvys9Erba+oCCnfSwsLCwPGMMn2KDoZaGePSwFddOFve3OX2K0+hx0NHTwyOeHhr0ucg5vFf7ncidmdVb6bE1MYAOh0FTqwSVD3tW2oalb2AnPSwsLCzPGDo6HPi+LN2SyThVjMa6Z/eLl6tvAMeR0tIulcaG4KT1/0qPng4H9ibSSE/Wr2dgofGkx8XFBTU1NZ2Oi0SiTtW7WVhYWFj6B5ex5rB0NkZbiwRXE+/2tzl9ivPY5wAAlUMMYVPciKqCbO12IFvpqcqVRnCpAVt4dGCi8aSnqKgI7e3tnY43NzejtLRUK0axqKaiogLvvvsuXFxcwOPxYG9vj5CQECQnJ8tl8vPzERYWBnNzcxgbGyM8PBz3799X0HPmzBm88MILMDU1haGhIdzd3REREYGWlpZOfS5ZsgQ6Ojo4dOhQp3NisRgff/wxXF1doa+vD3Nzc/j5+eGXX36Ry/j7+4NhGDAMAx6PB1tbW4SEhCAhIaGTvg0bNmDSpEkwNDTUqHI4IH2NyvphGAZCoRCBgYG4du2aXOazzz6Dp6cn+Hw+TExM8OKLL+L339XP86Fq3E6fPo2XX34Z1tbW4PP5GDNmDPbv399ruwEgLy8PkZGRsLOzA4/Hg7OzMxYsWIArV67IZTrq6dgOHDig9j12JC0tDSEhIbCxsQHDMPj55587yfzpT3/q1F9QUFC3ejdu3IjnnnsOQ4YMgYWFBebMmYPc3NxOchcuXMALL7wAPp8PY2NjTJs2DY8ePerRvfxRYBhGvtqTdbYUD2uf3ezALmPHAwAe8PXRqsNB1uHd2u1A6AZwdIHmeqBeve85p8fOzIXVrDPzQELtSc/Ro0dx9OhRANLMzLK/jx49iiNHjmD9+vVwcnLqKztZOlBUVAQfHx+kpKTgiy++wM2bN5GYmIiAgABERUUBkFYSDwwMBMMwSElJwblz59DS0oKQkBB5zqXs7GwEBQVh/PjxSEtLw82bNxEXFwcul9tpYisWi3HgwAGsWrUKe/bs6WTT0qVLkZCQgLi4OOTk5CAxMRHz5s3rtCq4ePFilJeXIz8/H4cPH4aXlxdee+01vP322wpyLS0tmD9/PpYtW9bjcTp16hTKy8uRlJSEhoYGBAcHyzOHDxs2DNu2bcPNmzfx22+/wcnJCYGBgaiqqlKpV51xO3/+PEaNGoXDhw/jxo0biIyMxKJFi3D8+PFe2X3lyhX4+Pjg9u3b2LVrF7Kzs3HkyBF4enrigw8+UNATHx+P8vJyhTZnzhxNhxGA9PU0evRobN++vVu5oKAghf5+/PHHbuXPnDmDqKgoXLx4ESdPnkRraysCAwMVavhduHABQUFBCAwMxKVLl3D58mW888474HDY3XlV2HmawnbYUEjaCFdOFPW3OX2GsbkFhHYOAMOgaogh2lPPabcDXS5g+jjLoJpJCp3M2JWeAYnalUkZhhiGIQ6HI/+/rHG5XBo2bBgdO3ZMa5VQtcWzWGU9ODiYbG1tqaGhodO5Bw8eEJG02jWHw1G4b5FIRAzD0MmTJ4mIKDY2lpycnNTqc+/eveTr60sikYgMDQ2puLhY4bxAIKC9e/d2q8PPz49WrFjR6fiePXsIgNyujsTHx5NAIFDLRhnKqqyfO3eOAFBiYqLSa2Svk1OnTqnUr8m4dWTmzJkUGRnZY7slEgl5e3uTj48Ptbe3d7pe9uyJ1KvW3lO60h0REUEvv/xyr3RXVlYSADpz5oz82PPPP09r1qzRSM9gfW/3BaV3HtC2Jcn0r2UpJKps7G9z+owz3++hLeGz6McXp1GmhyeJSgq128FPi6TV1s99pZZ4yq375Bh9nIK+TNOuHX8g+qLKuto/lSQSCSQSCRwcHFBZWSn/WyKRoLm5Gbm5uZg9e7bWJ2VPFSKgpbF/mpr7xLW1tUhMTERUVBT4fH6n87KtoObmZvk2kgx9fX1wOBz89ttvAAArKyuUl5cjLS1NZb+7d+/GwoULIRAIEBwcjL179yqct7KywokTJ/Dw4UO17qMjERERMDExUbrNpS1k5SOUbdu1tLTg66+/hkAgwOjRo1Xq0mTcOlJXV6dxpueOdmdkZCArKwsffPCB0lUOTbYBi4uLYWRk1G3rqv5Yd5w+fRoWFhbw8PDAsmXLlPr/dUddXR0AyMepsrISv//+OywsLDBp0iRYWlrCz89P/hpmUY2N21A4eJtCIiFc/ndRf5vTZzg/3uKqGGoIBkDm4W+124GFZuUo/purpxGk5uc7S9+jUe0tACgsLOwLOwYGrWIgxqZ/+l5dBnA7T2KeJC8vD0QET0/PbuV8fX3B5/MRHR2NmJgYEBE++ugjtLe3o7xcmlV0/vz5SEpKgp+fH6ysrODr64vp06dj0aJFCjWs7ty5g4sXL8onJQsXLsT777+PNWvWyGv7fP3113jjjTcgFAoxevRoTJkyBfPmzcPkyZNV3hOHw8GwYcNQVFSkUrYniEQirF+/HkZGRpgwYYL8+PHjx/Haa69BLBbD2toaJ0+ehJmZmUp96o5bRw4ePIjLly9j165dPbb7zJkzAKDy2ctYsGABdHR0FI5lZ2fDwcEBNjY2yMjoPpGbphO0oKAgvPLKK3B2dkZ+fj5Wr16N4OBgXLhwoZMdypBIJHjvvfcwefJkjBgxAgBQUFAAQOqDtWXLFowZMwb79u3D9OnTkZmZCXd3d41s/KMyIcQFxVm1uP17BXyCHGFipfqzZrBhM2w4eIZ8NIsbITLkoTn5NLBcix2YyyK41AtbtzMxBIcBxC3tqHrYDAtjfS0aw9JTerQpnpycjNWrV+Mvf/kL/vznPys0lr5F3V8M5ubmOHToEI4dOwYjIyMIBAKIRCKMGzdOvkqgo6OD+Ph4lJSUYPPmzbC1tUVMTAy8vb3lEyMA2LNnD2bMmCGfEMycORN1dXVISUmRy0ybNg0FBQVITk7GvHnzkJWVhalTp2L9+vVq35e2iyNOmjQJRkZGMDExwfXr1/HTTz/B0vK/tYgCAgKQkZGB8+fPIygoCOHh4aisrFSpV91xk5GamorIyEh888038Pb27rHdmv5ajI2NRUZGhkKzsZFO6nV1deHm5tZt03TS89prryE0NBQjR47EnDlzcPz4cVy+fBmnT59W6/qoqChkZmYqOFvL/M+WLFmCyMhIjB07FrGxsfDw8FDqW8aiHEsnYziPNgMRcOn4s/nDVUdXF46jxgIAqoYYwuJ2DZoeaLbS2C0dV3rUqEXJ1eXAzkS62lPEZmYeOGi6H/bZZ58Rh8OhCRMm0Msvv0xz5sxRaAMNjXx6JBKi5ob+aRKJWvdTU1NDDMNQTEyM2mNQVVUl9/ewtLSkzZs3dylbW1tLZmZm9Le//Y2IiNra2sja2poYhiEdHR15A0Cvv/56t/2uX7+e9PT0qLm5mYi69ulpa2sjExMTioqK6nSuNz49R48epby8PAVfl+5wc3PTaFw78uS4yTh9+jTx+XzatWtXr+1OT08nAPTDDz+o1AUVPj13794lPp/fbduwYUOPdHfEzMyMdu7cqVIuKiqK7OzsqKCgQOF4QUEBAaD//d//VTgeHh7e7euP9enpTNW9h7RtSTJtW5JMVfce9rc5fULm6VO0JXwWbZ/zImV7eNLv3/9Te8rbWog+F0r9emqL1Lpk4bcXyTH6OP10qVi1MEsn+sKnR+PtrZ07d2Lv3r148803tTj1GiAwjFpbTP2JqakpZsyYge3bt2P58uWd/HpEIlEn3w7ZCk1KSgoqKysRGhrapX4TExNYW1vLo2dkfjrXrl1T2KLIzMxEZGSk0v5keHl5oa2tDU1NTeByuV32+d133+HBgweYO3du9zevIfb29nB1dVVbXuaf1hOeHDdA6t8ye/ZsbNq0qVN0Wnd0ZfeYMWPg5eWFrVu34tVXX+3k19Pds3iSvtjeepKSkhLU1NTA2tq6SxkiwrvvvosjR47g9OnTcHZ2Vjjv5OQEGxubTmHst2/fRnBwcK/s+6NhZmcENx8L5F2txKVjBZi5bFR/m6R1nMf4AAAecXlo0tVB9akk4I2V2lGuoyctPlqZLU1SaOKo8hIHU+lKz70H7ErPQEHjSU9LSwsmTZrUF7awqMn27dsxefJkTJgwAevWrcOoUaPQ1taGkydPYseOHbh1S7rnHB8fj+HDh8Pc3BwXLlzAihUrsHLlSnh4eAAAdu3ahYyMDISFhcHV1RVNTU3Yt28fsrKyEBcXB0DqwDxr1qxODr5eXl5YuXIl9u/fj6ioKPj7+2PBggUYP348hEIhsrOzsXr1agQEBCj4uYjFYlRUVKCtrQ0lJSU4cuQIYmNjsWzZMgQEBMjliouLUVtbi+LiYrS3t8u/oN3c3GBkZNSr8WtsbMSGDRsQGhoKa2trVFdXY/v27SgtLcX8+fNVXq/OuKWmpmL27NlYsWIF5s6di4qKCgAAl8vt8WSCYRjEx8fjxRdfxNSpU/HJJ5/A09MTDQ0NOHbsGH799Ve53w8gnQTJ+pUxZMgQ8Pl8+faWujQ0NCAvL0/+d2FhITIyMmBqagoHBwc0NDTg888/x9y5c2FlZYX8/HysWrUKbm5umDFjhvy66dOnIywsDO+88w4A6ZbWDz/8gF9++QVDhgyR2ysQCGBgYACGYfDXv/4Va9euxejRozFmzBh89913yMnJwf/93//1aBz/yDw32xn56ZUovF6Nyrv1sHBU7oM2WDEUDIWVqzsq8u+gytgQZteL0dLSBC5XS/405p7SSU/lLWDYDJXi9rJJTy076RkwaLo0tGrVKlq3bp3Wlpr6mmcxZJ2IqKysjKKiosjR0ZG4XC7Z2tpSaGgopaamymWio6PJ0tKS9PT0yN3dnbZu3UqSDtto6enptHDhQnJ2diYej0dCoZCmTZtGR48eJSKiiooK0tXVpYMHDyq1YdmyZTR27FgiIoqJiaGJEyeSqakp6evrk4uLCy1fvpyqq6vl8n5+fgSAABCXyyVra2uaPXs2JSQkdNIdEREhl+3YOt5fVygL/e7Io0ePKCwsjGxsbOR2hIaG0qVLl1TqJlI9bt3Z7+fn12O7ZeTm5tKiRYvk9js6OtKCBQsoPT1dLqOsbwC0ceNGte7xSVJTU5Xqi4iIICIisVhMgYGBZG5uTnp6euTo6EiLFy+miooKBT2Ojo60du1alXbGx8crXLdx40ays7MjQ0NDmjhxIp09e7Zbewfze7uvORmfRduWJNPRr7p/nQ1Wzh3cT1vCZ9HeYD/K9vCkc0l7tKf89Cbp9lbCErXEj18vI8fo4/TKv85pz4Y/EH2xvcUQaeYduWLFCuzbtw+jRo3CqFGjoKenp3D+n//8pybq+pz6+noIBALU1dV1iqxpampCYWEhnJ2doa/PetazsDwrsO/trqmrEuOHtb9DIiG88uE4WLtplvF8oFORdxv7P3kfHBACbxQgM3gYXv3nL6ovVIfso8DBNwHrMcCSMyrFb5SIELrtHCyG8HDpkxe1Y8MfiO6+v3uKxttbN27cwJgx0uJumZmZCue0HX3DwsLCwqJdBOaG8JxkjezfyvD7sQLMWTmuv03SKpYubjAUDIW4ToRavgGGXs1Dc3szeDo81RerQhbBVX1bGsGlIiu4/ePorcqHzWhqbYe+nurUDSx9i8Yh66mpqV22jiHMLCx9xdKlS7tMqLd06dJe64+JielSP+s8y/IsMH6mEzi6DEpzRSjJqe1vc7QKw+HIHZorjQ3hcF+C8+nHtKPcxBnQ4UpzutXdUyk+1FAPRjzp2kLJA7ZW3EBA45UeGXl5ecjPz8e0adNgYGDQJ3lWWFiUsW7dOnz44YdKz2ljCXTp0qUIDw9Xek6WIZmFZTAzxFQf3lNtcTO1BL8fLYSth8kz9fntPPY5ZJ1Jxn3hEHiV1SA/8SACnpvXe8U6utIaXFW3pKs9KiK4GIaBnYkBcioe4l6tGG4WvQvCYOk9Gk96ampqEB4ejtTUVDAMgzt37sDFxQVvvfUWTExMsHXr1r6wk4VFjoWFBSwsLPpMv6mpaa/DtVlYBjo+QY7I/q0MFQV1KMioguvYvntPPW2cRo8Fw+HgEQAxVxeGl7IhbhXDUM+w98rNh0knPVW5gPtLKsXtTQ2lkx42bH1AoPH21sqVK6Gnp4fi4mIYGv73BfTqq68iMTFRq8axsLCwsPQNfAEPY19yAAD8dvAOWpra+tki7cEz5MPW0wsAUDnEEF6F7ThbcEo7ys2kKT9Qndu93GNkfj1s2PrAQONJz6+//opNmzbBzs5O4bi7uzvu3r2rNcNYWFhYWPoWnyBHGJvpo+FBM66cKOpvc7SKy9jnAAAVQmPw2oCsXw9qR7H540lP1W21xB1MpVvi92pZn56BgMaTnsbGRoUVHhm1tbUKFb1ZWFhYWAY2ulwdTA0fBgC4fuoeasoa+tki7SGrui4y1Ec7w0Dv4nU8atPCxMNMOl6ozgXUyPhiz2ZlHlBoPOmZOnUq9u3bJ/+bYRhIJBJs3rxZIaMuCwsLC8vAx2mUGZxHm0EiIaT9eFvjwrYDFaGdA4zNLSAhQrWRAUbkt+FS+aXeKzZzB8AAjx4AjdUqxdmszAMLjSc9mzdvxtdff43g4GC0tLRg1apVGDFiBNLS0rBp06a+sJGFhYWFpQ+ZEu4OXT0Oyu6IcPv3CtUXDAIYhoHzGOlqT6XAEFYiIP3aid4r1jMAhkp9odTx67EzkW5v1Te1oe5Ra+/7Z+kVGk96RowYgdu3b2PKlCl4+eWX0djYiFdeeQXXrl3TqLgjCwsLC8vAwFhogPGznAAAvx8rhKRd0r8GaQmXcVK/nipTAQhA3W9ntbOSJffrUT3pMeTqwsxIWnCZXe3pfzSa9LS2tmL69OmorKzEJ598goMHD+LEiRP4+9//3m0lZRbtU1FRgXfffRcuLi7g8Xiwt7dHSEgIkpOT5TL5+fkICwuDubk5jI2NER4ejvv37yvoOXPmDF544QWYmprC0NAQ7u7uiIiIQEtLS6c+lyxZAh0dHRw6dKjTObFYjI8//hiurq7Q19eHubk5/Pz88Msv/03/7u/vD4ZhwDAMeDwebG1tERISgoSEBAVdRUVFeOutt+Ds7AwDAwO4urpi7dq1Sm1SxunTp+X9MAwDS0tLzJ07FwUFBXKZr7/+Gv7+/jA2NgbDMBCJRGrplqFq3E6fPo2XX34Z1tbW4PP55o0ooQAAIABJREFUGDNmDPbv39+tzqKiIgW7hUIhAgMDce3aNQW5vLw8REZGws7ODjweD87OzliwYAGuXLkil+mop2M7cOCARvcpIy0tDSEhIbCxsQHDMPj55587ySQkJCAwMBBCoRAMw6is4g4oviY6tlmzZsllGhoa8M4778DOzg4GBgbw8vLCzp07e3QfLF0z6gV7GAzRw8OaJty5Utnf5mgFe++R0NXjookBGvS5cMwVIV+U33vFcr8e9ZyZ7R5HcJWwfj39jkaTHj09Pdy4caOvbGFRk6KiIvj4+CAlJQVffPEFbt68icTERAQEBCAqKgqA1OE8MDAQDMMgJSUF586dQ0tLC0JCQiCRSH/FZWdnIygoCOPHj0daWhpu3ryJuLg4cLlctLe3K/QpFotx4MABrFq1Cnv27Olk09KlS5GQkIC4uDjk5OQgMTER8+bNQ01NjYLc4sWLUV5ejvz8fBw+fBheXl547bXX8Pbbb8tlcnJyIJFIsGvXLmRlZSE2NhY7d+7E6tWrNRqn3NxclJWV4dChQ8jKykJISIj8vsRiMYKCgjTWCag3bufPn8eoUaNw+PBh3LhxA5GRkVi0aBGOHz+uUv+pU6dQXl6OpKQkNDQ0IDg4WD4pu3LlCnx8fHD79m3s2rUL2dnZOHLkCDw9PfHBBx8o6ImPj0d5eblCmzNnjsb3C0hfT6NHj8b27du7lZkyZYpG29wJCQkK9mVmZkJHR0eh2v3777+PxMREfP/997h16xbee+89vPPOOzh69GiP7oVFOXpcHYwKsAcApCfdfSZ8e/R4+rD3HglAGro+4i4hrfh07xVrsNIDdPTrYSO4+h1NK5S+9957FB0drbWKp33Ns1hlPTg4mGxtbamhoaHTuQcPHhARUVJSEnE4HIX7FolExDAMnTx5koiIYmNjycnJSa0+9+7dS76+viQSicjQ0JCKi4sVzgsEAtq7d2+3Ovz8/GjFihWdju/Zs4cAyO1SxubNm8nZ2VktW2UVwWVjQUS0f/9+AkA5OTkqZVWhybh1ZObMmRQZGdnleWVV1s+dO0cAKDExkSQSCXl7e5OPjw+1t7d3ur7jPQCgI0eOaGyjOqjSrW61eGXExsbSkCFDFF7b3t7etG7dOgW5cePG0SeffNKlnsH63u5vHjW00K7lp2nbkmQqvF7V3+ZohfTEY7QlfBbtnv0iZXt40sc75vZe6d2L0mrrW4erJb7pP7fIMfo4ffrzzd73/QeiL6qsa+zT09bWhh07dmD8+PFYsmQJ3n//fYU2mCEiiFvF/dJIzV9VtbW1SExMRFRUFPh8fqfzQ4dKKyY3NzfLt5Fk6Ovrg8Ph4LfffgMAWFlZoby8HGlpaSr73b17NxYuXAiBQIDg4GDs3btX4byVlRVOnDiBhw8fqnUfHYmIiICJiUmnba6O1NXV9SpLsqx8hLpbZN2hybh1pCf30NHujIwMZGVl4YMPPgBHSaFD2bNXh+Li4i7ri8laTEyMRrZqg927d+O1115TeG1PmjQJR48eRWlpKYgIqampuH37NgIDA5+6fc86+nw9jJhmC0C62vMs4DRqLACgzpCHdoYBLz0H9S31vVNq/nh7q74UaFb9mcdGcA0cNC5DkZmZiXHjpFV5b99W3M8c7LVbHrU9wvM/PN8vff/++u9qpUjPy8sDEcHT07NbOV9fX/D5fERHRyMmJgZEhI8++gjt7e0oLy8HAMyfPx9JSUnw8/ODlZUVfH19MX36dCxatEihhtWdO3dw8eJF+aRk4cKFeP/997FmzRr5M//666/xxhtvQCgUYvTo0ZgyZQrmzZuHyZMnq7wnDoeDYcOGoaioqMt7jouLw5YtW1TqUkZ5eTm2bNkCW1tbeHh49EhHR9Qdt44cPHgQly9fxq5du9TuRyQSYf369TAyMsKECRNw5swZAFD57GUsWLAAOjqKVZ2zs7Ph4OAAGxsblT43T7sUx6VLl5CZmYndu3crHI+Li8Pbb78NOzs76OrqgsPh4JtvvsG0adOeqn1/FEZPt8f11Hsoz69DWZ4INm7qT6YHIkOtbGBkYoqGB7UQGfIworAJF8ouYIbTjJ4rNTAB+BZAY6XUr8fWp1txWVbmYnbS0+9otNLT3t6Ozz//HAkJCWyV9X5C3RUhc3NzHDp0CMeOHYORkREEAgFEIhHGjRsnXyXQ0dFBfHw8SkpKsHnzZtja2iImJgbe3t7yiREA7NmzBzNmzICZmRkAYObMmairq1N43tOmTUNBQQGSk5Mxb948ZGVlYerUqVi/fr3a96Vs0lxaWoqgoCDMnz8fixcvVkuXDDs7O/D5fNjY2KCxsRGHDx8Gl8vVSIcy1B03GampqYiMjMQ333wDb29vlfonTZoEIyMjmJiY4Pr16/jpp59gaWmpsY9FbGwsMjIyFJqNjQ0AQFdXF25ubt22pz3p2b17N0aOHIkJEyYoHI+Li8PFixdx9OhRXL16FVu3bkVUVBROndJSWQEWBfhDefCcKA1MSU8c/Ks9DMPAzkvq11NjZIBhpcD5vGQVV6mBBpmZ7R9nZS558OiZ8JUa1Gi6H8bj8aigoEBr+2t9jSY+PRKJhBpbGvulSSQSte6npqaGGIahmJgYtcegqqpK7u9haWlJmzdv7lK2traWzMzM6G9/+xsREbW1tZG1tTUxDEM6OjryBoBef/31bvtdv3496enpUXNzMxF17dPT1tZGJiYmFBUVpXC8tLSU3N3d6c0331Tqw9IVMj+d9PR0ysvLo/r6epWymvj0KOPJcZNx+vRp4vP5tGvXLpU6ZL4wR48epby8vE42paenEwD64YcfVOqCCr+bu3fvEp/P77Zt2LChR7p74tPT0NBAxsbG9OWXXyocF4vFpKenR8ePH1c4/tZbb9GMGTO61Mf69PSOB/cbafvSZNq2JJmq7nX9/hksXD/5H6lfz5wZlO3hSVGfP0/tEvU/U5RybKXUr+fkWpWiLW3t5PzRcXKMPk7369jXpLr0hU+PxttbI0aMQEFBAZydnbU38xogMAyjnSq8fYipqSlmzJiB7du3Y/ny5Z38ekQiUSffDtkKTUpKCiorKxEaGtqlfhMTE1hbW6OxsREA5H46165dU9gqyczMRGRkpNL+ZHh5eaGtrQ1NTU3drrB89913ePDgAebOnSs/VlpaioCAAPj4+CA+Pl6pD4sqnJ2dNfJz6Q1PjhsgDVufPXs2Nm3apBCdpgp7e3ulOa/GjBkDLy8vbN26Fa+++mqnMenuWTzJQNveOnToEJqbm7Fw4UKF462trWhtbe10rzo6OvIoRBbtM9TCEK4+Fsi7UonfjxZi1v8b1d8m9QrZSk8dTw/tDAOX3Hpk12RjhNmInivVYKVHT4cDa4EBSkWPcO+BGBbG+j3vl6VXaDzp+fvf/44PP/wQ69evh4+PT6cv3a58Gli0x/bt2zF58mRMmDAB69atw6hRo9DW1oaTJ09ix44duHXrFgBpyPLw4cNhbm6OCxcuYMWKFVi5cqXcr2XXrl3IyMhAWFgYXF1d0dTUhH379iErKwtxcXEApFsOs2bNwujRoxVs8PLywsqVK7F//35ERUXB398fCxYswPjx4yEUCpGdnY3Vq1cjICBA4TUhFotRUVGBtrY2lJSU4MiRI4iNjcWyZcvkZUxKS0vh7+8PR0dHbNmyBVVVVfLrraystDKGFRUVqKioQF5eHgDg5s2bGDJkCBwcHFR+2aszbqmpqZg9ezZWrFiBuXPnoqJCmuWWy+X2eDLBMAzi4+Px4osvYurUqfjkk0/g6emJhoYGHDt2DL/++qvc7weQToJk/coYMmQI+Hy+fHtLXRoaGuRjBQCFhYXIyMiAqakpHByk2Wlra2tRXFyMsrIyANKUAYD0mcme26JFi2Bra4uNGzcq6N+9ezfmzJkDoVCocNzY2Bh+fn7461//CgMDAzg6OuLMmTPYt28f/vnPf6ptP4vmTJjtjPyrlSi6UY3yPBGsB7Fvj4m1Dfgmpmh87NczsqgJaSVpvZv0yHL1VOWoJW5v+njSU/sIPo4975all2i6NMQwjLxxOBx5k/090HgWQ9aJiMrKyigqKoocHR2Jy+WSra0thYaGUmpqqlwmOjqaLC0tSU9Pj9zd3Wnr1q0K22jp6em0cOFCcnZ2Jh6PR0KhkKZNm0ZHjx4lIqKKigrS1dWlgwcPKrVh2bJlNHbsWCIiiomJoYkTJ5KpqSnp6+uTi4sLLV++nKqrq+Xyfn5+BIAAEJfLJWtra5o9ezYlJCQo6I2Pj5fLPdnUQZ0tq7Vr1yrVHx8fr1K/qnEjIoqIiFCq38/Pr0u96m4L5ebm0qJFi8jGxoa4XC45OjrSggULKD09XS7T1fht3LhR5f0pQzamT7aIiAi5TFfPbe3atXIZPz8/hWuIiHJycggA/frrr0r7Li8vpz/96U9kY2ND+vr65OHh0em1/CSD+b09kEjZl03bliTT4S+uqL0FP1A5/j+baUv4LPrZbxJle3jS4v8N653CulLp9tZnQ4lam1SKf3gwgxyjj9NXp273rt8/EH2xvcUQaeZV1fGXpDL8/Pw0Udfn1NfXQyAQoK6urtMqVFNTEwoLC+Hs7Ax9fXa5kYXlWYF9b2uHhgfN+P5vF9DeKsHM/zcKzqPM+tukHnPjVCJOfrMNQmLw/I087JjJwZq/p8LC0KJnComAjfZAy0Ng2QXA0qtb8a+S7+CfJ28jfLwdNs8b3a0si5Tuvr97isbbW09zUvPZZ5/h888/Vzjm4eGBnBz1lhNZWFhYWHqOkQkPo1+wQ3pSMS7+nA/HEUJwOIMzNYnMr+cBh0E7w2BUIeH0vdMI9wjvmUKGkebrKb0qLTyqYtIji+BiszL3LxpPelQlZNN27gxvb2+F0FRdXY1NZnnGCA4OxtmzZ5WeW716dY9KS3QkJiamy8R8U6dOxX/+859e6WdhGUyMDXRE1tky1JY14vbvFfJw9sGGMr+e7+6m9nzSAwBmHtJJjzph649z9dxj62/1KxrPIPz9/Tsd65hf5cmaTb1FV1dXa86rLM8G3377LR49Uv5rSRsRR0uXLkV4uPIPQlmGZBaWPwr6fD2MC3LEhYR8XP53IYY9bzUoV3sYhoHd8BHIPZ+GGhNjDCtpwv2MixAHiHsetSvLzFytugaXLCtzeV0TWtsl0NPRPCKVpfdoPOl58OCBwt+tra24du0aPv30U2zYsEFrhsm4c+cObGxsoK+vj4kTJ2Ljxo3yaBFlNDc3o7m5Wf53fX0v042zDDhsbW37VL+pqelTT8zHwjKQGelvh/TEu6ivbkJxVg2cRg5O3x57r5HIPZ+GOkszoKQSwwtacK7sHF5yfKlnCoXu0n9rVFduNzfigavDQUu7BPfrm+SV11meLhpPNQUCgUIzMzPDSy+9hE2bNmHVqlVaNe7555/H3r17kZiYiB07dqCwsBBTp07ttr7Txo0bFeyzt7fXqk0sLCwsfzT0uDoYPlmazfvm6ZJ+tqbnyCqu10paFfx6eozwcT6t2gKpY3M3cDgMrIdKnerLRE0975OlV2htfc3S0lKel0NbBAcHY/78+Rg1ahRmzJiBEydOQCQS4eDBg11e8/HHH6Ourk7e7t27p1WbWFhYWP6IjJhmCzBAcVYtRPcHp1+KibUt+ENN0C6RQGTIg2cJ4ULBabRJ2nqo0BkAAzTXA43VKsWtBdJJT3kd68zcX2i8vXXjxg2Fv4kI5eXl+Mc//oExY8ZozTBlDB06FMOGDVNIkvYkPB5PobI4CwsLC0vvEZgbwGmEEEU3a3DzTAmmhg/rb5M0RlaHK/d8GkRW5hDm34NNngjXKq/hOavnNFeopw8Y2wL1JdLVHiPzbsVthkp9AktF7KSnv9B4pWfMmDEYO3YsxowZI///zJkz0dLSgm+//bYvbJTT0NCA/Px8WFsPzugBFhYWlsHMSH87AEDO+XK0NPVwdaSfsZeFrpubAABGFxJS76X2XKHQRfpvrWq/HhuBdNJTzm5v9RsaT3oKCwtRUFCAwsJCFBYW4u7duxCLxTh//jw8PT21atyHH36IM2fOoKioCOfPn0dYWBh0dHSwYMECrfbDwsLCwqIa++GmEFgYoKWpHbcv3e9vc3qEvbe0jlh18yOpX0+R1K9Hwzy9/8W0g1+PCmQrPWXsSk+/ofH2lqPj0ysaUlJSggULFqCmpgbm5uaYMmUKLl68CHPz7pcQWVhYWFi0D8NhMNLPDr8duoObp0vgPdVGIWXJYMDE2gZGQjM01FSj1sgADlViPCwvRr4oH24m6tejk2P6eKVHjQguuSNzHbvS01+ovdKTkpICLy8vpSHgdXV18Pb27jJhXE85cOAAysrK0NzcjJKSEhw4cEBp9ek/IhUVFXj33Xfh4uICHo8He3t7hISEIDk5WS6Tn5+PsLAwmJubw9jYGOHh4bh/X/HX2ZkzZ/DCCy/A1NQUhoaGcHd3R0REBFpaWjr1uWTJEujo6ODQoUOdzonFYnz88cdwdXWFvr4+zM3N4efnh19++UUu4+/vD4ZhwDAMeDwebG1tERISgoSEBAVdRUVFeOutt+Ds7AwDAwO4urpi7dq1Sm1SxunTp+X9MAwDS0tLzJ07FwUF0l9itbW1ePfdd+Hh4QEDAwM4ODhg+fLlqKurU0s/ABw5cgS+vr4QCAQYMmQIvL298d5778nP//bbb5g8eTKEQiEMDAzg6emJ2NjYXtkt49q1a5g/fz4sLS2hr68Pd3d3LF68GLdv35aPX0c9HdvFixfVvseOJCQkIDAwEEKhEAzDdKrQ3pMxbW1tRXR0NEaOHAk+nw8bGxssWrRIXrBURmhoKBwcHKCvrw9ra2u8+eabnWRYnh6eE62gy9NBbVkjym6L+tscjWEYBo4jpP6ndU7S7bpRhYQL5Rd6plAewaV60mPLrvT0O2pPer788kssXrxYaf0LgUCAJUuWsFWPnxJFRUXw8fFBSkoKvvjiC9y8eROJiYkICAhAVFQUAKCxsRGBgYFgGAYpKSk4d+4cWlpaEBISAolEAgDIzs5GUFAQxo8fj7S0NNy8eRNxcXHgcrmdkkyKxWIcOHAAq1atwp49ezrZtHTpUiQkJCAuLg45OTlITEzEvHnzUFNToyC3ePFilJeXIz8/H4cPH4aXlxdee+01vP3223KZnJwcSCQS7Nq1C1lZWYiNjcXOnTs1zrScm5uLsrIyHDp0CFlZWQgJCUF7ezvKyspQVlaGLVu2IDMzU54W4a233lJLb3JyMl599VXMnTsXly5dwtWrV7Fhwwa0trbKZfh8Pt555x2kpaXh1q1bWLNmDdasWYOvv/66x3YDwPHjx+Hr64vm5mbs378ft27dwvfffw+BQIBPP/1UQc+pU6dQXl6u0Hx8fDQYwf/S2NiIKVOmYNOmTUrP92RMxWIx0tPT8emnnyI9PR0JCQnIzc1FaGioglxAQAAOHjyI3NxcHD58GPn5+Zg3b16P7oOl9/AM9eDxvDRh7PWUwRkd6zBSWvuqeog0V86oQkL6/fSeKZNvbxWqDFuXRW/VPWpFY/Pg9Ika9KhbmdTBwYGys7O7PH/r1i2yt7fvdQVUbfMsVlkPDg4mW1tbamho6HROVlk8KSmJOByOwn2LRCJiGIZOnjxJRESxsbHk5OSkVp979+4lX19fEolEZGhoSMXFxQrnBQIB7d27t1sdfn5+tGLFik7H9+zZQwDkdilj8+bN5OzsrJatyqqs79+/nwBQTk6O0msOHjxIXC6XWltbVepfsWIF+fv7q2VLR8LCwmjhwoU9truxsZHMzMxozpw5Sq+XXadutfaeoIluTcZUxqVLlwgA3b17t0uZX375hRiGoZaWli5lBut7e7BQU9ZA25Yk07alyfSgorG/zdGYhzXVtCV8Fm0Jn0UZXl50fpwnTftxas8qybc8IlorkFZcf1ipUnzE2kRyjD5Od+7X98DyPxZ9UWVd7ZWe+/fvQ09Pr8vzurq6qKqq6sX0q/8hIkjE4n5ppKYTXW1tLRITExEVFQU+n9/p/NChQwFIM1PLtpFk6Ovrg8Ph4LfffgMAWFlZoby8XGU9NQDYvXs3Fi5cCIFAgODgYOzdu1fhvJWVFU6cONFt4siuiIiIgImJSadtro7U1dX1KkuyrHxEV1tksiq+6tR2s7KyQlZWFjIzM9Xu/9q1azh//rzGBXs72p2UlITq6uouk4DKnr06nD17FkZGRt22/fv3a2Trk2gyph2vYRimy3upra3F/v37MWnSpG4/j1j6FlNrPhxHCgECricPvtUeI1MhTG2liWtrTYwxtBEwLKlFYX2h5sr09AGBdJtMkwiuUjaCq19Q+9PI1tYWmZmZcHNT7uh148aNQR9KTo8eIXdcz5b/e4tH+lUwhqrTkufl5YGIVEbK+fr6gs/nIzo6GjExMSAifPTRR2hvb0d5eTkAYP78+UhKSoKfnx+srKzg6+uL6dOnY9GiRQrbmHfu3MHFixflk5KFCxfi/fffx5o1a+ROjF9//TXeeOMNCIVCjB49GlOmTMG8efMwefJklffE4XAwbNgwFBUVdXnPcXFx2LJli0pdyigvL8eWLVtga2sLDw+PTuerq6uxfv16hS227nj33Xdx9uxZjBw5Eo6OjvD19UVgYCDeeOONTjmi7OzsUFVVhba2Nnz22Wf4y1/+0mO7ZYVO1Y2SnDRpEjgcxd81DQ0NAIDx48d38st5EktLS7VtfRJNxxQAmpqaEB0djQULFnTaRo+Ojsa2bdsgFovh6+uL48eP99g2Fu0w9kUH3L1Zg1sXyjEhxBkGQ7j9bZJGOI4cg9rSe6hztINVtQjed6VbXC4CF82VmboAdfekEVwOvt2K2gzVR+79hyhn/Xr6BbVXembOnIlPP/0UTU2dZ6ePHj3C2rVrMXv2bK0ax9IZdVeEzM3NcejQIRw7dgxGRkYQCAQQiUQYN26c/ItQR0cH8fHxKCkpwebNm2Fra4uYmBh4e3vLJ0YAsGfPHsyYMQNmZtJ6OzNnzkRdXR1SUlLkMtOmTUNBQQGSk5Mxb948ZGVlYerUqVi/fr3a96UsCqS0tBRBQUGYP38+Fi9erJYuGXZ2dnIH2cbGRhw+fBhcruIHc319PWbNmgUvLy989tlnaunl8/n497//jby8PKxZswZGRkb44IMPMGHCBIjFiplqz549iytXrmDnzp348ssv8eOPP/bYbnWfvYyffvoJGRkZCk2GgYEB3Nzcum1DhgzRqD8ZPRnT1tZWhIeHg4iwY8eOTuf/+te/4tq1a/j111+ho6ODRYsW9TzEmEUr2AwbCnOHIWhvlSAzrbS/zdEYhxFSv54qPenn4Yji3vj1qB/BxYat9zPq7oNVVFSQjY0N2dvb06ZNm+jnn3+mn3/+mf7xj3+Qvb092djYUEVFhdb23bSFJj49EomE2hsb+6Wpu5dcU1NDDMNQTEyM2mNQVVUl9/ewtLSkzZs3dylbW1tLZmZm9Le//Y2IiNra2sja2poYhiEdHR15A0Cvv/56t/2uX7+e9PT0qLm5mYi69ulpa2sjExMTioqKUjheWlpK7u7u9Oabb1J7e7va9yvzjUlPT6e8vDyqr1e+d15fX08TJ06k6dOn99r3o6CggHR1dWnPnj1dyqxfv56GDRvWY7sTEhIIAJ0/f75bW9Txu0lLSyM+n99t+/777zXW3ZMxbWlpoTlz5tCoUaOourpapfy9e/dUjgPr0/N0uH2pgrYtSabdH6ZRa0tbf5ujEY8aHtLWV0NoS/gsujrCm34f7UkzfnqpZ8rOfSX16TkYoVJ0W8odcow+Th8czOhZX38g+sKnR+3tLUtLS5w/fx7Lli3Dxx9/LP+VxTAMZsyYge3bt/dqOXwgwDCMWltM/Ympqal8vJcvX97Jr0ckEnXyh5Ct0KSkpKCysrJTdExHTExMYG1tjcbGRgCQ++lcu3YNOjo6crnMzExERkYq7U+Gl5cX2tra0NTU1GmFpSPfffcdHjx4gLlz58qPlZaWIiAgAD4+PoiPj++0TaMOzs7OXdpWX1+PGTNmgMfj4ejRo9DX19dYf0ecnJxgaGgoHzdlSCQSNDc3q9TVld2BgYEwMzPD5s2bceTIkU7nu3sWT9IX21s9GVPZCs+dO3eQmpoKoVCo8hpZ9KE6Y8nSt7iOM4fRER4aapuRe7EC3lNt+9sktdHnG8HS1Q0VebdRazoUtvdroFtUhorGCljxrTRTplGCQlnRUXalpz/QKDmho6MjTpw4gQcPHsh9S9zd3WFiYtJX9rEoYfv27Zg8eTImTJiAdevWYdSoUWhra8PJkyexY8cO3Lp1CwAQHx+P4cOHw9zcHBcuXMCKFSuwcuVKuV/Lrl27kJGRgbCwMLi6uqKpqQn79u1DVlYW4uLiAEgdmGfNmoXRo0cr2ODl5YWVK1di//79iIqKgr+/PxYsWIDx48dDKBQiOzsbq1evRkBAgIJ/hlgsRkVFBdra2lBSUoIjR44gNjYWy5YtQ0BAAADphMff3x+Ojo7YsmWLgoO8lZWGH0ZKqK+vR2BgIMRiMb7//nvU19fL80+Zm5srTO6U8dlnn0EsFmPmzJlwdHSESCTCV199hdbWVrz00ksApM/IwcFB7n+TlpaGLVu2YPny5T22m8/n49tvv8X8+fMRGhqK5cuXw83NDdXV1Th48CCKi4tx4MABuXxNTQ0qKioUdAwdOhT6+vry7S11qa2tRXFxsTw/jqy4sJWVFaysrNQeU09PT2zcuBFhYWFobW3FvHnzkJ6ejuPHj6O9vV1ur6mpKbhcLn7//XdcvnwZU6ZMgYmJCfLz8/Hpp5/C1dUVEydO7PFYsmgHjg4Ho1+wx7n/y0PGqXvwmmwDhjN4khU6jhyDirzbENlbw/Z+DUbcJVy9fxWzXGZppki+vfW42no3CRutZaUo2ASF/YPW1owGKM9iyDoRUVlZGUVFRZGjoyNxuVyytbWl0NA5OgQsAAAgAElEQVRQSk1NlctER0eTpaUl6enpkbu7O23dulVhGy09PZ0WLlxIzs7OxOPxSCgU0rRp0+jo0aNEJN3S1NXVpYMHDyq1YdmyZTR27FgiIoqJiaGJEyeSqakp6evrk4uLCy1fvlxhu8LPz48AEADicrlkbW1Ns2fPpoSEBAW98fHxcrknmzooC/1Wdl5ZKywsVKk/JSWF5s6dS/b29sTlcsnS0pKCgoLo7NmzcpmvvvqKvL29ydDQkIyNjWns2LH0r3/9q9ttOlV2y7h8+TK98sorZG5uTjwej9zc3Ojtt9+mO3fuENF/t6CUtR9//FHl/Smjq2eydu1aBdtVjSkAio+PV2mn7HV848YNCggIIFNTU+LxeOTk5ERLly6lkpKSbu0dzO/twUbzo1bateI0bVuSTKW3a/vbHI24ezODtoTPon+9OZeyPDxp36zh9Pn5zzVXpEHYenFNIzlGH6dhn5zoWYj8H4i+2N5iiJ5tb8D6+noIBAJ5+GxHmpqaUFhYCGdn515vb7CwsAwc2Pf20yVl3y3cOl+O4ZOt8cKbw/vbHLVpa2nB9j+/hrbWFkzLKQYHrdjwt2FImPuL6oufJHYkUFcM/Dmp2wiuljYJPD79D4iAq2tehNCI16XsH53uvr97iuaOEiwsLCwsLB3w8JVuO+ddrURbS7sK6YGDLpcL62HSLegHpkNh2AxIbufjQdMDzZWZOkv/VRHBxdXlwPzxRKeMzdXz1GEnPSyDjuDg4C4T6sXExPRa/9KlS7vUv3TpUi3cAQvLs4WN21AMEeqjtakdhder+9scjbD1kK5MPbSX5pnzLiakV/YgdF2ovjOztSxsvY51Zn7aaFxlnYWlv/n222/x6JHyD4veZG2WsW7dOnz44YdKz2lriZWF5VmC4TDweN4KV04UIediBdyfGzyRvDYeXgCAGh2p87EsSeF0h+maKTLVpPCoPq7fYyO4+gN20sMy6LC17duwWAsLC1hYWPRpHywszxqySc+97Bo01jWDLxgcvio2wzwBhsFDcQOadXUw/F47/l12VXNFGiQolEVwsZOepw+7vcXCwsLC0muGWhrCysUYRMCdy/f72xy14RnyYWbvCAAQmZtAvxVoycqGuFWs4sonEKpfbV2elZkNW3/qsJMeFhYWFhat4OEr9YvJuVihQnJgYfPYmbnByQEAMLyoHRmV3Sfv7ISJEwAGaHkINHZffNtGwCYo7C/YSQ8LCwsLi1Zw87EAR5dBTUkDqkse9rc5amP72K+nlif1+PAsIVy+f1kzJbo8QCCt3K5qi0u20lPORm89ddhJDwsLCwuLVtDn68F5pLTsTe4gWu2ROzPXidDOMHAvI1wq/V1zRcLHfj0qIrhkk577D5vQ2i7RvB+WHsNOelhYWFhYtIYsZ8/tS/chGSRf6AILS/CHmkAiaUfd0CEwagJEtzPR2Np1LT2lqBnBJeRzwdXhgAi4X8+u9jxN2EkPCwsLC4vWcPAWQt9ID+L6FhRn1/a3OWrBMAxsHufraXCW+vW4lrbj6n0No7hM1Vvp4XAYWMsLj7KTnqcJO+kZpFRUVODdd9+Fi4sLeDwe7O3tERISguTkZLlMfn4+wsLCYG5uDmNjY4SHh+P+fcWoijNnzuCFF16AqakpDA0N4e7ujoiICLS0tHTqc8mSJdDR0cGhQ4c6nROLxfj444/h6uoKfX19mJubw8/PD7/88t907v7+/tJK9gwDHo8HW1tbhISEICEhQUFXUVER3nrrLTg7O8PAwACurq5Yu3atUpuUcfr0aXk/DMPA0tISc+fORUHBfz+IlixZAldXVxgYGMDc3Bwvv/wycnJy1NIPAEeOHIGvry8EAgGGDBkCb29vvPfee/Lz5eXleP311zFs2DBwOByFc11RVFSkYLdQKERgYCCuXbumIJeXl4fIyEjY2dmBx+PB2dkZCxYswJUrV+QyHfV0bB0LkmpCe3s7Pv30U4Vnsn79eqhbxebcuXPQ1dXFmDFjFI6npaUhJCQENjY2YBgGP//8c4/sYxk46Ohy4DFButpz63x5P1ujPjbDpJMe0RA+AGBYKeFS+SXNlMgiuNQKW5dOesrZBIVPFXbSMwgpKiqCj48PUlJS8MUXX+DmzZtITExEQEAAoqKiAACNjY0IDAwEwzBISUnBuXPn0NLSgpCQEEgk0iXn7OxsBAUFYfz48UhLS8PNmzcRFxcHLpeL9nbFVPJisRgHDhzAqlWrsGfPnk42LV26FAkJCYiLi0NOTg4SExMxb9481NTUKMgtXrwY5eXlyM/Px+HDh+Hl5YXXXnsNb7/9tlwmJycHEokEu3btQlZWFmJjY7Fz506sXr1ao3HKzc1FWVkZDh06hKysLISEhMjvy8fHB/Hx8bh16xaSkpJARAgMDOx038pITk7Gq6++irlz5+LSpUu4evUqNmzYgNbWVrlMc3MzzM3NsWbNmk4V6lVx6tQplJeXIykpCQ0NDQgODoZIJAIAXLlyBT4+Prh9+zZ27dqF7OxsHDlyBJ6envjggw8U9MTHx6O8vFyhzZkzRyNbZGzatAk7duzAtm3bcOvWLWzatAmbN29GXFycymtFIhEWLVqE6dM7J3trbGzE6NGjsX379h7ZxTIwGT5ZGsVVdL0a4nr1fqz0NzJn5qqmBhAeT3oqNJz0mDwuRfGgSO2w9VI2guvporXSpQOUZ7HKenBwMNna2lJDQ0Onc7IK3UlJScThcBTuWyQSEcMwdPLkSSIiio2NJScnJ7X63Lt3L/n6+pJIJCJDQ0MqLi5WOC8QCGjv3r3d6vDz86MVK1Z0Or5nzx4CILdLGZs3byZnZ2e1bFVWrXz//v0EgHJycpRec/36dQJAeXl5KvWvWLGC/P391bKFqOv7fhJZ1fFr167Jj507d44AUGJiIkkkEvL29iYfHx+l1do73i8AOnLkiNo2qmLWrFn05z//WeHYK6+8Qm+88YbKa1999VVas2YNrV27lkaPHt2lnDZtHqzv7WeJgzGXaNuSZEr/9W5/m6IWba0t9OUbYbQlfBZdGjWSsj08yXfHCBI1idRX0iKWVlpfa0zUUN2t6BeJOeQYfZw++f/t3XlclNX+B/DPMBv7sK/CsIOYaUquGZrmgqJ53XIlM5fiqldb1NIwTeoaZjfF0gq0m2Yu2HW7mkLmkt76CRgiKQhKsu8DjCwz8/39Mc3kyDDMIMsg5/16zcsXz3Oe83yfw4zz5TnnPOfIb48Y+eOrPVZZZ3d6HkBEaKyXd8qL9OwmKC8vx6lTpxAZGQkLC4sm+21sbAAo7zSoupFUTE1NYWJigosXLwIAXFxcUFBQgPPnz7d43q+++gpz5syBSCTCuHHjsHv3bo39Li4uOHnyJKqrDZ+mGhERAVtb2ybdXA+qqqp6pCUmzMyUf1Vp6yKrra1FfHw8vL294eHh0WJdLi4uSE9Px/Xr11sdj74ejDs1NRXp6el4/fXXYWLS9KOr+t3rIzc3t9n1xbStYzZkyBAkJibi1q1bAIBr167h4sWLGDdunM7zxMfHIzs7G1FRUXrHxjweeg51A6Ds4tL3/7fOxOXx4eIXAACQeCpj981XGDauh28GWCmPRUWOzqJs2nrnYMtQPEDWoMCu5T91yrkX/SsUfCG3xXJZWVkgIgQFBeksN2jQIFhYWGDVqlWIjo4GEWH16tWQy+UoKFD2s0+bNg2nT59GaGgoXFxcMGjQIIwcORLz5s3TWGMqMzMTV65cUSclc+bMwcqVK7F27VpwOMr1anbt2oXZs2fD3t4effr0wTPPPIOpU6di6NChLV6TiYkJAgICcOfOnWavedu2bYiJiWmxLm0KCgoQExMDd3d3BAYGqrfv2LEDb731FmpraxEYGIgzZ85AIBC0WN/SpUtx4cIF9O7dG2KxGIMGDcLo0aMxe/ZsjSTzUVVWVmLjxo2wtLTEgAED8NNPyvdmS797lZkzZ4LL1XxP3bhxA56ennBzc0Nqqu6Hrz2YZK5evRoSiQRBQUHgcrmQy+XYtGkTZs+e3ezxmZmZWL16NS5cuAAej/1X0934P+2MSwczUVFQi6IcCVx8RJ0dUovcAnviXsZ1VDk5wC3zrrqL6znP5/SvxNYLqM5XdnH1CGm2mGogM+ve6ljsTk8Xo+9fTI6Ojjh48CCOHTsGS0tLiEQiVFZWol+/fuq7BFwuF/Hx8bh37x42b94Md3d3REdHo1evXurECADi4uIwZswYODgon78RFhaGqqoqJCUlqcs8++yzyM7ORmJiIqZOnYr09HQMGzYMGzdu1Pu6VAnUg/Ly8jB27FhMmzYNCxcu1KsulR49esDCwgJubm6ora3F4cOHNZKa2bNnIyUlBT/99BMCAgIwffp01NW1/FeXhYUFTpw4gaysLKxduxaWlpZ4/fXXMWDAAEilBj66XoshQ4bA0tIStra2uHbtGr777js4Ozsb/Nfy1q1bkZqaqvFyc1P+Fcrj8eDn56fz9WDSc+DAAezduxf79u1DcnIy9uzZg5iYGOzZs0frueVyOWbNmoX33nsPAQEBrW8MpssSmvHg20+5hl3GpfxOjkY/qsHMZVCO7QvMg+Hjeuz+HNdTrvtOj7vqTg9biqJjtVlHmZEyZEyPQqGghjpZp7wUCoVe11NWVkYcDoeio6P1boOSkhL1eA9nZ2favHlzs2XLy8vJwcGB3n33XSIikslk5OrqShwOh7hcrvoFgGbNmqXzvBs3biQ+n0/19fVE1PzYFplMRra2thQZGamxPS8vj/z9/Wnu3Llax7A0RzWmJzk5mbKyskgikbR4TH19PZmbm9O+ffv0Ps+DsrOzicfjUVxcXJN9ho7pOXr0KGVlZWmM0SEiSk5OJgB6xYgWxsfcvXuXLCwsdL42bdqkLt+jRw/avn27Rh0bN26kwMBArfVXVFQQAI33DIfDUW9LTEw0OGZDsDE9xuHezXLavjiRdi47R/X3Gzs7nBZJqyUUM308xUwfT6nBwfR/vYOod1wvKrtfpn8l5zYrx/QceVVnsar7DSRedZzEq45Tbb3xt01naI8xPeye8wM4HI5eXUydyc7ODmPGjEFsbCyWLVvWZFxPZWVlk7Edqjs0SUlJKC4uxsSJE5ut39bWFq6urqitVT6USzVOJyUlRaOr5Pr165g/f77W86kEBwdDJpOhrq5OZ7fRnj17UFFRgSlTpqi35eXlYcSIEepZVtrGsLTE29tb73EuRAQiQn19vcHnAQAvLy+Ym5ur2+1ReHh4wNfXt8n2vn37Ijg4GFu2bMGMGTOatImu38XDDO3ekkqlTc7H5XLVMwEfZm1tjbS0NI1tO3bsQFJSEg4dOgRvb2+94mS6Njd/G4gczVBVch+3k0vQc4hrZ4ekk5mlFWxd3VFRkIcqWxEcSyvQoxT4tfBXjPEao18let7psRLyYCHgorZBjsKqOvg4Wj5i9Iw+WNLTBcXGxmLo0KEYMGAANmzYgCeffBIymQxnzpzBZ599hoyMDADKQaQ9e/aEo6MjLl++jOXLl2PFihXqcS07d+5EamoqJk+eDF9fX9TV1eHrr79Genq6eiryV199hfHjxzeZdh0cHIwVK1Zg7969iIyMxPDhwzFz5kyEhITA3t4eN27cwNtvv40RI0ZojA+SSqUoLCyETCbDvXv3cOTIEWzduhWvvvoqRowYAUCZ8AwfPhxisRgxMTEoKflr8T4XF5dHbr/s7Gx89913GD16NBwdHXHv3j18+OGHMDMzQ1hYWIvHr1+/HlKpFGFhYRCLxaisrMSnn36KxsZGPP/88+pyqqSipqYGJSUlSE1NhUAgQHBwcKvi5nA4iI+Px6hRozBs2DC88847CAoKQk1NDY4dO4YffvhBPe4HUCZBhYWaSwFYWVnBwsJC3b2lr/DwcGzatAmenp7o1asXUlJS8PHHH+Pll19Wl1mzZg3y8vLw9ddfw8TEBE888YRGHU5OTjA1NdXYXlNTg6ysLPXPOTk5SE1NhZ2dHTw9PfWOjzFOHA4HQUNc8b//ZCPj53yjT3oAwNUvABUFeagR94BjaQUC88iwpEc9bV130sPhcOAiMsXtkloUSljS02Ha7J6RkXocp6wTEeXn51NkZCSJxWISCATk7u5OEydOpB9//FFdZtWqVeTs7Ex8Pp/8/f1py5YtGt1oycnJNGfOHPL29iahUEj29vb07LPP0tGjR4mIqLCwkHg8Hh04cEBrDK+++io99dRTREQUHR1NgwcPJjs7OzI1NSUfHx9atmwZlZb+NW0zNDSUABAAEggE5OrqShMmTKCEhASNeuPj49XlHn7pQ9uU9Qfl5eXRuHHjyMnJifh8PvXo0YNmzZrV7HT2hyUlJdGUKVPIw8ODBAIBOTs709ixY+nChQsa5bTFLxaLm61X25R1bW7evEnz5s0jNzc3EggEJBaLaebMmZScnKzz3ADogw8+0OsaHyaRSGj58uXk6emp/v2+88476q5LIqKIiAgKDQ1ttg5tU9ZVv6uHXxEREa2KU6Urf7YfN9XldRS7JJG2L06kqhJpZ4fTouRTxyhm+njat2ge3QgMoh1Te9Lk/0zWv4Lasr+mrTfovt7ZX1wh8arjdPjqH48Y9eOpPbq3OERdYC7hI5BIJBCJRKiqqtK44wAAdXV1yMnJgbe3N0xNTTspQoZh2hr7bBuX77cmI+9mJYb8zQ9PjTbuO3iFWbew952VEApN8dwv6SiwA1Ys5uPSzEuwEli1XAER8KEnUC8BXrsCOPVstujrB67hcPI9vDkmEJEj9L/z2l3o+v5uLTZ7i2EYhmlXvk8pZ3HdTinu5Eha5ujlDS6fj/r6OkgFfLiVA5ZSBdJK01o+GAA4HOW0dUA5bV0H1VIUhWwGV4dhSQ/T5YwbN06vB+q11pIlS5qtf8mSJW1wBQzTvfj0dQQAFOVIUFNh3F/wXB4fTl7KhUNrvJQPK/XPI1wrvqZ/JXoOZnZRr79l3G3yOGEDmZku58svv8T9+9of6PUoT21W2bBhA9544w2t+9rqFivDdCcWNkK4+IhQmF2F7NQSPDmi5SefdyZXv0AUZN5EtYsjnG9lIyCfcK3EgKRHz8HM6js9EvaAwo7Ckh6my3F3d2/X+p2cnODk5NSu52CY7sa3nyMKs6twO9n4kx7VchTlf/aFBNwDTpT8BgUpYMLRo4PEwDs9hVWte1QGYzjWvcUwDMO0O1UXV0FWpdGvvO7qp3ysR7mkAnIO4F9AqK2XILsyW78K9L7To3wqc2lNPRpk2p95xbQtlvQwDMMw7c7awQyOnlYgAnKulbR8QCcSObvAzMoaCrkcNfa2EDYCnsVAaonuB3qqqe70VNwFFPJmi9ma8yHgKb+GiyRsXE9HYEkPwzAM0yF8+ynv9mSnGHfSw+Fw1F1ctT5eAIDAPAPG9Vi7AyZ8QNEISPJ0n8daNa6HJT0dgSU9DMMwTIdQTV2/93sF6mobOzka3VRdXFXWyiclB+QRUov1vNNjwgVs/nweUQvT1tkMro7Fkh6GYRimQ9g4m8POzQIKBeFOWmlnh6OT6k5PWYNyZpV/HuGO5A4q6yr1q0DPwcx/PauHzeDqCCzpYRiGYTqM71PKLq7bycbdxaVKeiRVFWjgceFSCYhqCb+V/qZfBXoOZmZ3ejoWS3q6qMLCQixduhQ+Pj4QCoXw8PBAeHg4EhMT1WVu376NyZMnw9HREdbW1pg+fTqKioo06vnpp5/w3HPPwc7ODubm5vD390dERAQaGprOrli8eDG4XC4OHjzYZJ9UKsWaNWvg6+sLU1NTODo6IjQ0FP/5z3/UZYYPHw4OhwMOhwOhUAh3d3eEh4cjISFBo647d+5gwYIF8Pb2hpmZGXx9fREVFaU1Jm3OnTunPg+Hw4GzszOmTJmC7GzlzIvy8nIsXboUgYGBMDMzg6enJ5YtW4aqqiq96geAI0eOYNCgQRCJRLCyskKvXr3wj3/8Q2vZS5cugcfjoW/fvo8Ut0pKSgqmTZsGZ2dnmJqawt/fHwsXLsStW7cAKNvvwXoefF25ckXva3xQQkICRo8eDXt7e3A4nCYrtLe2TdevX4+goCBYWFjA1tYWo0aNwv/+9z+NMps2bcKQIUNgbm6u9yryjPHy7afs4vrjRjka6mSdHE3zlCuuuwEApL7KBMagLi597/T8OaaHDWTuGCzp6YLu3LmD/v37IykpCR999BHS0tJw6tQpjBgxApGRkQCA2tpajB49GhwOB0lJSbh06RIaGhoQHh4OhUI5NfLGjRsYO3YsQkJCcP78eaSlpWHbtm0QCASQyzVnHEilUuzfvx9vvfUW4uLimsS0ZMkSJCQkYNu2bfj9999x6tQpTJ06FWVlZRrlFi5ciIKCAty+fRuHDx9GcHAwXnzxRSxatEhd5vfff4dCocDOnTuRnp6OrVu34vPPP8fbb79tUDvdvHkT+fn5OHjwINLT0xEeHg65XI78/Hzk5+cjJiYG169fx+7du3Hq1CksWLBAr3oTExMxY8YMTJkyBb/88guuXr2KTZs2obGx6RiFyspKzJs3DyNHjnzkuAHg+PHjGDRoEOrr67F3715kZGTgm2++gUgkwrp16zTqOXv2LAoKCjRe/fv31zuOB9XW1uKZZ57BP//5T637W9umAQEB2L59O9LS0nDx4kV4eXlh9OjRKCn56y5AQ0MDpk2bhldffbVVsTPGxc7NAiInM8hlCty9XtbyAZ3I5c9xPdXuLgCUSY/eg5n1vtOjnLbO7vR0kDZbutRIPY6rrI8bN47c3d2ppqamyT7VyuKnT58mExMTjeuurKwkDodDZ86cISKirVu3kpeXl17n3L17Nw0aNIgqKyvJ3NyccnNzNfaLRCLavXu3zjpCQ0Np+fLlTbbHxcURAHVc2mzevJm8vb31ilXbKut79+4lAM2upH7gwAESCATU2NjYYv3Lly+n4cOH6xXLjBkzaO3atVpXGDc07traWnJwcKAXXnhB6/Gq4/Rdrb01DKnbkDZVUX1ez54922RffHw8iUQiverpqp/t7uLnhCzavjiR/rszrbND0enqyaMUM3087V+2mG4EBtGhUUH09DdPU6Ncj/d0YbpypfVoDyKFotliqbkVJF51nAZFN33Pd3ftsco6u9PzACJCY11dp7xIz8Xuy8vLcerUKURGRsLCwqLJftXt//r6enU3koqpqSlMTExw8eJFAICLiwsKCgpw/vz5Fs/71VdfYc6cORCJRBg3bhx2796tsd/FxQUnT55EdXW1XtfxoIiICNja2jbp5npQVVXVIy0xYWam/GuquS4y1Sq+PF7LDyl3cXFBeno6rl+/rrNcfHw8srOzERUVZXjAf3ow7tOnT6O0tBRvvfWW1rKGdP1cuHCh2fXFVK+9e/e2Om7AsDYFlNe4a9cuiEQi9OnT55HOzRg31dT1u+llkDU0/xybzubqrxzXUyqpAAHwKwAa6qXIrMhs+WDVoqP1VcD9imaLqcb0FFfXQyZnDyhsb2wZigfI6uvxacTUTjn3sj2HwDc1bbFcVlYWiAhBQUE6yw0aNAgWFhZYtWoVoqOjQURYvXo15HI5CgoKAADTpk3D6dOnERoaChcXFwwaNAgjR47EvHnzNNaYyszMxJUrV9RJyZw5c7By5UqsXbsWHA4HALBr1y7Mnj0b9vb26NOnD5555hlMnToVQ4cObfGaTExMEBAQgDt37jR7zdu2bUNMTEyLdWlTUFCAmJgYuLu7IzAwsMn+0tJSbNy4UaOLTZelS5fiwoUL6N27N8RiMQYNGoTRo0dj9uzZ6iQzMzMTq1evxoULF/T+0m8p7v/+978A0OLvXmXIkCEwMdH8u6ampgYAEBIS0mRczsOcnZ1bEbWSIW16/PhxvPjii5BKpXB1dcWZM2fg4ODQ6nMzxs/R0wpWdqaoLq9D7o1y9dOajY2j2AdcHg910lrU29vCtKwCXkXAtZJr6GnfU/fBAnPA0gWoKVR2cZlr/6PNwVIIrgkHcgWhtKZBnQQx7YPd6eli9L0j5OjoiIMHD+LYsWOwtLSESCRCZWUl+vXrp/4i5HK5iI+Px71797B582a4u7sjOjoavXr1UidGABAXF4cxY8aov4jCwsJQVVWFpKQkdZlnn30W2dnZSExMxNSpU5Geno5hw4Zh48aNel+XKoF6UF5eHsaOHYtp06Zh4cKFetWl0qNHD1hYWMDNzQ21tbU4fPgwBAKBRhmJRILx48cjODgY69ev16teCwsLnDhxAllZWVi7di0sLS3x+uuvY8CAAZBKpZDL5Zg1axbee+89BAQEGBSzrrj1/d2rfPfdd0hNTdV4qZiZmcHPz0/ny8rKyuDYAcPbdMSIEUhNTcXPP/+MsWPHYvr06SguLm7VuZmugcPhwEc1iyvFeH/XPD4fTl6+AIDaAOW/AXmEtNI0/SqwFSv/rcxttgjXhANnK+UfSwVs2nr7a7OOMiNlyJgehUJBDffvd8pLoaPP90FlZWXE4XAoOjpa7zYoKSlRj/dwdnamzZs3N1u2vLycHBwc6N133yUiIplMRq6ursThcIjL5apfAGjWrFk6z7tx40bi8/lUX19PRM2P6ZHJZGRra0uRkZEa2/Py8sjf35/mzp1Lcrlc7+tVjY1JTk6mrKwskkgkWstJJBIaPHgwjRw58pHHfmRnZxOPx6O4uDiqqKggABrtxeFw1NsSExNbFXdCQgIBoJ9//llnLPqMuzl//jxZWFjofH3zzTcG190Wbern56f1/c3G9Dxe8jMraPviRNr1j59I1qj/57ujJcZ9TjHTx9OJlZF0IzCIvnihJ01ImKDfwQdfVo7rufgvncUmx14k8arj9N+0/DaI+PHRHmN6WPfWAzgcjl5dTJ3Jzs4OY8aMQWxsLJYtW9ZkXE9lZWWTsR2qOzRJSUkoLi7GxIkTm63f1tYWrq6uqK2tBQD1OJ2UlBRwuVx1uevXr2P+/Plaz6cSHBwMmUyGuhAGfigAABu0SURBVLq6JndYHrRnzx5UVFRgypQp6m15eXkYMWIE+vfvj/j4+CbdNPrw9vZuNjaJRIIxY8ZAKBTi6NGjMH3E37uXlxfMzc1RW1sLa2trpKVp/iW4Y8cOJCUl4dChQ/D29m5V3KNHj4aDgwM2b96MI0eONNmv63fxsPbo3mqrNlUoFKivZ6tOP+5cfEQwFwkgrWrAvd8rIH7CvrND0srVLwApAMrljfCG8k7PHckdVNVXQSQU6T5Y9VRmHXd6ANXCo5VsBlcHYElPFxQbG4uhQ4diwIAB2LBhA5588knIZDKcOXMGn332GTIyMgAoB9L27NkTjo6OuHz5MpYvX44VK1aox7Xs3LkTqampmDx5Mnx9fVFXV4evv/4a6enp2LZtGwDlAObx48c3GVgaHByMFStWYO/evYiMjMTw4cMxc+ZMhISEwN7eHjdu3MDbb7+NESNGaIwPkkqlKCwshEwmw71793DkyBFs3boVr776KkaMGAFAmfAMHz4cYrEYMTExGtOXXVxcHrn9JBIJRo8eDalUim+++QYSiQQSiQSAslvwweROm/Xr10MqlSIsLAxisRiVlZX49NNP0djYiOeffx4mJiZ44oknNI5xcnKCqalpk+2GsLCwwJdffolp06Zh4sSJWLZsGfz8/FBaWooDBw4gNzcX+/fvV5cvKytDYWGhRh02NjYwNTVVd2/pq7y8HLm5ucjPzwegnFYPKH8fLi4uerdpUFAQPvjgA0yePBm1tbXYtGkTJk6cCFdXV5SWliI2NhZ5eXmYNm2a+ty5ubnq88vlcnWy5ufnB0tLy1a0JGMMOCYc+PR1xPWf8nA7pdhokx4Xf+X/l6UlxVBwTeAoUcC2mpBemo4h7kN0H6xn0uOifiozS3raXZvdMzJSj+OUdSKi/Px8ioyMJLFYTAKBgNzd3WnixIn0448/qsusWrWKnJ2dic/nk7+/P23ZskWjGy05OZnmzJlD3t7eJBQKyd7enp599lk6evQoEREVFhYSj8ejAwcOaI3h1VdfpaeeeoqIiKKjo2nw4MFkZ2dHpqam5OPjQ8uWLaPS0lJ1+dDQUAJAAEggEJCrqytNmDCBEhISNOqNj49Xl3v4pQ9tU7+17df2ysnJabH+pKQkmjJlCnl4eJBAICBnZ2caO3YsXbhwodljWjtlXZtff/2V/va3v5GjoyMJhULy8/OjRYsWUWZmJhH91QWl7fXtt9+2eH3aNPc7iYqK0oi9pTYFQPHx8USk/PxNnjyZ3Nzc1O+HiRMn0i+//KJx7oiICK31Pvhef1hX/mx3J39klNH2xYn05crzJJcZZxeXQqGg7QtmUsz08fR/L0ykG4FB9PKaYPos9bOWD848o+zeih2ks9gX52+TeNVxWrovuY2ifjy0R/cWh8jA0ZFdjEQigUgkUk+ffVBdXR1ycnLg7e39yN0bDMMYD/bZ7hoUcgXi37qEutpGTPpHX/QIav1jKdpTwgdRyEm9iv6O7nA+ex6Hh3BQOPs5bB+5XfeBpZnA9hBAYAmsuQdomawBAMeu5WPptykY4GWHA0sGt8MVdE26vr9bi83eYhiGYTqFCdcE3n2VYw5vpxjvWlyqdbgqhXwAgHcRkFaa1vKMSlEP5b8NNTqf1aNadLRAwmZvtTeW9DBdzrhx45p9oF50dPQj179kyZJm61+yZEkbXAHDMCq+TynX4spOKQEpjLPjwfXP5SjKpMrnXHkXEsrrypFXk6f7QL4ZYPnnhAAd43pUY3qKquoNfjQFYxg2kJnpcr788kvcv6/9L6JHeWqzyoYNG/DGG29o3ddWt1gZhlHqEWQLgSkXUkkDiu9Ww9nb+D5j6js95aVo5PFgWyuDTY3yeT09rHroPljkAdQUKZMeN+2LDjtZmYLDARrkCpTXNsDeUqi1HPPoWNLDdDnu7u7tWr+TkxOcnJza9RwMwyhxeSbwCLbH7eRi3EkrNcqkx8zKGjYurqgsLECNrxi2N2/Du5DwW8lvGOc9TvfBNp5A3v/pvNMj4JnAwVKIkup6FFTVsaSnHbHuLYZhGKZTefVWTlc35lXXXXyVd3uqnZVPkvYphH5PZlZNW6/6Q2cxVzZtvUOwpAf6L+3AMEzXwD7TXYtnL3uAA5TkVqOmwjgfTOn65/N6KgXKZ055FREyyjLQKG/UfaCNh/Lflp7VY60azMySnvbUrZMePl85El8qlXZyJAzDtCXVZ1r1GWeMm7m1AM5eym6tu9dLOzka7VSDmUtrJCAAvkUcNCgacKvilu4DbVpefwsAnP9MeopZ0tOuuvWYHi6XCxsbG/Xihubm5loXvWQYpmsgIkilUhQXF8PGxqbFp2szxsOrtwOKciS4k1aGXsPad9xeazh6+cCEy0PdfSnuC3hwqJLBUsrBb6W/oZdDr+YPVD+VWXf3lrO1chxPEUt62lW3TnqAv5Y1YKs6M8zjw8bGpk2WLGE6jteT9vjf0Wzc+70cskY5eHzjSliVK657o/B2Jqo93GF++y68iwhpJWmYGTSz+QNVz+qprwLuVwJm2tfHc/rzTk+RxDi79x4X3T7p4XA4cHV1hZOTExobW+ibZRjG6PH5fHaHpwuyd7eEpa0QNRX1yLtVCXEv41uLy8UvEIW3MyFxcoDz7bvwLgJ+a2kws8ACMHcApKXKLq5mkh5nddLD7vS0py6R9MTGxuKjjz5CYWEh+vTpg23btmHAgAFteg4ul8v+o2QYhukkHA4H4ifskX4hH3d/KzXKpMfVLwCpp4EqvnI4rHch4ajkDiQNElgLdEy1t/FUJj1VfwCuT2otoureKq5md3rak9EPZP7uu++wcuVKREVFITk5GX369MGYMWNYdxTDMMxjxqu3ckmKO2llRjkDz9nHDwBQXlsNAuBfovxDOaMsQ/eBeszgcrYy/bPuBtTL5I8cK6Od0Sc9H3/8MRYuXIj58+cjODgYn3/+OczNzREXF9fZoTEMwzBtyD3IFly+CarL61CeX9vZ4TRh6+YOvtAUMlkjaoR8OJXKYFZPuFF2Q/eB6sHMzSc9NuZ8CLjKr+QSdren3Rh10tPQ0ICrV69i1KhR6m0mJiYYNWoULl++3ImRMQzDMG2NL+CiR5AtAOBOmvFNXTcx4cLJ2wcAUOOmXFNLXAykl6XrPlCPaescDgdO6hlcLOlpL0Y9pqe0tBRyuRzOzs4a252dnfH7779rPaa+vh719X+9YaqqqgAol6hnGIZhjJuDjxC/X61Fxq934T/k0dfSa2uWrj1Ql3YNxTYiWMnvwi2XcO2Pa7q/Y3j2QD0BBdmAjnJ2fDly66XIyS+Bvy0bY6pq07bs6jTqpKc1PvjgA7z33ntNtnt4eHRCNAzDMEyrvdvZAeghC8AXNyGCSI/CV4CVLZeb9skjR/VYKSsrg0ikT/u2zKiTHgcHB3C5XBQVFWlsLyoqavYZHGvWrMHKlSvVP1dWVkIsFiM3N7fNGq27kkgk8PDwwB9//MFWG38ErB3bDmvLtsPasm2wdmw7VVVV8PT0hJ1d293xM+qkRyAQoH///khMTMQLL7wAAFAoFEhMTMTf//53rccIhUIIhU1XqBWJROwN2Easra1ZW7YB1o5th7Vl22Ft2TZYO7YdE5O2G35s1EkPAKxcuRIREREICQnBgAED8Mknn6C2thbz58/v7NAYhmEYhulCjD7pmTFjBkpKSvDuu++isLAQffv2xalTp5oMbmYYhmEYhtGFu379+vWdHURLBgwYgBUrVmDdunVYuHAhevToYdDxXC4Xw4cPB49n9Dme0WNt2TZYO7Yd1pZth7Vl22Dt2Hbaui05ZIyPvWQYhmEYhmljRv1wQoZhGIZhmLbCkh6GYRiGYboFlvQwDMMwDNMtsKSHYRiGYZhu4bFIemJjY+Hl5QVTU1MMHDgQv/zyi87yBw8eRFBQEExNTdG7d2+cPHmygyI1foa05RdffIFhw4bB1tYWtra2GDVqVItt310Y+p5U2b9/PzgcjvphnIzhbVlZWYnIyEi4urpCKBQiICCAfcZheDt+8sknCAwMhJmZGTw8PLBixQrU1dV1ULTG6/z58wgPD4ebmxs4HA6+//77Fo85d+4c+vXrB6FQCD8/P+zevbv9AzVyhrZjQkICnn/+eTg6OsLa2hqDBw/G6dOnDT8xdXH79+8ngUBAcXFxlJ6eTgsXLiQbGxsqKirSWv7SpUvE5XJp8+bNdOPGDVq7di3x+XxKS0vr4MiNj6FtOWvWLIqNjaWUlBTKyMigl156iUQiEd27d6+DIzcuhrajSk5ODrm7u9OwYcNo0qRJHRStcTO0Levr6ykkJITCwsLo4sWLlJOTQ+fOnaPU1NQOjty4GNqOe/fuJaFQSHv37qWcnBw6ffo0ubq60ooVKzo4cuNz8uRJeueddyghIYEA0JEjR3SWz87OJnNzc1q5ciXduHGDtm3bRlwul06dOtVBERsnQ9tx+fLl9M9//pN++eUXunXrFq1Zs4b4fD4lJycbdN4un/QMGDCAIiMj1T/L5XJyc3OjDz74QGv56dOn0/jx4zW2DRw4kBYvXtyucXYFhrblw2QyGVlZWdGePXvaK8QuoTXtKJPJaMiQIfTll19SREQES3r+ZGhbfvbZZ+Tj40MNDQ0dFWKXYGg7RkZG0nPPPaexbeXKlTR06NB2jbOr0efL+q233qJevXppbJsxYwaNGTOmPUPrUvRpR22Cg4PpvffeM+iYLt291dDQgKtXr2LUqFHqbSYmJhg1ahQuX76s9ZjLly9rlAeAMWPGNFu+u2hNWz5MKpWisbGxTReH62pa244bNmyAk5MTFixY0BFhdgmtacujR49i8ODBiIyMhLOzM5544glER0dDLpd3VNhGpzXtOGTIEFy9elXdBZadnY2TJ08iLCysQ2J+nLDvnPahUChQXV1t8PdNl35cZGlpKeRyeZMlKZydnfH7779rPaawsFBr+cLCwnaLsytoTVs+bNWqVXBzc2vyAe9OWtOOFy9exFdffYXU1NSOCLHLaE1bZmdnIykpCbNnz8bJkyeRlZWF1157DY2NjYiKiuqIsI1Oa9px1qxZKC0txTPPPAMigkwmw5IlS/D22293RMiPlea+cyQSCe7fvw8zM7NOiqxri4mJQU1NDaZPn27QcV36Tg9jPD788EPs378fR44cgampaWeH02VUV1dj7ty5+OKLL+Dg4NDZ4XR5CoUCTk5O2LVrF/r3748ZM2bgnXfeweeff97ZoXUp586dQ3R0NHbs2IHk5GQkJCTgxIkT2LhxY2eHxjDYt28f3nvvPRw4cABOTk4GHdul7/Q4ODiAy+WiqKhIY3tRURFcXFy0HuPi4mJQ+e6iNW2pEhMTgw8//BBnz57Fk08+2Z5hGj1D2/H27du4c+cOwsPD1dsUCgUAgMfj4ebNm/D19W3foI1Ua96Trq6u4PP54HK56m09e/ZEYWEhGhoaIBAI2jVmY9Sadly3bh3mzp2LV155BQDQu3dv1NbWYtGiRXjnnXdgYsL+XtZXc9851tbW7C5PK+zfvx+vvPIKDh482KpehS79zhUIBOjfvz8SExPV2xQKBRITEzF48GCtxwwePFijPACcOXOm2fLdRWvaEgA2b96MjRs34tSpUwgJCemIUI2aoe0YFBSEtLQ0pKamql8TJ07EiBEjkJqaCg8Pj44M36i05j05dOhQZGVlqRNHALh16xZcXV27ZcIDtK4dpVJpk8RGlUgSW67RIOw7p+18++23mD9/Pr799luMHz++dZUYPFzayOzfv5+EQiHt3r2bbty4QYsWLSIbGxsqLCwkIqK5c+fS6tWr1eUvXbpEPB6PYmJiKCMjg6KiotiU9T8Z2pYffvghCQQCOnToEBUUFKhf1dXVnXUJRsHQdnwYm731F0PbMjc3l6ysrOjvf/873bx5k44fP05OTk70/vvvd9YlGAVD2zEqKoqsrKzo22+/pezsbPrhhx/I19eXpk+f3lmXYDSqq6spJSWFUlJSCAB9/PHHlJKSQnfv3iUiotWrV9PcuXPV5VVT1t98803KyMig2NhYNmWdDG/HvXv3Eo/Ho9jYWI3vm8rKSoPO2+WTHiKibdu2kaenJwkEAhowYABduXJFvS80NJQiIiI0yh84cIACAgJIIBBQr1696MSJEx0csfEypC3FYjEBaPKKiorq+MCNjKHvyQexpEeToW35888/08CBA0koFJKPjw9t2rSJZDJZB0dtfAxpx8bGRlq/fj35+vqSqakpeXh40GuvvUYVFRWdELlx+fHHH7X+v6dqv4iICAoNDW1yTN++fUkgEJCPjw/Fx8d3eNzGxtB2DA0N1VleXxwidq+SYRiGYZjHX5ce08MwDMMwDKMvlvQwDMMwDNMtsKSHYRiGYZhugSU9DMMwDMN0CyzpYRiGYRimW2BJD8MwDMMw3QJLehiGYRiG6RZY0sMwjEG8vLzwySefdHYYj2T9+vXo27dvZ4fBMEwHY0kPw3QT4eHhGDt2rNZ9Fy5cAIfDwW+//WZwvRwOB99///2jhtdmOByO+sXj8eDp6YmVK1eivr5eXeaNN95osh5SW1m8eDFWrFihs8yWLVtga2uLurq6JvukUimsra3x6aeftkt8DNOdsaSHYbqJBQsW4MyZM7h3716TffHx8QgJCcGTTz7ZCZG1vfj4eBQUFCAnJwc7duzAv//9b7z//vvq/ZaWlrC3t2+Xc0+aNAnHjh3TWWbu3Lmora1FQkJCk32HDh1CQ0MD5syZ0y7xMUx3xpIehukmJkyYAEdHR+zevVtje01NDQ4ePIgFCxYAAA4fPoxevXpBKBTCy8sLW7ZsabZOLy8vAMDkyZPB4XDUP9++fRuTJk2Cs7MzLC0t8fTTT+Ps2bMaxxYUFGD8+PEwMzODt7c39u3b16TrrLKyEq+88gocHR1hbW2N5557DteuXWvxWm1sbODi4gIPDw9MmDABkyZNQnJysnr/w91bv/76K55//nk4ODhAJBIhNDRUozwRYf369fD09IRQKISbmxuWLVum9dwjR45EYWEh0tPTm43PyckJ4eHhiIuLa7IvLi4OL7zwAuzs7Fq8ToZhDMOSHobpJng8HubNm4fdu3fjwSX3Dh48CLlcjpkzZ+Lq1auYPn06XnzxRaSlpWH9+vVYt25dk0RJ5ddffwXw150V1c81NTUICwtDYmIiUlJSMHbsWISHhyM3N1d97Lx585Cfn49z587h8OHD2LVrF4qLizXqnzZtGoqLi/Hf//4XV69eRb9+/TBy5EiUl5frfd23bt1CUlISBg4c2GyZ6upqRERE4OLFi7hy5Qr8/f0RFhaG6upqAMpEcOvWrdi5cycyMzPx/fffo3fv3lrrEgqFGDNmDI4ePaozrgULFiApKQl3795Vb8vOzsb58+fVCSjDMG2sbdZLZRimK8jIyCAA9OOPP6q3DRs2jObMmUNERLNmzaLnn39e45g333yTgoOD1T+LxWLaunWr+mcAdOTIkRbP3atXL9q2bZtGHL/++qt6f2ZmJgFQ133hwgWytramuro6jXp8fX1p586dzZ4HAJmampKFhQUJhUICQBMmTKCGhgZ1maioKOrTp0+zdcjlcrKysqJjx44REdGWLVsoICBAow5d9uzZQwMHDtRZRiaTkbu7O0VFRam3rVu3jjw9PUkul+t1HoZhDMPu9DBMNxIUFIQhQ4aou1WysrJw4cIF9Z2FjIwMDB06VOOYoUOHIjMzE3K5XO/z1NTU4I033kDPnj1hY2MDS0tLZGRkqO/03Lx5EzweD/369VMf4+fnB1tbW/XP165dQ01NDezt7WFpaal+5eTk4Pbt2zrPv3XrVqSmpuLatWs4fvw4bt26hblz5zZbvqioCAsXLoS/vz9EIhGsra1RU1OjjnfatGm4f/8+fHx8sHDhQhw5cgQymazZ+saPH4/k5GQUFRU1W4bL5SIiIkJ9502hUGDPnj2YP38+TEzYf80M0x54nR0AwzAda8GCBVi6dCliY2MRHx8PX19fhIaGtuk53njjDZw5cwYxMTHw8/ODmZkZpk6dioaGBr3rqKmpgaurK86dO9dkn42Njc5jXVxc4OfnBwAIDAxEdXU1Zs6ciffff1+9/UEREREoKyvDv/71L4jFYgiFQgwePFgdr4eHB27evImzZ8/izJkzeO211/DRRx/hp59+Ap/Pb1Kfvb09Bg8ejGPHjuGVV15pNs6XX34ZH3zwAZKSkqBQKPDHH39g/vz5Oq+NYZjWY39OMEw3M336dJiYmGD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" + "
