{
"cells": [
{
"cell_type": "markdown",
"id": "8e8c1d4d-37a1-42e6-b1b6-e9036bf341e2",
"metadata": {},
"source": [
"# Estimation of tree height using GEDI dataset - Neural Network 1 - 2024"
]
},
{
"cell_type": "markdown",
"id": "2aafac28-0666-4d74-99f2-de2739e918e5",
"metadata": {},
"source": [
" cd /media/sf_LVM_shared/my_SE_data/exercise/\n",
" wget https://raw.githubusercontent.com/selvaje/SE_docs/master/source/CASESTUDY/Tree_Height_07FeedForward_Networks_2024.ipynb\n",
" source $HOME/venv/bin/activate\n",
" pip3 install torch torchvision torchaudio"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "58b12f60-2a68-458c-a85a-5c3127d7d9fc",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/gpfs/gibbs/project/dijk/ahf38/conda_envs/geo_comp2/lib/python3.8/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
" from .autonotebook import tqdm as notebook_tqdm\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Using device: cuda\n"
]
}
],
"source": [
"'''\n",
"Packages\n",
"\n",
"conda install pytorch torchvision torchaudio cudatoolkit=10.2 -c pytorch\n",
"conda install -c anaconda scikit-learn\n",
"conda install pandas\n",
"'''\n",
"\n",
"import torch\n",
"import torch.nn as nn\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import scipy\n",
"import pandas as pd\n",
"from sklearn.metrics import r2_score\n",
"from sklearn.model_selection import train_test_split\n",
"from scipy import stats\n",
"from scipy.stats import pearsonr\n",
"\n",
"\n",
"\"\"\"\n",
"Fix random seeds.\n",
"\"\"\"\n",
"seed=31\n",
"torch.manual_seed(seed)\n",
"torch.cuda.manual_seed_all(seed)\n",
"np.random.seed(seed)\n",
"\n",
"device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
"print('Using device:', device)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "89bdd302-7bd6-433a-95fd-583122e04545",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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" | \n",
" ID | \n",
" X | \n",
" Y | \n",
" h | \n",
" BLDFIE_WeigAver | \n",
" CECSOL_WeigAver | \n",
" CHELSA_bio18 | \n",
" CHELSA_bio4 | \n",
" convergence | \n",
" cti | \n",
" devmagnitude | \n",
" eastness | \n",
" elev | \n",
" forestheight | \n",
" glad_ard_SVVI_max | \n",
" glad_ard_SVVI_med | \n",
" glad_ard_SVVI_min | \n",
" northness | \n",
" ORCDRC_WeigAver | \n",
" outlet_dist_dw_basin | \n",
" SBIO3_Isothermality_5_15cm | \n",
" SBIO4_Temperature_Seasonality_5_15cm | \n",
" treecover | \n",
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"text/plain": [
" ID X Y h BLDFIE_WeigAver CECSOL_WeigAver \n",
"0 1 6.050001 49.727499 3139.00 1540 13 \\\n",
"1 2 6.050002 49.922155 1454.75 1491 12 \n",
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"7 8 6.050019 49.921613 3294.75 1490 12 \n",
"8 9 6.050020 48.822645 1623.50 1554 18 \n",
"9 10 6.050024 49.847522 1400.00 1521 15 \n",
"\n",
" CHELSA_bio18 CHELSA_bio4 convergence cti devmagnitude eastness \n",
"0 2113 5893 -10.486560 -238043120 1.158417 0.069094 \\\n",
"1 1993 5912 33.274361 -208915344 -1.755341 0.269112 \n",
"2 2124 5983 0.045293 -137479792 1.908780 -0.016055 \n",
"3 2569 6130 -33.654274 -267223072 0.965787 0.067767 \n",
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"7 1995 5912 22.102139 -297770784 -1.402633 0.309765 \n",
"8 1973 6138 18.496584 -25336536 -0.800016 0.010370 \n",
"9 2187 5886 -5.660453 -278652608 1.477951 -0.068720 \n",
"\n",
" elev forestheight glad_ard_SVVI_max glad_ard_SVVI_med \n",
"0 353.983124 23 276.871094 46.444092 \\\n",
"1 267.511688 19 -49.526367 19.552734 \n",
"2 389.751160 21 93.257324 50.743652 \n",
"3 380.207703 27 542.401367 202.264160 \n",
"4 308.042786 25 136.048340 146.835205 \n",
"5 364.527100 18 221.339844 247.387207 \n",
"6 254.679596 19 125.250488 87.865234 \n",
"7 294.927765 26 -86.729492 -145.584229 \n",
"8 240.493759 22 -51.470703 -245.886719 \n",
"9 376.671143 12 277.297363 273.141846 \n",
"\n",
" glad_ard_SVVI_min northness ORCDRC_WeigAver outlet_dist_dw_basin \n",
"0 347.665405 0.042500 9 780403 \\\n",
"1 -130.541748 0.182780 16 772777 \n",
"2 384.522461 0.036253 14 898820 \n",
"3 386.156738 0.005139 15 831824 \n",
"4 198.127441 0.028847 17 796962 \n",
"5 480.387939 0.042747 14 897945 \n",
"6 160.696777 0.037254 11 908426 \n",
"7 -190.062988 0.222435 15 772784 \n",
"8 172.074707 0.004428 8 839132 \n",
"9 -138.895996 0.098817 13 768873 \n",
"\n",
" SBIO3_Isothermality_5_15cm SBIO4_Temperature_Seasonality_5_15cm treecover \n",
"0 19.798992 440.672211 85 \n",
"1 20.889412 457.756195 85 \n",
"2 20.695877 481.879700 62 \n",
"3 19.375000 479.410278 85 \n",
"4 18.777500 457.880066 85 \n",
"5 19.398880 474.331329 62 \n",
"6 20.170450 476.414520 96 \n",
"7 20.855963 457.195404 86 \n",
"8 21.812290 496.231110 64 \n",
"9 21.137711 466.976685 70 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"predictors = pd.read_csv(\"./tree_height_2/txt/eu_x_y_height_predictors_select.txt\", sep=\" \", index_col=False)\n",
"pd.set_option('display.max_columns',None)\n",
"# change column name\n",
"predictors = predictors.rename({'dev-magnitude':'devmagnitude'} , axis='columns')\n",
"predictors.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "fb375166-f7b4-4266-b0e4-237a69285402",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bins = np.linspace(min(predictors['h']),max(predictors['h']),100)\n",
"plt.hist((predictors['h']),bins,alpha=0.8);"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "d8507192-17ba-4526-9445-2e3c434a4a99",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" ID | \n",
" X | \n",
" Y | \n",
" h | \n",
" hm | \n",
" BLDFIE_WeigAver | \n",
" CECSOL_WeigAver | \n",
" CHELSA_bio18 | \n",
" CHELSA_bio4 | \n",
" convergence | \n",
" cti | \n",
" devmagnitude | \n",
" eastness | \n",
" elev | \n",
" forestheight | \n",
" glad_ard_SVVI_max | \n",
" glad_ard_SVVI_med | \n",
" glad_ard_SVVI_min | \n",
" northness | \n",
" ORCDRC_WeigAver | \n",
" outlet_dist_dw_basin | \n",
" SBIO3_Isothermality_5_15cm | \n",
" SBIO4_Temperature_Seasonality_5_15cm | \n",
" treecover | \n",
"
\n",
" \n",
" \n",
" \n",
" 706027 | \n",
" 706028 | \n",
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" 75 | \n",
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" 14 | \n",
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" 0.004593 | \n",
" 9 | \n",
" 760668 | \n",
" 19.584862 | \n",
" 497.715546 | \n",
" 78 | \n",
"
\n",
" \n",
" 574438 | \n",
" 574439 | \n",
" 7.675911 | \n",
" 48.970574 | \n",
" 2450.00 | \n",
" 24.5000 | \n",
" 1519 | \n",
" 14 | \n",
" 2393 | \n",
" 6316 | \n",
" 25.545052 | \n",
" 45228972 | \n",
" -0.508573 | \n",
" 0.016525 | \n",
" 269.375000 | \n",
" 26 | \n",
" 844.863037 | \n",
" 247.661865 | \n",
" 466.090088 | \n",
" 0.038866 | \n",
" 8 | \n",
" 812785 | \n",
" 17.917974 | \n",
" 465.584839 | \n",
" 99 | \n",
"
\n",
" \n",
" 629555 | \n",
" 629556 | \n",
" 7.832786 | \n",
" 49.434854 | \n",
" 1655.75 | \n",
" 16.5575 | \n",
" 1501 | \n",
" 11 | \n",
" 1894 | \n",
" 6390 | \n",
" -1.106694 | \n",
" -329245536 | \n",
" 0.693265 | \n",
" -0.175357 | \n",
" 305.205170 | \n",
" 25 | \n",
" 69.657959 | \n",
" 59.458008 | \n",
" -60.963135 | \n",
" -0.101222 | \n",
" 8 | \n",
" 641305 | \n",
" 18.297518 | \n",
" 458.570312 | \n",
" 85 | \n",
"
\n",
" \n",
" 24779 | \n",
" 24780 | \n",
" 6.120472 | \n",
" 49.359733 | \n",
" 2131.00 | \n",
" 21.3100 | \n",
" 1537 | \n",
" 18 | \n",
" 1997 | \n",
" 6106 | \n",
" -5.047365 | \n",
" -169883136 | \n",
" -1.281423 | \n",
" -0.060032 | \n",
" 194.458313 | \n",
" 23 | \n",
" 118.437012 | \n",
