diff --git a/Tutorials/Tutorial_8_Outputs.ipynb b/Tutorials/Tutorial_8_Outputs.ipynb
index 8a7bc4f..222266f 100644
--- a/Tutorials/Tutorial_8_Outputs.ipynb
+++ b/Tutorials/Tutorial_8_Outputs.ipynb
@@ -66,7 +66,11 @@
"WebIO._IJuliaInit()"
]
},
- "metadata": {},
+ "metadata": {
+ "@webio": {
+ "kernelId": "8204b037-e8f2-468c-b17c-1c385b35e6f7"
+ }
+ },
"output_type": "display_data"
}
],
@@ -102,18 +106,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- " ____ __ __ _ _\n",
- " / ___| ___ _ __ \\ \\/ / (_) |\n",
- "| | _ / _ \\ '_ \\ \\ / | | |\n",
- "| |_| | __/ | | |/ \\ _ | | |\n",
- " \\____|\\___|_| |_/_/\\_(_)/ |_|\n",
- " |__/\n",
- " Version: 0.4.1-dev.12\n",
- "\n",
"Configuring Settings\n",
- "Time Series Data Already Clustered.\n",
- "Configuring Solver\n",
- "Loading Inputs\n",
+ "Clustering Time Series Data (Grouped)...\n",
"Reading Input CSV Files\n",
"Network.csv Successfully Read!\n",
"Demand (load) data Successfully Read!\n",
@@ -151,8 +145,49 @@
"Validating time basis\n",
"Minimum_capacity_requirement.csv Successfully Read!\n",
"CO2_cap.csv Successfully Read!\n",
- "CSV Files Successfully Read In From /Users/lb9239/Documents/ZERO_lab/GenX/GenX-Tutorials/Tutorials/example_systems_tutorials/1_three_zones_tutorials\n",
- "Generating the Optimization Model\n",
+ "CSV Files Successfully Read In From /Users/patrickbryant/Documents/DOE/GenX.jl/GenX-Tutorials/Tutorials/example_systems_tutorials/1_three_zones_tutorials\n",
+ "Error: Geography Key 1 is invalid. Select `System' or `Zone'.\n",
+ "Configuring Solver\n",
+ "Loading Inputs\n",
+ "Reading Input CSV Files\n",
+ "Network.csv Successfully Read!\n",
+ "Demand (load) data Successfully Read!\n",
+ "Fuels_data.csv Successfully Read!\n",
+ "\n",
+ "Summary of resources loaded into the model:\n",
+ "-------------------------------------------------------\n",
+ "\tResource type \t\tNumber of resources\n",
+ "=======================================================\n",
+ "\tThermal \t\t3\n",
+ "\tVRE \t\t4\n",
+ "\tStorage \t\t3\n",
+ "=======================================================\n",
+ "Total number of resources: 10\n",
+ "-------------------------------------------------------\n",
+ "Generators_variability.csv Successfully Read!\n",
+ "Validating time basis\n",
+ "Minimum_capacity_requirement.csv Successfully Read!\n",
+ "CO2_cap.csv Successfully Read!\n",
+ "CSV Files Successfully Read In From /Users/patrickbryant/Documents/DOE/GenX.jl/GenX-Tutorials/Tutorials/example_systems_tutorials/1_three_zones_tutorials\n",
+ "Generating the Optimization Model\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mThermal.csv Successfully Read.\n",
+ "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mVre.csv Successfully Read.\n",
+ "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mStorage.csv Successfully Read.\n",
+ "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mResource_energy_share_requirement.csv Successfully Read.\n",
+ "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mResource_capacity_reserve_margin.csv Successfully Read.\n",
+ "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mResource_minimum_capacity_requirement.csv Successfully Read.\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
"Discharge Module\n",
"Non-served Energy Module\n",
"Investment Discharge Module\n",
@@ -170,202 +205,201 @@
"CO2 Policies Module\n",
"Minimum Capacity Requirement Module\n",
"Time elapsed for model building is\n",
- "1.708585666\n",
+ "5.162342208\n",
"Solving Model\n",
- "Running HiGHS 1.8.1 (git hash: 4a7f24ac6): Copyright (c) 2024 HiGHS under MIT licence terms\n",
+ "Running HiGHS 1.7.0 (git hash: 50670fd4c): Copyright (c) 2024 HiGHS under MIT licence terms\n",
"Coefficient ranges:\n",
" Matrix [4e-07, 1e+01]\n",
- " Cost [2e-04, 4e+02]\n",
+ " Cost [1e-04, 4e+02]\n",
" Bound [0e+00, 0e+00]\n",
" RHS [2e-03, 4e+03]\n",
"Presolving model\n",
- "115618 rows, 69429 cols, 429377 nonzeros 0s\n",
- "104856 rows, 58667 cols, 418433 nonzeros 0s\n",
- "Presolve : Reductions: rows 104856(-48542); columns 58667(-61471); elements 418433(-97005)\n",
+ "115683 rows, 69524 cols, 429681 nonzeros 0s\n",
+ "108264 rows, 62105 cols, 431223 nonzeros 0s\n",
+ "Presolve : Reductions: rows 108264(-45134); columns 62105(-58034); elements 431223(-84261)\n",
"Solving the presolved LP\n",
- "IPX model has 104856 rows, 58667 columns and 418433 nonzeros\n",
+ "IPX model has 108264 rows, 62105 columns and 431223 nonzeros\n",
"Input\n",
- " Number of variables: 58667\n",
- " Number of free variables: 0\n",
- " Number of constraints: 104856\n",
- " Number of equality constraints: 13262\n",
- " Number of matrix entries: 418433\n",
+ " Number of variables: 62105\n",
+ " Number of free variables: 3696\n",
+ " Number of constraints: 108264\n",
+ " Number of equality constraints: 16605\n",
+ " Number of matrix entries: 431223\n",
" Matrix range: [4e-07, 1e+01]\n",
" RHS range: [8e-01, 4e+03]\n",
- " Objective range: [2e-04, 4e+02]\n",
+ " Objective range: [1e-04, 4e+02]\n",
" Bounds range: [1e-01, 2e+01]\n",
"Preprocessing\n",
" Dualized model: no\n",
" Number of dense columns: 15\n",
" Range of scaling factors: [5.00e-01, 4.00e+00]\n",
"IPX version 1.0\n",
- "Interior point solve\n",
+ "Interior Point Solve\n",
" Iter P.res D.res P.obj D.obj mu Time\n",
- " 0 2.33e+01 4.23e+02 2.49065003e+06 -6.17824257e+06 9.82e+03 0s\n",
- " 1 1.41e+01 1.49e+02 -2.36000193e+06 -1.03661949e+07 5.38e+03 0s\n",
- " 2 1.36e+01 1.14e+02 -2.28729819e+06 -2.26004620e+07 5.56e+03 0s\n",
- " 3 5.52e+00 6.57e+01 -2.65988773e+06 -2.83812337e+07 3.20e+03 1s\n",
- " 4 3.92e+00 3.12e+01 -1.52108133e+06 -2.59402594e+07 1.99e+03 1s\n",
+ " 0 2.29e+01 4.25e+02 2.31111806e+06 -6.40898145e+06 9.70e+03 0s\n",
+ " 1 1.38e+01 1.47e+02 -2.40864499e+06 -1.05668069e+07 5.28e+03 0s\n",
+ " 2 1.33e+01 1.16e+02 -2.34789307e+06 -2.15583922e+07 5.44e+03 1s\n",
+ " 3 5.41e+00 6.73e+01 -2.79581524e+06 -2.76515561e+07 3.17e+03 1s\n",
" Constructing starting basis...\n",
- " 5 3.54e+00 2.08e+01 -1.23063513e+06 -2.49457569e+07 1.54e+03 4s\n",
- " 6 6.16e-01 1.04e+01 1.12598202e+06 -2.08995606e+07 7.59e+02 5s\n",
- " 7 7.06e-02 2.17e+00 1.06829056e+06 -7.53064139e+06 1.84e+02 6s\n",
- " 8 5.08e-03 7.86e-01 5.22781290e+05 -2.83650903e+06 6.69e+01 7s\n",
- " 9 7.41e-04 3.41e-01 3.43091862e+05 -1.39992920e+06 3.22e+01 8s\n",
- " 10 4.19e-04 1.74e-01 3.00756503e+05 -7.99327896e+05 1.80e+01 8s\n",
- " 11 2.15e-04 1.04e-01 3.05692275e+05 -6.00975909e+05 1.35e+01 9s\n",
- " 12 1.04e-04 6.74e-02 2.60818304e+05 -4.29562829e+05 9.44e+00 10s\n",
- " 13 4.24e-05 4.20e-02 2.18902067e+05 -2.99726339e+05 6.38e+00 11s\n",
- " 14 2.12e-05 2.91e-02 1.83394893e+05 -2.24615747e+05 4.59e+00 12s\n",
- " 15 1.16e-05 1.87e-02 1.49177809e+05 -1.56645029e+05 3.09e+00 13s\n",
- " 16 3.45e-06 8.52e-03 9.89599981e+04 -8.41351414e+04 1.56e+00 13s\n",
- " 17 1.76e-06 3.53e-03 6.80252065e+04 -3.89102554e+04 7.99e-01 14s\n",
- " 18 1.01e-06 1.20e-03 4.80761673e+04 -1.29460536e+04 4.13e-01 15s\n",
- " 19 6.08e-07 9.22e-04 3.85014474e+04 -1.00288437e+04 3.22e-01 16s\n",
- " 20 3.08e-07 5.70e-04 3.06815206e+04 -5.65994331e+03 2.36e-01 17s\n",
- " 21 1.47e-07 4.14e-04 2.50864340e+04 -3.02661107e+03 1.81e-01 18s\n",
- " 22 6.33e-08 2.64e-04 2.26675660e+04 -5.38478055e+02 1.48e-01 19s\n",
- " 23 3.39e-08 1.62e-04 1.93474130e+04 2.27508038e+03 1.08e-01 20s\n",
- " 24 2.85e-08 1.14e-04 1.87250852e+04 3.57298826e+03 9.53e-02 22s\n",
- " 25 2.32e-08 6.16e-05 1.78032980e+04 5.36072675e+03 7.79e-02 23s\n",
- " 26 1.75e-08 3.39e-05 1.64808789e+04 6.73832303e+03 6.09e-02 26s\n",
- " 27 1.35e-08 2.57e-05 1.54787800e+04 7.22834497e+03 5.15e-02 28s\n",
- " 28 1.14e-08 1.47e-05 1.50098676e+04 7.84643017e+03 4.47e-02 30s\n",
- " 29 6.85e-09 9.39e-06 1.36134598e+04 8.42546918e+03 3.23e-02 32s\n",
- " 30 6.26e-09 5.81e-06 1.34549556e+04 8.67037587e+03 2.98e-02 34s\n",
- " 31 4.66e-09 3.11e-06 1.28546817e+04 9.21911893e+03 2.26e-02 35s\n",
- " 32 4.48e-09 2.81e-06 1.28036423e+04 9.24416308e+03 2.22e-02 38s\n",
- " 33 3.40e-09 1.69e-06 1.24222153e+04 9.49094684e+03 1.82e-02 39s\n",
- " 34 2.12e-09 1.14e-06 1.19336240e+04 9.66966163e+03 1.41e-02 41s\n",
- " 35 1.58e-09 6.64e-07 1.17577803e+04 9.79578063e+03 1.22e-02 43s\n",
- " 36 7.43e-10 3.14e-07 1.13308520e+04 1.00696511e+04 7.85e-03 47s\n",
- " 37 6.69e-10 2.79e-07 1.13071042e+04 1.00998956e+04 7.51e-03 50s\n",
- " 38 6.45e-10 2.62e-07 1.12986474e+04 1.01121209e+04 7.38e-03 52s\n",
- " 39 5.41e-10 2.26e-07 1.12479255e+04 1.01582274e+04 6.78e-03 53s\n",
- " 40 5.14e-10 1.93e-07 1.12336669e+04 1.01984647e+04 6.44e-03 54s\n",
- " 41 4.46e-10 1.59e-07 1.12048659e+04 1.02170551e+04 6.15e-03 54s\n",
- " 42 3.33e-10 1.18e-07 1.11246715e+04 1.02850459e+04 5.22e-03 55s\n",
- " 43 2.25e-10 9.08e-08 1.10383142e+04 1.03399660e+04 4.35e-03 56s\n",
- " 44 1.71e-10 7.27e-08 1.09929269e+04 1.03820707e+04 3.80e-03 57s\n",
- " 45 1.66e-10 5.51e-08 1.09898541e+04 1.04051353e+04 3.64e-03 58s\n",
- " 46 1.55e-10 4.08e-08 1.09809169e+04 1.04402604e+04 3.36e-03 59s\n",
- " 47 1.11e-10 3.20e-08 1.09340760e+04 1.04718709e+04 2.88e-03 59s\n",
- " 48 9.76e-11 1.90e-08 1.09179560e+04 1.05314527e+04 2.40e-03 60s\n",
- " 49 5.34e-11 1.07e-08 1.08486321e+04 1.05910591e+04 1.60e-03 61s\n",
- " 50 4.63e-11 9.92e-09 1.08393609e+04 1.05951384e+04 1.52e-03 62s\n",
- " 51 4.09e-11 8.14e-09 1.07959214e+04 1.06113589e+04 1.15e-03 63s\n",
- " 52 1.33e-11 5.17e-09 1.07793386e+04 1.06387975e+04 8.74e-04 64s\n",
- " 53 3.89e-11 3.34e-09 1.07683844e+04 1.06516424e+04 7.26e-04 65s\n",
- " 54 1.14e-11 2.42e-09 1.07592553e+04 1.06643443e+04 5.91e-04 66s\n",
- " 55 1.38e-11 1.78e-09 1.07543405e+04 1.06757775e+04 4.89e-04 67s\n",
- " 56 2.60e-11 6.79e-10 1.07462691e+04 1.06960048e+04 3.13e-04 67s\n",
- " 57 3.59e-11 3.50e-10 1.07418394e+04 1.07049780e+04 2.29e-04 68s\n",
- " 58 6.67e-11 2.27e-10 1.07408514e+04 1.07088747e+04 1.99e-04 69s\n",
- " 59 3.07e-11 1.04e-10 1.07390323e+04 1.07154267e+04 1.47e-04 70s\n",
- " 60 4.57e-11 4.69e-11 1.07335495e+04 1.07192794e+04 8.88e-05 71s\n",
- " 61 6.06e-11 2.81e-11 1.07310315e+04 1.07217849e+04 5.75e-05 71s\n",
- " 62 3.02e-11 1.84e-11 1.07292606e+04 1.07230788e+04 3.85e-05 72s\n",
- " 63 1.63e-11 5.02e-12 1.07287492e+04 1.07248585e+04 2.42e-05 73s\n",
- " 64 5.63e-11 2.42e-12 1.07279806e+04 1.07255958e+04 1.48e-05 73s\n",
- " 65 3.49e-10 9.70e-13 1.07276678e+04 1.07263597e+04 8.14e-06 74s\n",
- " 66 1.01e-10 9.66e-13 1.07274909e+04 1.07264307e+04 6.60e-06 75s\n",
- " 67 3.44e-10 3.09e-13 1.07273909e+04 1.07267428e+04 4.03e-06 75s\n",
- " 68 1.67e-10 2.56e-13 1.07272359e+04 1.07269830e+04 1.57e-06 76s\n",
- " 69 1.01e-09 7.67e-13 1.07272000e+04 1.07270640e+04 8.46e-07 76s\n",
- " 70 1.17e-10 6.47e-13 1.07271619e+04 1.07271074e+04 3.39e-07 77s\n",
- " 71 8.08e-10 1.33e-12 1.07271441e+04 1.07271219e+04 1.38e-07 78s\n",
- " 72 8.40e-10 1.73e-12 1.07271321e+04 1.07271230e+04 5.67e-08 78s\n",
- " 73 4.59e-10 2.34e-12 1.07271295e+04 1.07271269e+04 1.62e-08 79s\n",
- " 74 1.11e-09 2.31e-12 1.07271281e+04 1.07271277e+04 2.60e-09 79s\n",
- " 75* 2.68e-09 3.90e-12 1.07271280e+04 1.07271279e+04 5.50e-10 80s\n",
- " 76* 1.17e-09 5.82e-12 1.07271280e+04 1.07271280e+04 8.14e-11 82s\n",
- " 77* 6.64e-10 2.45e-12 1.07271280e+04 1.07271280e+04 1.56e-11 84s\n",
- " 78* 3.41e-10 7.83e-12 1.07271280e+04 1.07271280e+04 2.67e-12 85s\n",
+ " 4 3.81e+00 3.23e+01 -1.58680088e+06 -2.63631909e+07 1.91e+03 5s\n",
+ " 5 3.45e+00 2.11e+01 -1.28764495e+06 -2.50831014e+07 1.53e+03 7s\n",
+ " 6 5.80e-01 1.16e+01 1.11819581e+06 -2.11368764e+07 8.03e+02 8s\n",
+ " 7 2.47e-02 1.27e+00 9.78704588e+05 -4.11178375e+06 9.84e+01 11s\n",
+ " 8 2.28e-03 3.40e-01 3.95368942e+05 -1.10853724e+06 2.67e+01 13s\n",
+ " 9 1.19e-03 2.50e-01 3.45991276e+05 -9.15725763e+05 2.24e+01 14s\n",
+ " 10 5.96e-04 1.69e-01 3.13221552e+05 -7.12917214e+05 1.75e+01 14s\n",
+ " 11 3.47e-04 9.61e-02 2.89483438e+05 -4.92146929e+05 1.16e+01 16s\n",
+ " 12 1.66e-04 6.93e-02 2.74179451e+05 -4.05129397e+05 9.65e+00 16s\n",
+ " 13 6.46e-05 3.78e-02 2.43280411e+05 -2.75107221e+05 6.32e+00 17s\n",
+ " 14 2.73e-05 2.24e-02 2.00620438e+05 -1.90848798e+05 4.18e+00 19s\n",
+ " 15 1.13e-05 1.86e-02 1.66705462e+05 -1.67538911e+05 3.44e+00 20s\n",
+ " 16 6.03e-06 1.23e-02 1.16203586e+05 -1.14656175e+05 2.15e+00 21s\n",
+ " 17 2.43e-06 6.32e-03 7.17296800e+04 -6.25515188e+04 1.10e+00 22s\n",
+ " 18 1.40e-06 2.48e-03 5.42291686e+04 -2.60335220e+04 5.82e-01 23s\n",
+ " 19 6.48e-07 1.66e-03 4.11421932e+04 -1.79956204e+04 4.10e-01 24s\n",
+ " 20 2.25e-07 5.92e-04 3.18448835e+04 -6.62319717e+03 2.51e-01 25s\n",
+ " 21 1.32e-07 4.89e-04 2.95446902e+04 -5.41179825e+03 2.26e-01 26s\n",
+ " 22 6.88e-08 2.69e-04 2.22736258e+04 4.85816191e+01 1.42e-01 28s\n",
+ " 23 6.41e-08 2.10e-04 2.21237226e+04 1.02491068e+03 1.34e-01 30s\n",
+ " 24 3.57e-08 1.41e-04 1.92308805e+04 3.10487614e+03 1.02e-01 32s\n",
+ " 25 2.57e-08 7.88e-05 1.81828802e+04 4.73805171e+03 8.44e-02 34s\n",
+ " 26 2.10e-08 5.03e-05 1.71729319e+04 6.18959703e+03 6.88e-02 37s\n",
+ " 27 1.63e-08 3.02e-05 1.61506584e+04 7.24727212e+03 5.57e-02 39s\n",
+ " 28 1.33e-08 2.24e-05 1.54421727e+04 7.76941440e+03 4.79e-02 41s\n",
+ " 29 9.44e-09 1.21e-05 1.46637391e+04 8.30696425e+03 3.97e-02 43s\n",
+ " 30 6.98e-09 8.75e-06 1.38796146e+04 8.70566800e+03 3.23e-02 44s\n",
+ " 31 6.00e-09 7.63e-06 1.36363257e+04 8.79448512e+03 3.02e-02 47s\n",
+ " 32 4.78e-09 4.40e-06 1.32086020e+04 9.31212266e+03 2.43e-02 49s\n",
+ " 33 4.41e-09 3.46e-06 1.30760202e+04 9.47124294e+03 2.25e-02 51s\n",
+ " 34 3.65e-09 1.90e-06 1.28078277e+04 9.78210403e+03 1.89e-02 55s\n",
+ " 35 3.05e-09 1.59e-06 1.25819876e+04 9.86247905e+03 1.69e-02 57s\n",
+ " 36 1.53e-09 1.06e-06 1.20282054e+04 1.00053489e+04 1.26e-02 59s\n",
+ " 37 9.06e-10 7.51e-07 1.17115820e+04 1.01807338e+04 9.54e-03 61s\n",
+ " 38 6.26e-10 5.41e-07 1.15971173e+04 1.02811438e+04 8.20e-03 66s\n",
+ " 39 4.94e-10 4.82e-07 1.15320385e+04 1.03282721e+04 7.50e-03 68s\n",
+ " 40 4.34e-10 4.20e-07 1.15136580e+04 1.03600238e+04 7.19e-03 70s\n",
+ " 41 3.62e-10 3.37e-07 1.14751314e+04 1.04266632e+04 6.53e-03 71s\n",
+ " 42 3.13e-10 2.97e-07 1.14425494e+04 1.04616622e+04 6.11e-03 72s\n",
+ " 43 2.14e-10 2.30e-07 1.13591924e+04 1.05321040e+04 5.15e-03 73s\n",
+ " 44 1.54e-10 1.68e-07 1.12942079e+04 1.06233375e+04 4.18e-03 74s\n",
+ " 45 1.45e-10 1.40e-07 1.12880463e+04 1.06503832e+04 3.97e-03 75s\n",
+ " 46 5.50e-11 1.06e-07 1.12118214e+04 1.06915754e+04 3.24e-03 76s\n",
+ " 47 4.26e-11 7.91e-08 1.11865641e+04 1.07281647e+04 2.86e-03 77s\n",
+ " 48 3.57e-11 5.50e-08 1.11514266e+04 1.07863075e+04 2.27e-03 78s\n",
+ " 49 8.43e-11 3.43e-08 1.11113763e+04 1.08534898e+04 1.61e-03 79s\n",
+ " 50 1.65e-11 2.57e-08 1.11084244e+04 1.08692564e+04 1.49e-03 80s\n",
+ " 51 5.20e-11 1.50e-08 1.10804239e+04 1.09166908e+04 1.02e-03 81s\n",
+ " 52 5.87e-12 1.00e-08 1.10762362e+04 1.09336677e+04 8.88e-04 82s\n",
+ " 53 9.05e-12 6.16e-09 1.10625972e+04 1.09532175e+04 6.81e-04 83s\n",
+ " 54 1.64e-11 4.95e-09 1.10552709e+04 1.09640993e+04 5.68e-04 84s\n",
+ " 55 2.33e-11 3.37e-09 1.10480355e+04 1.09751865e+04 4.54e-04 85s\n",
+ " 56 2.51e-11 2.76e-09 1.10445131e+04 1.09804515e+04 3.99e-04 86s\n",
+ " 57 3.39e-11 1.23e-09 1.10379186e+04 1.09977962e+04 2.50e-04 87s\n",
+ " 58 2.91e-11 5.72e-10 1.10333948e+04 1.10083923e+04 1.56e-04 88s\n",
+ " 59 5.20e-12 2.96e-10 1.10318348e+04 1.10121075e+04 1.23e-04 89s\n",
+ " 60 4.35e-11 8.44e-11 1.10299910e+04 1.10167242e+04 8.26e-05 90s\n",
+ " 61 8.18e-11 4.46e-11 1.10273334e+04 1.10197222e+04 4.74e-05 91s\n",
+ " 62 1.08e-11 3.69e-11 1.10265064e+04 1.10202976e+04 3.87e-05 92s\n",
+ " 63 6.55e-11 1.88e-11 1.10261891e+04 1.10222724e+04 2.44e-05 92s\n",
+ " 64 3.65e-10 1.47e-11 1.10259344e+04 1.10226392e+04 2.05e-05 93s\n",
+ " 65 7.54e-11 6.22e-12 1.10257447e+04 1.10233617e+04 1.48e-05 93s\n",
+ " 66 1.93e-10 1.39e-12 1.10254198e+04 1.10241272e+04 8.05e-06 94s\n",
+ " 67 4.01e-10 1.17e-12 1.10251469e+04 1.10242412e+04 5.64e-06 95s\n",
+ " 68 1.37e-10 6.25e-13 1.10250760e+04 1.10245061e+04 3.55e-06 95s\n",
+ " 69 9.09e-10 6.54e-13 1.10249420e+04 1.10247411e+04 1.25e-06 96s\n",
+ " 70 4.57e-10 7.21e-13 1.10248985e+04 1.10248183e+04 5.00e-07 97s\n",
+ " 71 5.24e-10 7.11e-13 1.10248777e+04 1.10248431e+04 2.15e-07 98s\n",
+ " 72 4.88e-10 1.80e-12 1.10248697e+04 1.10248489e+04 1.30e-07 98s\n",
+ " 73 1.11e-09 1.70e-12 1.10248631e+04 1.10248565e+04 4.11e-08 99s\n",
+ " 74 6.42e-10 6.13e-12 1.10248600e+04 1.10248582e+04 1.14e-08 99s\n",
+ " 75 1.57e-10 6.31e-12 1.10248594e+04 1.10248589e+04 3.35e-09 100s\n",
+ " 76* 1.30e-09 5.91e-12 1.10248592e+04 1.10248591e+04 5.41e-10 101s\n",
+ " 77* 1.27e-09 8.60e-12 1.10248592e+04 1.10248592e+04 1.33e-10 103s\n",
+ " 78* 3.11e-10 4.97e-12 1.10248592e+04 1.10248592e+04 3.06e-11 104s\n",
"Running crossover as requested\n",
- " Primal residual before push phase: 4.75e-07\n",
- " Dual residual before push phase: 7.78e-07\n",
- " Number of dual pushes required: 26112\n",
- " Number of primal pushes required: 3853\n",
+ " Primal residual before push phase: 6.86e-06\n",
+ " Dual residual before push phase: 3.24e-06\n",
+ " Number of dual pushes required: 24688\n",
+ " Number of primal pushes required: 3988\n",
"Summary\n",
- " Runtime: 88.17s\n",
+ " Runtime: 108.61s\n",
" Status interior point solve: optimal\n",
" Status crossover: optimal\n",
- " objective value: 1.07271280e+04\n",
- " interior solution primal residual (abs/rel): 7.58e-09 / 1.84e-12\n",
- " interior solution dual residual (abs/rel): 3.74e-09 / 9.29e-12\n",
- " interior solution objective gap (abs/rel): 3.64e-07 / 3.40e-11\n",
- " basic solution primal infeasibility: 4.30e-13\n",
- " basic solution dual infeasibility: 1.11e-15\n",
+ " objective value: 1.10248592e+04\n",
+ " interior solution primal residual (abs/rel): 2.50e-08 / 6.07e-12\n",
+ " interior solution dual residual (abs/rel): 2.61e-08 / 6.50e-11\n",
+ " interior solution objective gap (abs/rel): 4.62e-06 / 4.19e-10\n",
+ " basic solution primal infeasibility: 8.83e-12\n",
+ " basic solution dual infeasibility: 5.54e-08\n",
"Ipx: IPM optimal\n",
"Ipx: Crossover optimal\n",
"Solving the original LP from the solution after postsolve\n",
- "Model status : Optimal\n",
+ "Model status : Optimal\n",
"IPM iterations: 78\n",
- "Crossover iterations: 2994\n",
- "Objective value : 1.0727128019e+04\n",
- "Relative P-D gap : 1.2378544026e-14\n",
- "HiGHS run time : 88.49\n",
+ "Crossover iterations: 2600\n",
+ "Objective value : 1.1024859176e+04\n",
+ "HiGHS run time : 108.95\n",
"LP solved for primal\n",
"Writing Output\n",
"Time elapsed for writing costs is\n",
- "0.792704542\n",
+ "0.601190959\n",
"Time elapsed for writing capacity is\n",
- "0.386753167\n",
+ "0.283677084\n",
"Time elapsed for writing power is\n",
- "0.637530458\n",
+ "0.564319083\n",
"Time elapsed for writing charge is\n",
- "0.205725333\n",
+ "0.173160083\n",
"Time elapsed for writing capacity factor is\n",
- "0.208815667\n",
+ "0.205506875\n",
"Time elapsed for writing storage is\n",
- "0.166996291\n",
+ "0.1249465\n",
"Time elapsed for writing curtailment is\n",
- "0.124222667\n",
+ "0.170746834\n",
"Time elapsed for writing nse is\n",
- "0.416464791\n",
+ "0.386098833\n",
"Time elapsed for writing power balance is\n",
- "0.329189\n",
+ "0.273328584\n",
"Time elapsed for writing transmission flows is\n",
- "0.091279209\n",
+ "0.124586417\n",
"Time elapsed for writing transmission losses is\n",
- "0.106576583\n",
+ "0.104219625\n",
"Time elapsed for writing network expansion is\n",
- "0.083545041\n",
+ "0.072110917\n",
"Time elapsed for writing emissions is\n",
- "0.273061167\n",
+ "0.2842355\n",
"Time elapsed for writing reliability is\n",
- "0.121948875\n",
+ "0.091276458\n",
"Time elapsed for writing storage duals is\n",
- "0.395941584\n",
+ "0.264132333\n",
"Time elapsed for writing commitment is\n",
- "0.015594458\n",
+ "0.079294958\n",
"Time elapsed for writing startup is\n",
- "0.012018208\n",
+ "0.051441125\n",
"Time elapsed for writing shutdown is\n",
- "0.011987208\n",
+ "0.019479375\n",
"Time elapsed for writing fuel consumption is\n",
- "0.3181295\n",
+ "0.349246167\n",
"Time elapsed for writing co2 is\n",
- "0.03909075\n",
+ "0.040254209\n",
"Time elapsed for writing price is\n",
- "0.058325375\n",
+ "0.053359792\n",
"Time elapsed for writing energy revenue is\n",
- "0.209090708\n",
+ "0.2003595\n",
"Time elapsed for writing charging cost is\n",
- "0.162071375\n",
+ "0.134671542\n",
"Time elapsed for writing subsidy is\n",
- "0.235617667\n",
+ "0.201770416\n",
"Time elapsed for writing time weights is\n",
- "0.050587417\n",
+ "0.043729166\n",
"Time elapsed for writing co2 cap is\n",
- "0.095699042\n",
+ "0.067144042\n",
"Time elapsed for writing minimum capacity requirement is\n",
- "0.077976625\n",
+ "0.061286458\n",
"Time elapsed for writing net revenue is\n",
- "0.862758458\n",
- "Wrote outputs to /Users/lb9239/Documents/ZERO_lab/GenX/GenX-Tutorials/Tutorials/example_systems_tutorials/1_three_zones_tutorials/results_2\n",
+ "0.6947895\n",
+ "Wrote outputs to /Users/patrickbryant/Documents/DOE/GenX.jl/GenX-Tutorials/Tutorials/example_systems_tutorials/1_three_zones_tutorials/results\n",
"Time elapsed for writing is\n",
- "7.217705083\n"
+ "6.009327583\n"
]
}
],
@@ -383,14 +417,14 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 3,
"id": "7170f329",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "34-element Vector{String}:\n",
+ "33-element Vector{String}:\n",
" \"CO2_prices_and_penalties.csv\"\n",
" \"ChargingCost.csv\"\n",
" \"EnergyRevenue.csv\"\n",
@@ -405,6 +439,7 @@
" \"capacityfactor.csv\"\n",
" \"charge.csv\"\n",
" ⋮\n",
+ " \"power.csv\"\n",
" \"power_balance.csv\"\n",
" \"prices.csv\"\n",
" \"reliability.csv\"\n",
@@ -414,12 +449,11 @@
" \"status.csv\"\n",
" \"storage.csv\"\n",
" \"storagebal_duals.csv\"\n",
- " \"system_summary.yml\"\n",
" \"time_weights.csv\"\n",
" \"tlosses.csv\""
]
},
- "execution_count": 4,
+ "execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
@@ -438,7 +472,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 4,
"id": "75ec1010",
"metadata": {},
"outputs": [
@@ -446,35 +480,35 @@
"data": {
"text/plain": [
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- " \"Zone\" 1.0 … 3.0 3.0\n",
- " \"AnnualSum\" 4.37253e7 -1.72559e5 -1.12462e7\n",
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- " \"t2\" 0.0 -12.1713 -1165.2\n",
- " \"t3\" 0.0 -39.3077 -1145.04\n",
- " \"t4\" 0.0 … -0.0 -1136.98\n",
- " \"t5\" 0.0 -39.3077 -1145.04\n",
- " \"t6\" 0.0 -0.0 -1175.28\n",
- " \"t7\" 0.0 -39.3077 -1231.72\n",
- " \"t8\" 0.0 -0.0 -1292.2\n",
- " \"t9\" 4576.2 … -0.0 -1371.83\n",
- " \"t10\" 8586.42 -0.0 -1421.22\n",
- " \"t11\" 11809.7 -0.0 -1440.37\n",
- " ⋮ ⋱ ⋮\n",
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- " \"t1838\" 11828.7 -7.63558 -1385.94\n",
- " \"t1839\" 10429.5 … -0.0 -1373.84\n",
- " \"t1840\" 7599.64 -0.0 -1385.94\n",
- " \"t1841\" 2550.05 -29.7814 -1510.93\n",
- " \"t1842\" 0.0 -39.3077 -1623.82\n",
- " \"t1843\" 0.0 -20.1227 -1617.77\n",
- " \"t1844\" 0.0 … -39.3077 -1578.46\n",
- " \"t1845\" 0.0 -39.3077 -1534.11\n",
- " \"t1846\" 0.0 -39.3077 -1456.5\n",
- " \"t1847\" 0.0 -39.3077 -1355.7\n",
- " \"t1848\" 0.0 -0.0 -1248.86"
+ " \"Zone\" 1.0 … 3.0 3.0\n",
+ " \"AnnualSum\" 3.9735e7 -1.74339e5 -1.12462e7\n",
+ " \"t1\" 0.0 -39.3077 -1207.38\n",
+ " \"t2\" 0.0 -22.4474 -1167.98\n",
+ " \"t3\" 0.0 -39.3077 -1147.77\n",
+ " \"t4\" 0.0 … -29.4709 -1139.69\n",
+ " \"t5\" 0.0 -0.0 -1147.77\n",
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+ " \"t7\" 0.0 -0.0 -1234.66\n",
+ " \"t8\" 0.0 -3.637 -1295.28\n",
+ " \"t9\" 4225.69 … -0.0 -1375.1\n",
+ " \"t10\" 7928.75 -0.0 -1424.61\n",
+ " \"t11\" 10905.2 -0.0 -1443.81\n",
+ " ⋮ ⋱ ⋮\n",
+ " \"t1837\" 6184.08 -5.68218 -1275.08\n",
+ " \"t1838\" 6691.16 -39.3077 -1268.01\n",
+ " \"t1839\" 6603.73 … -17.6995 -1260.93\n",
+ " \"t1840\" 4679.66 -39.3077 -1295.28\n",
+ " \"t1841\" 3116.32 -39.3077 -1446.84\n",
+ " \"t1842\" 4836.88 -30.2122 -1532.72\n",
+ " \"t1843\" 4836.88 -2.60474 -1524.64\n",
+ " \"t1844\" 4836.88 … -2.16844 -1489.27\n",
+ " \"t1845\" 4836.88 -14.6007 -1430.67\n",
+ " \"t1846\" 3666.88 -2.60961 -1335.7\n",
+ " \"t1847\" 2428.88 -5.63079 -1208.39\n",
+ " \"t1848\" 2263.66 -26.6404 -1087.15"
]
},
- "execution_count": 5,
+ "execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
@@ -494,14 +528,14 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 5,
"id": "c34b1e6b-4ff9-48e8-8bea-9e65419c2933",
"metadata": {},
"outputs": [
{
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1825 rows omitted
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| 13 | t11 | -0.0 | -0.0 | -0.0 | 11809.7 | 0.0 | 10327.4 | 1321.59 | 0.0 | 119.095 | 1197.13 | 24774.9 |
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| 1840 | t1838 | -0.0 | -0.0 | -0.0 | 11828.7 | 0.0 | 10819.7 | 2892.04 | 0.0 | 0.0 | 0.0 | 25540.4 |
| 1841 | t1839 | -0.0 | -0.0 | -0.0 | 10429.5 | 0.0 | 10418.8 | 0.0 | 0.0 | 457.086 | 1824.66 | 23130.0 |
| 1842 | t1840 | -0.0 | -0.0 | -0.0 | 7599.64 | 0.0 | 7326.89 | 3661.41 | 1284.64 | 2189.9 | 0.0 | 22062.5 |
| 1843 | t1841 | -0.0 | -0.0 | -0.0 | 2550.05 | 2283.92 | 2817.75 | 6846.78 | 1824.2 | 4388.7 | 0.0 | 20711.4 |
| 1844 | t1842 | -0.0 | -0.0 | -0.0 | -0.0 | 4561.57 | -0.0 | 5852.42 | 3033.05 | 4777.2 | 1043.09 | 19267.3 |
| 1845 | t1843 | -0.0 | -0.0 | -0.0 | -0.0 | 4549.47 | -0.0 | 3874.9 | 3979.44 | 4777.2 | 1043.09 | 18224.1 |
| 1846 | t1844 | -0.0 | -0.0 | -0.0 | -0.0 | 4466.8 | -0.0 | 5807.06 | 2866.23 | 4777.2 | 1043.09 | 18960.4 |
| 1847 | t1845 | -0.0 | -0.0 | -0.0 | -0.0 | 13491.9 | -0.0 | 5762.71 | 2702.94 | 217.793 | 1043.09 | 23218.4 |
| 1848 | t1846 | -0.0 | -0.0 | -0.0 | -0.0 | 4211.74 | -0.0 | 3598.92 | 2421.22 | 4777.2 | 2086.18 | 17095.3 |
| 1849 | t1847 | -0.0 | -0.0 | -0.0 | -0.0 | 13491.9 | -0.0 | 7670.48 | 2049.28 | 31.2866 | 0.0 | 23242.9 |