" ] }, "metadata": {}, @@ -1060,6 +1038,8 @@ "# filtered DataFrame to Plot\n", "DF = df_filter3 \n", "\n", + "mpl.rcParams.update(mpl.rcParamsDefault)\n", + "\n", "for q in range (0, len(DF), 1):\n", "\n", " plt.plot(DF.loc[q]['Voltage'],DF.loc[q]['Current']/np.float(DF.loc[q]['Size'])*1000, label=DF.loc[q]['Device']+ ' PCE='+ str(round(DF.loc[q]['PCE'],2)))\n", @@ -1070,8 +1050,8 @@ "plt.ylim(0,25)\n", "plt.xlim(0,1.2)\n", "\n", - "plt.ylabel('Current Density mA/cm2')\n", - "plt.xlabel('Voltage Vucsd ')\n", + "plt.ylabel('Current Density Collected \\ mA/cm2')\n", + "plt.xlabel('Voltage Bias \\ V')\n", "plt.show()" ] } diff --git a/FrgTools/frgtools/__pycache__/jv.cpython-37.pyc b/FrgTools/frgtools/__pycache__/jv.cpython-37.pyc index a5baac9c9941b5aa4a266ea60c0d95a61bb55fd0..d6e4f89e6343283a8eca4ee1b648e21c421da7fc 100644 GIT binary patch delta 4193 zcma)9U2q&n5#HIq`#;I2(@7^;|F+~)EXkOF9Y;8ht(<>Q97U0=WMf;bZ}v_r-JfPx zvZUJMlE_IQRR+UWg+PUrjyE2tf-;piUMU`^@JQ9ZP!vz0AiyJjf$mx9?8vIvceUU4 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--git a/FrgTools/frgtools/__pycache__/misc.cpython-37.pyc b/FrgTools/frgtools/__pycache__/misc.cpython-37.pyc index e84d0c51cdff91fba3b857d56263fc7a7fbc7b6d..0bcd78c7c2e65468d10d05a7f441287038e21fcc 100644 GIT binary patch delta 1130 zcmZuv&ui2`6wV~s{MgO*cPm}06cuYK-EF~B^`K&_f~aUc7_lXrnca>gn{_5zyH%)% z9>q)k2~UEQ{vYCTKoC6nFX+Yhl2%0wOi4!>BU#Oc$XlswY>Q{SPvcF!lu%wEt$ zk>WTn-$z8^r_4wjhV>3XJ@?-FhsUkS)r3e6MvgjRpzpWwLdPXSWCK z)`MZTo%WUBRKhyzDBC~ zPkmt%gUV@#lJ&xb`IRDD*_6wE91fM);Z!QZ73mZleO-*;5m;6pHVPiHm$tJ ztE4vxo~m$3xlpcTp@_E8t-KUGV`3cha3Hl|h5bJ3QDsJHf9N}9^&G}alIWcV2#n5( zRC;Fx-VICorD%pY^E>m8?(_M5_Y#>ueC0OCq|!IiJ@4uI!&^&X%tZEVUghtr@Aem< zP+4J?h0(USfD1R2TjjKY19wi7kjG*S&qunx9k_x;ywBm`DO(QO&smfyvz^kRaylYS zLP~|Q;F<0)p^QX!k?C$$O85IVmHPRuAgoAtS|nKKUYh^L$Id`+V|{R?W@`j-Fz delta 1127 zcmZuvO>fgc5cN2Y<9yPVfKX{EAZTS!1CPFI@ta>vfV9c4BrnqTxV= z#F>l#0}@A6@jp1PL@%893G~E_ot7T3ZQWqt%Wf0R~|4Hg|aW6EM4PakmeMm7c>rUd6pqp5ZVD*IHaoT;^hi z#p`h;@tB9a!ERJ}lht^O)%h7d!)GzA!RPqtPZn!(cwzZxe`9IusSn1{Z+Y@P+IY` z7BZ@+h*;plJUGyTIamPM+W%1cURtKskFqJ$z~o3zel!)eRk^$FQD~JQuTUq}K*0EE zTdwF2M>6_fS3fEbXY+ng^^nVRl-$lPd0Y8dPAbUFz_~QZxj;rrOEK){5mSpW_X@ts zMsO{^QHY`*C2bY*=8&1PP+Uk;RZ$?r0nze1DRd-fD2^I3n{JS%(U2P_9HkTAE3(hi zc_EV60s<@b)|9b(Yj~xiBrPPD1NADXi@t$l@CHd+i z%f8e;uP$SvaRaS`a3HVJM>SB}MYqhune!wNu{=fppUHyy60q!JeX)K#G3jPs>$l)` zc2Lju=mr@G4D1*P3$u>rXS{weR!RiJCm5C6X1VenavwJF)~rwo0>4#QnY)<#xkN|T z5!k7S(RN>Rd8wPj}a8I~m7X;K;P3-sCF5HG&SoZ2~HKLR}#-TWc=Nv@dwj OfQIeh6?ICrGk*c@0QU9( From 0475bf450ecf8f94f1b39636b9c084e1d8a880b3 Mon Sep 17 00:00:00 2001 From: Deniz93 <49666626+Deniz93@users.noreply.github.com> Date: Wed, 25 Mar 2020 09:19:57 -0700 Subject: [PATCH 4/8] added sns plotting --- .../Tracer JV Processing/JV_Plotter.ipynb | 278 ++++++++---------- 1 file changed, 129 insertions(+), 149 deletions(-) diff --git a/FrgTools/Example Notebooks/Tracer JV Processing/JV_Plotter.ipynb b/FrgTools/Example Notebooks/Tracer JV Processing/JV_Plotter.ipynb index 723ed48..65677ab 100644 --- a/FrgTools/Example Notebooks/Tracer JV Processing/JV_Plotter.ipynb +++ b/FrgTools/Example Notebooks/Tracer JV Processing/JV_Plotter.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 87, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -16,7 +16,8 @@ "import pandas as pd\n", "import os\n", "from scipy.optimize import curve_fit\n", - "from tqdm import tqdm" + "from tqdm import tqdm\n", + "import seaborn as sns" ] }, { @@ -28,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -38,7 +39,7 @@ " '/Volumes/GoogleDrive/My Drive/SPA/JV_Data/Data/20200312_Optimization.csv']" ] }, - "execution_count": 88, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -54,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -259,7 +260,7 @@ "[5 rows x 555 columns]" ] }, - "execution_count": 89, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -284,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -331,7 +332,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -341,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -351,7 +352,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -379,14 +380,14 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - " 24%|██▍ | 32/134 [00:00<00:01, 56.75it/s]" + " 28%|██▊ | 37/134 [00:00<00:01, 56.41it/s]" ] }, { @@ -401,9 +402,9 @@ "name": "stderr", "output_type": "stream", "text": [ - " 86%|████████▌ | 115/134 [00:01<00:00, 63.43it/s]/opt/anaconda3/envs/ds/lib/python3.7/site-packages/scipy/optimize/minpack.py:808: OptimizeWarning: Covariance of the parameters could not be estimated\n", + " 85%|████████▌ | 114/134 [00:01<00:00, 65.54it/s]/opt/anaconda3/envs/ds/lib/python3.7/site-packages/scipy/optimize/minpack.py:808: OptimizeWarning: Covariance of the parameters could not be estimated\n", " category=OptimizeWarning)\n", - "100%|██████████| 134/134 [00:02<00:00, 63.40it/s]" + " 97%|█████████▋| 130/134 [00:02<00:00, 65.01it/s]" ] }, { @@ -416,7 +417,20 @@ "line 124 is erroneous\n", "line 126 is erroneous\n", "line 128 is erroneous\n", - "line 131 is erroneous\n", + "line 131 is erroneous\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 134/134 [00:02<00:00, 63.66it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "line 133 is erroneous\n", "the rest should be ok\n" ] @@ -457,12 +471,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Summary Statistics" + "## Quick Summary Statistics" ] }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 67, "metadata": {}, "outputs": [ { @@ -496,85 +510,85 @@ " \n", " \n", " count\n", - " 129.000000\n", - " 129.000000\n", - " 129.000000\n", - " 129.000000\n", - " 129.000000\n", + " 82.000000\n", + " 82.000000\n", + " 82.000000\n", + " 82.000000\n", + " 82.000000\n", " \n", " \n", " mean\n", - " 9.655489\n", - " 67.508932\n", - " 19.195519\n", - " 763.146146\n", - " 601.205679\n", + " 12.087070\n", + " 59.542556\n", + " 20.889539\n", + " 959.097969\n", + " 726.822863\n", " \n", " \n", " std\n", - " 5.189053\n", - " 83.521173\n", - " 4.524168\n", - " 340.119476\n", - " 266.944780\n", + " 2.951042\n", + " 10.243351\n", + " 1.297239\n", + " 68.149901\n", + " 99.185757\n", " \n", " \n", " min\n", - " 0.008766\n", - " 26.240402\n", - " 0.054464\n", - " 7.673089\n", - " 6.501638\n", + " 5.636507\n", + " 38.075549\n", + " 13.859022\n", + " 744.395375\n", + " 429.388463\n", " \n", " \n", " 25%\n", - " 6.285927\n", - " 41.993137\n", - " 19.313435\n", - " 566.783547\n", - " 532.776952\n", + " 10.102678\n", + " 53.303806\n", + " 20.668328\n", + " 931.685194\n", + " 662.790984\n", " \n", " \n", " 50%\n", - " 10.578673\n", - " 57.527693\n", - " 20.981394\n", - " 941.652417\n", - " 710.177779\n", + " 12.331997\n", + " 60.605747\n", + " 21.268424\n", + " 978.647321\n", + " 743.389904\n", " \n", " \n", " 75%\n", - " 13.781789\n", - " 68.145395\n", - " 21.497187\n", - " 996.992707\n", - " 794.124663\n", + " 14.372015\n", + " 68.197149\n", + " 21.547858\n", + " 1012.898982\n", + " 811.266929\n", " \n", " \n", " max\n", " 17.111892\n", - " 838.740103\n", + " 75.875324\n", " 22.416978\n", - " 1044.183493\n", - " 939.388216\n", + " 1043.120503\n", + " 861.504495\n", " \n", " \n", "\n", "" ], "text/plain": [ - " PCE FF Jsc Voc Vmpp\n", - "count 129.000000 129.000000 129.000000 129.000000 129.000000\n", - "mean 9.655489 67.508932 19.195519 763.146146 601.205679\n", - "std 5.189053 83.521173 4.524168 340.119476 266.944780\n", - "min 0.008766 26.240402 0.054464 7.673089 6.501638\n", - "25% 6.285927 41.993137 19.313435 566.783547 532.776952\n", - "50% 10.578673 57.527693 20.981394 941.652417 710.177779\n", - "75% 13.781789 68.145395 21.497187 996.992707 794.124663\n", - "max 17.111892 838.740103 22.416978 1044.183493 939.388216" + " PCE FF Jsc Voc Vmpp\n", + "count 82.000000 82.000000 82.000000 82.000000 82.000000\n", + "mean 12.087070 59.542556 20.889539 959.097969 726.822863\n", + "std 2.951042 10.243351 1.297239 68.149901 99.185757\n", + "min 5.636507 38.075549 13.859022 744.395375 429.388463\n", + "25% 10.102678 53.303806 20.668328 931.685194 662.790984\n", + "50% 12.331997 60.605747 21.268424 978.647321 743.389904\n", + "75% 14.372015 68.197149 21.547858 1012.898982 811.266929\n", + "max 17.111892 75.875324 22.416978 1043.120503 861.504495" ] }, - "execution_count": 95, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" } @@ -587,30 +601,14 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 68, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", - "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -621,7 +619,19 @@ "mpl.rc('axes', labelsize=14)\n", "mpl.rc('xtick', labelsize=12)\n", "mpl.rc('ytick', labelsize=12)\n", - "stats_table.hist(bins=5, figsize=(7,10))" + "# stats_table.hist(bins=5, figsize=(7,10)) # a quick and dirty histogram\n", + "\n", + "mpl.rc('axes', labelsize=40)\n", + "mpl.rc('xtick', labelsize=30)\n", + "mpl.rc('ytick', labelsize=20)\n", + "f, axes = plt.subplots(1, 5, figsize=(50,10))\n", + "sns.set_style(\"darkgrid\")\n", + "sns.boxplot(stats_table['PCE'], orient='v' , ax=axes[0], color=\"blue\")\n", + "sns.boxplot(stats_table['FF'], orient='v' , ax=axes[1], color=\"orange\")\n", + "sns.boxplot(stats_table['Jsc'], orient='v' , ax=axes[2], color=\"yellow\")\n", + "sns.boxplot(stats_table['Voc'], orient='v' , ax=axes[3], color=\"green\")\n", + "sns.boxplot(stats_table['Vmpp'], orient='v' , ax=axes[4], color = \"cyan\")\n", + "plt.show()" ] }, { @@ -633,7 +643,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 69, "metadata": {}, "outputs": [ { @@ -759,23 +769,6 @@ " 876.057\n", " 588.898\n", " \n", - " \n", - " 5\n", - " C9SASD2_P2_S4\n", - " (2 of 2)\n", - " Illuminated IV2\n", - " 0.07\n", - " 3/12/2020\n", - " 6:36:43 PM\n", - " [-0.21341418, -0.20388581, -0.1946303, -0.1843...\n", - " [0.00160689, 0.0015956877, 0.0015848281, 0.001...\n", - " [-0.0003429331, -0.0003253381, -0.00030845558,...\n", - " 12.3085\n", - " 58.7936\n", - " 21.3837\n", - " 979.018\n", - " 737.876\n", - " \n", " \n", "\n", "" @@ -787,7 +780,6 @@ "2 C9SASD2_P1_S2 (2 of 2) Illuminated IV2 0.07 3/12/2020 6:34:58 PM \n", "3 C9SASD2_P2_S3 (2 of 2) Illuminated IV2 0.07 3/12/2020 6:35:59 PM \n", "4 C9SASD2_P3_S1 (2 of 2) Illuminated IV2 0.07 3/12/2020 6:36:19 PM \n", - "5 C9SASD2_P2_S4 (2 of 2) Illuminated IV2 0.07 3/12/2020 6:36:43 PM \n", "\n", " Voltage \\\n", "0 [-0.20107022, -0.19645989, -0.18471336, -0.175... \n", @@ -795,7 +787,6 @@ "2 [-0.21481754, -0.20019059, -0.19388454, -0.184... \n", "3 [-0.2130143, -0.20346706, -0.1947258, -0.18470... \n", "4 [-0.21416849, -0.20286454, -0.19490713, -0.185... \n", - "5 [-0.21341418, -0.20388581, -0.1946303, -0.1843... \n", "\n", " Current \\\n", "0 [0.0015316143, 0.0015280311, 0.0015303666, 0.0... \n", @@ -803,7 +794,6 @@ "2 [0.0016130671, 0.0016001149, 0.0015930269, 0.0... \n", "3 [0.001607443, 0.0015953957, 0.0015877527, 0.00... \n", "4 [0.0016619107, 0.0016456845, 0.0016313442, 0.0... \n", - "5 [0.00160689, 0.0015956877, 0.0015848281, 0.001... \n", "\n", " Power PCE FF \\\n", "0 [-0.00030796204, -0.0003001968, -0.00028267916... 17.1119 75.4215 \n", @@ -811,18 +801,16 @@ "2 [-0.00034651512, -0.00032032793, -0.0003088632... 11.7836 55.4981 \n", "3 [-0.00034240834, -0.00032461045, -0.0003091764... 12.2328 57.9217 \n", "4 [-0.00035592887, -0.00033385103, -0.0003179606... 8.413 45.6138 \n", - "5 [-0.0003429331, -0.0003253381, -0.00030845558,... 12.3085 58.7936 \n", "\n", " Jsc Voc Vmpp \n", "0 21.9371 1034.25 861.504 \n", "1 21.4979 1007.09 814.556 \n", "2 21.5052 987.318 747.763 \n", "3 21.5886 978.27 710.893 \n", - "4 21.0534 876.057 588.898 \n", - "5 21.3837 979.018 737.876 " + "4 21.0534 876.057 588.898 " ] }, - "execution_count": 97, + "execution_count": 69, "metadata": {}, "output_type": "execute_result" } @@ -847,31 +835,30 @@ "Tracer.reset_index(drop=True, inplace=True)\n", "\n", "# plotting a subset of experiment\n", - "# filter condition 1:\n", - "df_filter1 = Tracer[Tracer.Device.str.contains(\"9\")]\n", - "\n", - "# filter condition 2:\n", - "df_filter2 = df_filter1[df_filter1.Device.str.contains(\"SASD\")]\n", + "filter_1 = \"9\"\n", + "filter_2 = \"SASD\"\n", + "filter_3 = \"2\" #scan direction , depends on measurement setting\n", "\n", - "# filter condition 3: #1 = reverse, #2 = forward, depends on actual settings when measurement taken\n", - "df_filter3 = df_filter2[df_filter2.Type.str.contains(\"2\")]\n", "\n", + "df_filter1 = Tracer[Tracer.Device.str.contains(filter_1)]\n", + "df_filter2 = df_filter1[df_filter1.Device.str.contains(filter_2)]\n", + "df_filter3 = df_filter2[df_filter2.Type.str.contains(filter_3)]\n", "df_filter3.reset_index(drop=True, inplace=True)\n", "\n", "# observing your dataset before plotting\n", - "df_filter3" + "df_filter3.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Quick Statistics " + "## Summary Statistics " ] }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 70, "metadata": {}, "outputs": [ { @@ -983,7 +970,7 @@ "max 17.111892 75.421501 21.937105 1034.245253 861.504495" ] }, - "execution_count": 98, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" } @@ -996,30 +983,14 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 71, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", - "text/plain": [ - "
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" ] }, "metadata": {}, @@ -1027,10 +998,17 @@ } ], "source": [ - "mpl.rc('axes', labelsize=14)\n", - "mpl.rc('xtick', labelsize=12)\n", - "mpl.rc('ytick', labelsize=12)\n", - "stats_table.hist(bins=5, figsize=(7,10))" + "mpl.rc('axes', labelsize=40)\n", + "mpl.rc('xtick', labelsize=30)\n", + "mpl.rc('ytick', labelsize=20)\n", + "f, axes = plt.subplots(1, 5, figsize=(50,10))\n", + "sns.set_style(\"darkgrid\")\n", + "sns.boxplot(stats_table['PCE'], orient='v' , ax=axes[0], color=\"blue\")\n", + "sns.boxplot(stats_table['FF'], orient='v' , ax=axes[1], color=\"orange\")\n", + "sns.boxplot(stats_table['Jsc'], orient='v' , ax=axes[2], color=\"yellow\")\n", + "sns.boxplot(stats_table['Voc'], orient='v' , ax=axes[3], color=\"green\")\n", + "sns.boxplot(stats_table['Vmpp'], orient='v' , ax=axes[4], color = \"cyan\")\n", + "plt.show()" ] }, { @@ -1042,14 +1020,14 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 72, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] }, "metadata": {}, @@ -1060,6 +1038,8 @@ "# filtered DataFrame to Plot\n", "DF = df_filter3 \n", "\n", + "mpl.rcParams.update(mpl.rcParamsDefault)\n", + "\n", "for q in range (0, len(DF), 1):\n", "\n", " plt.plot(DF.loc[q]['Voltage'],DF.loc[q]['Current']/np.float(DF.loc[q]['Size'])*1000, label=DF.loc[q]['Device']+ ' PCE='+ str(round(DF.loc[q]['PCE'],2)))\n", @@ -1070,8 +1050,8 @@ "plt.ylim(0,25)\n", "plt.xlim(0,1.2)\n", "\n", - "plt.ylabel('Current Density mA/cm2')\n", - "plt.xlabel('Voltage Vucsd ')\n", + "plt.ylabel('Current Density Collected \\ mA/cm2')\n", + "plt.xlabel('Voltage Bias \\ V')\n", "plt.show()" ] } From 4ec9636411d4aa15a65d2bd51b8135d39edfb4c0 Mon Sep 17 00:00:00 2001 From: Deniz93 <49666626+Deniz93@users.noreply.github.com> Date: Wed, 25 Mar 2020 09:26:28 -0700 Subject: [PATCH 5/8] fixed a bog with boxplot --- FrgTools/Example Notebooks/.DS_Store | Bin 10244 -> 10244 bytes .../Tracer JV Processing/JV_Plotter.ipynb | 406 +++++------------- 2 files changed, 99 insertions(+), 307 deletions(-) diff --git a/FrgTools/Example Notebooks/.DS_Store b/FrgTools/Example Notebooks/.DS_Store index 6c18c12a659dbfea3329bfb0bebb074b5cd6bb88..cffa0f3cf77006d44c24fae09bdd7357303f7e6b 100644 GIT binary patch delta 21 ccmZn(XbIS`LXyMO$Vf-Q(7<@}2FVaU08RY{c>n+a delta 21 ccmZn(XbIS`LXyMS++0V&(8O}{2FVaU08W+$ivR!s diff --git a/FrgTools/Example Notebooks/Tracer JV Processing/JV_Plotter.ipynb b/FrgTools/Example Notebooks/Tracer JV Processing/JV_Plotter.ipynb index 65677ab..8045d55 100644 --- a/FrgTools/Example Notebooks/Tracer JV Processing/JV_Plotter.ipynb +++ b/FrgTools/Example Notebooks/Tracer JV Processing/JV_Plotter.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 39, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -39,7 +39,7 @@ " '/Volumes/GoogleDrive/My Drive/SPA/JV_Data/Data/20200312_Optimization.csv']" ] }, - "execution_count": 40, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -55,214 +55,19 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 8, "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "
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0Run Id(1 of 2)NaNRun Id(2 of 2)NaNRun Id(1 of 2)NaNRun Id...NaNRun IdNaNNaNRun IdNaNNaNRun IdNaNNaN
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df.shape\n", - "df.head()" + "df.info()" ] }, { @@ -285,7 +90,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -332,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -342,7 +147,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -352,7 +157,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -380,14 +185,14 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - " 28%|██▊ | 37/134 [00:00<00:01, 56.41it/s]" + " 26%|██▌ | 35/134 [00:00<00:01, 53.56it/s]" ] }, { @@ -402,9 +207,9 @@ "name": "stderr", "output_type": "stream", "text": [ - " 85%|████████▌ | 114/134 [00:01<00:00, 65.54it/s]/opt/anaconda3/envs/ds/lib/python3.7/site-packages/scipy/optimize/minpack.py:808: OptimizeWarning: Covariance of the parameters could not be estimated\n", + " 88%|████████▊ | 118/134 [00:01<00:00, 65.02it/s]/opt/anaconda3/envs/ds/lib/python3.7/site-packages/scipy/optimize/minpack.py:808: OptimizeWarning: Covariance of the parameters could not be estimated\n", " category=OptimizeWarning)\n", - " 97%|█████████▋| 130/134 [00:02<00:00, 65.01it/s]" + "100%|██████████| 134/134 [00:02<00:00, 61.97it/s]" ] }, { @@ -417,20 +222,7 @@ "line 124 is erroneous\n", "line 126 is erroneous\n", "line 128 is erroneous\n", - "line 131 is erroneous\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 134/134 [00:02<00:00, 63.66it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "line 131 is erroneous\n", "line 133 is erroneous\n", "the rest should be ok\n" ] @@ -476,7 +268,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -510,105 +302,105 @@ " \n", " \n", " count\n", - " 82.000000\n", - " 82.000000\n", - " 82.000000\n", - " 82.000000\n", - " 82.000000\n", + " 129.000000\n", + " 129.000000\n", + " 129.000000\n", + " 129.000000\n", + " 129.000000\n", " \n", " \n", " mean\n", - " 12.087070\n", - " 59.542556\n", - " 20.889539\n", - " 959.097969\n", - " 726.822863\n", + " 9.655489\n", + " 67.508932\n", + " 19.195519\n", + " 763.146146\n", + " 601.205679\n", " \n", " \n", " std\n", - " 2.951042\n", - " 10.243351\n", - " 1.297239\n", - " 68.149901\n", - " 99.185757\n", + " 5.189053\n", + " 83.521173\n", + " 4.524168\n", + " 340.119476\n", + " 266.944780\n", " \n", " \n", " min\n", - " 5.636507\n", - " 38.075549\n", - " 13.859022\n", - " 744.395375\n", - " 429.388463\n", + " 0.008766\n", + " 26.240402\n", + " 0.054464\n", + " 7.673089\n", + " 6.501638\n", " \n", " \n", " 25%\n", - " 10.102678\n", - " 53.303806\n", - " 20.668328\n", - " 931.685194\n", - " 662.790984\n", + " 6.285927\n", + " 41.993137\n", + " 19.313435\n", + " 566.783547\n", + " 532.776952\n", " \n", " \n", " 50%\n", - " 12.331997\n", - " 60.605747\n", - " 21.268424\n", - " 978.647321\n", - " 743.389904\n", + " 10.578673\n", + " 57.527693\n", + " 20.981394\n", + " 941.652417\n", + " 710.177779\n", " \n", " \n", " 75%\n", - " 14.372015\n", - " 68.197149\n", - " 21.547858\n", - " 1012.898982\n", - " 811.266929\n", + " 13.781789\n", + " 68.145395\n", + " 21.497187\n", + " 996.992707\n", + " 794.124663\n", " \n", " \n", " max\n", " 17.111892\n", - " 75.875324\n", + " 838.740103\n", " 22.416978\n", - " 1043.120503\n", - " 861.504495\n", + " 1044.183493\n", + " 939.388216\n", " \n", " \n", "\n", "" ], "text/plain": [ - " PCE FF Jsc Voc Vmpp\n", - "count 82.000000 82.000000 82.000000 82.000000 82.000000\n", - "mean 12.087070 59.542556 20.889539 959.097969 726.822863\n", - "std 2.951042 10.243351 1.297239 68.149901 99.185757\n", - "min 5.636507 38.075549 13.859022 744.395375 429.388463\n", - "25% 10.102678 53.303806 20.668328 931.685194 662.790984\n", - "50% 12.331997 60.605747 21.268424 978.647321 743.389904\n", - "75% 14.372015 68.197149 21.547858 1012.898982 811.266929\n", - "max 17.111892 75.875324 22.416978 1043.120503 861.504495" + " PCE FF Jsc Voc Vmpp\n", + "count 129.000000 129.000000 129.000000 129.000000 129.000000\n", + "mean 9.655489 67.508932 19.195519 763.146146 601.205679\n", + "std 5.189053 83.521173 4.524168 340.119476 266.944780\n", + "min 0.008766 26.240402 0.054464 7.673089 6.501638\n", + "25% 6.285927 41.993137 19.313435 566.783547 532.776952\n", + "50% 10.578673 57.527693 20.981394 941.652417 710.177779\n", + "75% 13.781789 68.145395 21.497187 996.992707 794.124663\n", + "max 17.111892 838.740103 22.416978 1044.183493 939.388216" ] }, - "execution_count": 67, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "stats_table = Tracer[['PCE', 'FF', 'Jsc', 'Voc', 'Vmpp']]\n", - "stats_table=stats_table.astype(str).astype(float)\n", - "stats_table.describe()" + "stats_table1 = Tracer[['PCE', 'FF', 'Jsc', 'Voc', 'Vmpp']]\n", + "stats_table1=stats_table1.astype(str).astype(float)\n", + "stats_table1.describe()" ] }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -626,11 +418,11 @@ "mpl.rc('ytick', labelsize=20)\n", "f, axes = plt.subplots(1, 5, figsize=(50,10))\n", "sns.set_style(\"darkgrid\")\n", - "sns.boxplot(stats_table['PCE'], orient='v' , ax=axes[0], color=\"blue\")\n", - "sns.boxplot(stats_table['FF'], orient='v' , ax=axes[1], color=\"orange\")\n", - "sns.boxplot(stats_table['Jsc'], orient='v' , ax=axes[2], color=\"yellow\")\n", - "sns.boxplot(stats_table['Voc'], orient='v' , ax=axes[3], color=\"green\")\n", - "sns.boxplot(stats_table['Vmpp'], orient='v' , ax=axes[4], color = \"cyan\")\n", + "sns.boxplot(stats_table1['PCE'], orient='v' , ax=axes[0], color=\"blue\")\n", + "sns.boxplot(stats_table1['FF'], orient='v' , ax=axes[1], color=\"orange\")\n", + "sns.boxplot(stats_table1['Jsc'], orient='v' , ax=axes[2], color=\"yellow\")\n", + "sns.boxplot(stats_table1['Voc'], orient='v' , ax=axes[3], color=\"green\")\n", + "sns.boxplot(stats_table1['Vmpp'], orient='v' , ax=axes[4], color = \"cyan\")\n", "plt.show()" ] }, @@ -643,7 +435,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -810,7 +602,7 @@ "4 21.0534 876.057 588.898 " ] }, - "execution_count": 69, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -858,7 +650,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -970,27 +762,27 @@ "max 17.111892 75.421501 21.937105 1034.245253 861.504495" ] }, - "execution_count": 70, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "stats_table = df_filter3[['PCE', 'FF', 'Jsc', 'Voc', 'Vmpp']]\n", - "stats_table=stats_table.astype(str).astype(float)\n", - "stats_table.describe()" + "stats_table2 = df_filter3[['PCE', 'FF', 'Jsc', 'Voc', 'Vmpp']]\n", + "stats_table2=stats_table2.astype(str).astype(float)\n", + "stats_table2.describe()" ] }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1003,11 +795,11 @@ "mpl.rc('ytick', labelsize=20)\n", "f, axes = plt.subplots(1, 5, figsize=(50,10))\n", "sns.set_style(\"darkgrid\")\n", - "sns.boxplot(stats_table['PCE'], orient='v' , ax=axes[0], color=\"blue\")\n", - "sns.boxplot(stats_table['FF'], orient='v' , ax=axes[1], color=\"orange\")\n", - "sns.boxplot(stats_table['Jsc'], orient='v' , ax=axes[2], color=\"yellow\")\n", - "sns.boxplot(stats_table['Voc'], orient='v' , ax=axes[3], color=\"green\")\n", - "sns.boxplot(stats_table['Vmpp'], orient='v' , ax=axes[4], color = \"cyan\")\n", + "sns.boxplot(stats_table2['PCE'], orient='v' , ax=axes[0], color=\"blue\")\n", + "sns.boxplot(stats_table2['FF'], orient='v' , ax=axes[1], color=\"orange\")\n", + "sns.boxplot(stats_table2['Jsc'], orient='v' , ax=axes[2], color=\"yellow\")\n", + "sns.boxplot(stats_table2['Voc'], orient='v' , ax=axes[3], color=\"green\")\n", + "sns.boxplot(stats_table2['Vmpp'], orient='v' , ax=axes[4], color = \"cyan\")\n", "plt.show()" ] }, @@ -1020,7 +812,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 19, "metadata": {}, "outputs": [ { From ebc1a1e1b6873e8503c375b8bf350ecc7ffd05a4 Mon Sep 17 00:00:00 2001 From: Deniz93 <49666626+Deniz93@users.noreply.github.com> Date: Mon, 22 Jun 2020 04:35:49 -0700 Subject: [PATCH 6/8] Lumerical Output Workflow Created a new Folder that brings user through plotting output data from descretized Pabs_adv data + R/T monitors --- .../Lumerical OpSim/2d View.PNG | Bin 0 -> 16938 bytes .../Lumerical OpSim/AM15.csv | 2003 ++++++++++++++ .../Conformal_Import_to_RT.csv | 2406 +++++++++++++++++ .../Lumerical OpSim/ETL_EQE.txt | 200 ++ .../FullConformalPyramids.ipynb | 486 ++++ .../Lumerical OpSim/HTL_EQE.txt | 200 ++ .../Lumerical OpSim/ITO_top_EQE.txt | 200 ++ .../Lumerical OpSim/PSK_EQE.txt | 200 ++ .../Lumerical OpSim/SI_EQE.txt | 200 ++ .../Lumerical OpSim/psk_view.jpg | Bin 0 -> 14451 bytes .../Lumerical OpSim/reflection_export.txt | 200 ++ .../Lumerical OpSim/transmission_export.txt | 200 ++ 12 files changed, 6295 insertions(+) create mode 100644 FrgTools/Example Notebooks/Lumerical OpSim/2d View.PNG create mode 100644 FrgTools/Example Notebooks/Lumerical OpSim/AM15.csv create mode 100644 FrgTools/Example Notebooks/Lumerical OpSim/Conformal_Import_to_RT.csv create mode 100644 FrgTools/Example Notebooks/Lumerical OpSim/ETL_EQE.txt create mode 100644 FrgTools/Example Notebooks/Lumerical OpSim/FullConformalPyramids.ipynb create mode 100644 FrgTools/Example Notebooks/Lumerical OpSim/HTL_EQE.txt create mode 100644 FrgTools/Example Notebooks/Lumerical OpSim/ITO_top_EQE.txt create mode 100644 FrgTools/Example Notebooks/Lumerical OpSim/PSK_EQE.txt create mode 100644 FrgTools/Example Notebooks/Lumerical OpSim/SI_EQE.txt create mode 100644 FrgTools/Example Notebooks/Lumerical OpSim/psk_view.jpg create mode 100644 FrgTools/Example Notebooks/Lumerical OpSim/reflection_export.txt create mode 100644 FrgTools/Example Notebooks/Lumerical 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OpSim/FullConformalPyramids.ipynb b/FrgTools/Example Notebooks/Lumerical OpSim/FullConformalPyramids.ipynb new file mode 100644 index 0000000..642f12c --- /dev/null +++ b/FrgTools/Example Notebooks/Lumerical OpSim/FullConformalPyramids.ipynb @@ -0,0 +1,486 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import style\n", + "mpl.rcParams.update(mpl.rcParamsDefault)\n", + "import frgtools.misc as frgm" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# fids = frgm.listdir()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "S = pd.read_csv('AM15.csv', delimiter=',', header=0)\n", + "WL_1, power_per_nm = S.iloc[:,0], S.iloc[:,1]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "R = pd.read_csv('reflection_export.txt', delim_whitespace=True, header=None)\n", + "WL_R, R_per_nm = R.iloc[:,0], R.iloc[:,1]\n", + "WL_R, R_per_nm = WL_R[::-1], R_per_nm[::-1]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "T = pd.read_csv('transmission_export.txt', delim_whitespace=True, header=None)\n", + "WL_2, T_per_nm = T.iloc[:,0], T.iloc[:,1]\n", + "WL_2, T_per_nm = WL_2[::-1], T_per_nm[::-1]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "WL_0 = np.linspace(300, 1500, 200)\n", + "WL_filltop = np.ones(200)\n", + "WL_fillbot = np.zeros(200)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## importing lumerical text files (in revese b/c lumerical recored backwards) " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "PSK_abs = pd.read_csv('PSK_EQE.txt', delim_whitespace=True, header=None)\n", + "WL_PSK_abs, PSK_abs_per_nm = PSK_abs.iloc[:,0], PSK_abs.iloc[:,1]\n", + "WL_PSK_abs, PSK_abs_per_nm = WL_PSK_abs[::-1], PSK_abs_per_nm[::-1]\n", + "\n", + "ITO_abs = pd.read_csv('ITO_top_EQE.txt', delim_whitespace=True, header=None)\n", + "WL_ITO_abs, ITO_abs_per_nm = ITO_abs.iloc[:,0], ITO_abs.iloc[:,1]\n", + "WL_ITO_abs, ITO_abs_per_nm = WL_ITO_abs[::-1], ITO_abs_per_nm[::-1]\n", + "\n", + "HTL_abs = pd.read_csv('HTL_EQE.txt', delim_whitespace=True, header=None)\n", + "WL_HTL_abs, HTL_abs_per_nm = HTL_abs.iloc[:,0], HTL_abs.iloc[:,1]\n", + "WL_HTL_abs, HTL_abs_per_nm = WL_HTL_abs[::-1], HTL_abs_per_nm[::-1]\n", + "\n", + "ETL_abs = pd.read_csv('ETL_EQE.txt', delim_whitespace=True, header=None)\n", + "WL_ETL_abs, ETL_abs_per_nm = HTL_abs.iloc[:,0], ETL_abs.iloc[:,1]\n", + "WL_ETL_abs, ETL_abs_per_nm = WL_ETL_abs[::-1], ETL_abs_per_nm[::-1]\n", + "\n", + "SI_abs = pd.read_csv('SI_EQE.txt', delim_whitespace=True, header=None)\n", + "WL_SI_abs, SI_abs_per_nm = SI_abs.iloc[:,0], SI_abs.iloc[:,1]\n", + "WL_SI_abs, SI_abs_per_nm = WL_SI_abs[::-1], SI_abs_per_nm[::-1]\n", + "\n", + "# Adjusting T monitor to exclude silicon\n", + "T_per_nm= T_per_nm+SI_abs_per_nm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Summing Parasitic Losses and calculating Transmittance using A=1-R-T" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "PAonPSK_1 = PSK_abs_per_nm+ITO_abs_per_nm+HTL_abs_per_nm+ETL_abs_per_nm\n", + "transmittance = (1-R_per_nm) - PAonPSK_1\n", + "T_error = (transmittance-T_per_nm)\n", + "PAonPSK = 1-(R_per_nm+ITO_abs_per_nm+HTL_abs_per_nm+ETL_abs_per_nm + T_error)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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QKBTi+vXrWjdAmJqa6rhdvHhRAGLx4sX5yjZgwAABiM8++0zH/fjx4wIQAQEBOu779u3TcY+OjhbW1taiYcOGIikpScdv1rqTvfw17cPc3FzcvXtX637mzBkBiHHjxuUro6H5dO3aNWFkZCS6du2qU67ZZTS0Lrdv314nLdnTtHr1aj3Zv/76ax2/tWvXFnXr1tX+3rp1qwDEwoULtW4ZGRmiZcuWemHmx9y5c3XaQ1Y5suehEDmne9asWUKhUIhbt24VOC1jxowRNjY2Ij09PVcZNW22bdu2OmXQuHFjoVAoxLBhw7Ru6enpwsXFRfj6+uqEAYivvvoqz3RrsLS0FAMGDNBzzyntf/31lwDEL7/8oidvfn2iIe0hMzNTVKpUSS/tiYmJws3NTbz77rt6MmVFU8/mzp2bq5/OnTsLQMTExAgh/tcHZSd73xkXFyfs7OzEkCFDdPw9ePBA2Nra6rlnZ/PmzQIQR44c0XEvSN+aExo58+rTu3TpIkxNTUVkZKTW7e+//xbW1tbCx8dH6zZy5EhRqlQp7e/x48cLHx8f4eTkpH0fPX36VCgUCvH999/nKZcQQpw/f14A4uDBg0IIdfm6uLiIMWPG6PibOnWqAMS2bdv0wtDUg59//lnv/ZDdz5EjR3LM47z6nxdp9z4+PsLa2lrHLas8QggxZcoUoVKpdHSDR48eCRMTE502mhOa9OR0ZW3Lvr6+eeoCmvd+TmX2+PFjvf4iKwMGDBCWlpa5hh0UFKT3XsqPQk2F//DDDxw8eFDn2rt3r56/7t274+jomGMYw4YN0/m9Z88eAMaPH6/jrtnssXv3bh13Nzc32rZta7DMAQEBtG/fHmtrawAqVapE3bp1cx22//jjj3WmT7y9vcnIyODWrVtat6yjbpovDm9vbxITE4mIiMhVlsqVK9OwYUOduJ89e8bevXv54IMPtPHa2dlx9+5dzp07Z3A6Nesef//9d9LS0gx+7tChQ6SmpjJ27Fidr6QhQ4ZgY2Ojl/+FwcfHhxYtWjBnzpwcpxxAXQ+MjY21X9QaJkyYgBBCr561bt1a50u2Vq1a2NjYcOPGDYPl0ow2adi8eTO2tra8++67PHnyRHvVrVsXKysrjhw5AqhHp+Li4vjss8/01rwZsimsS5cuvPPOO9rfDRo0oGHDhtq2kJeMhubTjh07yMzMZOrUqXpfv1llLGxdNoTsbd3b21unfPbt24dSqWTIkCFaNyMjI0aOHPlC8WYnex6CbroTEhJ48uQJTZo0QQhBUFCQnv/80mJnZ0dCQoJBI2aDBg3SKYOGDRsihGDQoEFaN2NjY+rVq1eg+mwoWdOelpbG06dPqVixInZ2dgQGBur5z69PNKQ9BAcHc+3aNd5//32ePn2qbVsJCQm0atWKY8eOvfBGN80oelxcXIGeO3jwINHR0fTt21en3RsbG9OwYUNtuy8oL7tvzcjI4MCBA3Tp0oUKFSpo3cuUKcP777/PiRMniI2NBdRl9vDhQ65cuQKoRyZ9fHzw9vbm+PHjgHoUUwhh0IhlQEAApUqVokWLFoC6nHv37s3GjRt1lohs3boVT09PvVE9zTMaPyVLlmTUqFG5+ikMhW33jx8/5tixYwwcOJBy5crlKk///v1JSUlhy5YtWrdNmzaRnp6e65rG7EydOlVPpzJ0KQIUvs6/rLALpVg2aNCA1q1b61yaipWVnHaO53bv1q1bGBkZ6e0mK126NHZ2djoKXX5hZ+fy5csEBQXRtGlTrl+/rr2aN2/O77//rm10Wclekezt7QF01tiFhYXRtWtXbG1tsbGxwdHRUVuR8lvr0L9/f06ePKlN1+bNm0lLS6Nfv35aP5MnT8bKyooGDRpQqVIlRo4cme86JF9fX7p378706dMpWbIknTt3ZvXq1XrrVLOjkSP7kgJTU1MqVKigl/+FZdq0aTx48IAff/wxVzmcnZ21HwAaNFNK2eXIXk6gLitNOaWmpvLgwQOdK2uHZ2JigouLi87z165dIyYmBicnJxwdHXWu+Ph47eYlzbqfGjVqFCQLtFSqVEnPrXLlynprvnKS0dB8ioyMxMjIiGrVquUpy4vU5bwwMzPT+7jMWj4aWcuUKaM39VqUO0tzykOA27dv4+/vT4kSJbTrJjUb+rKn25C0jBgxgsqVK+Pn54eLiwsDBw7Mdc1v9rpra2sLQNmyZfXcc1rb+6IkJSUxdepU7RrdkiVL4ujoSHR0dI5lnl+faEh7uHbtGgADBgzQa1srV64kJSXlhdeJaawEZG8b+aGRrWXLlnqyHThwQNvuC8rL7lsfP35MYmJijsvBqlatSmZmJnfu3AHQKovHjx8nISGBoKAgvL298fHx0SqWx48fx8bGJt/NTxkZGWzcuJEWLVoQFRWlfa82bNiQhw8f8scff2j9RkZG5ttPRkZGUqVKFR1rBy/Ki7R7zcdcfnJ7eHhQv359nYGigIAAGjVqZHAfVrNmTT2dqiAb9Apb519W2EVXgjmQ1+7f3O4Z+mVSkJ3F69evB2DcuHGMGzdO7/7WrVv56KOPdNxy22kt/lkPGh0dja+vLzY2Nnz99de4u7tjZmZGYGAgkydPzveru0+fPowbN46AgAA+//xz1q9fT7169XQ6h6pVq3LlyhV+//139u3bx9atW1m6dClTp05l+vTpOYarUCjYsmULp0+f5rfffmP//v0MHDiQ+fPnc/r06XzXxL1sfHx8aN68OXPmzNEb/SkM+ZXTqVOn9D56oqKitGulVCqV3kheZmYmTk5OuY5m5zYK/7LIScai5EXrcl68aosFuZFTHmZkZPDuu+/y7NkzJk+ejIeHB5aWlty7dw9/f3+9dBuSFicnJ4KDg9m/fz979+5l7969rF69mv79+2vXd+cXXk7umvpclIwaNYrVq1czduxYGjdujK2trdZ+Xk5lnl9bMwRNuHPnzsXLyytHPy/aR4WGhuLk5KQ1j5LbOyX7piuNbOvWrctxtKgoFZ7iwtnZGTc3N44dO4arqytCCBo3boyjoyNjxozh1q1bHD9+nCZNmuTb5xw+fJj79++zceNGNm7cqHc/ICBAu4a7qDC0LDUURbs3hP79+zNmzBju3r1LSkoKp0+fZsmSJQUOp7BoNn2+DDNPhQn7tWkp5cuXJzMzk2vXrmlHXQAePnxIdHQ05cuXL1S4Qgg2bNhAixYtGDFihN79GTNmEBAQoKdY5sfRo0d5+vQp27Ztw8fHR+seFRVl0PMlSpSgffv2BAQE8MEHH3Dy5MkcDU9bWlrSu3dvevfuTWpqKt26dePbb79lypQpeX7RNGrUiEaNGvHtt9+yYcMGPvjgAzZu3MjgwYNz9K/J3ytXruhMp6SmphIVFUXr1q0NSpchTJs2jebNm+e4k798+fIcOnSIuLg4nS8kzXRsQeuBp6en3rRkflMM7u7uHDp0iKZNm+b5AaOZgg8NDS1Ug9aMkGTl6tWrBtnAMzSf3N3dyczMJDw8PNcXeUHq8suw+1q+fHmOHDlCYmKizqjl9evXizyurFy6dImrV6+ydu1anY0xhd34ocHU1JSOHTvSsWNHMjMzGTFiBMuXL+fLL798afb98iqX3O5t2bKFAQMGMH/+fK1bcnJyoXcqG9IeNH5sbGyKtE/R8NdffxEZGakzBakZWY2OjtYxkZZ9pFAjm5OTU6Fkyy2fX3bf6ujoiIWFhXZ6OysREREYGRnpjIJ7e3tz7Ngx3Nzc8PLywtraGk9PT2xtbdm3bx+BgYG5DlxkJSAgACcnJ3744Qe9e9u2bWP79u38+OOPmJub4+7urmfxIjvu7u6cOXOGtLS0XDczZS3LrBRk1NfQdq8pq/zkBvVA0fjx4/n111+19nx79+5tsEwvQkZGBhs2bMDCwkJrYacoWbduHQqFgnfffdfgZ16bIx3btWsHoKdcLViwAKDQO51OnjzJzZs3+eijj+jRo4fe1bt3b44cOcLff/9doHA1X+9Zv9ZTU1NZunSpwWH069eP8PBwJk6ciLGxsZ5R36dPn+r8NjU1pVq1agghcl0/+fz5c70RBI1Ckdd0eOvWrTE1NWXRokU6z69atYqYmJgi3Wnm6+tL8+bNmT17NsnJyTr32rVrR0ZGht7X3nfffYdCocDPz69Acdnb2xd4iqFXr15kZGQwY8YMvXvp6enaTq1NmzZYW1sza9YsvXQYMoqzY8cO7t27p/199uxZzpw5Y1AaDc2nLl26YGRkxNdff633Ja6RsSB12dLSsshNWrRt25a0tDRWrFihdcvMzMzxhVWU5JRuIYSOaaCCkr3NGhkZaa0m5Lcc5UXQ2ObLSSm0tLTM0d3Y2Fivni5evDhPc2l5YUh7qFu3Lu7u7sybN0/HsL2GnMwXGcqtW7fw9/fH1NRUa34J/qcwHjt2TOumMcGUlbZt22JjY8PMmTNz7F/zky23MnjZfauxsTFt2rRh586dOstoHj58yIYNG2jWrJmOcWtvb29u3rzJpk2btFPjRkZGNGnShAULFpCWlpbv+sqkpCS2bdtGhw4dcnyvfvLJJ8TFxbFr1y5Avd/i4sWLOZrl0eRJ9+7defLkSY4jfRo/5cuXx9jYWKcsgQK9dw1t946Ojvj4+PDzzz/rneiUvd2ULFkSPz8/1q9fT0BAAO+9957OAQ0vi4yMDEaPHs3ly5cZPXp0gYyYG8J//vMfDhw4QO/evXNcupUbhRqx3Lt3b44L+ps0aaLzRVYQPD09GTBgAD/99JN2au7s2bOsXbuWLl265LiG0xACAgIwNjbOtfF26tSJL774go0bN+ptHMqLJk2aYG9vz4ABAxg9ejQKhYJ169YVaFqoffv2ODg4sHnzZvz8/HByctK536ZNG0qXLk3Tpk0pVaoUly9fZsmSJTqbkLKzdu1ali5dSteuXXF3dycuLo4VK1ZgY2OjVd5zwtHRkSlTpjB9+nTee+89OnXqxJUrV1i6dCn169c3eBGyoXz11Vc5lmnHjh1p0aIFX3zxBTdv3sTT05MDBw6wc+dOxo4dWyiTEwXF19eXoUOHMmvWLIKDg2nTpg1KpZJr166xefNmvv/+e3r06IGNjQ3fffcdgwcPpn79+lq7rBcvXiQxMVHvxZWdihUr0qxZM4YPH05KSgoLFy7EwcGBSZMm5SujoflUsWJFvvjiC2bMmIG3tzfdunVDpVJx7tw5nJ2dmTVrVoHqct26ddm0aRPjx4+nfv36WFlZ0bFjx8Jl9D906dKFBg0aMGHCBK5fv46Hhwe7du3i2bNnwMsZJQX12ih3d3c+/fRT7t27h42NDVu3bn2h9YyDBw/m2bNntGzZEhcXF27dusXixYvx8vLSmYkpaurWrQuoTUL16dMHpVJJx44dsbS0pG7duhw6dIgFCxZop0IbNmxIhw4dWLduHba2tlSrVo2//vqLQ4cOGWSmKycMaQ9GRkasXLkSPz8/qlevzkcffcQ777zDvXv3OHLkCDY2Nvz222/5xhUYGMj69evJzMwkOjqac+fOsXXrVm3dzWoCrU2bNpQrV45BgwZpP+J//vlnHB0ddRQGGxsbli1bRr9+/ahTpw59+vTR+tm9ezdNmzbNc3rTy8sLY2NjZs+eTUxMDCqVipYtW+Lk5FQkfevPP/+c43rdMWPG8M0333Dw4EGaNWvGiBEjMDExYfny5aSkpOjY9IT/rbO8cuUKM2fO1Lr7+Piwd+9eVCqV3ikw2dm1axdxcXF06tQpx/uNGjXC0dGRgIAAevfuzcSJE9myZQs9e/Zk4MCB1K1bl2fPnrFr1y5+/PFHPD096d+/P7/88gvjx4/n7NmzeHt7k5CQwKFDhxgxYgSdO3fG1taWnj17snjxYhQKBe7u7vz+++8FWv9akHa/aNEimjVrRp06dfj4449xc3Pj5s2b7N69m+DgYB2//fv31xo5z2lQ4kWJiYnRLutLTEzUnrwTGRlJnz59XijO9PR0bdjJycncunWLXbt2ERISQosWLfI8tjlHDN4/LvI2N0SWrf55mYTIy1RNWlqamD59unBzcxNKpVKULVtWTJkyRcfciRD6JmpyIzU1VTg4OAhvb+88/bm5uYnatWvrpDG7aYeczBycPHlSNGrUSJibmwtnZ2cxadIksX//fj1/2e2/hDEAACAASURBVM3NZGXEiBECEBs2bNC7t3z5cuHj4yMcHByESqUS7u7uYuLEiVozGlnl1ZgmCAwMFH379hXlypUTKpVKODk5iQ4dOojz58/nmQcalixZIjw8PIRSqRSlSpUSw4cPF8+fP9fxU1hzQ9nx9fUVgF5ZxsXFiXHjxglnZ2ehVCpFpUqVxNy5c3VMPAihNrkycuRIvXDLly+fo3mV7ORnZuGnn34SdevWFebm5sLa2lrUrFlTTJo0Sfz99986/nbt2iWaNGkizM3NhY2NjWjQoIH49ddfdeLJydzQ3Llzxfz580XZsmWFSqUS3t7e4uLFiwbLaGg+CaE25VG7dm2hUqmEvb298PX11ZoIEcLwuhwfHy/ef/99YWdnJwBtunIz95GT7DmZf3n8+LF4//33hbW1tbC1tRX+/v7i5MmTAhAbN27MMf05kZu5odzyMDw8XLRu3VpYWVmJkiVLiiFDhmhNVhUmLVu2bBFt2rQRTk5OwtTUVJQrV04MHTpU3L9/X+sntz4mt7aSU9zkYD5kxowZ4p133hFGRkY6eRARESF8fHyEubm5ALRt4/nz5+Kjjz4SJUuWFFZWVqJt27YiIiJCr/0UpE8UIv/2IITahEm3bt20fVv58uVFr169xB9//KGXx1nR1DPNZWJiIkqUKCEaNmwopkyZomcWRsOFCxdEw4YNtWWyYMECvb4za7ratm0rbG1thZmZmXB3dxf+/v4G9aErVqwQFSpUEMbGxnp5Y0jfmhP5vXfv3LkjhFD3/W3bthVWVlbCwsJCtGjRQpw6dSrHMJ2cnAQgHj58qHU7ceKEAPJ9XwohRMeOHYWZmZlISEjI1Y+/v79QKpXiyZMnQgi1GaNPPvlEvPPOO8LU1FS4uLiIAQMGaO8LoTYD9MUXX2h1gNKlS4sePXromFF6/Pix6N69u7CwsBD29vZi6NChIjQ01OA2K4Th7V4IIUJDQ0XXrl2FnZ2dMDMzE1WqVBFffvmlXpgpKSnC3t5e2Nra6pnbyg1NG9q8eXOe/jTvSs1lZWUlKlWqJD788ENx4MCBPJ81xNxQ1rAtLCyEq6ur6N69u9iyZYuemTpDUAjxElaFSwxm3LhxrFq1igcPHujtipW8mdy8eRM3Nzfmzp3Lp59+WtzivLbs2LGDrl27cuLECZo2bVrc4kgkEkmupKen4+zsTMeOHVm1alVxi1OsvDZrLN9GkpOTWb9+Pd27d5dKpeStJrtd04yMDBYvXoyNjQ116tQpJqkkEonEMHbs2MHjx49zPSHrbeK12RX+NvHo0SMOHTrEli1bePr0qd5RbxLJ28aoUaNISkqicePGpKSksG3bNk6dOsXMmTMLZFpMIpFIXiVnzpwhJCSEGTNmULt2ba09zLcZqVgWA+Hh4XzwwQc4OTmxaNGiXM3ASCRvCy1btmT+/Pn8/vvvJCcnU7FiRRYvXswnn3xS3KJJJBJJrixbtoz169fj5eXFmjVriluc14I3co3lsWPHmDt3LhcuXOD+/fts376dLl265PnM0aNHGT9+PGFhYZQtW5b/+7//w9/f/9UILJFIJBKJRPIG8EausUxISMDT09NgO3hRUVG0b9+eFi1aEBwczNixYxk8eDD79+9/yZJKJBKJRCKRvDm8kSOWWVEoFPmOWE6ePJndu3frWNjv06cP0dHRuZ7zK5FIJBKJRCLRRa6xRH0MWPZjtdq2bcvYsWNzfSYlJUXnJI3MzEyePXuGg4PDSzPoLJFIJBKJpGgRQhAXF4ezs3O+Z6RL8kcqlsCDBw8oVaqUjlupUqWIjY0lKSkpx12ps2bNMug8VYlEIpFIJK8/d+7cwcXFpbjF+NcjFctCMmXKFJ0jIGNiYihXrhx37twp8vM6JRKJRCKRvBxiY2MpW7ZsrkclSwqGVCyB0qVL8/DhQx23hw8fYmNjk6sNPZVKhUql0nO3sbGRiqVEIpFIJP8y5DK2okEuJgAaN27MH3/8oeN28OBBGjduXEwSSSQSiUQikfz7eCMVy/j4eIKDgwkODgbU5oSCg4O5ffs2oJ7Gznrs0rBhw7hx4waTJk0iIiKCpUuX8t///pdx48YVi/wSiUQikUgk/0beSMXy/Pnz1K5dm9q1awMwfvx4ateuzdSpUwG4f/++VskEcHNzY/fu3Rw8eBBPT0/mz5/PypUradu2bbHIL5FIJBKJRPJv5I23Y/mqiI2NxdbWlpiYmDzXWGZkZJCWlvYKJZNIJFlRKpUYGxsXtxgSieQ1wdD3t8Qw5OadV4QQggcPHhAdHV3cokgkbz12dnaULl1aLtaXSCSSIkYqlq8IjVLp5OSEhYWFfKFJJMWAEILExEQePXoEQJkyZYpZIolEInmzkIrlKyAjI0OrVDo4OBS3OBLJW43GhNijR49wcnKS0+ISiURShLyRm3deNzRrKi0sLIpZEolEAv9ri3K9s0QikRQtUrF8hcjpb4nk9UC2RYlEInk5SMVSIpFIJBKJRFIkSMVSIpFIJBKJRFIkSMVSkif79+9HoVDkeR04cOCF4zl27BgdO3bE2dkZhULBjh07ikD6nPH19dXKrlQqqVKlChs2bHhp8b0JZM0zU1NTqlatKvNMIpFIJHpIxVKSJz4+Pty/f197OTg48OWXX+q4tWrV6oXjSUhIwNPTkx9++KEIpM4dIQRBQUHMmjWL+/fvc+XKFRo3bsyAAQOIiop6qXH/W9Hk2bx587R59t5779G/f3+ZZ5I3nudJsPgsjN4HfbfCu+vhvQD4+k84chOS5P4viUQHaW5Ikifm5uZa8yz37t3j6dOneHt7U7p06SKNx8/PDz8/vyINMyeuXbtGXFwczZo106ZhypQprF27lpCQENzc3F66DP82NHn23nvvafNs0KBBLFy4kCtXrsg8k7yRxKXAyiD1FZ+qf//yE1gVDCpjaOsOH9aCBs4g94VJ3nakYikxmKCgIADq1KmTq5+ZM2cyc+bMPMMJDw+nXLlyRSqboVy4cAGFQkGtWrW0bnfv3gWgVKlSxSLT686FCxewt7enWrVqgDq/vvjiC1QqlU4+SiRvCiduwyd74Xmy+nc1R+hSBZwswdECYlLg+G04dgvuxcGuq+qrYgl4vwZ0rwp2ZsWbBomkuJCKZTEhBCSlF0/c5iaF+6oODAykbNmyeRp5HzZsGL169cozHGdn54JHXkQEBgbi5uamPQ82IiKCSZMm4eXlRYMGDXJ9bvfu3ezdu5clS5YUKt6dO3dy+PBhvv/++0I9X5wEBgYSExODtbU1GRkZJCcnY25uzo8//vjSy/Lw4cMEBQUxYcIEbty4QWhoKJ06dXqpcUrebm48h+G7ITYV3O1hQmPwqwhG2frM9pXU/XjoIwgIhZ1X4Poz+PoYzD4JHSrDhzWhjjzcSfKWIRXLYiIpHaouLZ64L48AC2XBnwsMDMxztBKgRIkSlChRopCSGc5nn33G7Nmz8/Rz+fJlPDw8dNwCAwO5efMmVlZWpKeno1Ao6N27N7Nnz8bIKPclxyEhIXh5eRVa3pCQkJc6upeRkZHvCTIvkmcjR45k9OjRREdH8+mnn9K0aVP8/f1fVOx8admyJS1btgRg7969xMXFFUixNCRfJBINsSkw+De1Ulm3DPzaDVQmkPHsGenJyRhZWaGwtETxT51SKKBmKfhPKfiiGey4AhsuQfgT2HpZfdUpA0PrwLsVwFjuapC8BUjFUmIwgYGBDB48OE8/r2oqfMKECfkqNhUqVNBzCwwMZOLEiQwePBgLCwvKlCmjYyx7/fr1LFq0iKSkJMqVK8e2bdtQqVSEhITwzjvvULduXZKSkti2bRseHh6sWLGCZcuWkZqaSvXq1dm0aVOOsoSEhPDee+/lGkd4eDifffYZ+/fvB9QjnLt37+ann37i2rVrjB07lgcPHmBpacmWLVtwcnKiU6dOuLi4cO7cOYYOHYoQIk9ZXiTPhgwZQsWKFQFYunQptWrVYsiQIbi6umr9derUCTc3N86cOcPz589Zt24d3377LcHBwUyePJkRI0YQEhLCyJEjiY2NpUKFCmzcuBGVSkW7du2oV68ef/zxB/fv32fXrl3UqFGDTp068e233/Ls2TO+/PJLHBwc2LRpEydOnCAyMjLHsLLnS351ViIByMiEMfsg8jmUsYLl7UGZlkTinoOk/bMMSIPCwgKFlZVa0bSxwaRCBawqV6ZfLRUf1oTghxAQAjuvQuB9GLob3Oygqwe85w6VHeRaTMkbjJAUCTExMQIQMTExeveSkpJEeHi4SEpK0rplZgqRkFo8V2ZmwdP3+PFjAYjffvstT39Pnz4V165dy/NKS0vLMwxAbN++veBC5kNkZKQAxKFDh3L18+TJE+3/gwcPFvv27RNCCFGtWjWxcOFCIYQQy5cvF4MGDRLPnj0Tnp6eIj09XQghxPPnz3MNt2rVqiIxMTHXONLS0oSLi4sQQoi0tDRRp04d8ffff4vk5GTRunVrcefOHSGEEMuWLRMzZswQQgjh6uqqlakgshQETZ5dunRJx71y5cri22+/1XFzdXUVK1euFEIIMXz4cOHj4yNiY2NFZGSkqFevnkhKShJVq1YVERERQgghRowYIVatWiWEEKJs2bJixYoVQgghvvvuO/HNN98IIYSoVKmSSE1NFUII4evrK6KiooQQIs+wsuZLbuTUJiVvN/NOCVFuoRCVFgsRcj9TpFy8KGLmzBHR06aJ6GnTRMz8+SL666+1v/WuGTNE/IYNIvXKFZH5Tyf7MF6IOSeFqLlMHbbmar5GiK//FOJwlBDxKcWabInI+/0tKThyxLKYUCgKNx1dXAQGBgJ5b9yBwk+Fx8fHc/36de3vqKgogoODKVGiRJFt9NFs3KlXr16O94UQrFixgq1bt5KamsqdO3f48MMPSUlJITExkVGjRgHg5eXFnj17MDEx4fnz50yaNImBAwdSvXr1HMNNSkoC1Dvsc4vDxMSEsmXLcvPmTfbs2UP79u0pU6YMmzZtIiwsjA4dOgCQkpKCv78/cXFxZGRkMGbMGACDZSlMnimVSipXrqzj3qpVK7Zv387nn38OQFxcHEIIBg0apPUzevRorK2tefToETY2NuzYsQM/Pz+qVKkCgIeHB48fPyY2NhaFQqEdWUxLS8POzo64uDjMzMxQKtUN5fbt29oR0tzCyp4vEokh3I6BZefV/89uDZWuHCPp6FEAjBwdMe/QAZNy5RBCIJKSEHFxZMbHI+LjyXzyhLTLl8l8+pT0q1dJv3oVYzc3zNu2xalUKSY2gRH1YM912HtdvennRjTc+GfHuYkRNHoH/L2glZv+Wk6J5N+GXPEhMYigoCBKlSr10jZrnD9/ntq1a1O7dm0Axo8fT+3atZk6dWqRxREYGEjFihWxtbXN8f6aNWuIiIjg2LFjXLx4UbsTOjw8nKpVq2rXYAYGBlKrVi2sra0JDQ3Fy8uLXr165WrUPTQ0VKvo5RYHQIMGDThy5AjLli1j4sSJAFy6dIn58+cTHBxMcHAwly9fZvLkyYSFhdGkSRNtHIbKUpg8q1SpEqampjrurVu35sKFC9od9WFhYdSvX197/9KlSzRs2FCb/po1a3L58mVtWjXPVKtWjdDQUL1nq1evTlhYmDbf7t69q1P3cgsre75IJIbw3WlIywSfctDR4jYpf/4JgMrHB6uhQzH55+NWoVBgZGGBcalSKN3dMfX0xKxVK6xGjsRq+HBMGzcGY2MyoqKIX76cxJ07Sb97FwuloGc1+LkTBA6BH/ygT3VwsYH0TDhxR722s+Uv8MtFSCmmjZ0SSVEgFUuJQUyePJkHDx68tPCbN2+uHg3Idq1Zs6bI4pg1axZXr17N9X5YWBhNmzbF3NycH374gcTERBwdHQkJCSEyMpK0tDQePXrEypUrGTVqFNeuXcPa2pp+/frh6+tLSkoKoB7Nu3fvnjbcrBt3cosD1Irlp59+yrBhw7C2tgagdOnS2nWXmrBArXzVrFlT656bLEWRZ2FhYXru3bp1IzMzExcXF6082U04Zb1Xs2ZNypQpQ0REBADBwcGcOnUKPz8/QkND8fT01D6r8Z81jbdu3aJMmf9tr80trOz5IpHkx5UnsF1dlZhUL4XE7dtBCJS1amHWooV2o05eKBQKjJ2cMG/TBuuRI1FWqwZCkBYcTMKqVcQvWULy0aNkPHuGtUq9Y3x2azj5Efw5AIbXBRsVREXDl0fVBtiP33q56ZZIXhZSsZRI/qFfv37MmTOHRo0aERUVpVVQQkJC6NChA/Xr16dVq1bMmjULR0dHvvnmG6pUqULt2rVRKBT07NkTIQTXr1/XWQ6QVbHMLQ6AypUr4+DgwNChQ7VuH330EdHR0Xh4eODp6cn69esBfcUyJ1leJVkVyzt37lC2bFmdezVr1qRfv36Eh4dTo0YNPvnkEzZt2oSJiQmhoaHaZ9PT04mOjsbBwYFLly5Ro0YNAGrUqMGNGzeoWbMm4eHhuYYlFUtJQZl/GgRqk0Lu5/cgoqNR2Nlh3q5docIzsrfHomdPLAcORFmrFiiVZD57RsqffxK/eDHxq1aRcu4c4p8lMq528FkzOD0Qpvmq7WTeiIYPd8CIPfAgvggTK5G8AhRCCFHcQrwJxMbGYmtrS0xMjNZGoobk5GSioqJwc3PDzExazX2TuXz5MitWrGDBggUFfnbgwIF07tyZzp07vwTJJFmRbVICEPQAumxSr2v8s0Eotvu3gkKB5UcfYZLl4+hFEKmppEVEkBYSQvqNG2rjlwAmJihr1kTVsCHGWQ5niE2BhadhzUXIEGCrglmt1HYzJS+HvN7fkoIjRywlkiKkatWqBVYqIyMjqVKlCpaWllKplEheIXNOqv/2c0/A7s/dgHpdZVEplQAKU1NMa9XC8sMPsR43DrM2bTBycoL0dNKCgoj/8Ufi16whLTwckZGBjQqm+sLvfcGzlPqUnxF7YPIhSJTnkkv+Bchd4RJJMePu7s6VK1eKWwyJ5K3i/N9w6i6YGsPo+P2I5GSMSpdG5ePz0uI0srZG1bgxpo0akXH7Nqlnz5J2+TIZt26ReOsWCmtrTOvVQ9WoEdUcTdnaU72xaOl52BgG5/6GH9ur7WBKJK8rcsRSIpFIJG8day+q/453uo4y4hIoFJh37IgijxO4igqFQoFJ+fJY9OyJ9dixqLy9UVhaIuLiSDlyhLhly0iPikJpDJOawq/dobSV2nh7l01qs0USyeuKVCwlEolE8lbxMEFtV9JcpNLrrnoK3LRBA0xekjm1vDCyscGsZUusx47FvGtXFLa2iOhoEn75haTduxGpqTR2gT19oZELJKTBsN3qafyMzFcurkSSL1KxlEgkEslbxa+X1PYjvzL+E5O4aBT/KHfFicLEBNNatbAePhzTunUBSD1/nviVK8mMicHBAgK6wmC1qV9+OA/d/gtXnxaj0BJJDkjFUiKRSCRvDakZsP4SvJPxHL/nfwFg3q4dimyHABQXCpUK8w4dsOzXD4W1NZmPHxO/ahUZDx5gYgRf+sCi98DGVH0meftfYfFZSMsobsklEjVSsZRIJBLJW8P+SHicCP6Z51EIgUmFCij/ORr0dcKkQgWsBg3CyNERERdH/OrVpEVGAtC5Chzspz4CMjUD5v0F3mvUG33uxxWv3BKJVCwlEolE8taw9iIoRTqdU4MAMM1ynOjrhpGtLVYDB2Ls6gqpqSQGBJBy8iRCCEpbwaqOsLAtlDSH+/Gw8Aw0WQ0fbIPvz8DJO9JEkeTVI80NSSQSieStIOyx2mRPx/RwzNKSUNjYYFK5cnGLlScKMzMsP/iApN9/J+3iRZIPHSL9zh0sOndGYW5OVw9oVxH2RcKGS3D6nvrs8RN31M8bK6C6I9R3hrrO0Kws2MozASQvEalYSiQSieStYHO4+u8QxXkATOvUeSXmhV4UhYkJ5p07Y+ziQvK+faRfuULcTz9h0bUrJuXKoTJRT493rgI3nsOx23Dhb7USfT8eQh6pr1XBYGIETVzUR1i+VxFKmBd36iRvGlKxlEgkEskbT6ZQ23+slPEQ1/g7oFBgWqdOcYtlMAqFAlW9epi88w4J//2v2iTR6tWYNmqEWcuWKJRKACrYqy9/T/Vz92LVCub5+3D6Llx7plY8j92GGcdhTAMYWFttKF4iKQqkYimRSCSSN57gB/AgHoamq0crTTw8MLK2LmapCo5xmTJYDx1K0v79pAUHk3r6NOnXrmHesSMm5cvr+X/HRn118VD/vvEc9l2HXVfh8hOYdRL+Gw7TfcFb/3GJpMC8/nMAEolEIpG8IBqD6O1TQgBQ1atXzBIVHoWZGRadO2PRt6/aJNHTpySsWUPCpk1kPM3bsGUFexhRH/a8D/PfVW/8iXwOH+5Qb/gR4hUlQvLGIhVLSZ7s378fhUKR53XgwIHiFvOl4evrq02nUqmkSpUqbNiwobjFkkgkBUD8Mw3ulxqKWWYqRg4OGLu5FbdYL4yycuX/GVRXKEiPiCB+6VISd+wg9eJFMp8/R+SiKRopoEc1ODwA+tVSuy04DdOPqZcNSCSFRU6FS/LEx8eH+/fva3/XqFGDESNGMGLECK2bo6NjcYhWaJo3b46/vz/+/v55+hNCEBQUxKxZs/D39ycxMZGvv/6aAQMG0LhxY9zegBeTRPI2EPoI7sbC/6VfBkDp6YlCoShmqYoGhbk55h06YNqwIckHD5J+7RppFy+SdlF9GLrC0hIje3uMbG3Vu+ArVMCkQgXtpiVbFXzTAtztYdqfsDoYopNhbmtQynWXkkIgFUtJnpibm2Nurt42eO/ePZ4+fYq3tzelS5cuZslePteuXSMuLo5mzZpp0ztlyhTWrl1LSEiIVCwlkn8Je/+ZBq+fHgWA0sOjmCUqeowdHbF8/33Sb90i7coVMu7cIePvvxEJCWQkJJBx9y4AqX/9hcLaGtNatVDWqYNxiRIAfOQFdmYw4QBsj1AfebnoPfXIpkRSEKRiWUwIISCtmCzXKpWF+loPClIbFK7zL9pJ+SJcuHABhUJBrVq1tG53/+mcS5UqVVxiSSSSAiCEen1lo7QbKEWGevSuZMniFuulYVK+vHYTj0hLI+PxY0RMDJkxMWQ+fkza5cuIuDhSTp4k5a+/UDVujMrXF4VSSVcP9VGRQ3fDb1ehrA1MblrMCZL865CKZXGRlkbsrFnFErXNlClQiHNxAwMDKVu2LA4ODjruCxYsYMKECYSGhlK9enUARo4cydKlS3n27Bn29vYFiufw4cMEBQUxYcIEbty4QWhoKJ06dSqwvC9KYGAgbm5u2NjYABAREcGkSZPw8vKiQYMGeT67e/du9u7dy5IlSwoV9507dxg9ejR37twhOjoaHx8ffv75Z528kUgk+XPlKURFw6CMKwCYVK78xkyD54dCqcTE2RmcnbVuZn5+pF+9SuqFC6TfuEHKyZOkhoVh3q4dykqVaFUBZreG8Qdg6XkoZwt9axRjIiT/OuTmHYnBBAYG5jhaGRoaSs2aNblyRd1x3759m7/++gsXF5cCK5UALVu21CpOe/fuJTw8vEDPZ2Rk6PyeOXMmVlZW2uv48eMMGzZMx+327dt64QQGBnLz5k2srKwwMzOjdu3a1KxZk3379mGUj1HlkJAQvLy8CiR3Vvr06cOwYcM4f/48165d49NPPwV080YikeTP3uugEIIWGdcAXstzwV8lChMTlNWqYdmvHxa9e6OwsUFER5O4YQNJ+/YhMjPpXhXGNlT7/+Iw/HmreGWW/LuQI5bFhVKpHjksprgLQ2BgIIMHD9ZzDw0NpVevXlrFcsaMGXTt2pWTJ08CaiVr5MiRxMbGUqFCBTZu3IhKpaJdu3bUq1ePP/74g/v377Nr1y5q1KhBp06d+Pbbb3n27BlffvklDg4ObNq0iRMnThAZGZljWJ06dcLFxYVz584xdOhQHTmHDRtGr169tL8/+OADunfvTrdu3bRuzlm+6LOmd+LEiQwePBgLCwvKlCmjN9Kxfv16Fi1aRFJSEuXKlWPbtm2oVCpCQkJ45513qFu3LklJSWzbtg0PDw9WrFjBsmXLSE1NpXr16mzatEkv3uTkZM6dO0fTpuo5KIVCQbVq1QC0eVOzZk2Dy00ieVsRQj2lWzPjHtbpCaBSYVyuXHGL9dqg9PDApEIFko8cIfX0aVLPnCHz8WPMe/RgbENzbsfAtggYsQe29ICq/659mpJiQo5YFhMKhQKFqWnxXIWYBnry5Al37tzRG7EUQnDz5k06dOhAREQEN27c4MaNG5QpU4YaNWqQnJxMnz59WLlyJRcvXsTZ2ZmAgABArZCWK1eOkydPMnr0aHbu3Amop5w9PDzw9fWlVq1aHDx4kKCgIIyNjXMN69KlS1SpUoVz587pKb8lSpSgYsWK2svc3BwnJycdNxMT3W+sGzduEB0dzbvvvkvFihVxdnbOMd/8/Pw4e/Ysly5dwtnZmaNHjwJqZbps2bJcuHCBsWPHMm/ePJ4/f84PP/zAuXPnCA0NZfny5TnmtZmZGU2aNMHDw4PRo0cTHBysvafJG4lEkj+BD9Q2Glv/Mw2urFQJhbHc6pwVhakp5m3bYtGzJyiVpN+4QcKKFWQ+fcLs1tDIBeJT4aNd8DC+uKWV/BuQiqXEIAIDAwH9jTtRUVGULVuWqlWrEhkZyYwZM/jyyy+5dOkSNWvWZMeOHfj5+VHln+knDw8PHj9+TGxsLAqFQqsEpqWlYWdnR1xcHGZmZij/GVW9ffs2rq6uALmGFRcXR0ZGBmPGjCmy9Go27tTLw4iyEIIVK1ZQv359PD092bp1K2ZmZqSkpJCYmMioUaMA8PLy4smTJ5iYmPD8+XMmTZpEWFgYdnZ2uYZ9+PBh1q1bR2ZmJk2aNCEoKEgvbyQSSd78N0z9tx1XAfX6SknOKKtVw2rgQBS2tmQ+f07C2rWYxEXzU3u1KaL78WrlMiG1uCWVvO5IxVJiEEFBQvFH9gAAIABJREFUQZQqVUpvyjg0NJQaNWqgUqlISEjg3r17NG/eXOt++fJl7TQuQFhYGNWqVSM0NJT69etr3S9dukT16tUJCwvTbgC6e/euTny5hRUWFkaTJk2KNL2BgYFUrFgRW1vbXP2sWbOGiIgIjh07xsWLF7G3t6datWqEh4dTtWpV7TrMwMBAatWqhbW1NaGhoXh5edGrVy927NiRa9hGRka0aNGCJUuW4OvrS3h4uE7eSCSSvElIVU+Dv5PxHKekR6BQoKxYsbjFeq0xLl0aqyFDMHJyQsTHk7B+PdYZCazpDA7mEPYYPtmrNkUkkeSGVCwlBjF58mQePHig565RIAE+++wzFixYAEB4eDjVqlWjTJkyREREABAcHMypU6fw8/MjNDQUT09PbTiaEU7NX4Bbt25RpkwZrZ/cwsr6jCEcPXo0X+Pos2bN4urVq3n6CQsLo2nTppibm/PDDz+QmJiIo6MjISEhREZGkpaWxqNHj1i5ciWjRo3i2rVrWFtb069fP3x9fUlJSQGgVatW3Lt3Txvu/v37SfvHFFVUVBQRERE0bdq0wOmUSN5m9lyHhDToplS3Y+Ny5VD8Y5NXkjtGlpZYfvCBeuTy6VMSN2ygrHkqqzqByhgO34Rx+6VyKckdqVhKXoisimXv3r2pUaMGjx49wtraGnNzc/r160d4eDg1atTgk08+YdOmTZiYmBAaGqq1D5menk50dDQODg5cunRJG16NGjW4ceMGNWvWJDw8PNewikvh6tevH3PmzKFRo0ZERUVpZQgJCaFDhw7Ur1+fVq1aMWvWLBwdHfnmm2+oUqUKtWvXRqFQ0LNnT4QQXL9+nRL/GCkG2Lx5Mx4eHnh5efHhhx+yYsUKXF1ddfJGIpHkzaZ/psE7KtQfo2/7bvCCYGRjg+WHH6IwNyfj779J/O9/8XLK5Id2oDSCXVfVI5dpGfmHJXn7UIjcDhKVFIjY2FhsbW2JiYnR2j3UkJycTFRUFG5ubpiZmRWThJLXkcuXL7NixQrtSK/k1SDb5JvNjefQ4heokPmEHbE/AGA9ZgxGeaxrluiTfvcuCb/8AmlpmNavj3m7dhy6AcP3QGoGtKkAS/xA9S+3L5PX+1tScOSIpURSjFStWlUqlRJJEbP5H9O3E0zPAmBSpYpUKguBiYsLFl27ApB67hwp58/TugKs6KCeFj9wAz7YDn/HFbOgktcKqVhKJBKJ5I0hJuX/2bvz+Kjqe//jrzNrNpIAWdgiYV9kB0EElCqIWvWqVUF7XbiW9lq7/MTettiKVluxva319l4rSuVWb11Q3KsiiIBSEAQUrSBbSMKWEEgyIdts5/z+OEkABYRkkpNM3s/HYx4znJwz+cyDSead7wqLt0KKVct55ZsB8H/NTllyct5Bg/BfeCEAtW+/TWT3bibnwsIrIcUHH+2HS5+Fd/OcrVNaDwVLERGJC4UBuOYFOFgF3+YT3JEQrsxM3L16OV1am+afOBHvkCFgmlS/+CLRQ4eYeBa8dQMMy4LyWrjtDbh/FQQjTlcrTlOwFBGRNu+jffAvi2BnKXRJsvguHwHgGzu23ewN3lwMwyDxyitxd++OVVND1VNPET10iJ7p8NL1cNtI+7wnP4FvvQj55c7WK85SsBQRkTbncDUs3gL3rYLrXoQbXobSGhiSBW+M24k3UAoJCfjqVp+QpjG8XpJuvPHoGpd14dLnhrnnw8IroGMCfHYQvvkcvLbN6YrFKQqWLcg0tfCXSGugn8W2KxSFxzfC+U/BXcvgfz+B9fshbMIlfeDFayH503UA+EaOxPD5HK44friSkki+5Zbjw2VJCQAX9Ya3b4Rx3e0tIH+0BH76LtSEHS5aWpyWG4qRUy1XYJomO3bswO12k5mZia+R+3WLSNNYlkUoFKKkpIRoNEq/fv0adkiS1u+DApi7EvLquloHdoYJOXB2FgzNgr7pJqGVKwiuXg1Ahx/9CFfHjs4VHKfM6mqqnnoK8+BB8PtJuvrqhnVCIyb8aR38aT1YQL9O8OilMCDD2ZpPRcsNxZaCZYx83RszFApx4MABqqurHahORI6VlJRE165d8ak1q83YeACufRFMCzKT4KfnwbWDwVX3N7pZU0PNSy8R2bULAP8FF5AwebJzBcc5s7qa6kWLiBYWAuCfNAn/5MkYdX+o/WMP/HgJlFTbSxM9eKH9/9UaKVjGloJljJzOG9OyLCKRCNGotisQcYrb7cbj8ajXoA2pCdtL2uwuh2l94A9ToYPf/ppVW0t4yxZqP/gAq7wcPB4Sr7wSn7Y/bXZWNErt0qWE1tetF9q3L4nXXIOrbuvMQ9UweymsKrDP/+4o+PkEcLeyTgIFy9hSsIwRvTFFRJrH/e/Dkx9DdjIsuwnS/BApLCS4bh2Rbdug7o91V8eOJE2fjjs72+GK25fQp59S88YbEInY/wfXX4+7SxfAbmF+5EP4Lzt78o1c+O9Ljv5h0Bro8zu2FCxjRG9MEZHYW78Prl9sj9f767/ABZ2PULtsGeHPPms4x5WZiXfYMPxjxmBoi05HRIuKqFq06KStxm9sh7uWQjAKAzrD366GrGQHCz6GPr9jS8EyRvTGFBGJreowXPIMFARg+tnwQOp6apcvh1AIAO/IkfjHjsWVna2hDa3Al8e5+saNI2HqVAy3G4BPi+2F1A9WQZ+O8Nw1kJ3iZMU2fX7HVisb6SAiImL722d2qOyaAr/I3ELt229DKIS7e3eSZ80i6corcXfpolDZSrgSE0m68Ub8kyYBEFq3jqqnn8asrARgWLa9HFS3FNhVZrdEa5/x+KNgKSIirdKrX9j3s4dVYSx9E7BbwZJvuw1Pt24OViYnY7hcJFx4IUnTp4PPR7SwkMonniCybx8AuenwwnXQIxXyA3a4PKBwGVcULEVEpNXZUQqfl4DHsLh4x9+xqqtxZWWRMGWKWijbAO/AgaTMmoUrIwPryBGq/vpXwlu3ApCTardc9kyDPRVw82sQqHW4YIkZBUsREWl1Xq/bEvDO1M8wdnwBLhdJV1+N4fE4W5icNndGBinf+Q6efv0gEqH6hRcIfvghAN06wLPX2DP9tx+2x17WRhwuWGJCwVJERFoVy7L3ms4wjzDjwNuAveB5/RI20nYYfj9JM2bgGz0agNp33qHmnXewLIseqfD0VZDqg4/229tARrXbapsXt8Hy0UcfJTc3l4SEBMaNG8f6ugVcT+aRRx5hwIABJCYmkpOTw5133kltrdrmRURa2uZie9LOLeF1eEO1uLt2xT9xotNlSSMZLhcJ3/wmCVOmABD68EOC770HwMAMWHCFvTvPO7vgnhX2HxbSdsVlsFy0aBGzZ8/m3nvvZdOmTQwfPpxp06Zx8ODBE57/7LPP8vOf/5x7772XrVu38uSTT7Jo0SLuvvvuFq5cRERe2waGZfEvUXutSv/EiQ1bBUrbZBgG/gkTSLz8cgCCq1c37Ol+bg94ZBoYwDP/tPcZl7YrLn9SH374YWbNmsXMmTMZPHgw8+fPJykpiYULF57w/DVr1jBhwgRuvPFGcnNzufjii7nhhhu+tpVTRERiK2rai2mPihaSHqoAvx9P//5OlyUx4hs9uqHlsnb5coIbNgBwWT+4f7J9zsMfwnP/dKY+abq4C5ahUIiNGzcype6NC+ByuZgyZQpr16494TXnnXceGzdubAiSeXl5vPXWW1x22WUn/T7BYJCKiorjbiIi0jRr90JJNVwd/RQA76BBmrATZ/wTJjQMbah9882G2eI3D4cfjrXPufs9WLrLqQqlKeIuWB46dIhoNEr2l/aKzc7Opqio6ITX3Hjjjdx///1MnDgRr9dLnz59mDx58im7wufNm0daWlrDLScnJ6avQ0SkPXp1G3isKFPDWwCO2xZQ4of/wgsbJvRUv/wy0f37AbjrXLh+sL3H+PffOro6gLQdcRcsG2PlypU8+OCD/PnPf2bTpk28/PLLvPnmmzzwwAMnvWbOnDkEAoGG2549e1qwYhGR+BMx4d08mBjZQWKkFiMlBXdurtNlSTMwDIOEyy7D06cPRCJUPf88ZkUFhgHzLoIr+kPYhB8ugf/9xOlq5UzEXbDMyMjA7XZTXFx83PHi4mK6nGSpinvuuYebbrqJ73znOwwdOpSrr76aBx98kHnz5mGaJ177wO/3k5qaetxNREQab9MBKKuFqyL2pB3vkCGatBPHDJeLpGuvxZWZaS+i/txzWKEQHhf86RK4dbh93n2r4Hdr7FbMWLMsWPR57J+3PYu7n1ifz8fo0aNZvnx5wzHTNFm+fDnjx48/4TXV1dW4vvTLy+12A2Bp3QMRkRaxLA+SrSCTQtsB8A0b5nBF0tyMhASSb7gBIykJs6iI6sWLsaJRXAbcdwH8R93H9qMfwY0vw74YTmcoDNgLs9//fuyeU+IwWALMnj2bBQsW8NRTT7F161Zuv/12qqqqmDlzJgA333wzc+bMaTj/iiuu4LHHHuP5559n9+7dLFu2jHvuuYcrrriiIWCKiEjzejcPLgptxWtFcGVk4NKC6O2Cq2NHkmbMAI+HyI4d1Pz971iWhWHAD8bCH6ZCosee2DXtGVi8pWlrXdZG4L/WwZT/g+W7waMdQmMqLqfaTZ8+nZKSEubOnUtRUREjRoxgyZIlDRN6CgsLj2uh/OUvf4lhGPzyl79k3759ZGZmcsUVV/Cb3/zGqZcgItKu7CyFvHL4WcReZ8Y7dKj2BG9HPDk5JF17LdWLFhH+5BOMpCQSp04F4NrBMKYb3LnUHi5x1zJ7vcsfnAMX5sLpvk3yy