" 52.685547 | \n",
" 278.717041 | \n",
" 0.020525 | \n",
" 6 | \n",
" 764430 | \n",
" 21.795704 | \n",
" 478.565186 | \n",
" 87 | \n",
"
\n",
" \n",
" 1131458 | \n",
" 1131459 | \n",
" 9.422926 | \n",
" 49.091389 | \n",
" 2697.25 | \n",
" 26.9725 | \n",
" 1524 | \n",
" 11 | \n",
" 2720 | \n",
" 6380 | \n",
" 48.204334 | \n",
" 207834704 | \n",
" -0.667805 | \n",
" -0.053927 | \n",
" 439.546326 | \n",
" 24 | \n",
" 120.082275 | \n",
" 98.926758 | \n",
" -173.800537 | \n",
" 0.030877 | \n",
" 7 | \n",
" 861697 | \n",
" 18.758785 | \n",
" 467.858246 | \n",
" 87 | \n",
"
\n",
" \n",
" 55515 | \n",
" 55516 | \n",
" 6.236967 | \n",
" 49.744940 | \n",
" 1998.00 | \n",
" 19.9800 | \n",
" 1522 | \n",
" 12 | \n",
" 2220 | \n",
" 5868 | \n",
" 13.136125 | \n",
" -241940960 | \n",
" 0.944569 | \n",
" 0.107422 | \n",
" 360.844513 | \n",
" 25 | \n",
" 35.600098 | \n",
" 79.752441 | \n",
" 287.183594 | \n",
" -0.032823 | \n",
" 20 | \n",
" 743874 | \n",
" 19.420862 | \n",
" 445.672028 | \n",
" 85 | \n",
"
\n",
" \n",
" 768590 | \n",
" 768591 | \n",
" 8.487635 | \n",
" 48.828276 | \n",
" 2386.00 | \n",
" 23.8600 | \n",
" 1498 | \n",
" 17 | \n",
" 2951 | \n",
" 6406 | \n",
" 6.318799 | \n",
" 1560159 | \n",
" 0.223795 | \n",
" -0.078058 | \n",
" 438.207855 | \n",
" 25 | \n",
" -58.626709 | \n",
" -98.312988 | \n",
" -243.423584 | \n",
" -0.035823 | \n",
" 15 | \n",
" 756191 | \n",
" 20.880857 | \n",
" 475.791046 | \n",
" 85 | \n",
"
\n",
" \n",
" 290850 | \n",
" 290851 | \n",
" 6.965025 | \n",
" 49.931148 | \n",
" 357.00 | \n",
" 3.5700 | \n",
" 1501 | \n",
" 14 | \n",
" 1955 | \n",
" 6328 | \n",
" 31.918867 | \n",
" -176713840 | \n",
" -1.974737 | \n",
" 0.077967 | \n",
" 145.118774 | \n",
" 20 | \n",
" 97.752930 | \n",
" 123.906006 | \n",
" -152.656982 | \n",
" 0.136252 | \n",
" 13 | \n",
" 619283 | \n",
" 20.002157 | \n",
" 472.414703 | \n",
" 85 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" ID X Y h hm BLDFIE_WeigAver \n",
"706027 706028 8.142676 49.473039 2192.25 21.9225 1506 \\\n",
"311603 311604 7.013065 49.703660 343.00 3.4300 1384 \n",
"678298 678299 7.976119 48.864294 2000.75 20.0075 1509 \n",
"574438 574439 7.675911 48.970574 2450.00 24.5000 1519 \n",
"629555 629556 7.832786 49.434854 1655.75 16.5575 1501 \n",
"24779 24780 6.120472 49.359733 2131.00 21.3100 1537 \n",
"1131458 1131459 9.422926 49.091389 2697.25 26.9725 1524 \n",
"55515 55516 6.236967 49.744940 1998.00 19.9800 1522 \n",
"768590 768591 8.487635 48.828276 2386.00 23.8600 1498 \n",
"290850 290851 6.965025 49.931148 357.00 3.5700 1501 \n",
"\n",
" CECSOL_WeigAver CHELSA_bio18 CHELSA_bio4 convergence cti \n",
"706027 12 1951 6332 33.326790 -123652624 \\\n",
"311603 12 2356 5661 -25.426283 -245676352 \n",
"678298 11 2297 6539 39.657501 712222848 \n",
"574438 14 2393 6316 25.545052 45228972 \n",
"629555 11 1894 6390 -1.106694 -329245536 \n",
"24779 18 1997 6106 -5.047365 -169883136 \n",
"1131458 11 2720 6380 48.204334 207834704 \n",
"55515 12 2220 5868 13.136125 -241940960 \n",
"768590 17 2951 6406 6.318799 1560159 \n",
"290850 14 1955 6328 31.918867 -176713840 \n",
"\n",
" devmagnitude eastness elev forestheight glad_ard_SVVI_max \n",
"706027 -0.773497 -0.098556 264.291107 20 -124.898438 \\\n",
"311603 2.994771 0.006374 654.403931 5 1108.965820 \n",
"678298 -1.524940 0.000425 128.738113 14 633.487549 \n",
"574438 -0.508573 0.016525 269.375000 26 844.863037 \n",
"629555 0.693265 -0.175357 305.205170 25 69.657959 \n",
"24779 -1.281423 -0.060032 194.458313 23 118.437012 \n",
"1131458 -0.667805 -0.053927 439.546326 24 120.082275 \n",
"55515 0.944569 0.107422 360.844513 25 35.600098 \n",
"768590 0.223795 -0.078058 438.207855 25 -58.626709 \n",
"290850 -1.974737 0.077967 145.118774 20 97.752930 \n",
"\n",
" glad_ard_SVVI_med glad_ard_SVVI_min northness ORCDRC_WeigAver \n",
"706027 -166.341064 -138.483887 -0.033544 11 \\\n",
"311603 746.828125 661.711182 -0.050651 21 \n",
"678298 503.831787 528.050537 0.004593 9 \n",
"574438 247.661865 466.090088 0.038866 8 \n",
"629555 59.458008 -60.963135 -0.101222 8 \n",
"24779 52.685547 278.717041 0.020525 6 \n",
"1131458 98.926758 -173.800537 0.030877 7 \n",
"55515 79.752441 287.183594 -0.032823 20 \n",
"768590 -98.312988 -243.423584 -0.035823 15 \n",
"290850 123.906006 -152.656982 0.136252 13 \n",
"\n",
" outlet_dist_dw_basin SBIO3_Isothermality_5_15cm \n",
"706027 670987 17.290588 \\\n",
"311603 817030 23.282337 \n",
"678298 760668 19.584862 \n",
"574438 812785 17.917974 \n",
"629555 641305 18.297518 \n",
"24779 764430 21.795704 \n",
"1131458 861697 18.758785 \n",
"55515 743874 19.420862 \n",
"768590 756191 20.880857 \n",
"290850 619283 20.002157 \n",
"\n",
" SBIO4_Temperature_Seasonality_5_15cm treecover \n",
"706027 461.153107 85 \n",
"311603 414.707062 75 \n",
"678298 497.715546 78 \n",
"574438 465.584839 99 \n",
"629555 458.570312 85 \n",
"24779 478.565186 87 \n",
"1131458 467.858246 87 \n",
"55515 445.672028 85 \n",
"768590 475.791046 85 \n",
"290850 472.414703 85 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"predictors_sel = predictors.loc[(predictors['h'] < 7000) ].sample(100000)\n",
"predictors_sel.insert ( 4, 'hm' , predictors_sel['h']/100 ) # add a culumn of heigh in meter\n",
"len(predictors_sel)\n",
"predictors_sel.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "3a05ebae-1df9-4f09-83cb-46a5c13c59d8",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bins = np.linspace(min(predictors_sel['hm']),max(predictors_sel['hm']),100)\n",
"plt.hist((predictors_sel['hm']),bins,alpha=0.8);"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "01b89a3d-6c7c-4b9b-a3a1-37496252c819",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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n2+1sm6tXr8aaNWvw7rvvonfv3l7PqampCYWFhRg4cKBXOQac5MR4p6amRowZM0b89a9/Fe+//77Ytm2b+Otf/yoiIiLEnDlz3HLtY7BOp1NMnz5daLVasWTJErFp0ybxt7/9TURHR4sxY8aIpqYmt2xGRobo3bu36Nu3r/jXv/4lPv74Y3HrrbcKAOLpp592y9XV1YkxY8aIPn36iL/97W9i06ZN4pNPPhGrVq0Sv/jFL0RhYaFblprkJIQQX375pdDpdCInJ0ds3LhRvPvuu+Kyyy4TWq1W7Ny500N227Zt4j//+Y/4z3/+IyIiIsTkyZPd/24bb+5s//PmzRMLFy4Ub775pti2bZt46623xE033SQAiN/97nce3/kll1winnvuOfHBBx+ILVu2iJUrV4qhQ4cKg8HQIcnrL3/5i5AkSfz+9793Xx+9Xi/mzZvnITdlyhTx5JNPio0bN4otW7aI559/XqSlpYmYmBixf/9+D1lXTM5XnM0ftbWffPKJACD69Okj+vTp41FrLIQQ//rXvwQAcc8994gtW7aI1atXiwEDBohBgwaJ9o+w9jHYlpYWMWTIENG3b1+xfv168fHHH4v58+eLzMzMDue3du1aoVKpxE033ST+85//iO3bt4u33npLPPHEE+Luu+/22A81yUmI1mS9+Ph48fLLL4vPPvtMzJs3TwAQ69at85C78847hVqtFseOHfO6PV8x2KFDh4r09PQO36M3uorB5ubmimXLlol3331XbN26Vbz66qti/PjxQq1Wi/fee4+8/Z4KK1jGK01NTeLuu+8WI0eOFLGxsSIyMlIMGTJELF682J3dK0TnjSYaGxvFo48+KjIyMoRWqxWpqaninnvuEdXV1R5yGRkZ4tprrxVvvfWWuOiii4ROpxP9+vUTzz77bIfjqaurE3/4wx/EkCFDhE6nE0ajUYwYMUL89re/FWaz2S1HVRAuvvjiCzFp0iRhMBiEwWAQV155pfjyyy87yE2aNMkjyabtX9t9dbb/f/3rX+Kyyy4TSUlJQqPRiLi4ODFp0iSxdu1aj300NTWJX//612LYsGEiOjpaaDQa0adPH3Hbbbd5NI5oy9///ncxePBgodPpRN++fcXixYs7JKMtWLBADB8+XMTExAiNRiPS0tLEbbfdJg4fPtxhewsXLhSSJIlDhw55/d78oWAdDodIT08XAMTjjz/eqczy5ctFv379hF6vF8OGDROrVq1yf8dt6azRxPfffy+mTZsmYmNjRa9evcT999/vbgDR/v7Yvn27uPbaa0VCQoLQarWid+/e4tprrxX/+c9/POQAiEmTJpHOr7a2VjzwwAPCZDIJnU4nRo4cKd54440OcrfffnunCVnt8aZgv/zySwFA/PGPfyQdm4uuFOzChQvFqFGjhNFoFBqNRphMJvGzn/2s098G0xFJiDbFgwwTAPr164esrCx88MEHgT4U5ifGjx+PjIyMTuN0DMPQ4BgswzAeWK1WfPPNN1izZk2gD4VhQhpWsAzDeBAbG0vK0PVGS0uL1/dVKtUFydBmmEDCdzgTcI4dO8bu4TDi2LFjHWpJ2//96U9/CvRhMozisAXLMIxfSUtLw549e3zKMEy4w0lODMMwDKMA7CJmGIZhGAVgFzERp9OJ06dPIyYmpttt4RiGYZjQRgiB2tpapKWl+UzUYwVL5PTp00hPTw/0YTAMwzBBwIkTJzptVdkWVrBEXJNWTpw44e5XyzAMw/QsrFYr0tPTPaZvdQUrWCIut3BsbCwrWIZhmB4OJVTISU4MwzAMowCsYBmGYRhGAVjBMgzDMIwCsIJlGIZhGAVgBcswDMMwCsAKlmEYhmEUgBUswzAMwygAK1iGYRiGUQBWsAzDMAyjANzJiWGYC4LDKbC7pArltU1IjonA+MwEqFU8OIMJXwJqwfbr1w+SJHX4u++++wC0Ti1YsmQJ0tLSEBkZicmTJ+PAgQMe27DZbLj//vuRlJSEqKgozJo1CydPnvSQqa6uRl5eHoxGI4xGI/Ly8lBTU3OhTpNhQgqHU6DgSCX+W3QKBUcq4XCe/8jo/OIyXPr0Z7hlVSEe3FCEW1YV4tKnP0N+cZkfjjg0UOJ7ZYKbgA5cP3v2LBwOh/vfxcXFmDp1KrZu3YrJkyfj6aefxlNPPYXVq1dj8ODB+Mtf/oLPP/8chw8fdjdavueee/D+++9j9erVSExMxMKFC1FVVYW9e/dCrVYDAK6++mqcPHkSL7/8MgBg/vz56NevH95//33ysVqtVhiNRlgsFu5FzIQt+cVlePL9gyizNLlfSzVGYPF1wzEjK7Xb27xn3T60f9C4bNeVt43t9rZDhfziMix57wDMVpv7NVOsHktmXRT25x5uyNEFAVWw7VmwYAE++OAD/PDDDwCAtLQ0LFiwAI8++iiAVms1JSUFTz/9NO666y5YLBb06tULa9euxU033QTg3Fi5jz76CNOnT8ehQ4cwfPhwFBYWIjs7GwBQWFiI3NxcfPfddxgyZAjp2FjBMqGOLxetEorQ4RS49OnPPBR2+22bjBHY8eiVYesuzi8uw93r9nX5/j96wAIjnJCjC4Imyclut2PdunW48847IUkSSkpKYDabMW3aNLeMXq/HpEmTsHPnTgDA3r170dzc7CGTlpaGrKwst0xBQQGMRqNbuQJATk4OjEajW6YzbDYbrFarx18ow+6pno0vF63DKfDk+wc7KFcA7teefP+g7Ptmd0lVl8rVte0ySxN2l1TJ2m6o4HAKPPbOfq8yj72zn3+PYUrQJDm9++67qKmpwR133AEAMJvNAICUlBQPuZSUFJSWlrpldDod4uPjO8i4Pm82m5GcnNxhf8nJyW6Zzli2bBmefPLJbp9PMKGE248JHbqyTM2WJtyzbh9W3jYWxkgdWRHmDkgk77u8tuttdkcu1Cg8UomahmavMjUNzSg8UomJg5Jkb58Tx4KboLFgX3nlFVx99dVIS0vzeL39zD0hhM85fO1lOpP3tZ1FixbBYrG4/06cOEE5jaDD9XBt//B0PVx7UpJJT4RqmZqtyijC5JgI2XLh5G0pOFrhV7m2cOJY8BMUFmxpaSk2b96Md955x/2ayWQC0GqBpqaes7LKy8vdVq3JZILdbkd1dbWHFVteXo4JEya4Zc6cOdNhn2fPnu1gHbdFr9dDr9ef34kFGF8PVwmtD9epw0286g1TqC7aqjpblzJtoSpMF+MzE5BqjIDZ0tTpfeiKwY7PTAAQft4WaoaL3EyYrrwSZW28EqH4fYUbQWHBvvrqq0hOTsa1117rfi0zMxMmkwmbNm1yv2a327F9+3a38hw3bhy0Wq2HTFlZGYqLi90yubm5sFgs2L17t1tm165dsFgsbplwpafHvxi6xZkQpUOqMQJdLbMktCo6lyKkolZJWHzdcPc22m8TABZfNxxqlRSW3pY4g86vcoD3hTPQ+rvuTryc8T8BV7BOpxOvvvoqbr/9dmg05wxqSZKwYMECLF26FBs3bkRxcTHuuOMOGAwGzJkzBwBgNBoxd+5cLFy4EFu2bMHXX3+N2267DSNGjMBVV10FABg2bBhmzJiBefPmobCwEIWFhZg3bx5mzpxJziAOVXp6/IuhW5wmYyRZEcplRlYqVt42Fiaj57GYjBFuS0upJKtAkxRNU5xUOcD3whnghXOwEHAX8ebNm3H8+HHceeedHd575JFH0NjYiHvvvRfV1dXIzs7Gp59+6q6BBYDnnnsOGo0GN954IxobGzFlyhSsXr3aXQMLAK+//joeeOABd7bxrFmzsGLFCuVPLsB0J/7FhBdyXLRqlYSVt43t4KI1+cFFOyMrFVOHm7pMyJHjbZGTZBVoTMZIv8oBgNnS6Fc5RjkCrmCnTZuGrkpxJUnCkiVLsGTJki4/HxERgRdeeAEvvPBClzIJCQlYt27d+R5qyCE3/sW0Ek6ZmS4X7T3r9kECPO6DzixTX4rwfI+lK+V4Ibwtgbiurt+gt8WDXNd7Vb3dr3KMcgRcwTLKIffhyoRfkg1wzkVLtUy9KcL22FucWFtwDKVVDchIMCAvtx90GvmRJ6W9LYG6rm1/g10tcuX+BhOiacmXVDlGOYKqk1MwE8qdnMJRaShBuLf087cFt+yjg1j1RQnahkVVEjDvskwsuma47GO79OnPfHpbutPxSe51VcLS9edvsOBIJW5ZVehT7o15OSHlTg8VQrZVYjATygoWCC+3pxJwSz95LPvoIF76vKTL9++6XL6SdSlCoHNvy4Vo1ajkYpRq7fv6rfo6J9cx872qDHJ0AbuIewhy3H49kXBNslECe4sTq77oWrkCwKovSrBw2lBZ7mK5rmwKcq6rpdHus+PV+Qw8WPKeZ0OPVV+UYMksz/OiKPi2bmfXObjg0E9wwQqWYRC6JU2B8EysLTgGX9UyTtEqN/ey/rK27e8kK+r1Mlub8Ez+d4o0Zemq2b/Z2oS71+1zN/untLR0KVklFiOM/2EFyzAIzZKmQMXWS6sa/CrXHn96W6jXq6rOpogHg9Lsf9E7+3Hl0BTZXdeUzPhm/EPAG00wTDDgKqfwdycjpQhk16OMBINf5ZSEel0TomiNHuR6MAqP+m72X93QjDU7j3Wr65prMXL96N7IHZDIyjXIYAXLnBfh0phdTku/QBPorkd5uf3g62tQSa1ygYZ6XamNHuR6MAqOVJLk9hyjyQVbiILxDitYptuE2zQPSku/YCDQPaZ1GhXmXZbpVWbeZZndqodVAsp1dVm63uieB4O2yDHoaNG6YApRML7hGCzTLeQkZIQSoRDXCoaELFcJjpw62ECWivm6rmqVhFmjUr2WHs0alSr7eHP7J2HF1iM+5f7f2D7Y9v1Zr+7keIM2aEIUDA1WsIxswn0MXrCXNAVLQtaia4Zj4bShpNrOYGh24u26OpwC733j3fPy3jdleGTGMFn3dM6ARMQZtF4VZ5xBi+z+vu+30Ay+9GyCw4fDhBSBdlH2dIIpIUunUWHuZf3xp+uzMPey/l0qVzkJWYGI6ys1oUatkrB89givMstnj8De0mqfyVA1Dc38mwoxWMEysgkGF2VPJpwTsgIV11fynp6RlYp/3DYWKTGemcopMTp3DSxPyAlPWMEysgkWF2VPJhwTsgJZepREbIxPlesMSVJ1+W+ekBOecAyWkQ2PwQsOwikhS8lOSiSoXuhueKu7Sgg8Yz2XEMgTcsITtmAZ2YSSizLcCfZGA0p0UlKCinqbX+VcUF3kyTE0xWmKZa9QKMEKlukWoeKiZAJLoDspUVEq7EF1kUNAoTpcJpCwi5jpNqHgomQCS9vJLxK6nvxijKQpWKXi+t0Ne/iq7aUuCCrqbVh83fBOhwK4YK9Q6MEKljkvgr1mlAk8lMkvDqcIaFy//Qi4zmiv4Ci1vXIsY0sjJzCFG6xgGYZRHEonJYqlq6QFNyMrFfMvz+yyO1X7ua2UTmbjMuKhkuB1vJ9KAkanx+HKv23rUibUm7f0VDgGyzDMBcFXQlag4/r5xWV4+fOSDspQCODlz0vcZUJyanv3llaTZueu31XKzVvCELZgmR5BIPvgMnRmZKXiyqEppPaL/kRO+085tb3UGCx1di43bwktWMEyYU8w9MFlaHR2rf65o0Txa6WE0nQt5ihQZ+dy85bQgl3ETFgTyO5AjDwCea2UUJouTwmlTCkvt1/Q9Jdm/Acr2AtEuAwmDyUCPZicoRPoayVHaboSl7yhkoBxGfHkpiw6jYqbt4QhrGAvAOE2mDxU4Kk/oUOgr9X4zATEGbReZVzzWKmJS3tLqwHQk7cCneTF+B+OwSpMuA4mDwV46k/oEArXyvUb7s6xUpO3uHlLeMEKVkHCfTB5sMNTf0KHQF+r3SVV5Hms3TlWOclb3LwlfGAXsYIE2u3V0wmmweSMdwJ9reRYpXKPlRPtei6sYBUkFNxe4QxP/QkdAn2t5Filco61O8lbnBAZPrCCVZBAu70YThwJJQJ5reRapdRjlevFyi8uw8TlWzwSIicu3+IXK5cV94VHEkLwt0zAarXCaDTCYrEgNjaW9BmHU+DSpz/z2cB8x6NXshWlMNzJSRmU+F4Dda1crlyg817InSl5X8f636JTeHBDkc99//3m0dBrVF6n6fzjPBYZ3GzFf8jRBZzkpCDB0MCcYZRCqYd2oJJ8KFN/5EL1TiVF63Hf+q6VKwA89s7+biVEciVD4GAFqzBK/GgZefDqXR4UCzJcH9pyymQo99W4jHhIUuvAgK6QJKCl2UnKYi48UomJg5LI58OVDIGFFewFgGvbAke4KgKloCiNcH9oUyzoru6rsnb31Z5jVV6VK9CqfDcWnSIdW8HRClkKVk4MuDteAw69eIcV7AWCa9suPOGuCPwNdTGi9EM72PF2XwGt5++6rwqOVJK2ebKGNk2nY96yd5SsZGDPkG84i5gJW7gOmY6ccpKeXn7m674Czt1X1BzStDjaNB25CxalKhm4tpcGK1gmbOnpikAOchYjPb38zGxpJMv56m/s4qK0GFIv5Jz+ngrW3uLEK18cxR//W4xXvjgKe4vT430lGngEejBDKMEKlglberoikIOSnYxCDV/1olX1dtJ2qurtSKLeg7GRWD57hFeZZbNHeIQyln10EEOf+Bh//vAQXisoxZ8/PIShT3yMZR8ddMso0cCDPUN0WMEyYUu4KwJ/olQno1CDMvnKGEmzSo2RWiTH6EmyyTF6zMhKxT9uGwtTrOe1SDVGdKiBXfbRQbz0eUmHqT5OAbz0eYmHkp2RlYr5l2dCanc5JAmYf3mm7Hgpe4boBFzBnjp1CrfddhsSExNhMBgwevRo7N271/2+EAJLlixBWloaIiMjMXnyZBw4cMBjGzabDffffz+SkpIQFRWFWbNm4eTJkx4y1dXVyMvLg9FohNFoRF5eHmpqai7EKTIBIpwVgb9RqpNRKEGNK35zsoa0vW9O1sDpoLlJPeU8P9M+jmtvcWLVFyVet7fqixK3uzi/uAwvd6GMX/68RHa8lD1DdAKqYKurqzFx4kRotVp8/PHHOHjwIP72t78hLi7OLfPMM8/g2WefxYoVK7Bnzx6YTCZMnToVtbW1bpkFCxZg48aN2LBhA3bs2IG6ujrMnDkTDofDLTNnzhwUFRUhPz8f+fn5KCoqQl5e3oU8XSYAKK0IwqX9XHcWIzOyUrHj0Svxxrwc/P3m0XhjXg52PHplSCpXOXFF6hUWAHYdo2UR7zpW6VbwZqvN470zVpuHgl9bcIw0j3ZtwTGfGc+A/Hgpe4boBLRM5+mnn0Z6ejpeffVV92v9+vVz/78QAs8//zwef/xxzJ49GwCwZs0apKSkYP369bjrrrtgsVjwyiuvYO3atbjqqqsAAOvWrUN6ejo2b96M6dOn49ChQ8jPz0dhYSGys7MBAKtWrUJubi4OHz6MIUOGXLiTZi44StUhh1uZQneaooRS+Zm3mk05ccXMxCjS/jITo1Dto3mEe/sC5JKy0ipaSU9pVYMiJVXcoY5OQBXse++9h+nTp+MXv/gFtm/fjt69e+Pee+/FvHnzAAAlJSUwm82YNm2a+zN6vR6TJk3Czp07cdddd2Hv3r1obm72kElLS0NWVhZ27tyJ6dOno6CgAEaj0a1cASAnJwdGoxE7d+7sVMHabDbYbOdWklarVYmvgLlA+FsRhGsDi3BtiuJrMSQnrpiX2w9PfXTIqxWpkoC83H7YdbQSK7b63m5spJasCDMSaCU9GQkGxeKl3KGORkAV7NGjR7Fy5Uo89NBD+P3vf4/du3fjgQcegF6vxy9/+UuYzWYAQEpKisfnUlJSUFpaCgAwm83Q6XSIj4/vIOP6vNlsRnJycof9Jycnu2Xas2zZMjz55JPnfY5M+BHuDSwCbZX6uzsQZTEkJ66o06gw77JMvPR513HQeZdlQqdRQUU8bmsjzdKVq+D3llaTttudeGm4Lsb8SUAVrNPpxMUXX4ylS5cCAMaMGYMDBw5g5cqV+OUvf+mWk9qlvwkhOrzWnvYyncl7286iRYvw0EMPuf9ttVqRnp7u+6SYsKendzJSEn+73amLoe2/uwKpxgifk69cccUxfeMBdK1gW98HymttXcp02AEBuQp+fGYC4gxar32O4w1aj3ipnAVOoBdjwU5Ak5xSU1MxfPhwj9eGDRuG48ePAwBMJhMAdLAyy8vL3VatyWSC3W5HdXW1V5kzZ8502P/Zs2c7WMcu9Ho9YmNjPf4YBuAyBaVQojsQdTG0t7Ra9hD1rnApbYdToKqOpmDjInWyEodcCrwrfL3flrYLCkqZEkMnoAp24sSJOHz4sMdr33//PTIyMgAAmZmZMJlM2LRpk/t9u92O7du3Y8KECQCAcePGQavVesiUlZWhuLjYLZObmwuLxYLdu3e7ZXbt2gWLxeKWYRgqXKbgf5TqDiRnMaTEEPWEKB1p/0nROkUU/O6SKtKUnt0lVdz+UAEC6iL+7W9/iwkTJmDp0qW48cYbsXv3brz88st4+eWXAbS6dRcsWIClS5di0KBBGDRoEJYuXQqDwYA5c+YAAIxGI+bOnYuFCxciMTERCQkJePjhhzFixAh3VvGwYcMwY8YMzJs3Dy+99BIAYP78+Zg5cyZnEDOycZUpUN2JTCv+yuKV45KUuxiixBXlKG2TMZIkazJGIndAIlbeNhZL3jsIs7XrxCE53xX1WM2WRjzzyeGwzSsIFAFVsJdccgk2btyIRYsW4U9/+hMyMzPx/PPP49Zbb3XLPPLII2hsbMS9996L6upqZGdn49NPP0VMTIxb5rnnnoNGo8GNN96IxsZGTJkyBatXr4ZarXbLvP7663jggQfc2cazZs3CihUrLtzJhhA8gso7XKYgH39m8bbF173ancWQr7hiUjStO1NStN69f28KsWPNqPdGE3K+K+qxVtTZOa9AAQI+rm7mzJmYOXNml+9LkoQlS5ZgyZIlXcpERETghRdewAsvvNClTEJCAtatW3c+h9ojCLfaTqXgMgU6/s7ibbtdX/eqEoshJ9FN7XQKj/13peBd++/qe3I1mnC5qeV8V9RjrWmg9VfmvAJ5BLxVIhM8cAxGHuHUyUgpqLHVcRnxspJ85Nyr/u7mtYvYxN4l59p/arv9p7bZv5wY9LiMePhaD6gkYFxGPCrqaUlWPooy3HBegTwCbsEywUG413YqBZcpeEduFi/F0uzOvSqnZtN3iEROs0SQ9i93Qg2lVeLe0mqyQsztn4R1u47LKudhfMMKlgHAtZ2MMsiJF14/ujfJ7d7de5WyGKK4nXP7J2HF1iM+zym3f5LHv73tX4nSr/LaJkwbbiLJjkqP8ykTml