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"
+ "1850×12 DataFrame
1825 rows omitted
| 1 | Zone | 1.0 | 2.0 | 3.0 | 1.0 | 2.0 | 2.0 | 3.0 | 1.0 | 2.0 | 3.0 | 0.0 |
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| 6 | t4 | -0.0 | -0.0 | -0.0 | -0.0 | 2361.52 | -0.0 | 6374.54 | 1396.95 | 5963.74 | 0.0 | 16096.7 |
| 7 | t5 | -0.0 | -0.0 | -0.0 | -0.0 | 7019.56 | -0.0 | 0.0 | 2909.5 | 3642.3 | 1677.08 | 15248.4 |
| 8 | t6 | -0.0 | -0.0 | -0.0 | -0.0 | 7592.66 | -0.0 | 7423.77 | 1043.83 | 3388.59 | 0.0 | 19448.8 |
| 9 | t7 | -0.0 | -0.0 | -0.0 | -0.0 | 8420.49 | -0.0 | 1418.21 | 3227.26 | 3032.78 | 1011.42 | 17110.2 |
| 10 | t8 | -0.0 | -0.0 | -0.0 | -0.0 | 7387.2 | -0.0 | 0.0 | 3266.31 | 3612.58 | 1937.7 | 16203.8 |
| 11 | t9 | -0.0 | -0.0 | -0.0 | 4225.69 | 5066.45 | 4616.25 | 3411.22 | 1631.22 | 2548.71 | 85.1298 | 21584.7 |
| 12 | t10 | -0.0 | -0.0 | -0.0 | 7928.75 | 0.0 | 9052.59 | 1608.16 | 0.0 | 2876.38 | 1011.42 | 22477.3 |
| 13 | t11 | -0.0 | -0.0 | -0.0 | 10905.2 | 0.0 | 11321.9 | 1386.88 | 0.0 | 328.433 | 1131.65 | 25074.0 |
| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |
| 1839 | t1837 | -0.0 | -0.0 | -0.0 | 6184.08 | 210.631 | 5599.6 | 4065.37 | 0.0 | 4380.86 | 0.0 | 20440.5 |
| 1840 | t1838 | -0.0 | -0.0 | -0.0 | 6691.16 | 34.0245 | 7278.05 | 7400.75 | 531.709 | 1086.76 | 56.4711 | 23078.9 |
| 1841 | t1839 | -0.0 | -0.0 | -0.0 | 6603.73 | -0.0 | 7320.98 | 3263.31 | 0.0 | 2733.81 | 1011.42 | 20933.2 |
| 1842 | t1840 | 20.7145 | -0.0 | -0.0 | 4658.94 | 0.330968 | 3583.83 | 5457.16 | -0.0 | -0.0 | 675.42 | 14396.4 |
| 1843 | t1841 | 3116.32 | -0.0 | -0.0 | -0.0 | 1375.97 | -0.0 | 5304.64 | 3266.31 | 1925.59 | 181.508 | 15170.3 |
| 1844 | t1842 | 4836.88 | -0.0 | -0.0 | -0.0 | 2856.6 | -0.0 | 4637.37 | 0.0 | 3756.83 | 0.0 | 16087.7 |
| 1845 | t1843 | 4836.88 | -0.0 | -0.0 | -0.0 | 77.5452 | -0.0 | 238.708 | 3266.31 | 5963.74 | 1553.6 | 15936.8 |
| 1846 | t1844 | 4836.88 | -0.0 | -0.0 | -0.0 | 4668.93 | -0.0 | 843.952 | 0.0 | 4385.95 | 868.155 | 15603.9 |
| 1847 | t1845 | 4836.88 | -0.0 | -0.0 | -0.0 | 5111.42 | -0.0 | 724.682 | 0.0 | 2124.38 | 2206.38 | 15003.7 |
| 1848 | t1846 | 3666.88 | -0.0 | -0.0 | -0.0 | 9501.49 | -0.0 | 1603.87 | 0.0 | 0.0 | 0.0 | 14772.2 |
| 1849 | t1847 | 2428.88 | -0.0 | -0.0 | -0.0 | 11505.1 | -0.0 | 1787.02 | 0.0 | 0.0 | 0.0 | 15721.0 |
| 1850 | t1848 | 2263.66 | -0.0 | -0.0 | -0.0 | 9832.2 | -0.0 | 3824.75 | 0.0 | 0.0 | 0.0 | 15920.6 |
"
],
"text/latex": [
"\\begin{tabular}{r|ccccc}\n",
@@ -510,7 +544,7 @@
"\t& String15 & Float64 & Float64 & Float64 & \\\\\n",
"\t\\hline\n",
"\t1 & Zone & 1.0 & 2.0 & 3.0 & $\\dots$ \\\\\n",
- "\t2 & AnnualSum & 1.06049e7 & 3.41251e6 & 9.19145e5 & $\\dots$ \\\\\n",
+ "\t2 & AnnualSum & 1.05406e7 & 3.48648e6 & 9.09407e5 & $\\dots$ \\\\\n",
"\t3 & t1 & -0.0 & -0.0 & -0.0 & $\\dots$ \\\\\n",
"\t4 & t2 & -0.0 & -0.0 & -0.0 & $\\dots$ \\\\\n",
"\t5 & t3 & -0.0 & -0.0 & -0.0 & $\\dots$ \\\\\n",
@@ -548,7 +582,7 @@
" │\u001b[90m String15 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Float64 \u001b[0m ⋯\n",
"──────┼─────────────────────────────────────────────────────────────────────────\n",
" 1 │ Zone 1.0 2.0 ⋯\n",
- " 2 │ AnnualSum 1.06049e7 3.41251e\n",
+ " 2 │ AnnualSum 1.05406e7 3.48648e\n",
" 3 │ t1 -0.0 -0.0\n",
" 4 │ t2 -0.0 -0.0\n",
" 5 │ t3 -0.0 -0.0 ⋯\n",
@@ -560,19 +594,19 @@
" 11 │ t9 -0.0 -0.0\n",
" ⋮ │ ⋮ ⋮ ⋮ ⋱\n",
" 1841 │ t1839 -0.0 -0.0\n",
- " 1842 │ t1840 -0.0 -0.0 ⋯\n",
- " 1843 │ t1841 -0.0 -0.0\n",
- " 1844 │ t1842 -0.0 -0.0\n",
- " 1845 │ t1843 -0.0 -0.0\n",
- " 1846 │ t1844 -0.0 -0.0 ⋯\n",
- " 1847 │ t1845 -0.0 -0.0\n",
- " 1848 │ t1846 -0.0 -0.0\n",
- " 1849 │ t1847 -0.0 -0.0\n",
- " 1850 │ t1848 -0.0 -0.0 ⋯\n",
+ " 1842 │ t1840 20.7145 -0.0 ⋯\n",
+ " 1843 │ t1841 3116.32 -0.0\n",
+ " 1844 │ t1842 4836.88 -0.0\n",
+ " 1845 │ t1843 4836.88 -0.0\n",
+ " 1846 │ t1844 4836.88 -0.0 ⋯\n",
+ " 1847 │ t1845 4836.88 -0.0\n",
+ " 1848 │ t1846 3666.88 -0.0\n",
+ " 1849 │ t1847 2428.88 -0.0\n",
+ " 1850 │ t1848 2263.66 -0.0 ⋯\n",
"\u001b[36m 10 columns and 1829 rows omitted\u001b[0m"
]
},
- "execution_count": 6,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
@@ -591,13 +625,13 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 6,
"id": "e3f5d234",
"metadata": {},
"outputs": [],
"source": [
"# Pre-processing\n",
- "tstart = 3\n",
+ "tstart = 3 # time series starts at row 3 in results files\n",
"tend = 170\n",
"names_power = [\"Solar\",\"Natural_Gas\",\"Battery\",\"Wind\"]\n",
"\n",
@@ -612,9 +646,9 @@
" power_plot = [power_plot; power_plot_temp]\n",
"end\n",
"\n",
- "loads = CSV.read(joinpath(case,\"TDR_results/Demand_data.csv\"),DataFrame,missingstring=\"NA\")\n",
+ "loads = CSV.read(joinpath(case,\"TDR_results/Demand_data.csv\"),DataFrame,missingstring=\"NA\") # if not using Time-Domain Reduction use system/Demand_data.csv\n",
"loads_tot = loads[!,\"Demand_MW_z1\"]+loads[!,\"Demand_MW_z2\"]+loads[!,\"Demand_MW_z3\"]\n",
- "power_plot[!,\"Demand_Total\"] = repeat(loads_tot[tstart:tend],4);"
+ "power_plot[!,\"Demand_Total\"] = repeat(loads_tot[tstart-2:tend-2],4); # Demand_data.csv timeseries starts at row 1"
]
},
{
@@ -631,7 +665,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 7,
"id": "a6f335f1",
"metadata": {},
"outputs": [
@@ -701,4035 +735,4035 @@
"name": "source_0",
"values": [
{
- "Demand_Total": 11946.75427320576,
+ "Demand_Total": 12587.652162582554,
"Hour": 1,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 11861.074909351182,
+ "Demand_Total": 12175.406036956681,
"Hour": 2,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 11939.698381887658,
+ "Demand_Total": 11975.345387714913,
"Hour": 3,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 12264.272768031547,
+ "Demand_Total": 11889.460977774457,
"Hour": 4,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 12841.853770046473,
+ "Demand_Total": 11968.272607447994,
"Hour": 5,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 13471.850423016831,
+ "Demand_Total": 12293.623775328437,
"Hour": 6,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 14306.470062327206,
+ "Demand_Total": 12872.587044250107,
"Hour": 7,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 14821.55547091378,
+ "Demand_Total": 13504.091410383287,
"Hour": 8,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 15025.170498674222,
+ "Demand_Total": 14340.708472633649,
"Hour": 9,
- "MW": 8786.966923052874,
+ "MW": 8841.936727884466,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 15021.138485043166,
+ "Demand_Total": 14857.026590952282,
"Hour": 10,
- "MW": 16843.853899909685,
+ "MW": 16981.34101919615,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 14931.426924348063,
+ "Demand_Total": 15061.128916337784,
"Hour": 11,
- "MW": 22137.132886815092,
+ "MW": 22227.060888537468,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 14818.531597123414,
+ "Demand_Total": 15057.08725633777,
"Hour": 12,
- "MW": 22567.30565204574,
+ "MW": 22804.510216622206,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 14774.179796065648,
+ "Demand_Total": 14967.160993180281,
"Hour": 13,
- "MW": 23247.56969865934,
+ "MW": 23420.41917072104,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 14800.387619595025,
+ "Demand_Total": 14853.995486829097,
"Hour": 14,
- "MW": 20623.005078228067,
+ "MW": 20700.265157911024,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 15490.86395078294,
+ "Demand_Total": 14809.537540616197,
"Hour": 15,
- "MW": 16789.740257537982,
+ "MW": 16868.180557250453,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 16521.03476990443,
+ "Demand_Total": 14835.808081150086,
"Hour": 16,
- "MW": 13321.15872263427,
+ "MW": 13471.180754702018,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 16527.08270069462,
+ "Demand_Total": 15527.936864494804,
"Hour": 17,
- "MW": 5661.22882586624,
+ "MW": 5809.881742500593,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 16225.692264289744,
+ "Demand_Total": 16560.573109203928,
"Hour": 18,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 15630.975424587126,
+ "Demand_Total": 16566.635510667307,
"Hour": 19,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 14651.204522471406,
+ "Demand_Total": 16264.523779197574,
"Hour": 20,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 13555.514052921739,
+ "Demand_Total": 15668.383660473724,
"Hour": 21,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 12444.703662843514,
+ "Demand_Total": 14686.267964729755,
"Hour": 22,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 11647.379935221146,
+ "Demand_Total": 13587.955272077394,
"Hour": 23,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 11239.141923069026,
+ "Demand_Total": 12474.486471086217,
"Hour": 24,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 11075.846862048076,
+ "Demand_Total": 11675.254582853697,
"Hour": 25,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 11084.9188498381,
+ "Demand_Total": 11266.039569422868,
"Hour": 26,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 11427.637030300913,
+ "Demand_Total": 11102.353707323542,
"Hour": 27,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 12473.935545321063,
+ "Demand_Total": 11111.447406127118,
"Hour": 28,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 14381.061702493747,
+ "Demand_Total": 11454.985786469559,
"Hour": 29,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 15451.552307093603,
+ "Demand_Total": 12503.788317032166,
"Hour": 30,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 15684.399213434917,
+ "Demand_Total": 14415.478627452321,
"Hour": 31,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 15813.422419767694,
+ "Demand_Total": 15488.531150302471,
"Hour": 32,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 15937.405833202627,
+ "Demand_Total": 15721.935305490202,
"Hour": 33,
- "MW": 4764.248822175818,
+ "MW": 4826.527144559446,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 15913.21374362292,
+ "Demand_Total": 15851.267290911883,
"Hour": 34,
- "MW": 12482.956046730793,
+ "MW": 12508.248912661664,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 15759.998630919903,
+ "Demand_Total": 15975.547422675156,
"Hour": 35,
- "MW": 13132.041320309692,
+ "MW": 13100.525673650818,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 15653.151234485447,
+ "Demand_Total": 15951.297430387614,
"Hour": 36,
- "MW": 15497.279841670872,
+ "MW": 15613.134415627414,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 15483.808061413178,
+ "Demand_Total": 15797.715645895405,
"Hour": 37,
- "MW": 11914.625823175738,
+ "MW": 11844.814426457395,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 15490.86395078294,
+ "Demand_Total": 15690.6125410076,
"Hour": 38,
- "MW": 10623.189640429671,
+ "MW": 10697.108024892708,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 16196.460385708875,
+ "Demand_Total": 15520.864092299744,
"Hour": 39,
- "MW": 8616.187790670992,
+ "MW": 8579.778611820619,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 17226.631019672557,
+ "Demand_Total": 15527.936864494804,
"Hour": 40,
- "MW": 6789.132804960402,
+ "MW": 6967.461969525254,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 17083.49585333913,
+ "Demand_Total": 16235.221949395347,
"Hour": 41,
- "MW": 899.0613413063834,
+ "MW": 888.8771464895583,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 16542.202619274838,
+ "Demand_Total": 17267.8579928156,
"Hour": 42,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 15761.00658949947,
+ "Demand_Total": 17124.380277858647,
"Hour": 43,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 14614.91656936297,
+ "Demand_Total": 16581.791610934262,
"Hour": 44,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 13176.507921298828,
+ "Demand_Total": 15798.726016627086,
"Hour": 45,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 11875.18668809071,
+ "Demand_Total": 14649.893161443593,
"Hour": 46,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 11045.60702488764,
+ "Demand_Total": 13208.042096520654,
"Hour": 47,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 10521.449809772168,
+ "Demand_Total": 11903.60652216458,
"Hour": 48,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 10264.410993163932,
+ "Demand_Total": 11072.041506789634,
"Hour": 49,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 10198.891340787412,
+ "Demand_Total": 10546.629874812577,
"Hour": 50,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 10490.201828874358,
+ "Demand_Total": 10288.975904410598,
"Hour": 51,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 11457.87686940969,
+ "Demand_Total": 10223.2994483955,
"Hour": 52,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 13382.13886427007,
+ "Demand_Total": 10515.307102258117,
"Hour": 53,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 14444.565437711131,
+ "Demand_Total": 11485.297995075327,
"Hour": 54,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 14552.420973986282,
+ "Demand_Total": 13414.16515529766,
"Hour": 55,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 14491.941295768727,
+ "Demand_Total": 14479.134342004056,
"Hour": 56,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 14509.07713150808,
+ "Demand_Total": 14587.248002768692,
"Hour": 57,
- "MW": 5035.548919286339,
+ "MW": 5153.780083254604,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 14448.597453290527,
+ "Demand_Total": 14526.623585557154,
"Hour": 58,
- "MW": 15502.280300463968,
+ "MW": 15696.096513357792,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 14282.278337218087,
+ "Demand_Total": 14543.800427287471,
"Hour": 59,
- "MW": 22187.27400564048,
+ "MW": 22350.41655053477,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 14174.422982204063,
+ "Demand_Total": 14483.176010075933,
"Hour": 60,
- "MW": 25435.21238094531,
+ "MW": 25583.006504138168,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 14021.20768823992,
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"Hour": 61,
- "MW": 25441.769806241886,
+ "MW": 25904.102824310277,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 14033.303549820308,
+ "Demand_Total": 14208.345383088787,
"Hour": 62,
- "MW": 25328.911535986947,
+ "MW": 25763.51486011484,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 14735.875925798075,
+ "Demand_Total": 14054.763413451425,
"Hour": 63,
- "MW": 22345.46987263689,
+ "MW": 22444.910725731163,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 16028.12535052896,
+ "Demand_Total": 14066.888216378184,
"Hour": 64,
- "MW": 15278.729126065151,
+ "MW": 15311.699788401686,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 16041.229172637255,
+ "Demand_Total": 14771.14199586667,
"Hour": 65,
- "MW": 6560.308677801291,
+ "MW": 6627.846677608326,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 15659.19916722398,
+ "Demand_Total": 16066.484048492463,
"Hour": 66,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 15039.282460623213,
+ "Demand_Total": 16079.619230222765,
"Hour": 67,
"MW": 0,
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},
{
- "Demand_Total": 14011.127741870327,
+ "Demand_Total": 15696.674950542842,
"Hour": 68,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 12727.950302981128,
+ "Demand_Total": 15075.274653944918,
"Hour": 69,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 11526.420578786037,
+ "Demand_Total": 14044.659343916168,
"Hour": 70,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 10754.296534852356,
+ "Demand_Total": 12758.410982022091,
"Hour": 71,
"MW": 0,
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},
{
- "Demand_Total": 10365.210456859853,
+ "Demand_Total": 11554.00574843062,
"Hour": 72,
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"Resource_Type": "Solar"
},
{
- "Demand_Total": 10191.835451417652,
+ "Demand_Total": 10780.03384485516,
"Hour": 73,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 10200.907439207675,
+ "Demand_Total": 10390.016599763161,
"Hour": 74,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 10528.50569914193,
+ "Demand_Total": 10216.226676200438,
"Hour": 75,
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"Resource_Type": "Solar"
},
{
- "Demand_Total": 11589.924132742297,
+ "Demand_Total": 10225.320375004014,
"Hour": 76,
"MW": 0,
"Resource_Type": "Solar"
},
{
- "Demand_Total": 13601.8817691903,
+ "Demand_Total": 10553.70264700764,
"Hour": 77,
"MW": 0,
"Resource_Type": "Solar"
},
{
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@@ -4975,9 +5009,9 @@
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",
+ "image/png": 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mTJmCF198ERqNBkePHsX333+PpUuX4tixY3jw4AEAYPjw4XrrZGRkwN/fH//3f/+H7777Tmhn6+XlhZ9++kloN+rr6wuRSAQAaN++PQAgPj7eaBxkpJ2po6Oj0JN5YmIiAKBt27bCNufOnQsAiI2NhVarRWRkJLy9vfW2kZ6ervfZ3NwczZo1Q3FxMbKysuDk5CTMu3fvHgoLC4W4ly1bhujoaNja2sLa2togvm7dugm/d+3aFTt37kRaWhoCAgKwadMmnD9/HhYWFmjRooVwjLrjaNeuHQBALBbj888/N3pOjJk8eTIOHDiAw4cPC239J0+eXOnyfn5+kEqlAAB/f38AQFpamtCuedGiRVi0aJGwfEZGhvC7SCQyaHNbkY2NDa5evSp8/vrrrzFr1iwAQFJSEtRqNdq1awcTExMA1V8HxlhYWCAgIMDovOeffx6Wlpa4fPky3NzcEBAQgNzcXERERCAzMxNOTk7o2bMnioqKarQvDw8P4XddPwS1bbevUCiQkZGBDh06oFmzZgCAFi1aQCaTCcedkpKCJUuWIC8vD15eXsI1DZRf6+bm5vD19QUAdO/eXTh/NVVSUoK0tDSYm5vDyspK6KW+TZs2esulp6fD3d0dAGBrawsAwrXu4OAAAMJoCLp21omJifj0009RUFAAHx8fiMWGXfd4eXkBgDCqg1arBRHhwYMHcHV1Fe67Xr16VXoMjo6OAIDU1FSDeTdu3AAR6d2D1XnhhReE3ydNmoR58+bh2LFjsLW1hUajwWuvvQYAePDgAdRqNTp37qy3/qP3hjFWVlY4ceIEduzYIVz3j6ugoADBwcEoKirC6tWrMXToUGFeQkICgIf30qO/P3pftWrVSuipX/d30Gg0wnfQggULsGDBAr3jE4vFWLNmDRYtWoQ1a9ZgzZo1sLOzw6ZNm9CxY8fHPh7GGHvWcSd2jLGnpkuXLpgwYQImTZqE9evXAyh/OAaA5s2bAwBu376N3Nxc4Wfv3r3IysrCO++8g1u3buG7777D6NGjER8fjw8//BBubm4AHj5oPvq7rjMmU1NTKBQKoVOylJQUg9gsLS2F33XJxKMJ+YYNG7Bw4ULIZDKIRCL069dPL87c3FxMmDDBYLvPP/88AGDr1q3CtIKCAvTs2RPPPfccNBoNlixZgpiYGBw/fhy5ubkYNGiQwXbS0tKE3+Pi4gAArq6uCA0Nxfnz5/HVV18hPz8f77zzTqXHQURYunQpli9fbrB9Y0aPHg1ra2v8/vvvCAsLQ8+ePeHj41Pp8o/GqHu4d3V1FV4qbN++Xe986R7ugfIE/kmGsnN1dYVIJEJCQoLwgsbYdUBEQmdZycnJBtuRSqVGk0TdvAEDBiAiIgJXrlxBQEAAevXqhYiICERERGD48OGVrmvMo4n047KwsIC9vT1SUlKEDsJyc3ORn5+Pli1bQi6XY86cOWjRogXi4+MRFxcnvGQByq8RpVIpXCMpKSm17kTw66+/hlKpxIgRI2BtbQ0bGxv4+PgY3B/vvvtujbcpEomQm5uLDz/8EF5eXkhMTERMTIzRlwvGzqNIJIK9vT0yMzOFv7fuJaExfn5+cHR0xN27d/WGVbt48SK6deuG6dOnAyi/hoCHHQ8au4YA/e+T5s2bY8iQITh16hR+++03WFtbY8yYMcI8qVSKzMxMvXO1du3aKs/P6dOnsWXLFowbNw5ZWVnYs2dPlctXRqvV4rXXXsPdu3cxceJEzJs3T29+Tb5fAVR63evu/Z07d+odX3x8PORyOfr27YuIiAgcOHAA06dPR3FxMaZPn/5EHZEyxtizjhN4xliD0JXS6EpndSVWCxYswIULFzBjxgzY29vj22+/xZ9//okePXpg9uzZ8PPzw5tvvgmgvBTK2dkZw4cPx40bNzBv3jzs3btXKJWdMmUKAMDT0xNKpRILFy7E2rVr8dNPP1UZm5eXF9q1a4fw8HCEhITg22+/xbx583Dq1Ck4ODigR48eCA8Px9dff40zZ87A398fLVq0MFpqtnjxYpiYmGDJkiWYOnUqPv/8czz33HMoKCjAjBkzYGNjg8zMTIjFYpibm+PkyZM4dOgQAP2aArt378aqVauwbt06bNu2DTY2NhgwYAAyMzMBlCdyf/31F7777jth3T59+kAmk2Hv3r3YsmULPvvsM3z++eeIjIw0etwikQg5OTk4ePAgiAgWFhYIDg5GREQEIiMjMWnSpCrPW1RUFN59911s3boVS5cuhUgkwujRozFgwACIRCKh1/svvvgC9vb2+H//7/9Vub3asLS0xPjx43Hv3j28++672Lt3r5B0PXodEBE++ugjbNy4Edu3b6/1foYPH46CggLcuXMHAQEBCAgIQFRUFLKzszFy5Eij6+iSm5s3b+LatWuPeYTAvn37MHHiRL2ftLQ0TJkyBfn5+Zg6dSr27duHKVOmQKvVYsqUKcjNzYVarYZUKoVCocDq1av1ejvXJZJTpkzBDz/8IJyr6vzrX//C22+/jcGDB2PBggUwNTUVale88MILuHfvHkJCQnDhwgU8//zzcHR0RHR0dI2PVSQSISsrC0QEqVQKuVyO5cuXG4wSUZWgoCCUlJTgjTfewPfff48ZM2ZUuqxEIhHif/HFFzF//nwsXrwYY8eOBQCh9NjT0xMAEBISgi1bttT4Zdirr76KoqIi7N27F+PGjRMS/IEDB6K0tBTz5s1DeHg4XnrpJdjb2+PYsWMIDw+Ht7c33n77bYPtZWVlASh/qZSRkYEVK1YAMF67qCp79+7F4cOHAZT3Ev/yyy8L19aMGTPQo0cP+Pn54bfffsOKFSvw448/YvHixRCJREItgqq88MILEIlEWL16NU6cOIHQ0FDY29tj+vTpKCgoQK9evTBq1CjY2Njg1VdfhbOzM6RSaa1rgTDG2D/K06+1zxj7p6msF3onJycSiUQUGRlJarWa5s2bR6ampkKHaFOmTCGVSkUajYamTZsm9C4OgLy9vYWe3+/fvy90egeU91L/wQcfCO3Xjx49KvTy3KpVK6Ezt0fbwLu7u+vFdu7cOaHTKwDk5eUl9L4eGxtL/fr1E+bZ2dnp9TJf0f79+6lFixZ68b377rtCh2W7du0SOrvz9PSkyZMnEwD6+uuvhTbww4YNo+bNmxNQ3sv+vn37iIgoPDyc7OzshDhmzJhBAGjmzJlEVN5TdbNmzYR9d+/endLS0ojIsA38O++8Iyyna0eu6yRPLBZTcnKy0ePTtYHv0qULdenSRWivrutkkKi83ayup3wA1KdPHyGODh066LVNr6imvdCnpqYKPfXrrqG3336bNBqN8DfVxdC8eXN68803DdrAy2SySuMgetjO2tLSksrKyigvL49EIhFJJBLKyckhIsNx4PPz86ldu3YEgMaMGWN0HPjBgwcTAEpKSjLYp64dsbGfu3fvUkFBAQ0bNkxv+vjx44Vx2V9//XVh+qhRo6hz584kkUjo/v37JJfLhU4FAdArr7xCtra2NR4HXiqVUkBAgF7/D2lpaTRixAhhGUtLS/rqq6+IiIQ28LoODA8fPkwAaOHChUT0sE35rFmzSKvV0vjx44XtjBs3jtq1a0dSqZRSU1OFNvAHDx4U/v4A6PnnnyciouzsbL37VHd9VzYOvFarpeXLl5OlpaWwjo2NjRA7EVFCQgK1bt2agPKO6t577z2jbeATExP1tl1UVCSMMnH8+HFhulwuFzqm1N03unOh63di7NixBrEWFBQI33kmJiY0d+5ckkgk1K5dO1KpVDVuA/+f//yn0murZcuWRFTeDl7Xx4Hub/7od7mpqSl16tRJ+Kw7J7o+LbZu3ap37z/33HPCd86mTZuE86K7x2vaCz9jjP1TiYgeY9BRxhirJ7oxvD09PYVSep2cnBwkJSXBysoKXl5eBqU0MTExKCgogLe3t9CmVae0tBQZGRlwc3MT2mpWR61WIzY2FkqlEh07djTYX1JSEuRyOdq0aVPtNjUaDe7cuYOSkhL4+vrCzs5Ob35ubi5SUlLg6+srVNMFgEuXLqFv376YM2cOQkJCkJiYCG9vb71liouLkZCQAG9vb72quzoqlQoxMTEwNTXV6yvAmJKSEiiVSqFNdnp6Olq0aIHAwEAcO3bM6DoKhQKWlpYYMGAATp48idjYWLRs2RJWVlYGcdy9exdOTk5wcXGp8nw9ibt37yIvLw+enp4G+1GpVEhLS4Orq6veOXwaCgoKYGJiIrRVr2v3798XrvFHqzcDD5s06NqLV5SUlASVSmXQr8OTSE9PR05ODnx8fGBmZvbY24mNjYVEIhFKv2srPj4eEolEaH9fnZKSEty+fRtmZmZo3769XpMDoPxeTk5OhrOz8xM1+3hUbm4ukpOT0aZNG717+MCBAzh16hS++OILg3U0Gg1iYmLg5OQEZ2fnOomjMhqNBtHR0ZDL5fDz8zPaT0dVlEol7t27Z/Tel8vliI+Ph1gshre3t8H5Zowxpo8TeMYYa8QeTeBDQ0Of6r5/+OEHrF69GpGRkfj111+F6sQVPZrAnzlz5qnGyNiz6t69e5g+fTq2bdtW6YsXxhhj/zzcCz1jjDVitra2GDJkCNq2bfvU952TkwNbW1ssXrwYQUFBlS4nFosxZMgQg560GWOPz9XVFceOHYO5uXlDh8IYY6wR4RJ4xhhjjDHGGGOsCeBe6BljjDHGGGOMsSaAE3jGGGOMMcYYY6wJ4ASeMcYYY4wxxhhrAjiBZ4wxxhhjjDHGmoB66YVeqVTiwIEDSEhIwHPPPYf+/fsDAKKjo3H48GHY29vjlVdeMRg/ValU4qeffkJ+fj4mTJgANzc3Yb0jR47A3d0d48ePh0gkglarxS+//IIHDx4gKCgIPj4+9XEojDHGGGOMMcZYo1AvJfDTpk3DyZMn4eXlhffeew8HDx7E/fv3ERwcDDc3N0RFRWHy5MkG67311lu4evUqpFIpBg4ciMLCQsTFxWHMmDGwt7fHvn37sGzZMgDAkiVLsH//fjg6OmLkyJFITEysj0NhjDHGGGOMMcYahXoZRs7JyQlpaWmQSCTYuXMnwsPDMWzYMBw9ehRbt25FYWEh/Pz8kJycLKyTlZWFnj17IiEhASKRCDNmzEC/fv0QHR0NBwcHfPDBBygqKoKvry8SExPRqlUrxMXFwdLSEitXrgQRYdGiRXV9KIwxxhhjjDHGWKNQLyXwWVlZkEgkKC4uxo8//ojnnnsOgYGBiIqKwpQpUzB06FCDZDs6Ohp+fn4QiUQAAB8fH8TGxiIqKgodOnQAAFhbW8PExATR0dGwt7eHpaWl3rKMMcYYY4wxxtizql7awAPAoUOHsHTpUsyaNQtTpkzB0aNHoVarMXXqVPz999/46quvMG3aNJiZmQEAtFqt3vq6RF6j0Qi/61RctqILFy7g4sWLetOcnJzwwgsvPOFRMcYYY4wxxtizy8vLq6FDYFWolwR+1apV+PPPP3Hs2DG4uLgAAI4cOYLp06dj4MCBGDhwILZt24bExESh8zl3d3ckJCQI20hMTETPnj2Rk5OD+Ph4AIBCoQAAtG3bFqmpqSAiiEQiPHjwAN7e3sK6/fr1Q79+/Qxi4ouRMcYYY4wxxozT5V1P6sGDB/D39xc+i8VieHp6Yvbs2ZgyZUqd7KMhLVq0CN9++63B9DZt2iAiIqJe913nCXxJSQnWr1+P0NBQnDt3DgDQunVr9O3bF1u2bEGfPn2QlJQEuVwODw8PHDlyBGZmZhgyZAhkMhm2bNkCX19fHDt2DMuWLYOXlxfeeecd9OjRA3v37sX48eNhYWGBwMBAfPbZZxg1ahS2b9+O/fv31/WhMMYYY4wxxhirJa1Wi7y8PAwdOhSDBw+GSqXC7t27MXXqVPTs2RPt27d/om2LxQ07GvqQIUNgZ2eH1NRUfPHFFwgMDMTAgQNhb29f7/uu8yOXy+WYOnUqbt68iWvXruHatWtITEzE5MmT8X//938ICQnB4cOHcejQIZiZmUGj0eD69esAgL1790st9GMAACAASURBVOLmzZvYsWMHfvrpJ8hkMvTp0wcff/wx1q5dC0tLS4SEhAAANm/ejKKiImzcuBFffPEFDyPHGGOMMcYYY41Iv379sGDBAnz88cdYtGgRtFot4uPjUVZWhrlz58LBwQE2NjaYPXs2NBoNtFotZs+eDRsbG1hYWGD06NHIz88HAOzbtw8+Pj4wNTWFt7c3du3aBQDYuXMnvL298eDBAwDA9OnTMXjwYADAzJkzMW7cOLzxxhsYM2YMiAiffPIJWrZsCZlMhsmTJ0Mul4OIsHTpUri4uKBZs2Z46623oFQqKz2uwYMHY8GCBZg6dSoAoH///liwYAFSU1Ph7e2N9PR0AMD777+Pbt26obCwEN7e3pg3bx46dOgAFxcXYXQ1rVaLxYsXw9nZGc2aNcO0adOgUqkqP6nUwA4cOEC3bt2q9/2sXLmy3vfBGGOMMcYYY01VXFxcnWwnISGBANCYMWPo22+/pQ0bNlCPHj3IxcWF8vLyKDQ0lADQl19+SRs2bCCRSETbtm2jgwcPEgD65ptvKCwsjBwcHGj9+vWUkpJClpaWNGTIEDp06BCNHDmSzMzMKC4ujjZu3EgAKDY2loiIxowZQz4+PkRENG7cODIxMaHevXvT119/Tbt37yYA9O6779LatWsJAC1fvpx++OEHAkAhISG0ZcsWkkgktHr16mqP88aNG8I2iIjOnDlDAGj79u2k1WrJxcWFpk6dSkVFRQSAZDIZhYaG0pgxYwgA/f777/Tdd98RAFq9ejVt3ryZTExMaP369ZXus946saupoKCghg6BMcYYY4wxxlgdO3/+PCIjI5Gfn4/c3FzMmDEDdnZ2CAsLg42NDZKSkgAAVlZWOHToEGbNmgUA+OSTTzB06FB8++23GDduHHbu3ImSkhKEhISgR48e8PT0RKdOnXDkyJFqYzA1NcW5c+dgZmaGqVOnQiqVYuPGjRCLxejRowccHBywatUqmJmZIS8vD/n5+ZDJZDh06BDmz59fq+Pt378/WrVqhcOHD8Pf3x8ZGRmYNGmSMP+dd97BnDlz8Prrr8PBwQFnz57FgwcPYG5ujpycHOTk5MDOzg6HDh3CBx98YHQfDZ7AM8YYY4wxxhh79rz//vtYunQpiAjjx4/H5s2b8fnnn0OpVMLW1hYymQwAsGTJEnh4eGDIkCE4evQovv/+exw5cgS7du3Cv/71L3h4eAAAzM3NAQBSqRQAoFQqDUY1Kykp0YvBzc1NWEYul0MqlQpt6D09PWFhYQGlUglra2uhDfuHH34odMZeG2KxGJMmTcLmzZvRuXNnuLi4YPDgwUJn7La2tgAAS0tLiMViaLVaKJVK2NjYCOdi/vz5aNGiReX7qHVUjDHGGGOMMcZYDYlEIvj6+oKIkJeXB39/f+Tk5CAgIADDhg3D6dOnUVBQgE2bNmHWrFlYsGABEhIS4OjoiMjISDz//PMwMTHB+vXrkZCQgHXr1kEkEmHgwIFwcHAAABw8eBAnT5406AX+0SHJu3Xrhvz8fPz00084d+4cWrdujW+//Rb+/v4oKChAp06dEBQUhPPnzyMrK+uxjnXy5MkoKipCaGgoJk6cCBMTE2Hef//7X1y5cgUrVqyAVqtFr1694O/vj/z8fHTp0gWjR4/GuXPnkJ2dXen2uQSesUZAS1qIRfw+jTHGGGOMPZucnJwAANHR0Vi0aBFu3ryJF154AQDQt29fjB07FlqtFlu2bBGGoHN2dsb8+fPh6+uLf//73/j444+xY8cOSCQShISEoFu3bvDy8kKHDh0wb948eHh4oH379sjNzTUaw8yZM3HkyBG88sorAIChQ4dizpw5EIlEiIiIwKhRowAA/v7+mDBhwmMdZ9euXdG+fXtER0frVZ8Hykvg+/fvD6VSiYkTJ+Kll15CcXExrl69ihEjRgAof8kwfvz4SrcvIiJ6rMiamFWrVmHBggUNHQZjRhWVFcHa1Lqhw2CMMcYYY/9g8fHx8PLyemr7S0lJARGhZcuWwjStVoukpCQoFAp4eXkJ1d8BQKFQ4P79+/Dw8IClpaXetrKzs2FnZweJpPoy6qSkJIjFYri5uelNz8jIgEKhgKenJwAgMjLSaG/0bdu2hbV15c/uwcHBiI+Px82bNwEAxcXFsLa2RkhICN5++22o1WrhhYZOeno6lEql0FygMlwCz1gjUKwq5gSeMcYYY4z9o1RMoIHyduSVJbEWFhaVjiHv6OhY4/22atXK6PSK7d4jIyNRWFhosFyLFi0qTeADAgJw+fJlfPfdd0bn69q6V9S8efOqQhZwAs9YI1BUVoQWqLyzCsYYY4wxxtjTVbEKfE0sWLAAdnZ2QvMAoLzTvT179qBTp05PHBMn8Iw1AkVlRQ0dAmOMMcYYY+wJBQcHG0yTSCSP3aa+Iu41i7FGoFhV3NAhMMYYY4wxxho5TuAZawSKyziBZ4wxxhhjjFWNE3jGGgGuQs8YY4wxxhirDreBZ6wR4BJ4xhhjjDH2LEqRpyAyJxLZpdkAAEepIzo6dISblWEP9Kx6nMAz1ggUqbgEnjHGGGOMPTvUpMahhEO4mX0TIoiE6bGIxaX0S+ji2AWjW4+GRGSYkkZHR6Nly5bCUG3R0dFwdXWFra0tACAmJgaurq64f/8+OnfuXKN4YmNj0apVK5ibm9fB0TUcrkLPWAMjEIrLikGghg6FMcYYY4yxOnEw/iBuZt8EUP68++h/AHAz+yYOxh80uu6///1v7N69GwCgUqnQq1cvbN26tXxbRBgwYAByc3OxcOHCGscze/ZspKamPskhNQqcwDPWwNRaNTSkgVqrbuhQGGOMMcYYe2JJxUm4lXOr2uVu5dxCUnGSwfRBgwYhPDwcAHDx4kX06NEDYWFhAIB79+7B2toanp6eWLlyJQAgLi4ORUVFOH78OK5fvy5sR6FQ4PTp07h//34dHFXjwAk8Yw1MqVECAFQaVQNHwhhjjDHG2JO7k3sH4hqkmmKIEZUbZTB98ODBuHDhAgAgLCwMM2bMQHp6OkpKSnDhwgUMHjwYADBy5EgAwNy5czF27FhcunQJb775Jo4cOQKVSoWBAwfi4MGDWLJkCa5du1aHR9hwuA08Yw1MpS1P3JUaJaxMrWq9fpm2DKZi07oOizHGGGOMsceSW5pbo+VIRMgpzTGY7uHhASJCZmYmTpw4gY8++gjnz5/HuXPncPHiRQQGBhqs88EHH+DFF1+Ep6cnzp8/j+LiYvj7+2PDhg0gInTs2PGJj6sx4BJ4xhqYruRdl8jX1s3sm9CSti5DYowxxhhj7ImQqGb9Oz3awd2jBg0ahH379sHc3Bz29vYIDAxEWFgYwsPDMWjQIIPlW7ZsCQCwsrKCQqFAfHw82rRpU74PkQienp6PdyCNDCfwjDUwIYF/zCr02aXZiC+Mr8uQGGOMMcYYe2wOUgfUqH9mAuyl9kZnDR48GCEhIRg2bBgAYODAgTh06BAsLCzg6OhosLxIpP8iwMfHBzdu3AAAlJWV4fbt27U7iEaKE3jGGphSq9T7f22VlJXgVnb1nYQwxhhjjDH2NHSw71CjEZYIhA72HYzOGzhwIJKTk4Xq8lZWVvDw8DBa+m7M2LFjkZubi6CgIAQHBxtN+puiekngL126hP79+6Nr166YOHEiCgoKAAC7du1C165d0aNHD2zfvt1gvfDwcPTq1QudO3fGxo0bAZQPE/DRRx+hY8eOeOGFF3Dv3j0A5WP/Pf/88+jUqRP+9a9/1cdhMPZUPGkJfIm6BNF50UJneIwxxhhjjDWkls1awt/Rv9rl/B390bJZS6PznJycoNVqERAQIEw7efIk1q5dK3xOTk4GAPz222/o0qULAOCll15CaGgoTExMcPToUYSGhmL//v24fv06Wrdu/SSH1SjUSwI/bdo0hIaG4saNG3Bzc0NoaCgePHiAVatW4ezZszh9+jTWrVuHsrIyYR2tVos33ngD3333Ha5evYodO3YgMjISv/76K6KionDr1i0sXLgQ7777LgBg+vTpWLJkCW7evImbN2/iyJEj9XEojNW7J03gFWoFyrRliMmLqcuwGGOMMcYYe2yjW49GV6euAMqrtwv//a+qe1enrhjdenS9x9G6dWuYmZnV+36elnrphf7ll19G9+7dAQDe3t64e/cufv/9d0ycOBEXLlyAQqHA9evXYWr6sOfs6OhoODg4oEOH8ioUY8aMwYkTJxAZGYnXX38dYrEYgYGBePXVV5Gbm4v4+HihPcS4ceNw/PhxYRgBxpqSR3uhfxwl6hIA5eNodnHsUmdxMcaeDi1pUaYtg7mJeUOHwhhjjNUZE5EJgloHoadzT9zJvYMsRRYAwNHCER3tO8LVyrWBI2ya6iWB//jjjwEAP//8M7755hscOHAA27dvx6+//gqRSITs7GysWbMGFy5cgERSHkJ6ejqaN28ubMPR0REZGRlIT0+Hi4sLgPI3N7a2trh79y6cnJyEZZ2cnJCdnV0fh8JYvXvSXuh1CXx8QTwKVYWwMbOps9gYY/WvUFWIPGUeWts0/Wp9jDHGWEWuVq6crNehekng09PT8eabb8Ld3R0XLlyATCaDubk5xowZgyVLlgAA+vbti5iYGGE8vmbNmukl4cXFxbC1tYW1tTVych6ODSiXy+Hm5qa3bFFREWxtbYXPFy5cwMWLFw3iio/nnrpZ45NZkgkAyMjJQHxp7a5RLbRCyT2BcPbeWXSwMN4RCGu6iACR8RFW2DMgoywDWeoskEXNhtthjDHG2D9XvSTwkyZNwsKFCzF8+HBhmp+fH06cOCF8Li4uhkwm05ufmJgIuVwOKysrXLp0CfPnz4dIJMLVq1fx0ksvITY2Fu7u7nBzc4OJiQlSU1Ph6uqKP//8U69zg379+qFfv356Ma1atQpeXl71cbiMPZGYxBigBLC0toSXZ+2u0aKyIuCRyicplILRXvXflojVNzWADAApkBdpceuiLexdbNHSywZWts0aOjhWx4qyi6DIU/C/UYwxxhocF3g2fnWewKempuLq1atYt24d1q1bBwAYPnw43n//fWzfvh1TpkxBTk4ORo0aBTc3N8yfPx9WVlb45JNPMG3aNAwaNAju7u4Qi8Xo168f/Pz88PzzzyMtLU3YrlgsxrJlyxAYGIhu3brh3r17er0RMtaUPEkVeoVaofc5vSQdGSUZcLF0qZPYWEM4BSAegBbyQm9cOe0C0mqRej8PqffzYOsghaunHZzc7GBiYtLQwbI6kK/KR7I8uaHDYIwxxlgTUOcJvIuLC5KSkvSmmZubw8TEBEeOHMGdO3dgbW0NT09PAMCsWbNw6tQpAMDSpUvx8ssvQy6Xo2vXrhCJRHBwcMC1a9dw/fp1rFy5UmgnP3XqVAwaNAhpaWno2bMnP8iyJkuXuD9OL/QlZSUG027n3OYEvsnSAkgAoEVhbjtcO2s4XmlBTikKctKhQRnc3JsbzGdNT74yH0WqIu7DgjHG2DOpME+BzOQClBSXN/u0bGYO55a2sJFZNHBkTVOdJ/AmJiZ6VeMfJRaL0alTJ71pycnJmDRpkvC5Xbt2ButJpVL07dvXYLqHhwc8PDyeMGLGGpYucX+cXuh1Hdg96lbOLQxqOQhiUb2MEsnqVTYALTKSOyHqStWJnFJV/HRCYvWuQFkAAEiRp3ACzxhj7Jmh1RL+vpGK9Af55UPHUXlfL7kiOZJic9Dc3Q7turpCLDbe0Y9Wq8WlS5eQlZWFLl26VDmGe1lZGeLi4uDr61svx9KYNPgTfr9+/WBpadnQYTDWYHSJe11UoQfKe7ROLEp84rhYQ8hEZnLHapN3AChTFz6FeNjTkK/KBwCkFKc0cCSMMcZY3Ym5noqMpPJ/44gIBJT//C+Rz0jKR8z1VKPrajQajBgxAlu2bMGff/6JMWPGYMOGDZXuKysrC2+99VZdH0Kj1OAJPGP/dGXaMgB1VwIPANF50TVav1RTWut9svqUifQkqxotKdZqIFcX1XM8rL4RCIXK8pcx3A6eMcbYs6IgtwQZSfm6QnejiMqT+IJcw+fZ69evQywWY+fOnVi5ciVOnDiBrVu3CvPv3LmDPXv2IDHRsNBKq9XizJkzOHDgADIzy0d7ys/PR2pqKi5fvqw3wllTxAk8Yw1MKIF/nDbwlSTwxtrGG6OrussaiwwU5dfsa1lVbIpSdVY9x8PqW7GqGGpSAwBS5anQkraBI2KMMcaeXFZKIUSofgxcEUTISjGsVeji4oK//voLX3/9NRISEuDi4oI7d+4AAHbs2IE5c+YgOTkZL730ktCfms6MGTOwd+9exMTEoH///sjOzsbp06cxfPhwrFixAvn5+XVzkA2EE3jGGlhd9kIvbLOG2ypQcQLfeCgAKKEqrdmA78UFJlBrm/YbZPaw+jxQ/l2QpeCXMowxxpq+kmIVIKqi+P1/SPS/ZStwd3fH77//jujoaIwcORLe3t7Ytm0bAGDFihX45ZdfMHfuXL2Rz3SGDh2K0NBQvPLKK3BwcEBsbCwAwMvLC7/99hu8vb3r4AgbTr2MA88Yqzldsl2XVehrWprPCXxjkgGttub9gZQUi6HWcjv4pi5fqV8KkCJP4VEkGGOMPRMIIpS3eq+c6H9LVRQVFYVmzZph06ZNAIDbt29j6NChCAwMhFKphJ2dHQDA09MTWVn6L7/Pnj2LL774Ah07doRK9fCZuKpO8JoSLoFnrAFpSSu0gdeSVqhKW1OVJvA1LIEvVBWCqvliZU9LJjTq2g2nUqaRc5XrJq7iS7QUOXdkxxhjrOmzbGZWkwJ4ACJYNDMzmHrjxg0sWrRI6PDO19cXVlZWkEgksLCwQFpaGgAgIiICXbp0EdZLTU3FyZMnce7cOXz55Zd1cSiNDpfAM9aAKibaKo0KEknNb8snLYFXapQoVZfCQsLjcDa8TJSpzGu1hp2pCFmKLC6xbcIMSuC5J3rGGGPPAGc3WyTFVt/Uj4jg7GZrMP3ll1/GoUOH0LNnT7Rt2xaRkZGYOnUqmjdvjtWrV2PEiBHw9/fHnTt3sHv37of7dXaGra0tJk6cCKVSCVdXV3z//fcYOnRonR5fQ+IEvonSkAYmIpOGDoM9oYqJtlKjhKWk5tWon7QNfJm2DAq1ghP4BkcAsqEq9arVWlKYIlOVyQl8E1axI8lMRSZUWhXMxIalEYwxxlhTYWNvgebudlX2RC8SAS6t7GBjb/gcKpFI8PPPPyMzMxMZGRnw9PSEtbU1AGDMmDEYPHgw0tPT4enpCROT8pwoPDwcAHD+/HkkJyfD3d0dRISCggLY29sjODi4fg72KeMq9E1UQmECLmdcbugw2BOq2O69Nj3Ra0mLUrXxYeBquh2VRlVpKT57mnIBqKBUmNZqrTKlOdTapt2T6j/do53YAeX3dZo8rYGiYYwxxupOu66uaO5e3lYdIpRn7CIRdI3em7vboV1X1yq34ezsjE6dOgnJu46VlRW8vb2F5P1REokEnp6eEIvFMDExgb29fV0cTqPBJfBNVG5pLsIehMHWzBa+Mt8qllQB4JKcxqpiSblSW/OO7BQaRaXt13Xt6muyf4XGeCk+e5rKO19RyGuXwCtLzaE2y62PgNhTYmwox5TiFHhYezRANIwxxljdEYtF8O3mBjcve2QmF0JeVP6ca2VtDueWNrC24xqgj4MT+CYqT5kHLWmxL24f3mz/Jtys3IwslQbgFIDxAGrXtpY9HRVLymtTAl9Z9XmgvImFmtSQiKq+xVUaVZXbYU9LBgBAXli7r2SF3BRiczlUGhXMTPhFXVMjV8uNNnfhjuwYY6wxygXwbJXkPi3WdhacrNchrkLfROUp8wCUl7T+9+//Iqe0YicRkQB+ByAHkP6Uo2M19SQJvLxMXuX8Mk31pfAqLSfwjUMmAKAov5YJfLEEzhYqpJak1kdQrJ4ZK30HgOTi5KccCWOMsaoQCIQDAPYDiAZQu1GDGKtLnMA3UboEHijvifynuz/9ry2zEkAYgHAAuuGl+OG+sTLohb6Gnc8BVZfA13RbZZoyTuAbnApAPgAJFHJjI6FWrrjQBI5SJdLlfI83RRV7oNcpUBWguKz4KUfDGGOsMhptIURQA8gGcB5Ev0BVGo0yFSfy7OnjKvRNEIGQV5qnNy27NBuH7x/AxDYiAEUV1uAOkRorY73Q11S1CXwNSvO5BL4xyARAIG3tq5YVF5hALNJCpS2s+7BYvas4BvyjkouTq+nfhDUG+cp82JnbNXQYjLF6pqV8JMd1RU6GOYryTFCmAgAtJKaxaN3eGW5eMohEtXsJz9jj4gS+CSouKzZauupsYSx5B4AccGd2jVPFTutqVYVeXXUV+pqUwHMb+MagvPq8RlPz4QN1NGqAyAJqrbH7njV2lZXAA+Xt4DmBb/xS5amcwDP2D6BFIZJiLVFaYeAedZkG926lIS0xD239W8DWvvb/lv8jFKWCMqOBkv81+bV0gMjZD7Bu0bBxNVFchb4JerT6/KM6OVRWjYfApfCNk0Eb+LqsQl/DEngeRq6hlSfw6jLpY61NWgtYStQoVHEpfFNTcQi5R6UUc0d2TQF3OMjYP4OWCqEsrWQwcwDFBaW4cS4Bd/9Kg0atrXS5fxytBhRzCNrrO0HJV0C58eU/yVegvb4DFHMI0GqMrlpcXIwbN27oTUtPT0dGRka9hpyfn4+kpKRql7t//z5+++03nDlzBmVlNRv9qa5wAt8EVaw+DwBuVs5wkFaV0HEC3xg9SRX66hLv6l4GqLVqaEnLJfANrjyBV5Y+XgKvVkvR3JITiaaosk7sgPKS3cqGiWSNB/+dGPtnUGsUIG3VVeSJgJSEXBQVVF1D8p+E7h4BZUTqPlX4ASgjEnT3iNF1b9y4gW7duuGXX34Rpu3YsQM//PBDpfs7ceKE3vKP4/Tp01i/fn2Vy3z66acYM2YMzp8/jy1btqB37971/mLhUZzAN0G5SsNxnzs7VjesBSfwjZFBJ3a1qEJfXQJfXS/0un1zAt+QCgCUAgCUitqNAa9TppKiuZWCS2yboKqq0JdqShGREfEUo2GPI6c0p1YvXhljTZNGU/NnJa326ZbGNlqFKY8k75WjjEig0PgzTMeOHbFgwQIUFhrWMiwpKcHvv/+Oo0ePQqFQoKysDGfOnMHJkyeRl5eH6OhoqNXltZPT0tKQnZ0NuVyO+/fv49atW0hKSoJWq8WZM2dw4MABZGZm1uiwjhw5gt9++w0RERFYu3YtfvzxR0yYMAEbN24Ulrl8+TL279+PBw8eCNMSExOxb98+3Llzp0b7qQon8E1QxRJ4sUiMDvbVfbFko7wdPGtMKj741aoKfdmT9UKve1mgqMU/SqyuPXxbqyh+vAReVWoOqYkaRWXGm9awxqlUU4pSTWmVyxxPOo5MRc0eKNjTpyENilRF1Q7pyRhr2uRqOczExqt5G0O1KIx5llFWNFCTjv1EIlBWjNFZbdq0wdSpU7F48WL9bRNhwIABuHnzJs6cOYMhQ4agtLQU0dHRiIuLQ2ZmJl555RXk5pYXem7btg379+9HVFQURo4cifnz5yMzMxMzZszA3r17ERMTg/79+yM7O7vacMPCwjB9+nRIpQ9rTi5atAgrVqwAAKxYsQIbNmxAQkICRowYgaioKMTExCA4OBjJycmYM2fOE9cSqLcE/vr169i3bx/u379vMO/8+fNISTH+puXChQs4fPgwSkoeli7m5ubiwIED+Ouvvwz2ceDAAeTnV16K8Syq2Abe28YNzUyre9tH4PHgG5/6LIGvblu6fZeqS6Elbq/VMB4mZ/Kix+tksrSkfD2NVsF/xyakqtJ3HbVWjV/jfoWGav7gyJ6eAlUBCMQJPGPPuFJ1HkxFNe/3m4gTeACAoqYFCyJAYVi7WOejjz7CuXPncOXKFWGaUqnExx9/jA8//BCvv/46/v77b1hbWyMwMBD9+vVDu3btKt2epaUlwsLC0L17dwwdOhShoaF45ZVX4ODggNjY2GqjTUpKQosW5Z3v/fHHH/D29oa3tzeGDx8OAOjatSu2bNmCyZMnw9fXF7dv30Z0dDRsbW0xYsQI7N69G506darhuTGuXhL4hQsXYsGCBYiKisLQoUMRHh4uzLt79y5GjBiBmBjDNy3z589HSEgIzpw5g/79+0OpVCIjIwMBAQG4cuUK3nvvPWzevBkA8OWXX2L27Nm4cuUK+vTpU6M3Js+Kigl8J0erGq7J1egbm3odRq6aEviy/1XxIlC1JYGsvuQIv8kLHu/rWFdyby+VIEuRVSdRsfpXVfv3R6WVpOFsytl6joY9Dt3fsLoRQRhjTZuWiqBR17yWHFehf1QNSuCJqlzOzMwMmzdvxowZM6DRlL/QVqlU2Lx5M4KCgrBr1y6IxVU/Q5WWPnzObd26tfD72bNnMXjwYKxcuRIqVc1evLRq1Uro5G7YsGGIi4vDkSNHkJycDAC4efMmhg0bhmXLlqGgoABEhLFjx+KVV17BzJkzMXjwYNy9e7dG+6pMvQwj99133yExMRFSqRSurq744Ycf0LdvX6hUKsyePRt9+/Y1WKewsBA//vgj7t+/D1NTU7z++us4cuQIYmJi8Nprr2Hp0qXIzMxEnz598Pbbb2PVqlX466+/4ODgAJFIhP/+97+YM2dOfRxOo6LSqFBcVix8NhObwVdW04cHTuAbm8fthZ5A1VZ9r7YE/pH5CrUClhIe+uTp093LYsiLH2/8WHmRCQDAxVKM9JJ0uFi61FFsrD5V1QN9RRfSLsDHzgetmrWqx4hYbelqUXAJPGPPNi0VQl1W81pyRJWNCvUPY2EPUFwNl5VVObtPnz7o3bs3tm7dilmzZiEsLAyurq7YunUr8vLysGnTJoN1mjVrhoKCAjg7O+Pq1atwd3fXm5+amoqTJ08iKioKWq0WvXr1qlGogYGB+Oijj/Daa6/Bzq58GNEtW7YAKK/av3btWmRkZMDExATBwcEAKAaGhAAAIABJREFUgF9//RWenp44ceIErl+/jkWLFmH06NE12p8x9VICf+XKFUilUqFjAF/f8rFsFy9ejJkzZwrVDh4VGRmJjh07wtS0/A1Xly5dEBUVhevXrwsn1NnZGaWlpbh37x6srKzg4OAAAOjcuXOddAjQFFTswM5X5laLdjnZAPitYGNSscS9piXwCnX11aXLqnkDXDGBZ08bASg/70SW1fZuW5nigvL3sM0ty1BUxuPBNxU1qUKvoyUt9sft587SGhndS5hHX6ozxp49WhRBXVaLKvRcAg8AEDn5AjUapYP+t2zVQkJChOHaevfujXPnzuG1117DjBkz0K5dO/z3v/9Fx44dsW3bNly+fBmTJk1CcHAwhg0bBqXS8N9PZ2dn2NraYuLEiQgODoarqyu+//77auMYOXIkXn31Vfj7+yMoKAg9e/aETCaDk5MTRCIRBgwYgKCgIIwdOxZSqRQ//PAD/Pz88OGHH2LmzJl499138cYbb9TgvFSuXkrg3d3dcevWLcyePRu9e/fGzJkz8ccff6C4uBhjxozBvn37DNYpLS2FmdnDt1umpqYoKioyOr2wsFBvmpmZmV61hwsXLuDixYsG+4iPj6+rQ2wwD1QP9D63s67N8DVapKX9BYXCoW6DYo+tRKXfjl2hUtToOi3UVD/md05BTpXbSlYmC78nJCdAZcZttp4mExMlPDzKX8IoSh7/q7i0BNBqxbCXliIzN+3/s3fmcXKUdf7/9D3dc2aSSSYXk0wgAReU0ygGWAEDInJERFwjqy8vfMGK7C5uVHRxZVV03WVdUX+yy7GCIAIabiQGNySQAAFy33Nn7p6Zvrvu3x+V7q7qrvvoY/p5v15opqu6urqq63mez/dET6b2x7l6YDgxbGr/aWoaT+57Eh9o+oBLZ0Qwy1BCHENHp0bRQ5HnjkCYrfAt42DinYb3T6djs0Jz2KZlMTwLzoAwtkdzN8+CM4CWxSWvX3DBBbjgggsKh2tpyYepA8C7776L6elpLF68GJlMBizLorm5Gfv370dDQwNWr16N9evXw+v1orm5Of++3//+9wAAv9+PV199FUNDQzjppJMgCAJisRja29tx7bXX4q233iqps9bS0oL3v//9+OY3v4nbbrsNfX19WLhwIVpbW3HHHXcAAJ544gn09/djyZIl8Pl8iEajmDdvHnbs2IHe3l4sXLgQc+ZoRxzo4YqA/+1vf4uf//znuPfee3HWWWcBAB5++GH09PTgIx/5CPbt24e9e/fiF7/4BVavXg0AWLhwIfr7+/PHGBkZwcknn4yRkZH86yzLgqIorFq1SnYDR0ZGsHRpIbRwzZo1WLNmjeyc7r77bnR3d7vxdcvK6OgocEK7NQUacVqHuTCdhQsFALV/HWYL/LTci86BM/Q7HUwOAjq1QUKRkOaxZiZmgBMO25Z5LeieR34X5aWQr+71tNg6kgdN8CCOhXPb0N1J7mMtsGnfJsCkQ/1w9jA+furH0Rxs1t+Z4DpbDm4BKMAb9s6K9QWBQCiF4RlEs6+DizUZfk8kEkTnSbU7JjhpfPCs+qhYZX50NwBPIdVdEP/H0/leeFZebunYkUgEkYiY/hkOh/OvNzYWaoO1trZqHsPv92PZsmX5v9vb9dpyF2hoaMhHmUvxeDyyY86bNy9/ju95z3sMH18LxwU8TdPYsGEDfvOb34DneezcuRPz5s2ThSR84QtfwN/8zd9g9erV2L59OwKBAM4++2zwPI9XXnkFq1atwtNPP41NmzZh0aJF+Ld/+zesW7cOjz76KC677DI0NzfjvPPOw8MPP4wrr7wSDz30EH7xi184/VWqEmkLub9qXwivR7sSeSkkD76aKM55ZwUWnMDB5/Fpvs9IyLvZHHhCuSk8uzQVsnUkjgvD740j7CfVymsFo0XsipmhZ4iArxLyRexIDjyBMGuJZqOYE6JwPGtcMvG8AICFS37S2sLjg2fVx+BZdI7YVi59ouh4ZC48He8Bmo1HNpSbc889t9KnoIrjv6xoNIoPfOADuPfee/OvXXzxxbjpppvyf5977rlYsEAstHT48GEMDQ3hnHPOwSOPPILbb78dmUwGP/7xj7Fo0SIsWrQIu3fvxqWXXopTTz0V//mf/wlALBbwta99Dffeey++8pWv4Oyzz3b6q1Ql0hz4986zkjM7ATEP3lrPaYJzMDyjmMdOczTC/rDCOwoYWTDq9oGXbCe94CtB4R7SWXsCnmUa4A8AHrMuXUJFYHjGcuXyGB3DUpBidpWGF3jEaTEcTq+lJ4FAqF0y7Aw6IyyorPGyYSzjAZAFYNxrP+tp7oSnisV6reG4gF+4cCEef/xxzX2++tWv5v/d3t6eDz173/vehz/96U8l+2/YsAEbNmyQvdbV1YWNGzc6cMa1Ra6F3JxQKxY3WlkA8gDGACxx8rQIFlAT2BRH6Qp4I4JbV8ATD3yFKTy/mZQ9gxqdbUBDBPB4SB2DWsBMAbtirHruCc6SYBLgBDHihRSxIxBmL7wgPt9UxoyA90IsUksEPMEdKh7bcdlll+UrzxO04QU+v3ibH26FGJ5jhREQAV951ELcjbSSSzP6Hh+G06lCzxMBX1kKAj6VsDcUU1lxDA16OdA8jaDXeLsbQvkx00KumJzXl1BZpEaYDJsxlPpEIBBqj5yAzySNC3guL+AJBHdwpY2cGYh4N06MjuUt/m0hOwt0kgdfDagKeJ3cdcBgDjzxwFc5BQGfawVnlZwHvyXIE29gDWDHix6jiQe+Gii+D0aMqgQCofbghRQAL7IZ42mrTD6EnkBwh4p74AnGyYXPA0BryI6lfwJiKL179huGZ0BxFJoCJHxIDa0Qej2M5FzqGQKkfeJJDmclyF1zD1Ixe89i+oQHvzlAY5pOoj1kvIoqofzYCqEnAr4qKL6HKTZFigsSCLMMAQIEpAHBnNOMoYkHvpRxAD0AcmNnG4AVADoqdka1DBHwNcRUtlDArs3gWCIIjfB4inPlOQAxAPZ6EGoRzUbB8iwR8BqoCXVDIfRGBDzxwFc54nMpCGHwpbUMTZGMi0N5Y4DG8RSpiF3t2AmhJznw1UHxfSCV6AmE2ccMNYPmIA1eMFdolqE9kHaaqW84AFsAHEGhhxwADALYDeAUABcCKHVMJhIJHD58GADg8/nQ3d2NlhZ7bXdnCxUPoScYR+qBbwsZaxfVe+A0KN/mqDMnpcJkZpLkaupgJ4TeiIDnBR4sr14ngeTAVxIGgHj9eS5i+2iiB98DrwcQSCX6qseOCE+zaVn0DKEyFBthrHYVIBAI1ctkZhLtIQoCb9IDT5EQ+gI58Q6Izd+l/+HEti2K73zjjTdw9dVX4+6778Zdd92Fs846C//+7/+u+Wm5QumDg4P4wQ9+YP/0qxQi4GsIuYDXX8BR2SXoPxSCwDcqbJ1SeM05JrNEwOuh5iE34oE3Kri1jiXdluWyii3tCG5RWOyzbIPto/G86MkHAA9IJfpqx44HHiBh9NVASQg98cATCLOONBtD2M+C48zV6xI98MQxIna9OqK7l7jPmOKW8847D48//jieeOIJbNq0Kd9OHAB27dqFJ598EkeOiJ/R29uLp556CocOHcLOnTvx7LPPYmhoSDyTsTE899xz6O/vz79/3759OH78OLZv3479+/cXznpsDMPDw6a/bTkhAr6GmM6KAj7oCyLi1xPwPhx4S6w0z7JKYexlEPAMEfBaqHna9XLgBQjGBbyGN7+4Sr0TveBTTAqT2Unbx5n9FCIoGMq+gAcAnssJeOKBr2YEpG2LPWIcrSwChJJ7QAQ8gTD74ATxueZYcwKeYwEQYzrEnHcjxf88J/YtJZVKoaenBwcOHMDDDz+MSy65BABw//3345vf/CYGBgbwqU99Clu2bMGePXtAURTefPNNvPvuu4hGozh8+DB27tyJj3/849i9ezfWr1+PJ554AgCwdu1a/O3f/i2OHDmCj3zkI0gkEgCA2267DTt37nTg+7sHyYGvIaYoUXTPCennf8SnV2B6QswnYagGBEqif9wPoSdoo5oDrxNCT3FUvhuBHkY98IDo1W/0K0VrGGc4NYxHDj+CRY2LcE7HOThj7hkI+khLs1IKleKpjLncOjU4Ngyfn/SCr3Y82ImgN4gsZz28kuTBV5YUkypJYyAh9ATC7IM/IeBZxvw6RhBoeIwXrp+lmJmrlPfdv38/NmzYAAA4cOAArrjiCgBAd3c3HnzwQQiCgEOHDuGdd97BrbfeiubmZqxfvx579+7Fjh07cPHFF+Oaa67BPffcg/PPPx+f+cxncN111+G6665DIpHAk08+idbWVmzbtg3PPvssrrnmGmzfvh0PPfSQ3S/vKkTA1whpNp0XfK3BMMSiEMoIQhj7dszL/51NhxEpKY6bgpif44z3T/b5EBDNRolw08FqFXoz+epaxoDibU7kwedy84dTwxhODeNPg3/CmfPOxEe7Pmr72LOLggc+m3KmlSZDhxBsIB746mYawCFEAg32BDwJoa8oSl0EiAeeQJh98II4V7O0FbmkXoOIoISytSMXQg8APM/jrLPOwg033IAjR47g9ttvx+mnn46pqSmceuqpqkfu6enBD3/4Q4TDYqTiOeecAwBob29Ha2srAOAzn/kM7rnnHoTDYVxxxRVV3+achNDXCNIK9HNC2h67scFTZP0q00m1/d0Jo5+hZsDwDAnz1EG1iJ1ODryZhaJWsSslD7xdis+N4ijsGNuBkdSI7WPPLgrXKZ1yxo6a8+R7PETAVy+vA+AR8duLuiACvrIoXX8i4AmE2UWaTaPBL4pwhrEwTwseiAVr65lWR/dNJBKYmppCS0sL7rrrLmzatAkPPPAAFi1alN9HEISSf59yyin42te+hscffxw//vGPZfvnWLNmDQ4ePIgHH3wQn/3sZ02cd2UgAr5GMNoDnufacegdubs9GVMbeNwR8Lnw+QSdgABBZ+/6RbWInU4IvRMeeJZnS4rWOSLgVcJI35l8x/axZxeF66T+fJojmxGtxV4PRQoSViV9AMRiOhG/vegkYhytLIoeeBJCTyDMKsQK9OJcSmfNz9OC4AMpZLcCMKQDBADdilv+8pe/4Nxzz8XZZ5+NCy64AN/5znewYsUKXHnllbj22mvxiU98Aul0Gr/97W/BcRy6urrwD//wD1i2bBl27dqFBx98EN///vexYcMGfO5zn8M111yDiy66qORzPB4Prr32Whw7dgyrV6+29a3LAQmhrxFy+e+Adg/4voPLS3pKx6bUwkDcEfAT2QkAACdwSDJJNAdK4vcJsN5GzkgLufyxTFS6d8MDn2NPdA/WnrQWfg8ZckQkAn7GGTtqJnmiF7yfRZpNoymgVLySUBl4ADvyf4X99p4DkgNfWUgIPYEw+5nMTuLUOWJEG501P08LQgBiqmo99y2fD2AlgMM6+608sa+cSy65BNPT06W7A7j33nvR39+Pzs5OhEIhTExMwOfzYcuWLaAoCpFIBH19fQCAUCiE7du3o7e3F0uWLEEkIrbvzW3P0dHRgVtvvdXUN6wUZDVdI+Qq0ANAW0jZu0Zll6D/cGlOezrhARBAaSiPO4XsopnCceN0nAh4FdRy3SleOwTaEQGvYCRwMgde6diHpg/hr9r/yvZnzA5OXCehASzrTJWbVEI01DUHGcTpJBHwVcVeSAv0RPzqUVRGICH0lUXp+jM8A4qjEPI5U5SSQCBUliQTy3d8orLmx2ye98FX9x54ALgQYn77IZTmuQsAVgG4wNKRu7q68v/u6OgAAPh8vrxAD0lSjgOBAFauXKl6rDvvvBPPPPMMtm7daulcyg0Joa8R5D3glUSZH/veWKr6fp5XWsxPw1hoizmkbcRIqKc6lQyhV8qNN2MYUEPLC/XOBAmjFxGQE/AcH3HsqIkTnvywn0aWs38vCU6RBfC27BW7Ap7hGd3nlaRRuIeSBx4gYfQEwmyCFwprrUzKvFzieRJCL+IFcBGAdQDeC2Dpif/OOPHaRagGOfrVr34V27Ztyxe6q3aIB75GyAl4tR7w0dFViEXVHwCWiSAYKg5DYSF6hdqcO1EAE5mJ/L+JgFen6kLoNfrACxDgMdDLU+vceuI9iNNxtATrOZwMEMW7aDjjGOcmCjrrARCEBzSpRF9VvIXifsARv/2oixgdQ8SvbABieAaT2UksjCy0/TmEUtQiIFJMCu2h9jKfDYFAcJoUmwLFJfJ/Z1Pmx2yB90E04BJE5p34rzpZsGBBpU/BFJU3eRB0kVZ0bwuWhqPz/BzsfVNbhNNZNaHgbB58mk3LRBwR8OqotpHTCaE344FnOOUKqGZD6MfT44Y+T8sDxQs8dk3uMnSc2U3h+WBoZ9s48rz4nBMBXx2ILYgOlrwe9tuPfNLKgx9Lj5Gx1yUybEY1/YnkwRMItU9fog//b+//Q8Cba9fsBWUhB57j/CAeeIJbEAFfA8jD50s9Lsf2rgCv024ym1YTCs7mwecq0Ocgi0h1qs4DryHgj8WO6X4WwzO65/7u5LukM4GkgB2VdTZflmNPCHjSSq4qoPkxiAXs5EQCDgh4jTz40fQoEZMuMUMrh88DJISeQKhlBAj4v+H/w/8e/F/E6TjaG0SJJAjW5mmeIyH0BPcgAr4GODJzJP/vtqIe8JnUMgwd0x9cUnG10vXOCvhcBfocRMCro5WfrpW/akrAmzASaAn4nniPrvA2Ihii2SgGEgO6+81uCtcpm1brEGENljnRC96hsD1ibLEHxSlHrkT89vPTtcbWkfQIkkzS9mcQStGKfCBGEwKhNkkySfzm4G/wytAr+fVXe4P4/4Jgre0nx3pBQugJbkFy4KscAYKs+FebrAd8CLtfX2ToOImZ8rSSIx54Y/ACr+odB0QPeYNPOWrCVBE7lc9QKmKnddyR1AhSTEqzsrlRw8K7k++iq7lLf8dZS2GRn0k5K+B5ThzSnfLA98Z70d2i3JuVoA/FTSq+HvFziq+bQcsDP5Iagc9jr1AeQRm1AnYAEfAEQq2SZP6ENYsCWLNoFQAg6OXR2SiuaQTeooDnvCAe+AL7+6ex6e3j6B8TjctdC5rwkbOX4LQuZ+tw1QtEwFc5/Yl+WVV3aQ/4scGVJ1rE6RObUlvMJQFQAJwJ5ZWeKwAk6IThAmj1hJKAlkJxlKqAd8sDn+Wy4AUeXo88MCfJJJFiU0gy2q3JjC5e903tw0dP+iiCPmuTYu0jCaHPOCuyOE48nsehRcObY29iecty8vxagOZpCIKy2Av7tVNNjKDmCeYEDuOZcbSFyKLIDTRD6ImAJxBqkBQ6I8rGVgDgWGtrFZ4lIfQAwLA8fvjou3jhjUF4PZ58XN/2/eN4dPMxfPT9S/HNT5+JgL80KDydTuPAgQMAAL/fj1WrVqGhwdnaQWY4evQoli5dKmtPVylcCaE/evQoPve5z+HCCy/EHXfcAZoWFyv/8z//g49+9KP42Mc+hldeeUXxfTfccAMuu+wyPP300/nX77vvPlx66aX4whe+gIkJMUR7fHwcn//853HppZfi/vvvd+NrVAVvj8vbD+V6wAt8Mw68bby/Op31AILaj945L3yxB54VWLKoUUCtCFIONYFPcRRYvYIHBo6j5plX8sKPpkcBQDck12j+J83R2D+939C+sxNJETvKWWHMMTkB74wHfig5hOHUsCPHqjeGk0OYG1ZevPk8gqqBzihq0U0TmQmwPIskTULo3UAzhJ7kwBMINUhxhyY5HGctUo5lPaiGEHppHa1K8K+/fQcvvjEEAOAFAcKJ/3hBlPIvvjGEf/2tcpvhgwcP4rLLLsPdd9+NO++8E6effjpuueUWCEJl0vtuu+02DA4OVuSzi3FFwN9444248sor8dxzz6Gnpwf33nsvduzYgZ///Od44IEH8MMf/hDr169HLCafCD/5yU9i/fr1+PWvf41vfOMb6Ovrw+bNm3H//ffjkUcewbnnnotbbrkFAPClL30Jq1evxiOPPIL77rsPr732mhtfpaJk2AwOTB+QvZbrAc9xEQi8ucU/xzWqbHFGwDM8oxheSMLoS9EKnwfUBb6Z8HnAfKE8pVZy4xkxjzdBJ0q2SUkzxiMD3p181/C+sw9pETtnh+CcBz7oo3SjPPSgORoJJoGjsaNOnFrdkWYn4feo57qH/fYs+AkmoVgrw6jBjWAN4oEnEGYb2gKXZax54FnGB7GIaWWLylbSCL+3dwovvTmkWU9HgICX3hzC3l5lLXLKKafg8ccfxx/+8Afs3bsXb7/9Nv7whz8AADiOw5YtW7B161awrOjcGhwcxNTUFF566SW88847YBgGL7/8Mvbs2ZM/5szMDDZu3IhNmzaBYcS10rFjx5BIJLBp0ybs3Lkzv28mk8Err7yC3t5e29fDSVwR8IsWLcJ1112H5uZmXHLJJTh8+DDGxsbw9a9/HZ2dnXjve9+L9vZ2jI6O5t9z9Ki4SLzyyivR1dWFa665Bs8//zyefPJJ3HTTTViwYAG+9KUvYdOmTUgmk3jjjTfw5S9/GQsWLMCNN96IjRs3uvFVKsru6G7ZIjzkC+V7wFsJ6WEZ5Z7BThWyi2ajig8pEfCl6FVrV9tuJnweMFeFXu34Y+kxAPqCIMkaFwzRjLPFE2uLwiJf7N3uHCwtDunNQcq2gJuixMn02Ix+BwJCKTSvLvQAIGJTwPMCjwRTalQbSY0AIALeLUgOPIEw29AW8AxtLdtYLGIHVDqMvpICftM7w/AaWOZ4PcCf39E/z4aGBnzxi1/EM888A0EQsG7dOjz11FN44okncMUVV4DnefzkJz/Bxz72Mbz++uv41Kc+hauuugpbtmzBDTfcgB07diCZTOKCCy7AsWPH8NRTT+HTn/40AOAb3/gGrrrqKrz22mv4whe+gKeffhoMw+Diiy/Gxo0b8d3vfhdvvvmm3UviGK7kwD/xxBMAgDfeeAM//elP8cADD2D16tUAAJZl8S//8i/o7OzEKaeckn/PwMAATjrppPzfixYtwsjICAYGBnDdddeJJ+v3o6WlBfv378eCBQvg9Xrz+77++utufJWK8vaEPHy+NVjIP+ZY87cum4kgpNgO3hkPfHH+ew4i4EvRE/COeeBNFLFTO36uB7ySWJBixgOf5SofVlYZaAC5a+8BYz8VWgbLnvDAe3nM8GkAcywfayorjgtDqSFkuaztkO96ghd4MLx6qDVgX8ADYjh3a7BV9tpIWhTwNE+D5ug6rjXhPDRHa47BaTatWEeEQCg3e6J70Bfvw+lzT0dXcxf5TWqivQZmaWu1ahg6p1wru96ppIAfGk8CHkC/oY0HgxPGDKALFy7E5OQkXnnlFYTDYdxzzz0AgHXr1mH79u0AgPXr1+Pmm29GJpPB3Llz8Y1vfAPNzc3Yvn07Tj75ZNxzzz04//zzsXv3btxwww35Y99666245pprsGLFCrz66qtgGAann356/jPOOOMMs5fANVwR8Ol0GrfffjsOHTqEP/7xj1i5ciUAYMeOHbjllltwzTXX4IUXXsgLcEC0qsTjBaGXyWTQ2NiIcDiMRKIgHLLZLObOnau4b46tW7di27ZtJefV09Pj6Pd0kwlmIu/5zBFGYRBJJo3nQeeYnuTR2l76uiBE0dt7DLBZqOpI+oji6wPjA5iXmmfr2LONIXpIe/voEILTpQvvPqrP1Odkmazi7346oWxxHhgZQGCqkO8lQMiH0I/NjKGHU3+GJuPqRWCKYXgGR3qOwIf6qpQdCKSwdKn4b553fvhNJgoWgbHRPiQF66F7ueeZF3i8fvh1dIXquXOAOabYKYTbtBcjXs78GF7MkaEjYEOF4wgQMJIcyf99oOcAmn3Ga6UQtJnhtKMqBAg4cOwAwl5FSzmBUDYOpA5gf2Y/dk7sRNgbRleoC8tCyzDfP7/Sp1Z1LFs2Ba+GfSMeszZWZ9Jit5GxsT6kUuaiJ51kPDmOA0cPIOStQOE1jwcQDCh4j2BYgRw8eBDd3d3o7e3Fu+++i+uvvx6A6OT1+cQ15dITC62GhgbMnTsXAOD1ekFRFLLZLO666y40NTXh7LPPluXTL1myBADQ1NSETCaDnp4enHzyyfnty5cvN3iW7uOKgP/sZz+Liy++GPfee2/+tUOHDuGmm27Ck08+ie7u0rZEK1euRE9PD1iWhd/vx549e7B+/XpQFIV9+/bhqquuwujoKObOnYuuri5kMhnE43G0tLRgz549OPPMM/PHWrNmDdasWSM7/t133634udXK3t69Ja8taGlGLhTH7zW/KOOZFsXXPR4O3d3zALQqbjfK20ffltbnyuONeGvq2peDVDQFaAQmtM1tQ/f80ms2MTYBaDvCZXDgsLy7tIr464deV0zLaprThO7OwudOZCbATYqTkBAQNO/jn/f9WXQwG2TR0kVoDKjVZZitHM//y+Nx3jPq8xTSZBYubMO8BuvP3Z7ePfnnOdGQQPdy8gwbZWJsAifpFIGf09QoNgGxQagthO6FhfsSzUbBTBaia+Z0zsFJzScpvZVggcMzh/WibTFv0TwsiCwozwkRCCrsOLwjH7md4TM4mDmIg5mDWBBZgNULVuOMuWcg4HW2jWltkgKgLdA9sLZO8ZzoH79gQQuAys2fzDSDloUtWNy42PB7nHJ4Lu1ohKH4aMGDpfP1r/PY2Bh+9atf4eGHH0Ymk8HJJ5+Mxx9/HABw5513YtEi/dbajz/+OC666CLceeedOHz4MB566KH8No9HvlY+5ZRT8NhjjwEQI8h3795t5NuUBccF/OTkJDZt2oR58+bhK1/5CgDgQx/6EI4ePYpIJIK77747v+93v/td/O///i8ikQhuvfVWrF27Fp/+9KdxyimnoKenB5dccgne85734MMf/jB4nsdLL72E22+/HX6/HzfffDM+8YlP4MILL8TGjRsVPe61CsVR2DtVKuDbQoXbxVgI6YlPaw3WUdgV8CSE3jhWi9jlClQZhReYjWhjAAAgAElEQVR4sDxbMlEbrUI/lilEgeiF0JutwJzlsnUo4AvXSBCcF/A0LZ187IXt5ULoAeBYjOTBm2EyM4aWBdrPeMRvP/qkeGzN5b/nIHnwzqI3BgKkEj2hOohmlevMjKXH8HTv03h58GWc3XE2zpt/Xp23nNSv0J5NW0s/YJjc+yoXQs8JHGiOxnR22pSAd4pLzl6Mx17RXz/wgoCLz1I+vz179uDcc88FRVHgOA7f+ta3cN555wEAHnzwQVx55ZXgeR6LFi3Ke961+Ou//mtcf/31OHr0KAKBAMLhMF588UXFfa+66ircd999uOqqq8DzfN6bXw04LuAbGxuxefNm2Wvz5s3DRRddhKuvvlr2ent7O6699tr8/r/61a/wwgsvIJVK4dvf/jYCgQBOOukkbNmyBS+//DJ++tOf5m/aHXfcgfPPPx/Dw8PYsmULWlvtic9qYm90r2KOtLQHPE2Zv3WxaR/Uk1GmYMdCKEBQnTC0BDwv8EixKTQH6ivM02oRu6Gkdui94rF42rKAz+W/A/piwEwOPFCvefASAe9CCD1DFRYadnvBS5/nGB3DRGYCHeEOW8esFyhO32gZ8dsvYFjc0iyX/56DCHhnMTLGkUJ2hErDC7xu67AMm8G2kW0YSY3gxlNvLNOZVSP6NaCojMUc+LwfpnJrnSwrfnauKG25OX3ZHHx09VK8uEO9Er0HHly+eglOX1Zas+fss89GMqk+j91///04flyMbFy8WDQA/OxnP8tv/973vpf/9z/+4z/m/71z505kMhksWLAAyWQSPp8Pl19+eX771Vdfndeszz33HPr6+rBw4cKq6P+ew/EVZDgcxjnnnKO4raurNIdyYGAAn/zkJwEAPp8PV155Zck+ixcvxuc+97mS1y+++GJ7J1ul7JzYqfh6W4jL/1u6UDcKzwKCEIHHo7TAsPdwz1AzqoXR4kwcAoSSMG5AXHAyPEMEfPF2BYGdZtOYyEyY/iyGY0qedNU2ckUCXurxZ3hGtZgZzdO6UQXF5CaW+qLw7LmRA09LBbzH+vWluNIq9kdjR4mAN8AUNYXGgL44jzhw+2N0kYAnHnhXMdIFhAh4QqWZoWfACZz+jlCP9qsf9D3wmZQ1Y2shIq5yVehzrYGlEXXl5pufPhM+jwfPbh+Ax1OotiUAEATgYx9Yim/c8D7Lx88JdzO0tLSgpUVMK25qatLZG1i2bJnpz3AbV3LgzbB27dpKn0JVMZ4ZV60Y2RYqCGQqa80iyLFN8AdKFxgCooCKyDbCZEa9gBnLs0izaTT6S8Ol++J9aA7Wl3gHrIXQH08eV9jT2mepGVuKF6i5AnY5kkxSUcCb9b4D9eqBL1wnnnNBwEva0tnxwCtN9sdix/DBzg9aPma9MJgYxPyw/vgc9qv3iDdKsYAvTrEhAt5ZDAl4EkJPqDBmxBoR8HoC3mu53StLeyDK1coJ+Ep74AEg4PPi2585C5+4cDk27TyOvlExFWlZZzMuPWcxTl1azykc1qm4gCfImc4qDybSHvCAjZwcOgy/Qiq8ICSwdWQLLlx0kaXjTmS1PcNxOq4o4PsT/ehqrr/q1nqTppLoHkwOWvosJW+7qgeeK0w0WS5b0vM4QScwr6G0o4CVRWt9euALgorjnK/AL7alE9NkvDY88FGqNB2mL9EHhmdI4SMdBpIDOHe+vvcr4oCAz7CZfKu4GWqmRGASAe8sJISeUAuopTMqQfH1LuB1OksIdtun+lHJEPpcVKWatignpy5tI2LdQUhjyCpDKqCktIXkXmqrAj6bVm5v4/UA70y8jd1RaxUWtTzwgHIePC/wGEgM1GWROys58JYFvIIxwEgOvDT/PYeaILCyaK13DzzHuiWExeN6kFHNOdNDyYPD8iz6E/22zqweGEoOoaNB3+MSCdhvIwcUvPDF+e8AEfBOQzzwhFqAeOCNkoRe6xy7xWYFwY9qCKFPMAnddSehtiACvspQG0xbg1Lh7bEc0pNJqRdgaA1F8HTv05YKpalVoM+hJNLH0mPIctn6FPAmQ+h5gcfxlMUQ+qJBm+VZ8IKy908q4KUV6HOoVWE2srAtpv4EPA/pRM6xznvggdyCAWgMUEhbFBNqC0A3qtGrpXPUIhk2A0Fg4ffqe9elEVV2yAl4pQ4VRMA7C8mBJ9QCZjzwNEerrgdmP/peaZ632y0m54G3Zky3izTSUa+wIaG2IAK+yiguIpajLSQdRILgLY63yZi6168tGAbLs3jsyGMlodN6WPHA57x5RlrzzDbMFrEby4xZtp4WH0vLeEBxVL74jese+LoLoU9DOom7J+DFZ9znEcAL1iz/agvAo7Gjls9LjbF0qaGoVhlIDmBBxFhND59HQMhnv6JtbmwdTZUK+BSTshyFQSiFCHhCLWC2YJnZArSzBwMCnnXCAy8AqEykgzSqt5J58ATnIQK+ylDzSkp7wOcW6FaIT6uXPWg98RlJJolHjzxqOLSK4ijdhY2SgO9L9Klum+3oTZjFYj0XFWEl/5jh5J4+PUNAzoik5IFP0ioC3oKnt/5C9+TPCMu6M/zmPPAA4LGYe6c20U9kJkoKp9lFyXNcqwwmBrEgYlyUR/x28yu1Q+g5gVM1ChPMwQqsoTGLhNATKgkncJihzTlg6m8uzqEvaDnWXqmwQrvYyozDUkdJJSvRE5yHCPgqQ80r2RYshMzbCelJTHsBKHv+WoOFn8NYegxPHXvK0DGNLOiLRboAAQOJAQCiwaDeQrj0Jszi7YMJMf/9jLlLTX9WsbFAL2Q5w4q500oeeNUQelKF3gDyhT1Lu+SBl7Sn83is3RctL6LTYfTT1PSs+S0MJAawQLnMiCKOCHgqhhSTUjWEkjB6Z8gwxhbgNEfPqrQQQm0xTU2bXk8ZEfAsz87CaB59DzzD2KtVI/C5eb4yAl5qwCUe+NkFEfBVhnoRu0JVY56zGdLDl1aDFz9DPjgfmjlkKGzbioAfT4/nvfa8wNfdItNsCP1gchAd4XZ0NZu/98Wfpef9z7AZxKiYoqhSDaEnVegNIL9GjEsCXtpf3ooHXs9K77THnOKoWeEZYHkWw6lhLIgY92aFlVqCmCROxxW97znqbWx1CzN1PkgYPaFSmMl/z2FEwPcn+nHPu/dg89DmWTFei+hHKrA2BTyfF/CVWe9I13HVUIme4BxEwFcZqh74UEF08Zy9AYVlmxRfbw2WVkU2EooVo8wL+OJq1vWWB28khD5n7U4ySUxT0zhzXgcCXvMW8JIceAMh9Erh87lzUYJUoTdCsYB3Z/iV9pf3wLwHXm8B6HTKC8VRs8IzMJmdRNAXQEvQeD5pxAEBH6NjGEkRAe82pgQ8CaMnVAgr4tqIgKc4CjE6hi3DW/Cz3T/DAwcewK7JXTXslU8A0I+UYSh7hna+wiH0xAM/eyECvspQylcs7gFvt/0UnVWO8WwNlQ7iRrzrRvZheEa2AMrlv+eotzx4I5ENuX0Gk4PwwIMz5tIIWJhLisM59T47zaZVC4tl2IxieCgR8EaQXyOastZJQg9e0l/eY6EXvN4C0OkceIqjZoVnYCIzgQWROabeEwnYy68ETgh4LQ+8St0KgjnMjHHEaEKoFFY88EbWI8XzdX+iH3/o+QN+f/T3YHlnWmKWF2NzDk3ZG6N5LiezKi/gY1QMrFCL94qgBBHwVYaSqGkNyj3mdkN6smnlvEu/h0dTQB5eb6QavVHxndtPgFDiga+EgK9U9WtWYPOV3rXITapDySGsaF2MliCFoIUntti6rhtCz2UwninNf8+htDglbeSMIL9GDOXO8Cutbm/FA69npY9TxAOvhCjgldOT1Ij47f8GWJ5Fb7xXdXuSJWLSCcyMcVZqghAITuCWB15tvt4/tR+PHH6kBudzgwI+a2+MrqYQegGC6Q5ThOqFCPgqQ8kDHwnI854Z2p5FMJVUz6NuDcoXoEbC443sAxRE+mRmssSbkaDLG0LP8Aw2H99c1s/MYbQdXE5oDyQGcOY80YhjJYS+xANvIAdey7hRLOApjrJUtInmaEOGjNkCXVTfgs6644HnZB5481Z/PQ9Oik05WqRrtuTAT2Yn0RkxFyIT9jvzG9CqNE888M5gRsATDzyhUriVA69Vs6Y33ov799/veHSWuxgT8Nm0vfV2waBeeQ88QCrRzyaIgK8iOIFTXBgHvfIBhGXs3bbkjLqAbwtFZH8byoE3OGjnBHyx9126rVwMJAZwdOaoJc+xXYwK+FxP9mlqCqvmiAvCgNe84C3+vOK2csUk6ITmIqB4cWrnGtZL+xoBAjJFHgrKpa/O2vXAG5jgnXxeZ5MHfn7YXHhixH4EvS5ETDoDyYEnVDsMz1gam43mwGsxnhnH/+z/n4pFNprH2JxD2fTAFwzq5RfwrMCWaAoi4GcPRMBXEWoWzoBX7tWxm5MjtpJTpjUkD8/X864LEEyH0BfnvwNAnCmvgO9P9IMTOBycPljWzwX0PeD5/TgaI6kRrGrrRMArtoUJ+iwUsTNZhX4wOajZhqY4WsJOxWUrlegzbAbbR7fXVPGcBJ2AzyMVd16wLhWx4yQGPr+XAicY95Zn2IwhoeKkp4XiKCTohOHnohrhBA4z1Azmh839niN+c7/hoC+IZS0LTb2HCHhnIFXoCdXOVHbK0rzohIAHxDXeE8eeMP355UeAkQr0AJBJ2YuS4tjcfFz+EHql9dU0Vfv1ZggiRMBXEWot5II++W2ym5OTTnqhduvbgnLjgJ4HPskkDYdB5z3w8VIPfLlD6HNRAPum9pX1cwHjXmeKpzCYHMT7Ogr3ypIH3mQVer0QPCc98Fby5rJcFi8OvIjHDj9WkQgKK8ToGIJeqVHEfvVxNVhG6oEXUJx7r4VRT7jTHnigtlvcTGWnEPY3wO8113854jf3PHeG23FqW6up9xAB7wxm8trrrSgroTqwGslE8dZz4K3uV1kSAIxES3ltp7oVBHz5PfBKqVXEAz97IAK+ilDzRga98ttEZe33jxYE5UJ2rUG59TZBJzSrVhrNfwfERU00G1VsGVfOBQ/LszieOg5AzN0qt7fEcA48RyPFTGFpU2EBbkXAm82B16P4/tnywFuY7HOC79DMIfxq768UUzKqjRlqGgFf4TkSBBcFfJFn32Ni4WA0f9IpDzzDM3kDYC2H0U9kJhD2h0y/L2xSwC9sbMKqOebqD6TZdF3VmnALM8bCyeyki2dCIChjJf8dMFiF3mC0nNH1TWUxZixWWyeboRARRwEwZ+C1i5JTsJbnWYIcIuCrCDUxU+yBz6bt3zaeVxHwoVKxrlV12sxCPk7HVcUWwzOahZicZCg1lG97wgt82cPozYTQzwsz8KBgAfZ7OdnfRo8jxW4BsuKiWHbyPa2E0EsjGOJ0HA8dfAhbhrdYPodykGaTsvvmpoCniwW8iUJ2Rq3zTlWil97LWvYMTGYn0eAzf08jAXPPYmfEjzmhDOaH55p6Hwnpto/ZEPpyzWcEQg6rY6gRQ7oRLz0gjunVn95mVMCr14syCstK5+PyRicora9mqBnNFElC7UAEfBWhNuEHvHLBRmXs3zaOVe4F3xYqFZdaYfRmBXxfvE9zezkoDuEvdxi9UQv1RHYCy5rl19cDDwImhYLZEHo9SkLobbRMsuOBz8ELPDYPba7qRUO6qJWXwLtXvay4yOWoRo/wYowuAJ3ywEvvZS3n5k1kJiwJeL+HR9BnfJHY2Sh60lfNMSfgSRi9fcym6xAvPKHcWPXA261CX0z1e+GNzTU854CAZ6Tr9/Ia9ZTWV5zA1Vi3AIIaRMBXEaoeeNld8oBywIjHMsoDU4OPRYNP7p3XCpM3I7ppnsaR2BH1Y5WpkF1xFEBfoq+sHiqjHniOj6MtVDqxBr0mBTxHy8St3cm1JITejgfeAQGfIxdVUY1kihb/PO+iB76ov/zeaB8GEgOG3mt0AeiUsW22eOAnMhNo8FtLbYr4jYVp+jw+zA+Lv6OVbeY+gwh4e9AcbXp8mcwQAU8oL24KeDMdY4iAL8BIDOq8UN6aPWpOwVqeawkFXBPwMzMz2LVrF1KpwuJeEATs378fY2PqbSaGh4dx8KA8pJllWezZswdTU/If3eTkJPbu3Quenx3hIKo58D6pBS8IgbffO5ihNXrBh5pkf2t64E3kwAPa/YrLUciOEzgMJgdlr/ECjwPTB1z/7BxGJ8KIX3nBGPCa894KEGSLT7s58Gk2LQvBsmP8oFjzvdTUrl81VzEvjlLgOft1LNRgigR8wAs80/eMZi2LHEbz49zwwNdqbh4v8Ihmowj7rUVVGBXwHeE58HlEQ9ySphSaAo2GP4MIeHtYKZZJPPCEckJxlOXn3FAOvAlju9Fw+8phrAI9y9o3tEtr0jB8dQj4Wo52IxRwRcD/13/9F9asWYP/+I//wJlnnokDBw6AZVlceumluOOOO3D55ZfjvvvuK3nfz372M1x55ZXYsGEDrrjiCnAch0QigQ9+8IO46667cOGFF2Ljxo0AgCeffBIXXXQRvv/97+P888+XGQpqFdUq9JK7JPD2LYIAQGfVB6bWoDy8foZyJoRej3KE0A+nhhVzwMsZRm/UOi033BQwK+CLP9Ou0OUFXibay12FXk3A6/W3rxQChJJrxHHuhdDTWXkqQdDnwURmAq8ef1XzfWk2bThvl+Io3Xtn5HkurmdgxMhQbczQM2B4Bg0qz6seEb+xMX1hY0v+3x4IOKVtgeHPIALeHpYEPPHAE8qIHa+qnlOB5mlTedPV7YGnYKwCPcAy9gU8QxfmBZovr05Rm6OJB3524IqA/9GPfoQtW7bgwQcfxK233opf/OIX2LhxI+bPn4+nnnoKr7zyCr7//e+DZQsPUSaTwd13343/+7//wx//+EcEAgFs3rwZDz74IC688EL87ne/w8aNG/Htb38bALBhwwY8//zz+N3vfof3v//9ePTRR934KmVFbfEs7f3NOyTgqYyWgJdXU9YS6WY98FqUQ8Cr5eD3xfsUq+O7QW+819B+jgp4iWh3YnKVCoJKVaEvxm5xPrdIMSkUlbEAx7oo4Gn5hwVPfPirI69iND2q+j6z4Zd6z+tAUj9sX3oveYHXNBZWKxOZCQBA2G9tOo34jS0SF0bkY/+qNuNzASliZw8raULEA08oJ1bD5wF9AW+22KyZcPvyY/xZZmn78zQj9cCrOOncQjWEvkaj3QhyXBHwjz32GNrb2wEAfX196OjowGuvvYYPf/jDAIC2tjbMnTsXAwOFBd7u