+H5f8LirfbKAwDje8DPRsOonzXP62qPDEt9vTFRUVFBWloagUBA4y1FRM7Q/A3w36treb/iP/FYJil33IE7I8PpsqSFhT7+mJrXXwcgYcoU/BMmNHwtYtrvkz+th2DUPjY4E2acDaO6wIAM8B3TyVgZsoPo+v2wdg9sOHD0a9nJ8MtJ9iShI0f0+R1LcdliKSIibcuyPDgvvAuPZeLq3Fmhsp3yjRyJVVVF7fLl1L77LlY0in/SJAzDwOOyu8avPxv+8jH87VPYUgJzV9rX+t3QvQNUhe1QWRU+/rkN4IKecMMQuKgXeDXSrVkoWIqIiKMOV8PGA/CbsL1ooWfAAIcrEif5JkzAikQIrlpFcMUKrNpaEqZObRgakZUMd0+E74+BZz+DD/fBJ0UQCNrDKY7VIxXGdoOx3e1Q2a2DAy+onVGwFBERR72XD24ryuToDgC8CpbtmmEYJEyejOH3U7t0KaG1a7Fqa0m8/PLjlp9KT4Dvn2PfLAt2l0NxFaT4oIMP0vzQMdHBF9JOKViKiIijluXBiMgeUsxajMRE3D16OF2StAL+8eMxEhKoeeMNwh9/jFleTtK3voUrOfkr5xoG9O5o38RZcbnckIiItA21EXi/ACZH6rrB+/fXoujSwDdyJEnXXw9eL9Hdu6lcsIDogQNff6E4Rj+9IiLimGV5UBO2mBK1g6W6weXLvAMHkvKd7+Dq1AkrEKBy4UKCa9ZgRaNOlyYnoGApIiKOeXkr9DYP0S1SBm63vXe0yJe4s7JImTULT//+EIlQu2wZlY89RnjnzkY/pxUKEfrkEyqfeSaGlYrGWIqIiCMOVcOqArilfjZ4794YPp/DVUlrZSQkkDRjBuGPP6b2vfcwDx+m+plncPfogXfAADz9++PKzDzpwvqWZWGVlxM9eJDwtm2EP/8cQiGitbUt/Erim4KliIg44o3tELXgmxwdXylyKoZh4Bs1Cu/gwdSuWkVo/Xqie/cS3bsXli/HSErCSEnBSEzESEiAaBQrFMIKBjHLyiAUOu75XB074u/XDx56yKFXFH8ULEVExBEvb4VM8wh9a/cC4FWwlNNkJCSQOG0a/vHjCW/bRmT7diK7d2NVV2NVV5/8QrcbV0YG7m7d8A0fjvuss7COHGm5wtsBBUsREWlxO0vh04Nwa/gzDMCdk4NL2+nJGXKlpuI/5xz855yDFQphHj6MWV2NVVODVVuL4fHYwyt8Plxpabg6d9aqA81MwVJERFrcK1/Y99OtTwHwDhvmYDUSDwyfD3fXrminRmcptouISIsyLXj1C+gXLaZ7bTG43XjPPtvpskQkBhQsRUQkZiqC9vZ6p7JmD+w9AtdE7dZKT79+uBK1955IPFCwFBGRJiuuhLuWwtD5MPN1qAmf+LzaCMxdCS7L5MrIZwD41A0uEjcULEVEpNGCEfif9TD5aVi81T62Ih9ueQ2OBL96/sMfwq4ymOLJp0PoCCQk4OnXr0VrFpHmo2ApIiKNNncl/OdaqA7DyC7w24uggw/W7YNvvwLlx6w9vWE/PLHRfvyz9LrWysGDMTyaRyoSL/TTLCIijVJaAy/Xze7+7UUw/WwwDDg7E256FTYXw7Rn4JI+8I1cuG8VWMCM/mEyP9kCgHf4cKfKF5FmoBZLERFplJe2QigKQ7NgxhA7VAIMzYYXroUuKVBUCX/dbHeN7y63j93d6VMIhTDS03Hn5Dj7IkQkptRiKSIiZ8yy4Ll/2o9vHHLM8WAQfD76dzZYcTOsLoR3d8N7uyEQhD9OqMR47V0swD927En3dRaRtknBUkREztj6/fYknCQvXDkAzOpqgsuXE9q0CXevXiR961skJSdzcR+4uI+9dmUwAtZrSwjX1uLq0gXfuHFOvwwRiTF1hYuIyBl71p57w7/0M/F+uoHK//kfQps2ARDdvZvKJ54gsm9fw/kuAzx52wh//jkYBklXXqmt9UTikFosRUTkjJTXwts77cffr1xG7ZoPAXBlZeGfOJHgqlWYhw9T9b//i3/CBNzduuFKTaXmzTcB8J93Hu6uXZ0qX0SakYKliIickZe3QjAKozvVkrbVXj8oYcoUfOPHY7hcePv3p/rVV4l88QXB998/7lpXp074L7jAibJFpAUoWIqIyGmzLHi2btLO/+vwGYTDuDIz8Z13XsNEHMPvJ+n66wl//DGRvDyihw9jHj4MlkXilVdieL0OvgIRaU4KliIictp2lcGOUvC5LIYfsFsrfaNGfWV2t2EY+EaNwjdqFACWZYFlaVylSJzTT7iIiJy2Ffn2/XWd9sPBYnC7T2uRc8MwFCpF2gH9lIuIyGlbmW/fXxeyWyu9Z5+NKzHRuYJEpFVRsBQRkdNSFbL3AE+2gvQ6YA+0rO/qFhEBBUsRETlN/9gDYRP+1f0ZRjiMKyMD91lnOV2WiLQiCpYiInJa6sdXXhs6+aQdEWnfFCxFRORrWZY9vvKs6GGyK4vA5TqtSTsi0r4oWIqIyNfafhj2V8I3ojsAcJ91Fq6kJIerEpHWRsFSRES+Vn03+GUuey9Hb79+zhUjIq2WgqWIiHytFfmQaIXoX50PgEfBUkROQMFSREROqSIIGw7AuMhu3GYUIz0dV0aG02WJSCukYCkiIqf0jz0QMeGbxnbA7gbXbHAROREFSxEROaU1ewDL4rywPb5S3eAicjIKliIickpr9kI/8yAdghXg8eDJzXW6JBFppRQsRUTkpIqrYGcpnB+2lxny9OqF4fU6XJWItFYKliIiclJr99j3Fxt1wVLd4CJyCgqWIiJyUmv3QgezhgG1dsLU+pUicioKliIiclJr9sL4SB4uy8KVkYErPd3pkkSkFVOwFBGRE9pbAYUBODeSB4CnTx+HKxKR1k7BUkRETmjtXvt+opUP2BN3RERORcFSREROaM0e6GIG6BIuBcPQMkMi8rUULEVE5Cssyx5fOTa8GwB3t24Yfr/DVYlIa6dgKSIiX5FfDkWVMD5qB0t1g4vI6VCwFBGRr1izF3sbR1PBUkROn4KliIh8xT/2QK55mI6RI+B2487JcbokEWkDFCxFROQ4URNWF8K4SN34ypwcbeMoIqdFwVJERI6zuRgCQdQNLiJnTMFSRESO834BGJbF2Eg+oGApIqdPwVJERI6zqhAGRItIjtaAz4e7e3enSxKRNkLBUkREGgRq4ZMiGFs3vtLTsyeGSx8VInJ69NtCREQarN4DpgUXGhpfKSJnTsFSREQarCoAnxVhaDAfAE+fPs4WJCJtioKliIgA9jaO7xfAqEgBXjOC0aEDrsxMp8sSkTZEwVJERADYUQoHKmFSdBdgt1YahuFwVSLSlihYiogIYLdWAlzI0WApInImFCxFRASA9wsh0zxC99qDAHh693a4IhFpaxQsRUSEmjB8uBfGR+zWSne3briSkhyuSkTaGgVLERFh9R4IRmGKusFFpAniNlg++uij5ObmkpCQwLhx41i/fv0pzy8vL+eOO+6ga9eu+P1++vfvz1tvvdVC1YqIOGtZXt02juE8QMFSRBrH43QBzWHRokXMnj2b+fPnM27cOB555BGmTZvGtm3byMrK+sr5oVCIqVOnkpWVxeLFi+nevTsFBQWkp6c7UL2ISMsyLVieB4OiB0gKV9vbOPbo4XRZItIGxWWwfPjhh5k1axYzZ84EYP78+bz55pssXLiQn//85185f+HChZSWlrJmzRq8Xi8Aubm5LVmyiIhjPimCQzUw3arrBu/dG8PtdrgqEWmL4q4rPBQKsXHjRqZMmdJwzOVyMWXKFNauXXvCa15//XXGjx/PHXfcQXZ2NkOGDOHBBx8kGo2e9PsEg0EqKiqOu4mItEXv2r3fXOw6GixFRBoj7oLloUOHiEajZGdnH3c8OzuboqKiE16Tl5fH4sWLiUajvPXWW9xzzz384Q9/4Ne//vVJv8+8efNIS0truOXk5MT0dYiItJRlu6GDWUvPyj0AePv2dbgiEWmr4i5YNoZpmmRlZfHEE08wevRopk+fzi9+8Qvmz59/0mvmzJlDIBBouO3Zs6cFKxYRiY2Ccth+GCZFd+KyTFwZGbg6dnS6LBFpo+JujGVGRgZut5vi4uLjjhcXF9OlS5cTXtO1a1e8Xi/uY8YUDRo0iKKiIkKhED6f7yvX+P1+/H5/bIsXEWlh7+6276/xbAPAO2CAg9WISFsXdy2WPp+P0aNHs3z58oZjpmmyfPlyxo8ff8JrJkyYwM6dOzFNs+HY9u3b6dq16wlDpYhIvFiWBx4ryoiqHQB4FCxFpAniLlgCzJ49mwULFvDUU0+xdetWbr/9dqqqqhpmid98883MmTOn4fzbb7+d0tJSfvzjH7N9+3befPNNHnzwQe644w6nXoKISLML1ML6fTA6UoAvEsRITsbdvbvTZYlIGxZ3XeEA06dPp6SkhLlz51JUVMSIESNYsmRJw4SewsJCXK6jmTonJ4d33nmHO++8k2HDhtG9e3d+/OMf87Of/cyplyAi0uyW5kHUgqvqusE9/fphuOKyvUFEWohhWZbldBHxoKKigrS0NAKBAKmpqU6XIyLyta5fDOv2WqwJ/YmUmnKSpk/HO3Cg02WJtCh9fseW/jQVEWmHCsph3T7obx0kpaYcPB6tXykiTaZgKSLSDr241b6/JamuG7x3bwxNVhSRJlKwFBFpZ6ImvLTFfnxBSMsMiUjsKFiKiLQza/bA/kro5TlCaul+ADz9+ztclYjEAwVLEZF25oW61sofptkP3N2740pJcbAiEYkXCpYiIu1IIAjv7LIfT6r4FADv0KEOViQi8UTBUkSkHXljGwSjcGGHEvwl+8HlwjtkiNNliUicULAUEWknTAsWfmI//p5/M2Aviu5KTnawKhGJJwqWIiLtxNs7YVcZpPtMBhV/BoBv2DCHqxKReKJgKSLSDlgWPPqR/fjnOflwpAISEjQbXERiSsFSRKQdWJEPn5dAkhcurbW7wX1nn43h8ThbmIjEFf1GERFpBSzL7qb+oBBWF4JhwO+nQnpCbJ77f+paK28dFMJYa2+74x0+vOlPLiJyDAVLERGHBYLwrRdgR+nxx7/3JvzfVeBzN+35P9wHGw+A3w3/lrwVwmFcnTrh7tGjaU8sIvIl6goXEXHY8t12qPS5YUIO/L9xkOKDD/fCnOV2i2NjmRY8ss5+fN0gi8RP7H94hw3DMIwYVC8iclSrabE0TZNVq1bxwQcfUFBQQHV1NZmZmYwcOZIpU6aQk5PjdIkiIs3iH4X2/W0j4OcT7ccju8C/vQ6Lt0JuOvxwbOOe+9cf2AHV54YfdN5BdPUB8HrxjRkTm+JFRI7heItlTU0Nv/71r8nJyeGyyy7j7bffpry8HLfbzc6dO7n33nvp1asXl112GR9++KHT5YqIxJRlweo99uOJZx09PjkXfjXZfvz7tfDXzWf+3H/ZBE9+bD/+z4ssOny0CgDfOedo7UoRaRaOt1j279+f8ePHs2DBAqZOnYrX6/3KOQUFBTz77LPMmDGDX/ziF8yaNcuBSkVEYm9XGRRV2uMfx3Q7/ms3DYPCADyxCe5dCTtL4d7zwXsaYy7/vh0e+MB+PGcCfNOzk+r9+8HrxX/eeTF/HSIi0AqC5dKlSxk0aNApz+nZsydz5szhJz/5CYWFhS1UmYhI86tvrRzTDRLqfiNb4TBEIhiJidw9ETolwm//Af/3KeSVwa+/AV1TIPGrf4ezsxT+8jEs3mL/+5bh8N1RFtUL61orx4xRa6WINBvHg+XXhcpjeb1e+vTp04zViIi0rPrxlRNzwKysJLRuHcENGyAaJfnGG/Hk5nL7GOjTEX78DvxjD3zjafuaFB9kJtXdkqEyBKsKjj73Ff3tFs7o7jyi+/aBx6PWShFpVo4HyxOJRCI8/vjjrFy5kmg0yoQJE7jjjjtISIjBgm4iIq1ExIS1ewHL4vJ9yzjyznqIRhu+XvX886TMnIk7O5uL+8BL18HPl8MXhyAYtYNkZQh2lx99TgOY2htmjYJzugFmlJoVKwDwjR6NKyWlRV+jiLQvrTJY/uhHP2L79u1cc801hMNhnn76aTZs2MBzzz3ndGkiIjHzaTEcCcEUI4+0zWsBcPfogX/8eILr1hEtLKTqmWdIue02XGlpDM6E12fYE34qQ1BSXXersu9rwnBpX+jV0X5+y7KoffshmDqCAAAgAElEQVRtu7XS58M/YYKDr1ZE2oNWESxfeeUVrr766oZ/L126lG3btuF22yPUp02bxrnnnutUeSIizaJ+fOWVCXmAvbZk4lVXYRgG7l69qFq4EPPQIar+9jeSb721YWykYUAHv33r3fHkzx9av57Qxo0AJF1zDa4OHZr19YiIOL7cEMDChQu56qqr2L9/PwCjRo3i3//931myZAlvvPEGP/3pTznnnHMcrlJEJLZW142vHB7MB8DTu3fDouWuxESS//VfMTp0wDx0iMrHHiO8detpP3d4xw5q33kHgISpU/EOGBDT2kVETqRVBMs33niDG264gcmTJ/Pf//3fPPHEE6SmpvKLX/yCe+65h5ycHJ599lmnyxQRiZmqEGw6AClWLenlBwDw9Op13DmutDSSb7oJV2YmVlUV1S+8QPXixURLSrCOGYtZz7IsIoWF1Lz1FtUvvgiWhXfECHzjx7fIaxIRMSyrKZuFxVZ5eTk//elP2bx5M/Pnz2fkyJFOl3TaKioqSEtLIxAIkJqa6nQ5ItLKrciHW1+Dazzbue/Qc7g6daLDD394wnOtSITgqlUE//GPo/s7Ggau9HSMlBT7mGliHjmCdeRIw3XuXr1I/va3MdxN3GxcJI7p8zu2WsUYy3rp6ek88cQTvP/++9x8881ccsklPPDAA5oNLiJxZ91e+/4S724APLm5Jz3X8HhIuOgiPIMGUbt0KdEDByAUwiwrg7Ky40/2+/EOHIh3yBC7a93VKjqmRKSdaBXBsrCwkJ/85Cds3bqVYcOG8fvf/56NGzfym9/8huHDh/PII49w6aWXOl2miEjMfHHYvh9UnQ/YrYtfx9OtGym33oplWViVlZiHD2NVV4PbDS4XhteLu0cPDE+r+NUuIu1Qq+gKnzx5Ml26dOHWW2/lnXfeYdeuXbz++usAbN26le9973t06dKFF154weFKT05N6SJyJiYshIpADR9U/A4D6HDXXVpjUsQB+vyOrVbxZ+2GDRvYvHkzffr0Ydq0afQ65i/3QYMG8f777/PEE084WKGISOxUhWDvEbgwko8BuDIyFCpFJC60imA5evRo5s6dyy233MK7777L0KFDv3LOd7/7XQcqExGJvZ2l9v35Rj5w6vGVIiJtSasY1f30008TDAa588472bdvH48//rjTJYmINJvtdcFyXCQf+OoyQyIibVWraLHs2bMnixcvdroMEZEWsf0wdDKr6B48CIBbLZYiEiccb7Gsqqpq1vNFRFqb7YdhTF1rpSsrC1dSkrMFiYjEiOPBsm/fvjz00EMcOHDgpOdYlsWyZcu49NJL+dOf/tSC1YmIxN6OUhgRsTcK1/hKEYknjneFr1y5krvvvpv77ruP4cOHM2bMGLp160ZCQgJlZWVs2bKFtWvX4vF4mDNnDt/73vecLllEpNEqQ7DvCPQyDwHgzs52uCIRkdhxPFgOGDCAl156icLCQl588UU++OAD1qxZQ01NDRkZGYwcOZIFCxZw6aWX4ta2ZCLSxtXPCO9rlQD2UkMiIvHC8WBZ76yzzuKuu+7irrvucroUEZFms/0wJFohsqMVALgyMx2uSEQkdhwfYyki0p5sL4XcqN0NbiQn40pMdLgiEZHYUbAUEWlB2w9D77rxleoGF5F4o2ApItKCdpZC76g9vtKtYCkicUbBUkSkhRydEX4YUIuliMSfVhEs77//fqqrq50uQ0SkWe2omxHeTzPCRSROtYpg+atf/YrKykqnyxARaVbbD4PHitI9aidMt2aEi0icaRXB0rIsp0sQEWl22w9DD7MMj2WC14uRmup0SSIiMdUqgiWAYRhOlyAi0qx2lEKv6NEZ4fq9JyLxptUskN6/f/+v/SVbWlraQtWIiMTezlKYVr+Vo8ZXikgcajXB8le/+hVpaWlOlyEi0iyqw/aM8N5RrWEpIvGr1QTLGTNmkJWV5XQZIiLNIq/Mvu+H1rAUkfjVKsZYapyRiMS7XWWAZTVs56g9wkUkHrWKYKlZ4SIS7/LKIMs6QqIZAsPA1amT0yWJiMRcq+gKN03T6RJERJrVrrJjZoR36oThdjtckYhI7LWKFksRkXi3qxR6mZq4IyLxTcFSRKSZmRbklUPvqCbuiEh8U7AUEWlm+49AbQR6m4cBtViKSPxSsBQRaWa76pYa6mOpK1xE4puCpYhIM9tVCklWkM7RI4C6wkUkfilYiog0s11l0DNqb0lrJCdjJCQ4XJGISPNQsBQRaWa7yqBn/fjKzp0drkZEpPkoWIqINLNdZZBrHl3DUkQkXilYiog0oyNBOFh1tCtc4ytFJJ4pWIqINKO8+hnhqCtcROKfgqWISDPaVQZYFj3rt3NUsBSROKZgKSLSjHaWQWerikQzBIaBq2NHp0sSEWk2cR0sH330UXJzc0lISGDcuHGsX7/+tK57/vnnMQyDq666qpkrFJF4l1cGufUzwtPTMTwehysSEWk+cRssFy1axOzZs7n33nvZtGkTw4cPZ9q0aRw8ePCU1+Xn5/OTn/yESZMmtVClIhLPdpVBrrrBRaSdiNtg+fDDDzNr1ixmzpzJ4MGDmT9/PklJSSxcuPCk10SjUb797W/zq1/9it69e7dgtSISjyIm5JdrDUsRaT/iMliGQiE2btzIlClTGo65XC6mTJnC2rVrT3rd/fffT1ZWFrfddtvXfo9gMEhFRcVxNxGRY+2tgFAUepn2UkMKliIS7+IyWB46dIhoNEp2dvZxx7OzsykqKjrhNatXr+bJJ59kwYIFp/U95s2bR1paWsMtJyenyXWLSHzZXW7f98XuCncrWIpInIvLYHmmjhw5wk033cSCBQvIOM3Fi+fMmUMgEGi47dmzp5mrFJG2Jr8c3JZJl7C9mKVaLEUk3sXl9MSMjAzcbjfFxcXHHS8uLqZLly5fOX/Xrl3k5+dzxRVXNBwzTRMAj8fDtm3b6NOnz3HX+P1+/H5/M1QvIvGiIADdzHLcmODxYKSmOl2SiEizissWS5/Px+jRo1m+fHnDMdM0Wb58OePHj//K+QMHDuSzzz7jk08+abhdeeWVfOMb3+CTTz5RN7eINEp++TF7hHfujGEYDlckItK84rLFEmD27NnccsstjBkzhrFjx/LII49QVVXFzJkzAbj55pvp3r078+bNIyEhgSFDhhx3fXp6OsBXjouInK6Ccjgvas8I1/hKEWkP4jZYTp8+nZKSEubOnUtRUREjRoxgyZIlDRN6CgsLcbnissFWRFqBiAl7Ko5ZHF3BUkTaAcOyLMvpIuJBRUUFaWlpBAIBUjWOSqTdKwzApL/Ck5VPcU4kn8SrrsI3fLjTZYnIl+jzO7bUZCci0gwK6pYa6m2pxVJE2g8FSxGRZpAfgEQrROfoEUDBUkTaBwVLEZFmkF8OZ0XtHXeMxERciYkOVyQi0vwULEVEmkFBAHK0laOItDMKliIizSC/HHLMuh13OnZ0uBoRkZahYCkiEmOmZc8K71HfYqlgKSLthIKliEiMFVVCMAo5pj01XMFSRNoLBUsRkRjLr1tqKBe1WIpI+6JgKSISYwUB8FhRMiMBAFydOjlckYhIy1CwFBGJsfxy6GIGcGOBx4ORkuJ0SSIiLULBUkQkxr48I9wwDIcrEhFpGQqWIiIxdtwalhpfKSLtiIKliEgMWZbdYtlDa1iKSDukYCkiEkMHq6EmosXRRaR9UrAUEYmhgrqlhnpRFyw1I1xE2hEFSxGRGMovByyLblG1WIpI+6NgKSISQ/kB6GRVk2CGAHClpztckYhIy1GwFBGJoYLyo3uEG6mpGB6PwxWJiLQcBUsRkRjKD2hGuIi0XwqWIiIxYll2i6VmhItIe6VgKSISI6U1cCQEPaKaES4i7ZOCpYhIjOQH7Ps+hlosRaR9UrAUEYmR/Lo1LHtoO0cRaacULEVEYiS/HBKsMOmRSkBd4SLS/ihYiojESH45dK+buIPfj5GQ4GxBIiItTMFSRCRGCgLHzAjv1AnDMByuSESkZSlYiojESH750Rnhbo2vFJF2SMFSRCQGymshENTEHRFp3xQsRURioH5GeF8tNSQi7ZiCpYhIDNQHyxxLi6OLSPulYCkiEgMFAXBZJplhO2GqxVJE2iMFSxGRGMgvhyzrCB4rCi4XRmqq0yWJiLQ4BUsRkRjIDxyzR3h6OoZLv15FpP3Rbz4RkRgoKIcczQgXkXZOwVJEpIkqgnC45pjF0RUsRaSdUrAUEWmigoB931tLDYlIO6dgKSLSRAV1Sw31QksNiUj7pmApItJE9WtYdglrjKWItG8KliIiTZQfgA5mDYnRWkDBUkTaLwVLEZEmKiiHHnUTd4zkZAyfz+GKREScoWApItIElgU7So+ZEa7xlSLSjilYiog0QVEllNXCWZZmhIuIKFiKiDTB5yX2/WCPJu6IiChYiog0QX2w1BqWIiIKliIiTbKlLlhmhxUsRUQULEVEmmDLIfBYUZJqKwBN3hGR9k3BUkSkkSqCUBiAbmY5hmWB14uRnOx0WSIijlGwFBFppC8O2ffD/Ue7wQ3DcLAiERFnKViKiDRS/cSdUQmaES4iAgqWIiKNVj9xp79bE3dEREDBUkSk0bbUdYV3iypYioiAgqWISKOEo7D9sP04vaauK1wzwkWknVOwFBFphJ2lEIpCR28Ud5mdMN2ZmQ5XJSLiLAVLEZFGqO8G/0bqITBN8PsxUlOdLUpExGEKliIijVA/I3ycrxgAd3a2lhoSkXZPwVJEpBHqZ4QPMA8C4M7KcrAaEZHWQcFSROQMWdbRYNm1xm6xdGVnO1iRiEjroGApInKG9lRAIAgeFySW1XWFq8VSRETBUkTkTL2bZ99PzKyBI0cABUsREVCwFBE5Y0t22ffXdLZbK420NIyEBAcrEhFpHRQsRUTOQEkVrN9nPx7vr5u4o/GVIiKAgqWIyBlZmgcWMCwLUgJHlxoSEREFSxGRM7Jkp31/aV8wD9otli6NrxQRAeI8WD766KPk5uaSkJDAuHHjWL9+/UnPXbBgAZMmTaJjx4507NiRKVOmnPJ8EWl/ArWwZq/9+JI+FtFitViKiBwrboPlokWLmD17Nvfeey+bNm1i+PDhTJs2jYN1LQxftnLlSm644QZWrFjB2rVrycnJ4eKLL2bfvn0tXLmItFbL8iBiwoDOkGuUQzgMbjeuzp2dLk1EpFWI22D58MMPM2vWLGbOnMngwYOZP38+SUlJLFy48ITnP/PMM3z/+99nxIgRDBw4kL/85S+Ypsny5ctbuHIRaa3ePqYbvL610pWZieGK21+lIiJnJC5/G4ZCITZu3MiUKVMajrlcLqZMmcLatWtP6zmqq6sJh8N06tTphF8PBoNUVFQcdxOR+FUZgg8K7cfHBkt1g4uIHBWXwfLQoUNEo1Gyv/QLPzs7m6KiotN6jp/97Gd069btuHB6rHnz5pGWltZwy8nJaXLdItJ6Lc2DYBRy0+yu8OhB7REuIvJlcRksm+qhhx7i+eef55VXXiHhJIsez5kzh0Ag0HDbs2dPC1cpIi2lrAbmrbYfXzUQDAPMYu0RLiLyZR6nC2gOGRkZuN1uiut+8dcrLi6mS5cup7z297//PQ899BDvvvsuw4YNO+l5fr8fv98fk3pFpPWyLPjlCjhYBX06wu1jwAqHMUtLAXWFi4gcKy5bLH0+H6NHjz5u4k39RJzx48ef9Lrf/e53PPDAAyxZsoQxY8a0RKki0sq9vh3+vgPcBvzxYkjwQHTfPrAsjORkjORkp0sUEWk14rLFEmD27NnccsstjBkzhrFjx/LII49QVVXFzJkzAbj55pvp3r078+bNA+C3v/0tc+fO5dlnnyU3N7dhLGZKSgopKSmOvQ4RcU5Rpd1aCfCjsTC8rsMjvG0bAJ6+fTEMw6HqRERan7gNltOnT6ekpIS5c+dSVFTEiBEjWLJkScOEnsLCQlzHLBHy2GOPEQqFuPbaa497nnvvvZf77ruvJUsXEYdZFizfDQ+uhoqgvX3jHefUf80iUhcsvf37O1iliEjrY1iWZTldRDyoqKggLS2NQCBAamqq0+WIyBkyLbuFctth+PNHsH6/fbxzIrx4nT2+EiBaUkLln/8Mbjep//EfGBprLdKm6fM7tuK2xVJEBOzAuP0wrN8H+QEoqYKD1fb2jKZl38JROFBpLydUz++G20bCv4+BtGOyY31rpadXL4VKEZEvUbAUkbgTjtrrTr76BazbB4Hg6V3ncUGPDnBejj2msmuHEzz39u32ueoGFxH5CgVLEYkbB47A05/Ci1ugpPro8SQvjO4KAzMgOxmykqFjArhd4DLAY0CXDtA1xQ6XJ2NWVRGtW7PWO2BAM78aEZG2R8FSRNq86jA8vhHmb4TaiH0sMwmuPxum9YbBmeB1N/37ROpaK11du+LSWCwRka9QsBSRNsuy7HUmH1xtT7wBGNMVZo2Ci3rFJkweq74bXLPBRUROTMFSRNqkshq4+z14a6f97x6pcPdEuKyvveVirFmRCJFduwB1g4uInIyCpYi0OR8UwF3LoLjKHhP5w3Ps2dsJzfgbLZKXB+EwRmoqrq/ZGlZEpL1SsBSRNsO04L/WwSPr7H/3Tof/ugSGNfN23ZZpEly1CrBbK7XbjojIiSlYikibUBmCO9+xlxEC+PYQ+OX59ozv5hbasIHo/v3g9+OfNKn5v6GISBulYCkirV5+OXznDdhRai9c/psL4brBLfO9zYoKapcvByDhootwdTjB4pYiIgIoWIpIK7eqAH7wtr1nd3YyPHE5jGjBIY4177wDoRDu7t3xjRnTct9YRKQNUrAUkVbJsuDxTfDbf9hjK0d1hfnftMNlSwlv20ZkyxYwDBKvuEJjK0VEvoaCpYi0OjVh+NlyeM3elpsZZ8P9k8HfQr+xrFCI2pUrCa2zZwn5xo/Hnd3MM4REROKAgmUbVhmC93bD4Rq4pM+J9zUWaWv2VMB3/w5bSuylhO49H24a1jxrUx7LikQwDx8mum8ftatWYVVUAOAZNIiEyZOb95uLiMQJBcs26J1d9l7I7xdAMGofu/99+EYu3DAEJveM/Y4jIi1hdaE9nrKsFjonwmPfhHHdm/68Zk0N0YICzNJSzCNHsCorsaqrscJh+1ZbixUI2P3vdYz0dBIvvVS77IiInAEFyzbmyY/tEFmvdzp0ToKP9sPy3fYtPQEu7g2X94fxPcCnkCmtnGXBXz62t2Y0LRiWBY9fDt2a0AofLSoitHkzkd27MYuLT++ihATcmZl4+vbFP348hrcF1jISEYkjCpZtyItbjobKfx0KNw+D/p3tLsJdZfD8P+HlrXCoBl7YYt/8bhiUAUOz7T2Up/WBRH1WSivy5fGU1w6ylxNqzC46VjRK+PPP7XUn9+w57muuzEzcXbpgpKTgSknBSE7G8PnA68Xw+XB16mQf0wQdEZFGMyzrmL4fabSKigrS0tIIBAKkpqbG/PmX7ITb37Jbc74zEn456cRjzqImrNsHb+6wrzlUc/zXU31w9SC44WwYkAEufYaKgwoD8L037fGUbgPuOR9uHX7m4yktyyLyxRfULluGWVZmH3S58A4ahHfQINw9e+JKSYn9CxCRNq+5P7/bGwXLGInFG/PNHfDhXthbAXuPQGm1/QHrMuwJOhETrh8Mv5tyeh+8lgUFAfi0GDYX22Mz91Qc/brbgMxkyEqyl3K5bjAMyWpU6SJn7JUv4J4VcCRkj6f882Vwbo8zf55ocTE1S5YQzc8HwEhJwXfOOfhGjVKYFJGvpWAZWwqWMdLUN+b6fXDd4lOfc3k/+NMl4HY1rkbTsidHPPOZPRYzbH71nMGZ9lZ5Nwxp/PcROZWKoB0oX63r+h7VFf7nEuh+hj82lmkSXL3a3sPbNMHjwT9+PP6JE+0ubhGR06BgGVsKljHSlDemZcFVi+CTYjj/LLisH/ToABlJYGEHQr8H+naM3ZIrERMOV0Nxld2K+fZOu0UzVDfLfExX+OM0OCstNt9PBOw/aO5ZAfuO2C3xPx4LPxhrLyt0JszycqpfeYVoYSEAnoEDSZw2DVd6ejNULSLxTMEythQsY6Qpb8w3tttLrCR5YdUtkNWCO4scq7wWFm+BP66z18hM8cF9F9iTKTSfQZqiuAp+tcoe7gGQkwqPTIMx3c78ucJbt1L92msQDILPR+Jll+EdNkyTbkSkURQsY0uzwlvAkaAdzFJO0DsXjNhb1gH8+2jnQiXYyxR9ZxRc3AfufAc2HICfLIMN++HX39DamHLmaiPw183w6HqoCNnjem8bCXeea/8hdSYs0yS4YgXB1asBcOfkkHT11bg6dmyGykVEpDEULJvZinz40dv2QuYX94FvDYJJZx3t+vvbZ3ZXdGYSzBrlaKkNzkqDF66FxzbAHz6E5z+HA5X25IoThWORLzMteH0b/OcaeyIawPBsmHcRnJ3ZiOerqaHmpZeI7NoFgO/cc0mYOhXDpYHAIiKtibrCY6S+Kf3j/AAjeqZiWfD4JnhotT1O8ljpCdCvE+SmwbLddhf0QxfZE2Zam3fz7G76mggMzoCFV2rrSDk507LH6/5pHXxx2D7WJQX+YzxcPbBxE8Kihw9T/eyzmKWl4PGQeOWV+IYOjW3hItJuqSs8thQsY6T+jdnjoQD9uqbSJQX+Ubc+8w1DYMbZ9izYV7+wt6s7Vr9OsOTbZz6BoaV8Wgz/9jqUVEOiB24cYreuKmBKvVAU/r4D/vwR7Ci1j6X44PbRdtd3Yxflj+TnU71oEVZtLUZaGsk33IA7Ozt2hYtIu6dgGVsKljFS/8bs9dsAUb/9xnQbcO8F9g459fMKQlH44hDkl0N+AA5W2cv7DGpE92BL2lMBP3jLnrkO4HXZXfr+usEUHpc9k713R+jVEYZmNW7nFGlbymvh2c/gqU+hqNI+luqH20bAzBGQltD45w5t3kzN66+DaeLu3p2kGTO0LqWIxJyCZWwpWMZI/Rtz78EAH5elsm4fXNEfxnZ3urLYsSz4oBAe/Qg+3Hfqc1P9cN0g+PYw6KO5FXHFsuwF95/5zF7RoCZiH89MsnfNuXm4/f/f+Oe3CK5cSfB9e/9S7+DBJF51lfbtFpFmoWAZWwqWMdLe3pibDsBnB8HAbo0NRuxdfnaX2y2yJdVHz53c0x5Dqq7ztm1fBby1094x5/OSo8cHZdjbjF7R/2gLdmNZkQg1r71G+J//BMA/cSL+Cy/UUkIi0mza2+d3c1OwjBG9MY+KmrCqwJ7x/t5ue/JSp0T448UwOdfp6uRM7K0Lk2/tgI+Ljh73u+2F/L89xF6LMha5z6yqonrRIqJ79oDLReLll+MbObLpTywicgr6/I4tBcsY0RvzxPLK7Fnl9S1c3x9jr9fZlLF30nwsC7YfhhUF8PaOo2NqwW6dHtvdDpT/0h86Jsbu+0ZLSqh+7jnMsjLw+0m+/no8vXvH7huIiJyEPr9jS8EyRvTGPLnaCDzwvt2CCfakptFd7dbLJK/dbV5SZe/2E7XscON1w8guMCEHBmbY2/9J7EVNexb35mL4aL89hrZ+Eg7YYXJcXZi8pC9kN8MC/pG8PKpeeAGCQYz0dJJvvBF3ZiufzSYicUOf37GlYBkjemN+vb9vh0fWHV2O5nR1SrTHaV7Wz56JrtnmpydqQkUQSmuhrMaewV1aY3dv5wfslQl2lEJ1+Pjr/G44twdM6WWHyebcDSq0cSM1b74JlmXvpDN9Oq5kB7efEpF2R5/fsaVgGSN6Y56+PRWwYre9zqfbZc8mzkyCDn67NdNl2IFo7V5Yv//44JPshYln2S2eo7pA/wy7RTRQa18TCH7pvu54bcSeWJLosddUTKx7/OVjPrfdampadjA79rFp2f+OmnYtHpddv9dlP/7y7VRf87js11k/+enYe7Bfc1XYbsWtCtmPT/bv6hMcr3/tp/PDneyFodkwIttuIR7bvfnDu2Wa1C5bRujDDwHwDh1K4pVXYnj0V4OItCx9fseWgmWM6I3ZPMJR2FQE7+y0J5EcqPz6a+R4HXz2eMiOCfauT907QM90e+en3h3t5aAasyNOY1mhENUvv0xk2zYA/JMn4z//fM38FhFH6PM7thQsY0RvzOZnWvYuQB/utcPmpgP2+EyXYa+bmOqHNP+JHyd57SWRaupv4a/+uyZiL2DvNuyg5TLqWlBddcfqWlPrQ1jUhMiXbxZEosfcf/nYMedGzZO3KPrdkOyzWxOTvfbjFJ/9OlLq/t3wdd8xx+ruO/iOBkmvu8X+i76WWVZG1aJFmMXF4HaTeNVV+Ia0wr1MRaTd0Od3bKnfSdoMlwEjutg3sCf51ETsLuy23thlWXbIrP8zryVbEFtKeOdOal56yd6eMSmJpBkz8OTkOF2WiIjEkIKltFmGYbfgxYOG8ZVtPCCfiGVZBFevJvjeewD29ozXXYcrLc3hykREJNYULEWk2ZhVVdS8+iqRnTsB8I0aRcKll2qSjohInNJvdxFpFpG8PKpfeQWrshI8HhIvvRTfqFFOlyUiIs1IwVJEYsqKRKhdsYLQmjUAuDIzSbr2WtxZWQ5XJiIizU3BUkRiJrJvHzWvvop56BBQ1/V9ySUY3jgZDCsiIqekYCkiTWaFwwRXrSK4Zg1YFkZKComXX453wACnSxMRkRakYCkiTRLevp2at9/GKi8H7F10Ei65BFdSksOViYhIS1OwFJFGiZaWUrt0acMOOkZqKomXXop34ECHKxMREacoWIrIGTFragiuWkXoo4/ANMHlwnfuuSRccAGGz+d0eSIi4iAFSxE5LVYwSHD9enscZW0tAJ6+fUmYOlUzvkVEBFCwFJGvYdXWEly/ntDatVh1gdKVlUXCxRfj7dPH4epERKQ1UbAUkRMyy8sJrltHaNMmCIUAcHXujP/88/EOGYLhisMNzUVEpEkULEWkgWVZRPPzCW7YQGTrVrAswF7k3D9pEt6zz1agFBGRk1KwFBHM6mrCnxDhu+AAABwxSURBVH5KaMMGzMOHG457evfGN348nj59MAzDwQpFRKQtULAUaaesSITIjh2ENm8msmOHPcMbwOfDN3QovnPOwZ2d7WyRIiLSpihYirQjVjhMZNcuwlu3Et62DYLBhq+5unbFN2oUvqFDMfx+B6sUEZG2SsFSJM6ZgQDhHTuI7NxJJC8PwuGGrxkdOuAbNgzvsGFaMkhERJpMwVIkjliWhRUIECksJJKfT7SgALO09LhzjNRUvIMH4x08GHePHho7KSIiMaNgKdJGWdEoZmkpZkkJ0ZISovv3E923D6uq6vgTDQN3jx54+vXD268fruxshUkREWkWCpYirZgVCmFWVGBVVGBWVGCWlhI9dAizpMRuiayfcHMslwt3ly64e/bEk5uL56yzMBISWr54ERFpdxQsRVqIZZpYtbVYNTWnvlVXYx45ghkIHDe55oR8PtyZmbgyM3FnZ+Pu3h13ly4YXm/LvCgREZFjKFiKnCYrGrWDYW0tVjAI9Y+/fAsGT/j4a0Piyfj9uFJTcaWmYqSl2UEyIwN3ZiZGaqq6tUVEpNVQsJR2yQqHsSorMSsrj7u3qqqOD4bHBsljZlM3ic+HkZSEkZiIKzERIzERIyGh4ZiRmIjRocPRMKmlf0REpI1QsJS4Y5mmPSaxvBwzELDHKAYCDY9Pq4v5/7d351FRXNkfwL/d7IssgrKJIKi4b6DYqAGU4xI0OnFcCFFUnJgTHVGiATWKy3F0konRJMYtUcYNlBkljlGREMGNQVEatwmbKP6MLQZsQAFZ+v7+YKhQspnYgsXczzl1oN979erdfl1yra2bYmAAmYFBTTJYd3m+zMAAeL6NoSFkOjraC5Yxxhh7jXBiySSJNBpQURGqCwtr7oyuuzx+DFRXN9+Jri5kpqaQm5r++tPEpH4iWCdphIEBf1c2Y4wx1og2nVhu3boVn376KVQqFfr3748vv/wSQ4YMabR9TEwMVq5ciTt37qBbt27461//ijfffLMFR8zqIqKa09QFBdAUFNTcDV1Q8Gvy2NAd0bXkcsgtLCAzN4fc3LzmtLK5+a+v27WrOSXN1ycyxhhjWtNmE8tDhw4hNDQU27dvh6enJzZv3owxY8YgIyMDHRv4hpGLFy8iICAAGzZswPjx43Hw4EFMmjQJV69eRZ8+fVohgv8NRFRzJ7RaXXP08b9JpKagANUFBU2fstbRgdzSEnIrq5qf7dtDx8oK8vbta25q4SOLjDHGWIuSERG19iBeBU9PTwwePBhfffUVAECj0cDR0RF//vOfER4eXq/9tGnT8PTpUxw/flwoGzp0KAYMGIDt27c3u73i4mKYm5ujqKgIZmZm2gtEwkijqUka694c8+TJr9c+qtXQqNVN3xQjk0FuYVGTPP530fnvT1m7dpw8MsYYeyn891u72uQRy4qKCly5cgXLli0TyuRyOfz8/JCcnNzgOsnJyQgNDRWVjRkzBrGxsb9p25UZGag0NW260cvm8s2s32zvzW2fqOY0838XqvO76HVVFaiiomZ59gyo8zuVltZ8A8wLxiozNRWOPtYmjnJra8gtLSHTbZMfU8YYY6zNaZN/sX/55RdUV1fDxsZGVG5jY4OffvqpwXVUKlWD7VUqVYPtnz17hmd1TtMWFRUBAB5GRaGUHw8jIjM2rrkpxsQEchMT8fWOFhaQm5kBurrQANAAqKq7cmlp6wyaMcbY/4Ti4mIANZdmsZfXJhPLlrBhwwasWbOmXnnvzz9vhdEwxhhj7GUUFBTA3Ny8tYcheW0ysbS2toaOjg4ePnwoKn/48CFsbW0bXMfW1vY3tV+2bJno1LlarYaTkxPy8vLa3AezuLgYjo6OuHfvXpu8/qQtx8exSRPHJk0cmzQVFRWhc+fOaN++fWsPpU1ok4mlvr4+3N3dkZCQgEmTJgGouXknISEBCxYsaHAdhUKBhIQELFq0SCiLj4+HQqFosL2BgQEMGjjlbW5u3uZ2ulpmZmZtNjagbcfHsUkTxyZNHJs0yflmUK1ok4klAISGhiIoKAgeHh4YMmQINm/ejKdPn2L27NkAgJkzZ8LBwQEbNmwAAISEhMDb2xufffYZ/P39ER0djdTUVOzcubM1w2CMMcYYk4w2m1hOmzYNjx49wqpVq6BSqTBgwACcOnVKuEEnLy9P9L8TLy8vHDx4EB9//DGWL1+Obt26ITY2lp9hyRhjjDH2gtpsYgkACxYsaPTUd2JiYr2yKVOmYMqUKb9rWwYGBoiIiGjw9LjUteXYgLYdH8cmTRybNHFs0tSWY2sNbfYB6YwxxhhjrGXxlaqMMcYYY0wrOLFkjDHGGGNawYklY4wxxhjTCk4sGWOMMcaYVnBi2YRt27ahX79+wgNhFQoFTp48KdSXl5dj/vz5sLKygqmpKSZPnlzv23vy8vLg7+8PY2NjdOzYEUuXLkVVVdXzm2p1GzduhEwmEz0gXqrxrV69GjKZTLT06NFDqJdqXLXu37+Pd999F1ZWVjAyMkLfvn2Rmpoq1BMRVq1aBTs7OxgZGcHPzw9ZWVmiPgoLCxEYGAgzMzNYWFggODgYT548aelQ6nF2dq43dzKZDPPnzwcg7bmrrq7GypUr0aVLFxgZGcHV1RXr1q0TfT+xlOeupKQEixYtgpOTE4yMjODl5YXLly8L9VKJ7ezZs5gwYQLs7e0hk8kQGxsrqtdWHNeuXcOIESNgaGgIR0dHfPLJJ60e25EjRzB69GhYWVlBJpNBqVTW6+N13Qebiq2yshJhYWHo27cvTExMYG9vj5kzZ+Lnn38W9fG6zpvkEGvUsWPH6Pvvv6fMzEzKyMig5cuXk56eHt24cYOIiN5//31ydHSkhIQESk1NpaFDh5KXl5ewflVVFfXp04f8/PwoLS2NTpw4QdbW1rRs2bLWCqlBly5dImdnZ+rXrx+FhIQI5VKNLyIignr37k0PHjwQlkePHgn1Uo2LiKiwsJCcnJxo1qxZlJKSQrdv36a4uDjKzs4W2mzcuJHMzc0pNjaW0tPT6a233qIuXbpQWVmZ0Gbs2LHUv39/+ve//03nzp2jrl27UkBAQGuEJJKfny+at/j4eAJAZ86cISJpz9369evJysqKjh8/Trm5uRQTE0Ompqa0ZcsWoY2U527q1KnUq1cvSkpKoqysLIqIiCAzMzP6v//7PyKSTmwnTpygFStW0JEjRwgAHT16VFSvjTiKiorIxsaGAgMD6caNGxQVFUVGRka0Y8eOVo1t7969tGbNGtq1axcBoLS0tHp9vK77YFOxqdVq8vPzo0OHDtFPP/1EycnJNGTIEHJ3dxf18brOm9RwYvkbWVpa0jfffENqtZr09PQoJiZGqPvPf/5DACg5OZmIaj7ocrmcVCqV0Gbbtm1kZmZGz549a/GxN6SkpIS6detG8fHx5O3tLSSWUo4vIiKC+vfv32CdlOMiIgoLC6Phw4c3Wq/RaMjW1pY+/fRToUytVpOBgQFFRUUREdGtW7cIAF2+fFloc/LkSZLJZHT//v1XN/jfISQkhFxdXUmj0Uh+7vz9/WnOnDmisrfffpsCAwOJSNpzV1paSjo6OnT8+HFR+aBBg2jFihWSje35BEVbcXz99ddkaWkp+kyGhYWRm5vbqw5J0FBiWSs3N7fBxFIq+2BTsdW6dOkSAaC7d+8SkXTmTQr4VPgLqq6uRnR0NJ4+fQqFQoErV66gsrISfn5+QpsePXqgc+fOSE5OBgAkJyejb9++wrf9AMCYMWNQXFyMmzdvtngMDZk/fz78/f1FcQCQfHxZWVmwt7eHi4sLAgMDkZeXB0D6cR07dgweHh6YMmUKOnbsiIEDB2LXrl1CfW5uLlQqlSg+c3NzeHp6iuKzsLCAh4eH0MbPzw9yuRwpKSktF0wzKioqsH//fsyZMwcymUzyc+fl5YWEhARkZmYCANLT03H+/HmMGzcOgLTnrqqqCtXV1TA0NBSVGxkZ4fz585KOrS5txZGcnIw33ngD+vr6QpsxY8YgIyMDjx8/bqFofjup74N1FRUVQSaTwcLCAkDbnreW1qa/eUcbrl+/DoVCgfLycpiamuLo0aPo1asXlEol9PX1hQ9lLRsbG6hUKgCASqUS7Vy19bV1rS06OhpXr14VXQdVS6VSSTY+T09PREZGws3NDQ8ePMCaNWswYsQI3LhxQ9JxAcDt27exbds2hIaGYvny5bh8+TIWLlwIfX19BAUFCeNraPx14+vYsaOoXldXF+3bt2/1+OqKjY2FWq3GrFmzAEj7MwkA4eHhKC4uRo8ePaCjo4Pq6mqsX78egYGBovFJce7atWsHhUKBdevWoWfPnrCxsUFUVBSSk5PRtWtXScdWl7biUKlU6NKlS70+aussLS1fyfhfltT3wVrl5eUICwtDQEAAzMzMALTteWtpnFg2w83NDUqlEkVFRfjHP/6BoKAgJCUltfawXtq9e/cQEhKC+Pj4ekcZpK72CBAA9OvXD56ennBycsLhw4dhZGTUiiN7eRqNBh4eHvjLX/4CABg4cCBu3LiB7du3IygoqJVHp13ffvstxo0bB3t7+9YeilYcPnwYBw4cwMGDB9G7d28olUosWrQI9vb2bWLu9u3bhzlz5sDBwQE6OjoYNGgQAgICcOXKldYeGmOCyspKTJ06FUSEbdu2tfZw2iQ+Fd4MfX19dO3aFe7u7tiwYQP69++PLVu2wNbWFhUVFVCr1aL2Dx8+hK2tLQDA1ta23t1yta9r27SWK1euID8/H4MGDYKuri50dXWRlJSEL774Arq6urCxsZF0fHVZWFige/fuyM7Olvy82dnZoVevXqKynj17Cqf6a8fX0Pjrxpefny+qr6qqQmFhYavHV+vu3bv44YcfMHfuXKFM6nO3dOlShIeHY/r06ejbty9mzJiBxYsXY8OGDaLxSXXuXF1dkZSUhCdPnuDevXu4dOkSKisr4eLiIvnYamkrjtf5c9oUqe+DtUnl3bt3ER8fLxytBNr2vLU0Tix/I41Gg2fPnsHd3R16enpISEgQ6jIyMpCXlweFQgEAUCgUuH79uujDWvthfj45aGmjRo3C9evXoVQqhcXDwwOBgYHC71KOr64nT54gJycHdnZ2kp+3YcOGISMjQ1SWmZkJJycnAECXLl1ga2sriq+4uBgpKSmi+NRqtehI0o8//giNRgNPT88WiKJ5e/bsQceOHeHv7y+USX3uSktLIZeL/8nV0dGBRqMB0HbmzsTEBHZ2dnj8+DHi4uIwceLENhObtuJQKBQ4e/YsKisrhTbx8fFwc3N7rU+nSnkfrE0qs7Ky8MMPP8DKykpU35bnrcW19t1Dr7Pw8HBKSkqi3NxcunbtGoWHh5NMJqPTp08TUc1jFzp37kw//vgjpaamkkKhIIVCIaxf+9iF0aNHk1KppFOnTlGHDh1ei0efNKTuXeFE0o3vww8/pMTERMrNzaULFy6Qn58fWVtbU35+PhFJNy6imjsZdXV1af369ZSVlUUHDhwgY2Nj2r9/v9Bm48aNZGFhQd999x1du3aNJk6c2ODjUAYOHEgpKSl0/vx56tat22vxyBoiourqaurcuTOFhYXVq5Py3AUFBZGDg4PwuKEjR46QtbU1ffTRR0IbKc/dqVOn6OTJk3T79m06ffo09e/fnzw9PamiooKIpBNbSUkJpaWlUVpaGgGgTZs2UVpamnD3sDbiUKvVZGNjQzNmzKAbN25QdHQ0GRsbv/LH1jQXW0FBAaWlpdH3339PACg6OprS0tLowYMHQh+v6z7YVGwVFRX01ltvUadOnUipVIoeaVb3Du/Xdd6khhPLJsyZM4ecnJxIX1+fOnToQKNGjRKSSiKisrIy+uCDD8jS0pKMjY3pD3/4g2gHJCK6c+cOjRs3joyMjMja2po+/PBDqqysbOlQXsjziaVU45s2bRrZ2dmRvr4+OTg40LRp00TPeZRqXLX+9a9/UZ8+fcjAwIB69OhBO3fuFNVrNBpauXIl2djYkIGBAY0aNYoyMjJEbQoKCiggIIBMTU3JzMyMZs+eTSUlJS0ZRqPi4uIIQL0xE0l77oqLiykkJIQ6d+5MhoaG5OLiQitWrBD9YZPy3B06dIhcXFxIX1+fbG1taf78+aRWq4V6qcR25swZAlBvCQoK0moc6enpNHz4cDIwMCAHBwfauHFjq8e2Z8+eBusjIiKEPl7XfbCp2Gofn9TQUvuMXKLXd96kRkZU52sfGGOMMcYY+534GkvGGGOMMaYVnFgyxhhjjDGt4MSSMcYYY4xpBSeWjDHGGGNMKzixZIwxxhhjWsGJJWOMMcYY0wpOLBljjDHGmFZwYskYa9bq1athaGiIqVOnoqqqqrWH81KcnZ2xefPm1h4GACAyMhIWFha/a92VK1fivffe0/KI6tu+fTsmTJjwyrfDGGsbOLFkjDVryZIlOHnyJI4dO4aYmJhm2w8dOhTvv/++qGz79u2QyWSIjIwUlc+aNQsjRozQ5nBfS9pMaFUqFbZs2YIVK1Zopb+mzJkzB1evXsW5c+de+bYYY9LHiSVjrFmmpqbw9fXF9OnTsW/fvmbb+/r6IjExUVR25swZODo61itPTEzEyJEjtTjatu+bb76Bl5cXnJycXvm29PX18c477+CLL7545dtijEkfJ5aMsRc2dOhQxMfH49GjR0228/X1RUZGBlQqlVCWlJSE8PBwUWKZm5uLu3fvwtfXF9XV1QgODkaXLl1gZGQENzc3bNmyRWh7+vRpGBoaQq1Wi7YVEhIiSkzPnz+PESNGwMjICI6Ojli4cCGePn3a6FjVajXmzp2LDh06wMzMDCNHjkR6erpQv3r1agwYMAD79u2Ds7MzzM3NMX36dJSUlAhtSkpKEBgYCBMTE9jZ2eHzzz+Hj48PFi1aBADw8fHB3bt3sXjxYshkMshkMtEY4uLi0LNnT5iammLs2LF48OBBk+9vdHR0vdPTPj4+WLhwIT766CO0b98etra2WL16taiNTCbDjh07MH78eBgbG6Nnz55ITk5GdnY2fHx8YGJiAi8vL+Tk5IjWmzBhAo4dO4aysrImx8UYY5xYMsZeWGRkJKqqqhAdHd1ku2HDhkFPTw9nzpwBANy6dQtlZWUIDg5GQUEBcnNzAdQcxTQ0NIRCoYBGo0GnTp0QExODW7duYdWqVVi+fDkOHz4MABg1ahQsLCzwz3/+U9hOdXU1Dh06hMDAQABATk4Oxo4di8mTJ+PatWs4dOgQzp8/jwULFjQ61ilTpiA/Px8nT57ElStXMGjQIIwaNQqFhYVCm5ycHMTGxuL48eM4fvw4kpKSsHHjRqE+NDQUFy5cwLFjxxAfH49z587h6tWrQv2RI0fQqVMnrF27Fg8ePBAljqWlpfjb3/6Gffv24ezZs8jLy8OSJUsaHW9hYSFu3boFDw+PenV///vfYWJigpSUFHzyySdYu3Yt4uPjRW3WrVuHmTNnQqlUokePHnjnnXcwb948LFu2DKmpqSCieu+Xh4cHqqqqkJKS0ui4GGMMAECMMfYCLl68SDKZjCZMmECenp7Nth82bBi99957RES0detWevPNN4mIaPTo0bR7924iIpoxYwb5+vo22sf8+fNp8uTJwuuQkBAaOXKk8DouLo4MDAzo8ePHREQUHBwsbLPWuXPnSC6XU1lZGREROTk50eeffy7UmZmZUXl5uWgdV1dX2rFjBxERRUREkLGxMRUXFwv1S5cuFd6D4uJi0tPTo5iYGKFerVaTsbExhYSECGV1t1trz549BICys7OFsq1bt5KNjU2j70laWhoBoLy8PFG5t7c3DR8+XFQ2ePBgCgsLE14DoI8//lh4nZycTADo22+/FcqioqLI0NCw3nYtLS0pMjKy0XExxhgRER+xZIy9kM2bN2P8+PFYs2YNUlJSkJ2d3WR7Hx8f4bR3YmIifHx8AADe3t6icl9fX2GdrVu3wt3dHR06dICpqSl27tyJvLw8oT4wMBCJiYn4+eefAQAHDhyAv7+/cGd1eno6IiMjYWpqKixjxoyBRqMRjpLWlZ6ejidPnsDKykq0Tm5uruh0sLOzM9q1aye8trOzQ35+PgDg9u3bqKysxJAhQ4R6c3NzuLm5NfeWAgCMjY3h6uraYN8NqT0dbWhoWK+uX79+otcN9VW3jY2NDQCgb9++orLy8nIUFxeL1jMyMkJpaWlz4TDG/sdxYskYa9a9e/dw5MgRhIaGYuDAgejduzcOHDjQ5Dq+vr7IzMzE/fv3kZiYCG9vbwC/JpY5OTm4d++ecH1kdHQ0lixZguDgYJw+fRpKpRKzZ89GRUWF0OfgwYPh6uqK6OholJWV4ejRo8JpcAB48uQJ5s2bB6VSKSzp6enIysoSJW9129vZ2YnaK5VKZGRkYOnSpUI7PT090XoymQwajea3v5ENaKhvImq0vbW1NQDg8ePHL9TX8+Os26b2Ws+Gyp5fr7CwEB06dGh0XIwxBgC6rT0Axtjr76uvvkK/fv2Eo47vvvsudu/ejYiIiEbX8fLygr6+Pr7++muUl5fD3d0dQE1y+OjRI+zevRsmJibCkb4LFy7Ay8sLH3zwgdDH8zeRADVHLQ8cOIBOnTpBLpfD399fqBs0aBBu3bqFrl27vlBcgwYNgkqlgq6uLpydnV9onee5uLhAT08Ply9fRufOnQEARUVFyMzMxBtvvCG009fXR3V19e/aRl2urq4wMzPDrVu30L1795fu70Xk5OSgvLwcAwcObJHtMcaki49YMsaaVFpail27diE0NFQoCwwMRHZ2Ni5dutToekZGRhg6dCi+/PJLDBs2DDo6OgBqEqy65bVHy7p164bU1FTExcUhMzMTK1euxOXLl+v1GxgYiKtXr2L9+vX44x//CAMDA6EuLCwMFy9exIIFC6BUKpGVlYXvvvuu0Zt3/Pz8oFAoMGnSJJw+fRp37tzBxYsXsWLFCqSmpr7Q+9OuXTsEBQVh6dKlOHPmDG7evIng4GDI5XLR3d/Ozs44e/Ys7t+/j19++eWF+m6IXC6Hn58fzp8//7v7+K3OnTsHFxeXBo/6MsZYXZxYMsaatHfvXhgbG2Pq1KlCmaOjI3x8fLB///4m1/X19UVJSYlwpLOWt7c3SkpKRNdXzps3D2+//TamTZsGT09PFBQUiI5e1uratSuGDBmCa9euiU6DAzXXDyYlJSEzMxMjRozAwIEDsWrVKtjb2zc4PplMhhMnTuCNN97A7Nmz0b17d0yfPh13794Vrj98EZs2bYJCocD48ePh5+eHYcOGoWfPnqLrINeuXYs7d+7A1dX1pU8pz507F9HR0Vo7Hd+cqKgo/OlPf2qRbTHGpE1GTV3Mwxhj7Dd7+vQpHBwc8NlnnyE4OFjr/RMRPD09sXjxYgQEBGi9/7pu3ryJkSNHIjMzE+bm5q90W4wx6eMjlowx9pLS0tIQFRWFnJwcXL16VTiSOnHixFeyPZlMhp07d7bI97Y/ePAAe/fu5aSSMfZC+IglY4y9pLS0NMydOxcZGRnQ19eHu7s7Nm3aJHqMD2OM/S/gxJIxxhhjjGkFnwpnjDHGGGNawYklY4wxxhjTCk4sGWOMMcaYVnBiyRhjjDHGtIITS8YYY4wxphWcWDLGGGOMMa3gxJIxxhhjjGkFJ5aMMcYYY0wrOLFkjDHGGGNa8f/gyaLJ7nfvYgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(0)\n", + "plt.plot(WL_PSK_abs, transmittance, label='$T=1-P_{abs,layers}-R_{monitor}$', color='dodgerblue')\n", + "plt.plot(WL_2, T_per_nm, label='$T_{Monitor} + P_{abs,Si}$', color='lightcoral')\n", + "plt.title('Error Analysis of Non-reciprocating Transmittance Due to Low Accuracy FDTD')\n", + "plt.legend()\n", + "plt.xlabel(\"λ Wavelength (nm)\")\n", + "plt.ylabel(\"T (%)\")\n", + "plt.ylim(0,1)\n", + "plt.xlim(300,1200)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(1)\n", + "plt.plot(WL_R, 1-R_per_nm, label=\"Reflection\", color=\"gray\", linestyle=\"--\") #1-R\n", + "plt.plot(WL_PSK_abs, PSK_abs_per_nm, label='Perovskite', color=\"dodgerblue\") #Perovskite Absorption\n", + "plt.plot(WL_PSK_abs, PAonPSK, label=\"Parasitic\", color=\"gray\", ) #Parasitic Absorption\n", + "plt.plot(WL_2, T_per_nm, label='Transmittance', color=\"lightcoral\") # Tranmission\n", + "\n", + "plt.fill_between(WL_PSK_abs, PAonPSK, 1-R_per_nm, color='lightgray')\n", + "plt.fill_between(WL_PSK_abs, WL_filltop, 1-R_per_nm, color='whitesmoke')\n", + "plt.fill_between(WL_PSK_abs, PSK_abs_per_nm, WL_fillbot, color='azure')\n", + "plt.fill_between(WL_PSK_abs, T_per_nm, WL_fillbot, color='mistyrose' )\n", + "\n", + "plt.title(\"Total Absorbance\")\n", + "plt.ylim(0,1)\n", + "plt.xlim(300,1500)\n", + "plt.xlabel(\"λ Wavelength (nm)\")\n", + "plt.ylabel(\"1-R and EQE (%)\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Power Absoption Calculation" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "AM15 = np.interp(WL_PSK_abs, WL_1, power_per_nm)\n", + "R_pabs = R_per_nm * AM15\n", + "PA_pabs = ((1-R_per_nm) - PAonPSK ) * AM15\n", + "PSK_pabs = PSK_abs_per_nm * AM15\n", + "T_pabs = T_per_nm * AM15" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "plt.figure(3)\n", + "plt.plot(WL_PSK_abs, AM15, label='AM15', color='black')\n", + "plt.plot(WL_PSK_abs, R_pabs, label='Reflection', color=\"gray\", linestyle='--')\n", + "plt.plot(WL_PSK_abs, PA_pabs, label='Parasitic', color='gray')\n", + "plt.plot(WL_PSK_abs, PSK_pabs, label='Perovskite', color='dodgerblue')\n", + "plt.plot(WL_PSK_abs, T_pabs, label='Transmittance', color='lightcoral')\n", + "plt.plot(WL_PSK_abs, WL_fillbot)\n", + "plt.close()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Color Fill, Σ consecutively to make stack plot" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "R_pabs_stack = R_pabs\n", + "PA_pabs_stack = R_pabs_stack + PA_pabs\n", + "PSK_pabs_stack = PA_pabs_stack + PSK_pabs\n", + "T_pabs_stack = PSK_pabs_stack + T_pabs" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(4)\n", + "plt.plot(WL_PSK_abs, R_pabs_stack, label='Reflection', color=\"gray\", linestyle='--')\n", + "plt.fill_between(WL_PSK_abs, WL_fillbot, R_pabs_stack, color='whitesmoke')\n", + "\n", + "plt.plot(WL_PSK_abs, PA_pabs_stack, label='Parasitic', color='gray')\n", + "plt.fill_between(WL_PSK_abs, R_pabs_stack, PA_pabs_stack, color='lightgray')\n", + "\n", + "plt.plot(WL_PSK_abs, PSK_pabs_stack, label='Perovskite', color='dodgerblue')\n", + "plt.fill_between(WL_PSK_abs, PA_pabs_stack, PSK_pabs_stack, color='azure')\n", + "\n", + "plt.plot(WL_PSK_abs, T_pabs_stack, label='Transmittance', color='lightcoral')\n", + "plt.fill_between(WL_PSK_abs, PSK_pabs_stack, T_pabs_stack, color='mistyrose')\n", + "\n", + "plt.legend()\n", + "plt.title('AM$1.5/0˚$ $P_{abs}$ Spectrum ')\n", + "plt.ylim(0,1.75)\n", + "plt.xlim(300,1500)\n", + "\n", + "plt.ylabel('$W m^{-2} * nm^{-1}$')\n", + "plt.xlabel(\"λ Wavelength (nm)\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Verify Power Loss when converting spectum to match FDTD resolution" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rounded_AM15 = 90.27 mA/cm²\n" + ] + } + ], + "source": [ + "Rounded_AM15=np.trapz(-AM15, x=WL_PSK_abs, axis=-1) #about 10% loss\n", + "print('Rounded_AM15 =',round(Rounded_AM15/10,2),'mA/cm\\u00b2')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calculating Pabs with ideal QE" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "R_pabs_value = 8.36 mA/cm² or 9.26 %\n", + "PA_pabs_value = 8.07 mA/cm² or 8.94 %\n", + "PSK_pabs_value = 46.29 mA/cm² or 51.28 %\n", + "T_pabs_value = 27.55 mA/cm² or 30.52 %\n" + ] + } + ], + "source": [ + "R_pabs_value=np.trapz(-R_pabs, x=WL_PSK_abs)\n", + "PA_pabs_value=np.trapz(-PA_pabs, x=WL_PSK_abs)\n", + "PSK_pabs_value=np.trapz(-PSK_pabs, x=WL_PSK_abs)\n", + "T_pabs_value=np.trapz(-T_pabs, x=WL_PSK_abs)\n", + "\n", + "print('R_pabs_value =',round(R_pabs_value/10,2),'mA/cm\\u00b2','or', round(R_pabs_value/Rounded_AM15*100,2),'%' )\n", + "print('PA_pabs_value =',round(PA_pabs_value/10,2),'mA/cm\\u00b2','or', round(PA_pabs_value/Rounded_AM15*100,2),'%' )\n", + "print('PSK_pabs_value =',round(PSK_pabs_value/10,2),'mA/cm\\u00b2','or', round(PSK_pabs_value/Rounded_AM15*100,2),'%' )\n", + "print('T_pabs_value =',round(T_pabs_value/10,2),'mA/cm\\u00b2','or', round(T_pabs_value/Rounded_AM15*100,2),'%' )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exporting T_pabs to Raytracing, plotting first" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(3)\n", + "\n", + "T_pabs_export = pd.DataFrame({'wl':WL_PSK_abs, 'power': T_pabs})\n", + "\n", + "plt.plot(WL_PSK_abs, AM15, label='AM1.5/0˚', color='olive')\n", + "plt.fill_between(WL_PSK_abs,AM15, T_pabs_export['power'], color='lemonchiffon')\n", + "\n", + "plt.plot(T_pabs_export['wl'],T_pabs_export['power'], color='lightcoral', label='Bottom Cell')\n", + "plt.fill_between(WL_PSK_abs,T_pabs_export['power'], WL_fillbot, color='mistyrose')\n", + "\n", + "plt.legend()\n", + "plt.title('Incident Power Spectrum ')\n", + "plt.ylim(0,1.75)\n", + "plt.xlim(300,1500)\n", + "\n", + "plt.ylabel('$W m^{-2} * nm^{-1}$')\n", + "plt.xlabel(\"λ Wavelength (nm)\")\n", + "plt.show()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Export to CSV to inport into OPAL2 for Raytracing" + ] + }, + { + "cell_type": "code", + "execution_count": 359, + "metadata": {}, + "outputs": [], + "source": [ + "with open('Conformal_Import_to_RT.csv', 'a') as f:\n", + " T_pabs_export.to_csv(f, header=True)\n", + "# T_pabs_export" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Deprecated Code" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# AM15 = np.interp(WL_0, WL_1, power_per_nm)\n", + "# Trans = np.interp(WL_0, WL_PSK_abs, transmittance[::-1])\n", + "# for i in range(len(Trans)):\n", + "# if Trans[i] < 0:\n", + "# Trans[i] = 0\n", + "# For_RT = transmittance[::-1] * AM15\n", + "\n", + "# AM15 = np.interp(WL_0, WL_1, power_per_nm)\n", + "# Trans = np.interp(WL_0, WL_2, T_per_nm)\n", + "# for i in range(len(Trans)):\n", + "# if Trans[i] < 0:\n", + "# Trans[i] = 0\n", + "# For_RT = Trans * AM15\n", + "\n", + "# T_per_nm1 = np.interp(WL_HTL_abs, WL_2, T_per_nm)\n", + "# R_per_nm1 = np.interp(WL_HTL_abs,WL_R, R_per_nm)\n", + "# 1-(R_per_nm+ITO_abs_per_nm+HTL_abs_per_nm+ETL_abs_per_nm)\n", + "# PA_per_nm=1-R_per_nm1-(ITO_abs_per_nm+HTL_abs_per_nm+ETL_abs_per_nm)-T_per_nm\n", + "\n", + "\n", + "# plt.plot(WL_ETL_abs, PA_per_nm, label=\"PA\")\n", + "# plt.plot(WL_0, WL_filltop)\n", + "# plt.plot(WL_0, WL_fillbot)\n", + "# plt.plot(WL_HTL_abs, transmittance)\n", + "# cross = WL_PSK_abs[PSK_abs_per_nm - T_per_nm>= 0][0]\n", + "# plt.fill_between(WL_PSK_abs,T_per_nm,PSK_abs_per_nm, where=(WL_PSK_abs>cross), color=\"yellow\", alpha=.1)\n", + "\n", + "# plt.plot(WL_ITO_abs, 1-ITO_abs_per_nm, label='ITO')\n", + "# plt.plot(WL_HTL_abs, 1-HTL_abs_per_nm, label='HTL')\n", + "# plt.plot(WL_ETL_abs, 1-ETL_abs_per_nm, label='ETL')\n", + "\n", + "# plt.plot(WL_SI_abs, SI_abs_per_nm, label='Top 3µm of Si', color=\"lightcoral\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "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": "3.7.