22AwsrWAYA13YyyhDoLF45UNtf5gxI9Nm8Ic6gRY6C2c5U2XWFpSTZ5R8fIpfz8AKbDsdgGQBc29kTCMTkn+5MXnFZeteP7o3cAYkd3LhK3KtyYqBqleRzOPrydsPRfeH6nrzh+p7kfKd7iNN8qCP4eIEtD1awDAAeQRXuBKpDjxIzebt7r3pbYMiNgZ4bju5ZBmOK1XcYjk5BrZIwa5T3z8walQq1SpL1nRp0NCdlbARtiDwvsOXBLmIGANd2hjOBnvzj75Km7tyrStTh+rPZvcMp8N433hc7731ThkdmDINaJZG/0/83tg/eLTrtc//zL+uPoxX1spuncM28dyTRvoqZ6RSr1Qqj0QiLxRLWfYnl1sHyDyy4cTgFLn36sy6tM9eDc8ejVyp+3ZSYkkO5V7taYACt57/ytrEwRupwy6pCn/t8Y15Ot2OQ3s6/4Ehlt/bv6zt1OAVGLPkEDXZHl9uM0qnx7ZLp2HTQjHvW7QPQ+aKl/UKsp9bMy9EFbMEyHshZlffUH1goEc7Z4ZR71VtsFWg9/+5M05FLfnFZxxaIsRFYMuv8Oln5yoxWqyQ8e+Mo3P2T4uyMv904SpZV7DqfcJyH7G9YwTIdoJYz8A8s+AmW7HClFmO+7lVfCwxAfh2uXPKLyzpVcGZrE+5etw//6GYnKyU430UL18x7wklOPQR/ZpAqNfmE8T/B8OAOZIcws6WRLDcjKxXzL8/s0NVIkoD5l2d2ex7tY+/s9yqz6J397k5W3uhOkqGvyTtAx9+qryxuuQlhPRlWsD0Af2eQ8g8sdAh0dnigF2NV9bQeu1X1duQXl+Hlz0s6dElyCuDlz0u69XspPFrps760uqEZe45VkbOI5UC14OX8VoPFKxIKsIINc5SwHvgHFjooUSYjh0AvxhKI02TiDTqvsVqgewuBgiO0OtSdRyrw5lcnvcr8+6uTHfbvyzMlx4KnEgxekVCBY7BhTHdjJb4yE/kHFlq4kleWvHcAZuu55u8psXosmXWRorHyQC/GTLG0e7C6QalxbTSFfKq6kWTpFh6txMSBrS0YKXHts7W0Zv9UOYDnIcuBLdgwpjvWA8WdHGi3I9NdurJhlSPQizFqh6SEKB1pe3IXAu37EXeFIFrGO3+sAED3TB0ss5K2S5UDAu8VCSVYwYYxcq0H6o+Wf2Chheu6ti0RAYAzVuWTjAK9GHPdqxI6v1dd81hNxkjS9uQuBFx9i70RZ9CS1zqnahplxbXrbS2k7VLlXPh7BGC4wgo2jJFjPchNRuEfWGgQ6CSjYFiMUe5VpRYC1L7FveMNpO2lxUXK8kylxNJi0FS5tvA8ZN9wDDaMkRMr6U5DAn+2imOUIRgaTfi7VWJ3j8HbvdrdVqGU7lSuvsXtY+CmNjHwmAgtXtzmewTexIFJsjxTY/smYN2uEz5lx/btngeB5yF7hxVsGCPnoaFUJxkmsAQ6ychFMCzGfN2rchcCcppn+Dr/S/olQJIAb41rJalVbm9pNel85bizU+NoLnJGHqxgwxzqQyPQySiMMgTTdQ2FxRh1IdCdTmbezn9vabVX5Qq0Kt+9pdWys3hTjRFevRickKgcrGB7AJSHBqfehyd8XeXjayGgRKtAOZ4Gue7srN6xXhVsVu9YDusoBCc59RB8tT8LhmQUxv/wdfU/3W2e4a0phFxPAzXJ0N7ixJZD5V63ueVQOewtTtL+GXmwBcu4CYZklGAg3Ebw8XX1L92Ja/uK147LiIdKQoc2jW1RScC4jHj3vymeqbUFx7xuE2jd59qCY5h7WX/SeTF0WMEyHgRDMkogCYYRfEoo+J5+Xf2JXGuTEq81RupIinBvabWH+9qXO7u0qoF0rFQ5Rh6sYJkOhEIyihIEwwg+JRV8OF7XQHgb5Fib1HjtIzOGkvbd3nr2df4ZCbT62rZy4ebBCSSsYJkO9MQfWDDMuAwGBR9KBMrbsLe0mmxtAiDFa6vqaL2A21rPlPPPy+2Hpz465HMxkJfbj7xNhg4nOTEe+Hu0nQt/zqNVgkBPfQl0x6VggnKvdGdKlL/uQTkxWKpsQpTOZ0vFeIPWne1NPX+dRoV5l2V63e68yzKh06gCOrc3XGELlnGjlAUVCqviQDdk6G7HpXDzNlDule54G/x5D8qJwTp9Fbf+RFK03mcmr+2n9+We/6JrhuNoRT02HeyYTTx1eDIWXTM8KDw44QhbsAyA7ltQvqyCUFkVB7ohQ3czU5XwNsjBn54J6r0i19vg73tQVt9i4tdxsMyCBrvDq0yD3YHCI5XdOv/NnShXANh8sBz5xWUB9+CEK2zBMgC6Z0HlF5d57a8aSqviQDdkUCIzNZQSsuTcK3IWI0rcg3IaPVTU02Kre0trSHIFRyswKCWGJOvr/F2cT5IV4x22YBkA3Rttd/e6fR7KFQDMVhvu/skqCKVVcaAbMsixioIhXutvq1DOvSJnMaLUPUht9EA91iidmrhnSZHz706SFeMbVrAMAPmj7R57Z79Xucfe2d9h/mhXBMuqOJAj+OQo+EAvXJRQ8HIWeHIWI0rG1inj2sZnJpDmwc4e24e0z9wBiYqcf0KULqBze8MVVrAMAHkWVOGRStQ0NHvdXk1DMypqQ29VPCMrFdt/dwWeuHYYfpmbgSeuHYbtv7vigo1Uoyj4UErIoiJngSdnMZIUTZtz2lZOTlzZVwtSChKA7P6+B7PHG7TI6Z8o6/yp36vJGMktNRWAY7AMAHlxpYKjFaRtVjfYQq7RfGdxxX/uKAmauaVAaCZk+UJuq0By+0eqEf2TnL8z3neXVPlcjFY3NGNvaTVuurgPXvq8pEu5Gy/u474PZmSlYv7lmVj1RYnHFB5Jai27cR2rnNwCtUrilpp+hhUs44bes5a2ilVJqm4NsQ4UwZA4BPjuuBRqCVkU5DRvcH03lMUINcmoot6myPWnLjLM1ia89433uPV735ThkRnDoFZJyC8u61QZOwXw0uclGNM3HjOyUmVP3uGWmv6FXcSMB5S4ErXdXu6AxIDGNeUQDIlDVEIpIYtKd61iXy5aqpJPitIrcv2p+6+qs3l1uwPn3O4Op8CDG4q8yj64och9rHJ/g/5wezOtsAXLdMCXBZXzU7zIm+vLFS8CQmNV3N1GD4EikBNy5FpFLrw1xVDK7U219iHRWhrKvf5U13dcpPf4q4vy2ibs+P6su+lEV9hanNjx/VlMGpoMoPV+uXJoCtYWHENpVQMyEgzIy+0HnYZtLCVhBcvIRq2SsHz2CNy9bl+XMstmj/B4wAZ7o/lAJw51h0AuXOQqeF+xTaXc3tTFQAWxTEVus32q67um0Xuc1kVyTAT+77MfSLKrvjjqVrBK5RaEWycxf8MKlukWM7JS8Y/bxmLJewc9ynGCrQUilUAnDnWXQC5cqAq+q9hmWbvYplLxespi4MsfaYl7bbONKQlRZksjabvGSC05ycvSRFPGLrme3AI10LCCvUCE40ovFFy/VAKdOBSq+FLwvjoJCZzrpKSk29vnvdqNbGOK0qqqt5M2+83JGnKS14jeRuw/ZfW5zRG9jeTcArnd1IIlITDYCagDfsmSJZAkyePPZDK53xdCYMmSJUhLS0NkZCQmT56MAwcOeGzDZrPh/vvvR1JSEqKiojBr1iycPHnSQ6a6uhp5eXkwGo0wGo3Iy8tDTU3NhThFAMHRM1YpwiUhItCJQ+GKr9g24FkzS0my6y7e7lV/tl8EziVEJRDrcKm5U2ZrE6YMTibJThmcLPv7p+Dr/F2Lpu4mBAb75C05BDzCfdFFF6GsrMz9t3//uQ5BzzzzDJ599lmsWLECe/bsgclkwtSpU1FbW+uWWbBgATZu3IgNGzZgx44dqKurw8yZM+FwnGucPWfOHBQVFSE/Px/5+fkoKipCXl7eBTm/UGl2zwS2k1O4QnWRtpULxKKNamlW1dtltnWkKVjqGVbV2fA+8ZnxfnEZuZsaVQ6Qv2iSQ7gZIwF3EWs0Gg+r1YUQAs8//zwef/xxzJ49GwCwZs0apKSkYP369bjrrrtgsVjwyiuvYO3atbjqqqsAAOvWrUN6ejo2b96M6dOn49ChQ8jPz0dhYSGys7MBAKtWrUJubi4OHz6MIUOGdHpcNpsNNtu5xAer1bdLpj2h1OyeaSWc3N7BgBzFFUiolmZCtF6WtZsURdtudATtUZwQpUODvYUk22BvIfcYbivnK5ylhNIGwtPtHHAL9ocffkBaWhoyMzNx88034+jRowCAkpISmM1mTJs2zS2r1+sxadIk7Ny5EwCwd+9eNDc3e8ikpaUhKyvLLVNQUACj0ehWrgCQk5MDo9HolumMZcuWuV3KRqMR6enpss8t0D1jme4RLm7vYCDeoPOrnFKYYoktBWMjZCXEURtdaIj3mMkYiUv60ZLaLumXiIQo2vfqkqNYkN1R2r4IpTp0OQRUwWZnZ+O1117DJ598glWrVsFsNmPChAmorKyE2WwGAKSkpHh8JiUlxf2e2WyGTqdDfHy8V5nk5I4xi+TkZLdMZyxatAgWi8X9d+LECdnnF0ylH+EU12BCh+oGmmVKlVOKcRnxkHzoOOmnLF5XQpw3XI02qMo4u18ifOlYVxbxLeP7krZ5y/i+MBkjSbImY2SX4ayyduEsuUqbQrgaIwF1EV999dXu/x8xYgRyc3MxYMAArFmzBjk5OQAAqd1dL4To8Fp72st0Ju9rO3q9Hno9zb3TFcFS+sHp9Eyg6M7DOBAZ93tKqjx6+naGEK1yEwclYdaoVK99g2eNam1T6FLG3pRHqjECKrVEziL+9mS1d8GfeH3XMfwyN5MkO6K3EVOf207K9pajtKkEkzHiTwLuIm5LVFQURowYgR9++MEdl21vZZaXl7utWpPJBLvdjurqaq8yZ86c6bCvs2fPdrCO/Y0SLeXkonSSFVvGjDfkPowDleRCHWBRcLQCDqfA2sLjXuXWFR6HwymgVknI6h3rVTard6ysRhefHuj4POuMTw+cweqdXS8C2vKXDw+QE5dc3am80XYwA4VgMUb8TVApWJvNhkOHDiE1NRWZmZkwmUzYtGmT+3273Y7t27djwoQJAIBx48ZBq9V6yJSVlaG4uNgtk5ubC4vFgt27d7tldu3aBYvF4pZRikCXfigd1wi3jD+mFX8umuS4UwObcU/9DUrY+WMFGuwOr1L1dgd2/lgBe4sTWw6Ve5XdcqgcCcQYdHJMBKxNNHe6tcmOjftO+hYE8Nl33o/RhdnSKGswA5VgMEaUIKAK9uGHH8b27dtRUlKCXbt24ec//zmsVituv/12SJKEBQsWYOnSpdi4cSOKi4txxx13wGAwYM6cOQAAo9GIuXPnYuHChdiyZQu+/vpr3HbbbRgxYoQ7q3jYsGGYMWMG5s2bh8LCQhQWFmLevHmYOXNmlxnE/iSQpR9KxjW4/Cg88feiybXI9PbgdC1CA5nkImeAxVt7aUrrrb0nsbbgGEkZfWe2kubBtsZ1aV6B5JhIWJtoGceNPhYMLqrq7Yq4cwNtjChFQGOwJ0+exC233IKKigr06tULOTk5KCwsREZGBgDgkUceQWNjI+69915UV1cjOzsbn376KWJiYtzbeO6556DRaHDjjTeisbERU6ZMwerVq6FWq90yr7/+Oh544AF3tvGsWbOwYsWKC3aegSr9UCquweVH5wh0hy5/7l+pMomuOjS1zQMoOFIZ0GELcgZYPLfpMGmbp2oaEBNJe8SWVNb7lHFdl1F94vDlkUqf8qP6xMEhnDBbfbufe8XoUGvzXbMcZ9Ap5s4N5AALpQiogt2wYYPX9yVJwpIlS7BkyZIuZSIiIvDCCy/ghRde6FImISEB69at6+5h+oVA9IxV6ocQapNnlCK/uKxDL2ZTbASWzLowDwN/Jq8pvWjytcgMdJKLnAEWfeIM+Kq0xuc2+8QZyI7ns1abz8HsNQ3N2P1TktWL24/43ObEQUmI0atReNS3q7ZvfBSOVvhWsJV1NtwwprdibUXDrQ49qGKwjH9RKq4R6IdhMJBfXIa71+3rUExvtjbh7gvgIve3i7674QQ58Vpv9cXUhgxUuc7wdayuARbta2JTjRH4Rxvr/WdjepP297MxvTEmnZbok0Kswy2vbXJb295wWdt1zTTX7ylix62DZVbF3bnhVIce8E5OjHJ0d26nL8I144+Kwynw2Dv7vcoseme/Yi5yJazN7iya/Fr+Rc8x8oDqIqceK8WC0hBnqGo0KqTG0eKlGYlRJLmkKL28cZHEkHWzgyboSu4KR3euErCCDXNcP4Ql7x3wiMWkxOqxZNZF3foh9PTJM4VHK32686obmlF4tBITByb5ff9KuOjlLpr8Ha+llqm0laMqTbnH6iucI+dYZ45Mg0Gn9pp1bNCpMTg5mrRN50/FujOyUnHX5ZlY9UWJRxKVSgLmXZbpPh9qC8Z+CXocq2zwKTcuI879/zOyUjFpcDKWfnQQxyob0C/RgN9fMxyROnWnnw10vkIgYBdxj6ErZ458wjXjj0oBIcFEjpxclHDRj89M8Ol2jPspi1WJ8q/uKnhfLnIljjWJ2Lc4KVoPh1Og0YebtrHZgYISWh3urpLWeyq/uAwvfV7SIUPZKYCXPi9xn/9hc237TXRKE82TjKGmczW9yz46iIsW52Nt4XF88UMF1hYex0WL87Hso4MdPtdTS/pYwYY5rgdR+1jhGev5ldOE2uQZ/zbEkDk81M8EykXvWi4pUf5FbUowLiNeltJUpFRNxuVfW3CM1CHq25MW0iYdTkEKUTz2zn44nII8GOAMIdMYAPYca02YWvbRQa8Kvq2S7cklfewiDmMCnRkaLPi7VWRu/ySs2Oo7izO3v//dw4AyLvrdJVUkt7frWlOQY0HvIlr7u45UQqNRkZWmEsdKbeBfUW9DaZVvtysAVNTSmkfUNrWg8IjvEEVNQzMKj1Ti4owEfHrQdxMJU2wESip8H6uAgL3FiVVfeO8QteqLEiycNhRqldSjS/rYgg1jLkQD7WDP+FNi9ZwzwHcWZ5xBixyFSpSUcNHLUUTdtaC9eRHe/prWvOHtr08qfqyNdgeeeHc/8l7ZhSfe3d+hCYOcbWYkGEiy0frO45btERCy2joOM3lv0+giI5GWjBUXqSU3z1hbcKxbz6Bwar/KFmwY09PLaZSy4ClZnMtdWZwK4e8sTjlKozsWtC8vgq/Wgy4a7A5Zx+rqm+vtGd22b+681/ZgUxuL74sfgLWFxzF1eDJW/fISAD9N3oF3T7H0k9y4jHg89dEhn/sfmhqLfSd8u4lVkgQ5KddUa1sQtxlv0OHbUzR3dmlVA5KIA+ddz6BwG0zCFmwY09PLaZS04M/VTHo+QEyxeo+aSSWZkZWKHY9eiTfm5eDvN4/GG/NysOPRK88rM5xSMy3XgqZ4ES7pR3NnX9IvQdaxyumb2165tmXTwXLMe20PgJ8m7/g4TvGTnE6jwrzLvE+0mXdZJsb2pcWgR/WJk9XWsaKO5nr+wWwlyX19oppslWckGGQ9g8IxVssKNoyhZIa6+