3btx6qmnorm5GQDwwQ9+EDt37pS9b8WKFZicnERfXx8EQUBXV5ds31pHbdALeJ0X8JmUeghvW0i+TW1RzfKsrfznYpwKodeayNSq4AsQylKNfoqaKgnhVyOg8nQGfebDr6Wi3QmhKzV22PLA26xCL6VaBXyMjpXcMzcFvJhiUzh+8MRH8wKPZ/ueVfWkmLXK6xnvhpJDuscovpe16BnIeVobLGZFhA3mzi+IyO9bd2sSAYP1MMplnJytWKkoP01Nk/Z9hLJhR5RxAqdZ48GsIK9uD7zxaCSGtp/qxkguBV3mEHq19ZXSPMsLPMbS6unNhOrDlVXkBRdcgPHxcdx+++1IJpN46KGH8Pd///doairkVkciEaTThR9zMpks2T4xMYFEIlHy+tjYWMlr0hD6rVu3Ytu2bSXn1dPT49h3dIOphMoALBk80ylnQkwTGmvvkCAfrONUHEePHYXXI1eUcc5Zj/lkatKRe/RS7CVc0nIJ/B75z1uAUFKBXsrO4zsxN2muurNZdqV3Gd5XYJQHX54x/xvoG+pDyi8+I1mV45qhd7gX/ik/GIGxJZxnUjOm7/lkQtmz1TfUh2ygvG1ajNBH9YEX5NcolXR3gcOxPvhO1FDg6cI1GUoO4YX9L+C08Gmy/XnwOJAyVwfi2PAx+KaUFzgCBBybOYYeVvvejhRVyD9y/Aj8U+4ZN9ygJyF+R4/BaBKe98Hj4eE5kc/uYfR/Cx54ML9BvvgLenksCs1Bf2Zc9/3RRLTq579qZjCjbnT1wKPYAYMXeOw6ugttPpMVBwkEC/Qn1dc2RjjccxgNXuV6HBPshKljDY4OIjDtXqFWOzQ3H0dHh7F94zH7623p8D6TjCI9Wr5xeDqlnOs+lZ3CsZ5j+da2HDhsTWxFu78dZ4TPKNv5EezhykrpL3/5C2699Vb88z//M9atWwcA6OjowNBQwSMTjUbR2dmZ/3vevHmy7ZOTk1i4cCGGhoYwOChOnoIgIJVK4ZRTTlHcN8eaNWuwZs0a2Tndfffd6O7udvaLOoxnrwdQ0EJNDX7kNvj9LaU7WIBKq3vyO1vk23jw6FjagdZgq+z1nniP0WKehsgia/seCRAQfTOKodAQLl5ysWzb8dRxMJPqYnOMGUPH0g40B5ptnYPWuT27+1nD+zdHGgCULu6bwhHT3Ug6OjvQ3SJeWzZqf1JqaGtA96JusRiK9cg9IADT9/zNI2+KaWxFdCzoQHdb9T3jIyMjaKbCkN40vy/i6md6vUHkLlJrozwlZld2F1avWI0Uk0J/oh998T4MJYdM10YItgTRvUT5ek9mJ8EmWN172zPYA0h0qbfJi+6u6ruHWvx5358BCmiLBKH0vBbDMgvg89Hw+UVD1NyWCKDjPGtvaEM4UBo58d4F7ejv0xfwrE//XhDU6RvqU428Pam5E/0J5VaN4XlhdM8h153gPpv3b7b1/s4lnWhvaFfcxsd4o3XfAACtc1vRPb9af/fGIxU8gvFCoWoUIuJYBEI+R69LnI6jJaihCfZAUVOwAouOJR1oCbaA4ij87sjv0E/1Y0XHCnQvEs+PGHyrH8dD6DmOw0033YRHH30UH/7whzE9PY10Oo21a9fi2WefBcdxePvtt9Ha2op58+bhyJEj6Onpwemnn46ZmRkcPXoUmUwGzz77LNauXYu1a9fimWeegSAIeP755/HBD34Q7e3tWLFiBbZu3QqO4/D73/8el19+udNfpeyoFrGT5MCzjDM2l2zaA0DZe9aq1AteIYzeyfx3QAxTtBsGnWWzYAUWr428VhJKr+V9B0SBfXTmqK3P12IoOWQqRDjoVQ51DnjNP7a5kDaWZ00Vo1EjSYthaHZza+snhF5+zxgHcuu0EISC90M6fgDib+Hnu3+OBw48gM1Dm9ET77FU2FCrNsZEZsJQ2HGth9ALEPK5zg1+Y89VLNqOTKrglQ0b+Cl0RloVX1/ZZuz5IUXs7KGVJrSkqQmtKotoUsiOUC7sjp1aYfJma9VUdwi98TULlXFKIomDvNfDWKr7o8bx1HHN7WqaAhBTfFJsCg8dfEh0xhFqDsdXkaOjo2hqasKNN96Yf+3qq6/Gd77zHZx//vk47bTT0NbWhv/+7/8GADz33HNIJBL4zne+g1/+8pe46qqr4PF4cPPNN+Pkk0/G8uXL8ec//xmnnnoq5s+fj9/85jcAgF/+8pf4/Oc/D5ZlsW7dunyefC2jJmYC3kIenRNFNXIIQgM8ntLBrCnAwO/xyypCKy3W3Sg6l6ATqlZgI+QWqqzA4sX+F/GZVZ/Jb1PLf5cynBrGWR1nWf58LXZNGg+fB4CArzQsE0CJGDRCTqA51Wotd53t1kBwsohdtbaRm6FmsLhJXliOZVwpP5KH5wPwnrDPqRmC7KL1/E9kJkBxFHiBL0m9kVIi4GusuE6cjue/Q4PPWL7zaH8j5swPoOmEJo/4lZ9zKZ2REJS8+81BGosbF+B4Sjt3keIo0DyNoNeZGir1hpaAj/i9WN4yD+9Olj4PpJAdoRxk2IytWjSAdus3s4b22SDgBaEJsagz7V4FwQ+PBwj7BcTpOBrCxlqH6jGUHMJpc05T3a5133rjvXim9xkyRtUwjgv4xYsX46233lLc9qMf/Qg/+tGPZK+de+65iMfFiW/t2rXYv3+/bLvP58uLfSlnn302du0yJ4iqGV7gVcVMyFcQ0gzlXP9onmuAz186mHkgoCXYhCmJ113J2+5kC7kccTpuS8BLizUdiR3BoelDWDVnlZj/blDAuwEncNg/tV9/RwnqHnjz7apyE6pTE2vuOtv1wBsReUrvUaJaPfAz1AyWt8yRvVbcq91peF5axM4dAa/1/E9mJiFAAMVRCPvDqvsVLxpnqBnTv4dKkqtADwBhv/7vTxAimBz1g2G8WLJCfC3i1xf+CzUiOVfOadUV8IBodGsPWR9b6xmtcS7i96C7NYh3FdbBxANPKAd2KtDncNIDX9194I2sWRqw+/XTQWWdmYcKAp7DeCaG+eH5jhxXywPP8Nr1if5y/C+OnAOhclR8lbRy5UpcccUVlT6NiqM2ePo8Pvg8BQ8N7UBVzBwcF1Ld1haSrxgVQ+jdEPCMPa9+8ULrxYEXwfAMxtJjhiahsfSYK5WDD88cNm0hD3qVz8OSgHfJA2/X6g+Yr3Bba33gxRB6+T2j3RbwXGGcUPsd2SVOxxWLdwEFYasVwgeU3ktO4FwZV9wiJ9D8Hj8CBiIdMimxd3ss6oUgiHUQjAj4zoj62LWqzZiBhoTRW0drnAt7/Vjeonx/JrOTqs8IgeAErMDi8Mxh28fRmofNGv5r2wPvx6F33oupMefW2sIJg3qDj0GcciZyNctlNQ2EVtITCbVFxcv9zp/vjCWq1lETl8VtgmgHPfAsHUJQRcO3huQbZmj3c+AB+63kihep09Q0to5sRdin7gWUwgosxtPjWNi4UH9nE+ye3G36PWqeUzseeKe81Ek6CQGCI/2ls1xW00tbTC154NNsGhRHIVik1xna/D00A89LBLzPmc4VxbA8izSTRmNAbuyT5oVn2SygbidUvJdT2SnMCc1R2Lv6mMiKhooGv8aXlDA9Vshlp6l2hBrSCPu1F7vNgSY0BdR/252RNBr9EaR0jGmkF7x1NAU85UWz34eOcDsmMvIUEIqjkKAT2oWmCAQLjGfG8fbE29g9udt1Q7ppD3zV9oFnoF1o1Iu+Q1TAsWMAACAASURBVO/DcJ+zFfQFQZyPQz4OSdaZlp5JJokkkwTLs/B7S6WcnvGcUPtUXMATRNQKPgV98oGESjsn4Gk6BLVa2K1B+U+jnCH0dlDyMm0b2YYF4QWGjzGcGnZUwGfYjCULecCrLLys5MDnxK1TlnFWYJFls44sHMwsDniBV40iqMYc+NxzUyzgnQrNU0PaZ97nEUpqWjhFjI6VCPgZaib/e9MrZKco4KkprMAK507SRXKRBg0+Y7nlx3sLhqrkTCtCnUMIeAUEvUHV329nYxsAbS972N+gK+CJB94aAgTN33HEIwCpZnS3eEoEPCB64YmAJzjFUHIILw68iKHkkP7OJtBaG8yeHHjtMXC0/3T07ncmP12K1KBOOySsc4WEY3QMcxtK2x8TD/zsp+Ih9LMRK4W91ERMsMgDT2Wd89wxWXUrY1tI/tOI0TFZKGCaTbvi8XRDwLM8q1utU4rTefB7p/aaDssPeANQc7QHvOZDMvM58A6K3ASTcMYDb2Ki0bLsV6MHPhe5UlIJ3uW5lWPlhr5iQ6BTKBnxpHnhesYZNQ98rZALYQwb8MDzXDtSicK4Gh0rmE8jAfUIlIUR/ZaDQZ++LT634COYI8tmNTt3hCGAH45heYvyPSB58AQnORY75rh4B7TnVqfS3CqPupFzeuI0HHjbpRbCEgHP8M5M/rk6RGqONOKBn/0QAe8Cg4lB0+9REzHFC7NMyrlbls2oL/pag3LBwfCMTKy5lacqLUJn6f02Q/AB6wI+mo0qLvSshM8HFEKiCttMH66QA++gZTzJJG1XoQfMeeBrTsBTSgLeC5ZxN4S+VMC7U31cyeAmFfBWPPDT1LT9EysDSSaZj0Bp8BsQ0LEO2d9jQ37kpuCwX/3+dEb0fysBr35kFvHAW0MrysgDD8I8B4wMY1mzoFh80YkCY7MJN2rM1BN210hq1EcRO/UxcP8b7hX45LjC/EA71EYuN54r1acCiAe+HiAC3gWOp46D5c2Fq6qG0MuEnBe0gx74bEpDwIdKxZBUtLuR/w6444E3y3hm3JIYfKH/BfzHu/+BTYOb8iJkKjuFwaR5g46Wx7RaPPBJJlldHvgqLGKXe2bkHQXcb+XFcfKhPahhELKDkiFP2pZGa+HHCZziOFkrHnhZBXoDEQ4Tw02yv1naC44Vc/0jGgJ+YaP+7zroIwLeLbSMlGF/A7yM+BtuyDRgYWReyT6kTVOBLJd1xXtcT7j1HNdHH3i1Z9kP2sVT5vnCfMw4XEhY1QOvYzwn1D4kBx7AkZkjOBo7Coqj8v91NXfhosUXWTpekkliipoy1SpCtYidz4tC/qOzC/90Un3R1xqk4IFHFjY/Q81gceNiAO554JNM0lYbKScmN07gMJYew5KmJabeF81GkWAS2DqyFdtGtuHktpMt910uTp2QbzN/vJxwd1LkJuhE2avQa1bKrcIc+Jx1PCCpBC8I7g+7DF3sgXfnM5Uq6hr1wKvdy2lqGgIEeOBulIJREnQCAoSSPGapMGvw6wloP4b7S8eCTGoOmlqjiPiVn/cGXwPaQhlA51oYMdAQAW+NDKP+Gw77G8DxYXgB8Men0d3ahuOpcdk+JIS+wEhqBNFsFF3NXZU+lZqlEgJ+9oTQKwt4QTBeRNcKvKwmjTgvmincq0RewKs408waXQi1BxHwADYNbcJYWt5H104f4hSTQjQbNSXgtT3wojAReGcFfCquvij0eQQ0BRuRkORNSgcKtwQ8L/BIMklLRX84gXNEUAJiGL0ZAc/yrOyaCBBwZOaI5c/XElwBn3kPfE64OylyJ7OTpiNNlKiHEPqQpKOA08+xEsUh+mX1wEsEi1Z0hVY3gWqq3H00dhSbhzbj0ys/jUWNi/Kvyz3w2vMFQ88HS5fuE5tsQlMrEFEJwe9snGPIkGGksCUR8NbQ8sBH/CGkmBY0hebAMzaG5QtW4tWifWJ0DDRHu5bGUksMp4ZdCwGvF5xIE1RC0wNvtohdFRrTRZSfZZ5zvnCdFGlEXNjvQ4yO2Rbwud+BUocogHjg64G6D6GfyEyUiHfAXih3mk2bzntTLWInWZjxDi/8xUrY6gv7tqA85FM6UNgNddfC6rGdbJM0kh4xtf8UNaVZ6MgsWjmtRvpNF+NGDvx4elx/JwOUW8CXsy9zTuAGfAUPPF8GDzzLFHvgneteIaX4WY3Tcdn91Cqko3Uvp6jqCaMfSA4gwSTw4MEHcWjmUP51qaGiwa8tsmNR5bZ4Y8fFhWPYrzwVd0YaFV8vJug1JuCLf/u8wLvSnWA2obUQDvsDYCkP4v5lAIClgrek9StAwuhzjKRHSESCDZxq3aqE2ngsQDDtUWd5tkprHShfO4411gbUKhwrF/BOrJ9zhkU1DzwR8LOfuhfwe6J7FF+342HOeeDNoFrEzuuegAcAQVC3PLaG5NtkHniXcuAB60VanPQwmS1k5/SiREtwWRLwLuTAj2ccEvAO5cAbMU4IEMpW3IXiKGTYDHweH/yewj3jOXcqwkthqGIPvDsCPsEkZIYrqVcasOaBB6orD74/0Q9A/H397sjvsH10OwD5d23waQv40YEmxddjUR8EIYKIioBfGDFm7DHigecEDlk2C07gcCR2BBt7N+Lf3vk39MZ7DX1GvaIV1RXx+8FSXgzGxDalvuEJLG0qjbwjAl5kJDVCroUNsmzWNYOb2nhMc7Qlo3d1htErC3iGcTc6Ri7gPY4I+JwHPk7HFZ1HJIR+9lPXIfQCBOyN7lXclsuFD/nMW+ZSbArRjDkBr+apCkh6iXGs8wt/nmuAz68sfNuC8kFN6oF3K4QesO6Bd1LAT2QmQPO04Rx2pysNi4JL2YIdrBIPvFMh6+X0wNMcDZqnEYa7OW+ANP9d/tzynDtiWgpDFRWxMyDwrMALPBJMAq3BVgClQsWyB75KBHyCScjOhRd4vDjwIsYyYzJDY4NffYErCBFMDKtPtQzVjohfeczrjBhbrAfUek4W8YeeP2AwOSjzzkxnp4FWQ2+vSzQFvC8Ahg0gGg+CXzwP3ugkli/vRk9c3raUeJ3F5z2ajcIDDxieUYxUIGjjZhqMWuV4q0KQ5mhE/PotMMsHC0D5uzCUuwKelXSFafABk1l762dpuigncIppp8QDP/upaw/88eRxzVBNKyKV4RnQHG3ayqzeRq5wizjWeXsLx2p54It6wZ/wuufy1N3CqoB3MreOF3iMpkcN7++OgFfGTgh9NeaJl1PA5wxz5aDQA74CAp4u8sC7JOAB+ThZ7IG3UsQOqJ5WcgOJAcXX35l4R/Z3WOOWZtMd6hsBJGZaEQmUGgDeO3c5OsLGng2jhS0PzxwuuSfVlK5QjaQZLQHvB3WiRVTcIxZmW65QP4d4nUXvOyA6Ttxureemg6GSuFk/QM24bzVirfry4NWfY5py15fJMVIPvGDbA1+cRqGUB0888LOfuhbwauHzOaw8ZLkHK82mTVnA1DxV0oUZyzg/yGiFDhX3gs9yWWS5rGrIjlNYLdKSpJ01KgwnjYfRO71A0xJc0nxqozAcAwFCVbZ3MRVCr9Ff1pAHnqfLdg0KBezkAp4rQwi9WN+iQNCgh9YK0kr0ToXQq/W2LTe58Hk9wn71Z3J6Qjn/PcfUWARhf2E89Xq8uHTpKqxbQcHrMTbOBnVC+LWoFmNJtaJZxM7rBX3CsD4wIxpqOqcmSwpUkV7wwHC6MJ+6HZGQMxbMNlz1wHOUYqi8VSFYfSH06tcum3Z3TmYdFvDFhhyllFbigZ/91K2A5wUe+6b2ae5j5SGThtuZmbTVPfCFhRnjhoDXCB1qC5UuSmeoGdet23Gm9LoPJYd0r6fTk5uZPHinQ361QmI9EEyHHwoQxOiQqrOKlz+EvlwLi9ykGiiqAC/Nh3MLOiv//YQq5IHPcllVY18te+CLCWkY1Y73aKdrjA4FEDkh4BsDEdx46kqsWWjOiGmltWSO6Wx1XOtqRWsh3OD1IHtiXp5OBsFF5sM7M4OuiDzqIpqJumr0rgWkotrNiARO4Byrz1JtuN1JQmlMtjpfVp+AVzfEZdPueuClXWHCfs72Grr4d6B0vHLV+iFUjroV8L3xXt3B0MpDJrXWG52kBAjqfeClHnjK+dBbmlIXgq3BUrEXo2KuC/hiD/yOsR144MADulb1Sgn4NJt2rH1dDj2PWrEoNEIu/7vacKqIHS/wum3tKI4q2zUohNDLn9viCvFuwPMAUPgcOwJPj5yhM8WmFJ8DtbFN616m2XTFF4BZLqvYoUQJNQ+8IESQjGlffJb2IIRGLG6cj6/81QIsa9YzHJeODUELrSVzTFPTZe3MUGto5sB7PMjShecshhNh9Lx8XmUFtmqiSipFuQR8gk7M2paJTkcZFqMUnWYnB766UBfwmZS7czIjaSHa4GMRp+O2xtzi33fx2MLwDOkuUgfUrYDfO6VcvE6KJQ88Y94DT3O0qnVeujCjXMjT0bI8hnxsiad3hp5xtYUcULjuFEfhiaNP4IX+F8AJXNk98NFs1JCIcCM8Ui/k2UoBIJqn8/3gqwm10D21fbXQE+c0Xz4PfG5SLe7BXg4BL1L4jQRd/MicQa/Y+55DzUCjdx8qLXgGE4OGfpdejxdBn/JzxfPG+guz2VZ8/j1BtAS1r4kghCEIpRXt7RhoGJ5xrbd0rcMLvHYbOQ+QlSzO+6fmAQCWpUrnonrOg88VsMvhZgh9gkm41mqt0hAPvB3UfxPpuLtSiJFMD2E/C5ZnbTl9ig05xU41Ej5fH9SlgGd5FgemDujuZycHHjAu7LQsnEFvYQFJZ51fhWdT2kaBxoA8/HOGmnG1hRwgLij7E/24b999MkNLuQW8AMFQP3g3FiN6givoM2/MYbjqDKE302dWbz+9MHqaK18OfO45KS5IWC4BL0j6zZfDA6/2HKjV99AV8AqFeZxET5wbzX9v8IXgUfCKAwDHGOt2EJtslrUaVIOm5oLnSjujBHz2wrOrJWWh2tBbZIc98nE4ng6AiyzCvPQ0mvyNsm31LOBH06Oy5y2ajboW9RGn47NWwLtZxA5QHpNnTxE7td+ED9mMezViAICVdIXxeQQEfUFZ7RizlITQU0TA1yN1KeCPxI4YCguyIlSlIfSGBbzGACn1wNNZ529XOqktJhr9Rb3gafdD6AHgoYMPlSx4yi3gAWNh9G544AM6t9pSCH0ZC7iZxegiQW8/QwK+DAsLmqfzY0FxQUJpOJ2bCILUA+9e/m2teuDfHHtT0/NsNP+9wa/eapRhjHngx48b2y850wqOK61bYqW1pBQi4JXRE/AhhYrz01gKDzxYHpore72eW8kVz6MMz7jmCIjTcc3Cg7UM8cDbQfnaCYKxsdcOxV1hwr4GW5GsxYacYmM3qUBfH9SlgNerPp9DqZiaHlLL71R2ypCVWatXstQDT7lgJUwltH8CjQH54rQcRewAKKYUaLU7ynJZV1qkVUrA6+W0BjTazKlRrTnwgPEJR6sKPQDdFAGKL08bOenitDgHvmwCnpcKePdynFNMCizPqgp4yx54FwU8J3DYNrINr4++rrid4RnDNTDCPnUBT2eN9ReemfRBEPR7JkfHImAVOofYNdA4XYRztqDVQq7B1wCPQkvI/uhcwONBlyDfVs8eeKX6NW5dj9nsga+EgJ89OfDKzzLPuS/gaapIwPuDttbRxb8DmqNlXnfiga8P6k7AUxyFwzOHDe1b/FAYQWqxN2pl1vIqBryF4kiZtPO3S6xWre7NbQzIc61jVMz1EHo1MmxG1bLu1sRWMQHv1RZcxXnVRkiz6aqthGxYwNvNgS9TCL3UIl5cz4ChyjPs8ry0iJ27RcpidAwT2drxwO+f2o8YHcNbE28pjvHHU8cNFwFq8Ks/i9m0MQEv7jtfZw8fxgYDYOlSgwHxwLuDZgE7fwM4BWNcMuMHF1mMZWm5l6yeW8kppaK5FZGQoBNVPddZheVZ14VZpT3w7hXT5AEoXztOISXJ8U/nAancCvuDtjzwSutd6ZqDeODrA1dXkj/5yU9A04XF8ksvvYQvfelL2LBhA0ZHR0v2j0aj+Pa3v42bb74ZO3fuzL/+8ssv46tf/Sp+8IMfIJsVf5jpdBr/+q//iptuugmbN282fE4Hpw/qVqqWYvYhK7b8Gpm0NXPg854Vb0lrKKcQePU8zUa/3IuQYlMVHRzUPEVuCfip7JTmpMkLvCveKz3BFbDQFqyavRJGQuh5gdcV30ZC6MvtgS9uCVjco90teIl3MKjR5swJxjPjquHoas+P3n1wU1TmPO80R2PH2I6S7UbD5wEg7FMvKKlXY0TK9ESr5naOnQOW8YCmS48Z9NmrOEw88MpoCfiwPwiOUX6Wo/wStGcSaA00519LMam69IzRHK0o1l3zwDOFrhiziXJU1nfUA28h2s+9AskpQMU4wDLuC3iRwjzR4PM7LuCla456HGfqEVdWkrt378aGDRvwrW99CywrLiz27t2Lf/qnf8JXvvIVdHV14frrry953/XXX4+Ojg6sW7cOn/rUpzA+Po63334bt912G9avX49YLIbbbrsNAHDLLbcgHo/js5/9LL72ta9h7179qvKA+dZwpgV80aRhZJLSetiCJzzwguDeIKNVKbkpUK6K2cZQM4i4OblpFbKL0TFX2nUEdASXlRD6am6tY0RUG1kQ6Al4ijfeRs6Ox0zqPS5uCUiXKTWQ56VF7NwV8Mdix1S3qbaR00mHcMsD3xfvk0XWvDH2RolhyGgBOwBo8Ks/i6mEcQE/3KMdQp9OtgMA6GzpMX0eAT6P9bGaeOCV0fTAB4KKHngAGJ6ZAwBYHmyXvV6PXviR9IiiZ9XNEHqgug3WViiLgFcYkym2fB74aWoanODGXKX+W2Ao41FSdhAkKTVhv99yCH2GzSg6IaXzJekBXx+4IuAzmQy6u7vR1FRod3Ps2DGcfvrpOPfcc7Fu3ToMDQ3J3jM0NITjx4/j61//Oi655BJ8/OMfxzPPPINHHnkEf/d3f4cPfehD+N73vocnn3wSFEXh+eefx1133YUPfehD+OIXv4jHH3/cja9i+iErzpkz5IFXedi8Hi/8J0IjBcG9QYZl1Y0Djea7lbmKqoB3sT9qT6xHdZtbCzK9kNhir64RqlnAG7HyGxL5Oh56MyH0fxr8k6H9lJCH0BedQ5k88BxbEHohF4vYAdoC3qoHPstlXfEkvDb6muzvNJvGWxNv5f/mBR5DyaHit6nSoBENkzTRnigR84Ln21S3T0+KVc3VWn8GfdbniDSbJmGXCmiH0AfA0srjcCwVgBBqxTJefv/rUsAr5L8DQDTj/LUQIOQjgYiAN0+lc+CTTNKlCDn1a0dT5VnkSovKhv0+yx54td+BVKto1dUizB5cWUmuXr0aX/7ylxGJFDwKV1xxBY4cOYLzzz8f55xzDu644w7Ze44ePYqTTz45//eyZcswMDAge72hoQGRSAT79u1DR0cHAifys7u6ujAwYDzk0QxmHjKaLy0SZieEPugtLMikBamcRimnMkdjwN3cWbNUwgN/cPqg6ja38vj0ilIFvfUXQm9kYncqhJ7hGRyaPoSBpLVxRV7ETrrFB875gA1FOEkIvdfDw2+hboJRtDy4SuObkXQIwPlWcpPZScUaKK+Pvp6PpBlNj5paRIb9as+iD5mkuec0nZinum18SIyUUhXwXntzxHRW2ws/lh6zdfxaRKuIXdjvA6OR1pYNLERXSu4AqEsBrxLBlmASjhuNUkwq78GdbSH0breQA5RFt9V7ZEWIJ+mkS4ZE9d8ClSmXgJd64L1I0AnFyBRe4DUN4kYEPPHA1wfureiKePTRR9He3o5f//rXOHz4ML74xS/ihhtuyIt8n88ny5dnGAaBQEDx9XA4LHuNZVkEgwWxu3XrVmzbtq3kHHp6ejCdMRcqeDx6HD20ugdWSoIrHWDHkmPo6dF+/0RCufiTT2JfyWh3s7FFPMaisUV5W1CoroFgND6qeD1HEvr92q0ymZ3E24ffRpu/1DvWm+x15TMDHu0wMs5CHHY0Vb2Lx7GpMfRQ2s/JODuue5zRiVH0JNWPM5OaAS3Qus9khhct2M8feR5rW9fqfq4UTuBkXidBMplyXPnqhqYSDFolEbx++MCiTNYDCVOJqZLrrRc+n+PQwCFkgs55E15PKledT9AJbDqwCSsbVmJ/Zr+pY3pUQkwZhWrxegz3hbDyfUrHCiMxLf52knEV4x5nz9h6cOAgMiHla53ls+ij+nBq+FRbn1FrTCbUDbRemkUipT5OjySb0I0UWpqaEOfERfdAdMDwemK20D+jno6y6+gudAQ6HPusKFuY4wZGB9AUa9LYu7YYTA26/hnR2P9n782D3LjPa9HT6MaOGQCzr+QsXEXJpCSSoiTKUWxZiy1bvlbsOKkX5+VVKq5U8p6deklcybu3XuLKS5VvnuPYVUlufP2uK3GuFcexy/Iiy9ooyhIlcV+H5OwrZgAMdjSA3t8fPdi7G91AAzMczqlS2cTWGHT37/ed73zf+SJVa7VWEksL6Vy65j5biWV6GVSKQpw0N3Hb2RmAV8ViJBFrzZ7I5AS43Bv/4HLgJR4T0xNwWso9qJbYJQTYAAiPcnJQLU4KJUOF33s9WZ+wFIvFMJu7u9anOxktI/Dnz5/H888/j+HhYQwPD6Orqwurq6sYHx8HAIyPj2N6ehqSJIEgCExNTeGpp55CKpXC5OQknnnmGcTjcTidToyPjyMSiYBlWdhsNkxNTeHgwYOFY508eRInT54sO/5XvvIVjI2NYTmwrJWMq4JoFzE2NqbrtSv0ClCRH6AFGsMjw7BqqCPvTr4LKMSATmuxN52i3NUvMAkWqLB3AD7X1hpUkBJTGB0bBYHyxe2d2+8o/oZmgfbQeGDggarH3771NmByjoOyUCBrmNi1uZ2AQd8p3tJ68qYXdo8dY6Pa95mQEIAa+3q7vx1jA+qfQ94gIfFSzXs6kosAUWCNWwPRRWC0fVT7wCWYTc6CjxR/6zanDYCccLQQzR9Zk4fVWt5T7bDakWM2YTavFVW/d5yJ67p+7T47xvr0rb+1QHM05q/Mqz5/m7uNJw8+iXPT5wztET63A/nzWwqCaKt+cQ2EA17sO2yB7JpchMAVHerVFCO3w4kEXb9KZ/VZMdav/Fvfit2CnbZjbMicc3GnQLohKZ1aAECH2w2LVf0cx7I9gBPY6+zChbRM4LNkVnc8sR3ACiySEfUqRkenA2Nd5v0eXIwr7BGOdgfGhrfPb31j7oaakbppsDqtZdenKIng1+uMG8jqdb8Wrs5eRVdXF0baR+o7pirUFW2Ba15sXQqr1Q1AVsn9Hpm0+/v9GHAPlL3undvvIEfmVH+7tdU1QGGZzxLFtcUyYQHqmKrs9/sL8ZPR5MsOWo+WEfhnn30Wf/zHf4zu7u5CufvIyAi++c1vwuFw4HOf+xwOHTqEL33pS9i/fz/OnDmDr33tazhw4AA+8YlPoLe3Fy+++CJ+93d/FzabDZ/97Gfx+c9/Hk8++SS+853vGHKiNwIjJfRKJcoSJERzUfS6elXfp1buYi2ZH83zzTtVuaz6Z7soBgSIJo73MAZO5JBkk/DaytOpzS4Pvx2/jccGHqt6vDkj5GqXdNXTA3+nl9DrKbk2qwe+tIzv1MopQwS+svytdKKAJLVsyQXHlpuaNVpiXS+USiL1GgmaaWR3LnROs8UixsRwI3rDkAM9ADgo5bVRqMPdmM0REPgukFR5tUkqXiSKct+1FZURmo1szHBUq4R+Ob3ckhLerQYtDwaXhQTDqd/P6SwF0d+BER7Iz9SJ5qKQIFUloLcr1rJrmuPctIzsGIGBnTR2D+Ud6AFzS+hpnoa7iSKKHmxGD3wj/ej1vJfmmjXlSP1ayKZbcy+KJX4Yzo09I8Emygh8JBfBTGIGVosVoiTCQiiMqeSVrwOao8GJHKwW604J/V2Cpsqr//RP/wS7XV6An3zySXzrW9/CpUuXIIoiXnvtNZAkifvvvx/RqCzFvPDCCxgYGEAwGMTLL78Ml8uFe+65B//2b/+GGzdu4LnnnsOXvvQlAMDXvvY1PPzww5icnMSLL76I/v7+pvwNRgi8muFNLZKn3gNfDA54tnnBd1Zj1JGFAFyU+pi5zYDSyKNmb27L6eWqMVmsyNbtJKoFPWZUlbPF9cBJtU79NQo9m7ae19TsgRf1EfjS4GMxtajZk1aJStPDUj8DUWyN4y0A8Hz58m7XGHfWTCiRIL3BnVnu6JzI4VzwXM3XvbL4iuHA36EyMYJl6rvfUvHOqsfCgXLyoDSVxNagx0GUUS+JWE4vN3HE09aFVvmwwwLkOO2kSY7qx+508RrmRK7MH2O7Q83ALg81D5m55ByuR/RNFipF6R5tZsJ6Mlbtm6GE04HTeCvwVlMmaGwGgW+ETLMia1j4aZ6Jndq1YEHGoE9JvRCF4vrs3IgJKtfUcyF5j+JEDuGscmutlmFzPh7dMbG7O9BUOejZZ58t+/fx48dx/PjxsseCwSCee+45AIDH48EXv/jFqs85evQojh49WvaY1WrF7/3e75n8javBiRwyfAYuSnvED6C+YdQk8CrZMpuFRL6UktfI9DeKTI1RR26rE7SGG2+rEclFyhRRURJboi7fjt/G0Z7iddis2cl6RsRZa5TYK6HN6kJ6i6rwZrnQ1xwjJzDgJR6CJGiO3ao81qmVUxj3jtc8Ps3RWMuslT1WOsJNFFs3lpGvVODJ1qn/pWAEpkpN0BukmRUIr6RXdBHzelRmJ6WsMLK5+pI14RUPfGVedhTCK+XnThQcIKnyQM5Wx2jJUqglS0RJRIAOoN2m3mq1HcGJnGaliIsgEGS1f/MI04lh7gZ63J0IMXIcEMlF4LOrTxvYTigd16gENQX+dOA02qxteLDnQUPHKyVEZsYEt+K3cH/3/TVfNxWfwnJ6GW8sv4GRthEc7jqMgx0H4SAbT563ogLGRlp3WAAAIABJREFUTAVelERwIldmxlwLab4ZJnYS1HoPJKl1ooZYYirroOSYoPR6ZUUWl8OXC/9ezawqVu5qJXISTAJdjq4dBf4uwaY3OD/77LMYHdVfnroZ0Ks8qAWIteadqmXLSgNulmle4E+ntNVct7V5M+jrQWVChObplpT4V7rRN2uOrR4lzUrWQeBtW1iBb4ELvQSp8HzNEWYV32c5vazoXl6J2eRs1bVoLVXghdap4BxTvrw3SvAaQWVQppvAm+RC30xHagep3COao+s714F5G4Bi0MtznRArcgSCUB0U2zTG2elBkk0qzmAOZoJgRbasPPlugNYIOUAm8DlO+zdfjbcBIDBKFZMfd5MTfS0FPpqLVpXYL6QWMJ+cx3xy3vDxygi8Sfd8ikthJb1S83USpDLVdD41jxfnXsTpldMNfwcJUktECjMVeMDYKLn832i+Ap9BpadIHqLYupio1MDWScl7RmkF57X1a2W/t9q9o0Xg42wcrMAqruM72H7YdAJ/J0A3ga9DgedEDryoHACWBmSVwbiZkHsq1bOkbmvryn71oFL5rixtbxbmknNlC2wz5tgC+pRSax2XQ5tta53HUujZtBsl8JzIFYLFWoGF0rFOLZ+qmShSKrW3lZgHlmbhmw2eK0/MNdoj3Qgqy+j1BoaswJoSiNciY/WCAFFQU6qOWSeBF0WAZYoSPJ2sVmt5hf76Rs+vKImKFQ9Ladn9mhXYu2pWfC33baeOhFiWISE6u7BbKBKIu4XA5/1/tCBIQlXlR57wpriU4d+qNFYzq+Q8ko0gzaU1/RDyx1baN8wYNZvhMy0hZZX7YqNKrhECT3M0RElsAoFX3z9EvpUKfDGus5McLIQFSaZ4vZ4NnS17vdb4RTUkmMRO+fxdhB0CrwN6+5zVNnytTUgrICo1KmNzzS1/lTQykW5qc0pv1VClwLeoLFyQBEzHp1W/h1nQo8Db6iqh31rnsRQ5IVeTHOvZ2LUChtLnan2W0vOrmVVMxac03zebLO9/t1qsKLUr4PnWkWgmV6nAb95yX7nOGQnszCijrxV81ws7aQehct3SyfrPdTJanP8XC1ePwuK56uRAPcaWlVDqg19OLxe/113UB6+V9LGTdhCivvspQ/ZjdypeMK5rVuXWVkOGz4CXajuYlxLc5fRy2Ro6lzQ2prWU3PAibwoZjGy0PoRzyj3JeYSyymNOa71PD7T6ns0EL/Fl56zR38/I+/NxnPkEXv234/nWiRpCiScNAQIO0l6oalpMLSKYCZa9fi2zVhUTCZKguZcl2MRO+fxdhB0CrwONltBn+azqc1o3W2nAncs11ylTEDQIvHXzlDslxJhYWdldK8xd8igto28WgbfqKIW1WtSdfdXQZtu6zseiJNalildCS4Ev/fxaLuhqx3p3TXmOOACEs+GqtaLS+V1o4jSJSnAVf4KN3LzzXxl0GAnSzCDwzVLgnZR6exGdqH/dXF0seq4El6qDTI6pJvD1GFtWQsmJfpkuEvhWVTttBWhdM07KDpHXFz5Fc344+Rz6nLI54d2iwOu9VkoTGqcD5eXm86l53cdjBKZqXamV3K8kTUrIny81U7E8whnl5xNMoqY3CwBNt/5Wxjilv2GjFTeMqH+dz/+N5lf5qF8DHNtCAi+UrxdOyoEUm4IEqUp9B+R4pbJ6o9Z1EGfiTUtW72DrYetKclsIegm81oYfyUXg9lSPIdFarEpL6Jlsc0m0wNtBqVR8uq1bi/jly+46HXJA1MrNbSoxBV7iQRFUExV4HQSerIPAW+vzCeBZCu+/vBcDY1EM7YnA6mjOPPmckNMcG6RLgdcg5qXBRK1kgdp9OZecw1pmDX2uvqrnKtV3ALCRlQS+dckwlqksod+8+7gyUWmEwJvhRF+rHLpeOFQnRtjA6i8yqMJ6wApJckGSrIouyYxCRZYZ57dSgad5uqwMersq8BfCF/B24G05kSiyNUt5XZQDAquPwK/G2rCrncCopQ2rWC8QOusmjXVsFfReK3kCH6ADVRVOC8kF3WP3lI5H8zQ60KHwahm3Yrc0R/wCxVa5WqXwakq7BAnruXX0u7QnJU3GJ3HAf0DxuVYT+PzIvEbVcCOVVvm/keFbV0LP5lp3D/JcJYG3IZITsEqv4mb0puJ7VjOr6HZ2F/5d6zpIsDsl9HcTdhR4HdBbQq+V7VXrl9bKlpUqKgzd3FPFcRo98FswzVMaVLZ6c5tPziPNNcMtVYaeXtb6FHjj7wGA4JIX6YQDk5cG8OYPD+HaO7sRD5s/E7dW6ZeZCnw9JfR5qKnwSv3v1op2CF5n0G8G5B744vHMUGjrRWVQsV0UeIdK1lMUa08tqQUm2w0m41d5ToHAm3BpVSrwpeXzALatkV04G0aMickBMJ+teX26KBuEGgZ2eeQ4CwRHL3bxcg+znt7w7QDdCvwGMX4r8Fb1Zxjog1ck8BoxGS/ymEpot0QB+hX4UEa5hB7Q1wd/IXxBtY2slTFO6T7ZsAJvYJ1vngKvvvYrJUKbhcqxro6N5P6plVOq/gaVRna1WimSbLJpe90Oth52CLwOlBpNqIEVWE3yoLYJafbAF3gc2ZCaowecxsgjt7U+4tdMlP6erdzcADlr38wySD1Ey1YPgbfWdxGtzckkwuPLQhItCMx24P2X9+GdnxxAeMVb12cqoRFSnQcnNLeEHgCuR65XGckIkqBY7llpSMjVmBttPooE805V4LcygXeqEHiBdzb82dGQD4mo8ui2XKb6OmqGAl9J4LdrCb3RygInRYE3YCxLk33oyRXJ5N1QRq832bOeW8daZq1qykseet3olcy9tAh8jIkhlAlpeq+IklioANIi8HmVXQ21fA8kSFhILqheF60YIZdH6drcqBpelwJfp+rPiRxenHuxaoyrVg98LtM6Bb4y4efc8JbS8tWpNLKrdR2IkqiZSNrB9sIOgdeBJJesabBVyylZzeBEuwde/l9Jav4YN0ajlMhtbU7JdCMo3ehaubkBwO3YbVOcZdWgx4yqHgXeRXGas8+VwOUoRNY8sFgkHH9qCo/9pxsYvXcNNgeHdNyJq2/vBpMxp4+sVua9YQVe1K/Aa30XQRJwNljes7aUXlIMVioNCbkWKvAAIEnF45uh0NaLbavAq1TLKLnEG0Vg3oXwinIiIKtQVl+PsWUl4ky8bK+rUuC3aQm90cSEi6JggJsgku2AN0cXZmLfFQRe57WS5bN4efFl1ef1Eni1Eno1xJgYWJHVrIaIMbGCOppgE6rrVoJRfw6orcBHc1GwIoul1JLi83dDD3yjJnYJNoFL4Uv4b9f/G75989u4Eb2xce7Ur4FsevOmwjh1mEOv0eVGdnqug+oExg62K3YIvA7wIl+zh7KWWcpMYkZxM9HqVykS+OZnCZmM+mLiobY2gW+1Ap/iUriyfqVpn69HSbMQIihCf/mXg3TAQgCUDof7Uqwt+iBJBDr7k7DaBDjdLPbdv4pfef4GuocS4FkSE+8PGfpMNZhB4DV74AX9PfC1jnUhdKEsWTCbqO5/B6rbIVpZQg+Urx02snGCVy8aUuDZeM0Eai00r4ReOQBkmcYJfCpmwfqa8v1KKxF4E84vJ3IFMitKIlbo8vnX25XAG/27XBRpaLTrWtQNgrCg0y5XVNwNTvRGkiJaJH0+Na/r/jdaQp8n7lpGdpWJFrXzVqu8vtb5zn+HyoRZHq1yoQcqFPhN6IGvN2mQYIqtrgupBXx/+vv4+pWvQ5DU1/5MCwk8x5Yfy6nDrDgn5MramvTEunqMGXewPbBD4HWi1gZfS4EXJAFX169WPa7ZA78RkEli8wl8VqEks/g9+C1nuFNa6tnKzS2PxfRi0z5br1JqJfWfk7xbdmVPdi2szsvl830j5b2xFouEQyeWQNl4hJa9WJtX7tU1Aq1qFAmSrmBAlETVfjIjJfS1gogMn8Hl9cuFfyv1vwOArWJWNGsg6DcDkliqwG8egW/EhZ4X+YaSdLzIGwokjUAtCGOyzV0veZZAaXsEAFgt5syJzpcMh7Khqt9tO5bQi5JouIrLRZHgBP3nmBUI8M4+dFtk75AdBV4/0lxa1+9llMCXXudqqCLwKkq61mcAsgeSlst8MCuTrqW0sgK/WSX0jTqaG1l3838jIzB1JWyVKrWSbBIWQk2AIpBNt66trFKBd1D6jl1aRq/nOmiWN9MOth52CLxO1DKy0zOL/ELoQtVjmiX0GwReFJtvtJFJaWci3dbGezrNRN7JlxGYmmTsToNNZ1LYCBnPu2UbeQ+TtSIWcsNCiugZqg6O7E4O+x+QN5eb54bANWgIo7XxGNnU1croS8v5avbb6+j9e2/tPUiQkOWzVb1qedgqCN6mEvhNVOAbKaEHGiujr5VcbQROlSAsSzc/4VnZWmXW+c0TGyUyQfM0eHHrVWQ1gjSX1iRXSnBZSLCCsfWOJnrRuRFy7RB4Y9AzD95oCX1eBDCiwKsp7bUUeF7iEWfV17D8dwhlQ4qkebNK6BueA1/HGLl6j6v0+1otVtUJBpLkgNhCe6fKsa5qe0clSo3sNkOs2sHWxQ6B14lam5GeEs313HpViZSmid2GoiK1gMCnkzUIPKU+J34zIEFCjInpSpzcadCtwBsh8BtmW0bes7bgAyQCXYNJUDZldW9wzzo6+1JgcxRuXRjU/dlKqEXg9UIt61+mwGsoA/lRUrUQyUUwFZ/CXHJOlQBUjgRkc601khNK1g57HaMHzUIjJfRAY6PkmjkX16GybGbTzV+zRaF8Ta7H2BIApAreny8tVivnbbXnSLNRz9/jtBBgOGNJmkjWi25BPkdZPtuUxNL33r2C//yLb+IfL3wXL82/jLPBs5hJzDTcgmIUnMiZqgTq6YNXOo9axDdfmtwKAg9o98GXGo9Vtq3khYpWwVQCr/P9giSUrdP1HLe0hD4PrZZBSWxtTFvpf+PUKdSUigOtbhfdwdbGFhwQtjVRs4ReJ5G8GL6IIU+xZ1h7jJy82Yti8/t0BB6A5AAI5U3XY91aBB6QN1cX1fi4pq0GvUqa1aL/unCQFADeGIHfKIvv362uHBAEcOjEEt756QEEZjvQNxJD92B9yotWNYqRDV1Ngdc7Rs7Isd5dexcdDvU5w5UKPMO0lsCLQvEaqZfgmYHSdU6C1FIFvpljdRyUytinZPO3VkGwoXTIgY3UWUIvEYhHXIgE2hBZbUeWtuL4U1NwuuX7I58sUSPwSTYJv73xlpmtgnqUYpeFQNzgRIkY7cQuR/FajOQicHvMG8cZjGXx9RfmIUnyXHOCyMHhnofTPYkP7L+K/+fXnoOFaI1mY7ZXQr4PXk1N5SVeMQZTi8skSIU1JcpEwQgM7GS1b0UVgVeY9V7LgT6P9ew69vn2VT3OCExZS+Byehl7vHsK/251wqw0ed1oEkZvCX0lMTVLgac0YiRBaDGBr/iTHJS+/TivwEuQdgj8Dsqwo8DrRK0Ser1B4o3oDd1zNm0bipkotOY0ac0udlu3Xq4nkotsSwVeby9rpcO5Fhwbjqd6SX+OtiG+7gJJCehWKJ8vhbONwZ7D8iYz8f4wBL6+hJNZCrwqgRf19cAbOdZccg43IjdUny+vpqDQ6upjUSgtoTenR7oelJ5bVmANK4JblsArVjUQoBPNX7Mrne5rJWhCS15cPj2K1//9Xrz/832YvtKPWMiNHG3D+VfHwW5MIonmosjwGfWRVtusD74esukkgJxBQ8p0lkIHV5wEEsmaW0b/1tVVSBJgc3Cwu1jIPb52RINtePMtC/6vH/xI1R/EbJhN4GmO1lSw1a7JLJ9VrI5KsknwUnExVuphZ0W26u+IM/GqFpJaDvR5KJF/pWNXtq60mrTlE+mCJGhOddEDvXtpZRynlcxXg6ICrzF1R+DNmZ6jFzxPoJRyOSl992KGzyDBJpDjcy27f3dwZ2DrsbItCrMUeEZgcCN6A/d33w+glgIv36yCwV67esHzTtX+ay0CP3e9D9l0cTHkOBKSJMHVxmDvkTUQRHPK96K56JYz1zMDuhV4lRFWSnBuuGVTFn1BZ758vnsoBVLHRjNyMIy1BT8S6y5MXurHwWPK6p0Wmq3A63WhN6o6aCfhiopRK6ZJVELYIgo8IzAQJAEkQdanrjRC4GtMEGkETgUVRZKcLemt5CtKuPOTKUqJSSlunhtCjpbXaVdbDp0DKXT1pTFzrRfJqAvnXx/H8Y9MIUbFVNV3QP987zsF9RF4AoxBBR4AYPXBbyWwzsZM74N//YpsrLr/wQAGxqIQRQI52o7wSjtunR/A6bdIfNnxA/yXj37K8DQSo2jGtIL51Dy6nd2GjidBQobPwGP1lD1eOToumAli2DNc9pjS+RElEZFcBL2u3sJjtQzs8lBLQFSW8C+nlyFKYqFaotV9z/nkthktEHr9iSqrDIzuEYIkKFYqaFUcckxrCbwMCoD8m+gl8AAQoAPodHQ26Tvt4E7FjgKvE2YReEAuo89DbZG0EBZQltYq8DyrvqC5KeXvwOYoTF3uw9JUZ+G/tXkfggt+zF3vw8XXx8GzzWkBiOQi27KkSC/RMlZCb9l4j75raXXBBwDo262z95iQcO/DiwAhYXmqs6DmGYFZZe16euDNOlYtlCXEpNbnS0urISyE2PTAXQv537XlBL6JCrxTYcSmKLbG8JNjqu8xm8pkiixtQ462wWoT8MFP3cBjn7yJe44vo2dXHEc/PANXew6pqBMX3xxDmslhOjGtetztpsAb/XtsFhso1LensZZ2dG+QSTMJfDrL4fpMEgQhoXtIViItFgmuthx2Hwhh/wMBSBLw6qs2fOW17zesrNZCM8q+tfrgteIzpdis0lNDiYSrnZ/Kfnc9/e9ar6sk8IzAlL221SX0hXVah5Gr3s+qhco4zmjyIMkmFSsttEro2U0g8FJJDKC0d6hhjV7blrHuDhrDDoHXiSSb1Cz7NBIkLqWXEM6GZbMsFbJhsxQXl3pLko2CZdR7gtwqfCy0JM8J93bRuOfEIu45sYjDj83j3kcWYHNwWF9tw/u/2FdQfszEdiXwVou+hb1yRJkWHBtKsB7Sn03ZkVx3g7IKhvrZPb4seocTEAULFm936X5fHndiCX0tWEtGt4mbocBXrB12y2aoDjLy1UZ1GRSxCcNO4ZXHbQbsZPW9KnCt6a1kFKY+2Ejl8xtbawMA+HtThV73PKwOHseemIHDxSEW9ODyW6O4HplQPe52mwVvtKLASTkgcvWFTlmxHV2EfN7MnAV/5kYQgijB35OGVcFwdOSeEEbvDUISCfz853b83S+/X/f9pAfNSPJozYPXIrlKZoGVBF7JyM5sAp8TcorxilLyoLQCptVtgvn12RQFXmcPfOXfaHSPUCqfB7QrDpXWz6ZDKu7HFCHqriBdzaxuy1h3B41hh8DrhCAJmgupUUfZi+GL2g70Je5EQosUeCarvqC5rcob5+qcrNTu2r+O4b0RDO+NoG8khsHxKE58dBIeXxbpuAPv/XwfkuvmGfYAG/NhTe4j3Aqw6XQL16umA4Bj49RaVeZWl2JtQTao6hlOwGLQuXzkoBzMLE12QeCNXbdqWXTAoAKvQs71KvBmuieX9sC3YppEJfiKPl01hbYVaITAq5VI6kGzFHgbaQOp0B7Esa0i8NXJOLUEXTQor73+HuV9yuFmcfSJadgcPMLL7Xj/dGeVO30e247AG/x7XJTd8NqWR4p1o2uDX8dyMdNI9BtXZMLXs0v9b9l7JIDB8QgEnsRPfuzASzfPmnJsJTTjGqE5usytXe/xlOI2pRL6yuRA5WvyqOxl10vggeoyegmSYvKgtA++1cStkUoptc+qhUYVeLURfVqCRS7T+v24so3OqXO60yq9ujNCbgdV2CHwBqBmZMcIjOHZuFfXr2ouzLaSzJxQZ7bfKLIaKrlboV+HyVoRDXnkOeHD1b+N083ioaem0NmfApO14uyrexBc9Jn6nQN0wNTP22yQBKlICpRgJfU7mudHlugh/avzBsvnS+DrScPXRYPNUQjMqruzK4ETOdVxYa3sgTe3hL5Egd8EAs9V9OluJoHPB2X1/r71jpJrFoF3ksrBV6tKM3O0ggKv0iIRDcll2x196nuO25vDA786A5ISEZjtwOqscs/lthsjZ1AtdlK2uhX4eMaJTlZOZNWaDa4XHC/i/Zsyse0ZrjEx5OEl9AzHwbEkvv6vK6BZ85KVpWjWNXIudE75eBrnUE8JfU7IVam4aj3rpYRdgmSMwFdUXSSYhCJZLSXwm1VCb0YimxM5XUmqRl3o1VqstEzscpnWVLaWQpLKj+lQqZiqRIpLlY2T28EOgE0g8LlcDiyrMYNZFMEw1TdvNqtcBqn2eDOgluWtZ54rzdO4sn5F9fnSQIxvUQk9nVI/jttaTYqC+TnhAylQVmVDDsom4MEPzWBobwQCb8GVt0aQjpunUKkZNt2pUCuBVYIxBV7ceI826U8nHEjFnKBsPDoH6gscdh+Sg8mFmz2qKp4a1IIhQwReqF1CL0iCatLNVAJf4mcgCq0nz7LzbRFGJheYjUYUeKD+Pvhmmdg5KOV7NZdpDYHP0tXrtY2sPr+5jBXZlB2UTUC7X3u/9HZlcM9DMnmYvNQPXsGoLcWmWj5XvFnI8BnD/eAuq7XupHoiQ6GLKZ4DMyrILkyuI8dIaPNnq9ojKkEQEg4/tiBXxqUo/O1Lpxs+vhKaVaVxZf2KYryldTwloUQpGRjMlivhaiX00Vy04AYeZ+K6jdqAagKvZoAXyUUKicfK75+MNnd0boHA1+EErwQ9v0/DJfQq4ppWCX0m2XoCXzkS2qmyhyhBy5dkB3cnmkbgGYbB/v37kckUg6e/+qu/wokTJ3DixAn8xV/8RdV7fvjDH+LAgQN46KGH8IUvfAEAwLIsPvWpT+HkyZM4dOgQ3nvvPQDA22+/jQMHDuDkyZP4zGc+A55vPpFTJfB19ihdCF1Qfa40EONbpMDTCfUFzUVxVTNYC0ZnI9rKGGGRcOjEIob3RiBJBG6eHWr8y25T2Ay46ttqkPFSODZGiNUi8HM3egAA/SNxWCz1Bel9wwk4PQzopB3hZWMVF6YQeB1z4AGAEZU/01wFvkjgWzVNohQ8U6nAtz5oyaNRBb5uAt8kBd6hahjXmkRNJlW9LyglaGLBjf737jSgo7qnfzQKXzcNJmvF7NW+qudrtZPdSainV9tFUeAZ/WtvKSSRAEW1wWdrB2COkd2bV1cAQLEKTgkWUsT+B+TKtVd/SSOY0Pc+vRAlsWll35zI4VywWoXXLKGvIPxZPqvoi1Fank9ztKoCLUhCobzeiPqu9Hql8vk88ip8aen0+mob3n1pHybO1j+utRbyYz7N2gf1fE5VCb3B5IGqAq8R79B06wuQK9vonJT+vaKZXi47uDPRlCv4H//xH9Hf34/JycnCYzdv3sRPf/pTnD9/HmfPnsV7770HjisG2hzH4Ytf/CLefPNNXLp0CZcvX8a7776L7373u2hvb8eFCxfwL//yL/ijP/ojAMAf/uEf4oUXXsCFCxdgt9vxH//xH834U8qgluWrN5jRHD9VqsBz9QULRkGnLFC7JCwE4KKK7so52oZ42A2SEtFTY054HvseCMDq4BENtiG40We9g3IoKWhqqEXGS5F3PFUZJgBANq9bne0AYZEwekjfaBxFEBJ2b/TCz99UHvujhmYReF7kq2aoqpXRm6U8AOWz11tlRlkKlq1U4JW/QyrqwuSlAdy+MIiJ93bh2ju7cfmtEVx8Y8y0iplNU+CbVUKvEnxlNCqZzATHApWTYG0KHhexYL58Xt8+RRDAwePLIAhg/lY36ET1+d8uffBqe7oWXBRZ5S1hBBzpQxclJ1UaJfCSBJy+KpNxvQQeALoGk+joT4FjSfzXH/+yoe9QiTSXbqpB3tng2TJVV4KkbWJXEZ9FGeXe9lIyXeu85JV0vSPkCu+rKMtfy6ypvjY/Ti6fgJAkYOpyPyARWLrdhXd+uh+xkEf1/fVCggRWYE3zgtFjZFc1Rk4lua4Gtb1BvUrRAYNdr6agWoHfmeS9g/rRFAL/+7//+4hGoxgYGCg89otf/AIf+9jH8A//8A/427/9W/zzP/8zrNZiAHT9+nWMjIxgYGAABEHgIx/5CN5++2288cYbeO655wAADz74IKanp7G2toZ4PI7775dnqT/55JN45513mvGnlGEhuaD4eDMCxFKzsVYReECeYawGt7X4XHFOeFLXnHAAoGw89h2Rg41bFwbqNgLazsjPLRVFYGqZwkKQQjRlAa/wE1sN8AQ9CvzMtV5IEoGB0Sicnsay70N7IqBsPGJBjyHzQjMIvFLJnuJjKoFFs0roN4PAc0yliZ3yd1ia6sTc9V7MT/RgaaoTgdkOBBf8CK94cf61Pcim7Q1/l3xixGhwlkc9BJ4TuaaNzHKo/JZpjUomsyFJ5eRaKUETKRjY6VdF2zsyGNoTgSQSuHl+sOr57TJKrp7+YidF1K3AA0BWakO3Rb6fKg3RjOLmYgzxFA+Hm0Wb31gcsv+BAEBIeO8Ch9tr5vXXNrtnO8NncHX9auHftRIGlQQ+llOuGCwtoa9F4PP7lFEFPsEmyvYdrQTAUnoJGT5T+NtCSz4k192wOzm0dWSRTdlx7pW9uH1h0PRRw4zAtEyBZ0W2ujrOwAg7CZJqQlFNgRfF1hiNVh+3/Dw5dJgK72AHamhZ+md1dRU//OEP8eUvfxmRSAQf/OAHceXKFTgc8o0UiUTQ0VE0vfJ6vQgGg4hGo/D7i2ptW1sb5ufnyx7zer2Ix4vB3dtvv61I6GdnZxHL1meEBAAr9ArOTp5FF1U+Imsps6TyjvohssWgM0PrI8hmIJel4FRpsbJKxcUw71Ru1OhscE8Ey1NdSERcmLveiz1Hdow5SrG+RuHvbrXhtYt2RCp6tFx2CT6PiF85nMOvfTALQacBEUVQoDaIpNp7sik7AhutflwDAAAgAElEQVTq+9h96qqAXpCUiF37Ipi93ou5m904/Jg+9S+UDWF6ZhoWonxjS9D61aVIPIJZfrbssZRQHVTOL8+DphQcilPKCo1RECBAWXhgo/UknWru7GUl5LLlga2o4j8SWZVLekfvXYPTw4IkJZCkhKXJTkTW2nD+tTE89PQ0bI76/4ZQPIRZfhbhdH2kZT2zjtnZ2dovLEFaaJ5zL8FX/xaSZEGWbl3CNZezwFmScxW48sCXyVqRSTpAUiLaO40