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/FrgTools/Example Notebooks/Lumerical OpSim/HTL_EQE.txt b/FrgTools/Example Notebooks/Lumerical OpSim/HTL_EQE.txt new file mode 100644 index 0000000..27764d3 --- /dev/null +++ b/FrgTools/Example Notebooks/Lumerical OpSim/HTL_EQE.txt @@ -0,0 +1,200 @@ +300 1.89047e-005 +306.03 1.8166e-005 +312.06 1.52903e-005 +318.09 1.22858e-005 +324.121 9.66616e-006 +330.151 7.68944e-006 +336.181 6.65209e-006 +342.211 6.35661e-006 +348.241 6.93074e-006 +354.271 8.88209e-006 +360.302 1.29267e-005 +366.332 2.02023e-005 +372.362 3.28264e-005 +378.392 5.42056e-005 +384.422 8.73899e-005 +390.452 0.000135736 +396.482 0.000199108 +402.513 0.000273522 +408.543 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b/FrgTools/Example Notebooks/Lumerical OpSim/ITO_top_EQE.txt new file mode 100644 index 0000000..1e90064 --- /dev/null +++ b/FrgTools/Example Notebooks/Lumerical OpSim/ITO_top_EQE.txt @@ -0,0 +1,200 @@ +300 0.689687 +306.03 0.667253 +312.06 0.636065 +318.09 0.611076 +324.121 0.59284 +330.151 0.569212 +336.181 0.546823 +342.211 0.520815 +348.241 0.491145 +354.271 0.460679 +360.302 0.428065 +366.332 0.391317 +372.362 0.353808 +378.392 0.318486 +384.422 0.284589 +390.452 0.25064 +396.482 0.219208 +402.513 0.190609 +408.543 0.163856 +414.573 0.138535 +420.603 0.115099 +426.633 0.0939632 +432.663 0.0745594 +438.693 0.056604 +444.724 0.0407771 +450.754 0.027651 +456.784 0.0173418 +462.814 0.00971472 +468.844 0.0045371 +474.874 0.00149012 +480.905 0.000165086 +486.935 0.000133008 +492.965 0.000989292 +498.995 0.00239247 +505.025 0.00406594 +511.055 0.00579855 +517.085 0.00744671 +523.116 0.0089235 +529.146 0.010178 +535.176 0.0111925 +541.206 0.011969 +547.236 0.0124636 +553.266 0.0127549 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z9m~TFo|iV_YwpQ;7~`8daAp{y$XP<#+mh=)ES@S|C!w@Al3;?3EEa;a`EVahs<4GB zVJ#t+@EEy!)ThozO?JMLkBy@$FN-}J3_y>%6%1%`d??^1S{06WZ;y?p2HYo9GCaA7 z1s(b{9Isj)N;Rp0DM(cQw@T-4wZ?xj Date: Mon, 22 Jun 2020 09:36:37 -0700 Subject: [PATCH 7/8] Added Jsc and Pabs calculations --- .../FullConformalPyramids.ipynb | 101 +++++++++++++----- 1 file changed, 74 insertions(+), 27 deletions(-) diff --git a/FrgTools/Example Notebooks/Lumerical OpSim/FullConformalPyramids.ipynb b/FrgTools/Example Notebooks/Lumerical OpSim/FullConformalPyramids.ipynb index 642f12c..a04ea2d 100644 --- a/FrgTools/Example Notebooks/Lumerical OpSim/FullConformalPyramids.ipynb +++ b/FrgTools/Example Notebooks/Lumerical OpSim/FullConformalPyramids.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 64, "metadata": {}, "outputs": [], "source": [ @@ -17,7 +17,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 65, "metadata": {}, "outputs": [], "source": [ @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 68, "metadata": {}, "outputs": [], "source": [ @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 69, "metadata": {}, "outputs": [], "source": [ @@ -76,7 +76,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ @@ -113,7 +113,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 71, "metadata": {}, "outputs": [], "source": [ @@ -125,7 +125,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -154,7 +154,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 73, "metadata": {}, "outputs": [ { @@ -198,7 +198,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -211,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -234,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -246,7 +246,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -293,20 +293,21 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Rounded_AM15 = 90.27 mA/cm²\n" + "Rounded_AM15 = 902.73 W/m²\n" ] } ], "source": [ "Rounded_AM15=np.trapz(-AM15, x=WL_PSK_abs, axis=-1) #about 10% loss\n", - "print('Rounded_AM15 =',round(Rounded_AM15/10,2),'mA/cm\\u00b2')\n" + "print('Rounded_AM15 =',round(Rounded_AM15,2),'W/m\\u00b2')\n", + "\n" ] }, { @@ -318,17 +319,17 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "R_pabs_value = 8.36 mA/cm² or 9.26 %\n", - "PA_pabs_value = 8.07 mA/cm² or 8.94 %\n", - "PSK_pabs_value = 46.29 mA/cm² or 51.28 %\n", - "T_pabs_value = 27.55 mA/cm² or 30.52 %\n" + "R_pabs_value = 83.6 W/m² or 9.26 %\n", + "PA_pabs_value = 80.68 W/m² or 8.94 %\n", + "PSK_pabs_value = 462.89 W/m² or 51.28 %\n", + "T_pabs_value = 275.55 W/m² or 30.52 %\n" ] } ], @@ -337,11 +338,57 @@ "PA_pabs_value=np.trapz(-PA_pabs, x=WL_PSK_abs)\n", "PSK_pabs_value=np.trapz(-PSK_pabs, x=WL_PSK_abs)\n", "T_pabs_value=np.trapz(-T_pabs, x=WL_PSK_abs)\n", + "# mA/cm\\u00b2\n", + "print('R_pabs_value =',round(R_pabs_value,2),'W/m\\u00b2','or', round(R_pabs_value/Rounded_AM15*100,2),'%' )\n", + "print('PA_pabs_value =',round(PA_pabs_value,2),'W/m\\u00b2','or', round(PA_pabs_value/Rounded_AM15*100,2),'%' )\n", + "print('PSK_pabs_value =',round(PSK_pabs_value,2),'W/m\\u00b2','or', round(PSK_pabs_value/Rounded_AM15*100,2),'%' )\n", + "print('T_pabs_value =',round(T_pabs_value,2),'W/m\\u00b2','or', round(T_pabs_value/Rounded_AM15*100,2),'%' )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calculating Jsc with ideal QE" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "R_Jsc = 5.43 mA/cm²\n", + "PA_Jsc = 3.83 mA/cm²\n", + "PSK_Jsc = 21.89 mA/cm²\n", + "T_Jsc = 21.94 mA/cm²\n" + ] + } + ], + "source": [ + "R_photon=np.zeros(200)\n", + "PA_photon=np.zeros(200)\n", + "PSK_photon=np.zeros(200)\n", + "T_photon=np.zeros(200)\n", + "\n", + "for n in range(0, len(PSK_pabs)):\n", + " R_photon[n]=R_pabs[n]/(1240/WL_PSK_abs[n])\n", + " PA_photon[n]=PA_pabs[n]/(1240/WL_PSK_abs[n])\n", + " PSK_photon[n]=PSK_pabs[n]/(1240/WL_PSK_abs[n])\n", + " T_photon[n]=T_pabs[n]/(1240/WL_PSK_abs[n])\n", + "\n", + "R_Jsc=np.trapz(-R_photon, x=WL_PSK_abs)/10\n", + "PA_Jsc=np.trapz(-PA_photon, x=WL_PSK_abs)/10\n", + "PSK_Jsc=np.trapz(-PSK_photon, x=WL_PSK_abs)/10\n", + "T_Jsc=np.trapz(-T_photon, x=WL_PSK_abs)/10\n", "\n", - "print('R_pabs_value =',round(R_pabs_value/10,2),'mA/cm\\u00b2','or', round(R_pabs_value/Rounded_AM15*100,2),'%' )\n", - "print('PA_pabs_value =',round(PA_pabs_value/10,2),'mA/cm\\u00b2','or', round(PA_pabs_value/Rounded_AM15*100,2),'%' )\n", - "print('PSK_pabs_value =',round(PSK_pabs_value/10,2),'mA/cm\\u00b2','or', round(PSK_pabs_value/Rounded_AM15*100,2),'%' )\n", - "print('T_pabs_value =',round(T_pabs_value/10,2),'mA/cm\\u00b2','or', round(T_pabs_value/Rounded_AM15*100,2),'%' )" + "print('R_Jsc =',round(R_Jsc,2),'mA/cm\\u00b2')\n", + "print('PA_Jsc =',round(PA_Jsc,2),'mA/cm\\u00b2')\n", + "print('PSK_Jsc =',round(PSK_Jsc,2),'mA/cm\\u00b2')\n", + "print('T_Jsc =',round(T_Jsc,2),'mA/cm\\u00b2')" ] }, { @@ -398,7 +445,7 @@ }, { "cell_type": "code", - "execution_count": 359, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ From 7ebd476b1c5531a3edffc6c4f5c690776b5a6989 Mon Sep 17 00:00:00 2001 From: Deniz93 <49666626+Deniz93@users.noreply.github.com> Date: Thu, 25 Jun 2020 12:32:50 -0700 Subject: [PATCH 8/8] Added Jsc calculation added jsc calcualtion and data manipulation of ray tracing --- .../FullConformalPyramids.ipynb | 309 ++++++++--- .../Lumerical OpSim/RAT_data_Si3.csv | 502 ++++++++++++++++++ 2 files changed, 736 insertions(+), 75 deletions(-) create mode 100644 FrgTools/Example Notebooks/Lumerical OpSim/RAT_data_Si3.csv diff --git a/FrgTools/Example Notebooks/Lumerical OpSim/FullConformalPyramids.ipynb b/FrgTools/Example Notebooks/Lumerical OpSim/FullConformalPyramids.ipynb index a04ea2d..a151b7a 100644 --- a/FrgTools/Example Notebooks/Lumerical OpSim/FullConformalPyramids.ipynb +++ b/FrgTools/Example Notebooks/Lumerical OpSim/FullConformalPyramids.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 64, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -12,12 +12,14 @@ "import matplotlib.pyplot as plt\n", "from matplotlib import style\n", "mpl.rcParams.update(mpl.rcParamsDefault)\n", + "# mpl.rcParams['figure.dpi'] = 150\n", + "%config InlineBackend.figure_format = 'retina'\n", "import frgtools.misc as frgm" ] }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -26,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -36,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -47,7 +49,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -58,13 +60,13 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ - "WL_0 = np.linspace(300, 1500, 200)\n", - "WL_filltop = np.ones(200)\n", - "WL_fillbot = np.zeros(200)" + "WL_0 = np.linspace(300, 1300, 250)\n", + "WL_filltop = np.ones(250)\n", + "WL_fillbot = np.zeros(250)" ] }, { @@ -76,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -113,7 +115,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -125,24 +127,29 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "image/png": { + "height": 454, + "width": 665 + } + }, "output_type": "display_data" } ], "source": [ "plt.figure(0)\n", - "plt.plot(WL_PSK_abs, transmittance, label='$T=1-P_{abs,layers}-R_{monitor}$', color='dodgerblue')\n", - "plt.plot(WL_2, T_per_nm, label='$T_{Monitor} + P_{abs,Si}$', color='lightcoral')\n", + "plt.plot(WL_PSK_abs, transmittance, label='$T=1-P_{abs,non,Si,layers}-R_{monitor}$', color='dodgerblue')\n", + "plt.plot(WL_2, T_per_nm, label='$T=T_{Monitor} + P_{abs,Si}$', color='lightcoral')\n", "plt.title('Error Analysis of Non-reciprocating Transmittance Due to Low Accuracy FDTD')\n", "plt.legend()\n", "plt.xlabel(\"λ Wavelength (nm)\")\n", @@ -154,17 +161,22 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "image/png": { + "height": 454, + "width": 567 + } + }, "output_type": "display_data" } ], @@ -182,7 +194,7 @@ "\n", "plt.title(\"Total Absorbance\")\n", "plt.ylim(0,1)\n", - "plt.xlim(300,1500)\n", + "plt.xlim(300,1300)\n", "plt.xlabel(\"λ Wavelength (nm)\")\n", "plt.ylabel(\"1-R and EQE (%)\")\n", "plt.legend()\n", @@ -251,12 +263,17 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "image/png": { + "height": 457, + "width": 568 + } + }, "output_type": "display_data" } ], @@ -277,7 +294,7 @@ "plt.legend()\n", "plt.title('AM$1.5/0˚$ $P_{abs}$ Spectrum ')\n", "plt.ylim(0,1.75)\n", - "plt.xlim(300,1500)\n", + "plt.xlim(300,1300)\n", "\n", "plt.ylabel('$W m^{-2} * nm^{-1}$')\n", "plt.xlabel(\"λ Wavelength (nm)\")\n", @@ -293,21 +310,20 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Rounded_AM15 = 902.73 W/m²\n" + "Rounded_AM15 = 881.04 W/m²\n" ] } ], "source": [ "Rounded_AM15=np.trapz(-AM15, x=WL_PSK_abs, axis=-1) #about 10% loss\n", - "print('Rounded_AM15 =',round(Rounded_AM15,2),'W/m\\u00b2')\n", - "\n" + "print('Rounded_AM15 =',round(Rounded_AM15,2),'W/m\\u00b2')" ] }, { @@ -319,17 +335,17 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "R_pabs_value = 83.6 W/m² or 9.26 %\n", - "PA_pabs_value = 80.68 W/m² or 8.94 %\n", - "PSK_pabs_value = 462.89 W/m² or 51.28 %\n", - "T_pabs_value = 275.55 W/m² or 30.52 %\n" + "R_pabs_value = 35.44 W/m² or 4.02 %\n", + "PA_pabs_value = 99.28 W/m² or 11.27 %\n", + "PSK_pabs_value = 473.65 W/m² or 53.76 %\n", + "T_pabs_value = 272.67 W/m² or 30.95 %\n" ] } ], @@ -354,25 +370,25 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "R_Jsc = 5.43 mA/cm²\n", - "PA_Jsc = 3.83 mA/cm²\n", - "PSK_Jsc = 21.89 mA/cm²\n", - "T_Jsc = 21.94 mA/cm²\n" + "R_Jsc = 2.46 mA/cm²\n", + "PA_Jsc = 4.31 mA/cm²\n", + "PSK_Jsc = 22.8 mA/cm²\n", + "T_Jsc = 21.35 mA/cm²\n" ] } ], "source": [ - "R_photon=np.zeros(200)\n", - "PA_photon=np.zeros(200)\n", - "PSK_photon=np.zeros(200)\n", - "T_photon=np.zeros(200)\n", + "R_photon=np.zeros(250)\n", + "PA_photon=np.zeros(250)\n", + "PSK_photon=np.zeros(250)\n", + "T_photon=np.zeros(250)\n", "\n", "for n in range(0, len(PSK_pabs)):\n", " R_photon[n]=R_pabs[n]/(1240/WL_PSK_abs[n])\n", @@ -400,17 +416,22 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "image/png": { + "height": 454, + "width": 568 + } + }, "output_type": "display_data" } ], @@ -422,13 +443,13 @@ "plt.plot(WL_PSK_abs, AM15, label='AM1.5/0˚', color='olive')\n", "plt.fill_between(WL_PSK_abs,AM15, T_pabs_export['power'], color='lemonchiffon')\n", "\n", - "plt.plot(T_pabs_export['wl'],T_pabs_export['power'], color='lightcoral', label='Bottom Cell')\n", + "plt.plot(T_pabs_export['wl'],T_pabs_export['power'], color='lightcoral', label='Transmittance')\n", "plt.fill_between(WL_PSK_abs,T_pabs_export['power'], WL_fillbot, color='mistyrose')\n", "\n", "plt.legend()\n", "plt.title('Incident Power Spectrum ')\n", "plt.ylim(0,1.75)\n", - "plt.xlim(300,1500)\n", + "plt.xlim(300,1300)\n", "\n", "plt.ylabel('$W m^{-2} * nm^{-1}$')\n", "plt.xlabel(\"λ Wavelength (nm)\")\n", @@ -445,7 +466,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -458,47 +479,185 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Deprecated Code" + "## Import Ray Tracing output" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "A_Si = pd.read_csv('RAT_data_Si3.csv', delimiter=',', header=0)\n", + "WL_3, Si_abs_nm1 = A_Si.iloc[:,0], A_Si.iloc[:,1]" + ] + }, + { + "cell_type": "code", + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ - "# AM15 = np.interp(WL_0, WL_1, power_per_nm)\n", - "# Trans = np.interp(WL_0, WL_PSK_abs, transmittance[::-1])\n", - "# for i in range(len(Trans)):\n", - "# if Trans[i] < 0:\n", - "# Trans[i] = 0\n", - "# For_RT = transmittance[::-1] * AM15\n", + "Si_subcell_abs_nm = np.interp(WL_PSK_abs, WL_3, Si_abs_nm1)\n", + "Si_abs_per_nm = Si_subcell_abs_nm * T_per_nm\n", + "TopBot_abs_per_nm = PSK_abs_per_nm + Si_abs_per_nm\n", + "Si_Pabs = Si_abs_per_nm *AM15\n", + "TopBot_abs_per_nm = PSK_abs_per_nm + Si_abs_per_nm\n", + "Total_PA_per_nm = (1-R_per_nm) - TopBot_abs_per_nm\n", + "Total_PA_pabs = Total_PA_per_nm * AM15" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 454, + "width": 585 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(1)\n", + "plt.plot(WL_R, 1-R_per_nm, label=\"Reflection\", color=\"gray\", linestyle=\"--\") #1-R\n", + "plt.plot(WL_PSK_abs, PSK_abs_per_nm, label='Perovskite', color=\"dodgerblue\") #Perovskite Absorption\n", + "plt.plot(WL_PSK_abs, TopBot_abs_per_nm, label=\"Parasitic\", color=\"gray\", ) #Parasitic Absorption\n", + "plt.plot(WL_2, Si_abs_per_nm, label='Silicon', color=\"lightcoral\") # Tranmission\n", "\n", - "# AM15 = np.interp(WL_0, WL_1, power_per_nm)\n", - "# Trans = np.interp(WL_0, WL_2, T_per_nm)\n", - "# for i in range(len(Trans)):\n", - "# if Trans[i] < 0:\n", - "# Trans[i] = 0\n", - "# For_RT = Trans * AM15\n", + "plt.fill_between(WL_PSK_abs, TopBot_abs_per_nm, 1-R_per_nm, color='lightgray')\n", + "plt.fill_between(WL_PSK_abs, WL_filltop, 1-R_per_nm, color='whitesmoke')\n", + "plt.fill_between(WL_PSK_abs, PSK_abs_per_nm, WL_fillbot, color='azure')\n", + "plt.fill_between(WL_PSK_abs, Si_abs_per_nm, WL_fillbot, color='mistyrose' )\n", + "\n", + "plt.title(\"Total Absorbance\")\n", + "plt.ylim(0,1)\n", + "plt.xlim(300,1200)\n", + "plt.xlabel(\"λ Wavelength (nm)\")\n", + "plt.ylabel(\"1-R and EQE (%)\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "R_Jsc = 2.46 mA/cm²\n", + "T_Jsc = 21.35 mA/cm²\n", + "Topcell_PA_Jsc = 4.31 mA/cm²\n", + "Botomcell_PA_Jsc = 6.34 mA/cm²\n", + "Total_PA_Jsc = 10.65 mA/cm²\n", + "@@@@@ PSK_Jsc = 22.8 mA/cm²\n", + "@@@@@ Si_Jsc = 15.01 mA/cm²\n" + ] + } + ], + "source": [ + "R_photon=np.zeros(250)\n", + "PA_photon=np.zeros(250)\n", + "PSK_photon=np.zeros(250)\n", + "T_photon=np.zeros(250)\n", + "Si_photon=np.zeros(250)\n", + "Total_PA_photon=np.zeros(250)\n", "\n", - "# T_per_nm1 = np.interp(WL_HTL_abs, WL_2, T_per_nm)\n", - "# R_per_nm1 = np.interp(WL_HTL_abs,WL_R, R_per_nm)\n", - "# 1-(R_per_nm+ITO_abs_per_nm+HTL_abs_per_nm+ETL_abs_per_nm)\n", - "# PA_per_nm=1-R_per_nm1-(ITO_abs_per_nm+HTL_abs_per_nm+ETL_abs_per_nm)-T_per_nm\n", + "for n in range(0, len(PSK_pabs)):\n", + " R_photon[n]=R_pabs[n]/(1240/WL_PSK_abs[n])\n", + " PA_photon[n]=PA_pabs[n]/(1240/WL_PSK_abs[n])\n", + " PSK_photon[n]=PSK_pabs[n]/(1240/WL_PSK_abs[n])\n", + " T_photon[n]=T_pabs[n]/(1240/WL_PSK_abs[n])\n", + " Si_photon[n]=Si_Pabs[n]/(1240/WL_PSK_abs[n])\n", + " Total_PA_photon[n]=Total_PA_pabs[n]/(1240/WL_PSK_abs[n])\n", "\n", "\n", - "# plt.plot(WL_ETL_abs, PA_per_nm, label=\"PA\")\n", - "# plt.plot(WL_0, WL_filltop)\n", - "# plt.plot(WL_0, WL_fillbot)\n", - "# plt.plot(WL_HTL_abs, transmittance)\n", - "# cross = WL_PSK_abs[PSK_abs_per_nm - T_per_nm>= 0][0]\n", - "# plt.fill_between(WL_PSK_abs,T_per_nm,PSK_abs_per_nm, where=(WL_PSK_abs>cross), color=\"yellow\", alpha=.1)\n", + "R_Jsc=np.trapz(-R_photon, x=WL_PSK_abs)/10\n", + "PA_Jsc=np.trapz(-PA_photon, x=WL_PSK_abs)/10\n", + "PSK_Jsc=np.trapz(-PSK_photon, x=WL_PSK_abs)/10\n", + "T_Jsc=np.trapz(-T_photon, x=WL_PSK_abs)/10\n", + "Si_Jsc=np.trapz(-Si_photon, x=WL_PSK_abs)/10\n", + "Total_PA_Jsc=np.trapz(-Total_PA_photon, x=WL_PSK_abs)/10\n", "\n", - "# plt.plot(WL_ITO_abs, 1-ITO_abs_per_nm, label='ITO')\n", - "# plt.plot(WL_HTL_abs, 1-HTL_abs_per_nm, label='HTL')\n", - "# plt.plot(WL_ETL_abs, 1-ETL_abs_per_nm, label='ETL')\n", + "print('R_Jsc =',round(R_Jsc,2),'mA/cm\\u00b2')\n", + "print('T_Jsc =',round(T_Jsc,2),'mA/cm\\u00b2')\n", + "print('Topcell_PA_Jsc =',round(PA_Jsc,2),'mA/cm\\u00b2')\n", + "print('Botomcell_PA_Jsc =',round(Total_PA_Jsc-PA_Jsc,2),'mA/cm\\u00b2')\n", + "print('Total_PA_Jsc =',round(Total_PA_Jsc,2),'mA/cm\\u00b2')\n", + "print('@@@@@','PSK_Jsc =',round(PSK_Jsc,2),'mA/cm\\u00b2')\n", + "print('@@@@@','Si_Jsc =',round(Si_Jsc,2),'mA/cm\\u00b2')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Inspecting NKλ" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "mapi = pd.read_csv('MAPI_Gede_datathief.csv', delimiter=',', header=0)\n", + "WL_n, n_value, WL_k, k_value = mapi.iloc[:,0], mapi.iloc[:,1], mapi.iloc[:,2], mapi.iloc[:,3]" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 413, + "width": 547 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "WL_nk = np.linspace(304.77, 1293.8, 2000)\n", "\n", - "# plt.plot(WL_SI_abs, SI_abs_per_nm, label='Top 3µm of Si', color=\"lightcoral\")" + "n_fixed = np.interp(WL_nk, WL_n, n_value)\n", + "k_fixed = np.interp(WL_nk, WL_k, k_value)\n", + "plt.plot(WL_nk, n_fixed)\n", + "plt.plot(WL_nk, k_fixed)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "MAPI_Gede_export = pd.DataFrame({'WL_nk':WL_nk, 'n_value': n_fixed, 'k_value': k_fixed})\n", + "with open('MAPI_Gede_export.csv', 'a') as f:\n", + " MAPI_Gede_export.to_csv(f, header=True)" ] }, { diff --git a/FrgTools/Example Notebooks/Lumerical OpSim/RAT_data_Si3.csv b/FrgTools/Example Notebooks/Lumerical OpSim/RAT_data_Si3.csv new file mode 100644 index 0000000..bc74fc6 --- /dev/null +++ b/FrgTools/Example 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