pt2l2B25yhtwc/ISsWXj03xUHBfPjblgq60/eWil6s0qUlu1ISk23IySPNYb5/QT9axUq/tyar6LpWri00Hy9Fod8hy0QLAomuG467LMztMoFFJwF2XZ2LRNcNRVU9ThFX1duT0T4Shi1IYF1E6NXL6J6KauN2KOu8xXRenLY3Iy+1HulZ5uf3Ii6FxGfFhOXCdXcQ9nPO5XYPdnXMhLHhqC8xQqAGU63amJLlRvQhFJ2ow/7JMrzNW51+WCd1PTR6ox0q9tp8epI2AW/rRQcTovS9aXTid5/5/0TXDseCqIV3WjBYT3a5UORcnqmlJVjUNNFfyWasdapWESK2P2l6tGmqVRG52s7e0Oizbr7KCDWMomaGu/qZyb1qlGsP7k2BpiBHsC5G2yM0M97XAkONFWHRNq1XaVfME1/tyjnV8ZgKp0QM1BlxSUY9+xK5L1qZzv73298AXPwCbD5W774HvztBctN+dsaLwSCVpXF7hkUocPUurg6VahiZjBHaXVJH273quUBZD/y06Rdp/qOWLsIINY3r6NB2lWkXKIRQWIu3x52AKuV6ERdcMx8JpQ7G24BhKqxqQkWBAXm4/t+Uq91ipjR4itbRoWaRWLbutI+UeiPbh8nURrVNjJ9FFvfNoBRrsTt+CALRqFUDoWzwuI75bzxVfi6FwzRfhGGwYEwzTdAJNIBtiKD3wPhTozsAJnUaFuZf1x5+uz8Lcy/p3qVwpUBs9+Ippuph2kUlWkg/1HhicQiunGWIyopQw2g4ASivrkRZH+23HRNLc3pKQ18mKSrgOXGcLNozprovUV7ywOyvYQMYgA9UQoyeM9fN1XQPtRaA2emhqoS1y+sQbkEwsPRmcEkO+B6yNtCSjKJ0aO388S5Ldf6IG/29cOr484nuhqyV+//tO1GBEnziSbNuL7StM4rpPuip9EwjN9qusYMOY7jzcKPHC7vSNbT9swHQewwa6QyDm8YZ7HbKcCTWtAyfazc7tIg7daHeQG8j7ojdxms2YvnHYf8riVRm6LKjnNn1P2uaeY9UYlEJr4r/7GM3bs/m7cpwllt6crbOTM54tMhR8OXHYgUsuFMMk/oJdxGGOHBcptQ5Njjvn3NxUzx+l2Wq7IHNTA0m4xpWA7nbI8nzEik58t/Ne24Nhf/RsID/sj/nuGlS5SETvuxoSsnp7d9Nm9Y79aTFKb0ZMnV9b10RTcFV1Nlkh4KNnae7kFictVnvdqN6oIC4IK2qbyC5ye4sTT77fcUiAC1deR6iFU1jB9gAoDQnkxAupdYgAyE3Jw5FwjSvJjS2fGzjhucg6Y7V5KGNqowc5nCQOEi+tqseWQ97rYLccKoe9xYlLMohNMTIS3OPlfOGrrvQcAgkGmjWfYFCTf1vUebBHztb6rExw4apQoLjI1xYcC5m8Djmwgu0h+GpIIDdxiWIZy2lKHo6E61g/OfcKVRnXNbWQGz3IgZqQVF5rI/fXPXyGVvpy+EwtCkto97ZKRXsUR+k10GpokT2tRgMjMXlJQ7wHT1TTFiwuqOEPaqw81MIpHINlAHQvXugreUhOx5uJg5SZPBNo/N0zOBiQc69QlfFv3/yatM2lHx3En28YQZIFgJsu6Ys/f3jIp1xitI60vdKqBpwmNm/YXVKJKGJTCioxEVpUEmOglsZmJBHPS6dWAfDtJk6PN3Tq2u8MY6SWHP6gLoRCLZzCCpYB0P14offkIZkFg2GKklnMgcjOlnOvUJXxcaJldKySptxcvLG7lCR3tpamtNLjDdhXSnNTmq1NyEyiuXNj9CrUE2pWB6fEYGsN7btqanGinDgGr7GZNjd2YGIUdh+nnX91g711MIIEr6VSktS6EKIMRaDODQ4WWMEyAM7FCylZlFRyByRixdYfSXLhjhJZzIHqECVnQs0eYswsPT4Ch82+Xa/9EmmWjgvXgHBfVBKnzgxMjIJOTVOaOrWa3Gy/hZZjhCi9Wtay1dJIU5z1tLAqNn5zEhIxYHy6prF1MAKhDvmN3aXkoQyh9LzgGCwDoFUBzBrl/aE8a1SqLOsop7/vuanxBi1y+ofODyZYCOTkETkTaqhJPj8fk06Se3jaUI9/+xo2EUUs76mopWmY/+4/jb5EJd830YDjxKYQVfU0Rfi92Qq9hnZOeo2a4PSVx3fmWsjxTFHDRNSFUKjFYFnBMgBaH1TvfeP9ofzeN2WyMn5dc1O9sUzhuanhiNIdouwtTrzyxVH88b/FeOWLo7C3M6/a1rJ6w2xtwi6iBbuO6Mp9a+8J9//nF5dh4vLPcMuqQjy4oQi3rCrExOWfeSwuZo/tQ9puciytnKbB7sD/I27z/43tg2YHLSmLqgjPWG0wRtIcj8ZIjd8f8E4B9Emg1Ra3ytF+29SFUKjFYFnBMgB8Z4YC3UuTPzc31fOHkWqMuGBzU8MNJVtVLvvoIIY+8TH+/OEhvFZQij9/eAhDn/gYyz46V6NYQYxXtsrRlDy10YEr2/RcfXU7C97a5FFfnd0/0ecjXgJw1dBk0v4vzojHxcTZtRf3SyBbm1SqG5phbaC5na0NdnSzP0eX2FscGE88//H9Esju3Nlj+4RlSRvHYC8Q9hYnuYF5IFCy65DcJJ9QGO0WSJS6Vss+OtjpuDingPv1RdcMRzVxtFl1gw0TB/TCiq1HfMpm9Y7F/lO+J8qkx0fC4RQ+66sXvbMfU4ebsLe0mjQcXa2m/RaHmWKxfhfN2l6/q5Q8pYeK3SFAtXfrm52I1qvR1OC/Y2hqceJ7YpnS92dqceel/RFn0Hot14s3aDFhYBK3SmS6x7KPDnYYwfXUR4c6HcEVKJTuOkRN8gml0W6BQolrZW9x4uUvup7FCgAvf1GChdOGQk4MLmdAos8HbJxBixkXpeKN3Sd9bnGoKRaFR33XV1c3NKPwaCXKie5s6tzUqkY7uWaztKoBDYQJNXJQS5CVnK/VqAD4PgZakU5r6Q21FvZEdaM7TNSV4gTCO0wUPCZUmOKyCtqHw1xWQVvXWyDpbtchX0kmcghk4k5b/HlOSuxfiQ5Ra3bSps6s2XkM8QZabWW8QQe1SsIl/byXVlzSLx41RBdxVYMdBcTGJAVHKlFBrBl1Eq9xUpQe6fG0JKf0eIPfH7BJUVrE6ml2Uaxeg9om/8aA0+IiZE0TAmhhIldeQVeEaqtEtmAVxN7ixCofVsGqn6yCQLuLlRoMQCVYZswqZUFT3d6U/SsxeWQ3sePQ7pJKXDMyjSSbFKOHvcVJakH4y5x+pG0mx0TgB6KLEhBkxW0hxjXtzQ4MTKINXB+YFIUEgxb1Ftq2KVjtTjTZaEqzsq4ZOo1/fyvWxhZy846bLunb7pWue1GH6+QptmAVZG3BMXL7tWBAicEAVIJhxqxSFnR+cRkufdoz2/XSpz/rsL1AWvDUWGGD3UEe15Ycoyf/Bg6cspC2OTo9Dtn9aA9YqhwAfHOStv9/flmCd785RZJ995tTqG/2b6FMvc0BWkEP0AKg2c8WX73NgXWFx0iyLrmuelGb2/SiDtfJU6xgFUROrCZY8PdgACqB/oEpVfpCVZpy9q+EO20UccbnqD5xcobJoIRYB7rpkJkkt35XKVRqmlWmUkuIi6S5s1uI35W1qRmniJ2UTtU0dihxOl8EAGpisBqAn/U74qM0eOdr37FyAHjn65Ne72ug9XyefP8geTg7l+kwbuTGKkIFJazNQI92U+Kc5ChNOfvv7rF6i+1Se0FPHJQEM3FCjdnSSM7HqW2i2WXHKhvIcdWKOhu5F29mEu03ODLNSB5OrlVJflewAECNJikRdZIgwUbU2rZmJ7n8D6I1FOINLtNhPMjL7Ufqr5mX2++CHZMvKDFAJaxNV+KO2dLUqUKS0OqqVuoHpsQ5yVGESuy/rWzr0Pt2A89jI7BkVut1dXXd8lVOkdM/EUveKybtv+hkDcakx2Nt4XGfskkxenxfTrF2BdnaSYrWo8VBUwa5A5JQcNR3N6FpF5mw9EPa+VfVNYE4ZlUWVKvU39Yr0NqzWUf0IOjUEnkxVl7bhFmjUjstE3Mht5NcMMAWrILoNCrMuyzTq8y8yzIDnuDkgurOVMLaDPRoNyXOSY7SlLN/ucdKacogr+sWvU4kNY7W9Scrzfuw87Zy1Ixfp1Pg04M01/Ouo7Qkr5qmZpRWE0ewVTcpMseCqjedoLuTqZyxNiGJeP8lxUSgnNiU5Iy1ye+d5NoTiOqA4HiyhzGLrhmOuy7PRHu9oJKAuy4PnjpYOe5MpQaJy0my8jeuc/KG3HOSowjlfKdyZKlNGeQ8bPoSQxp9Ewzk77XORnMR7z9lQQFRGRYcrUQpcfoOtSl+ckwEOV7b4hQBt7j8W4ULNDU7EUUsE4rSa1BMTF7b/v1ZRTrJuaAmGvobdhFfABZdMxwLpw0N6k5OctPk5Zb0UFFytJs3XMMO/OmikuP2blsm1RVtv1Pq9//ljxWkpgw7f6zwqYgf+6k7Un+igu2fYIBaJSGrd6zXeyurdyzOEqfOnKm1oY5YpnK6phERWmqPW1qsdlxGPGL1alQ1+j6GWL0ajS1O/2u5AOIQQF9iL+K+CZHY8QNtMVRSQUuG606So8sz1/436PLMKbl4D54nfJij06gw97L++NP1WZh7Wf+gUq6A/BikXGsz0M0bfKHUsAM5bu8ZWamY34W3Y/7lmR7fKfX7//JH2jSTt7467lMR1zQ0o/BIJf5FLCv7V8Exch2sQUu0inTybIIBxJpVqiLedaQSvYlu795xkbA3B9d9fr4IAIXERh+FRyoRE0FsikGUk5vkqPRgDF+wBcsA6F4MkmptymneEKhWiXKGHcgpdHcpwiXvHfCoA0yJ1WPJrIs61Ba//HlJh4eBUwAvf16CMX3jOyjZK4emePWMnCaWlBwo890HGAB2/HgWp4mJK6ctjeQ62EgdbcH5s9G9UUh0EafGRuAk8fy/OUFzZb799UnUEmuGa+2OcDJeAbTGdI8TWyUer27E3ZP6Y+/xGp+y14xMxY9bfvT7wPVAN7AILjOKCRjdjUG6egxfP7o3cgckdqpcqc0TAtloQfk63K5s2Fao9YJtV9r5xWW4/JnPPCbfXP6MZ1yJam01EVNO95+0IM1I22aaMZJc432WWHqjUkkwRnqfMezCGKnF4TLiwHXida23tcBOzEymyoUaNmJ/ZVuzAyeriAuc4zXkGcNyCHR9fdAo2GXLlkGSJCxYsMD9mhACS5YsQVpaGiIjIzF58mQcOHDA43M2mw33338/kpKSEBUVhVmzZuHkSc9C6OrqauTl5cFoNMJoNCIvLw81NTUX4KxCByUGrneneUKgXDlK1eGe62Lj+QM+Y/VcNMgdF3guM7hjd5y249omDKTVt6bE0s4rUq/GROJKf+KARLKCbyRahbtKqnCQaG0fLLOipJL24Gwi6sKkaD3sRAVjb3YEzwPWTzgha9YAdhFbcO4/TfMgyFWEga6vD4rrv2fPHrz88ssYOXKkx+vPPPMMnn32WaxYsQJ79uyByWTC1KlTUVt7rhfpggULsHHjRmzYsAE7duxAXV0dZs6cCUebQcdz5sxBUVER8vPzkZ+fj6KiIuTl5V2w8wPCNwbpbTj3hWie4C+UyCKWs2iQ07yBkhn82E+ZwZf0SyDNQ51CnId6SUYC6uy0jNs6ewscRCvOSZQTEPjuDE3BfnfG6tMqkou1sRn1xIxnqlyoEW+gRRbjDRo0O4gXgCiWFEWrgXahVMUDlYDHYOvq6nDrrbdi1apV+Mtf/uJ+XQiB559/Ho8//jhmz54NAFizZg1SUlKwfv163HXXXbBYLHjllVewdu1aXHXVVQCAdevWIT09HZs3b8b06dNx6NAh5Ofno7CwENnZ2QCAVatWITc3F4cPH8aQIUMUP8dQGMHWnRikrzF8SjdP8CfUbFd5DfTpi4aqeloWbVW9HYVHfI9rcyUkQfL97BIAVBLtvIaZYlF4jGaVSJKELd+dIckeJ46Li4vUIpo4RTxap4ZeI6HBj4lGRSeqoVLRhrupVCqoJKfflXygoWZx19kcGJkci5M1vn+zvWL0qKgnDGaQWUzQnSEm/iTgFux9992Ha6+91q0gXZSUlMBsNmPatGnu1/R6PSZNmoSdO3cCAPbu3Yvm5mYPmbS0NGRlZbllCgoKYDQa3coVAHJycmA0Gt0ynWGz2WC1Wj3+ukOwjGDzhVxlSBnDJ6fjTqBdOdRsVzmt7+R8pwnE7yohWo8vfvR+nC6++LGcPNpt3wlabKuq0U7u7xsXqUMtsb6UGq5MMOgwMDmGJDswOQYDkqNpGyZS09gMQdSYwinQEmbKVQBoIp5UU4sg97j25T1yQZ3v25ZA1tcH1ILdsGED9u3bhz179nR4z2xu7cCSkpLi8XpKSgpKS0vdMjqdDvHx8R1kXJ83m81ITu7o/kpOTnbLdMayZcvw5JNPyjuhdlBdhEqPYKMgR8FRx/BN6E+L/0EA4/rFQ5LgdSap1I0sQipyJh/Nvay/+zVvY+jkfKdOX8NY3bJ6vPUVbbG3/6QVo9PjSLKRxDKZ5JgItBAXGQkGLTR+LkeraWwmZwafrGlETAQtIYqMEGS3J9k9GmIQb1UIAcRH0b5/6tOP6ulpT6Dq6wOmYE+cOIEHH3wQn376KSIiun4QSe1cV0KIDq+1p71MZ/K+trNo0SI89NBD7n9brVakp6d73W97lCr9UAI5TRFWf9nRcm2PUwAbi2hjvSrqbdhzrIo08HvPsSpMJCbuyKE7k498uf7lfKfU2kIIwEB0kRp0anId4pCUaFIv4vGZCVhNTEipaWxGhJamYCOIijjOoIOVaBVbG1vITRHUUmsTBV/otSrUE5OcwqwE1k2kVkI94eQitRL5Wkkq2vWneno6w1XxcCEJmIt47969KC8vx7hx46DRaKDRaLB9+3b87//+LzQajdtybW9llpeXu98zmUyw2+2orq72KnPmTMc40NmzZztYx23R6/WIjY31+JNLGXGlTZVTEleswluZiCtWQVVGDcRkmOSYCLIrkyonF7mTjyiufzmNJirqiRNi6m3kjN+U2Ah8Z6YNJz9srvM5E7b+p/fluLP7xtO+12jiQqCq3o5eMTSrqFeMFqXEcXlUY1OlRHPhEEOOi5xq7RqIDURMxHs/WAiYgp0yZQr279+PoqIi99/FF1+MW2+9FUVFRejfvz9MJhM2bdrk/ozdbsf27dsxYcIEAMC4ceOg1Wo9ZMrKylBcXOyWyc3NhcViwe7du90yu3btgsViccsoxdfEuBZVLlhIJz40L+4rJ4NPxpBRBZiTnUGWk5MdTI3/yHEnjyG6fcekx5EHqZ+orvMZX7a3OLHzhwryQ84UG4H/N47m9enfixYrra63I4ra9UmrQSUlcQb0B2G0v13OIQihS6RbrrqBtnCM1KoQZ/D+3cb95EEJJQLmIo6JiUFWVpbHa1FRUUhMTHS/vmDBAixduhSDBg3CoEGDsHTpUhgMBsyZMwcAYDQaMXfuXCxcuBCJiYlISEjAww8/jBEjRriTpoYNG