RvL1HAlhd8CISaEdoyVdmkDa7OgtrbPMMEc3CAq2clNeChWWRytS/J0fSFNySXI2ylFzC5MwkKKK+UOzFd+S1unsoAcLgZdfekUH/SByrc3789b//Ev/3s0fr+g6VWGQXTfkcLby5+CZ8KR8shAXrvPY4vkQuUbZuTGeUe4kjuUjhXMzQM5qfOR+ex1BuCMvxZc3XKeHqzFV0UB0QJEHVKA8AllPLmJjbGOcoEZi+3A8AGLtvDcN7I5i51ofZa3LSNbzSjiMfnIfHZ06Z9fT8dMPJpTwWVhbAWtVV+JRYvTcns0nda31GzFRV1+XBM8rHzWZat0aXIkNzcJUUTRC8fv+EViAWi2E2Z2yP3cHmQfeukU6nsbi4CJvNhqGhoQLx1guPx4PPfvaz+I3f+A0AwA9+8APcvn0bhw8fBgD4/X6srRWJQzweR1dXF3w+X9nj6XQaIyMjiq/N4+TJkzh58mTZ8b/yla9gbGwMy4FloIH2vQAVwPGx42WPTS5OAiaL8O1uFwofKrVudrPF0gZAmSz53R6s5NaRSdmQiDhBUsbmhANyeeaB48t4/+W9mJvoweB4FM428xTPOxGZlAOBWT9W5/zIpIpK50CnACslIZmxIEkTyDAEMgyJF95w43tvunHkgAByyIOOXm2S4rQW79U2l/J9m1ffB8cicLWZs6ns2r+O+YkeBBd8yD1gg6OGwRIg9xd2DHWgw17uYE9cIwCdJW9OtxNjY2NljwUzQaAi19TZ24kxb/nrAOD0zdOACT+BjbSV+UZQpLljFPVAYMtJVrvbBVTcstmUHZmUDVY7j71HVsuIQNdgEude2YNExIXzr4/h+EemQSnMmdYDq9OKsbExXJy5CNRRnZkRM9g9uhukhrNwJQJ0oOq8mwWfxwWg8t5r7TkmLR6UntB2lwsoKVTIl8/7etIgdE63yMPq4LH38BpunhvC7QuD6BpIFsZK2tptGBuqvnfuNFybuwYY5DwdbhekjRL4epATfRgkLQAPCBCATmDMV99veem7UwCA3uH6Whr2HlnF2qIXU9N2BAQeJ/fuq+tzShEOhqvWGLORFtPgOjgc9B8EE2PKrvlKMBJTth9cm7umGK+JkghPnwcD7gGcmzqneV1kySxGx0aROm+82sDWacNY5xgCdABSRP2e5CUeOU8OiAMrs36kEw642lgM742AsEjYc3gV3UMJXH9nN9IJBy6/NYJHPnbb8OhXJfQO9mIqMFXXOl2Jzp5OjPnVr+/F9CJQkTOXSKlqDzfy/jzaXE4A1eeItNR//zYCm7V8f/B7XIB2/qml8Pv9GBuQf3ejyfIdtB416zdeeuklfPjDH4bP58OhQ4ewd+9eeL1efOITn8BLL72k+0BHjx4t9MRzHIe1tTUMDg4iEokgFovh3nvvRSAQQDgchiRJePXVV/H444/jsccew+nTslPquXPncOjQIfT19cHv9+PWrVsA5PL8xx9/vI4/3zhuRG9Ulcw3w+XYVtK7wzXQb2cUHKOemHFv9OusLfgBiUDvLuNzwgHA10VjcCwGUbDglkJ55t0AnqWwNNmF917eh1/+6CBmrvYhk7LD7RbxGx+i8e0/jeAHf7GOf/vPEbz012G8/fUQXv9/Q/gffxzFRx/KgrRIuDhB4twre3HmZwcwP9GDTEr53JWOKrEqXEqZlA2BuQ4QhITx+9RNdYzC7mLRNxKDJBGGeuHDmerMfzNK6NU+06zSwUpDQq5FZpSlkAX3IiO3K5Tsra/KwUxnf7pKxSMpeYqEqz2HVNSFi2+O1V2umRUa64EXJdFw73UzjX8cCmMcBV69BakZEPjy5K6t4jvlx8d19taXtR7evw6PL4tMyoa5iZ7C49umhL6Ov8NpsYDh6i9ejKXt6GaKMUO97tLLYRpLwRwom4CO3vrOh9PDYNe+CCQJ+MaPrtZ+gw606to4s3pG1/E4kSsr0VYroQeKJe16euBjuZghB/rCe7P6++dvxm5CFAnMXJHV9/EPrIIoMZf1dmbw8Mduw+PNgU44MKNgOlkPWllCr+QhZaT/vnL8XynUPH94rnWiWCkEoXx9dm6ep+wOtgFUI7FUKoVnn30Wn/70p+F0OvHnf/7n+MY3voG///u/x5/92Z8V3OGffvpp0LRycOD1ekFsRITPPPMMvF4vHnvsMZw4cQJf+MIX0NXVha9//ev4xje+Abvdjr/8y7/EI488guPHj+PYsWM4cuQIfuu3fgu3bt3CyZMn8du//dv46le/CgD46le/io997GN49NFHIQgCPv7xjzfh56kGJ3K4vH657LF6xsjVQml/M9dAv51RMDmNWfAbX6re8vlS7HsgAMomILTsxfpKe92fc6chHXfi8ulRvPEfhzDx/jASYTcoq4DB8QiOfmQa//vvpfB//Kc0DgxXy80uu4SDuzn8l/8liR99eR2ffoKDzcEhFXXi9oVB/PJHB/H2jw9i8uIgYiF3YYRbOYGvzvjPXu+DJBIYGIuZXg0xsmFmF5jrACR917FS6V6jJnZK71c1sTPJvKdy5nqlI3zrUPweSpMLCgS+T5kcWx08jj0xA4eLQyzowZVf7oak81yWotAD30BgaHQWfLMM7AC5F7oSPNfa3kqOrSDwFec3Vkf/eykIQsLB43KZ8Nz1XjBZ+VraLiZ29fwdLgvAKIzX0wtBIOAk7HBTcq/adLw+Av/WNbn9rGsgWUbqjGL8vjVQNgFLi1a8dnWq7s/Jo1XXxlJ6CUvpJV0992m+eP1rrSHBTBCiJBZc5tXAiRwm45Oar1FD3gBPy4E+j1V6FcuTXcjSNnh8OfSPVn8vCyni3kcWAULC3I0eU8bMtZLAK00sMHJsLW8UtR54ViPObSZEoWIOPLU9xnHuYHOgmkZOpVI4ceIEvvOd75T1m5ciEAjga1/7GuLxONzu6tLBiYmJsn9/85vfBE3TsNvtoDbU3N/8zd/E5csyIf6d3/kd/Pqv/zoYhikc0+Vy4dSpUwiFQvD7/QXju2eeeQYTExNIpVJl5fOtwPngeTzc93ChPLY5Cnxx4eFa2CajNcPYbSWQSTqQijY2JxwAbA4Oez6whlvnB3Hr/BAeHbhpuMTzToIkEpi93ovZa30QRQIgJHQNJjEwGi2rZLCRvbo+r6NNxG9+hEGiZwahZS9Cy+0IL3tBJxyYSzgwd6MHHl8WY/eGsPewFUDexK78N86mN3rfCXN63yvR1pGBqy2HTMqBWNiti0iUjvMBYHikjdIceCWyrqaemKfAly+vraykKYUkUSAI+W+1kZXPEYiuyQS+S+N+drhZPPjENM7+Yi9CSz7MXO3FnsPGrpdGXegB40Z2zSTwDrJ6veLYxs3+jIBjypNEpeeXy1FIJzb637vqTzJ39KbRM5RAaNmLtXk/dh8M3eUE3oJcg/cyb/WhywrQfAZRJopILoJOR6ehzzh1WU6s9Bpwn1eC1c5j9FAQU5cG8E8/vY0nPrC3oc9rtoldKc6snoGNrE3GaI5Gh70DvMhrnvNgJogEmwAv1e7XmohN1HyNEvIKvB4CL/AkZq/LMUFle1MpvF00Rg6GMT/Rg+tnduHER2/XPQYWkNdo01zoa1QpKBF4URLBiixsltrnVmuShJoCz+Y2x/1dqKhec1LNm9awg+0P1V2ov78fp06dwre+9S1cvapcWjUwMIC/+Zu/weCg/jJot9tdIO8AIAgCPv3pTxf+7XK5FBMGPT09Za71AGC321tO3gF5DMlMomhy0gwFvlgK2dqFJkurH89DAavz8lzv3uFEQxsEAOzaH4arLQc6acd6YHN6klqBVNSJd3++H9NX+iFK8t/9+PM38OCHZtA/GitrQ1AaA6UGq0UEQYro3R3DfY8u4Fc/cw3HnpzCyD0hONws0nEnrr69G//6Pzvwk3ed4AQUzOzymL3eC0kk0D8WhatJXgQ9G/2Z4SWvrtdXKvD5ubR60UgJvZnzbytHArZymkQpJKlUgS9/LrnuAs+ScLXnanoUeLw53P8rcxtKTy9ytDEVo9ESemCLEXgF9aTVyg5TEYiWnt9oyANIBLzddMNr9cCYrFquLcr3cCtJWrNQz6gsykLBisYUeADIwotuslitMRU3pnyvJ3O4sSDvwV0GfWiUMHIwDKuDx/KqgJlA7c/TWo9bmdy5FbuFpVRtE+F8mXaMiWl+92AmqHu0n57jKiGSi0CUxDLXezUs3OoCk7XC20Wje0h77dt7ZBWuthxSMSfmrjdWSm8mga9HgQf0O9Fr7QlKLYMAwGQ3h8DzFW10TrJ1BtU72H7QvIqvX7+ON954A3/6p3+KwcFBPP3003jqqafwxBNPqKryRnHo0CFTPqfVOBc8hz3ePZAg1T0HXgv5QKw0+G4F6KT6JeG2ilib3yifH23cGYqwSBjaE8PkpX6sznUYNsTb6hBFArPX+gok2dnG4L6HF+HXMJ1TKnEuhSR5QBDy+60VZJwgJHT0ptHRm8a++wMIzHVg9loP4nEH/vq77fjWSx4MdItYSOwtjPBLxZ2m975XomcogfmJHoSWvdj34ErN169n1yFBKlS4GCV8jZTQcwJn2gxjWYEvbtCbR+CL97StQjVe33Cf7+rXR8j8vWn07Y5jbd6PyUv9+MBJ/S7erMBCkITWEvgmVEfloRR85ejWrtdMrpxIWkvObzQ//73O8vlSdA0mQVIiEmEPmIwNcMkltnaytRUHZiLJ1aG+U05IJoyDpHk3OktGSk0npnGi74Tu93/ntVuQRKBnVwKUtXESYCFF9O2KY2myCz85O4UvfvJB1dcupBZgs9jQ7+5XfL6V/ggSJNW57qXIiyy1WnBonsZ8cr7sMVGwIBb0gE7akU7akUnakUk6wOQo+DeqU3qGkrpMWgHZqHUpvVQzbuRZCnM3NtT3+9XV9zwspIh7H17CuVf3YvZaL3p3xet2pWcEptDy1ChqzYFPsyoEXmTQhtrCjmYJvUpVp5ZQ1UxU+sc4dY5g3sEOlKAq9xEEgWAwiNu3b+Pb3/42nn76aZw5cwaf/exn0d3djY9+9KOt/J5bDlOJKcSZOBiBUR1h0QiKSkpr+2bTCXUF+MYUgXTCAbuTQ2efOeOZ+kejACEhtOTddnPhp6/0y6YyEoHdB0J49NlbmuQdqDahqkQuUyyztFrUrzvCImFwPILHnruFX/9EDmP9PEJxCy5PUYiFPEhGXUhGXbL6PhprmvoOAP4eGjYHDzppB52o3SPMiVxZoGUGgVcKIpQ+18wZ8NaKagpBp4u+2ZDEUgJf/tz6qkzytMrnK7HvgQAspIjVeT8S68Zc13N8rmZAp4WtpcBX33+ZFgeGDF2pwBcD1rwDfa0pFXpAUgK6BpKQJCC4ocLf6WX09Xx/J2WHaMI+lco50V0yhnAhtaC4bikhQbP40Ttyz/OYiYnXvhH53nr9YkDzdRdCFzCbVHaozgm5uozdmo08Wa7V2w7IxnEAwLMk5q734fQP78H518dx89wQlm53I7LajixtgyhYEAm04+bZYZz+4SGc+dkBTF/pRzpe28jyRvRG7e9xbhA8S6KzP4XOPv0J1qF9YYgigetndtXlVQLIv5dZcW29CrzeBEI9JfSZ9ObEmkJFEt9OcmWTanawAyOoGW0MDg5ifHwc0WgUmUwGNE1jcXGx0Ld+t0KURJwPncf93fc35fPzSkqrFXg2R0A2vSoPJiQJeOEVuTx09N6Qaf3qDjcLfw+NWNCD4KIPA2PmzODeCghumP0d/uAcenfpIx5qJV95JGPtcG5wJpue8itCwkP3SfjCExFcn7cikbXi+zNrIK1Fldndbk6mXes7dA0kEZjtQGi5HaPe2scLZ8OFUXKmEHidZfVmlQ0CgM1CovQ+2iwFXiwl8CVJH54lkQi7QVgkdBhIyDndLEYOhjF7vRe3zg/i+FOTumdQp7hUQ4FhnN1CBJ6svs7oVGsTrhm6fMHIV1hwLIl03AkLKcLbZc5v0Lc7juCiD2uLPuw6EEaSTaLbqX+6xFZDPUqxi7KZkmiOpBy4x04XJBRO5DCfnMdeX+3+8xdOTYFlJXQPptDeYd713dGTht3JYT1mxe2lBPYPV7c8ZfgMJmITyPAZPNr/aNXzWzWpU1pCXwuBWBILNwexNNkJfqNVos2fhbeLhrudgdvLwN3OgKQERALtCC+3IxxoQyrqRCrqxMzVPnh8WfSPxNE/omwMOxHV7p9fnupCYLYDJCXi4DFjs+b3PxDA+rIXiYgL8xPdGD1U2+2+Elqk2ChqJXTUWlD17Ps0T2smvtTiqWxmcwg8V7F2WAjAQTmaOi1lB9sXqgRekiQcPny4YES3b98+HDt2DH/yJ3+Co0eP4siRIy37klsVl9YvYdw73pTPtm2UR0ti652rRdEFi6V8Af/lNTtuL1NwuDgM7zV3cOXAaAyxoAersx3bhsAnoy5kUjbYnRx6hvWTjkqFtBKhFSd6h+T/TxISLISlZsm3gwQIArhvlAMvCngtbU71hBH0DCdkAr/k0xVQhLNh7PftB2CcwCsa1ul8zEwFvtLPgNMnsJkOUVAuoY8G2yBJBPzdaZAGS/nG7gtiZaYD8bAbawt+9I/oa6kxqqBXIsWmwEs8KEKf0t2swIiyUIoTHdLxFnuWVCQM8vtGLNgGSQJ8XRlT5kIDQPeQPAc+FnKDzVnv+D74ugzsKBtEE8woWc6CNgmwk/bCmjOdmK5J4NNZDt97U/bfMd10lJDQuzuOxVvdeOn8LPYPV4sTV9avgBd5LKYWIUgCSKL8+tuyBF5HCb0kEpi+2oe5iR5IG6XOnf0pjB4KolOlxWhgPIKB8QgkwYJIyI3Qog9rCz6k405MXXZi6nI/vF00xu8LonuoGFOpqc6AHDvcPCf7St378CLcOhLepSApEYceXsL518Yxc7Uf/SNx3eX9he9g4nnU2lMlSKol9HqS6Voj5ACAUvT+sGwIVa2HUhLfQdp2CPwO6oLmTnTt2jUQBIHHH38czz//PJ5//nl86lOfwokTJ+BwtHZczlYEzdE4FzrXlM+2FRT4TSDwQvm5lSTgWy/J5Zj3HKlv9rsW+nbHQZAi1tc8hTFFdzqCC7LZX8+uuG51Eigvga2C5EAsVOE6rcOltdRsi7QIm1Ky1TUgB/+JdbcuB9hwtmhkZ5RUC5JQldTQWy5vrgJf/jvzm9QiUjq6xlbimxDJj4+rY5oESQnYc1geYzV5cUD3bPhGCbwEqWbQVopmKfBOUmn/s7V0YggAsCxQmofPV1hEN8bHmVE+nwdJCbJXgkQguOjdsmRNL+r5/g6KNK3VS7R2ostaVLmnErWN7P799AxyjITOvhR83eZ77+RHw75+caUwhjQPCRIuhC4AkFXV5XS1MtzK/ncjqFVCTycceO/n+zB7rQ8QLejbFcfDH7uNo09Mq5L3UhCkiK7+FO55aAm/+mvX8cCHZjAwFgVJCUisu3Hx1BguvLYH6RotZDxL4fLpEYiCBcP7w+jTmRitRGd/Ev0jMQi8BTfPDRl+v5n3tlbLVI7PqTr+69n3a+0nygR+c0bIAYDAVa8dTurO9RHZweZCswd+bm4O3/ve93DixAlcvHgRn//85zE4OIihoSF87nOfa+X33LK4Gb3ZlM/NB9ql6lmrwLHlm8ypyw5MrVDo9Qs4fK/5MiJl42UDO4komOTd6QguygS+b7exUrRKl/BSCELbRh918fxYLbWvj9JxVwQIWC2tT5KQlIjOvjQkCQiv1Hajb4TAA9Vle40409eLcgXeAnGTeuCFUgJf0naxHtjof9dpYFeJoT1RtPmzyNE2zN/UV0ptRmmmkSRAs0zsbGT1PdTqdqficYvrgY0UIUnF5Ewtzw2j6N0t//Zri747n8BrmNhJEpBJ2cCz5Ql0J0mCZ8xJgDJEO7qoYr90NBfV7NHOMjxeOCWT/LEPNMd01NdNw+HiEIkLmFgoJ4/zyfnCDHMAmEvOVb2/HmPAVoDmaEiQqtYOSQIWb3XjzM/2Ixl1wdXG4viTUzj8K3N1tycQFgndg0nc9+gCPvSZ6zhwbAWUjcf6ahvO/OQAbp0bAsdWCzOSBFx9ZxeyaTu8XRkcfFDbi6AW9h9dAWUVEFry6tpzS6FVIWAUWnuq1nF0KfA19hOKqBabNmudBgCOrV47nNT2EK120HpoRv8jIyPYvXs37rnnHoyNjaG/vx+vvPIKlpaW8Oqrr7bqO25pGBlvZQT5QLu0f7UUNCeA4asXJ5/DihpG5jXBMY5Cn7UoAf/fz+V//K9P0cjabUATqn0GRmMILfoQmJXnDN/JSMWcoJN22By8YQfoSpfwUrCMCwAgig5YLPLmpofAV84apSwk2E0YP9oznEB4pR2hpXYMjmuP6glnwwUn+npUcU7k4ChRSfUq8KYS+LIbsfWVNHmUquM2i5xFyNI2ZFIOUDYe3s46SS4hYf/RFZx/dQ9mr/VicDwKu1M7wdeoAm/kMxiB0TXPuR5YLUoB+OYEYqJgB0nlJ1PwCC36kY47YXdy8Jus0vYMyaPLYmsehBKtb8UxE/kEhEzW7UhGZGPPRMSFZMRVUNopGw+Xh4XTw4IZsGOJ4JFJ02izkfA5KHhslKEqqzxooQ2dUjlhn05M47jjuOLrf/DLOaQzInw9aXT0NkfpJgigbySG+YkevHR+FodGim70efU9j7nkHB4ffLzssa2a1KE5Gkk2WbYeMFkrrr+zG+sbya7BPREcPLZiuJ1ICxZSxO4DIfSPRDF9tR9Lk51YuNWNwGwHOgeSaPdn0d6ZQXtHFstTnQgve2G1CTjywTkQDVY62p0c9hxexa3zQ7h1bgidfSnTqyf1QKsHXovAm6HAV07qAQBJ3DzCzCsQeJvCXrKDHeiBZg/8Jz/5SZw5cwbr63LWtb+/H8888wyefvppPPHEEy37kncj8g7jolguyeZ4EW/MR/HuUgJCZY0bADtpwYjPiTG//N+Ax244uGByxQXu9YsOzK5SGOgU8OyJLF5abE7rRM9gEpSNRzLqAp1wGO772krIq+89w3HAoNmflrN8LiOrNaJgh2XjsrCSehT48s+0kTZkNqHnqnsoARBDiKy2QxQsmsEEJ3KIM3H47f66XMs5gZO9GDegtwfe1BL60n15E1ph8ihV4C0EYLVYsRSQg9auvrTha7QUnX0p9AzHEVryYX6iG/trqEamKPA6jeyaaWCnlDiTKpKtNCdgNcVClER4HRS8discarbIDUAQHMgvA5JEYPryAABgz+E10wN2yiagsz+F8Eo7bkyxwGFTP76lyJd7r837cfXtkarn7S4WPEuCZykkoxSSUReCi8CbYACsFl5nIYDBdgf2d7iwr9OFwXa7rjalVM6Fbnv5+ZmKT+F4bzWBZzgB//r6bQDA+L3NG/kJyC1t8xM9OHVpFf/n8xIsBAGapwvu7Hksp5fBimxZG9dWLaHP8Jmy+e5szoqzv9iDTMoBq4PHvSeWDHnVGIXNweOe40vYtW8dt84NIrLWhrV5f3nFISHJXjUn5w33rKth14F1rMx0IhVzYvZ6b6HtqZXQIuJao/R0Efgae4HScituIoHnFEro7TpiuB3sQAmaV87PfvYzHDlyBH/wB3+Aj3/843jggQdA1JNq3oEhWAhLIXOY71+VIOF8IIVXZiOgWQEEAXQ4yxciUZIQz/G4HaFxOyIvjE6rBeN+Fw51e3CgywU7WTuAzG7MMhZF4Fsvyer77zxNgyIBt7U5iw1BiujbHZfdV+f82Huk9RuNWcj3vxstnwfkElg1ZNJy8oTnHMhXXSkpgZWonDVKEZvTi213cmjvzCC57sb6aht6hrR/n3A2DL/dX5cqXulMuykl9CU/s7RFFHgAsFmsiAbk+e8dA40rZmOHQggt+bC24Me+BwKaCcNWKvDNJPA2kgRKqq8StAUXb1N4dTaC1TSL1RSDBFOt/ltJAj47hYE2Ox4a9GLEV3vkVC0IvBXYaKP88Rkn0kkb3O0MBvdoV7nUi97dcYRX2jEzc+cGnoIkFNS/tY2Eq78njc6BFLwdGbR3ZmBzyOePzVHIpu3Ipm3YYx8CvdSGxagFyRyPJCMgxfFYSuSwlMjhtbko3DYS434X7ul240CnW3U0aIx2YL+nfL2ZT82DE7mqNqcfn1lAIi3A25lB12BzVe72ThpOD4NY0o5rs1EcHu/E5fDlqukRgiRgMbWIPd49hce2qgIvQcJKegWAPH3j/GvjyKQcaO/I4MEPz8LmaI3DqMeXxdGPTCMVcyIZdSIZdSEVdSEZdULgLRi9b01uJzQJBCHhnoeW8P4v9mL2Rg8GxmJwtbVWHNFKwGsZYZqjwFcLIqKwmSX01Y9pxeSiSCAWbENwqR3xsAf3Pz4Lp0nJnR3c+VDdgQmCQDQaRXt7eyu/zw6Ass1b4EnMx7P46dQ6Ail5QRv1OfHsvi70e6rNL5Isj7lYFrOxLGZiWUSzHK6H0rgeSoOyENjT4cKhbjdGfU54HRRIhWg7m5Yvi1+cd2IxRGGoW8Azx+VF390EBSmPgdEYlqe6sDrbgT2HV+sqS9xspBMOpBMOWO08OnTObi2FTaHkK49UTL4uONYOhyv/eu0g2kJYYCM5oEQR0qPaNwu9Q0kk190ILXl1Efh9vn3m9MBvwhz4snaIzVTg+fIbyWqxYn0t3//eeBl0excNh5tFjrYhEfbAp9E2Ygap1jMKCmieAz0AsFkrXr1gwZUZGy5NWzG3RkGSJJb5vSEAACAASURBVADF72YjLej32GAjLUgwPBI5HowgIpzhEM5wuBJMY8Bjx8PDPnyg1wNrnb1PHGuD0w1kWQL/Y6Pdac/9AdNGfVaiZygBgpAQCrgQp3Pwue88Q9u8UizwFqyvtIMggMMfnFdsAbE5eNgcPLxdND65ZxC40Y6l9bbC86wgYTaWwWQ0g6loBpEMh6vBFK4GU7CSBA50ufGBnjbs63SVnWM6R8LD8ehw+hDNyUSEEzkspBYKpDjD8PjphVv47y/nneebq74D+TL6OOau9+LlCwv4wHgHLoQvKL52LjlXRuC3qgIPAEvpJQg8iQtvjCMVc8LtzeHoh2dgdbTenKTNn0WbP4vBcbmFQpKAbMoBl8LIuUbh66YxOBbFykwnbr4/hAefmDb9GFoQJAG8yINSiFW0FHg9c+Bru9BXE3hhE3ylCsfmAdl6rBjnVU6r4VkS4UA7QkterAfay3w4Lr05hoeemgRJbUIP5A62HDRL6EdGRlTf2NXVhcnJyWZ8p7sepQZJF2ck/PdLsiOsz2HFR/d04t4ej+p7220UDve24XCvHGDEchwmwhncCKexkMji1jqNW+vyokkQ8uv9Tiv8DgqkhUCGE8Fe5SG81Im1mLxw/G9P0yA33DzdTUxe+nrScLhZZGkb4mE3/D3mu+w2GwX3+eFEXQG0lVQPJuIR+XZlS1ocrKQ2MbSTtqpyTj2qfbPQM5zA1OV+hJfbIUnQTNKEsrIXgikKvAKBFyWxSu0yk8CXjhmTpM0LGni+/HynIm7wLAVXWw5OT+N/L0HI7tXzE71YXfBpEngzsBkKPM9SiK55sL7mQXStDXSFm7TdKuHgMAmv4MWAx4b+Njs6Xdaqe48RRMSyPK6FUjgbSCKQZvCDm0H8fHodH+j1YNTrwG6fC+12/fcox8jX7/dOubCetKCrm0VvE8uB88nJyGo7Xru8gF97dH/TjtUs5JXi8LIXomCBv4eu6d8AAA7CggRfMQlkg6Qf6JKTJ5EMh9vRDK4FU1hM5nAtmMa1YBo20oIOp5w0t1MWWEDg59N9SHkBmnTA4WbhdLN43z6FiQyJn5ybxM25bCEB1+bPonuoeee1FH27ZQJ/6lIAzz/pVTXXm03OFv4/L/GqM723AhYTK7j05gjiYTccbhZHn5jeFPKuBIIAXO3NU8b3PRBAaMmH9dU2BBf86N1dn7t9vWBERpHAN9IDnxNymi1vBAiQCjGYwG925RAFoBiP2CsqdG68P1zWWiHf9wkEF/xIRZ248e4u3Hdy/o4UuHZgLjSv5FgsBpfLhWPHjmHfvn1l5fNtbW0a79xBI7BtEAo6Z8HXfiw7d58Y8uKZPV2GVRq/w4pHh714dNiLNCtgIpzGxHoGIVou8cz/N1/1TvnS2NXD46mjRSXLbW2OqgPIm9jAaAyz13sRmO24Mwl83n1+l/FAiyRIUKqk34ZsWs7UMiVj2KwW7YoIpXFXm0ngPb4snB4G2bQdyXU3vBomW3kn+roIvFAejDOi8mewAltG4PVk/fWiVIGXpM1pWwCqR9esLctEo2vAPKLdPxrH/EQvggs+HDy60lBffS2kubRimXElzHCglwQL3n9lLxIRJyAV116bVcLRfSwOj3M4Ms7h4G4WbGYMZ1/r1Pw8O2lBn8eGPk8nPjTSgauhNM4sx7GSZPDecgLvLcuKks9hxYjXgT0dLhzu8yhWSuXB5CjE0xb8z9fl83rskRTEJgd3vbvjiKy249Tl1TuTwG+4pecTrnl3/VpwWAiEOO31s9NlxSMuLx4Z8iKe43E9lMa1cBrLyRzW0uWJxOlY/hruLzx2FiyAqwDkSkh/D43eXTH07U60LGhv78jA1ZZDIuXAi5cvAS7l163Ra8jyWTgp55ZW3yEReO90DyKr7bA7ORz7yAwcrtaUzW8F2Bw89j6wgon3dmH6Sh96dsVaSgBZgYWbclc93ogLfS31XW1/4LnNJfCSRIEgiutAqdmtJAHRNZlb7XtgBX27E4Uk+8BoDO/9fB9W5/1o68hg9NCdbfa8g8ahWUL/pS99Ce+88w7ef/99XL9+HQ8//DAefvhhPPLIIzh27Fgrv+ddhXxZ9N/9wINwQsBQuwPP7u1u2F3eYyNxfNCL44PySBFBkpDI8YhlOcQZAZIkwWUl4bJa8MGnJuHzZOF1CyjliG4THVqV0L9B4IMLfhw8vgyL1lz0LQY6aUcq5gRl49FRx2guG6k+n1QQigmzHF3cmGw1CLyDqv7MzSTwgFyCu3CrB6FlryaBX8+uQ4LUcAl9voRPCYzIwI1iYGFuD3yxzG0zCXzp/PksS+DmhByNm6nS5gP+TMqBaMjTNJfsPOJMHN1O7dF1Zijw62seJNZdIEgR/i4aHX0pdPan8NShATwzUn7t5gwqO6SFwP19bbi/rw0rSQaT0QwWEzksJLKI5zhcznG4HEzhtbkITu7y41h/O6wK/dRsjsL3X3EjnSVw4h4GI0MCZpvcitw7nMDE+xKuTCWQznLwOO+sUUhJNgmBtyAcaAMICb279CmSDgLIKowAU4PPQeHkLh9O7vIhzQpIsTxESa7EECUJPe1RJDxZ/GIhhCxtQ462IUtb4W5n0Lsrjp7hhK7KgGagfySOmf+fvTcPk6wuz4bvs9a+dFVX78tMz8LMsAgDDNuAiHwhYIJR0fAZk7i8RlyS6/uuRKNCIGISUTGX6JcY9VU0eV94A4lRE42Kyj6yDDDDDLP1TPf0Xt2171Vn/f44tdepvU6dM9D3dc11QXUtp/vU7/d77ue5n/s5MoIXjsSx+wr158iQcTZxFrsHdhuawJ96ZQzri27QrIBL33qm733gRsDE9jDmjowgGTMjuOqCb7x7Q9FWUe9c7aYC39zATn2dioJ+ZzEApZ2ubBsvF1slIlZwWRoWe66GoNtcWVy4fwGHnpjBqVfG4BzIwtsDD5tNnLtoGHHcd999AACO4/DSSy/hwIEDeOKJJ3D33XfD5/Nhbe3cNRozMliKxjNHTfiv5yxgaQLv3jPcNXlXA0UQ8FiYGjM8ANg6zIKkajdXG6NtMGF3K71hiYgFoTVHTw1dtMbGoiJ7GpqMdZR4YBtUFPlciWRmUqUdv2kFnmaAqlGHzV6jNXyT8SKB33FJfddyTuIQy8U6HiNXfJ8GJjrVP+vWhV6WgVjAjkyawcoQAfckwFA6S+j50ubxg6ctyKRJuHypjpJMjVAI+Nfm3doTeK4/BH5jSUl2brtgHdsu8hcfN9O1G3K523+7GHeaMO5UPE1kyNhIcZiPZvH8chzrqRz+61QAj58NY/+kG5eNOmErG3Gwsi7j35+2gCSAj/1uEi9ltE/QKSMyUwiv2/Hka4t422XbNP/MXiLOxRFYdUIUKLjys89bgYkgwKk4SbcCO0vBzlbem+khAVt3JREaSSJmMAO4kcJ6XnRh17767U7z8XnsHthtXAM7GVidV5QWF7/5LBwD/Z/AYgQQhIzpXQGcfGkcC8d8fSXw9UbJdUXgm7RSqUn2AYDndK7Ag65orCpX6gUL02HqeNMMTcSw7aI1nD48ikNPT+OqW05p4puwiXMDTb/JkUgEBw4cwIEDB/DMM8/gxRdfBMMw2Lt3bz+u7w0JkaNx3yPKQr79Sid8bP+rG4JgBqsSB1pp7asBw1NRJCIWbCy5zykC719Qgv2Rqc4OxkaV8Vym5FadipcCyGYtFcqIksp7RutM4AeGkqBoCcmYCXyWbtiHuJHZaDhHth4qCHyD11cT+E4q8JJIIrjmwMaSC4FlF7h8i8NHnwZoyoGpIQHTQzLEaAhZXgIviciJMjhBGRs0ZGMwZDNh2M5i2Ma2NCmiHRQIfIYjijJrLcYJjWyJ4MyREWwsubHnimXNTNSA1vrguyXwsqz0SAPAcNWaVquE96qyQ4DAsM2EYZsJV4y5cDyYxOMLEazEc/j5mRB+fiYEAgQsDAkLQ0KCDF4gcNNlWeyYEHDkTK25qRbwjsURXrfj568eP+cIfIJLYGOhvXYnhmRA9diMMpk1A0kO0w4vXg0Z66wrb3dKRKxwetTX01xM6YMvtCUYDcmIBbk0C7OV1zyxaHRM7AjhzJERhPwOJMJWOOrc015D7VyVZKnhHt2thL5eBZ5vQ0GjBWSJUnzs8iivwIfXlLi/0XSYmQv9iIet2Fhy4ZUnZnDlzSc3Te3eoGhoYnfhhRfi2LFjmJiYwFVXXYV3vOMd+NKXvoRLLrkELFtf7ruJ7vD0U06E4hQu2c7jxj12LPfXNBQAIHBmsCpxYGGOdLVJWC8xPBXF6cOjWF9y4fwrCE37aXuFdIJFPGwFzYgY7LCyWW5eWI1UotTLnk4RKDiZqhGJclhUCLzeFXiSlOEeTCHkdyC8YcdwgwA6kAl0bWLXqAJf3Rvf7medfGkMS6d8FeTN6uBgd2Vg5uxYDlKYW6Mxtyah3KG8HLNV/lCDVgZXT7hxaR3JdLsQ8hXDHzxtQSRBYnys8+9oI9jdWdjdGSSjFoRWHZqOu+oHgY8FbchlGFgcOdjdlVU7tcSZFtJMggD2+OzY47PjdDiDJ86GsZLMISdISPMi0rzS0sRQwJ/8jlK1qXY11gre4SRmAZyYSyPJJ2Fn6purGg3hdBwbyx6AkDHSav87bYLUYwfrWJqBnExiesiBV7WZ+tcVvKNJLM+aEPY76hL4YDaIOBc3rIQ+kB+ZOTjePw8Bo4JmRExuD2H+2BDmj/lw0f6Fvnyu2hmc5JOQ5PrEU5AECLIAmlBfc80k9Ey9CnxOZwJflQQ05SvwokAiHLABhAxvgwlGBAFctH8Bz/10J5JRM448O403XTf/hv9uvxHR8DR67bXXYLPZwDAMDh48iIMHD+LrX/86AMDr9eKFF17oy0W+kbB2dgCnTrGwmmTc9b4Y4ov6bDa5LAtrHZ9CVmMCb3dnYXPmkIqbEN6wwTOsrat1L7C+pFRzfBMxEA1muTdCo5FwyVgpYSZLBGTZDIJIN63AW+ja70+n46p6iYHhJEJ+ByLrGhH4MhO7Rq/vRkIvCiQWT/ogSQRcg2kMTUYxNBGD3Z0FTdC46/IhcDyBeT+NE/MjeOVlByw0BYYiwJAEzAwJQVTk0uv5fxspDsE0jx+fCuBXZ8O4ZtKNK8ddMHcxvpHPVVbfb7yGh7/JazrFyHQUp6MW+BcG9CfwXZrYrS/mq++TtZUeVuV28E3MzbrFdo8F2z3jABSZfYaXkOElZAUJl77lKMa8eTLfp/Xt9KZB0RIScRY/P/0s3rX7pr58bi8wOy9AFMjiCMRWYKFMXbVJqEEQCMhJDtPbjGmo5h1JYHnWi5Dfji176o+wO5s4a1gJfWBFIfDnkppPS0ztCuDsCR/8CwPYeclay9//bqBG4F/aUB9NWI6cmANN1yHwzST0hPqZyeX0jX8kqfL3YfOj7iLrdsgiCddgGgzb2GuKokVcfP0cnvvv87C+6Mb8a8OYuUD7EZObMBYaEvh3v/vddX/mcrl6fjFvdPBZGsefnwQA/Nk7Exjzigif1qdamsvUV1iwFIOUxtNXhqeimDs6jI1F9zlB4KMbCjkamug8SGApCoD6xh0LVS5VSTKDotIVDqZqUOvV1bsCDygEHgDCG42rdiuplYZZ+nool823KqFvZHanho3iCKok9t00W/EzJq+mYBkZ503ymHCxcIYG1N6mOH4KUGTbx4NJPLkYxVIsi1+cCeHJhQj2jTlx0bADY3ZT25l2nieK1fcLtvLYs12Cf7m992gVI1siJfWMSHaczGqGflTgC/3vQypmf4wKjyv3GtAaBIi84ahyIbsmSxfUrwo8QcoYGE4iuOLEr47O4re2XQ0Ha/zpNDJkzOfbDNqZFmKmWEga3GOJsGDQRMLB2pHgjHXWDQwnAUJGZN0OSSLqervMx+cNSeB5jkI0YANBSfDW6St+o8Fs4zAyHcHavAeLJ3zYeemK5p9ZnUTPilk8v/5889cJOVX3eqAVF3p1esPpXYGXKvdnU/6MDOXd572jra0jmzOHi65ZwCtPzGD20Cic3rQmyrpNGBd1CXwmk8E3v/lNDAyoB50F+P1+OBwO2Gzqi2wTrWNxdhA8R2HbtIhbr1IkmzynD9nKpOvndhpJvXuFoUmFwK8vuXDeZcuGlwclwoqzdzcGOUoPvBqBZ5CMVX4PRMECigKYJl8Ps4oE2wgVePdgGgQlIRmxQOAo0HUyzsFMsKP3b1lCXxZYtGtg12gEVbUhoSS1to7LJdNnIhk8eTaC05E0nl6M4unFKFwmGrt8NuwZtGHGbQHVwr1MZWT87+eU/fl/3JyETNaOFuwVbM4cHJ40EmErAmsODE1oY5QUyTV2DZchIyN0vhaTUQvSCTNYs4ABX20igFUhMqLGFfhGkGWmuEc2S+r1Ep4hhcAH1iw44D+Am6Zqq/AbmQ1sZDZwgeeCvl1XI0QycWwsK1XZRuqfaphoSpM2CZG2gRFpTNkH8VrYWCTTZOFhd2WRjFoQC1rrjnadi81VjBk2CkKrTkAm4BlKgtJ4gs65hC17Alib92DptBczF/lBM9r+bapb1X6z9puWztt6z+FEDimh8ZhhxeunNoHMZfSuwFdL6JW/fcnArnUS7puIYebCNZx5dRSvPr0FV91yqjh2bhOvf9Q9jUKhELZt24Y///M/x4EDB5DNlhZSNpvFU089hY9+9KPYvn07IhH1YOpf//VfwfO10rCHH34Yp0/XNnbncjl873vfw1e/+lWsrJSygsePH8dXvvIVPProo5BlJXCSJAmPPPII7r//fszOzta817kGWSawfGoQAHDD1XwxGON1WovpeAMC30Dq3Ss4vWmYbRyyKRbxUJ0htAaBwFHIpBmQlASbs/MbVq9yJom1VS2BVwgi08Tt3qzCKYxA4ElKgtubgSwDkY36yT8ZnfkflBP4RhL68sCiHam+KFAIrjpBEOqmhSxVuUY6kd5uG7Dgg5eM4WOXT+KKCRdcJhqxnIDnl2N48NAq/vaZefzXbBDhTGP57bPzCaX6voXHFbs5VXPKXmJ0i3Ie+M82Tv52g7SQbpqYEeXOg9ICwfNNxFQ9ONTWHcfpt65kqWy0ZJ8q8ADgyfdqRtYdOLhxsMZV+lDwEL792rfx2OJjHSlpusWTq0/ilcArFZ/9zGsrEHgqP/qwdfmwhWIgCb2/x5xsB3IUph3aJda6gWckr5by11dXxLhYS6qYfmNTPq8OpycNz3ACAkdhedar+eeV79UZIdNS9R2ofyYHsoGmr61n1pvN6KtAlKpiAZYSkcswSMbMoGip4WhdNWy7yA/fRBx8jsYrT27Vf0zeJvqGund6cnISv/zlL/HCCy/gmmuugcVigdPphNvthsViwZvf/GYcOXIEv/71rzExMVHx2tXVVXznO9/BBz7wgRoCf+DAAbz//e/HwkKtecYHP/hBHDx4EGazGW95y1sQj8dx5swZ3HrrrfB4PPj3f/933HPPPQCAu+66Cz/4wQ8wODiIW265RfX9ziVsLLmQTTOwubLYtbUUbPA5fRZjsgGB78cccYIo9Z4W+suNikTEAsgE7AOZrgz36s105/naBAbPKRJQNSlvOSx07fXQHYy40wIDeUfg8Hrvza86caHPCa0T+MCyA6JAwuVLwmStff/qJJckdr6OJxwmvH2nD5+6egs+fvkkbtjiwajDhKwg4cBSFF/5zSL+1xE/5iK1FWdOlPHUokKo/8ctBZOzji+lJYxsiQKEjI0lV1e/dzM0MjHquv99qdD/rv4Zan9DXkcCX95X2Syp10s4vRnQjIhU3IRkCnh27VkAyvr7z/n/xA/nfghe4hHjYjgeOd636wKU5N9LGy/hR/M/wj8e+Ue8Fn4NMmQ89arSKzoy3Z46xExT6GAgRlNkJTPkrIRph8Z9aR2iYKgVakDgDQmZQHB1k8DXw5bzFRK8cMIHWdZ27yo/Z5/zP9ey2q0ugc90SuBJ8Nq3/DdE9ZlIQEbU71aUIsOJtkcQEwRw0TVnYXVkkQhb8Npzk7283E0YGA1LqXv37sVTTz2F559/Hj/96U8xPz8Pmqaxfft23HrrrbjwwgtVX3fo0CHMzs6CoiqjnFgshnvuuQdve9vbal4TCATw7LPPYn5+HgRB4PDhw/jP//xPHD9+HB/72MfwgQ98ALfddht27dqFu+++Gw8++CDOnDkDq9UKv9+Phx56CJ/5zGe6+FPoi8UTykzjqfOCMFGljCgvyAD6HximEwQAdUk3S/VHKjo0FcXCCR82Ft3Y2WBeuN5IRJQRb86B7maI16uM59K1FWoum++xbsKPTCo9yM1k9/3CwHASOAJENnofGJYHDK3OgW9HQu9fzI+gqkMCqivwktT9GiYIYNxhwrjDhBtnPFhL5HBgOYZD6wkcCyRxLJCE18qApUjkBAmSrBid5UQJF2wRccVu5XdVk3/3EhYbB7c3jWjQho0VZ1t9xu0gkotgyDKk+rNu+t+zaQbxkBUUXb9vliFr15VeyVYAFe7opj4q+QlCxsBQEoEVF8J+Bw7aDmKHewf+e+G/a4Ls5/zP4XzP+X27Nn/KX+zLDmaDePT0oxixjOPgMeU7MzTVuA2jGmaK1KQCn+bNQHIDQ94UrLQF6S5aP7SAZzgFEDKiQStEgTxnRlZFQ1ZwWRoWRw5WZ3dn8+sRg2Mx2FxZpGJm+BfcReWUFigQ8Xaq70D9M7klAq/a0qH/9Cw1NV7ErySMvWOdtdDQrIhLrj+L5/57J9bmPfCNJzC6Ndz8hZs4p9E04iAIAldeeSXuvfde/Mu//AsefPBB3HnnnXXJOwDccsstuO++++B0Oise/9M//VN8/vOfh8NRG7AfP34ce/bsKfZR7dixA6dPn8axY8dw/vnKoe9wOEBRFI4fPw6PxwOr1Vrx3HMVyagF4XU7KFrE+LZwWXWHhtyDwL9TyLJF9XG2DxV4APAMpcCYBaW6EzWmvBAA4nkC303/O1Bf+ppO1s7zy2UKEvrGMmGLSrBlGALvS4EgZMRDlp7LvlqW0IvtS+hFgURwxQkQcoMKbe8q8PUw6jDhXbuH8JdXb8Fbt3pgZymE0jzWEjmEMzyiWQE5Ubn/H/zt0t+DpbSv0I5sUf4uG4vamZ02MjHqhsBvLCnVEN9YHGQdEz5WlcDrt1eXB4X9rMADwEBBYr1uBy/x+OcT/6waYC8ll7Cc1Mg9UQUnoydrHjt6OoFcTtmr2213MtMEtBi+ksqZISeSIEBgyuHr/Qd0CZoV4PJkIIskooFzZ1RgcFM+3xAEAWzZvQEAWDo5qOlnFVRwv/G31vteQDcVeDWlaHmrkV6ojgVkGdhYUbhMqwZ2arC7M9i9T9lfTx8e1ZU7bKI/0L6ZOY/vf//72L59O6688kp84xvfqPm5JFUGRAUiL4pijTlK9XOr8cwzz+DZZ5+teXxubg6RjHZZxk6xmO99H9sWBkWLEDllgxNFfRdgNkPBotJ+LvVLg0TIGJ6MYXnWi/VFN+xurYZfdYdkjwi8xKkfbOFAbUAei0iYAEA0iSgZovYAlPQyVqgCRUtwejOIBa2IBGw9dVBNZpKYm5sDAARS9Q/7SCJSfN5yrjVyEVh1QhQouHz1R1BJHI9y5Uwqqd2asbMU3rrVg+unB7Ce4gBCqRaSBGCiKFAksHf7q6UXtNEq0CkGx+IAxhFac0CWoYkJ5cLGAgZT6oHnQq7zlqqC+7yvTnIGAEjU3s+cjkW+VFKAtcCt+nB/y+HNE/iQvzm5+9WZX+Fax7VaXxIA4Ej0SM1j4bzfhq8Tc0U+h1Sy99XxWJKEzIQBeDDMEDjR80/oHp6RJGIhK8J+e1cko58IFHwsxs6N69UDo1ujOP7iBKIBO3JpVrUdrBeIJqM4ceYEngs/19br/EE/5lJzNY+vJdaavlZQiadydX69k6EUYjkBFw05uhrZ2gpSKQ6esv+fW6ORyVAwWTnYXd0dIuMzYcy/NoRUzIyVM15M7GjPBDgSiWAuW/v33oQx0TcCf/ToUTz++OP48Y9/jIWFBTz33HP4zne+g/379wMApqamMD8/X3z+wsICLr/8coRCoWKAnckoh+fOnTuxuroKWZZBEAQWFxexbdu24mv3799ffN8CvvjFL2JmZgbLq8tAex4RmkLgKKye8QCEjOnzlMXmtJkAcCDJ2sprP0ESTgC1gY7DagH6dCYOTUYVAr/kxraLDEjgZQKJqBkgZDjc3QV3TpsFQC0hzyRqJfQCpyQNrE30sja2lvzbLfpnoQsYGEooBH7d3lMCT9AEZmZmAABH548CdW4NY2aKzwusB4AWLqHgPj+q4j5fgNNqRfmHsrS6mqWXoEgCYw71PYOmzChsfA6L9tu+zZUtmlAmI1Y4PN31pKtBMkvFe1cN/5q/pXtZDYGjEF63gyBlDE3UfwMLU52RIHU1D2LoEnnu9/p2DmRAsyIyCROyKbbhXOlFbhGDE4Nwss66z+kFEnwCoWCo5vFkND8txNP+Xj1gs4Jlej9tJyewIEADsgXn+YAnN3r+EV3DO5LA/GtDCPkd2KH3xbSAXIZBPGIBRUtFE75N1IKiRfjG41hfdMO/6Mb0Lm2+fCRLYtW0Ck5uL0FgcVowM1m5x/MSj2Sw+T11WK0AKp9HU5UVqZwg4Sengzi4qgS0PzkVxPk+O/aOObBtwAJCg/ZVhq68hhdOKGf2YC/GHBIytl+8hsNPbsXpV4cxNhOuqyJTw8DAAGbGlL93gXdtwrhoGMk1uoEURWF6errlD/ryl79c/O8PfehDeO9734v9+/fjpz/9KViWxY033oiBgQF861vfwq5du/Czn/0M99xzD2ZmZnDHHXfgsssuw6OPPorbbrsNFosFN910E+6991687W1vw3e/+1384Ac/aPlajISVOQ9EgYRnNAFbPvtW6FGV5b7lV1TB5cwwqfCOfrocD44kQbMiEmEL0gm2LdfgfiAZN0ESSVjsubqj0FqFej87hUSs9gfpuPJYIwk9qqJHSgAAIABJREFUS7KgWnTQ1gue4STOHhtGZN0BoHlWvVV0MkauFQm9JJIILLsUdUiD3m6manyfqKGZWyso30vYJm0XvcLgWALLs14EVx2aEPhGrtcZsbNkWmDFBVki4B1NgGbrm4rRpIBKbxJ992pRKJsD36f7WwQhwzOUxMayC+F1O8Zm6vdeirKIFzdexFsn3qrpJc1G1SfTJCJKK5bT3X6ly0QSEGVt1rHEOECKFoxYQzBT5rZHWmoN91AKJCkjFmo89tMoCBbGx40k2iIwb0SMTEcVAn9WOwKf4BNt9b4XoGYsG8gEWppOQ6t4CkliKbl5JpzGv58IIJrlQZMEJpxmLESzOLSewKH1BNxmBvvGnbh2yg2qhxKy6ljghZPKNfVK2TI8GYXTk0Y8bMXSqUFM7zZgRnATPUHD02jHjh3Ytm2b6r99+/Y1ffOPf/zjYJjaasDNN99cJP+iKOLll18GADz66KM4fPgwvve97+Hhhx/GwMAArrrqKvzVX/0V7r//flitVnzhC18AAPzTP/0TEokEHnjgAXzta1/Djh3nQl64ErIMLOZ7j6bPK8l82fyBI0s6E/isuuFHP+cME5RU7GEzoht9ST7ffcDFqPQmS5JDtZcpmyEA0A0JvIVW9w2gVfp39cLAUAoEAURDlp72iVf0wEv1iXm5Q30rBD6w4lTc5/NjDuvBVOWAK2hgftUOyl3K2T4FtN6RvIGYRu7VWrjQF3r2hybrS6xZkq2pzMiyvqoWgS993xgdCEthnFy4BRn9wY2DDSdD9AJq/e8CRyGbH/dpdbTfZmAhSQiSRgSecgA5CiQBTDq07UfuBBQtwjWYAmQC4Q3j98EH8/L5wbEOWiXeYPBNxEHREqJBK7IpbUzeElyirTGtBaglslrpfwcANSW8KNLgRBk/PhXAdw+vIprlMeE04xOXT+JP9o7jU9dM48YZDzwWBtEsj1+cCeGbL600HdXaDsSyvZoXCBw6zYIgUNcwtV0QBLD9YqUYcubo8OZYudcxGjLEL3zhC5BlGU888QQOHTqEO+64A2azGd/61rdw/fXXN33zz372s6qP33bbbcX/liQJN998MwBgfHwc//AP/6D6/PLXAIDb7cb999/f9BqMjJDfgXTcDLONw9BEKftWMEiS5T7aCasgm1EPSlmqv2RkeCqKtfkBbCy6sXWPsbKJiSKB777CqOYOLnANZqTLZtBkAgQI1Yy0mVY/jNUctPUCzYqwD2SQCFsQDVrhGe7NIVZOEFqtwLdS9fIvFNznGzur11TgdSbwchnxYKn+VM+8YwmAkBHZsGniXp0RMsiKWZip2kRVJyZ2kkgisKqYEw416H9nqNpjU2+1lMDpWIEHiuu20azwAjJCBq8GX8VlQ5dpci2CLGA+Pl/zeDKaH/fp6mzcp5kC0hol1TnSCiYrgrAB0w4bZo03Uh2ekQQiG3aE1+wY6sRDoE+QJaKYNPRNbPa/NwNFixgcj2F9YQD+BTe2GCjGUiP9LRN4lap5NkfjWy8tYzWZA0UQuGHGgzdPD6BQk3KZaNywxYO3THtwJpLBf5zYwHI8i//vxSW84zwfLhzuPhktlBHqw3MMshyBYZ8E1ty7JIFvPA73UBLRDTsWjg9h5kIDtp9uoms0TM186lOfwic/+Um8+OKL+PKXv4x77rkHf/mXf4lvfvOb+OEPf9jUTK4VvP3tb2/oaP96xlJhdNzOUEVAweQDbEnSl8CnE+rBSj8r8IAixSUpCbGgrei+bhTEezRCDlCfLZ3LqrgI5iGJSo8WQ6n/Tcx1HtejQtcIniEl+I/0cB68IAmQZOX3bHWMXLMKgSKfz7vPNyHw1WtEbwJfvpcQkMGS2o/TYVgRLq/iXt3Le1uOejL6Tgh8PKxMQ3C4szBb6wdTLFm7rvQm8DxfRuB1WN/2gQwYk4BMikVGZWpGNZ5ff74lGWwnmI/Pq675RH6SSadqKTNBQtSoAp8TrUBS2X+2uYy1PxdQMis09jz4SMAGgaNgd2VhaaCS2kQJhakhhQS1UdAVgVdZqv/71zxWkzl4LAw+fvkk3rKlRN7LQRDAdo8Ff7pvEhf67MgKEh5+bR0/PBEAL3W3b4l86QNfPKGcwzu29j7puiNfhZ8/NgSB0/d82oQ2aHoaiaKIVCqFxx9/HPF4HKlUCj/5yU8Qj8eRyxnDzfpcRCZhwsaKEyQlYWJ7pVNkoQJfPttXD9Ql8H0YQ1UOihYxOJZQxm1oOJaqEyTCCoG396QCXxu4ZVL1x+cJgin/ujYJvIEq8EB+HjzQc2lmQUbfTEJfIBJq/XblCK46IAoUnN5008CwOhmjt4xNqpo9y9b5bvQag/m+vuCaNqZlvSTwRYLXpF+fIVUq8Dq3O/FcKSjsV4KmHARRto5bSNYEMgHVKnkvcCpySvXxwv21d2g2aiIBQaPRTBlRGSUHAKPWFLa7JjT5nG7g8qVA0RKSMTO4rHEJQXAlP0Vic3xcy/CNKTL6WMiKjEYy+k7QjYS+elzumVUajzydAwECt+0ewoi9+e9ppkn83xeO4O07faBJAi+sxvCNg0uIc/X9UZqBz0vo0zkCP3le2ZN2b+s9gfcMJ+EdTUDgKMy/NtTz99+E/mgaVTIMg0984hP47ne/C5fLBbvdjq9+9au44447YLFo76z8esXsoVFAJjC6JQLGXNoMSIIs9jVLGmX7W0Uyrv75epigFQzDNgzUB89naeQyDGhGhMXefaZfrXKWjNWvZgm88jM1QgEAFlr9caMReM9QEiBkxAI2SD0MkAsEvlEFXpIlCJKy/ppJ6P1F9/nm8tFqQ0KB17cCX22cUy/p02t4x5Te6NCqRn3w9Qh8Bz3wyWg+GdfE4IxVkdDrrZbispX3V03mrzW8RRl9a4m4leSKJtcxG1M3sCve3w7GfZopM0iJgCBqc5/TOTMQi6BgjHjDRH3llV4gSRkDvnwfvIGr8IUE0uDm+LiWQdGS0hYhE1hfGND7coqorsDzEo9IrrVR0OUVeEkC/vYhJ3hJxhUTTmxxt8ddrphw4WOXTWLQysCf5PCdl1c6JvGFWOD7P7chFKdw0QyH3Vu1ial3XLwGEDIWTvgMnXTbRGdoiSF++ctfxi9+8Qvceeed+Iu/+Av86Ec/wte//nWtr+11i1jQhrUFN0hKwvY3VfamMGWBtd4VeC5LACpjNNR6tbWGbyIGgpARWrdX9HvqiXiZgV0vTErVDOliofrfAS7L5F+n/px680wJyKDrvEYPMGYBdmcOokAiHupd4FqswDeRxhd+3ux5hSpyo/7oAqor8ELv2ts6Qm0Fvj/33z2YAkWLSMbMyKZ7nzRQM7KTIXfkQl8wpGzmUM6QtftPubuxHuBy+iRoylEY19VKBR5Ay4F4O/Cn/XWTOgUHekcHDvRm2gSIMgRRm0RcIssAggjIyndwzJbETvekJp/VDUpmhcYk8LJEKPeZkOEc7P3ki9czCr4u/rPGKZJUJ9WDmWDLrTflFfiHH7fh+AKDQSeN397m7ehaRuws7rh0AqMOEwJpvmMSL3DAaojC/3nCCpIA/p93JmHS6Dh2DaYwNB6HKJBYzLfsbuL1g5YIfDQaRTAYxNTUFHbs2AG/34+7775b62t73eLkS+OATGDLno0aJ+vywEvUKNvfHmp3ln5L6AGln3ZgJAlZIhBYMYaMPt5DAztAzXyKRDxa/ztQIvDqzzFT9V/L6BDgN0I78ttWwUs8ZMgVjvRqKFToGxH4XJoFn6XBsGJLDtbV7RCCzhL6mgp8nwg8Qcql3lkNZPT+lL+ooCggK2SL/gftIBnLS6ybVGhZleRXLycodAIl2VpCv1okymFzZcCaBWRTLDKJ5n3w4Vz9cXOd4lRUXT6fTTMQOBqsWYDJ0n42zUQxkEUZvEbrOJlhAIIExFJl8Prx+u1TeqHUB29MJ/pkzAxJJGFzcKAZY4+6MxoGx+OgGRGxkBXpFtZvP8CJXMVeHsi2Jp8HADrvK7W4QeHbP1HMgD90rburMchWhsKHLxnHRJ7E/8+XV5HItUfieY7AP/zQDo4n8Nv7Mtg9zcOkYahfMCVcPu1VnWi0iXMXLX2Tb7/9drz3ve/FRz7ykeK/b3/721pf2+sS64tuRDZsYM0Ctp5f6/ZZHnhJBhj/oDYeSQ+XYwAYzo92WjdIH3wvR8iRBFkz3k2W7JAanA3ZtEIk6pExc4NDoV7VXi8UCHykh33wnMg1lM8XUOiRbyShL1bvWpTfVie5dK/AC1UV+D7efy1l9GcTZ/H3h/4ev1r+FeKcIpntpP89l2HA5RM0zQgeoxIAijqrpXLZ6gp8/69H6YNX7nVwrfm9jmR7X4GvR+ALe7Xd1Vn/u4ViAQHgNUrUSDIgs3YgV1qnY7YUdg1MafJ5ncLpTYNmBaQTJqQTxumVLiCe96Rp5mOxiVqQlARffrqAkczsyhPrrfa/AwBNypBk4AsPO5HjCfzOlRnsGupe4WemSbz/4jGMOkwIpjn8z1dWkOBaj4lPrufw60NmWFgZd/xOCoC2RbGB4STs7gxyGQbry8aInTfRGzQ9jXK5HB577DE8+OCDuPjii/HQQw/hc5/7HN7xjnf04/peV5AkAidfHgMAbH/TmmqGuLyaaogKvMooOz0q8EBeukzICK46dK94AeUj5DoLCsuhZjol8I3JbCalBOl1K/B0/Wyr0Qi8Z1jpg4+s23qWJeYlvqXZs5yoGNk1Ivvt3msrXZl5ETide+CF6gpt//YWb97ILuR3QNZg60gLaTy9+jQeOPwA/u30v2E2qt4D3QhFg7MW7i9LqhB4Qd+9WhQAoNyJXp/r8Y3nCfxKc7VFnItDkDs3g6pGik/V7avv2oGepgFBBK/hNAmRdkDOViZxrx83GEkmZAzmE3LBVeORgUILlnOTwHeEkenXE4GX8IOnrTh0msWgU8KfvSOJXLY3+6KVofChi8cwalcq8d9+eQXL8eZ7iwwZPz6mmFa/78YUfG6FA5g0jqknd4QAAEunBjX9nE30F01ZEEEQIEkS4+Pj2L9/P2ZnZ/HhD38Y3/72t5FKpfpxja8bLJ30IZMwwe7KYiK/oKpRXk3Ve/QUoD4eiSF7F3S1A7OVh8ubgShQLVV4tIQkEYrklpA7djUuh5rktdEIOQBIJxsTeEvDCrwBkkNlMFl42F1ZiAKFaNDWk/fkJb5iHnw95MQccmKuYW9dsV3C09q9tjHln0uiBxM3u4JQU4Hv3/23OXOw2DhwWRqJiHbmXKIs4mj4KH62+LO2X1us0LawlhkDEngAQJlaSo8KPJA3DiNkJVnTJMkqQ67br94JZmOzdddwqwaF9WCmaEDQNsgWCHtxlFwBI9Y09nimNf3cduHLE/hAC0mafiMeVvYXV4v79CYq4RuLg2ZFJMJWpBPGaOEoV8a1Q+AFXsY3/0spgvzFe+JwWCXw2d7F1FaGwocuUUh8MM3hGwdX8MOTG8jw9Q/7l9cSWEnkMDwg4b1vLSWZTBobC4/NhEHRIsJ+O1JxY7RHbKJ7NCXwLMvirW99K971rnfhLW95C/7u7/4Ol112GUwmExjGWH20RgbPUTjz6ggAYOelqyAI9WDAQpcy7tVBtx6Q1CT0Os4RLxiIbSzqmyFORc2QJQJWRw4U3f3fo7YiTmL+eGPTkVSMyL9WfRmb6foBp9Eq8ADgHS30SvcmOcNJrUnoOZFrWqlPRluX0FtoC6iK9a3/Oq5OBpq66APsBINFGb3xgn6gRPBaMThjVAYHV3sM6IHydie9KvAmCw/HQBaiQCKy0TwR10sZ/XJyue7PEl040AOAmabQQ7GAKnKytThKrhxvHmNAqJjJ6oXB8TgIQpk2YAQlXBFyycDO4d2swHcCgsq70cM4ZnaFs1mQhLaML598mUEyQ+DibTze/CblPTKZ3n5frQyFOy6dwJvz8+RfWInj759fwCv+RI3ajBMl/GJO8f342K1ZmNnSE7SOqWlWxOjWKCATWJ7drMK/XtDSt/mhhx7C5z//efze7/0e7rrrLlx66aV4+OGHwbIGk3cZGGdeHQHPUfCMJuAbrz+GylY2+ktv2S0AyCrjkQjIupmgFfrgN5adkGX9/j6FSqLT033/O1Dbxx6PbENwrfHyFAQCAFuXwFvo+n1ZdJ3X6AnvaG97pXmxRQm91JjASyKJVMwMgpBhdzW/33amakSNShtKv1E9xq7ehAKt4M2PdApqNE6uWxQTNC0QeDUTJIHXfz2Vq6XUkgz9gi9/rwMtJGt66UQfyqqr2mSZUMZxEjIcHaqlzBQBWdA2yM6KlopRcgUMG6wKz5p5OLwpSCJpKDO7ZNwEUaBgsXFg2E0Du04xMq2sSaPI6AtnczAbbMuc9L8OKPzkXdcVkjkkhO6n/daAoQjcNOPFn10xhRm3BSlOxKPH1vHV5xfwDy8uFf99/cUlJHICppxm3Li38vcwUdp/Xyd2KNL9lTMeYyXeNtExWrqLHo8H11xzDe677z6QJIm7774bv/u7v6v1tb1ukE6YsHTSB4IAdu1tPPvWSpeCfb2dq4H68431cDkGAJsrC5srCz5H99SxvF3Ei6ZmvXKgLwXfsmzF0eeHWnqdJFnAUurBurnBoWA0CT0AeIYTIEkZsZC1J6MC25HQNzKwS8bMkGUCNmcOZAuZchtdKT2UDVCBryaY5jrfGa3gHVE8DqIBG0QD7GsVkNtrh2FULt8IBF6SSgn1bpyWu0Vh/nYrffCtONEn+dqqtOp7ZdXfKxU3QRZJWO18x2opM0VoLqFP86aKUXLluGGCgoVub3a1ligmaQwko4+H8mMgN+XzXcE7llBk9BGLIeTWhbO5Hfl8ZN2Os34Kg04J17+pcLZrW3D0WRl86JJxvHvPMBwshUCax0oiV/wXSvMgCOCWnYOonu7E9oHAu7xpOAdT4HO0YZIzm+gOLZ3yX/ziF7Fv3z7ceeeduPPOO7Fv3z586Utf0vraXjc4/uIEJInA2EyoaQ+trSw6FDgDBIV13JX1mDNcQLEKv6SfiU4vHeiBSsnr6tmdyLUYg0iiuYGEvr6bthEJPEVLcPlSkGWiJ3OGeYlvXUIv1K/At2tgZ2cqAwU1H4l+o7oCb2lgcKgFaFaA25uGJBEIG6hqBwCpBAtRIGG28qBbqNypJcx6kXDqFuXJVjWjvX7BPZQCzYpIxszIphoHza1U4I+FjzV9DidxiHHqyraSv0HnyVYLTULitSXwyWyeLIm1RN1rzuCPd03AahASXzArDBnIyC4eVlo2nJvy+a5AknKxVXF9YUDnqylV4Nsh8IunlPbDW6/JoFATkyXtY1aCAC4ZceD/vXIaH947jo9fPlnx78/2TWLKaYZcpcqjCQkUof0ZMrVpZve6QtNTXpIkfP7zn8f73/9+LC4uYnFxEX/0R3+Ev/3bv4WshaXw6wzri24EV5ygWQE79642fb6NKQWHhqjq1HHC16sCD1QSeL2+gr2fAa+QPFEYwqlDrZu4CbxJtSJIEVTNLPJy1CP9emMwL6MP9ojAtyqhbzxCrr3+WRtTRdgNIKHnueoKfP+voTBOLqjBPPhuUOp/b3FEoMrSqf776gFJLO3JantCv0AQMgZHWjM6a9YDL0PG8cjxpp9Zr/oOtNceUQ9mSgY0ltDH82NBy0fJlWPEmsIfGYTEO70pMGYB6QSLVMwYZmeFEXLOHkyFeaPDSG70hTN8I1M7dln1+RkGG4tu0BTwe1eXvgtqfk5awUyT2Oq2YNxhqvg3bFOSdGpJfROlfUvyyJYIaFZENGArxjWbOHfR9JgPBoNIpVL4yEc+gsnJSUxOTuKjH/0o4vE4wuHm8rc3MkSBxMmD4wCAnZesgTU3d8Gxlq1r3gA98PVG2enlcgwADm8KZhuHbIotus72E9kUCz5HgzEJMFt7M+BbIdQkTry8pa3X8ZwJXnPt98RMNZa+GZXAF0eO9aBXmpO4tlzo6yHRZmBoYyrXjCzr/7eu9tOwNDA41Aq+orTaOFU7oIzAt6imUZfQG2uvNvW5RaIagxOteR5EcpGG0x8i2QhWU6sNnwPU738HyhU0XRB4WoYsabuOBZGETFtrRsmVY8SawvvOm9RdTk8QxpLRy3JJQu/arMB3jcHROGhWUGT0OidoskJ7EvqlU15IEnDdRdnimDagPxX4VqHmLdUPAk/REsZmFN62tGlmd86j6Ynk8/ng8Xhw77334plnnsEzzzyDz33ucxgaGoLX6+3HNfYUgoC+kb7Th0eQSbFwDqaKBhLNYCszHjMEga/jhK+nBJsggKFCFV4HN/qCo3EvM/0sRSIZm8HGSnuHDJ9jsGsgjnfM7AZJlJazmW5G4PX/bqnB5c2AZgWkEyZkkt313/FiGxL6RgS+zRnSdqbyb1stl9MDfE0PfP9NnlyDabAGq9oBQDLvZ9HqiDFWZWYvl9N/PYlCuYmdjheCsnFya86G4+R4iUeSq9/jvp5ZR07MNXwO0JjAJ2PKfm3rYtynmSQh9cHLQmIcQKrx93DMlsQf7ZrQncT7xgtJGv0JfDqhGNiZbRyYFgolm2gMgpQxlE/CrevYqggoCXZBbs2BXpZKLuvvurZyvYuisQl8v1StkzsVLrJ6ZsAY40830TFamgP/wAMP4IknnsC1116La6+9Fk8++SS+8Y1v9OP6eopUVsA3H0rgxce2F6suWiEZtWDhxBBAyNizbxlEi/GdlSkF1lxz9a/mqLfA9RpTVECBwOtxuCQKAX8PCTwNBkeeG277ddmMsum/aTCG92zfWZwOYG5yGNAGJfAgZMXwDEBwrbte6VZ74HNS/Qp8Ns0U1RYma2sWtrZqBb0BCDxXdenmBhMKNAMhFw3OjFC1KyARKxD41tYzQxqVwJf1wKskGfqJdsbJNTKy20grstlAtnH1rZ6EXhRIpJMMCEqCzdn5gWqmCMjQXnUmUnbIyeYV5FFrCr+/Y1Lz62kEbz5JE1m3604ECkUZp2ez+t4rlNzo9e2Dz4k5hDKhlhzo1xddyGUYuAY47N1ReejV83PSA2rm0KY+qVrtriwGhpMQBQqr8/q3SGyic7SUp3/f+96H2dlZPPzww3j44YcxOzuLd77znVpfW89hNdFwO0kIHIWXfz0DLqvNgpFl4NgLE5AlAlM7Q21Juqx0adMxgoldvT58VmcTNM9wEoxJQCpmLvY49gsF9/teBgvmjA/ZDt4umy59h3cNxPG+87bCTJlhoRvLsYxagQdKM8PDXVZ2WpXQN6rAF+S37agtbEwlOZY0lt62AkkAyrd7iw4VeECZIQ205lDeD0giiVTcBIKUYW+R4DEq3hJ8Tv97LPDlJnY6Xkgeg2NKkrXZOLlGlbVC32sw01jBVq8Cn4haAJmA3ZUFQXSe1DCTBKTWwqWuwMk2INOaEmTakQLbB9ltPTCsCLcvBUkiEOoy2dotNh3oe4/B0aTiRh+2IJ3QTzGVFbMty+cL5nU79iRqflauUNIbamPcqkcJa4nJvJndyulzT0W9iRJaPpHGxsZw++234/bbb8f3v/997Ny5U8vr0gQEAbznd6xwD6aQSbF45fEZTeYhrs17EFm3gzXz2HFxc+O6AliKLQsOKUjaeua0BLHO30fPMUWAYpQ0skUJ/BZO+Pr2uXyORtjvAEHKRSfebrHVOYbdrs7k4plk5aY/7Ujig3vGMWRtrDAxMoH3jOT74P0OQO78Ols1sWs0Ri4ZUSo79jb6Z+1MpYRTTS6nD0rfFZYS+uJ6W43BsTgIQkZ4w15BOPVCMmYGZAI2Rw5ECyMCAYCteR4BXoP5wu2igsDrXIEHSk7lzZI1jQj8enpdeY9sZwS+OC2kCwM7kiDBkoAE7SWuWdkCpFOongWvBgIyhi0eza+pEQoyer0VNfHIZgW+1yAoCUMTBTM7/WT0OTHXkoFdMmpGZN0OmhGx87za9S7wBiLwqj3w/bu+4akoaFZELGjTXI28Ce3QEQvLZrOIxdRHthgdDE3gkrfMw2LjEA3acOTAdE+dzPksjZMvjQEAzrt0taWxRAXYKnrajNGvU08FoOeYogK27A6CIIDVOY9maopqrC+6IEsEPCMJMKbue+1YisXbt5ohdkhm0sna+zBkyeD/mmwcyOjdI9sIVgcHiyMHnqMQD3XuV9GLHvhCu0Q70wZsVQRekoyRLKl2vm1mdKgFClU7WSIQWuveqLBbFNQ77bTD1FbgjbFXl/scNJpA0S+4fa2Nk6vnRC9IQlFe36gClxbSSAvq6zPZpn+FGsyUCYREQexDD3yaM0PJ3LdWWR+16Vv59hUmS6zoNxGm3MDO6d2swPcSRpDRt1qBL1Tfx2bCsJhURn0aIGFcgJo5dD+LYiQlYTRfAFs5o28ScBOdw8BhvHZgzTz23jAHmhXhP+vG6UNjPXnfbJrBC7/YAS7LYGA4idGt7bn0W8uMx4zQNwvUd1dmdHY5BgCrI4vB8RgkkSwal2iNwlzU0S3RnrzfWydm4DZlIXY4MjCdIKFWrSGauDbTBl/5pXFynQeovMQjJ7VQgZfqV+DjbTpYmygTGLIyaWeYCnzVntLM6FArFGT0gWX9ZfSJNg3sAICtvr8qI4H0gFA2foxpUU2gJVodJ1evBz6QCRT7XhtJ6Bs70Ofvr6sLAzvaBEgEpD6cyalcfk1KrRH4Eau+3z37QBomC49smtGtkpdJshA4GiYLD5OlN1NhNqHACDL6nJhrSuAFjsLqGQ9AyJg8L6hqsixwBjmHoS6hN/XZV2pim7Lvrs4NQDZIkWET7UGzMF6WZdx8883IZDLF///0pz+NSy+9FJdccgn++Z//ueY1Bw4cwL59+3DRRRfhgQceKL7uU5/6FC644AJcf/31mJ2dBQCcOHEC1113HS688EJ89rOfbfv67O4MLr7uLAhCxtzRYZx8abyrBZ6Km/D8z3YiGTPD7s7gTdeebdm4rgAbU07gDVLVqVuBN8aCn96tbOyLJwc1r3RyWRohv11xaJ2ZvjBqAAAgAElEQVTsnsBP2kewb1gJcOt5DTSDJAGy3P7ByhrnLFOFN0/gQ130wXMS11UFvtgfTciwu1ojeDamNoit14bSb9RW4PXZY4YmSu7VelXtCig4lLcjsa6uwBtnry7tfyYDVOCBsnFyDQh8vQr8ema9+N8JPlE3ydZwBnysByPkKBYQAbEP9Y54Jk/cWxx5NWLV9z4TRFlCTicZfUk+v1l97zWMIKNPC+mGRpcAsHTaC1Eg4R1Jwu7KglZpD+MMVYFX6YHvc0ztHEzB7s6CyzIIGGy06yZaQ90TSZZlEASh+u/ee+9t+KaPPPII9u7di5/97GeQ8xHaL3/5Szz//PN44YUX8Nhjj+Ezn/kMAoFSVk2SJPzxH/8xHnzwQRw8eBDf+973cPToUfzHf/wHjh07hldffRWf/vSn8YlPfAIA8Cd/8ie46667cPjwYRw+fBg//elP2/7lvaNx7L5iCQQBnD02hKd/tEep5LbZdxsPW/HCz3cim2Lh9qVwxU2nO8oEW+nSoW2Uql1dAm+ACjwAeEcScAxkkMsw8J/VVua1vuSCLBPwjibAtNEaoQaaoHHrVnuxUs4LnQeHstR+5YNWcdI2ErwjSYCQEQ3YOnY4btWFnhO54qzZciSi+f5oVxZkixVNO12bTFHrd9MD1QS+mdGhVrC7MzDbOOQyTN9GetZDsUWiRQd6mqBBVpmhGUUtxZUZ6TGUMUZpFcfJ+R11x8mlhJRqAq3gQF9AvSp8vQp8LsOAy9JgWLHlCRJqMFMMIPZnHWc5EqBMgIrEVg1D1rQuXhbl0HucXEk+v9n/rgX0ltFzItfQgV6WCSzmfZCmdyt7htqUHcEARqMFSCrxnkmHmHpie8HMblNGfy6iof7q3e9+d92fuVz1MzY33ngjLrvsMlx11VXFx2w2G+68805QFAWv1wubzYZ4PA6fT1l4x48fh9frxfnnnw8AuPXWW/HLX/4SR48exR/+4R+CJEncdNNN+IM/+AOEw2HMzc3ht37rtwAA73znO/HYY4/hlltuaf03z2NyRwgubwYnXhxHZMOO156bxMKJQey6bBXe0XjT10fW7Xj58RkIPIXB8Tguvm4eFN1ZVtzKlA5io8gy682iN0oFHlA27aMHprFw3IexmfbaFtpBQT5fONC6wXXj2+CzlEzwhDp/51Ygiia0OxRAbRSWkUCzAlzeNGJBG8LrtmKQ2A54kYfUQiVShowEX2tIWJCEtlO9U1Q0lck7LYwyO0F1UtBM67fH+CbiWDo5iOCKq60pHb2EwNHIpVlQtASzvUUHehXVgiwZY6/msqU9hCFFECAgN2ml0RqFcXKJsAXhdbsyekwFkVwEI9aRiseqjasCmQAm7BM1r63vQN+bcZ9mmoYsSBD6lKiRWDtIgQBa6HChCQmDlgGspxub/GkJ72gCBCkjumFDLsP0Xca+OUJOW1TL6K2OztUsWmB9wY1sioXNlS2OKaVVPJo4AxF4wSAEfnRrGKdeHkNgxYlcxhhKsk20jrqRB0EQeOSRRzp6U4/HA4/HA7osQLz66qsBAOFwGJ/4xCdw/fXXY9u2bcWf+/1+jIyUDvDBwUGsr6/D7/djeHi4eE0ulwunTp0qEn8A8Pl8CAY7P8CcnjT23TQL/6Ibsy+PIxm14OAvt8Fs4+AZTmJgKImB4SRszhy4LI1Y0IpowI5owIZI0ApZJDGyJYKLrlkA0QUxspU1JhulasfXmW+sNkpJL4xtieLUy2OIh62IrNsxMJzs+WdwWRphvx0kKWN4sn0yWY5h6yCuGa28xm7GUAm8CUybxVQjm9gVMDiaQCxoQ2jN0RGB5yQOpNzaLypItRXLRLggr26dANgZBrUE3hjJruoeXksfXW+r4RtTCHxgxYltF63pcg2l/vdMy+1OLFkb5EiGIfCl7zoBAgzFtKRA0RojU1EkwhYsnvK2ReALDvQF1HOir0fgCwaY7axfNVgoGhAkiH06k0XSAYqXWvChVzBidepK4GlGxNBEDOuLbizPerHtIn9fP79E4Dcl9FqgIKNfnfPAv+DCzAXGIvBnjytcYMvuQHEfZ1QIfC5rjJgaAEQVAq9HWyNrFjA4EcPGohtr8x5gR/+vYROdo6+Rx6OPPoq/+Zu/wZ133on3vOc9FT+z2+0VJDyZTMLlcsHhcCAUKh3QqVQK4+PjFc9NJBIVioBnnnkGzz77bM3nz83NIZKpXz0dmYpieDyOsycGcfbYMLIpFqtzHqzOKfISmhVV++Snzgtg1+XLbfe8V4MUSlWgTNoYZiy5ent1C+O5+gWCkjB1XhCnD4/i7PEhTQj8+qIbskxgcCwGmu1OnrrbbgNFVN7fTKbzhEgiJsFia/NFdfpJjQTvaAJnjozkpZkrbb+el3iQROeZipKBXeuBIaVCmNIp/UkUoOwpbFlVT9Zx9plnJAGSkhAPWcFlGbDm/u93ibzCoh0DO4i1CdpM2hhy9VzVlky1mLzSGpM7gjhzZBiBZTcyCRMsjtqz4/TqaZgipS9nTs7VqGIWQ4uY4+cqHpMhI5RRJ/DrS0pM4Bnp7jyQ+BxySQmpTH++o4kcCVs8DYu7tee7DZBMn94VwPqiG0unBjFzwXpXhYx2kE2x4LM0WLMAs80Y++zrESPTUazOebA258HMBevNX9AnRAM2xII2MCahwjRa4Gq/C5mUBPRhkkQrSCVV9hJen5h6YlsIG4tuLJ/2IHJ5BHPZueYv2oQh0DcC/8ILL+BrX/sannrqKVX5/Z49e7CwsIBUKgWbzYbf/OY3+OQnPwmCIHDw4EG8613vwunTpzE1NYXx8XFQFIXV1VWMjY3hueeew5VXXll8r/3792P//v0V7//FL34RMzMzWF5dBlL1r5OgJGw9fwNb9mwgFbMg7Lcjsm5HeMMGLsuAoiU4vWm4fUkM+NJwD6bAmHsTwHkdJgDKxsMw+o6HKUDJFJIAKoMEu0Wf/tl6mNwZxNzRYWwsO+sGid1gfUGJpkamux+fOOiwoLZK2/lSJNB+76HVZHy5lNuXAmsWkIqZEdmwYWCowcKtg0a9c81Q7I9uo7LjdVgBVFYZGUbfPu8Cqq9jwG4Buu8G6QgULcEzkkRwxYngihNj2+o7iWuF4oixNiq0NnOt3wTDtJs90waKk3BJAWJlLchk9U/UMWYBo1sjWDntxcIJH3ZdvlzzHMJGYGbLTPH/z8bPAlVfiTSZxszMTMVjcS4OPlgbDGcSJsRDVtCM2JF6pxwDdhtMvAxaxaBSE5i8MBPNx2YVsMXD4snmY7I1xcBwEo6BDBIRC9YX3RjZ0p+NJZ5XSTm7bJPYRGMMjsVhsvBIxswIr9vh0aBI0gkWjg0BUOK/8tZVu9WC6kBf4IwT81BkrVeOw6rP9Q2OJ2Cy8EjFzEikHZg5X9lj5+Y2ibzR0TcC/2//9m8IhUK47bbbio9961vfwj/+4z/CZrPhr//6r/HhD38YN9xwA6ampkCSJPbv3489e/bguuuuw9raGg4ePIivfOUrIEkS99xzD2666Sbs3bsXs7OzuP/++3t6vQShSCvt7gymdimHaTbFwmTlQRDaZJdtTOl9JckY1RMFNAqJhQJYg/VQs2YBo1siWDlTP0jsFFyWQWjdrkjJeuA+b2NqSSWf7Vy+EVi1wtfmJESa7M6Erx8gSBkTO4KYOzKCxZO+jgh8p8imlNFEjFloq6fTrnIGS4JBJPRitYmdvtflG48juOJEYFUvAt+JA31tBUcUjCGhBxRHfCKv7jHpNGVADVt2B7ByxoPl0x5sf9Ma6CoT0EiukvCVO9CXP0eQBdBE6e9dT1a/tuAGZAJDk7GWDSjrwUITkFMcxD6dyVneDDnLtyyhH7Xpn6QBgKnzgnkPIV8fCXxePr9pYKcplLM4hDOvjmDplM8QBD6TYuFfcoEkZUydV7kPMDVyWBI6Cs5qIKrEBCadxAEEIWNsJoL514bw4qs5vO9yfa5jE+1D08jj2LFjsFiUIOmee+7BZz7zmYqfO51OfPzjH8evf/1rAMDdd9+N3//930cqlcIll1wCgiDg9Xrx0ksv4eWXX8Z9991X7JP/wAc+gBtuuAFra2u4/PLLQfVhhqLWEi0rXarkS4YKCmkQRDWBNx4B3LIngJU5JUjcdqG/Z8oI/4ILkAkMjsZrAs9OYGOq34OE0AXJW19isPtSOwii9UPVSB4GjTC5M4j5o8NYX3T31SCpWH1vs7Kjlpwxyhg5qcrZ2qyzmtA3HsdxAMFVB2SJ6JvsFgBkudzkrJ0Z8DSAyvVb/XfVEwqBV/7bpKPHQTXs7gw8I0mE1xxYOeMtukUXUD1KrtqBHlDUNOFsGEOWoeJj9frf1+YVw9HRHhBJMwWAEyD06T6nOBOQyQAtUngzJcBtciGa614d1g0KhljRgA3xsLUvpnKxgs/BJoHXHJM7Qpg7Moz1RZcuZoXVWDzhA2QCI1vDNddS60JvLMWowNeubZbSL6Ye3xbC/GtDePU4jywnwmz0OcObAKDhHHhAcaon8tGEzWbDwMBAxT+KorC8vIzbb7+9+JrzzjsPe/fuLb4OAMxmM66++uoKkzsAmJ6expVXXtkX8t4P2MoIvFGCfkB9zjHTZVVDC9jdGXhHExAFCi8/ubVn7t8l9/nuq+8AYGOqEwvdB9rpxHBbz2cMmIBRg9nKY3gyBlkisHRqsG+fmyjMFm6TwNvp2qRRN8mZXqJ6TzHT+qpoLPYc7K4sBI5CJNBfGXouzULgKLBmoa3+e4aq3VPUDIn0QrkjvtlAFXgA2LJLIeULJ2pHtUa5KES5tCepVeCB2lFyajPgk1ELklELGJMA72jtdIl2YaZlgOfA9+lMznB0nsC3jhGr/nOcKVrC+Hbl/iyc0H6v5rI0wmsOEIQMTx/VWW9UmKwchvJn8fKsV9drEXgKy6eVa9iyu7bdhK5aqrJkrL1QbTyzSceYzObKwu1T1tDpFX0TgZtoHbpHHvv374fVaoweUT1BkzTYstm9hgoKVcbnGLECDwAXXr0Is41DdMOOowemIHfJUXIZBuENW9GJtVuQBAkLVUkYejEycH2pvRmtFCF3ZfDWTxRaWJZnvZCk/pDhRAfyagCwMbVk0ChruTqhZTFAEq7Qn7yx1F8CElh1AABcg+0F/qyqhN44CeTyQNVksMT24HgcNmcOmaSpaDBXgCRLiHPKd0GGjEBGvQc8kK18XK0C7z+b9yuZivVE1WGmZCCXg9AnAp/K0UA2g3bCsxFrbU+tHpjaFQQIGf6zA+Cz2ipA/GcHIEkEBsfiuphgvhExtVNJ0CzPDkKW9UtMr5z2QOAoeIaTcKgoPaor8JJKEUpPqFXgTTqfxxdds4A7/9SFC7ZuzoQ/V2CMyHITsNGVSQyjBP2AevaSNUDwrwaThcelN8yBZkSsnR3A6cOjXb2ff2EAkAn4RhM9kc9baQuq1V1qCod2sTRnQrsyMUZlJJYRUTBIymWYopmg1oiHChL61qWZDMnApCKDE41hUq5Sgdc/CTc8rUicV854+rrnFVU1U+0l5dTGE/G8cfbq8pF2ZtpYBJ4gSsm4hRO+mp8X+uCjuShydaacVFfg1Qj8WoHAb+1NH7aZkgAuC75P65jjSYBkALl1Uj5iNcZ30GLjMDQRhySSWJrVtgq/ckYhGuPbdHLifANiYCQBmyuLbJpBoM9J1yJkorh/TO9Rd2+sHpNruAq8yvbGUDyIlp0veg+LIweWMYZacBOtwRi7/iZgZUwV/y8YqKqjNueYgGxYAmh3Z/CmN8+DIGTMHRnBypnO5F6hNSdmX1ESAL0y5bGpOBmrKRzahSQAuUy7Mnrj9Mg2w+R5+cD/ZG3g32skIhakE2YwJqGtEWNq9xYwTjJOqCKaZkr/zIJrMI2BoSQEjsby6f60SHBZGmG/HSQpY2iyPQLPUrUBjmCQ+wsAYplRoUnlWvXG+LYQaFZEZN1eNCAroCCHV+t/L6CcwIuyiGiusq0pHrYinTDDZOExMNS9fB4AzDQASQbfxzNZZiyA3HpCdtRAI9Sm83v10intqrTJqBnxsBU0K8DXA2XcJloDQQCTO5Wk2WIfW9rK4V9wI5M0webMwTeufu+r/VlF0VixqpqEngABljJWr/4mjA3jRB5vcNjoSgIvGqiqI9dx32UNSuABYHA0gfOvXAIAvPbcJEJrjrZeH1xx4uXHt0IUSEzsCPaOwFfdZ6Cyb7UbBNfaS1ScSwR+bGsEDCsiFrAVjYu0wtqcUtkZ3RJtS4Jrr0PgeYOoO6sTCWZa1DXjX8CW8xXCdvaYry+yzPUlF2SZgHc0AZptL4nB1JgjAYJKMKYXxDKjNbNKv77eoGgJE4U+6eOVybhCBb5e/zuguM7LkIvPL++bB0rmdSNboqgxou4QFpIACApSHy0jJNICtGGa52KzsNJ9GnPXBJ7RBOzuDLJpBhuL2iimVvNJ+dGt0a6nDGyiPYzPhEDRIkJ+O9Lx/rduzL2mmFhuvWC97hqv7oHvZkyvFpAkQI1+sQbzLdmEsWG8E/4NCitduXCrq2V6QqwTSBh9sxnfHsLW8zcgSwQOPbUVc0eHIXDNg6KNZVfRBG/yvAD2XLHUs2DQxtT+zdQUDp1g8ZQV7Szpc4nAKwZJSuZ/ScsqvExgNS/BHdtaa5DVCDamNjkDAKJKv5seqDbTIyDDRKlfcz/hG4/B6swim2Lh70OLxEZePj/cgSkla3QCz5dX4HW8kAaY3hUEke+TzmVK+2GBwDeqwPMSj1jebb3awE6WUfz+9CrhShM0aIIC+nzWSZQFaLPnftjang+KliiM9dLEzE4msJpP1IzNtLdHb6J70KyI0a1RQCb6XoUPrLiQCFthtvIYbXA+M1WJdyON+iyh9ppM5GYFfhOtwziRxxscNqZyMatJbPRCveyl0Qk8AOy4ZAUjWyIQOAqzr4zhyR+cj5MvjVUEjuVYX3Tj0JNbIYskpndvYPflyz0j70AdAt+j7HA2Q0DgWye35xKBBxQDHYJQelw5jQySQn4HcmkWVkcOzjYNzmy0+jWpGdboATWiaVFRhPQbBAFs3aPIbs++NtTk2d2Bz9EIrdtBkDKGJtsn8IyKLJ3njHF/gUpDPb3HBNaD2cZhaCoKSSJw+OktkPNEtUDIG1XggZKRXXX/ezRgQzbFwmLj4PL2xpXcTJsAmYRM9HevFGAG2lTujFr7O8mhEcZmIkqrxIYdq3O9TSwEVx3IZRhYnVm429yjN9EbFMzsVs4M9LVFbO6ocj5s2bMOsoE6rroCL/DGi3XUzItN50BMvQnjwDgs8Q0Oa9WO8/+z9+Yxktz13f+77rPvnp5rZ3Z2dme9thd7bWzD2stig2OOOI6jhN8PHkBEiizg4foHggNSEpRICUQIgRKSEISCOAQmyQMOkCcBTADbmIANrG+zXq9313vvzOxcfVVXPX/09Ex11bfOvr49Uy/Jknemu6e6u+pb38/1fhuUtN0C3hV4gaDITBsMA1z7quO44fbnkR9fhlHncPypUfzo/1yFX/9kF448uBO/+vEMfv2jXfj59/fg1z+egWUy2LX/HPbd8FJXg3fA/T0DgOkxohCHhQtRAnj6vz87SqqK4sRlmA12w0Km27Q2mxOzC5G/e13wCOBpsZEjHIfM05Hxn5idhyjXsTSvYv5ctHGXKJw/lYFlMsiPLUOIIUpJqsDTlGy1z+NL3GBtAv248saXIGs1LJzT8cQjU7CsZgXesAyiNZyd1hy8M4A/c3y9fX5X9GvXC5kTAZMD+pzsNCwJVj1aa/iYRs96zvEN7LvhJQDAUz+bxurl7rVanz7WEq9Lqu+DIpVfQ2ZkFUaNx9nj/en8WDivY/G8DkEysGPO/7vn2fZrx6jTc21sQHJ3osw5JIFu6Nl5bHM0h/ojTZtCL5skcYgquIXxJdx4+1Ec/O1nMbpzAZbJ4OzxLM68kMe5F3M4eyKL+TMpWBaD3decxd7rTvfkOJzfM9Dd+ayTR8MHPzxBUZt2Wq2ZJ54tdt2+q2FwOHciCzBW5PZ5ANCc0rfrGJRUaElrikKJaA7LmU0LKvS2Ct9qsR6P0T4PAALrDqpqVXquI3ulSebpDeAlpY7rbzsGjm/g9LE8jj0+jmqjihPLJ1xz7U6IAbzFbDhUjO/sniq5wkuAycJi+lsZq0EEahEDeHXwopR2JndfwsTsPBoGi1//ZMZlYxkHo8bh3MkMGKapi5IwOFpV+GNPlrry3QZx7ImmSO/OfRfABTio8Ez72hdmdLLfkCvww7OnThg8ydlCCZrjm6CrLdNDxG4Is4Xp/BoOHD6OtWUJl87q4DgL3HqlihcNcJyFbGmlZ3/f+T0D3fWRvnyJhdnIgeWCNzckSyzaKUwsIV1cxdJFDc/+YhJXvfJE1177/MkMGgaL7MgqlBTZxsoPnbjHZ9cFawYPKYCXPdr+B8H03ot44YkSLpxOYWVRgZ4td/X16zUOl86kwDDR1edbkFTo6xV61up6dfNYSJaGNJHKlXHt4eN47IezOHpkFGqqimdGnwl8HqmF/uLpFGoVAVqmglS+e+eNzAlAg4HV52R1rSEB1WhteEV5DQIroG7S07531StOYvGiiuUFBc/8fEfH6/WZF7MwGywK48uQKVLe346M71zEC0+WsLKo4LnHxrHvxpd69reW5xVcPJ0Cx5sbVpR+OBOtNSoDeEIFfsi6IhMGy/Dt4LcoitC+2SL5RA4KL0X8YV5s1FQVU3PNCsHozgWM7lxAYXy5p8E7AGiCO5rzGlGIy9JiODu5YWuhB5ojES+7+QQYzsTJo3lcOpPu2mu/dKwzYSSNJ0Xq9HzGpFl8maIknCAZmNg9D1gMjj/VfaHC8yeb7fOFsRUIUrxqpbsCz6BGURxRr9ln4CnJHPkwMrmEK298CbAYPP7TKTz49IuBz7lYvoiaWcNSbQlAc3N/5OGdAJrOEd1E4jmgYQFMf6+TSl2AVY62CWAZoKTke3RE8eB4EwcOHwfLmTj5m8LGmENcWu3ziXjd4GE4E9fccgIMa+HEsyVcOtu70adjT44CFoOpvRdDjT7xjvn4+pAE8BJF9+ME+kkCeEpwbv5paqH38qQXKbQpoh2NdwcO3RaBOXs8XFArDOn3p2cqmLvmLGAxeOKnU12Zb6uWhWZ1ljNjK1iTkjOkNrlBUScEmgpP14Zh5srzAGPhtEOhvBuc60B9voU7gKfn+wXaK00SR08l1o/pKy5g577zsBosHvx+CRcDLD/XjDWcXG5ahC5e1PA/35tDvcJjZHIJu672F8CLisxxsBoWzD6L2FXqAlCO3kkwpuo9OJrOSOXKzSQNgCd/OoW15Xjz8GvLMhYvaOD4Bkant4f3O8vQfY9O5dew+5qzsCzgiYene9KqvrYs4eyLWTCciZmrvB0q7Dhn4O2dSbRgmqQAnu7vO4EukrOFEjTBvtniqGm7Bbwt7cQhbMEeNO3fcxOvDoe4nDkhwLKCvdKHsYW+xa6rzyNTXEVlVcSzj052/HpnXsgBFoORyaVY4mYAoBO+W5qWWFIAT5tXuJqqYWzqMqwGi6O/Huva6xpt7fPxA3jRIQxnWXSpBtvb+QXWBNfnynFc9t1wGiM7LqNe5fHo9/fg0e/vwfKCt6/5s4vPYv5cCr/43h4YNQ5j04s4cOuxrnuCKzwHGBasPidqyjUeWFuL/Lwxja7zscWOuYsYn1lAw+Dwy/+ewepSdPeLU0eba/TYzsXAGeitAm0dFSRm95/buBc//YvO78VOXniyBFgMJmfnISnhkpLORGu1TN86aBECeNKIVkKCF3Tt3rYpHMM5qiV0VXW85vFJlkoJ3vAsT5xL9epw6IS1lfHAxwgERe2hgbHwsptPgOVMnDqax8WXOmulP/3CurJxTGEkjuEg8+4ImaYKvGUycLb0yzx958CulzUtgk79pogXnuqOoN35k1mYJoP82ApEOb7Yl8A6rl+Kvl8AqDkqTTI3eJvAUDAWrjt8HFe8/DR4sYGLZ1L46Xf24YmHp1Fdcwst/vDISTz6g1k0DBYTs/O49vBxX1upuMgcAxgmGn2+J69W+XUrmmgB+ZhKUebfwVWvPAk1VcHKooKHvr0PR389Hkr8zLKA54+M4fiTzYTedlKf36FnBn0IgTCMhZfd8iI43sTp5ws4fyLbtddePK/j9PMFgLGw6+pw1XcA4Jj2dbpaoS/UIVfg6bsfJ9ALXbuPbYrKK2CweeHStOkH/CrwyWITBY0nV8W9Pt9OmD+XhhYwkjbUATwALVPB3IGzePbRCTz5yDRu+Z2nwceonq8sylieVyCIDYxMLsU7FkFtu4Y3IMy5DRYBwOZnpNB2eGgKTe6/5UU8/uAMnntsApJsdDzzenZ9UznWQfs8AIisswJP11pdLbevJRIvYtWIXskdBM0W2XOY3H0Jzz8+hpPPFvHS8wWcfiG/UXHleQssZ6G8KsAyGUxfcRH7bjwJ0qXXDWSOAWoNWOhvIsRsAOBlwJIAJvwoRF6iSJDBAS808Mo3/AbPPjqBl47l8fyRMZx5IYerbjqFwgR53TVqHI48NIMLp9IAY2HvdWd7rlNDE5OagF8M+iBCoKWr2Hv9aTz9PzvwxM+mcKjUWaIUACqrIn75oxmYJoOZq85DDSksyzEcnFubaqWjQ+kJJkH7SKQvz5BAMcnpQgGa0D4TRtum0GseP2n3iYYukFtCe+E4sHgh2B6MYEk/dMxceR6ZkVVU1gQ8+bMpWFb0z/L0saan/NjMApiYLbjOa7iFZdH1ITuFc2i1GhufWcAVN7y0rnMw3VGHRbUs4OIZHeiwfR4ARK59U2qadLUsN8ck7F7wdB1fGATJwL4bTuHQXU83LT8twKjxMGo8KmsC1pZFWCaDXVefx74bT0b2fJ/Ww49myDyAmtH3CjwAmLwKRDy/FL5GTiRSgiAZ2H/zCbzijqPQs2WsLUv4xQ9247EHduPFp0dw+YIGa70qv7yg4KffvQIXTq4e0lMAACAASURBVKUhygZueO0x7Np/NvL3PazkpSw0gc71mcTU3gsojC+hXuHxqx/vQq0S/5oxGyx++d+7UKsIKIwv4Yrrw9v6CqzzmmGpsXK1QxIvlihMqCfQC12R4jZF5SUAmws1SZ1ykHgp4nvYXid4oAki7NXPFj2pwF/k0dzIewekw16BBwAwFq65+QQe+vYVOHs8h8qqiGtfdTy0xdDCOR0nf9O5srHOyyB9t7Rdy5bFt22AaVYq37nvPGplHseeGMWvfjyDG3/rKDLFaNXkyqqIX3x/D6wGi+L4ckdVIZZhwTn8hU2TxluoAKC5aMtDGMC3UFJVHDh8HA2DWx//aK6VpgkwLKDEtBG7Kp/BxcplrBnBInEyZ8Gq1WEO4Do2WQVo8JGMLFgGUHg51HsbJNnSCm7+7Wdx/JkRPP/rcVx4KY0L60k6lrWQypexsiijYbBI59dw3a0vbDvbuFE1A6EHYyG9gmGA/TefwE+/cwUWzul4+Nv7cM2rjiM/Gq1joiWItzSvQk1VceDwiwAT/nPgne46VnAxYxAQK/Dc8HzfCYMnCcEoQBPaN1kWZVWdWtWrhT5ZbKLg/J5b9MJxwDQA0/SvWm6VBIyaruCG25+HrNWweEHDQ9/eh3Mh5vBO/aaAX3x/D4waj5Edl5EprsY+Bq/vliRUM0icCQWFaH1HD3sOnMbk7nk0DA6P/nC3r7CZk9XLMn72f/didUlCOr+Gaw4d7+hYRNa9EbRM+i4iewfXMAfwLTi+AV40wIsGZK0GNVWLHbwDgC4w2JsN1ggBAJk3gXodjQHYQZqcBMTIN6l8+GtkkDCshV1Xncerfvdp7D94ApN7LkHPVmBZDC5fVNEwWEzuvoRXvP432y54B4BRVR66e7Ss1nHznc8iP7qCalnAz7+3B88fGYMVYav4wpOjOHM8B15o4LrbjoEXo10EzgCeNqHRFo2Gu4AiJQF8QgRoLB9sO1SeB7B5g6Jt01/zaD8S6TpM6tF48uXmFJ7qFvVqCpLi3TI8bJsDP3KlFdx85zN44uGdOH8yg1/9aBem9l7EvhtecitTWwyeeXQSLz7d9BrfddV57L3+dEdztLpA/m5N6lro249TJtga0gTDAFcfPIFahcOFlzL46Xf2YXTnAnZfcxZ6xnuwcWlexS9+sBv1Co/c6Aquv/VYLH0EOwLn/o5JbZCDxrJEMEwzGZX4CrtRBQtX5gX86mLwYxWuAVQrA7mODUsBjOjnrCqIAIUzv15Iag2Tey5hcs8lAIBR57B0UYVR51Ca7mzkZZgZVRm3aOYQICl13PhbR3H0yBiOPT6Go78ex/x5HS87eCIwEXPhVAZHfzUBhgGuOfSi7xrvhcC2r9MmpQE8ScBRorgjLoE+kgCeAjShfZNFUqccJKYBkNqxkwp8NFSBHCH2yqO0vKpD8inGDFN7XhgEsYHrbj2GE8+O4NlHJ3DyuSLOncginSsjlS8jnV+Dmq7iuV+O49LpNBjOxP5XnMLE7ksd/23NIxtCWzLOeTwyR3cADzRVjq89fBzPPjqJl44WcPZ4DudezGF05yJ2v+ws9Oxmu7BR43D5kopf/WgXjDqHkcnLOPDq412xFxNds5WA2aDvFmqZ/EZvnczTdf7RgMo3UFQqkDgJ1Ya/MJbMN4BqFY0BfI51S4JVW42cV1R5OluGw8ILDeTHlwd9GANnVBnirgPGwp5rzyBfWsGRh3Zi/kwKP/o/VyGVraAwvoTixDLypVU0TAbz53TMn0nh0lkdK4vNDcve685gZMflWH+ad1hnWg06rweSfbA4hAmbhMHR093Hgw8+iIMHD4JbrwKsrq7igQceQLFYxMGDBz2fs7i4iNe85jVQ1aZq9/z8PH784x9jZmYGBw4c2HjsY489hhMnTuDWW29FNts964p+ozqsnGgL4JuIcKb1xSRbGAnNw7KrFyJ2ALC8KCNb9P79VqrA25m+4gJypRX8+iczWL0s4+KZFC6eaZfkF2UD1736ha4pGnvZL5smXToDzrWFYyyInIhag+7NIsebuOoVJzG7/xyOPVnCqaMFnD2exbkXs2BYk1jNGJtZwDW3vAimS4kqwTlbCaBh0HcRmaaw0fCd2BK5UfkGeMbEXGYcT8wf932sxJmAYaBB+O57Tc0SgGp4BfoWqkenV8LwILIicnIVKzU6q8dhyY8v4+BvP4unfz6Jiy+lsbygYHlBwfGnRsHxJswG0yY8y/EmJnfPY+bqs7H/prOFvkGlTgnZPtivAs8yLEwr2XMnbNKTM7tWq+GRRx7B3XffjVOnTkFVVaytreGVr3wlXv/61+OJJ57ATTfdhI997GNtz/vQhz6Ep556CldeeSX+7M/+DA8//DAWFxfxqle9Cm9605vwyU9+Em9961vxrne9C3/7t3+Lr33ta3j1q1+NP/mTP8FPfvITFIs+0QrFODf/JHGLQWNZnEv9VWSTxSQKZEVZDo0eFUEXL4qY2uP9e36LVeDtpHJlHLrraZRXRSzPK1heULE0r2B5QQYvmLj+tmNdnavUPdSCaUvGkToCFE6mPoBvIWs1XHXTKezefx4vPFnCyd8U2oJ3jm+AYS1M7FqMpVDuh8iSWujp2xza7x8yR1+CYdCoQjMovjIv4wkf3UqRE8ExPEwAxgC0DqqGBFSjX5eaxzhPwvBQUnNgYIHfAnssSanjwOHjsBos5i9ouHQmhYunU1heUMAwQG5kFfmxJRTGV5AtrnaccG0mWjdfo2HQmQQh7fucLid2JrUSTq7ET2wkbD16stLfd999uP/++1GpbFZsv/GNb+CWW27B3/zN36BarWJ2dhYf+chHIElNf9WlpSV89atfxfHjxyEIAt7+9rfju9/9Lp555hm87W1vw5/+6Z/i/PnzOHjwIN75znfi4x//OH71q1+hUCiAYRh85StfwQc+8IFevJ2e4xSSonOuUnAH8IngRiQ0gXQz7t1ma/6CvxK9sAU2B0EoWlPwqjQVrx0vLBpPbn0jVYYHCSk5KPMiLg9H/L6BpNaw78ZTmLvuNABmwye8lwhc+8YQoLMCb08qJLZE7UicBJ5prntzmTXwLA/DJG+aZU4C1udnGwOYga/WBVjlSowWevrOyYR2RpQ8LpS9s0ejig6gDGELdTkynInC2DIKY8vYex1Qq/DgeBNcl4VUeZaF3RGmQah00wDpuDjGIq5JPMNjZyqVBPAJbfRkpX/b296G++67D7lcbuNnjz32GG666SYAgCRJmJiYwIkTJzZ+/8QTT2D//v0Q1tWcr732Wjz11FNtzyuVSqhUKvjNb34DTdNQKDT9m6+55ho8+eSTvXgrfUFzBvAUbgotQhuSwNI/P0sTGkEwzCkq1k2ClOi32gz8INEEcqsrbRV4UnJwmJXKmxvA/swNklroe2EB2SkNIwngvVB5eeP/Rc7A7syE52NlTgTWXRsGkVQv1wVgLbodnJoU4KnnFaMl39+Pqs01mWdMsAx9a0w3EGUjVPAucRIkTgr9us0AfhP7ekgTdY97h8S5Z/ZH1BzSiWp0goO+ndmVSgWiuHliCoKAWq3m+/vl5WXiz5eWltp+Jopi22s9+OCDeOihh1zHcOzYMSyUF7r2nrqFxLbPlq+uRp976zWVSgOa3v6zZAY+GirvFkyq13obRC9fFpHJkX/HmENWdu0hncyXMWCg8uRrdm3VXySr36ytVpFyyIWwjeQ6DoNZq8NpVbC6Qt9avbpS3/iOGYOu82/Q8I5W+FmFxbMeWwLWtFCrGOABrFX7n6xeWQMgrgFQ4Oz88IMzh0iCfpuyQy2jIGRwqU7uDMvZ9gosWJgeXXTbAQE8coKKk40LoR5vVGuwr9Mry/St0QCwtkY+Lo4wrpNjBfB9uK4XFhZwrHKs538noTv0LYAfHx/Hiy++uPHv8+fPY3Jy0vP3Z86cwZ49e3DmzJmNnxuGgWq1iiuuuAKnTp1qe+zU1NTGvw8dOoRDhw61/f2Pf/zjmJ2dxanTp4D4ds9dh2VY6KJD3Z1XB3Q03giCCqB9p8PAgsAKqJt0LpA0IXMySJ2NHNdbz16rUQBwnvg7Rdyamf046IKGpVo85WNVUMB69LmKAl3XsiDorp9lVA1YG8DBDBkpTQXQXhHlWPo8t3le2/j/dFKObSOrabCPFF0zZuK/znBoWO4ujrSiQeQVmAAYVnb9vtdUDRGwGDQFZMMnYnJeipoJVMAyLEY0A1eNjOInp8kB/I7M5vko8SKM+vbtdtQkBVcU8jh5MlwAr6sK7ILLPKt5P3iAsBa5q0CVZCyttYvrzuTTyKu9T+LkcjnMTswCaBY8E+imbzv43/3d38XXv/51XLp0Cd/85jcxOzuLbDaLRx55BI8++ij27dsH0zTxwx/+EKdPn8b999+PN77xjbj77rvxpS99CZcvX8bnP/95vO51r0MqlcKNN96IL3/5y1hcXMQXv/hF/N7v/V6/3kpXUTjZtfk3KGyh97JLEoe4/bafaAJ5o9/LFnqgqUTvxTB6zEaBZ3mIbLCFDM/y0IT4G3TdJ0inbwbefTxyMjMbCpF1f05Gjb62RvsxyV2eLx12VL79fqXwBmbSY8THKrwArLtIGI3BqPlbvAqY0WywvPQ4EuggK6XBMRbmMuTfZ8Q0FNu4nUCwr9xOSCyPmVT4dUxwrNM1CtdoAKjXyWuKRNhTj2lmcl0nuOhp9HDnnXduWMhdd911eN/73oc3vvGN2LFjB77whS8AAJ577jmcOnUKL3/5y/GVr3wFH/rQh1Aul/GJT3wCExMTmJiYwJEjR3D77bdj3759+PSnPw0A+NznPof3v//9+Lu/+zu8853vxPXXX9/Lt9IzSIEdjXOVXoGIyAo0NTRQi+4RIJo9tjhZvCR4KtFzbAMMGFgR2jOHCZEVwDIsagGjAhIrQiHMnYVF4yV4tbg2BrTx96JhuI9H4ejc4NCGSGizqPXIArITjLpdhT4J4O00Fdrbq9lX5lJ43lEI3ZWewO07TGB9k10fUCLO4hXAFCKVWlSC1koCPRRkHYCJHfoKFF5B2Wjv6hlTswDsAfz2Xp8lTsCEVobESag2gjtReMc6Xac0gDc87h2i437MgMGYUoFh0XevSRgsPY0e/vEf/7Ht3/fccw/uueeetp/l83nMzjZbNq699lr813/9l+t17r33Xtx7771tP9u5cye+9a1vdfmI+4/Ku9toaAzgveySkgp8OJqVH/fGqteWgQvnBXgp0TNgILBCYIDrhczJqDTonbcUWAEcywIBEx4iJzSrbTHRBAEA+TOkTZDSIAj6yHyyMQiDQPBUr1MYwNdrm+ec5GNLtB0hKbTvy1XxnePNRCbHcHjNjj24eXwFDGpApZmYqxMSX/3AZBXA4CLt1ETO8FXXTxgsBVkBsAqWAXanR/HE/PG235dUGcBmC7VAsK/cTogcB5apYVov4TeXTwY+3hXAV+lbowGg7rHtkhzfd17OQuQMCGASL/iENga+u3zd617nmlffTmiCu/JHZwBPDjS3e3Y4LDrhewZ6H8A3DMA0U56/72RzUFKzwQ8aICLHE7273Y8ToPDxvwfdx3eZVPEeJCTvWTm5hEMhECrw9Sp9a7U9gBfYBjgm+YJbqIRklS5UMZ0aQ1ZK4w+v3I1bxpfBrHfUWIYJgIExoAp8g5GBGGuIytOnzZDQpGBbcPdk3Z15o2r7ueZUVd9uyOsV6Z3pcHoyznW6WqZz/TPqDJyiqAAgcu3f97janLVgYEGjUB8rYXAMfGVo2cZtV1Tevfn3mo0ZJKZHJTFMgJQAqAL58+uHPVG96mMl10EHRUmhUxymhcDyxHkyJyLLdxTAa4L3cwdhP+WHvb26hcJvzRGKbkPSfKxRWN1xJhVItkTbFS9Nv9unUvjf+7OY0tvFo2BYwAC7zOqQ15MI0dD4/ovuJYSjIG+ut3syZTCOIG5UaW8Z2+5FklZAuysd7j7FM+2fZ61C3xq9iXtBkhwB/Ki62aXbiVZPwtZj4AH8doe0+Tdq9H0tXsJ6znmdBDK6R5DX6wo8AJRXvQNtvgOP2RFFoNqjVmR5iCE2PxLHQya0R4dFF7yfS1sF3iAkB+UkgA8F6RL2aoMcJFXHhlWO4KG81VEFcjA8pa9AJI0bGCbADC5JXTdFoBpdvEr16PhKGDwFeTNA14U6xrWRjX8LrICC3D7nvd0D+FZAO66uhfKDd07JVCv07lFIIsauCrxt+6YJyVqesAm9Z/Y2gdTSR+NcJalyByBUgJQAaB5BUsPo/ee3ctm7nVLg4m9OU4IFhaM3IyxwLMQQ70/kOCgdzIHrPgU6Usv6ICEF8EoidBYKkXVewzwsk7612tkVIHWg77DViKzkXDdgdbBGdkrNFIEYHvROtf0EOhBYAWmxPUCfy26Ooo0oObCM6XjO9t6mS+vJdZYxMa2XAh/vbKGnMcm6iXv/JzmOf0zd1BnS+CQxl7DJ9l4ZKEAl3GdpFN3wEuNyZgsTyHhVfvohcrZw0Xsz10l2PyVaUClu6RJYztWORkJkuY7ayP1Un2nTsyAdj9xHoTOZ4oRPEIIjgLcsOoMkZ8VJToRGN1AiKrRb9TosZnCfX9UQYFWiRyCk0byEwZOXMxv6Ci3mMpv/Lim66zlJAL/5/zMh5uD5tnWa7uuAVIGXbN2AKUGHLmx2bGg+ejsJ24/tvTJQgEbw6aXTmshrBj45hcKgC+TKj9doQjfZVKJ301EAL9Q7sl/rNSLLhRrxEDkWSgeNEDnJe4Nt0FaBJxyq3EfbqZzsLahIO6LzHCFsvmigKT6+ebDSACvINMEybOQAHlUD1gB1Xip1AahEd/rw0lxJGCwF2T3ONqmvQROagemY6r6fbncRu/YAPjjRPlwBvHvjYb/PjGntQsFacl0n2EjOhgGjuSqzLGh0f/GayydZKyW40Tw2jl6jCd3ET4m+kwBeF+tQKJ61FDmW6N3tROJYKFFba9fJSRnfoIC2CjwpOSiwJvg+BSk5aXhVdAW2/RwhVU9owbI2r0s5CeABAAovu6qfgdSrsAYYBKzVBGB1NfLzSHZ5CYOnILtnmBlY2J0eBQCMqu7zk+R+sZ0Quc3PJMwcvD3GJQXINGGZpAq8/f223y+1xPI1wUayyg8Y9+afznZHr66AMAHSdodlWM8qJ2kmuRfUa14BfLwlQOUV8IxJdaumwDJt7Wh+j4sbwI+uW7x40QjwoO83Xvoa/RI6y0n0JnyCGJYWegBt3QFhxki2A2ocZfZqDRhgBX6tygO1Kkizsn5o9C7L25q8RL4W57LN9bekursttnsAbw9oWcbEdGrE59EAz9jWadoDeGIFfvP4nZaCmpAIziZsktzZB4yzMktrxtCrAi8mFfhANEH1rPwYtf583+UV92wdEL89LyU2WwE7sV8Lw5W5nbGfK7JsqPNT4pjorbXrjKv+fsu0OUoYNbL3rML3K4Cnc30Lg8i1J3lMQvWEFuzJBTkJ4AHEtFarVWFGDJ67Sd1gAE4ErGjXp5o4S1BJQSFr4ezJlJER09B4d8Z32wfwbPtnNpPyt6/lbY+ndT/dwjTda7NkSxSPa+0zb0kAn2AnubMPEIVXXIqjtFZ1vIT1kgp8MH4bx3qfKvBeSvRxK/CpdfG6XrdqHp6MX7EVuHDnp8g226PjtJGPqf6vT9sMfBP3pkbuk5ZBThreDYjo2Ej2wwIyLvbkgpS0XQIAVCHqvVUATBPWAG3kAMDiFcCMdn2qApULz7bHaRHXQuHruL40Rvwdv833WJIjcRo0B2+fgad5zAkALJNUgW/eZyROQk4qt/3OaxQzYXuSBPADhNTSR2vGsEa+77S1+ySQ8fPu7Jdl4OJF8gYwbnY/JTZfrxP7tSDmsjswrq5CZOMFl80W+uDzsyUaE8cSb1T1uDAAACxMCh3aSElCuU+jEDmZspmCCPBs++bJJGy+aME0N7/jMGMk2wEl6jm+vvk3B3xPNjkViHiu+TljJAwGmZOJFfYWN5XI9xJxm+/SJYfN6bi64jsH3x7A0/3hNQhJYGndFWZUzYFxdMtpwvDePxO6D91n9xaHFNiRRC1ooO4lYufyRk5w4ufd6fW5dpuF8xxIl3v8CnzzPFV7eLreMtZslRNj2mCJbLgEU6urO2obucIryEh+CtF0XsukCrzSB6sxiZOGNrAQWdG1maK6At/YPPdkeg+zr2hRx31aAfyAr2OTlYGIbiUq33CdrwmDpaj466UoHsH9dtcjFB02pywD3zl4wdYpRXOSFSDfQ1oJi3GVZCnYgEix809Cf9nmS8NgKchuRWZaK/DNSqJ7I5NU4INRBe/vtF7pzybLMBiiEn1cVxJ9/YkKwQaxG0xqo5hJLwOIH8ALrOVqeybReozMR/s7Y4QMuR1ar2VSW6HcYy0DANAEBSI7nAG8QFByNwxaEzRAo2EXsUvWaCDGuM/69dsY8HVsQAIiXjYsY0KOM/Of0DPyMR04trNzmMAK4Bj3+rXLZw7eLmJHalGnCbNBKqo0wDIsxjyqIxrvr7uTsH3YxkvD4JnS3Zk0qjOGhI2/mFTgA9F9Aviah7ZALyAp0cedr0uvn7pqjwL4m8dzG/8vxlSBFrnNeTL/xzUfo/h0SpAYU4M2ZHQur6RNjdIHoTOdl8Ey6JtlXTcRWXdyp2HQu1bbj00OcQ1sB9SoecD162TQLfR1S4ZVi36fjaW6n9AzCnLcUbDtu8eSPKrNO9Pea5rd7pPq/TTILfRAs+NrXCM742hCcl0nNKFzh7lNmNLdaXWLoEpJCyQ/XJGNZ7+1nVA958S5vs5Ik5To487X6ULze4+r3u5HTsrgytzSxr+lDirw4Wbg1wP4iH7ZYwERAa0COuQKfO/XHVVobsakmJoGg0QgJB0aEdua+0mjbq/AJwE8EEOZff1e3BigCj0A1C0JqEVfZ9U+OUskhKMgx0uWJwG8m3F1FQIhqQoA3BAF8KQKPNBMvhWVMvF3fppKwHAmyBPiQe8OZIuj8AqKyqrr5/bZRdogiV8lLfTBeFt/9NdxYHnR3XoVN25Lic0NZS8C+INj47A3BohcvJuwyFqhEkytx0S1xBtTAwRlKBXQIdmfdTonrQv+1j4AoK2rgJPa0buFxqvYoY92/XVFwjE36nR+vwBg2JILMpckWYHmXHgkzOYiNOgW+mpDAKrRxas0YfgSZVuZghzvOtzeATx5j8QyQFHOun7Os3zbWBvNOiUA0DDISZ1JPQueISdetQAxzlEl3/FxJQwH9O5Atjg79AJxftarpYYGSAJ7wpDOtPYTzaPNvN8V2gun3a1XM6kKND7abB4DBrrQ9CflGdNXETYqKq/gupH2xFbcFnqBM10COCRa/t5KhGwGz/CeGfIW1M7AE7p8lA5PxZm0t6hQC309QUJqR4+Lwis4UJzFXbv24b3X7MaHrs/id2bcoyKdIrDu79KguIXeqG8emzSkwoHdJnIAvx4zNwaciKsYIqyyn9sFGdVno58SdXAMvefvViQv+wmeesOH0HHZqvgl70cUkshb+73FbNAt5Og1hrUz5d0mrwn+N+sJLd3RMSUMD0kAPyCmdXLFyqulhgZI7UhhZoy3O612cyekjoZecvkSC8tqD9ZTYg1/sGcKLBP+vNMEtU1YRunirOVNo1NtM2wAIMaczxZZExxjgffxcWYZduPvyRHstkpqniiuY4fWAJ50HcsddtLM+Gw4WmjrakykanZcrsiO4+7ZCq4fWUJRbiZUeuGBTUoiGRRX4O3uFs3rgM5zsZ9oEc8Lq968txkDTqpX6zxQiR78qT4dRaNKFnnZXxU9oXukRN3lZx4WYRsH8LLP+NyI4u4w4R2JVpoLYkBTXJjEzpR3x43mY90rsAKKnWbjE4YGencgW5wpd/IQAN0LDqkCz8CK7dO9XVDXq9VOBqGQWq+626t2pZdxaHxP6NfQhfZW/Kjib14IrIAbR92VJilmC30rMPdTsRdYYaMTJsp9b5Rg8eKEVgVcUluhHLU66WAmHdziq61/DXE7KkhkJfdrqT5ey3ERCEmkfllAxsGotX/HXrOk2wWBFVyJwUDW584HXYFfqwpAxb/bh4TqI19eVBSUlKRS1y8KUvzPWtjGRRKR0PnUokRoHOQdiUqaC2KA9xhWUVnzfI4meAfweTmT2IZuI+g+u7coLMNiQnfPvwN0LzhegiC9nGkddkRW9LQyIyVEes3KZfJG4tbJFexKT4R6jZTYXm1VuxTA56Q0NELwJcZUym+1xvsFL/bfKRFErsbU4Pds0joDT1hjOrED1AQVBbkSWOXV1j/fuJoGJHKS+71wjAWly1Y7IjtcAbzT3ULu4pjLMKLGOR/W584HnVRfq3BArQ5EFNPzFk8FijKHkrK9z4lOiTI6VpDjr0dCQKfXVsYveV9S3B01rgq8R4WbFgwPIVQ/e1rdU1OpaVWYBPDbh77tQJ577jm8+c1vxq233opPf/rTrt9bloW/+qu/wmte8xp84AMfwOpqM8A9evQo3vzmN+N1r3sd7r///o3H/9M//RNuv/12/NEf/REuXLjQr7fhIs7GYEwtegZ1NC84DQ+BvW7OtG41NMH7/BiEQuqlc+TRDZYBfn+3FEqMLOUQR1Ii+qd74aWuKkZobW/BMdxGi7tfBd5+7kYJYsfU4MfSWoEnBSRyCK0AL/JSGgyswHNHWx8l8auqRCUneQn9dDeAF4gBPL1rdb3qqMB36RodVtQA5WYSrbnzxoCdYUwLgCADVrT34Ke6X5QtjCR20h1xRTZcwhsA8nL8ZL2wjUUoJZ/xuaxUcXV/Ot1CGhQXxADAqEe/h/hpeeRlCVKPrH0T6KNvZ/c73vEO3HPPPfi3f/s33HfffXjggQfafv/FL34RP//5z3HfffchlUrhYx/7GADgTW96E972trfhc5/7HP74j/8Yx48fxwMPPIAvfOEL+MpXvoIbbrgB733ve/v1NlwcHJuO/JzplPfsGc3CSKZHttAvQNruVJzchQAAIABJREFU+Hl2ktTAe835kyK8LntdqOIP9kwGzsOnxfbv208sKQqaRyU/TgXeLmbj17Jtn8dWIrSRj6nBM6m0dtOQjkvk6pF0EOwU5GYvY1r0F0PUhfr63+re55KTyOMpQVY7USEdc71CbwBfdVTgpW3eJaXFsVQrN9vW6xRcxyanAhFFT73dT4CiUkFJTcQNO+HqfJQKfPy1goG/jstWRvJJ3jOwUFTaleh5R6LVq8JNC3ECeN1HyyMvc5C38cjFdqNvZ/fly5cxPT2NbDaLbDYLw2g/Cf/lX/4F73//+1EsFvHe974X3/zmN3H06FEAwJ133omdO3fi7rvvxne/+13867/+K971rndhdHQU99xzD77//e/D7Keh9joTWgl7s9Gzozt07yB9OCvw2/PmEga/jeMgLE5qNcBseCeQZlIrODwx5/saumMGK4p6ux+qh7qqFONjso91+LVs23+nhKx05KUspBAVa1pb6ElVCQZM7DbrvNxMlqRF72QVy7CQ+WawTWpHjwPP8tBFsjq32uWKs0BIItXJuQMqqDlGpv3EoLYDsc4HqgJ4GYiY8PWq1Cm8Al2oIy9VE8/oDhhVq8gTrMxIFOTOdDmEbXr9+gXwAFByKNG7ZuApD+DjjGEpfM0z2Z6XTEhJAL9t6NvZfe+99+LAgQPYvXs3zp49i1tvvbXt9ydOnMD0dLOaPTo6ivPnz7f9DAAmJiZw5syZtp/zPI90Oo3FxcV+vZUNbijloYvRF+Zp3dsShmZl44bHYkiyWEpo4mf54ZUQ6TXlNX+f0JcV/IPTlNhe2VG7FMBrHqrJYgyFdLGtAu99fkq2x8m84Tt71mJMC6feTKsHrZdwjhynSgkgv15dcnZm2NEEdeOzFWKMRJDISWnP76vlOd8tSF0gtSq9a3WtxgC2zyauEORWQRWivn8RMJr3doOGAJ5RgIjricqTM0zFdfV5ljFRCBmAJrjRxTqm9WDPbZZhkZOj2wDacc52DxsjSh4FORf5eUEB/IjSvs4796JxKtz9JM7xsYy3809Brnc0DpcwXPQlglheXsZHPvIRHDlyBDMzM3jnO9+Jz3zmM/jgBz+48RhFUbC8vAwAqNVqkGUZsixjaWlp4zHlchmaprU9FgAqlQpUdbN988EHH8RDDz3kOo5jx45hobzQlfckMAKuzC5D5gEWLEyEy3pprIq0R9UIAMprdQDds+XqJisrNRQIP7eMZMHwgjW8EzyrK53d1ONy7iUes/u8f5+XKxAYAXWLfOyS1X7cjBHP39YJ2yC/jlWP8Tk1Nq9Hq+59fpr1OlqBTtNRQUDV9C+tZkLec9dWB/P9BrG6Sn5/XEzP3BTTrFQKPp+baLPUa1S787koPqJenM91F4dGvf3ctCwOA2j6Co1lMjBNFmxLeb3efWX+YYI1orVLGHV2o7pRrQ9eRGy5YgGrFcgRcmwS1wAHDg20V+J1W/UuzQg4162D3EZIrAieMTEqBC8COquCZzpbLDp8+sBhG8C1+Qy+fzba/tus+7svpNn2e4lRq8FelyyvGQDoFWusVuJ9saLFwymDzTM8UmINlhV/vVpYWMCxyrHYz0/oL31JLc/Pz0PXdezevRscx+Hw4cM4depU22OuvvpqPPnkkwCAxx9/HAcOHMDevXtx7NixjXb71s/tjz179iwKhQJkeTPoPXToED784Q+3/QcAs7OzyOWiZwFJHBjZCUWwwMCCFjD7aWdXtuT7e5ahM3gHAIEni1SllPDvf7tRSnsLewl8sBVZL1hZ8L8GGFgY10mpmiZ5rT3Qy+vdOWcLOllVKR1C8d2JJm2+VlrzPj+dv9OE4HN5VyHc+xXFYEHAQcBz5PeYVuNdx6Pp5oahlPZWxcrabPcyHt9zVMbS3p0Q+VR316SU2v6dM6C/pZVhNjeuWZ9rYDuQ16O9f57d/L4HoVXihJMykD2qbn6Q9iY7sqmN/5/OJVZycUhLzfVs70hwZbykd97loPiMJw0DKUXFK3YY0Pho12FG8w++p7LtexFdbb+3sAzd9pleXa1BZAk2tnk5AwYWWCaaQ4KdXC6H2dlZzM7Oxnp+Qn/py51penoa09PTuOeee7B//358/vOfxxe/+EWcPXsWb3jDG/DLX/4S73nPe/CWt7wFJ06cwH333YdPfOITKBaLuOOOO/CWt7wFc3NzOHbsGF772tfiqquuwm233QbTNPGf//mf+NCHPtSPt9HGDbY4XBcULNdWQj1vKiUD8K4G0KxsbHjM63RTlGrzNUXUGhQPmYZkNuNd+WrErHh2yqWzHJpZae9K6Liq48Sy++csw26IkbWIIv7mh+pRzRBjqPAKHAegGVj6Kdk6W6MVXvL7WAAAY2q485JWETuvtj0lxpylJqgbLXtp0bua0BQobH6wYpc+lhzBA37z73Xnb7RwHrPVn1tnR1iWCIZp+gkHtaJ2k6yUxmJ1KfiBfcRPkZ1Ia7yJ5Zoq8AOmZkqw6ishBnzaUXkJS7X2hbxoE1QrKfTuN2hGXxenLchl6IKGlTrZFrj5GBmAt693GIZ9TFHieAhsDTeNTuGHLz0b4Xn+FeqMVIHESag2mvcWp4hdnfIWestk0LSHjLbH0QR3YiIvawCa92KJEzc+k4StS192mAzD4D/+4z/w+7//+8jn8/jOd76D66+/Hvl8Hq997WsBAC9/+cvxne98B2NjY/jSl76E22+/HQDwD//wD3jHO96Ba6+9Ft/73vcgCAKmp6fx4x//GJOTk/jkJz+Jd7zjHf14GxtM6WMYVTcXZD1CZnxK91+QaJ7Z8Tq2bolSteAYDlfnd3T1NQdBTsqgKHu3gBn1wd2U6zXvCjsAjKnkAEXjVbCOfj61S7YlmsfreFku+mEXVvRTsXcmn4Is8VRe8R2BsWMOKEEThJfOhuyhQeBHQdqs4KV91HE12wxyHE0DElnJ+3X8FLjjILDtr2dZ9FfgLXPzGCUfT/BuovAKrsz5d5kNAjXq+dCqjFFikVptCEAteiJTJehaFJXNBOxIyGRkQju6LYCaThV9HzuV6jzZN+wBfOs+e+Nopc0hJoigAJ4BgxGbEr3T7pNmTalNop8fGsH5J2+br5E5ujsPErpD38oIHMfh9a9/fdvPqtUqDh8+vPHvubk5zM3NuZ535513ul5vcnISf/iHf9iTYw3ihlIOwOWNf+s+4k12RFbEmOqfiaW5Al+veYmMdXeRzMsZzKZF/PJCV1+278xlR+CXeR/kzWV1KY1s8bTn78c18mYxRWjJVPjuzNeqgsfMfQxVVfuN3M9HXnIE93KAJd6Ymkersh8ErRY2Xok43Udw0Yu8rAJozoenxCoYMLAIn09bAN+1Crx3QOPnlRsHZ9LBMunfUJsNES0zBrlPh7srXULWpzNiUEQ+H4zm921RotJerYtALbrWjOoQc+QZHjlpMwGZk6oQWAF1c3trJESluVY2kx/Tuoyn5smPkzkZ+7LhujP9GPYAvtUFp/J1XDeyE/9z7mi457HB1+2IouHU+kfszFMaFO+nW1gWBybiYWoEUc68za5nu7uObBcGusNMpVK46667BnkIkVF4BVfl21vSwm58J/SCq3rpxKBY2dhr4y90+ZCLcgq70sFVTo7hMK6OdPePd5G5rP9Nd5AB/Px5//nsEWUNHOM+fp3gry114CHegmVYKBx5EynGUFW1J5X8AkZncK8E+GWPRZglprWF3su6Jh/Dq7hlIQcAHGN5agjYrQe7VYH38oAHAE3obgAvOLpALArmooOwbKrlUpc+8yD2ZBSkRQp6zh1oEQN4q77+fTN0bITLNR5WNXqQ7azU5eVM2x6EgYURpTu6QNuJlC2A2pny3tPtL0yCj9FB5sTZGj5s2MfYXjlmht4vhEnel5TNajPvSMgPhXanFaMCL7jv1Xl5c92VAgoRCVuD4V4VBsCB4g7XZk4L2Z44pacCH1M36Nv8tKhVPVroI8xXhmmfKsgidKGKEcXfomVnagw5mU5xJoEVMJPynosDBhvAnzvpL3LCMRZKqvvzT4nu1iwGjKetSVgUToZXpzvHWOCZaDcku2+3n4+86PhdkKf9mBq+EtKg1JzBqypRkKNvNJ1Bf9pDuM8+kx5nJMKJyiuQfBI7Kl8PZQkYFucx0yBsFkTD2DxGuU8B/O5MFRnKAvjm+hTxYlxvV6elAl+pcUAlutuH6hiLKSpu8asRhU6xzUGRlYKF/XRxc20ZVVc9RcOuLXancu5sDR827J1ueamCfbmpwOcwYCB4JPXtjCib643QtolghqYCHxWSxktB3vys5IBCRMLWYLhXhQHw8pJ782lfzP2Y1oM+bn5d1IJO6l4BvM+McfvjROzQgyvmRaW5oO1K+wfwc1kdKqWZxl3pMVeix0l9gN0WlTUGpunvZz6uuhNOKQ8/ZbXDAF4T/JXJxYgtYWJbC73f49r/HRzAhw8EGgadbY91j8RRXooeIOSl9s8j5aGWrNkECrtRgc8FbLJZxoyVVBpR8hhT3TOtAucM4On8bu2YdXsFvrsdCSRGlDwyYhVpka6yl8zLgZ1vLirN7g4rYuKwVzQD+OiiVKqjUlck+NDZK5gJwKgSrBqv2zQVWAaYIuxrCnIOU3rn7fPAFgjgHUWeW8aDVdIlTgqVhC0pm51Y7RV4+tdoALBiVeDb1zOe5du0eSRuON57QmcM96rQZ2bS40RRMj2EFygA7ND9PS37KEkQC6+AM+yGPCPpGFWDs/2tSuCutP8itDdruCoMtDCXDX6fg27vqpb9WyfHCPZtKY9+dIXvbBOoElRV7UQN4AXO3rLtfX06z13F5xJkwCAvhw9yG72PmWJR8+g8V3gDKh/N4q0gt79Y2uN71GwCdwLbeWtCVgo+zjhJpRElhf+1N4WM2J4gcFXgG3SuO3bsCSS5DwH8nkxTGFMTapE7ZnpJnPPAWg/gQcn7MC0AhglE7CpxapEWFff6nSjRtzOqBp8vukOwczrlvt8fKHZPzHHYA3hnEn1SW8HO1Ljvc6SQQmwpsQKZa35n7fl3Oq7dIOIkgzXH+ZeT0mBs2jNyD5yhEugj+ZYjsEMj+3brIeYtR5R8oNhXnFaaftLc+Ltv9iIbLoDPihpKSvB7LMjNTOJMquKZgS3IORTkMtQ+qStHZS4TrO47yAo8ACwt+I90jGnuwDfloeasdhjAawS1ZDthb+Yt7F0hkk8nhHM22O/0TIsp8BEqeQ2DznPTNACvpb8g+3dl2NEE1dXGnvZod9D4zeshji2gk5wUnNDRhOiBW1YSkRar+F97SxubQsA9A98YggDetGmWSFFbyGOwO9M8pxhYSHmMUgyCoLWFSLkpPmpSFARYrAwg2jrodAgpyu7zYERJ7KbslNTg+7I7gG+/jzBgcE2xewr/QsguR1ohaXDcMu7fRSWGbAO3K9Hbt4O076dbxNFT0RyxRF5uj038rHMTtg7JtxyBjMcwrdMXm8SYGjxXFaeVpv+4j1EIXYEXUVL8AyCNV6GuL04KX8eYRrZomcs2qz3OFkEaGFHyyIZoR/bSFOgXF8/4VzHHFHcCJeXRbaJ0OMoQNAohRpxFtQsr+nWIOCurio8lnvMmGQTdFjbkzzMfQVOiQGhjTxM6NGRObhNyEthGx/PpOT9hg3VIXrlBZNcTEKPqGv6/uZ3gGA48w7tasGkdj7DTsJ1/IhteOCoOAitgp03zI01wqxgUQd09RMrNbjmTkgo8AJicDJidBvDuoLLlpZ3QZFTx389xDAeFb/8cJ7XVtq6T2cwEMiHtRsOwFQP4nSn/jlQpQtddaV3HwX7fH479dLwKvMQ12vSk8lL7uiBTWthK6C407zCpw0ucR+YM8AEBRlYKvvEOQ8aQ5H8cugIv8Sgp/oFtQWkPCnalyPNoe9cV3lWeLsEkANib9fdYb1EfsAXvxdMCAO+bpMgZKMjtbfYpkXzQnY4yaAFWBmLEmS57IdhPxd45Gyz7qFXn5Wjt5V6uDTTgtbnJy+E3PaRgPyW6EyBOfYOmOFFn6t45Ofi61/jof8PuLT+bXsbds3PE8Y0GpQ4DdkyHgFMvg7SdqdG2LoWMhxbCIIiukyICRnPNMCnaIpmsFFmx2u7GkBHTxLXQ6aW93SnIVV+xXV3QXAlIgbUwbis2XFsMFiyOQoA0C/WQAniJMyCy3vviKFZoI0rzsbx9L2oNx4fWaMRLNNgdXwqO+3a/bEMTBstwnOGUkBG9N/e64N8ymA1hfjwUGUNCkkEM4dUJABmRgcgZyEnebboFR1BAmoOXOAk7U01xmG77PYfFr5q1JxMmcBu8YKFpAkY9YA5e20yosAzrmr1qEST+FoQa8Hwxog+uYLuR+52fguN3is/5lIvob21Q2kIPgHgdA0BBCv892i3kWqRF9/lBamGWfDZuYchKwV1Pagx/y6zDW/5lhSX81tRO1+OGoQJfdxQA5YhjKFHYnWm//6VFOuzXgBjJRWvzc6KpAt+ABEQc3bBXiouKd1BZSpToATT3FixjIi16d1vpHqM5O1Ppjde4MufvQBOV4a/Akzvb/MRroyTtW0r0/BBW4OPeSzSbtkfekdDul21owmBJAvgIZHw2jV6Legt7ZccLawiUjUmLolOh2Yus1HzciOI9TlB0BAXTqVWXH/nuzBg4pvl5DiqAf+POvdB4dwVS4iRMB9jHAeROhkGwtuwfwI+rm8FXStDbhFLsdKpFoAd8HJEr8LaVTfBpH3ZuLPzspvIRC5gNusS42/CuwIeflS7I7s80TWgb1QnVWKEDmxuWYUO1p2oxkkqk171uZMn1M7rHI5o0HM0yUVpSo7In074Ok0YpBoXm4ZzhiW0m1aQoCDAgAY1o6yzHWBtaDkWfDqJWBXO7I693qWR8RkC8nDamU83v5ur8ZHtiuBFeV8SLGLlIqvCy/NR9AvgoSuqldR0He+J+GPbTQAcBvG00KO+ITfplG5owWIZ8WegfEidB9vGk1AT/3X1GCt4YD8OCYxICTz+RMDuZdXuhUdV70S7IzrbPBia0douWPZnN53tVhHvNXLaGN+2Z8k0u+EPHxnBpwX9Wdcz2a78klZ96exiCRiGi2qI4dRlI7cM8655t5hnTs30yH9En3ajRu7x6BfBOVXk/nBZyQHPW2i7+BpAroFE1DeykRT3UNaZGjEma3vLhEoINg97vtoXhEB2VY4wU2LluZJb484yYxoiy1vazNEXOZJHXpoY9gKfnnly3RCDG7a5V5Sz6fBClaNNBW5ZWkisjee/nNIF8HU3pZTBgcKDY/jlb5zqvng97AO8lXKr77Juj3PNTYg0Kr4C33RfMYWmhj3kvaZ2HPMMjLbaPpnp1PCRsLYbjDKeAjE9LFQDoHot6i2yIitEweAuTkgxCiE0vx3Ab89MlgpVNiyJBQGZXur1iP5fZXKwEtuE7r9YLRFZEWixjJr2MO2fmHMcWbicUR3m0F1Qr/ufcuLb5WadF7/fWqRaBFuDkIEa00XGK0wmEgNGrjdvLPzwX0SfdGExuKRReyUKJM9pm6/zIyeQ1Le1QINcF92cfVmGY+HelcGKCmo8gIYmsFH5udSgq8A0WdtXyTirwaTGFu3aV8bLCjOt3uzNuoVG/cbN+o0U91Wwb6gZNAbzJwzKir7Pq+ghL0ScBOaIMWJCFElpJrozPCEiKsJ4Bze6tvbkpTKWWbT9lYL1wErA6y5DwIXWGaIRneE/3Fr99s9M7PogRJdMmljoMBTGggwB+PTGek9NwTlj4afkkbB3o34VQgl/wAgC6T5ueLmhtC4sX5jAIIxEWRQYWUoL/pjojpjbar0sKObLhGI4YJM2kN1enCa3kElKL6l3dKQU5syFic93IEl4xumfjd3uy4YI8Wuaz6hX/c07l6xue2H43W7/Z8TCoATZXYsSbudP2ixS8eHnLK4SZ7aZlWpT3yMKkOAnuV1ksyMGOGbqgQfZoi3SulaTxik4q8DkpnECa5uGY4EUU4TWjRv9MqtHgAFvHlByxi8XO7swIGDC4a5eBSW3U8Tt3Iiwt0RMQqhHPAxj2Kh49QUC1IQK16ItKy+Kz6BOkp8UqlD7fR2mkJZyWEb2vb93H+eaNO/l2gTtTb7bCVKM5mDgRhjiA97rPAv77Zini3H9J0doSHcNQEAMAox63hX49gJfc+hXR9ioJwwr9ESMl+LVUAYDu0+OUDVkxGoYFx/RQzCz6zLUDQEbarOoVlbKr9RwAslKa2Bo7pa9uqPzvzbpnttWA8YVuU3QI/rxueg17Mjswro0gJYTbuJrUVOCDl4AxralQnPLw+Ab8Z8eDYMC4bHmcRM3GO7tCSAGjZwBPEPvKEyzT/KHj+/XC9BHDcgpJksj7VKvTYvvnpxE+5qiaBnayITzgAUCLeE6GcQppUR+CCnzdZNvmuTsL4JufjcCa+P/nVKTWO9JYhsVses31eJWvBTqz9IuoOilWffMeZFDUhlszeKAWXVhDFXjInBx4bxpROp/VHnZabdsZH80iP72WjKOVGbVmUtC63Fk7Vr8DeNL+LC6Sj3imXzIkatJ+RBHaPie/exxNxO3mat1X8zJBJJard2zVmkA/9NydKCcj+m9G/Bb1rBQusz0Mc5Vei2IxYNOftVXNOMZCQXbb1hRlclAgsCam9BIAYC7rvpGRVK57SdGxYLIM8Ad7WLxyNJx9HEBPsiZMAD++rlmQ8rnZqnx8xTaFl10tYE6iamI5W+iJFXiPAEMhzApH8UcH6LeENE3vDzQfIkD2+zxSjrVSF9zXbFRXATs5KdzGROFrkTYx2QguA/UhqMDXDQ6wrTMSF+/+woDBbHrTszktVvHmuQnwLI9JrURM3jFgfJW8+0nktam6+fgGJes00AzgrTgBPM+hGCI4T5ToAXl9tCcr+gkWh++CsMrNtc86e6mj4+p3AJ8Ru2eD5ze647dvliJeeiXFAm8TDxyWAL4eUytHWx9bdFrIAc31t5e2oQl0QH/ESAl+LVWA/6KeDWmpMwwLTsMrgA9QCnJ+BiWCpU1R8W5hnUmloAkqJjS3wrvaoThTVIqK+1yQOQPXFt1q1V7QMp9VLQc/Zkxtvt+UT4GSYyyIMW2q/KxkWvgU/10wYMCz7UEFqeIrecxhKwTRtagWcrQvrV6dNIBbSJIEyUKuhVOBnCQ0KcYMJgEgJ4WrqLKMt54BiTBOIS3ibrr6Sd1gAdtYVtQulhYTWskVBE9qK7hr1x7syXgHhkFjZ/2AZ3hPBWxPapuPb1BUgS/XeKASrKXjROVZjCjByZREiR6Q150r/EZAUgSrTE8ur99gFxcAK1oS2I5zJKzXZAlt2XHxC+D9tG+iWqGNKJW2z6nhk6Smibhit60RsbzHfUvuc2Erof8MxxlOAWnRfwH1U0PPhkwlNoZgBt7L8qIo+y+2GUfVrKS6FxeSLVWLXRkLc5kxoo2Z6iEq0yuKEay2vGj4BFD9xKgzAIKE7JqbGT1A8V+NECzZ0UI8T4xwMxc4wVV5JVV8vdq4ZUIAn/c5N0nQonHghZ91TRgrubxPkJ927NdIrexRRQntZCPMV4dJDm28bgThtXqV/rW61mAB21uSYwbwsx5B+jWFJRwc97bMzPQwgA/SXGmhRvj+W1jlzTZog5JEKwCUK1ysAF4TGGKVzklJGd45627RSnLxjAldIAexWsC4lx1rfnHzH5X4QXH/A/juBX9+41IpnzU3agCvC3VwNrG8YdCUAjqpwDeTql73617ahibQwXCc4RQQZAOn+8yXZUOuhcMcwAep2GbF9sW4RKhiF3xUcie1VVxdIC9Iagy/57gwYJCXo6mRk6BrXMJ/oc+IFai8gpRPWyEQP4BXAxwcAECK0EIoElwJSJY0Xm3cCqE6nJcibqAoqtyR8A/gg8/vgk8VPG2rUHEMB5mw4Y0637jxPFaELoRvIw6THGoRJTFQo0ejzRPDYGDZbluRm0jW2e3Tfe0cVbGTDhg764S5bCnU49Q4VShbAE/TPdkwGaAaPXms8haKIbpqWl7a2xl7koukXaTwSihB4iYSsLzZlWctxh8zE/psC5YSePBMd65fr043ANB89s1RA3gnwxLA12JedqpQB8/wyHg4XMlJAL/lGY4zfMA05/n8d2wia3rOnGQCAp8WdAV1ZBoGeSOQEiu+MzcZqf0zKKnuz7Po40HNMRbmMsvE35FUrntFVkp3JRvu18LcbywzeKGf1AtQAyoPpNnxMGghnidG2MCQLONIAaNXG7dCOJ+8LNO8oL0C76d8K7Im0gEzkHmfzyNtW+80QSXOocf1NY5i9QaESw4BzY15+FZrDibFFoF2LNt6LccoJouciCndu8ruh3OUolswYLA3G25cJ14Av/l+DcqCAIsVEJRwdaLyFtGe1Ykm1LCfYBO4nbBfI6QOEj1KR4exXnFfHy2zzl6MfVzhkwbdQeKZrrVgSz56JzxjerofdOpl7rVXpY1azG4ujrEwrhXBelj0JQH81oeuuxOlaILq6WPZ/jjyQhS2sjMM3sJeG38GDIoEYTqgqVScdmQJc1K1bWZa4RXfbKwfnXqQR6EYwmIrDDQla0wreKGfy+iBgmBxtQjUENFclACepC5PDOA9lPOccg4SJ220q4XForwCXw+wrsnL3i3KuqD5BrsKX4ew3gXhVQGPW4HPydHaUMMkhwAgG0lwje7kjB3LdtqSNsQsw27YRJKYSY0SnUHCkBF7sy7n5AxGQgSkQPgEziYiYGx2l9RNuoIAi5UAK5rWSEqsIy+FS0DevoOlxj1gEEi2vQTJC14XInSZVZpr7KpyRfPfS5cBK56wI8+YYJn+3VMkjiHaqcZ7Lf/j9kqKRNaucOCl10QbtQ4EUad074Q2qeswYWvR113mwsICHnvsMSwtkcW+KpUKjhw5guXl9krr6dOn8cwzz7T9zDAMPP7445ifn+/Z8bbIiOE2jaTFXRc0CGy42Uqagjov/JIMTnu1FilBd20CGVgYsQX8YbwsHAHvAAAgAElEQVSnvVAJKte9wk9oLwo0fddhKvBz2eDkisLH2/hpIUYgpAgVCIE0704I1r02FoojIZSPcW7SYhPoRZBwTkHyFlzys5Br0VIg1zwsHuMWZ3MRZzM1H59hO1mf9+uE9u4KO/YWepkQwN82OYff2TXh+fzdmfhzu0G6MXEZVdLIhAxI1ahrkiM4NigLAkxWAUKs13YyYtWzSuckK1VwcGw2zqFtCWRb23aGoF2kC+GTJ9Zy8+J7fn4SaNmyleML2fUzsSJzgMLHE6V1EpSs9UqKiB16mRtDUoFvdnPFW2emUt7PI2n5JGwt+hZF/OQnP8GhQ4fw+c9/HjfddBOee+65tt+/9NJLuOGGG/DXf/3XuOmmm/DII48AAD7zmc/gzjvvxL333os3vvGNaDQaWF5exsGDB/GXf/mXOHz4ML71rW/19NgzIW3gdMJmNWzwDwxHBd7P/7jooUyd8dgcl9TNbHQxYmXNTlSf304oxulDJWD4zCD3G7MRvCHMScFz0UpMLQKST7iTKDdzkj0cSYHba2OhOAKdfAxFXsuie/MQJJyT9xG9CmOplxKbmzLNY8MbRZTQTi6it1DY8ZpMSG95YMgC+LYKfPs1dEV2GocmlrAns4Q9mR3E5+/OxJ/bDRo7i8uYqoBnzFBCdnrIBM4GjuC4TlGiFQAajNRmDdgLDo2XPQXctjr2JFeGsHTpEQRzrcUlQFCwsCKioY42f7YQ/5ogjYb1ComzoMR0lXG/VlAA7/47PMOH6nr1wxySAL5JvO7FKd07kRnXNjRheOjbN3zvvffiG9/4Bj772c/iU5/6FI4fP972+0996lO455578NWvfhWf/exn8Rd/8Rcol8v4+Mc/jh/96Ef45je/CUEQ8MADD+Cf//mfcfjwYXz961/Ht771LXz0ox/t6bGTWqlI6IR2vSiVnUad/gXH8Gn3KXrkObIeasQlm21NwceWKgiVoHLdK4pdUuqNax3SC7qliB9XTFDlg2/UAtsI3UIoEAXr3I/zqgLLjoRQLkJw18Ki3MKmVvMPAvys5Ca04I1der2qonlUAeJW4KNYvQHhkkMAkI3gU2hR3l1hx6pvXluyLYDPSRncPYuNsZjfmpJd11dGTKMoh/CZ9EC1jVJ0k9F1W8tMiMRaXop4T3VU3Gmr4jUgtlkD9gKJa+C2HVM9/Ru0ItvatjMEhfRU6IQQC8xfQkMsAABWmPUA/uz52MfW9wA+Zked+7WCAniS6GznyYNhKIi1iJsU1gXvAD6u60jC8NCXM3xtbQ3nz5/HT3/6U7z97W/HCy+8gNtvv73tMQ8//DBe85rXAAAOHjyIRx99FEeOHMG+ffuQSqXafv7www/jtttuAwDs3r0bFy9eRKXSuTK4F5mQmztStj8bYfNf72AWpl/UfZIMXvZqXp9ByRbXewX/YVD5euB8drcoRhQz88KgKFnTMLpzo3bOjofFzwvWjsiGu6mTLMpIFV+vy1pxJITyMbouTMpab53UK/7nX14mV14FVsDLCsFBXUuBXPPQN4hfgY+WrNNC6mNkIwR6Q1WBtxX8RM4AyzRnnN+0Z6TtPB9V13CgONP23D2ZkY7/fjqStkA4RtcFUMPY1OXkiN1Z9oo7wzSV3ymibklAH5IK148sY1zr/PsfNmTbNZEhaBfpYsjP3tQBo4EykwcAXCznmj9fWQbMaEKcLfoZwMtcA0qXWrCDmqZI94juBPB0Xbt+WCF0iKISlDhJGH76siIsLCzg+PHjWFlZwUc/+lF88IMfBMMwePe7373xmOXlZWhaM6MuSRIqlQpWVlag65sbAFVVceHCBSwvL7t+vrq6ClluVn0efPBBPPTQQ67jOHbsGObXos/MS1a4oI1vuB8nW+FbECuVBmgXSCqvem+Ic1IZLFiYaK+oSia5bawobQYCaS5+pYdlmtZhVY+/0y0kVowttOdkdYUeGeuVlTp0H6uosHCNeEk0iQn3mXIhkzQNkscX4dq0DPLxSlwzIWShea5riP6+1tbo9hkrr/l3PeTESttn0GJWLUIJIegnms3HcITPHQAYj58HkRGjfRcCwq0rGhv+dctleq7dIMpLq7APdgkMj1ePTmBCW3M99tXjBo5c5GGsD85PRg1+CcgxZzu9EBgBWakMgIEYwgogzUe7r5SX1zY+L7PLx94NltYakJfXoHQ/L9IGAwuHSxq+/sKF3v4himDBtjnMqHwdAsOjbhOSEMxw60RlyYII4MJKMzA7c0nBbI4DYzVQXgCUQowDbPRP64ezakC3Ktge99kWpH0zY3b+Xivl/o1Wdkq10oASXx6BTD36vmVhYQHHKse6fCAJvaIvFfh8Pg9d1/GBD3wA+/btw7ve9S787Gc/a3vMyMgITp06BaB5EpVKJRSLxY2fAcDFixcxPj6OkZERnDx5EgBgWRZWV1eRy+U2Hnfo0CF8+MMfbvsPAGZnZ7F3YjLy8Y+mw2UDCyn3DPxYOrzomRViFnnQWD7t1jwL5AlK9GMZD3s92YDGq2AZFqN6Z/NOegStgbiU1HzXXotluiOG1w0Erju7wWzYfmUbDBikfDzF7SghFYDTmvtcSBFGNNIK+bpmwEC1WduMZ6JnssU+nI+d0Kj5f1cCZxGt5G6ZDlc9Gkk3r/liivydqVL0W09T/T7axi6rhvvuRiKsPwJP93drR5Q02OcrXzk2g5unyMmljGzgVZNNATOWYXHlSOeb6BG9O64dLcb1wka31VjGf92SORkpKdp9RbZZoTJdUuHuJpyU6pq9VxBXjtSwN7t9WukVgmNGxiHYWdDDJXUks/kdVRrNSL1hcmioYwAAuRyvMqpEFPDsBF1ikNM7aIu0kVb9989Fwr451YEm0gYR3RoGCc93O3oHsnr0PWYul8Ps7CxmZ7evkOUw0ZcAXlEUXHHFFXjssccAAA899BCuu+46VKtV/Pd//zcA4I477sD9998PAPja176GN7zhDdi/fz8WFxdx9OhRlMtlfPvb38Ydd9yBO+64A//+7/8Oy7Lw3e9+FwcPHgRLaJslsTMdvcLttEDzQhfcmwWn/7kffu3ptFCr+h9jkVAayPi0vZbULLJiumOf01h+vxEpdjFFStO4RD1gHjosYWbZnSi8DA83Nxdh2+oEwguSbOj82rhbm2Se5ZGKIcZlUuYf7aTZpBCgRC+3b15LSgHT+kqo128pkHvpU0SxBWyRi+gBDwAKVw/UTpA5uW32NQiTcn0DOyZ4wNaeeeuOZZ9HAzePlZEWUxgP2WkRRGuUoluM2u4vQVbwOTlGq3LNdh5QaKdWrQvtx9hj7pgeniCoUySC6nrWobOgCyE/+8trAMNifnlzX7KC9Tn4M/Hm4EnuKr2AZVgIXD32SJwTMWBvpxNG6MQuWKDRpl/hRy90VUi2oQlbi77dob7whS/gve99LyqVCvbv348///M/x+XLl/Hud78bTz/9NN73vvfhrW99K/bt24fZ2Vl8+ctfBsdx+Pu//3vcddddYBgG73nPe7Bnzx7s2rULP/jBD7Bv3z6USiV86UtfCn0cGm9hRMnjQjlcKz3P8Ott08GLAWlxz4a0uwH8BeJooTlXxAIgLw4jioxnFtp/lvFJgJQUFTzr/Xph8VK77iZNlf3uaC3UqvQEAd0K4ONs+DUPD1gSYW/qJMs4koq9n7J9y0InJ6XBIHolkvYAvokAwPvaLMgKjtkcP68fKQLwDwBbpMXmuUDanAHxLIJykgK/4yXBMs0k0Wrd3TLeIitF60AxuyT62A8arQB+/ZII0goR2AZes2MS8xUTQLhkjR/puGqFHoyqm5+9X2IYaLlHREy+VTfXMIvCAL5m8ECt88RKWIpyGRkxjcs1svXvVkImJIgz4mYAzjEcFD7cXtCaX4Ap59s0FC6u5ZEFgLVVwCwBbLTPtF8BvMRJYMC47FTjv57/Wq8L7vO56WHeWQt8PaDYRBO98Kz/f+y9eZRcZZ3//777vbVXd3XWTgjZCAlbAH/IvgiIYAziEBbFEQUciI6AzOCBwa+oCMIoIjgIwlE8UbYRYZBhQFHAIDPIEgEDJCEs2bfupLura7v3Pr8/qpeqrrtW1V2eyn2dw+GkuurWU3d5nuezvT9GbUMjOgvfVqiFCxfij3/8Y91rmUwG55xzDgAgHo/j0UcfbfjcqaeeitWrV9e9xnEc7rnnnqbHsk8y69iAT0kJxwJp8QkTUZyP2Xofx+Gg0/K8ERFgjA3ZiW3W4kKsrq5sIpMUHiyjAMi3NCTX/X6bIGehzO0WOxExP2mXAS+NRDt14vxGdpM5IXLOrrGRbppRH3mRtTLgq1HLLikBwH3Ei4YoLSE8GMbcIK4V7xNYAQfnnNcTJ4QKOIZDzGBzBgA8o4NjOGjE+SYtp4hwa8ADQJxXbAz4GNxcYy1krcWs0AhXbTvmYsgH5waxp9SejCajVlytMDlW2+bL2jivdo9wZ8CT4vj9RZjwGfCFMg9SKvsk2VolpyT3EgNeACY4a9PS+D2QEOIO94IyMLQLlcS0ule37lYwt0sAtAowLAMJtwa8P/POaKab0kRGnfHxrI8T4xv3DVI7IvD++blaxgunsJ3jJIJ+At2JEEJwxRVX+P69+ySd1+pmXNSy8owOpaZ2NuMq5TP89e+jEIvaopxSP2lkbFSIJ8V0dLeht7ovBrzSrhWBgZHOWlC0y1Nd9dq7q7tykzlhpC5v+D4D9VWBa+xUYLWxULgRA15uzpDRtPA4aMywU77tqrmUC7t6G9T5rWBA0KNkLXv5um0x1qwDLWZzj2Vc1pa2q+2iH+iEa2iNZgcDgozUnkyjlNi+dG8GDCYr4+NSeBUSZ37tmukegcK4kyqMBnyxzALF9nRCcUq33J5a6LAjG+wh0jUZJAmHGiyoVPeMeb1eGVbTGKjyVAAAGXS/AfDPgK/Oy0qbDEDRpjyJZVCnOVMdQ6u/laFKhd6TCHwbSqAiwk2gBrwkSUin2yB/7ZJ9ks4XwJTobnOXEGoNeOcLHyHhU7w1Q7fY+Ofk+o1fNbplziSlgJ429FaP8d5O1hzDIeuiHMKacG0My8X2TQMxtwY879yIc+qVN4rAM2AgcOPfVW2nZb6xGG2hk7XrgWMCDVFaoluf++6atpCHTXLvYJwatxYwEzl3x+w2aVNpR9wmyyPtMs2bhms7ikp4IEBnUqoJ/QgzuuRMgzGQtnAQZ10K2AEA8rVZJuFzqpcqnO8GfE4O13rlFbLB+pIWx++hpOhwbRtZT/eUGgM4g2QSAIDsdlaKVAvvkwEvjxrwfOsGvMAK4Bj7/V1CaLcBT89+GgA0tf3jFVndVv8lgm72yqubEkvokhrV0o1IuxThqfXSpkUXGwCaDHgLtXyJU+vUq9MmPeDH369hery19HkAiAneblK75DRYi2iiG7zo+dkKpTbW4ysGQkBWxHjn3y06XNRNWo/XieCJrGiZDjlqwHc12SyAhhp43UY4JysVwTKsK/G6WqbYqA+LLmqMGTDokpuLCscF6+/JuEyy0NrVXskHNMIBqn/tpyai8CrENvR0BoBJSqNBZOUgzroQkK0iAjWt6XSfDCa3EJ2FnwZKrg0OdhowchDXihDHBWfrNhmqfmbXYGMAZ0d+ZN/Z1we3228jcVYvkEZK1WRedVw+an4sZ8/+xOyG1qUz6HI6eWHAA/VdNSI6j3CuUD4wM+msJVjaZbujRE26ZsZF9I4QeiYcu41/Th6PvGVE+3PQqgI9AMTaJLhiRk5uY+PdkDlrSk22tTEi5tKAj5tZ2wYYidMZvs9EXV6sSdm2i/6OZt+6NwKqaBQo4NrV3XEMQVpM4rBJPU0df2rc+rl2E4FPS0lLLQ0r7JxEGZeRWtWjzZYXqBoHEqABDwApoT1t96bEGg2itEmGHMdwjrvHjDGhNEwP6ZpMeNnXFlk5OUT1Xh4iGziIU2JpLIqZtHEEjkL6BgA+hnyxcZ7YtjsGcBKgqoDu7rnwL4W+Om4GBLLLjLrGYzk14OvfJxmUwbmBpoxWwLv9gtPzH0Ene60BP8thb/eU6G7zUxvtyUjOP0uTAa+p1hvvnDK+0Uq7OAet0EwLMzfklPb1bQ9bBL5cHO0s0DqKSy2CmItT4TStTmCN7zmpxmAUbeqvFZ4By7BN1wLTkGbtpO5uciyNg7rNBeCsmKJYnzs3rYJqnYJusXMSZVymeasUReBVnQUqwYoZpW3KqJwyOda4yU2bOMkzUspxe8oxJpSU6CFMoQcAnZHrWgN6TVIsWmoNdApGRiPHECRGHFAJR1l+LNDXD1XqNvyrToCKUq2DR8XdOXXh624JuUYsVmnxujsVnk0I9c+xZNHi1Qk07acBQG2TkPBEjDorRHQO9OxE2szMpLNNW1p0t/mpnYjcfFbX6fEY2hrwNTVzGZfnr1liJu2q2sVEdf1WCOfi0p4NYYx3d57iLjInnKbVmXV+qE3ZtttYKHw1+uykfs8Izb9WzU3jRPn22GmyK/G6WuzEi9yk0HfLzTvQ4hZfI3GS6/aHNIkjqRrna99wI9zqyJgxOdZ4ndKi8bXoctkaEAAw4XlQQzlPAzorAR70jTaDAYNu2X+tIr8xK/VPi6MG/IQ/aBk0pGrrCUBXUUDW9HsGSDWjiThv6gHAzxT68e9RXHSJMTyWQ6HSxATvRJPSM+NQFoFXPXL4Sz6IO0cEx15rwHdJRaRF+6iOXauaidR6ad30gCcUGfBqxXqstTVzacmf9Lt4k0aGUyaq67dCGJ017XIqKC5q2gEg7sLx4qAaY+R9Jin0NRFfyYEB39VC2QQNEXi1Yn/Np8db7wVuhuiir3FOaf7+jAnm2TnuOoVUUcvhv7ajqBobAgO+9blF4iRkpMZMELPyh2wz3SMmnCbVxzR1N2gQAZ81NnJye8ogwoyZjz49Il6XqFurJOgvbYT+4m6QLWmgMlKSWa7ed4Oq+d5yx9BIHfyAu+wul0tr09RmuikuRGYNj+XQgJyY3dB6BD58eywrKh6tKbJLodgIuqBnJ+IBdnXwMV6xjSJNZNRLG+MVV30Yw2jUmWFnwPfIVceFzMmQXZ6/ZpE4FbyHbX+6mxTQMiKM15ro7YmSue0GEHPheDEzzCcimPR3rzXg7aK/Cq+hy0UXiYlUKIjSeiWc4xSnooQAkJOb39DFLdSU7bpkGFEph//ajlLRWJCSv6rlE0m1rkiFybGsoaBWWjTOnmiqe8SEqahi06UhKFQi+W7AdyvhPBftRDZZX0aFeGsNeLIzAZRLQLkEsmY99L+shf53BvqH1d7ue4bN55Xte2SAV0D69rgan28p9HytAd/ankpy6KRNCPXn3q53vB00BcQA7wx4p517IuhkLzfgrdMyUy56wI8yOsm7jezQoFo9SsWmXicpliFzMjLNpDG2gOK0T6tLkmKirY4IJ6nLfmMnTOgUxaWYoBsD3qmepFkKfe1mws54VDgN2RbKJorD4X+evUrbc4qbGvjuFoS04oL5PZYR3UdZ6TLg/W87NpF0GwLZkxXjtSQhlMAxjfdRl+T+GpFy/bxRDuE8DQAVIvreWSAnh38+axXZREcnPZL6lRBG5iASA3nn3cY37twJbNkMMBx2DZk7xInOoCJPBfbshpvSNb8M+Nrod8sGvMM5PiHWz9Fugl9G6FEEHoBxa8SIzqHzZ2UL9kla1z42I76TGNksuukBD4QzKmtGxUHbsW451VR0qxXc9iB3SisCWkboDsTD/KZdBnzMxWFivOKqNZ/TCLxZf/dao93OeFR4tSkjYBQqDHiPhHOc4ryrgIik2HwGjMKrpv1wM5L7+75MkQFfVhmg1L7soWZImUTJ3TDZZGJhGSBl0As+KzfxnaV6o6ESwnkaAMq6AFLxVrR1IjmZAlGPFjEzGtMioPDKWLccsl0CVHMDU5e7oGnWc8QAGRG505wHiczEWdtNrQFvpMzv7ljOPp8Q6p/Xlg14ivbTAFDxyMfa6vWLCDd79dXtUYYRF8yNzHQT0ZkYX2074qoHPJwpQoeFcsl+rD1Koqnz1wrxFgVXzMjJ7XVEhPFa61p7UiSnxfNIic6yT9w6XEQHi7rACqbq02KNOI9k05KHZXRMiTUb9eWhtm6zeI5dJo3XOBVlysmZlvoRMyBQTO61tMsuIwBQKdJjwFc0BiiX4Wff8Im0w4CfEjM3WI0c7dlmtFdK9Z8p2Yi1BkVZE4Cyv50FuuWiqROsUzDLsktLKhLCSECGJEDWrLc8Tpmzb1E8UBxZI0tuIvD+GPC1iWduNW0mIjpsBydzKoS6Nq+t3d9Ep+tedbKnbgbJZUljBF3QdZe3GQYMZiZypn9POVXNqoFlqpFFt5EdmlLoyw4i8DlFMG3x4xWxFgVXzGhFQMuIoGuPjdDU9vxGgdVx/PTpjt4bd1nyIJnUttd/v/nvkGoMRif11822kAtbm0AzvErbc4rTzV13Gxxocd44Iyojud0oslA96tnrBURnAFbwtW/4RGRObakNGQMGkyxaEmbE+mubFBKmOhhWTNQKKNlovQRFuSL4LkzIszrSDh2ztGJWd50Wy0iMrFVkMwfo1tkPed1esb9vaOR4w84zKfyLwI+PqdWtj5t+7vERJ4nESWDQ2m8NY5ajFWWPkqRkF+c/gj7osRo9Yp+keaq7WYsaOxKCgozL/ZJGkQFfKthPjjmZQabJ89csMcGbmsUepb0Lp50IYBCobTLgAWBxbgA9in0Uwq3DRXQgbCNa9D2tNRjboKtlCiF09Ewul4Jd3J1eg1wziuITiAvGx8hIbqPD4ayLtoKwgq99w41oRk9mlKycthSTTU9Quc822z2iUN/XK6wGfFHlQUr+dHepJad0rgEvcqJpOZfCq+iWFUBPgax7z/ZYe0r2999QgQcEBdjT2FnBDKFFYTen1KavKy0+Am5iOKNZDmIblNNpCogBoz6h9s83PsfQInyGrrvcA/ZJWqXmNTdhJgQZGcmdh1ynoO3UKKWC/cY/p1RMW/x4hdse5E6ZrLS3QKlcCp8RoLVxs8oywMm9k2zfFxfcGvBOIvDmv6M2ocZp9LcZdI0OA96JloWXOE1w6lZav1ZxvtGxI3ESYi57wLer3aKvcAIQcE1oWmw+i2JKzDqimZ6gbtnVrPZKvtaAZ1AKaaZFoRyMMGFObr4rR9iRbTJEpscFkI064CAy3Dfo7DxpYjfIzj5H7wUA3oVeTCvItQa8ibCfU9wZ8NLI97eeLRTGMkV72u9kNeusENEZ0GM1esTkWB4yZ1Yf2VyaWlwQXPc/D1oR2g1lBzWgXVIJ2SZTkJvFbQszJ8SFGOJCe6Md5WL4rnW7swL2yw5gn+RUy/e4dbgwIBBZ68VdZM0XwdqIbxPVMY4JY5cBI5w8x17iVJQwJ7de72uUnTNJybo/EIUGPGGDN+B7E81H4CfHrI2riToGWamZjbAI6DXrPS9Vyw9CSLHEAUX/hQlzLXTlCDt2RuN0WQB57wPb4xAhgXzR2XkqMhmgOAwQZwZ/IBH4Fg140UXaf2LEoW/X4tUJtEXgAW+cw62244sIN/Td5W2GZYCZyR6D11kkmzTccrLouu2YRpEBX033sd4ksYwOxUWLsHYQ8yBLdHIzm3wbnJQg+I0XgmanzLBOuYw30RfHLr1OsKhtr1XX9TKFXmuTIKDXlII24B1egy65YP8mG+ITnEVz0tNx/nz3mRI0RuAJIwA2qthec3CuubVg39Q0HDnFOs14YrZbVm7it07QCCAt1Ox7jU4w0kbO32uaa3MpWZiQbdaVXH6CIcSweI87Ebvjh4FI4xkimtTt+DuH1JHuNqqzjJFmdB3cIrL1pQRyi3s4yUUEODHiZJXakUJPmYgd4I12jllrxIjOgL673AMOzsUbameTQsJVi6taehPuFzqahJEAgAQoimRGzGUPcidMirU/bbBYCN9j54UB35sYwsKufUz/Hm/CFrIz4K2897URXzcbC7eoFToMeLXCIMglQGTt59e0mHL0Pjviwvj8evTUefjsfALFZfo80L52i35CGB7wV7S8gaxUwKzkNFefmZ2ajvPnc7bXPyXWp5N3NVO6pdc/szobXgMeAAgrAfB3De6Wg21H6CWSTb9zZrj+HhuKL8KHO5L424bpeH7L8XiXPQml5Hzkib32yyh7CiOGu8OMPD9E7KQJ++BWgzBuIsCJkTla4lqfYzXK9tMAQDxYW+QoAt/RhM+SCIBFXQP42sFT8dEp88Az1YeolZq9aXH3ESM1YEVot4TTgG//LnVymxXoAaAwFMIIvEf10B/r5cExxr83JrjfkEgWKfKATQ18TQTDafp2M6gVmoy84J5jJ6KE7RLOivHV8ot/mLMAp8zIm7YatIPOCDwPogYfPT04l3L83rnpXpw3n3EUdRRYHQlhPEW/qRZyE2tmQ27A65zsuzBhQqhAMenmQDuyjdFICuPOCyLE8fct9Y7pjTsT+N8PFmDVhhmOv3PXgAKAARly5khkQMC3Ib3cionRb57RbcvWrI/nfE+WEEY/0/r+iMYaeC+cwxJHQT/biKahbzfiEXG+gtNmVnDklJl4dhOg6QRAc0IxbiatUWjzGOq6AJtW2r7jhQE/KdbuYzIohTCQ4aQ1YDN0ywUcNmlfvLRtXcPf4k1cL9FmoyVY3JS10QDRw3TEoPuru4EQHkxAU4+Ta9AtKwCcKzWb0aNo+OLCmZgSG2jpOLS1JwIAHQJQtjLgGTgR54KeBEiT8wRXxMKuPJ78QERZtzaw52V6cc7causyAACJNUTIwZYBZtxRnhYTGKrkIXFSvWaJ0WcNIBNuMY0JdxaNzsqAznshXG1Jt5zCxqHWS1rCRtWAt7gvh8dvkC3sYhQrra+XZY2ppt/vHgJjLRczhsAKUHXvShNlA7FPhZdRLjdXTuqmn3tcqD7vkoMWr3ZUs8voQvdAp0RgdXAMB40EnIIV4QmRAT+BtFjE0n2Bis81NBXKJhxd40N398SE9nob7foPNyL+oVIAACAASURBVEc4xZFKHgrrnTi9gqHKPljdVy8CFBPcb0REG++8VX/32s2Ek+hvs1RC2GXADKILMEmQ8Bwnokw5uT3nskdp3QkAeLPJ8hodHFAxc0YzwFAOSOywOYoI/cVNgNrkHDt9KqS5Gvbvmo6/7TRvxTU/MwPL5pE6xW2ykQNZv75+1DNmgJk9/u+0JGNTHshK9Rkb+jod2Fz/WSdoCHcEXoNULYvw+XbMyXFsHPL3O/3Aul85O2bAq/FpWLvBeZq8HarQBaHvQwBZAPbzocDyMHKfMGBAWuydDoymr9cfR+ZF7GlSx9ddBL66H7Baw52iBaz50Qxeid/KnIS82rj+JcUEBssd+DDvRfgeQ/3b3/6G73//+4Z/e+ihh/DlL38Zt99+OzSt+uDv2rUL1157LZYvX45XXnll7L2///3vcemll+J73/seih4osgptqLt0Q6VE18ZQD6FQF8/okNooPtQlZ9ouHEP08JUeAEDJw7p8ha9g2dwKzp+/HzI1gj/xJurr7BRqRYsIfG0tbTNZMk4pFSky4APsDy6y9tc/bMJZNEbgNQhAxeRc62noazbDVhBtMNO88Q4Am7YApRwOyZnPf0khgU/PZhraZZE9jZtMsmEDQMb7bafF6n3cJdeo3etJYPOmpoarBlha4gQVUiDChDklfOt+O5B5i/WPyAAIwDBYO3BAW793mKQBVQV0Z10aeJMSsX1SU9oyHqP6c4Vv7ppLnATGhVNhVDTa2pniDNpKUgHv1hbJIKsCAI6b1uvJ90X4h693+fDwMC688EK88MILDX97/PHHcfvtt+MLX/gCXnnlFdxyyy0AgGXLlqGnpwdnnXUWzjnnHGzfvh2vvvoqrrjiCnzuc5/Dnj17cMUVV/j5MzyBtpQfTQ2nkRLjjVsCNsPkmPOaTafoejgjO6Wi94bS/Mwglh+YwjFT5yMuxJoSibRLrxMs1kCW0SGwo61qvHPQBd2ezQ1BtrxjGdjWdHbL7W3h2Cphnfes0AgHUjQ5jwUBGBwAytZRRf397S2PQ39rO2alhpGVjPu6nzGr10A0iwH29Bu+n+wen+vTI30hs9L4ZpX0N2+Eqw7S7oOkQkTA3yYvAIBcMwr/FCBbGY0jTveh+AHYvqd9+wsAGKyMZIxUnB1XMJkvF2bTY/pNrSAbZLgpTarC2wnOToRndcic3BYDnraSVMC7un2jFokCK2BxzxBSYns0ZiKCwVcD/qqrrsJnP/tZw7/dd999uPbaa3HkkUfi+uuvx69+9Sts3LgRmzZtwuWXX46PfexjWLJkCR5//HH86le/wle/+lUcffTRuP766/Gb3/wGhIQrUuOWSrj2qbaEVagrxrfPQJ6ktHexBsLbYqya1u991ElgNZw8Ywhf3N9h0d8E7NLrBBt1MpETwLN80x0mnFAcpsf7rwXcs16yEEgSWAEpMVyCERqF/YU18EDJOIWeDFSj6mSzxXlWu4G+Xa0PZE8/mIEuHJSb3PCnA7tnYUHWQJ+AxADVOFuGvLsJo1uYjFR97rPS6CaYA1nfXPQdACoBZqY4oaILgQgT5pTOFMWSrGwnjasK120176jSLLuHq2LJpODsWpqJtHbLBFPizlvYmWHkIFdsFPpNj9WE+F1CiFlfC4eobdAo8BtN9cqAb5zLpsa7wTM65mUmefKdEf7g213+yCOPIJlM4sQTTzT8+7p16zB37lwAwIwZM7Bx48a61wBg1qxZ+PDDD+tel2UZsVgMu3fv9v5HeIhapstjGFYDPi60z4CfHGv/NdHU8KZm+qmw3d1kb2+rFPnq320MeFZoamPhhjC2CTQj6JRwwUKUsFtOg/G517UdmkrPtR1FIyxgUmZGtvdV///BBoAYp/GSre0z2vS/r8ch3fXnMMYrOG2myQesIpP5IaBUzRxIS1Ujv0seMYRKXcBwvulxVgJ2bNlR1gSg7L8wVVYqmnYVoRnLZjMah13CIhQ9SMvuHxQBlgcGnAkmmxnwWamC3kTrGYPGBnxz17uZdnAJQW5Li1faMloB7wx4I1X/GYlq5H2/TLjnuQhrfLl6W7duxfe+9z2sWLECa9euRT6fx5YtWzB16ngUjuO4MaVLTdMgCELdawBQqVRMXxfF8U35ypUrDdP0169fj2y2H9msF7+yeQhhoVPWrnFwsIzu9pRdtRXWJFrTDF1Ce4SvahkaDCDv0SGVMgMxnBn+Y2hl642ObirWVYXRAZZ4u7iXKIrA54dUxALMomMsHtdEG1JC283QIGWpUgCG8hX0MEUAcdQKVGmaAGb31pF/ERS2MFAmtGrXVBFY/3773CjlMuQtZUyVurGlVI3qnzx1CuKC8XNb2F2ylJMrvt8PeT8gwVUdgim++v/Su31oJYY+VAi3avPgsI7SYB5yYzKDp3AMQZKLYbc66O8XewyjmTuUCwMF7BrIePK9OgFKbALc9p0QZ9ovvrqBlgUDBkmxhO4mU93rMEgFZdQm5zzV/aaW14iF4KZzSkUdvis8tkh+qIycFwdWG++ZHF91ys5KDoFneKik+p7+/n6sL7oX/YwIBl92mn19fZg9eza++c1v4o477sDbb7+Ne++9t+498+bNw5o1awAAa9euxYIFCzBnzhysW7duLD1+7dq1WLhwYd17d+/eDUVREI+PRw+OOeYYXH311XX/AcDs2bORDZv1DoAJecsaI3g2Yf+mAOhKOBODsUNgBfTE229sc2z76+rbBcfFgh6CLZmEdR/iZMw6up6QFMQkL3sZi1Q54wQh2Oc4Lptfi96Mca10kAhCe+YXP+GlBKqGe/06w2n151fatBMTN71cPgWmzeVp0oeb8JGeqvd3fmYGDp1qvmGXbVLZxa07ABJHUtKh8Aq6FB0gCQg77FT1rWHCPhcyMYhMMI7Cycnw7aFaJWURgpdZATrrnZeTyJPB54cw8fk0Iq40zpcpMQmBJZiba/1+SMcbM16y8ebWy1TM/VyZSyWQirW+Hw5S26VZeNabOScdbzzu3JFqC5EjmJMe99pms1nMnj0bs2fPbvhMRPjw5S5fuHAhHnroIQDA66+/jn/7t3/Dv/3bv2Hnzp24+OKL8dvf/hYXXXQRrrrqKqiqirvuuguXXnoppk2bhkWLFuHqq6/Gfvvth7/85S+49dZbsWDBAnzqU5/C5MmT8dhjj+Giiy7y42d4BiF0eQoB7/qGt0pMaM+4JildsMnGbgo1xD3CdU1AE1lvviLaXF7bv3M8bBW3W4CQ8JZIGKEGnBJu1VWgO4SCWVSmZo6WSRARYMajaWSiuPtwHijOAORR45eB/u4WT8a0cPcQnhWT+OQsDtV+aMaQAbtSGwKyRwGTyWNmsgcso4L0j6iGt0AxpCVioxQqPFBsPVLZDDlZwjuBfLN3yFYtLUsqCh52CcrrKcgAoMUBzroUVDAoIctIVUM5KxWREOIYqjRfOmKUvt5sJ89m2sHFeRYS13rgpNmkgSCpVLyqga8/bkZKISmOn6D52RjeobsCea/F993bPvvsMxYRj8fj6O6uuoJOPvlk/PCHP8Tf/vY3XH755TjvvPMAAPfffz+mTZuGbdu24X/+538Qi8WwcOFCPPDAA/j73/+OpUuXjh2PWnysPW4XoTXg+fZssCc14T12QrkYXgM+aEEzJ4g29XECa/13ieNte8m3gh7SNoFmBO1QsroW3XL4yk1UjzZZXqLpI3O1Xv98k12N7dn0jTVCcuVcVaHeA8QdW/GFfWcjJdrstB1o25D1mwGw2DcZA8CCvLux5fGVQt6GqlBmgaH2l3g5ISfT9wzYIfHmOg+kUEa+7F2W5EBxJAuqZP8dxgb8eNS8N9GakJ2RgJzCN+cMM6q9tiMhMBBbNuAZqBSq0HvlHJ54TXsT9R1H5mfCJRQb4Rzfd+zpdBpHH300AEBVVRxzzDFjfzvppJNw0kkn1b0/kUjg8ssvbzjO4YcfjsMPP9zbwfqEn+Jh7SKshmisTadysiIBaP/EFuYe4VQY8DYGup2BL3IsCDgA3uS5E40yAz5gg1Q0EWUCgFzIWsgBVZ0I2qhoXNVVr3M1GfIssH1b45s3bQZm7wuwAyCbvTUQs2W7Z1AEhh2o3w8OAuVpmJUarrbDy7eWPg8AxZC3C1RVFqhUAKQA+KsMn1MoqhFyAMdwlm1FSUmH7qEkQl9ewb5KVYmescmiNjLgs5IAoJqNMT2u4G3jrouOkA2MdYVv7nrbtXw1IiESSFyrJzuce1M7Kh45DSe2SJyRkAGMr61JoYzp8cnYlDdYDyJCTaBu5mQyiS984QtBDiEU0JhCXyqEcyMbE9qzuZgU82aTUiyGN7JDQ49ruxYzgk1/d5FlLY3GVglrm0AzvNo0OMUszTIlJtsQiWk/asgjs0ZURlvf1bbA01KG4kYAQHbxAElUlek9hPTZRPc151lQZEsJk2MFkM3NdbeogxM9NdjaBeFkQPe/Vj8nB5O67xWSQZ/sWojHfsShAg/wMaBgf16N2qRmpPHnujfRWumIkfGsNDkP23WEMSItarZruC0UBsQADw34CaejN9F4fudnw6c3E2EPfbuRDkTXaTTgw3nrxPj27LwmKd6kFZWGw3utNQrSg0Ub77zd4i9xbFO1eU7R1MiAd4NZW8BuOUBpfAsqpXA6Lq0YN+Brxl4wv0/JuxtAdkhotY7clh07YBktKzvfiJMPPwCjZUE+bN3pQLiQt+IYgXAyEIDDUOEr6JY7R8hOtrzeAnTde4NQlbIgQ/Z7DiMDPiuNP6fT40WwLYgbGhrwfHMGvMS5nyuzUuv7LkJpBL7s0dpSq2vAszymxBo1EvbLeDzXR3hCOK2wvQxCoQFf7TYSvtsn1uRiU0tciCEheJOWWBgKrwGgetSHtJ3Y9Yi1M/BFjmkqMuAUtUKZAR+wloWZM2WyRxoUrVKphG/Os2NszOr4s0N2W0T7SkWQt9Z4PCoAmgZo5o4aUnARidMJ9FVbgTYo5hOWDgNeZ2UgoJKOBVlPGl4FgsxbROCJBI3xsmtJlRKTrZaC2GAcgR9PERA5FZOUrob3OEU2WD9FTgXHuN8b2GXLGdFy9B10lqQCQKXozbMs1+yZpsVy4JjGOXJybAhpMbwdkiKMoW830oHQGIEHUFU1DhkKrzZ4oFmGheQiqjJZ8Sq6wHrmZW0HlRAr5I8isnYReBsDnmWaqs1zSsVF1DAMlAIu6TDrGjA1Fs570atNlpeURzoNkFoDfkdfUMOpp2jh8Bpymao91J7e5DolEXgNEkgpmHr0BVn6ngMzJKvWK5qACmlsrdZuhtRUtQuEjSwVP2G+5BgOSaH+OelNNJcOzTGc4frJgIHMu38mmjHg2wKFJamAlxH48WvamzB2mDJgMD8zyZPvj/COyIAPAbQa8MSmR28QMCBQ+PEFd1HXLFx24L44ODfD8TEmx7ypKyQ+bARaIehorBOs6qI5hjP0Ltd/vhqF9woanCC1lAMuZxVMrsX0hL/CXM5gUA6frp4tOgHAckB55NkhMWBgT6BjGoUMWKh/72lUyfcDwlBiwDMSUAhGJ6I3kUdSSATy3e1GtjTgeZSJ9/fDnsLInkO3jvZPjMCnpWRDu9vp8eb2ZVZaAEoTTi27bDmvoDUCr+uAF7rick1W6oyk+f5kvyyd521vJvw79r0AXaNr0z+KHsIIPADEeBmzU9Px5QPm4ey5ZeTkAnoTzienSYo314P4sBFohbKHvW7bBccQ03Q+0UaMCKiq2Nv1im8FGs5hLeXAI/CNBrzIieiWw9jahuINDieOG/Bl/4XPzCA7zdrEscDuFuS0W0BjwrmuTaRCRJB8MM8JA4L9spMD+e52I/MWz3WFQcmH1qC7BhQADGDTxWRim9Ss1Fhq1Nuk89PSgG8qAh+MAa/rFJs1Hjgf5Jqgx/S4ucd+VmrIOhslInRQfKd3DrQa8CSkitsX7JfG5xcQTK0R6+hNOA+dTYp5I0Gsh/R8jUJDBB4w32gIrP3iI3HVKLxX0GbAayoQZNsdkWtMAZ4a6wbjtYBaE9Aa2QEAwvAg5erGngyF6Nz27QJgMC+S2GhIynfUkDqmJ1IhQtvKBpphAWURO5E1vq5WJVWkoqNY8d7xXtYYECkF2GhsCBP+XNsDfpScMgyZc5/tJ1sa8O73LnZ6NF5Bo6bUKMRoLmwRjiEQWAFpMYWUaG7A84yO2Snv9R4i2gcdO/YOR9PovAyaD+qszWA0SWWlAuK8feSJAeOZAr0W8h7hZUoMeJEzXuScGPAiRzytzQtrdwZLAjRYjLIhpsVDmppLswHPikCp6sQkO23at/lNxaAusxJcuZEawtIwI8qaCAwOIaht3L6poaYMxaBYkJ1u+LrMWSwIJQ1Fn3RNVKELpGztXJsYgc+IjWNjwKA34V5kUDJZV4HmDPjW+7k3B60lqQBAPNpTS5yIGQl7ccMeJUTO3QhbKNxtdh46rQY8BX3DR3G6qHXJGVshtGYJe4uxUoEOYSKRNT6PooP0L5HVDaO+7aI0TN+zHGRkWTRIs5wWD+cGLIyaH04hjAAUCwA4YPvOoIdTT8Hgegco9qlS4qgpazwAUs1WCACOIZiXmRLIdzfDwTljR6VsNd2UKhj2yYAfRgYoWKe/8xNU2rOy8XPSm3DfxUOyKCVQ+GZU6IPRZyCUitgB3q3FMiehNxHuEs4I99C32+xAqI3Aq+GOKE9kesI+PWhyzLtWGmo53OerGHA9tFPMIgWioxR6HWIbWtWYUYgMeFcYXYtp8TAK2NG9MQTLA4USoKYAPZiNtRlkd6HxtXxwYyyHvNRplPJoy8oAM7sWZOmIwMd4Bfum8obdaGTe3FlECmUMF/2ZHwuqAjJsrSraWANvvJZNbyKJyUrMT3Yp/MoyrGeBEDtoDYgBgO5ZBJ7HjGQUXe806L3TOwiVwt7CAKBW6NrQznCwqE1SvPNSVirhjuxU9/XhHiMAiCYpjwJrfz+KnOahuA6LMoVtxnQfRJrMECZkQ0ichK5QCth5t7nyA53hAV0FGQrfbyDbdzW+NjgcwEiqVLTwnSMjxiLDAa7D89LD4B04ToMmLSXAMrphFp5VBJ6UtWoXBx/IV2RgMG/5nol90jOSscE/I9HoFLPDSgtAmdi/zgaRFcEgmLWQbgPem2c5IciYHAtuTo3wBnrv9A5CU+m8DLQZ8NPiww094icyJeZhj3AKBM4IBQJOZkqpAmt/7UROg8B6FN2j4NwZEWTNoDRhQxpWATuA7tpKfUQciWwJRtndkvxQYxp4f3DjLFNSGjY4LAAMCxJga0ORUzE7NTW4ATgkI1bvr1nJRi++lUPXz3ObL4jA4ABgYfjWGvAiKyLGGw9Q5lTkZPua51qsDXhXh7JUtPcajVJRaADQPXIe7puKgWeCEQWN8A46LccOg1YDnrae1xKnoUcxX9REVsSctLUHvBVoUCinoc5XNIm0O6mB5xkdCu+NAU+D88OIILsjTFQqnhZ3X7vpF7R2CwEAfbTTwPZtwQ7EjLrWdhJQcB9BbNtQKHFM6wQgQjywXvCjLMiG95kdJS1V57h9Uo3GumyqiSJBh38lAoPDwshFNS/1q81YykhJyyh3byLj6vslizR5hXfnVHWyFnsF1RF4j9aYOelwlqVFtAa9d3oHoVboS7sFgEqZvtunN5E2/du8zDRP67ZKRmJNIYPoFBjwJpECwaCnuBEc402EN8hU9FYIMmLBs2rdJnRqSAXsgM6IwIcVUus31YI1CIsqPddZE5LAcLAlJ/tlC7aZbUEzqtY+PZ6HMEEEVeJN1nxdgsr4Z8CrOlN1yOjm31krYpeRrMULexPu1iOrOnfFZdmZlaK919CqKQV4JwzdowTnEI3wDnrv9A6CVgO+XKRnozNKb9x8YVnU5e1iXRwO//mioc5XNDHURQcp9F6iaXSqvGoBGiwMGIg16ZZhFbADAJ0iw24iWtgF+PprLHifVL/NKFLkmNaYBMhQsLWtcb6CGYnJgY7BjszI1MwxBL2Jnrq/KWbtzjQBFfjbF1sXEpaaBjyjjzlLspL1erOwqwCecf4sWbVXVcycHKbHCjICT+d+GqDb+RDhP9HdEgJoFbGjpW94Lb0JYwNBYAXMzQx5+t1FChTKqTDgzSLwLpVy241X9WteE3Q7SGFEBEvmZHTJ4RXa0Si9vgCghVyckmzfgdHaX1IIsFaT5aFStIkukRiwx7pu2g/2z5pntoWBtDRugM5KJuv+ZtqvXGNR9rksSmMTgE3d/ahoYMbK4gYQ4yvYv6vX8Xdbifm5LTsL0oBXaXa0Ujz2CP+hZ6XqYGiNwNOQEj6RnDIMhW/0qs/PTPe0vRgAFPPhv85h71UPmNfqmUXm/UINeZcBM4LeNIwKHk2NdwWmXOwEWrVKAAoi8OUSoI8YVoPBpYQTjo62aKMUdbnaPoQEO+4F2dbU3rrlrKefzYjj45tV0ylW5ESwZuJeFaCk+ptVVUIcpGgd7RbGDHj74x0+yfn4JVMtAEDm3GVGSSadYvxAU8O7hthBazAvIhiiuyUEVMp0Tjg0tsxiwGB6vLvh9YUep88DAlQKFhYaDHjRZNZyWgPvFWol/OfOiKDFKEfb/00NsYAdQHd6o0ZD/X6pamyQPYOBDYEEqJ7dDPnyiDPaom7aDzJSERkpZf9GA+JCDDMSzRnwHMNhfqaxNVwtEidB4ccN0Onx/FgUWzboCz8KKRMUVX/vh5KmALa94KtjN+sBX8s+yUFL4d5arAx4lqlmSDklyHI2ug14CubpiNBA746kg6hYz9ehpVSgc6LsTdQbCgIrYJ7H6fO0KJTTEGUUTdY4s9f9ohJw7W6zBO31H1UsnhZiATsg+PPUCioJ/71JBlUALLBnd3BjYOmKwOdHnB4IQeu7HqU5A75HziCnNOf8zEopTI5ZzxsZqT5lnmd19MYnAQBkK4dNSUWx7K9TdrgigeSty4jGI/DONo6H9fTYvwmAzFs7BBTeeTRftmhJ5zVUz9MUjz3Cf3y/W4aHrSengkH7GF3XUSo1TlZG76URGtXcAUDXAYRc3diI3kS948GP9Hldp0PgjIY0cNFEEVcI+DEKOpLdLEGPW2RHDfgAG1o7gObNFQ113WTXIKDHRxeWQNBZOhytowwMj6y/IXh0epTmBN9yioIeublgQI+SQk62TjlPi43j2idV7QcvW6mlF0vIl/xdD/MlCRiwzkARWB4Kr0DmnNWlH9JTaFDeN0KyOZ4bA14MUI+G5gg8rdm4EcHg26r+yCOPYNGiRTj11FPxkY98BJs3b677++7du3HCCSfg+OOPx+LFi7F27dqxzy1YsABHHHEEvva1rwEAyuUyzjrrLBxzzDFYtGgR/vd//9evn+EBbJD7lZahoW/4RHoTw3W1tl6rzwOArtGxMQzamHOCxBob8Gap9X5RLobf+WFEJWAxSpHjoPAKslK4HbI0pzdWaOhhv3MHUA42Aq4zdMzTo1RUBhAU27ppP+ixUkGz+pwiIKc0130ip0joUawj0RkDtfZZyer6L/HmczYpllHwObgyUBCrehAwvw95lkV2QlaBFTKn4oDuGbbvMxXzG0Hhne/1rHrKew3VjlaKxx7hP77dLVdddRWeeOIJrFy5Ep/+9Kfxox/9qO7vt912G44//ni89NJLuO6663DdddehUqng8ssvx7PPPovXXnsNq1atwosvvohf//rXSKVSeOWVV/DLX/4SV1xxhV8/wwPo3PSPQggdkeVaZE5FTqnW3PmhPg8Ams+1dM1CQzaIaFKrJ1jU8PlBuRj+c2dEOeDonchymBoLt4AdQK/YKADoOgX3pq6DbAvWiaNSmFFW7QUffAi+R2nOiZCTCbKSu5Zn459lIXEqkmLC9D1pg9qq3kQePMNDtlBLJyUdRPf3mS+WWYCTAN08m0FgOWQkd9kOh/VYO1ckTgID617viove7jYC+Z5C8zxNY2eniODw7W65/vrrMWvWrOqXGghc/PGPf8TSpUsBAKeccgpWrlyJN998E7NmzcK0adPAMMzY67XvPeyww7Bu3TpUKuHtH2wFCbs6sA1Ep2/DAwC9iQwAf9LnATrE4QA6IvBmBnzQEfhigc7FtxKw40HkWEwLuYAdQHd6Y5mGCDwA8uGGQL9fpUSrpBaNDb4XPAD0KM11D8gpZbAM0CW7b0XXo1TXgh6Lz2akxudWYHVMS+QsDHgWJCBDUBeTgIXDv2rAu7tPexN5TI2b18JLDsQbFYtshcbjOX5r21EpnqdpXmMi/Me38O8FF1yAUqmEW265Bb/73e/w2GOP1f29r68P2Ww1KppMJjE4OIhdu3ahq2tcQTOdTmPbtm117x19/8DAALq7q+riK1euxAsvvNAwhvXr1yOb7Ue2+Y4lbadCsbcQAIaHNSSb064JlNyIETg37s/5HxwMPsXRCXkKxskTY2cdowerBjk8ZB3BCCuFgPf+ermErkT4DczCsAYaNT8AoFjW6Uj2CriebGjYXb/rMDBQ5NBV3A0WwS7EEqchwcUwpDmfUHiGR0osAmCQYHhsd/mdWTEPAEgw5ut4jDF2LEzmRZCKceaCpgooqMHci8OqAGGgBMVEXF8rV6BI7p2uByTj2JLfYfg3zkGmAXGjtqwF1wrSQC6LGkqFYPcQ/f396O9fH+gYIpzj25K+evVqXHDBBVi2bBn+/Oc/QxDqN0KZTAZbt27Fvvvui8HBQWSzWWSzWWzdunXsPbt370Yulxt77yhDQ0NIp8c9sMcccwyOOeaYuuN///vfx+zZswEEp3BrBG/RxoQGBD4BYFfQw3DN3ByPZ7cLWDTZn8wNnjVP8QsThAKxvaSs48gp8/Di1rV1rysBh+ArlNbAqwFnXaTiMezbFX7DiVCiY2GETqFWSRBwovPa4rDAiF1gh9eiWjcdbCr9lEQX1u1xbsBPqimdmZFNY/3wNsefTYspKAIZ+WwCr+8xfl9PwtgoWjBJwZZhAGgUjeMYBZwczDPDSl2QGfP5mmQsDgAAIABJREFUMBlTMCXl/lp/ZLqO53dIKGmNFm5Cjtl+visZA/qdfVdSFlyPr13oFIvYBb0WV+2u2QCqAc+IcOPLjpcQggsuuAC/+MUvcPXVV48Z76qq4v333wcAHHvssXjuuecAAE899RROOOEEHHDAAdi8eTN27NgBQgh+//vf44QTTqh771//+lcsWrQIvIv0njBBKGjvY4UWgvY1zTApVsCB3TN8SZ8HgHIp/BFGACgXw7/4MSD4+Mw8zpu3AAo/XgtollrvDzxUSjcO1aBncM9xSmSQkYJPAbaD1nafAFCJxJEcUdboW8+GKyPCfxZ1037hVom+Rxl3bOdkd/doThl3tuRks84kAuKCsSE5MzmMOG8yZ2s8KgE5s4skBhTMjV+BZZGV3QceRE7FQSZidpKFFsAoigthOokPKpOPoXYdBoJfiyPowpc7ZePGjdi8eTMuvPDCsdeWLl2KL33pSzjyyCOxZcsWXH755TjttNPw5JNPYs+ePXj00UchSRKuv/56HHXUUchkMjjuuONwyCGHYP78+XjggQdwzDHHoK+vDytWrPDjZ3gC0ekw7MxQKTXgGRCcMN2/dCVaFMqLBXoWv/2yA7gkNhX/uS6PTfltENjg0v8JhbWztRAigrGI+njJrGQ59AJ2AB0Cj2aoOgMwLEAobnniAxVKtEpqyZdFgAGgClbi5b7Qo7jbz+RkAUBx5LPu5u+crACoOv5yJkr0aTFpOrcIrIZ9UyaGssqgHJBAb6Eig+QLpjOiwDJIi82lqB+cY/FXgzqFqhaAdcRccbGFkXwKjDRCxz7LCkKEwNbiCLrw5W6fMWMGtmzZ0vC6ruu49NJLAQCTJk3Cyy+/jB07diCXy4HjqgvBhRdeiHPOOQelUmms7j0Wi+FPf/oTtm/fjmw225COTxM67QY8xa2VUqJ/ITVaBM6qAjAsADo2+lmpiAsXCvjDhnkQ2Hxg46CxG0MdhEdQNnRGCq5e0jl80OXZrcOJgErDuQ4OWsT+ahkYFoE4gDIbAgPe3UOSqwnYd8sFMGBAbNTQx79rfPuaFMqQORnFCbXXaUkBLI5nOvdUgJIazJw+XJaAwUEAxi0VsxIHoUkDeXoij4QQx1Clfq2UOPv7PiupmBafhL7iQMN5nojosEd926FcFLoK/U6ICH8I9E4pFAr43Oc+N/ZvlmUxefLkhvfFYjHEYo01OpMmTfJ0fH5AvQFPgWp5GChRYsBXETEaFaEBntFx2szgjHcA0DV6nYgAoBMe0ZNsBf2bKsLyFOQ5BEuRwvWsUOKAlAhS0sEELLXiVok+J48begKrIyOl0F8yKWaf+NkJzoIeJYMNQ1vrXstIMgD3rQlJWUMhoDl9sCgCyKPqlWnMSnDrJKmFAcG8zGS8tqO+vlni7fcnk2PDuGQRD6AL+YqIXUURO4ssXtq2E1uHd469j2OadzC0CumAVYzoPBj6f0aEDwRqVcTj8RFhub0X2g34Spn+ja0fFPP0GPC0tgYMEp1igTMguuZ20N7uEwAIS/c96gdFSjPKdCFpWTftFzKnIuVQCJBjOHTJ9QZ/bV27HTm5PoMupzQGeTJik/uToopiKZg5cajIAQwHEGM9gR6TcgGnzM80zgOSi/p2AIgLZcxMDuHQngFcskjEklkLEBeq51900JLOK2jXlAKqKfQREU6gx6roUHSd7ktQLtE9fn9gUBym5zxFitXuoVULYhSdQvEuP+mETRVhomtsCcOiTKnYn84lQfLuI81e0KM4a2fXJafBMfXp7T2yMxE8hVeQEOqF3HIGqvFGPeCdQAol5EvBPC9EZ0DEBKAZp/ArfGudc+akhsFPmAtkrvn7nmWAwyYN4GsH5XDC9P0Q541T//2gExyttAf1IvyDztWqg9AprLmrpRIZ8A4QqaqfjaKx7tEqdEc39eiaW0J0+o1fwkTX2BKeXh2LMhMDBoeCHgYAoMcgEm5ETm6MtucciuD1yOnG1wxs/7TY5MJbLKEYoDNH4xOAR98vcir2SdWXqkpt2IaKnIoTpg/iwv0br41vdEAEPjLgI5wSWV8Bo6l0X4JSMZps7CA6XcYd7fXcQVCp0L1x0NToObaiEyI7iAx4SwgbXOSwVUp6DMgPIQxaDTnZoRGuNDpMJta1m36HgZMgZ9BaLSM1F60mJR1ED04xQmUSICXvuuTMz9Q7TxxeMkeYte3zg04wfqNsuAin0G09dgC0R+DLFLUdCwo9oH6yzaJFC4hraBdz1CgvAfCaTthU6ZEykiU6S9c8XUtBG3E+kOCdEE5F1nJK4/azR3ZW351TjNLli+DZ8eeUYzgkhGbqxUXoCNbZVSIxoOhdW9T9MvXnReIoShG0gFBekgrQbxNE+Af9dzvlaBrdBjAt7dGCRDOpZQsrkTHnnnJA9ZLtQo0i8JboHZBCr0cReEtoFvkbLo0Y7mrwv2GSQyX6WgX6URS+MiaGZkWP3LhvYhmgW86M/TslJsA2s70iInTGWRmAVxQ1Bch71wkmI5UwSeke+3enGPCdEIGP9l8RTomsr4ChPYW+Ugai28ga2qJ3tAuyBUGZ8lIS2uchr9E1+s+P1gEtlrxEC7qJegsMFEfGHoK5W+FVJIS47ftysnGqdU+NEW76WcX4szl5vI9eRrIfgyGaCJUJ1uk+XJFAhrxtjTo/M27Ay5EBHxqitTjCKdGdEjAqpW1r6qF34+MHaoWuyJfWEfekv5SLdE+lFcpLALymE8pKOiGLwEs0iiPw+QIPMCxIKRyGWI9iLWSWFlMQucYIPADkFGsleoEVkJGMU+Nr6+qrPeCbQGNRgTM1fK8YKkrAwCAA7zI059f4SSTeu3R9P+mEFHotSqGPcAj9dzvldIK3LVItt6ZSpuv8qJS2UgoS2ktJomtuTSdsqrQQCJyFGZXQa8DrBCBiEigYG8V+Y6dEb9VqLidb36fdchoMjAXecjWp9elme8BXWJQDFp4dGOYBXfVU06A3MYQYX3VUSFxnGPBaB2RKRWtxhFOiOyVgVJXuGngg6htuB23RzUo52ui7pThM91Sqlukev9foHeBo1TpBSd9DVMod0RqfABn2rm7aDT2K9RqSU8wNU6N2cPV/T5j+LaeMOzAyUnPPLKnoKGnBigGqGgvCxwAPBXBZBpibngKe4cEz4cjcaJVOEIDrjKzcCD+IduoBo1boN+CJJiIqrzSnUqTrMRvopzcSFRQlyrsxlEv0G6he0hGRnQ6oD/USlfIe0iqTAN+3EeiZ6d+XcgRgRua+2B4A1dR2OyV6qyi7WX37+GclAGY18EWwDAud6MiITbZhK6oohqAtqC6kwKmCp3ur+RkJ7w50znrfCVolUQQ+winBz1J7OVoHPKyazkc3kgUlygTOtm3gsWBxFizXH/RQKEGCTnkAoxIZ8JZ0wqYqisBbU9LojsCXSAzycB76a28F8v3MfnPBTKka8JMU6/ZtPYq5cZ0Si5A4CSXN+Bg5xdxZyrM60mIS/aU9SLvtAa+nQDYD5N13UVDnufusB2hcHEIZgId6enMzw4hvDrbev510gqO1EmXDRTgkulMCplKmO3IHRG0v7CgV6Ns479raG/QQqIF0QAlJKTLgLemEtMYoAm9NhfL026IWrCFG3lkHqF0AgBhfQZw3r4PPWRj4DBh0y+YieD2KdZ1/j5ICy7BIiQ57wJMYyJYM9D+/D/LuewCAfAic7mXEoX+4CxjqAbQ0vBC0kzkV82rU6GmnEzSlIgM+wimR5RUwnWHA02/AeEmBwvrodW+m0DOdBxAOUaQwowcseNQOykX65yEv0TpAq0TtgOiUl1RCkDbdCvlKsHXbAKCv3gX2IB6Ahh4lg/zgcMN7YryCOG+dJt+jJLA5v73hdZZh0SVb1/nnFBnbhhPgmNooPwvkuwGt/jkmRRVk7XpArRFxYzgUQ6BbU9QVJHbugL5zR/UFUQIzZRKQjYNx0uCeBZDYDbNyg1EO7G6y1CCEdEQEvkT/WhPhD3SvWB1AJ6RmdkJ0ykuKw/RNyMVhoJDvhRJ/P+ihhB5d6wAD3mGwam+FNiFKI9QOaLHkJUXKM8mGigIQtC+9vw+kfwGY7A70KDG8P9j4lpxNizkAyMnGPyQrpW0F13pkDmmpNvrPgmxKgax72/Z7AYAI1gr6fjFcmZA7Xy6BfLgB+BAmGvwGyArYhTOBZB8A4/M2JeZtv3k/6QRHa2TARzglWtEDpmztHKUClfLIhbewKFHaYmzDup6gh0AFmkq/AU90BsHv/sNLJ6Q10p4i7jVhiLq2wmA+HPMQeXMNoKdNleh75LjtMXIm1QA5Jengszoy4ugBGJDNKZB179p+bhSdC4cBny+1IaOiWID+6jvQXysDxc5fzzshhT5ypkc4hf67nWpY6B2QodwJ0SmvIMRDBRqP2bRehK5ngh5G6NG0znBgdUItv1d0QreQihrN01aUKc+GU3UGRLA3jj1H16GvK5oK1eUU+3nGrM69R7Y3anuUEjKSAICpRt7XOjfeAUDnwiHqNlho43w8sAf6/70N/V0ZnZx42wkZreUOKKuN8Af673aq6YyJtBOiU15BswEPAH3bpgc9hNCjljvD8I0MeHPKHZDWWOmA+lDP4CXoHVAKrPP2EWpf2LIZOZNe6jkLBfpRslIRHNPocMop9vewzFUwPcGCbE6DrFtvP9YJqAheSwAACiUO4NqcVbFxE8jGcGQYeIHWAQGxajZcZ9gGEd4S3SUBQijvOztKpRRFdsygXeBs3Zsp5KZyADTb9+6tdEoJCdGFyKVrQifUJVY6IL3UKwhHt6N1FI1LeNk23BXxd97H/5faF9qEiu3JRAaGraPcHICjUgqGJ1hkvZCBYXsDe1Z/AeRDd5H3USokHAY8AOhiEmxhV1uPSd59D0xyPyC9s63HDQOdkCkFVJ3pDNMB3ogIT6F256lpGh5++GFs2rQJZ555JubMmRP0kNzTIX15S8VoY2iGTnl9dGGIRXF4OuTYh0EPJbR0igOL6NQuB57TCWmNFZVBtRVVB4Sa2wxhO8OALyGG0Kw4pSJO27G58fUdW0zk1Oo50ehFh59tJZeorIfIgGeTYNFeAx4A9FXvgD1iASDvaPuxg6QTUugBAIT3omtgRIdB7d1+9dVX4/HHH0dXVxdOO+00bNq0KeghuaZTIvDlyIA3Re2AFnsb108KegihplzqjOdYiwx4EzpDqwQAwNE/H3lBxxjwWuemR/uBGpuOzQP2Kvl+UWa9u576K+8CHaZxo3aAoxWIytkinEHljq1cLmPFihV4//33IcsyNmzYgAceeABf//rXgx6aK0inROApVVn3A61C/0S8Ya2EOQtTYNiBoIcSSsqlzrj/9Q4R42s/9D/DoxBWBKN1QOuTNqMxoYlbt0RD67EIR+hKDhsqB+D9jamgh1JHXk0hxrAAcZJ34BK1An3VDrCL0wAz3P7jB0ClQyLwnRLci/AWKu+SDz74AFOnToU8okg6b948PP/88wGPyj2dY8B3htfTCyplKh+xBvp2zED35L8HPYxQUip0xnOsRW3GDOmUeRoAwHbGfNRutA5x0uTLEsV5lf5DpBS2sQdhzZYuT2zkVlm9aRJE7gz0pIeQi+1GAjvAl7YBWqU9XzA4AH21CGZaDozEAIIOcGWAHQaNujdqmaATcs91nQ+NlkVEeGEIIdQVxL3zzjs499xz8dprrwEA7r//fjz//PO48847AQArV67ECy+8UPeZWCyG4eHO8DJGRERERERERERERES0m4ULF2LJkiVBDyPCCkIhAwMDJJfLEV3XCSGE3HTTTeSWW24JeFTh4Kabbgp6CL6yt/1eQva+3xz93s5nb/vN0e/tfPa23xz93s5nb/vN0e+NCDNUJlslk0kce+yxuPHGG/HSSy/hl7/8JT7zmc8EPayIiIiIiIiIiIiIiIiICM+g0oAHgHvuuQc7d+7EHXfcgTvvvBP77rtv0EOKiIiIiIiIiIiIiIiIiPAMahVturq68MMf/jDoYURERERERERERERERERE+AL3rW9961tBDyKivcycOTPoIfjK3vZ7gb3vN0e/t/PZ235z9Hs7n73tN0e/t/PZ235z9HsjwgqVKvQREREREREREREREREREXsb1NbAR0RERERERERERERERETsTUQGfAcwPDyM1atXQ1XVsde2bNmCvr6+AEflHy+//HLQQ/CcSqUCAFBVFW+++SY2bdoU8Ij8o1AoYO3atXX3dyeiqirWr1+PN954Azt27Ah6OJ7T19eHtWvX1r22bt06lEqlgEbkL3vTvJXP57Fq1Sr09/cHPCLvUFUVP/vZz/Czn/0M/f39uOyyy/DpT38aTzzxRNBD84w333wTl19+Oc444wycdtpp+Kd/+if86U9/CnpYnvHGG2/g7LPPxrnnnos1a9aMvX7RRRcFOCr/eP3113HDDTcEPQxP+c1vfoMnn3wSu3btwsUXX4wTTjgB119/fceuS/39/fjhD3+I//qv/8K6detw7rnn4vzzz8ebb74Z9NAibIhS6Cln9erV+MQnPoGuri4QQvD8888jlUrhO9/5DubNm4dzzz036CG2lR07duBvf/tb3WtXXHEFbr31VuRyORxyyCEBjcw77r77btx55534y1/+guOOOw6iKGJwcBCf+tSn8N3vfjfo4bWdvr4+LFu2DGvWrMF1112Hm2++GV1dXSgWi3j66acxefLkoIfYdn7605/ihhtuQC6XQzwex65du5BOp3H33XfjoIMOCnp4beeRRx7BV7/6VaRSKRx88MG4//77wTAMlixZgh//+Mcd11Vk3bp1eP/99+teG5235syZ03G/FwCWL1+O4eFhXHPNNTjllFMwZ84cbNq0Cd/+9rexbNmyoIfXdq655hqsW7cOXV1d+O///m9ccsklOP7443HllVfi17/+NebNmxf0ENvKmjVrsHTpUlx11VVYuHAhGIbBpk2bcNttt+Giiy7C5z//+aCH2Hb2339//L//9/9ACMHNN9+MF154AbFYDAcccEBHGjyXXXYZXnrppbF/5/N59Pf3o7e3Fz/5yU9wxBFHBDi69vPqq69i+fLluO+++3DDDTdg/vz5OPPMM3H//fcDQEfut04++WQsXrwYb775JtatW4fvfOc7SCQSuOaaa/DKK69AEISghxhhRpBN6CNaZ/ny5eTRRx8lhBBy7733ki996UuEEEK+/e1vk/vvvz/IoXnCqlWrSDqdJqeddhq55JJLyCWXXEKmTJlCLrnkEnLHHXcEPTxPOPTQQ8nQ0BC5//77yde//vWx1z/+8Y+TDRs2BDgyb7jhhhvIjTfeSHbt2kXmzZtHHnnkEUIIIb/85S/J9ddfH/Do2s/GjRvJoYceSnbv3l33+l//+ldyxBFHBDQqb/noRz86du9ecskl5O677yaEEPLJT36SrF+/PsihecKvfvUrIkkSOf/88xvmrSeeeCLo4bWdTZs2kRNPPJHouk6uvPJK8uCDDxJCCMnn8+Twww8PeHTecNRRR5Hh4WFCCCHz5s0be/3WW28lK1asCGpYnnHnnXeS22+/veH19evXk9NPPz2AEXnL7t27yQknnDD279tvv51cc801hBBCFi1aFNSwPGXt2rXkpJNOIj//+c9JX18feeaZZ8ill15K+vr6SLlcDnp4bWfFihXkRz/6ESGEkCOOOIKoqkoIIaRUKpHjjjsuyKF5gq7r5NBDDyWEEPLee++RU045Zexv5557Llm7dm1QQ4twQJRCTzm6rqOnpwcA8MUvfhGbNm3CX/7yl4BH5R0HH3wwXn/9dXAch2OPPRZ33XUX5s6di7vuugvLly8PenieoGkadF1HLBZDd3f32OtdXV0YGhoKcGTe0N/fj4985CPo6urCnDlzMHfuXADAjBkzOjIFt6+vD7Nnz0Y6na57/ZBDDunI3ztKV1cXAOAHP/gBfvKTn2D79u0Bj8g7zj//fDz33HPYtm0bPv/5z9fNW6effnrQw/METdMAoG7ekmUZhBCQDkz8mzNnDh5++GE8+eST2LhxI15++WVUKhU8++yzmDVrVtDDazsLFy7Egw8+iPfee2/stT179uCnP/0p5s+fH+DIvCGdTmP79u3485//DFVVcemll+K5557DM888E/TQPGPu3Ll46qmn8P777+PKK68EwzCQZRnZbLYjI7Mf/ehHcc899+D//u//cOaZZ+Lee+/Fnj17cMcdd+DQQw8Nenhth2EYsCyLlStX4uGHH8bbb7+NHTt2oL+/H2+++SamTJkS9BAjLKC2D3xElU9/+tO48MILcdlll+FrX/sa/uM//gNLlizBtGnTOi5lb5SZM2fi0Ucfxbe//W1ceOGFHWnE1nLFFVfgqKOOwrJly7BixQrs3r0bfX192LNnD/bbb7+gh9d2zjrrLFx88cU47LDD0N/fj6985Su44IIL8NOf/hQ33nhj0MNrO4sWLcLOnTtx/vnn4/jjj0cqlcKHH36Ixx9/vCNTjQFg6dKlOPnkk3H11Vdj6dKluPHGG7FkyRIMDw8HPTTPOOKII/Cf//mfWL58OZ599tmONGJHmTZtGhYvXowTTzwRxx13HJYvX45zzz0XL7/8Mj7xiU+AYZigh9h2brrpJlx55ZUYGhrC7373O5x99tno7+/Heeedh6OPPjro4bWd4447Dl/84hfxyU9+Ehs3bgTHceB5HmeffTa+//3vBz08T7jrrrvwzW9+ExdffDHOO+88PPDAA7jooouwe/fuoIfmGTzP41vf+haeeeYZ/PM//zNOOeWUoIfkGXPmzMFdd92F7373u1i1ahW2bt2K7373u1iyZAluuummoIfnCXfeeSeuvfZaTJ8+HT/60Y+w//77gxCC733ve0gkEkEPL8KCqAa+A1i9ejXeeOMNnHPOOQCAjRs34r777sOpp56Kj3zkIwGPzluef/553HnnnWM1Sp3KBx98gCeffBIffPABZFnGAQccgDPPPBMcxwU9NE9Ys2YN3nrrLZx22ml4/PHH8dxzz+HUU0/FkiVLgh6aJ6iqikcffRQvvvgihoaG0NPTg49//OM49thjgx6aZzz33HPQNA0nnXQSAGDVqlV48MEH8fWvfx25XC7g0XnLz3/+c6xfvx7f+c53gh6Kp7z22mv405/+hO3btyOdTuOoo47C8ccfH/SwPGXHjh3YsmULEokEpk2bBlmWgx6SZ2iahjVr1mDatGkQRRGKomBgYAADAwPo7e0Nenie89577yGTySCZTILnOz8etmnTJnz44Yc48sgjgx6KLwwMDGDLli2YM2dOR1/fSqUCQRBQLpexevVqTJo0CdOmTQt6WBE2RCn0HcDChQvHjHcA6O3txbXXXtuxxvsrr7yC5cuX4+abb8YRRxyB+++/Hzt37sRPfvKToIfmCZqm4e2338bixYtx1VVXoVAo4JVXXsGWLVuCHppnzJ8/H0uXLoUkSTjttNOQyWQ61ngHqiJn8XgcN998Mw466CBs2LABr7zyCsrlctBD84SrrroKmzZtGjPegWrJwI033tixxvvq1avx0EMPIZ/PI5VKob+/Hw899FDQw/IMVVWxdu1abNu2DZVKBfF4HDNmzAh6WJ6xfv16HH300TjyyCNx2WWX4R/+4R+wYMGCjo3cDQ4O4vDDD8d5552Hgw8+GO+++y4A4MUXX8Stt94a8Oi84Re/+AXmzJmDM844A//6r/+Kj33sY1i8eDF+9rOfBT00T3j11Vfxhz/8Yey/Rx99FD/4wQ/whz/8oSO7HL366qtjKvvPPPMM9t9/f1xwwQU48MAD67oOdBK33HILTj31VPT392Px4sVjWRb//u//HvTQImyIDHjKGVUFNfqvEzf/27ZtwznnnINDDjkE69atw+WXXw6g6il96qmnAh6dN3zlK1/Bbbfdhn/5l3/B8ccfD57nMWXKFJx++ukdeY3vvvtuLFu2bOy/Cy64APfeey+WLVuGp59+OujhtZ3du3fjzDPPBADccccdePrpp7Fs2TJs2bIFX/va1wIenTe8+uqrePrpp/GFL3wBGzduDHo4nrNq1Sp86lOfwlNPPYUTTzwRt956K4488kjcd999+PWvfx308Dxh6dKl+MMf/gBZlvHYY49h27ZtOP/883HHHXcEPTRP+MY3voFvfOMbWLduHVauXIlXX30Vb731Fp577jmsXLky6OG1nd/+9rc4/fTTsWrVKvzmN7/BRRddNKZ70IlomoYbb7wRL7zwAs455xw89thjWLNmDVavXo077rijI3/7ihUrcPbZZ+PBBx/Eww8/jGeeeQZr1qzBww8/jG3btgU9vLYzODiIDz74AADwzW9+E8888wxeeukl3Hvvvbj++usDHl37IYRgxYoVeOqpp/DAAw/gs5/9LJ5//nm88cYbeOSRRzA4OBj0ECMs6NyckL2EH//4x7juuuvQ1dWFZDJZ97fbbrsNn/zkJwMamTe8/vrr+MxnPoOLL74YF110Ec444wysXLmyo9N9XnzxRbz66qsol8s48MADx1qZrFq1Cm+99RYOPvjggEfYXo4//njcc889WLJkCU4//XQMDg7im9/8Jq6++mrMnDkz6OG1nXfeeQennnoqPvGJT+C+++7DD37wA8ydOxdnnHEGjjrqqKCH5xnXXXcdtm7dirPOOgsHHngg/vEf/xFHHnlkR4ojPfHEE7jhhhtwzjnn4LOf/Sy+/OUv47jjjsPixYtx00034fzzzw96iG3l/2/v3oOqKts+jn9BQDkIbcTNIZUgE0EUhp1Z6BCIjKRooMJEDmBCjJinSlNxMkfjkfHUpImUTB7+SBEtSccjSuMhJMYpkBA5qIDgARDaIGc37x+97okHe57eAvbL9vrMMMOstVn3j8UA+1rrvq9VUVGBRqPhq6++An5fW9ra2sqlS5e0d6gNDfXr/kF1dTUqlarLNlNTU1QqFRUVFTpK1Xv+2EBXpVIREBDAzp079bIkJ7EkAAANk0lEQVQvC0BraytKpRI7OzuCgoLIzc3FyMgIIyMjlEolDQ0NPPfcc7qO2aO2bduGp6cnR44cYefOndy9e5cDBw6wbds2XUfrdZ2dndpmjF5eXnp7oVmj0WibJD/5m2xoaIilpSVNTU3d6grx/4cU8P3c6tWrefjwIS4uLsTExOg6Tq9zcnLi4sWLPHr0CHNzc7Zv3054eDjJycm6jtZrBg4cyP3797G3t+8yVa+yshJTU1MdJusdLi4uXL58mYSEBHbs2EFCQgJWVlbd3hzri5EjR3Lu3DmuX7+On58fZ86cYeTIkeTk5GBubq7reL1q4sSJZGdnc+zYMbZs2UJ2djZXr17Vu/WzdnZ25Obm8sYbb1BYWEhhYSE+Pj7k5+driyB9olAoqKyspLm5GVNTU6qqqlAqldq7lPrYxC4uLo6AgAAiIiIYPnw4arWa/Px8MjIy+OCDD3Qdr8dNmTKFSZMmcefOHTZu3Eh8fDyTJ09mxIgRevf7C2gLnBUrVvDRRx+xdetWfvvtN/bu3auXxfsTkZGRvPbaa0RHR+tlJ/Y/MjU15YcffiA4OBi1Wk1KSgrh4eEsWrQIX19fXcfrcQYGBsTExODt7U1ISAj79++nvLyc8vJyFAoFtra2uo4o/gNpYqcHcnNzaWtr09s17/9uw4YNJCUlkZGRwZgxY0hPT2fZsmWMHTuW77//XtfxetzRo0dZsmQJSUlJBAUFUV9fj6+vL66urnrfvO/UqVOsX7+eIUOGcOzYMV3H6TUXLlxg1apVVFdXc+vWLSwsLHB3dyclJYXRo0frOl6Pmzx5Mrt37+bFF1/ssr29vR0DAwO9axjU2trKvHnzuHz5MmvWrCEpKYnHjx/T3NzMuXPn9PIxYzt37mTTpk1YWlpibW3NyZMnmTp1KqGhoSxZskTX8XpFQUEBR48epaysDFNTU9zd3QkNDe32iEh9cffuXU6cOEFkZCTGxsY0NjayZ88eHBwcmD17tq7j9Ti1Ws0333zDtGnTGDFiBIWFhSQnJ/Phhx/qdX8HgLa2Nv71r3/h5OREVFSUruP0qtraWm1fmqFDh3L48GEWLFigt02Di4uLOXPmDBUVFZiZmeHl5cX06dP18kKrPpECXuiFjo4Oqqursbe313WUXqHRaOjo6MDExIS2tjZKS0txdXXVdaw+UV1dTWVlJZ6enrqO0uuam5t5+PAhQ4YM0evu1Xfv3sXGxkYvp8v/Fe3t7ZSVleHo6KjX56ClpYX6+nrt84QfP36st2+ChRBCiL4iBbwQQgghxD/Q0NBAR0fHU/dZWlrq3YWL1tZWmpqanrpv0KBBere8q7Oz80+f925gYKCXU+gbGxtpb29/6j4LCwu9u/jY1tbGo0ePnrrPxMREL5e01dXV/ek+hULRh0nE/5UU8EIIIYQQ/0BsbCy7d+9+6rPf09PTcXd311Gy3nH8+HHCw8MxNDTs9ujH+fPns2bNGh0l6x3Nzc14eHhQUlKCk5NTl31Dhgzhp59+0lGy3rNy5Uo2b96MUqnsVrzu27ePSZMm6ShZ77h48SIzZ86kvb292/rvWbNmsXnzZh0l6z0eHh7k5eXh5OTUZcr8gAED9PbRefpCCnghhBBCiH8oODiY999/n9dff13XUfpEWloaGRkZfPnll7qO0idaWlpwdnamqqpK11H6zPz585kxYwYhISG6jtInzp8/T1JSEocPH9Z1lD7R0dGBs7MzRUVFer1sTx8NWLdu3TpdhxBCCCGE6M+GDh3KCy+88MxMPbW3t8fIyOiZ6cdiZGSElZWV3ndj/yOlUomDgwNKpVLXUfqEvb09Go2GcePG6TpKnzA0NEShUODp6al3j/bUd3IHXgghhBBCCCGE6AfkcosQQgghhBBCCNEPSAEvhBBCCCGEEEL0A1LACyGEEEIIIYQQ/YAU8EIIIYQQQgghRD8gBbwQQoh+LTY2loCAgG4f27dvJy4ujvDw8B4fU61Ws3DhQpycnLCzsyM4OJgbN24A0NDQQEZGBg8ePOix8ZKTk4mJieHWrVsEBASQmZnZY8f+K5qamlCpVFy7dq1PxxVCCCFEV1LACyGE6NcsLS1RKBRUV1eTkZGBRqNBoVBgZmbGqFGjcHNz6/Exly9fzr59+4iIiGDBggVkZ2czdepUOjo6KC4uJiAggEuXLvXIWDU1NcTHxxMeHk5jYyMZGRncu3evR479V5mZmREQEMDSpUv7dFwhhBBCdCUFvBBCiH5ty5YtHDp0iMjISAA+/fRTDh06RExMDA0NDajVau32tWvXEh8fz6RJk9ixYwenT58mMDCQd955h4cPHwJQWlrK3LlzGT9+PLGxsVRXV3cbMysriwkTJrB+/XrWrVvH/v37mTp1Kg8ePCAhIQH4/a759evXqa2t5b333uPVV18lNDSUwsJCALZt28bq1atJTEzEx8eHlStX0tTU1G2srVu3YmZmxuTJk7XbSkpKmDFjBgEBAZw9e1a7fdeuXfj7+/Pyyy+zePFi7fe+evVqPv74Y+D3u+lhYWEcPnyY1tZWwsLCSE1N5a233uLkyZOUlZXx9ttvo1KpCA4OJicnB4CIiAgyMzM5f/78P/uBCSGEEOJvkwJeCCGE3rpw4YK2wL1w4QKJiYk8ePCAxsZGli1bxtq1axk2bBh79+5l06ZNNDU14e/vz7Vr13jzzTdJT08nKiqq23G9vb3JzMxk7NixLF++nLa2NrZv3469vT3PP/88ALa2tpiamhIWFsZ3333HjBkzKCgoIDAwkMePH5OVlcWWLVs4ceIE9vb2bNq0iZUrV3Yb68iRI0ycOBEDAwPttuTkZFQqFSUlJcyZM4e2tjaOHDnCwoULsbGxISAggJSUFOLi4gA4d+6ctvBub28nLS2NgoICOjo6SEtLIyYmhl9//RUTExMiIiLIzc1l8eLFVFVVERISQmdnJ2PGjEGhUPDtt9/2+M9JCCGEEH+NFPBCCCGeGY6OjqSkpLBq1So0Gg0bNmwgJSUFa2trbt++zeXLlykrK2PKlCm4uLjg4+PD6dOnqamp6XKczz77jISEBMzMzPj8888JCgrC3d2dmpoa5s2bB0BISAiDBg3i/PnzeHt7M2rUKAIDAykrK9NOr7e0tCQjI4PU1FT8/PxIT0/vMk5bWxulpaXY29t32b5q1SrWrVtHVFQUarWauro6vv76a0aMGMGBAwfYuHEj8+fP5+DBg0+9q//v/Pz8uHbtGv7+/ty/f5+qqipycnJYtGgRZ8+epbOzEwB7e3sKCgr+7ukXQgghxD8kBbwQQohnhpmZGQCmpqYAmJubA2BsbIxGo9FOo8/PzyctLQ0DAwNmz55NW1tbl+NkZWURHBxMdnY2NTU1bNy4kZKSEtLS0rq87snxKioqSEtLo6KigtDQUAYNGgSAg4MDJiYmAAwfPpyGhoYuX9/a2opGo8HCwqLLdhsbmy7fz+PHj6mtrUWpVGJo+Pu/djs7OzQaDXV1dQDaIry9vb3befH09NR+fvDgQfz8/Ni3bx9RUVGEhYXR0tICgIWFBc3NzX96foUQQgjRu6SAF0IIIQADAwNcXFwACAoK4tChQ8ycOZOXXnoJW1vbLq9dtGgRQUFBlJeXY25ujlKpBEChUGhf09HRgZOTEyYmJnh4eJCamsq7776Ls7Mzjo6OABQXF5OXl0d1dTWZmZndGu4NHjwYhUKhvRDwn6hUKvLz8ykqKqKlpYWTJ0/i4OCAg4MDgwcPpqysjEePHnHq1KluXztgwADg9wsGiYmJTJ8+nZqaGlasWEF+fj7FxcUA1NbWMnz48L96SoUQQgjRw6SAF0IIIf6Xp6cn0dHRLF26lKFDhxIZGYmpqam2wH1ix44d1NfX4+joiImJCdHR0UybNo05c+Zga2uLiYkJ8+bNIycnh4SEBPbs2YONjQ2BgYGUl5drLwhYWFjg6+uLg4MDtbW1rF+/vlsmf39/cnNz/2v2+Ph4bGxscHNzw9raml9++YUvvvgCAwMDZs2aRVVVFVZWVmzevLnLevo/GjhwIMbGxsTGxuLl5cWuXbsYP348rq6uqNVqbt++jb+//984s0IIIYToCQadT+bUCSGEEP3Y/fv3uXPnDqNHj9ZOjS8qKqKjowM3NzeKi4tpb2/Hzc2N+vp6SktLcXFxwcLCgry8PCwsLHB2dgYgLy+PGzdu4O7ujqur61PHU6vV/Pjjj9TV1TFq1ChUKpV2X2VlJUVFRXh4eGBtbc3Nmze5evUqjo6OvPLKKwCEhoaSn59PRkYGV69excvLi2HDhnUb5/jx48yaNYvy8nKsrKwoKCjAyckJa2tr7t27R2VlJePGjcPY2JjGxkaysrJQq9VMmDChy/EKCwupqqpi4sSJ5Ofn4+DggK2tLT///DMODg5d1tlfuXKFmzdvolQq8fX1xcjIiNTUVKKjo7l9+7Z2Cr8QQggh+pYU8EIIIYQOPCngr1+//l9f6+Pjg7e3N4mJiX2Q7OlUKhUzZ87kk08+0VkGIYQQ4llnpOsAQgghxLNo7ty53brb/5n9+/dz5cqVXk7059RqNXFxcUREROgsgxBCCCHkDrwQQgghhBBCCNEvSBM7IYQQQgghhBCiH5ACXgghhBBCCCGE6AekgBdCCCGEEEIIIfqB/wEzaeZ0KcU0fwAAAABJRU5ErkJggg==",
"image/svg+xml": [
- ""
+ ""
],
"text/plain": [
"@vlplot(\n",
@@ -5057,7 +5091,7 @@
")"
]
},
- "execution_count": 8,
+ "execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
@@ -39126,15 +39160,15 @@
"lastKernelId": "ce7288e5-79b6-409f-96bc-e7983a969aa6"
},
"kernelspec": {
- "display_name": "Julia 1.9.3",
+ "display_name": "Julia 1.10.4",
"language": "julia",
- "name": "julia-1.9"
+ "name": "julia-1.10"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
- "version": "1.9.3"
+ "version": "1.10.4"
}
},
"nbformat": 4,