4YZM2Zg3rx5eOmllwAA8+fPx8yZMxXPIA6syvDEW6zQ9T5liPfU4SYMNdGSTIalxZIz+HL7J2HF1iM+t5lLjevKZB+xgH1faTVUKklWdxhK/EeOO3l3J+93Rlq8AeMy4vHpQd+ZvDZi4srbX5/EMz8fBZUEv3bdcRJ/BSdrGmAmTmgx19rIMTaNCrATQssDkqNxjNg8IVyR81w7fIbmQfmBIBeKvoOAl+l445FHHkFjYyPuvfdeVFdXIzs7G59++iliYs494J977jloNBrceOONaGxsxJQpU7B69Wqo1efiVK+//joeeOABd7bxrFmzsGLFCsWPPzOR1geVKtddKGVCskpKGoglJQ12XD+6N+ZfnolVX5R4uIskqXVUn2v/OQN8zyONM2iR0y6G4mvhQKXgKK1nb8HRCgxKoS0w2mYR+4r/yCkncCljb9fL5RmgzkPVa2hx3Xp7C/aWVpO77lCTt46W15Hkzlqb0DvOgK9Ka3zK9o4zQKuScIpQJpJq1KG02vd9PWlwMrZ8d5ZyqGFL+/vTm1xdE83cLa+1k4ZSBEO+ihyCSsFu27bN49+SJGHJkiVYsmRJl5+JiIjACy+8gBdeeKFLmYSEBKxbt85PR0knGAauUydJKDW7lNpf1zWP9G4v02SWu+eRnjs3/9UX0/vTKFVS5HIntz8nU7tzaquMu7J2XcqYuhiKJCZOpcRE4BSxZvVUdQN5SorZQjvOyno7Jg6ieTEGpUTBZIxAQYlv70QN0e+5pqBEloIJxzwnORZsArEpBXECnmJ18EoR8DrYcCbQA9flxAqVmF06LiPea3/dtvsHgK+Pe38Qtn3f3/XF1FVx7oBERbo+uZiRlYrtv7sCT1w7DL/MzcAT1w7D9t9d0WHB4FLG7Y8jtZux3eG9aVb5iD5GfHKANsT8kwNmnCIm8LU4qfXFEr4kJrp9eaQSCcQyEaqldaqmMahCP8GOtYkWA6d6WpSqg1cKVrAKs+ia4Zg6vPM2dFOHJys6cF2O23d8ZoLPJANXmUbb7NiuWHzdcOwtrSbvn1pba29xdqtvsa9WlTn9E0nnn9M/UZG+zS7yi8sw6a9bPRr4T/rr1k4XDBRlTF0M1TfRMr6/PVmDBmKZSkOzA4LoIo7W0x5Fg5KjUFZNs2LKqptQQRwiQJ160xKmta1KUdVAu69sLb6bTSjZ0lApWMEqTH5xGTYf7Nh5RwKw+WB5UE2I8ZVFamvz/oysVFzVxcLhquHJst3Ocho9yO1bnF9chonLP8Mtqwrx4IYi3LKqEBOXe06dcbmovbHsJxe1ErNjXccpxyqnKGNqqVA5MXHojLVJVm4B9RvQEhcjMZEaNNhpVlGDvRlf/kCLrVOJ5iRiWWioSWZq5RatgYQVrIKE0oSYwiOVPks6GuwOd0OEZR8dxKZOFg4AsOlgOZZ9dFDW/uU0epCjuM9NnWmntKxNHlNngNZFwz9uG9uhDCXVGIF/tHG7yp18Q0HuvSJHGVNKhRopKbQAGu1OTBlCGwwwZUgynA6itUssJzprtcsal1blI3FGLsSvKayhKg0VgFF9jCTZkb1j8eZXJ73K/Purk0E3JMUX3UpyWrt2Lf7xj3+gpKQEBQUFyMjIwPPPP4/MzExcf/31/j7GkCXQw37llH48t+kwaZsFRytwSWYCyZ274Koh5P0fJHYHykgwkBV3UpQe973RddIUACx6Z79Hq0pKSU13hhj4ynaW686X24LT13D2hChaf+GEKB12ldIWDrtKq1BSSVs4WW00zWW2NkEiWjGSSkJshKbDSL/zwc/6OiShrjGcoDcQqW92kLKIC49WKtLJTSlkW7ArV67EQw89hGuuuQY1NTXusXBxcXF4/vnn/X18IU2gh/3K6SQkJ4uW6s5dv6uUFKtVqyTk5faDr+emK+OaGi92CkH+0bbF1xB56sgslxzFRS3nXumOBe3TnSyjwez+k7TF0P6TFjQQTT5qbLOmsZlcUqTXqDGydxxJllEGSn0rABwuo8kp1clNKWQr2BdeeAGrVq3C448/7lFrevHFF2P/fu8zKnsacqbJKIXLPZgS67mPlFi9R7apnCxaOe7cGVmpmH95ZgflqZKA+Zefq4P1d8a1AMjxt/ZyPmf3ypg4TXVRy3Gnt99WV7jkKO5kObXNcnohRxHrL6iOv+aWFsT7WFy5iDdocbCshrhlRgnOWGn3FXUEXqjlZstWsCUlJRgzZkyH1/V6PerraTVvPQUncVVOlTs/urJhW5GTRZseT2ugnh4f6a6Dba+jxE91sG2tuEXXDMddXSjjuy7PdGdc7y6pIs1D3XGEpmC/OVnj/v/84jJc+rSntXnp057WJjUztbzW5nMw+qKfBqPLKf2pIu6/qs5Gju1GaGlKM1KnIXdoGpcRj0xij2c1cdEihAR7My0z1d7cguPExSAVznGSh0FPu69iI2kLMaU6uSmFbAWbmZmJoqKiDq9//PHHGD5cuZKTUGQXcTA1Va47uKyX9lbPGatnMoxaJeGmi/t43daNF/eBWiVhqIk2+GBwcozsJK9F1wzHgSdnIC+nLy4blIS8nL448OQMj3ImqjvVSaytjNC0Pt27svTK2iUOUV3E5dYmsotaTumPnHgpNbZLJTlGD+Js9tbxgyra4pFaCh6pU+NMHS0QeqauGTLG99IIrSTWgDOYOI93dB8jqRdx+05uwY5sBfu73/0O9913H958800IIbB792489dRT+P3vf4/f/e53ShxjyEJNeFMqMU5OZqqc0hOqO3FPqbxyGqBVyV35t21YW3gcX/xQgbWFx3Hl37Z5WJBUd2oEcUKHpFJ5/a5cx+r6rqjt/4qJiVsuN7SvLMo3f8qiNBlpHgSTMZK8GBFE11tshFZWiKCKqAypitDW4iTHdRvsTrT4+ccVriPolIJaM93Y4vS5wL/ppwV+KCE7i/hXv/oVWlpa8Mgjj6ChoQFz5sxB79698fe//x0333yzEscYssRF0hxKVDm5yK0XpSbOJBhoFhS1OY9LCXTV1tFlQbpixq4kJ199iwenRGPf8Rqf++8V7dvScx3H7pIq7CKW39DHEAoUHqkkub0Lj1QiZ0AiuRcxtVTIRtQcZksT6oljCM9abYgiZpFKMvoKyumk5HcLlpHFGXJ9tQ3fmb33o37vmzI8MmNYSCnZbtXBzps3D6WlpSgvL4fZbMaJEycwd+5cfx9byOPrgSlXTi5yMlPlyH5ntpJkrU00Szc5JkKWBUlBAqAm+vPUKhXMFpoyNFsayd2JUomWZnZmIr48Qmsg/+WRs1CrJGT19u6mz+odC7VKwmjiaLt4YktBSEAiMSkvMVqPSzJonXcidbRHkUalklWHyQSWBmKHsMo6m99ry4OB87oHk5KSkJxMKzrviZwmPrSpcnKRk5kqR/ZENe14HURFNDo9TpYFSUlyqm5oRi2xeUFshBYVdbTFQEWd3WesyEUM0XpTSRJOEdv/napugr3FiS2HOm/y4WLLoXLYW5xYvdN7vbKLs1baNU01RuJ7YunF92dqMSSZONqQKDcmw8i9gEMIlUS7Cg5iL+JQa/Yv20WcmZkJyUuWw9GjR8/rgMKJtDiaBUOVk4ucRhMAfLpdXb2Ii0/VkPZ/lugeWr+rlJy4Y7Y0wkm0YuttxGHbKqCGGFeuabBjIHFcHTUZSO5DQ05byXf2eY/ruvihnFYBEKNXo5H4vTbamvFlCc0ybxG0xdBQUyw++Nb3fFuAFWwwcJowKhAALI00SzfUmv3LVrALFizw+HdzczO+/vpr5Ofnc5JTO3L7J+LFbZQh4spkxsmZMUpxvbokBhOtDWrvgtKqBnLiUEWdze+lF9mZidhVQsvkliR0aKXYpSxx/xV1dlmZuXKSjCqJlrmV+ID78kgFKuvpo+W+/IH2vRafos2D/eL7s9BKtGQjqhyjHNTy1hbxU9a5l+slSehQIuavedBKIVvBPvjgg52+/n//93/46quvzvuAGP9CnTFKrS3dXVJFLitqJLpoMxIMZGu3VWHQfkAqotZSSRJy+ydhxVbKYiiJlGQVb9DCoKO5kivrbUgx0uKaKUY9uUwoPT4SkVo1AN8WJzXZ9rSlCc3Euu1mhyArY2KnRBwsq4VWI6GZoDmpcoxyqCSAcrtI8H0PCgHsOVblbpXo33nQyuC3PICrr74ab7/9tr82FxZQs02pct2FMtZMTpIT1e3Ti+jOycvth/2niO33TlnQl9i8IIpYplNRb0POAN+NNuTU4QnQy3T2n7TAQkx0szQ0YzDRRT04JQZj0mk1y9QpMaYYPeS0srK3UDv00HA6ndATu1JQ5RjliKD1mSDfUa6ua/6eB60U3Wr23xlvvfUWEhJCa1af0lBrC6ly3aWzld4/d5R4rPTkJDmlEbNjU4iuVABoItbLNTU7yMXrQ1JjgG98yyXHRECtknBJv/guJwQBwCX94qFWSSggltScJS5ampod+N5HiYKL7811SIr2PpjexZ5j1YiJpFm7kRFaWJt9K3m9Vo0oLUDJc4vSAmVWmuuZilYtwU60oKlyjHLodRrUt/i+B6hX6puTNT7r+yV0HHYRKGQr2DFjxngkOQkhYDabcfbsWbz44ot+PbhQJ5aYRUqV6w5d1Zaa29WWjsuIh0ry7qZR/RQD2d+mtaA3fiinlfOs2XkMqXERwHHfsqlxEdh1jGbxVxPdk6PT42Rl5lJLemKJfXjT4yPxVWkNSba81kYuVXI4BcqJfYvrie78ijo7aomlF7VNLeTJK1TUAKxEt29js+iQe8BcWMiNPogXyqBTBXxKmRxkP9lvuOEGj3+rVCr06tULkydPxtChQ/11XGEBNXGEKicXaienqcNN2FtaTcpM3VtajZpGmjuzpIKWmbrnWCV54EFshBanqmlJPjt+oGWwvlZwDBqVRM7MpTLYFIO9J3y7iX82tg+KiS7yCI2EmkZavLqm0UYu9Kc2BTFGanDATntoWu0CGjVAdE6QsDvljUtjAkuSQQNrk+8bIFYnocbm+74an5kU8CllcpClYFtaWtCvXz9Mnz4dJpNJqWNi/ISc2lJ5jRZo+9eqaSF+g04DtYomq1apyPs/VUNTxJ8UlyGrTxxJtrSqAaOIsrHEelmNSoVeMXr8WOH7eHvF6HGGaJWesTZBQ+wFrCXWK/aJj5RVh2qKicAJYsyego3dviGFnVjfatCpYbG3+Mwivn1CP+wtpYVIgqGkR1aSk0ajwT333AObzX8DjMOZOGJLQaqcXOSMNasiulOr6u2orKdtNy2WZpX+v7F90C+RlrjUL9GAynra/ddAtLTO1tqQQUycykgwoJJoFVKTwSrqbehFjFf3io1AOXGAeLnVBlsz7QHXTHTlVdTZ5UzrQ73Nv94ZajkXExxU1dOuf02jA1cN89606KphydBpVOR50K76/kAiO4s4OzsbX3/9tRLHEnbImXqiBHLGmiUQXbQJ0Xp8TYwXnqpp8jk7NEqnxoSBSZiTnUHa5pzsDHL5D3ECG3rFRsja/4EyWmy5gqiIk6L05LaKqcZIWQPHySU1RH+q2dKIOAPN8RVn0JBju1SIBjkTJNiICzebQ6D4lPffVfEpKzn/IFhuE9kx2HvvvRcLFy7EyZMnMW7cOERFRXm8P3LkSL8dXKhDnRtKlZOLHAWfRJRNitKhlmiV1NkdyMvpi5c+77pd3205faFWSdhHdPvsK61GJHHgd68YPUqrfFuRM4abUHSihrTNohM1OEmMAVNre1ucTtQ20eLatU3N6BMfib2EIQZ94iNRWkmLg1Ob4jfZnYjWq1Hd4PseiNarYfOzgk2K0eE0cYg3E3iIkQcA9GEjgO/+7a6a/UAnOZEt2DvvvBNWqxU33XQTSkpK8MADD2DixIkYPXo0xowZ4/4vc44DxJaCVDm5yBlr9p2Z1l/2O3MtBvSK8i0IoH+SgTwCr+AobTh6wdEKZPU2kmSvGp5Ckrvj0kxZiRN64vBSahbzu1+fkhVXnXkRrYh+5kWpaCbGwKjPQUtTM84SXdRnrTZkEF3/VLczdTA8Exy0EG8sami9rKYxpJKcyAp2zZo1aGpqQklJSYe/o0ePuv/LnOO0hRirI8rJZVxGvM8WfK72YyeIVtmJ6gbcmZtJkp0wMIm8KpWTOGMlW3stPh/crvcTIonWfqQOo4gTaqL0NGVgaWrGGaLSOmO14c19J0iyb+47QW62QaXR3gJCUigAoMkBDCC21dQQNSz12jPhyb7jVeSKA6qckpB/fa4RXRkZtFgVA6QZaYkrVDm57DlW5TPj1tV+LD2eZmmkxxtwlNgL94czNPek2dqEOKKCi4vU4XuitV10vMan4hagNc938d2ZWkwYkISV230vJnXETkI19XaYjBEoPu07tmsyRuAgsUPUwTIrjJEanCYqbwotTgENAEqQQAOQR/tROxpWEpNmmODA33XIZTWN8gYCBxhZSU7epugwHaHGCqlycik4QusZXHCkEkNNNEtjqCmG3GyfWiZTVWdDUjQxBhytQxSxgQM1wae0qgHHiLHKY5X15B7HGqIrWadVITuTFivKzkwkx3bP1tpgIdYsU4nUaSARnxqSCuT6XipB8MxkZODvmbxnau0oJ+asUOWURNb5Dx48GAkJCV7/mHP8WE5rf0eVk4tT0OJvTuFEFXFcW1WDnbxdHbEONiFKJyteTF0M9Euil95QOx6VW5tQQSwTaiKaZc0tArfl0DxDt+VkkBOSWpyt7md/Ine0YrWfFTwTWhDL28mkGCNkVUcEGlkBmieffBJGIy3BhKHPA1XKMRATQR0MrpXVizhWT9tuXBRNLilKj/GZCTDo1GjwknVq0KkxPjMB276jzQPNTIrC1sO+k6fmZGfg6FnaIic5Ro8EYt1yvyQDjlX6tuIHm2LwFXHgA1XOhUR00qlA63yU2z8BR8rraNuUJLQQk6yY8CQ+SovyWkKPazVttF1qbETAyx/lIEvB3nzzzUhO9l4MzJzjqmEppB6zVw2jZbvK5TAxVnnYXIv5lw9AqjHCa1JS6k/D2b/8kZbxW11Ps14OlFmQPSDRZ31ro90Bh1OQYpUAsOsoTRntO16N/r1oAwT694rGQWIdrJU4IUejkvDvr0pJsv/+qhQa4pxTjQQYI7Wos/teyat99KF2cfRsPVTE2guVJADBYaWezJThvfDGrtM+5cb0iUZhqe9F7pj0OFnerkBDNuA5/iqfYam0UWFUObl4swbby6lVEmaN8l7+MWtUKtQqiVxbRq3v3XzoDNbsPEZKSFqz8xjZnXua2P6x4EglbrqkL0n2pkv6Yg9xOHtTMy0hZ3SfOOw9TqsD3nu8WpZnZGwGLWyjIk4dOWSuBbHXP5pa6ElOTHjy2QFaP/DDZ2i/1bR4A8ZnJiDVR2KoyxgINGQFyz8U+ewmuvOocnIZ2zeOLOdwCnLN6iX9EkjlP4KYmmttbMFu4hD33ccq0UjsHt9MDFYKIfDGbsIoHwBv7D7us/TIRYOdtv+0eAOaiAWDTS0CGmJ2skYt4fpRvUmy1N83tSGGC2pJDxOenKmj3S/VTQ6y0pRjDLTF4RQoOFKJ/xadQsGRSnJXqPOB7CJ2UsdtMG5OUoZmypCTiyBm0QqHkDUYAACp/Eevpa3fkqK1aKAEYAA02BzoFa3DSUKf3yithDpC7pZBr0Yh0SotLKmEjpgdHGfQwlBnJ8WVEw06VBFc6okGHZo0Ehosvk8s0aBF/kHf7jmgdUoNBRXoI+Ak8EQbhs7i64bj7nX7vL6vVklkY+CRGcPcSrazmdipxgiPmdhK4O8saqYNFXXEZu9EObls+d77fNO2cnK6o1CHCFAHro/oHYesPjQ3eVafWAwiNi+gdpHZ8f1ZmGuI04RqGsnlP3aH8GltNza3xpXHZsSTtjk2Ix46LW1drNNqsPkALSGMSpxBC6IBTZZjGDnINQZcM7Hbf8Y1Ezu/2LuyPh9YwSoI1dKhysmHPvdETneUCqIyprod4w06cmZugkGHb4m1ldUNNKv4aGU9uaVgs8OJFOKUoOZmB8nSX1twzOd0EBdxBi30xLZHeo0EK9EzQEWn0YA4a4Asx4QvEcR7NUIt4aF/f+NV5qF/fwOHU8gyBqgzsZVyF7OCVZAaYr0kVU4uvsY/tZWzEx/EdpvDZ6NtFyeraT+EQ+ZaWcPpqY0uqO5JhxOIJpY0RUdokUxUsNQFxtGKOvIAgZPVDfTiQpUKxNwlMnaHk5zwKEkSeYnHhCe9oom/K73kMymzwe7Azh8qZBkDvqxdAU9r19+wglWQSmKZClVOLsNSiFnMKbH4586uJ960hSoHgDx152R1A3kF6XAKOPycD5AeH4khKTS385CUGBgjaNZ2Uwtt0VJW1UAq5wKAr0prEEvsZBWr1yA+wr+9iCvr7IgkelwiNSruvNTDMRMnH1U00H7Tb+87KatVYqAHA7CCVZAaYhcbqpxcCo4RJ9QcqyB3/LE0NZMHxFPdQzqtCt+fodXsfn+mlmwVUW/uGVkmxEYSlVakhlz+U0HJsAJwuLwOdmJmtL3ZgUridivr7BiTEUeSpWJvdqKO6O2gyjHhC3XOMJWTNQ3kTmoV9TZZDXSUgBWsgtAjoMrw7QlarPLbExaYiAlJJhmdVOKJijg5Wo+SClov4JKKenLNJtHQw63Z/WRNs6EqOOoo1FqbA4nEXsxUORdFxHuAihP0h6a/H65M6OFvBdMn3iDLReyqme3qiSFB2ZrZgCrYlStXYuTIkYiNjUVsbCxyc3Px8ccfu98XQmDJkiVIS0tDZGQkJk+ejAMHDnhsw2az4f7770dSUhKioqIwa9YsnDx50kOmuroaeXl5MBqNMBqNyMvLQ01NjeLnpyX24qXKyaWJ+IRranZiKjFeO3VYMqqIK0g9cXZnqjESWmLKqVYtISGK9gPTErNs3thdipQY2jZTYvRky5xYpYR4g5Y8Y3dAryhZ31U5sQ6RihP02DbrV2ZYKq1DWkYcbeH4s1G9ZbmI1SoJi68bDqCjIeP6t6v8RwkCqmD79OmD5cuX46uvvsJXX32FK6+8Etdff71biT7zzDN49tlnsWLFCuzZswcmkwlTp05Fbe05d+KCBQuwceNGbNiwATt27EBdXR1mzpwJh+Oc+TBnzhwUFRUhPz8f+fn5KCoqQl5enuLn1zuOZhVS5eRidxDdjg4HrMSOANYmB84S4xXVREVsbWrGqL60Htej+hoxa1QaSTbeQDNhd5VU4QfiwIUfyuvIzaOpbueRvY3Yf5LWfnH/SSv0xIUDVY5hlMJGXORTvT1QQZaLGABmZKVi5W1jYWrXyMJkjMDK28YqWgfr3wwImVx33XUe/37qqaewcuVKFBYWYvjw4Xj++efx+OOPY/bs2QBah76npKRg/fr1uOuuu2CxWPDKK69g7dq1uOqqqwAA69atQ3p6OjZv3ozp06fj0KFDyM/PR2FhIbKzswEAq1atQm5uLg4fPowhQ4Yodn6BjlVRLSitCrJGoH35I60pw3FCo3sAMNc0kLN4bXYn3vmO1nXpRBXtnBrtLeQs3iNna8l1uBE6DUCYX5oaFwHrYZqlaW1qJivuRmKrRoZRikpiu9SzxLDL2/tO4pbxtMlTbeOqM7JSMXW4CbtLqlBe24TkmHNdoZQkaGKwDocDGzZsQH19PXJzc1FSUgKz2Yxp06a5ZfR6PSZNmoSdO3cCAPbu3Yvm5mYPmbS0NGRlZbllCgoKYDQa3coVAHJycmA0Gt0ynWGz2WC1Wj3+5EJ1pVLl5GKX0RBh5xFaQtTOIxWos9Me3NTuQEcr6nHaQvsOTltsOEscuk11USZE60Ed+uJwAo3EVTm1reAPZ2p91su6EAI4W0t7GJ2ttUPvZyOWbWJGDnVEzxi1Kcx3ZbUYn5ngs248zqDtEFd19VG/fnRv5A5IVFy5AkGgYPfv34/o6Gjo9Xrcfffd2LhxI4YPHw6z2QwASEnxnDSTkpLifs9sNkOn0yE+Pt6rTGcTgJKTk90ynbFs2TJ3zNZoNCI9PV32uRH1G1lOLnpiOYVeoyIrg9qmZhCHqZCmswCtCiuZmLyTHK3ze1KY5BSI1tG+q2idCkaiBVlP9EwcLLNCIn6pkiRkuf5jtFyJygQO/9dHEH8nft9v9wi4gh0yZAiKiopQWFiIe+65B7fffjsOHjzofr99UbsQwmehe3uZzuR9bWfRokWwWCzuvxMnTlBPyU0UMcmHKieXSB3N7Rqp06KlhWYVtrS0oF8SLSGHukBscTpx+AzNQ3D4jJWcRUjMRUJFvQ1niO0fz1ibUHyqhiRLzaKtqW+GhpjoplGroCfK6tUqWOz+Xb05EPjseKbnMtQUi90lVT6b3VQ3NCvWPEIOAVewOp0OAwcOxMUXX4xly5Zh1KhR+Pvf/w6TyQQAHazM8vJyt1VrMplgt9tRXV3tVebMmY79WM+ePdvBOm6LXq93Zze7/uRST3SlUuXkIqe/b1UD7RiqGlpgJdbtUm+uuEgtzMQJNWZLE2KIFiRVwTfYHahpomnDmiYnyonxaiqSSoKNWAdra3agljgvrrapxe+lMirISuJkGL/yi3Hp5F7oVDklCbiCbY8QAjabDZmZmTCZTNi0aZP7Pbvdju3bt2PChAkAgHHjxkGr1XrIlJWVobi42C2Tm5sLi8WC3bt3u2V27doFi8XillEKG3FcGlVOLgkGmqWXYNDLemjqiKYhdW6pwynvoT2YmGSkJpaz1DS2yNo/sUETmdhILYj6Fc0OwEa8XahycojSsV3K0KEqGOpdlT0gEVXExCmqnJIENIv497//Pa6++mqkp6ejtrYWGzZswLZt25Cfnw9JkrBgwQIsXboUgwYNwqBBg7B06VIYDAbMmTMHAGA0GjF37lwsXLgQiYmJSEhIwMMPP4wRI0a4s4qHDRuGGTNmYN68eXjppZcAAPPnz8fMmTMVzSAGWput2wgBVmrzdrnImeZj0KrRRHATG7Rqcuo9NQYrhECEVo0GQtZrhFaN0xZiL2JicNugVUEj0RItNBIQqVOh1o/aKy02ApXExCW5Y5m18G8cTAjqsDqGAaL0tN9KhFZCY7Pv+2pvaTW50Q1VTkkCqmDPnDmDvLw8lJWVwWg0YuTIkcjPz8fUqVMBAI888ggaGxtx7733orq6GtnZ2fj0008RE3POgnnuueeg0Whw4403orGxEVOmTMHq1auhVp+La77++ut44IEH3NnGs2bNwooVKxQ/vyidBlab78dblE6Zy7D5IG1c3eaD5YjVq1FFaLgfq1ejppGmDMjJW5K8phzlxK5L1Cxmu8PZ6k4mHK9KAnpF61Fr890ukaqKhHBAowYouUtUORcqNVoDp37CrpC3hQlPjBEa1Np8Py90apXP0Y4AcKq6Ab3jDaR9m4yRHv92OMUFL9ORBHXkRw/HarXCaDTCYrGQ47FX/W0rfjzr29oa2MuAzQuvON9D7MCly7eQBpP3iYtAna0ZNY2+b/C4SDUa7E5yCRCF/okGJEVpsPu470Sn8X1jUV5nx7Eq/8VX0uP0OG2xkRYEagnol2jAkQqaFU0hKUqL6oZm8v6VyjpnGH9jjFDBQshvUIFWVnfVsGS8eOs4DH3iY68eMpUEfPfnq92jQP05cF2OLgi6GGw44SSuXahyckkmtv9LjtFDRQyYqiTJ77MTrU3NqCSOwKtsaEYv4nlRb25LkwPUkbwaFVBZT7PgqbQ4BdmdrtDYSoZRBIegPVeot7XZ0oi9pdU+fwdO0epOBnjgethSTXwQU+XkcvP4vmQ5OaUXemLyEBWVSkI5MQZZXmvHUaL1SP3RJhi0ZKXdK0aPJj93SHIKIev7pxZ1cVMIJtBQS8qo978xUscD15lW5PT3VYIU4gimlJgIqIk/BLVahUHJxDpYklTrWDtqxrEkAbXEMiHqT2Z8/wRZiRNaP8dtRIsDOuKiRaeWEEvssUyVYxilcBJnNxMr7/DriZmyRtDxwPUwhvrlKnURPjnYdaeqDnKCmLwinBjWO44kSnW7tjgEekXShHtF+n+It4DAGWKrxjMWG+IiaQ08qNS3QFb3hpRY4uQfohzDKIWDGP6i/qZ1OrWsEXQ8cD2MoU6hU2haHb49WUOXI8ZKICRoVLQDpndyEjhlpVmlp6zNiI3w7xe2p6SG3Bi/sbkFgmpuE1GrgGZiM9bmFoEINc35S5VjGKWgppdQE/cq6myyRtDxwPUwRk4DeSWoI3b8qWtqQSOxe0JjiwMG4hg0LdGENeg0oHrJmxyAXuNf16e9xSGr0QS1TIhKtE5NrqRxAKgk1jdT5RhGKaiPNonowkn6aRY0dQRdoAeuc5BGQagTIqhycqHmIqkl+txGW7MTO0to4+qaicvSOIMWqPJdV+qCUi8nB40kkeOqWpWEOj8viHpFa1EtIw4vp60lwwQSBzEGS66kaPMzpYygc1m796zb16Eu/UIMXGcFqyAqYs2iUrXOlC5SLjlqz9pmJ1BHnLxjJ64cquvt5KYMEuhTaqjYHE5yFqHDKaCCX3s3oKzWTq4DVAFoIF4sqhzDKIVaov2yqTZGRbv2h64RdN5wWbvt62BN3ayDlQMrWAUJtIJNjo0gNZpIjo3AGWsTSclqVEAUccgo9fFeVW+DRgIIndKgUaDRQqxeS26g3+ykX1cqjXYniM8hSJKMFpTndVQMc/4YdCrUEzxOkVoJzTbfd2x3Y6WBGrjOClZBZCTmKsKMi0zYd7yGJGeuacBpq+9a1F7ROvRLNOBAWZ0fjrCVZqcEtUqQGt6rVf5vtq/XSeQfmlolwakCuTk/hRZBT4bgvmtMKFFdT/uhNNiETy+WBGBcRrwXCe9QrF1/w0lOCkKNgCkVKZuTnUGWy+5Lu3Gz+8ajmhjbo8aAI7QqWXW4/l5zllQ0oImoMZuaHYjS+7dMB6Bb++z0ZUIJOc9AX2tHAWBPEMx4lQMr2DBm/a5Ssty2I7TEpW1HKslZtFRFmBqrlxUD1fr5rm1xCFB72Lc4gV4x/p3S4X91zTDhScHRikAfgizYRawgchJXlOCTA8RGEwfMaLATXTl2BxyClvFLzY62NTfDRhS2tQj4e7qfWhKyynQ0fo7b+HOcHMMEE9RnIBViUnLQwBasgsjpL6sEVmJLQWtjM2IiaGutmAgNWvycnXq0yi5v4Lmf45ARGmoVXuu1OnzGf/FnhglnIv3c66S6QZm+7UrBClZJAqxhqU3pm5pb8MCUQSTZB6YMAtHYVQx/5/lYbPIsWK5+YRga/v6tHDb7HmkZTLCCVZBAjyCrIk7pqaq3o56oNevtDsWSsgJFMMxXpXZ/9HOXSIZRFLuff1vUcrpggWOwYQy10YO9ReCzQ7SZiFQ5Oajh38YN3UFOowsl9DFhJrUsOYYJR3q1G2DhcIoLXtsqB1awCiLH7agEcpoXfHOylrTNb07WQq8CbH580MdGqFBnd5LcSVqVMi5anRqgNIjSqVtrYFnPMcyFZ3Sfc+WE+cVlHbozpV6A7kxyYIeTggQ6yUlO6Ql1rJRDCIzoHXMeR9URSYKseahKfF8OogntcADERlYM0+OJItag6YmayNUoIr+4DPes29dh1qvZ0oR71u1DfrH/PW3dgRWsggTagpXTvEBNPAi1AOx+Nt+qGp1ooPRJBNDQTE9IkoOcgnhVELmgGCaYUaloq1HqBMiWlta+4U++f7DT54DrtSffP0iurVcSVrAMAPoNLknAaUJ/Y7kEejEih0biYoBhejrNxFmc1GFS//yyBLtLqjpYrm0RAMosTdgdBF2fWMGGMdSLqwJk+bPtSg2wpR9CQOH4K8PQ0Kn8uxg9XdOI8lraAp8qpySsYMMYHTFWqFODXNtqdwCJ1MCKDGQtBsIMXTieFMMAiI6gtRWlpjVE6dXkiTrdnbzjT/inHcZQJ740O+S5aFsUsGDluKjDzUHLE3KYcKWJWCqoIWrYnAGJGJ+ZgFRjRJeeLAmt2cTjMxNoG1UQVrBhjFITWqzUgIkMoohphFQ5uVDzlpTIb+KQLhOuRGppmlNP1LApMZFQqyQsvm44gI7hIte/F183PCjqYVnBhjHUcXFqiT7RRQtlFKyNmJpMlZNLoLtuMUw4MrpPLEkuM9FAkkuKaW00MSMrFStvGwuT0dMNbDJGYOVtY4OmDpYbTYQxkVoJtYReZZFaCfXEnmYOKOOipTau8GeDC4ZhlKWJ2IdUIloDyTHnOjnNyErF1OEm7uTEBIbWek3fN7hKJYFaXSrg/xFUDMOEJw3ERBA7tStOu8eUWiW5m08EI+wiVpBAd3LSqmlxDaqcC6rrWQ6B/q4YhvE/NjuthUuDjSZXUW87n8O54LCCVZBAl570itb7FvpJTk4WsRLTZ0Kp0QTDMDQcxIoD6sI5ifhMCxZYwSoINRVIqUkyWmKRN1XORU+3Iv39o+HWxky4cpLY9a2COFoz1FbYrGDDGOrNTZVzEWL3uN/xd/w50KP6GEYpNMSEI0EsBjdbGs/ncC44rGDDGGqRd1OLkBUD5QQnhmEoROioebQ0VVR0ssbj3w6nQMGRSvy36BQKjlQGRYP/tnAWcRgTpVOjgTA8NUqnRlOzM6ADxxmGCT+aiYt8J9GCbSvG82CZgFLT0EyWU6rrE8MwPZeGZlp2MHWAiKulKs+DZQIOtQUft+pjGEYJDFqaionU0IJUo/vE8TxYhmEYhhmbQWu4n9U7jiSXFm/gebBMcKAnZi5R5RiGYeQwPJXWiziHOPlmdHocz4NlggMb0UNClWMYhpHD4TO1JLlN35WT5NbvKuV5sFSWLVuGSy65BDExMUhOTsYNN9yAw4cPe8gIIbBkyRKkpaUhMjISkydPxoEDBzxkbDYb7r//fiQlJSEqKgqzZs3CyZMnPWSqq6uRl5cHo9EIo9GIvLw81NTUKH2KDMMwPZYGO63Km5qQWVrVwPNgqWzfvh333XcfCgsLsWnTJrS0tGDatGmor693yzzzzDN49tlnsWLFCuzZswcmkwlTp05Fbe25ldGCBQuwceNGbNiwATt27EBdXR1mzpwJh+PcxZ0zZw6KioqQn5+P/Px8FBUVIS8v74KeL8MwTE8iJZZmRfaKobVATI8PrXmwAa2Dzc/P9/j3q6++iuTkZOzduxeXX345hBB4/vnn8fjjj2P27NkAgDVr1iAlJQXr16/HXXfdBYvFgldeeQVr167FVVddBQBYt24d0tPTsXnzZkyfPh2HDh1Cfn4+CgsLkZ2dDQBYtWoVcnNzcfjwYQwZMuTCnngQopEASskaVY5hGCart5EkNyY9Dl+fsPiUG2pqjem65sG2r4M1BVkdbFA1mrBYWr/ghIRW076kpARmsxnTpk1zy+j1ekyaNAk7d+7EXXfdhb1796K5udlDJi0tDVlZWdi5cyemT5+OgoICGI1Gt3IFgJycHBiNRuzcubNTBWuz2WCznZvcYLVa/X6+QQV322cYxs9sOmgmye0iZvxWNZzrWSx3HqzDKS747NigUbBCCDz00EO49NJLkZWVBQAwm1svTkpKiodsSkoKSktL3TI6nQ7x8fEdZFyfN5vNSE5O7rDP5ORkt0x7li1bhieffPL8TiqEoJWD0+UYhmGOnK0jyVXU0cbQtU9cos6DDVTXp6DJIv7Nb36Db7/9Fm+88UaH9yTJc5UhhOjwWnvay3Qm7207ixYtgsVicf+dOHGCchoMwzDMT9TZaElODqeAL2NSJQHjMuK9C3VCILs+BYWCvf/++/Hee+9h69at6NOnj/t1k8kEAB2szPLycrdVazKZYLfbUV1d7VXmzJkzHfZ79uzZDtaxC71ej9jYWI+/UIM6Bo3HpTEMowS9jbTkJWOkGr4aLzkFsLe02rtQOwLd9SmgClYIgd/85jd455138NlnnyEzM9Pj/czMTJhMJmzatMn9mt1ux/bt2zFhwgQAwLhx46DVaj1kysrKUFxc7JbJzc2FxWLB7t273TK7du2CxWJxy4QjgZ5HyzBMz8aHo9FNs4Om4No3j/A1TSfQXZ8CGoO97777sH79evz3v/9FTEyM21I1Go2IjIyEJElYsGABli5dikGDBmHQoEFYunQpDAYD5syZ45adO3cuFi5ciMTERCQkJODhhx/GiBEj3FnFw4YNw4wZMzBv3jy89NJLAID58+dj5syZnEHMMAyjEDZyyQFNE7eNwVLiqoHu+hRQBbty5UoAwOTJkz1ef/XVV3HHHXcAAB555BE0Njbi3nvvRXV1NbKzs/Hpp58iJibGLf/cc89Bo9HgxhtvRGNjI6ZMmYLVq1dDrT7n/Hz99dfxwAMPuLONZ82ahRUrVih7ggzDMD2Y6npaA4mmFto0ndHpcQDOxVXbq29XXHXlbWMxIys14F2fJEEdJd/DsVqtMBqNsFgs5Hhsv8c+JG//2PJru3toftk/wzCMv0mO1qK8zreSjdKqUE+YXf3EtcNwx8RMXPr0Z126fiW01sPuePRKAMClT38Gs6Wp0zhsW1lqyY4cXRAUSU4MwzBM+NHYTMvwsBEt2NKqBllx1UB3fWIFyzAMwyhChJZWo6AjzoPNSDDIjqu6uj6ZjJ5uYJMxwu1KVoqgaTTBMAzDhBf9k6Jwtq7Gp9xFaTH4qtTqtVGcBCAvtx+5VKdtXFVu1yd/wQqWYRiGUYRIogVr0Gph0KlR72X6jkGvhloluafp+Iqrtp+mQ+365E/YRcwwDMMowiEzbR7st6esXpUrANTbHEERV5UDK1iGYRhGEaxNtO7ltTZaOY/Z0gggsHFVObCLmOnx6ADYfUoxDCMXvVpCI0F3aiQJLYRRXVX13Z+mEwhYwTI9HlauDEOHuiDVARiSEoVdpb5HffaOi8CRykafcgnRnr2NAxFXlQO7iBmGYRgyckZbZiRGk2TTEwwkOVOsMh2XlIIVLMMwDEOG1hKiVW7vcVpJzfGqeqQavSvP1E4yg4MdVrAMwzCMIpyqpjWFOF1jw6xR3hOTZo1KDar4KgVWsGGMlnh1qXIMwzByoDa6FwDe+8b74PP3vilTbG6rUvCjNYwhtvckyzEMw8hBr6GpGLUKXvsLA8rObVUKVrBhjJzVI8MwjL+J0tE6ORFbEbvrYEMFVrAMwzCMIqTE6n0LAYjSa0lybetgQwFWsAzDMIwi1Ntp8SdqlKp9HWywwwqWYRiGUQSJ6PrVqmmCyTGsYBmGYRgGfRIiSXJJVMUZYgkjrGDDGOrF5ZuAYRglGJ0eT5JLM9IUcUW97XwO54LDz9YwhlqTHWK12wzDBBAt1e0rAdu+O0uS/eFMHUmu7RD1UIAVbBjTQnSnUOUYhmGSo2kzYpKjNThe3UCSrW6wI9UY0WG+qwsJ3CqRYRiGCXMq6mnt/ivqW2AgFrgatKqQGaIuB1awDMMwDBkbsabG5gSSiC7dpJiIkBmiLgeeB8swDMMowrDUWOw7YSHJAa1D1K8cmoK1BcdQWtWAjAQD8nL7QUdsuRhssIJlGIZhFCEjIUqWXH5xGZ58/6BHX+J/7ijB4uuGh6QFG5rLAoZhGCYgUKOgEgAHsXDVAYH84jLcs25fh6b/ZksT7lm3D/nF3qftBCOsYBmGYRgycoaIfH28hiS7r7QGT75/sNNtu1578v2DPK6OYRiGYQDAQJym02Bv9jquToDH1TEMwzCMm+E/JS/5IjGK1iqxvNb7zNhggxUswzAMowiJxOk3veNprRK5kxPDMAzDgD6/Nd6g405ODBOOhFZvGIYJHaobaM35axrt3MmJYcKR0MpLZJjAQux+CI0EqCSailFJKu7kxDAMw/RwJNBWpRKQOyARK7b+6FM0d0AigNZOTlOHm7C7pArltU1Ijml1C4ea5eqCFSzDMAxDRhBdPkIAY/vS5sG2lVOrJLfCDXXYRcwwDMOQkdPJ6dUvj5JkqXKhBitYhgkxqD9a/nEzSqCh9Y6ARg2s33WcJEuVCzX4N8gwAUZudIk4LYwsxzByMGhpGtagVaPWRpsdS5ULNVjBMkyA0YVm/gbTQ4mN1JLl4iJoaT5UuVCDFSzDBBg71wkxIURVQzNZbnhvI0mWKhdqBFTBfv7557juuuuQlpYGSZLw7rvverwvhMCSJUuQlpaGyMhITJ48GQcOHPCQsdlsuP/++5GUlISoqCjMmjULJ0+e9JCprq5GXl4ejEYjjEYj8vLyUFNTo/DZMQwN1q9MKGFvpt2x9mYBK1EZU+VCjYAq2Pr6eowaNQorVqzo9P1nnnkGzz77LFasWIE9e/bAZDJh6tSpqK2tdcssWLAAGzduxIYNG7Bjxw7U1dVh5syZcDgcbpk5c+agqKgI+fn5yM/PR1FREfLy8hQ/P4ZhmLBDIkb3JSeaWmiybeUcToGCI5X4b9EpFBypDLkRdW0JqOP76quvxtVXX93pe0IIPP/883j88ccxe/ZsAMCaNWuQkpKC9evX46677oLFYsErr7yCtWvX4qqrrgIArFu3Dunp6di8eTOmT5+OQ4cOIT8/H4WFhcjOzgYArFq1Crm5uTh8+DCGDBlyYU6WYRgmDDDF6HCs2nePYVOMDn3iI7GXMBO2z0/N/vOLy/Dk+wc9RtelGiOw+LrhIdnJKWhjsCUlJTCbzZg2bZr7Nb1ej0mTJmHnzp0AgL1796K5udlDJi0tDVlZWW6ZgoICGI1Gt3IFgJycHBiNRrdMZ9hsNlitVo8/hmGYno5aTbPL1GoNfj4unST783HpyC8uwz3r9nWYC2u2NOGedfuQX1wm+1gDTdAqWLPZDABISUnxeD0lJcX9ntlshk6nQ3x8vFeZ5OTkDttPTk52y3TGsmXL3DFbo9GI9HTajcIwDBPOOIkuW6dTILs/rSPTxf0S8OT7BzvNR3C99uT7B0POXRy0CtaFJHnWMAghOrzWnvYyncn72s6iRYtgsVjcfydOnJB55AzDMOHHKQtt6PkpSxP2llaTZNfvKu1gubZFACizNGF3SRVpe8FC0CpYk8kEAB2szPLycrdVazKZYLfbUV1d7VXmzJkzHbZ/9uzZDtZxW/R6PWJjYz3+GIZhejoSMe9dgoDZ0kiSLamsJ8mV19KUe7AQtAo2MzMTJpMJmzZtcr9mt9uxfft2TJgwAQAwbtw4aLVaD5mysjIUFxe7ZXJzc2GxWLB79263zK5du2CxWNwyDMMwDA2qk1aAPnCd2mslOSbCt1AQEdAs4rq6Ovz447lRRiUlJSgqKkJCQgL69u2LBQsWYOnSpRg0aBAGDRqEpUuXwmAwYM6cOQAAo9GIuXPnYuHChUhMTERCQgIefvhhjBgxwp1VPGzYMMyYMQPz5s3DSy+9BACYP38+Zs6cyRnEDMMwMtGpVbA7fJff6NQqJETrSdsckx6PzYfKYbY0darAJbTOhR2fmSDvYANMQBXsV199hSuuuML974ceeggAcPvtt2P16tV45JFH0NjYiHvvvRfV1dXIzs7Gp59+ipiYGPdnnnvuOWg0Gtx4441obGzElClTsHr1aqjV5/plvv7663jggQfc2cazZs3qsvaW6ZnIGHHJjSGYHo2KOJtVpZJgiqVZnKlxkVh83XDcs25fh9+Ya2+LrxsecnNhJSGo0/16NlarFUajERaLhRyP7ffYh+TtH1t+bXcPzS/7Z0IHFWiN/KlyDCOHJIMaFQ0OktyuP0zHiCWfoMHetXyUTo1vl0yHWiWFRB2sHF0Qnh2WGSaM0agAO0FzUuUYRg4OqAD4VrAOqOBwCjR6Ua4A0GB3wOEUUKskzMhKxdThJuwuqUJ5bROSY1rdwqFmubpgBcswIYaaaJpS5RhGDqmxelQTegenxuqxZucxnyEVAWDNzmOYd3l/AIBaJSF3AK1+NtgJ2ixihmG6QE4aJ8P4meyBtESj7IEJ2HOMVrdKlQs1WMEyTICR+yNs8u2dkyXHMHI4fraBLGfQEYezE+VCDVawDBNgnAD6GHUk2T5GHRuwTEA5UkFTsEcqGvD/xvQhyVLlQg1WsAwTBESoaT9FqhzDKIW1idY8wtpkR/aARJ9NJCQA2WESc20P/1oZJgj4sYrWAo4q5yI0cy+ZYKa5mZY519zsxN7SalKSE7VncajBCpZhwhh2EzP+RqOmLds0aoncOzjUegxTYQXLMAzDkFGpaGpDpVKReweHWo9hKqxgGSYIoLpy2eXLBJoIDTFfQKPCuIx4+OoRoZKAcRnx3oVCFFawDBMEcGYwEyrER9Ea+MdH6bG3tBq+ZqQ7BcdgGYZhGAZXDe9FluMYLMMwYQv/wBl/s6uEZm3uKqlGEtHapcqFGtyLmGHCGG5FzPibsmpao4my6oZuJRc4nIKb/TNMT0UNyiwRhglTJKJfRFKhos5GEnXJhcK4OjmwB4lhGIYh0z8piiwnp0wnv7gM96zb56FcAcBsacI96/Yhv7hM9rEGGlawDCMTtl6ZnkxaXCRZbnxmAuIMWq9y8QYtxmXE48n3D3aaJe967cn3D8LhKyU5yGAFyzAMw5AZ0TtWlpy9xXsmgL3FiT0lVR0s17YIAGWWJuwuCa2xdhyDZRiGYUioARSdsJBki05Y0CehEg127z6fersDO49WkLYZauU8rGAZhmEYElo1vSnE3tJqJEbTym9OVdEyk0OtnIddxAzDMAwJlQTYWlpIsq1y1JgpsQwnxKp1WMEyDMMwJBpagIQoHUk2IUqH3P5JJNne8bTEKWrZT7DACpZhGIYhE2eguWnjDHpckplAks3pTxu4HmpTd1jBMgzDMGTOEhONztY2YY+MrN9UY0SXHmDpp/fHExV2sMAKlmEYhiGjIbYt1Kgk7DxCyw4uPFqJxdcNB9AxzOr69+Lrhodcy0RWsAwTBFB/iPyDZQKNnjgPVq9R4XRNI0n2dE0jZmSlYuVtY2EyerqBTcYIrLxtbKetEh1OgYIjlfhv0SkUHKkMukYUXKbDMEEAtSk/N+9nAo3ZQks0MltsGJtBi62ajK1JTjOyUjF1uInU7D8U+hazgmUYhmHIVDfayXIJUd7bJLpoK6dWScgd4F0xu/oWt7dXXX2Lu7J4LzTscWIYhmHIaFU0taFVqZBEzPqlygGtbuFQ6VvMCpZhGIYhkxxDs0qTY7QwxdIUJ1UOAHaHUN9iVrAMwzAMmQgdTcFG6LQYn5mAVKN35Sm3/IbajzgY+hazgmUYhmHINDtoqXbNDifUKgmLrxsOCZ2X30iQX34jZ8ZsoGEFyzAMw5CR6/adkZWK+ZdnQmqnQyUJmH95puxkJJdVHApNKVjBMgzDMGSo7Q9dcvnFZXj58xK0zzlyCuDlz0uQX1wma/8uqxgI/qYUrGAZhmEYMsNTjWQ5bxm/LrqT8dudphSBgOtgGYZhGBISgKoGWh1sVYNdVsavr9rX9shpShEoWMEyDMMwJKJ1KllJRkpn/FKaUgQSdhEzIcfoNNrsSCppRh1SibV9qTFapET7d12aFqNFZgJtBFhmgh5jeseQZMf0joHez7/wKwcnwKClWQgGreT3B4wWQKyOtn+qXDjTL5GmDKl39MDkaFlJRqGU8asErGDDGCPxAWPUSRjVh/bQHtUnBjOG0VaMapIUkG7UY9pQWuLEtKEJ+O3ULJLscFM0SS4zKQZXDDORZK8YZsLtE/qTZC9JjyXJzRzdByP70M5/ZJ8ELJg2lCS7YNpQ3JrTjyQ7Y2gvktyvLh2IuycPIMnePXkA4gy0hQv1QZTVJxY3XpxBkr3x4gyMSI0ibpmGBkAE8camyslh2rB4RBEXOFFaCTcTv6upw5NJcrdkZ8hKMgqljF8lYAWrIBvuzPGrnFw+eehKstxDU2gP7YemDMWtObQH7G+uosktuS4LeRMGkmTzJgzEpUN6QedjoodOo8LD04eRtjn/8v54YuZFJNknZl6EX19OPP8pQ0hykwYn4+fj0kmyPx+XjksH9fI50USvUeHSQb0wZXgKabu3TsiEQeddI0Tp1JgwMAl3TxpE2ubdkwZh+kW0/Y/oTVuMXJ2VhiuI53TF8BSsmzeRJPv0LNq98tz/G4k542lKa874DEwZQluMTh4UT5L7+y3ZmE9c4MyfPAB3XkZbDM4hLsTSE1oXLNQko1DK+FWCHqVgX3zxRWRmZiIiIgLjxo3DF198oej+cgbTflxUObmY4iIQqfV+iSO1KpjiIshK69IhvTBhUJLPh7FBp8Z9kwfD1+9GJQGTh6dgwkDf23Q94NUqCf9782ivsv9782hMGkJXRJE6tc9V/NThyYjUqaHTqHDX5ZleZe+6PBOXDu7l04KLM2iRMyCR/J1OGNR6/n/3cf5/v3k01CoJOf0TfR5DvEGLCQOT8OyNo7zK/e3GUVCrJPL56zQq/PE6mrfhtbk5XVo5LiQAd1yaST6nnP6JMBq0yEj0HlLISIzEz3O8n4+La8b1wZSLaN6OKReZcMdEmjKce9kg8v13D3GBc8+kQeRrNWFgkuyOSzOyUrHj0Svxxrwc/P3m0XhjXg52PHplhwzeUMn4VYIeo2DffPNNLFiwAI8//ji+/vprXHbZZbj66qtx/PhxRfd7bPm15/X++XLoz1d3qWQjtSoc+vPVAEBWWmqVBLVK8vkwfvbGUdBpVHjx1rFe5V68dSx5m64HPND6o/3HbWORHO35oE2O1uIfP/1o5SgiAFj1y0u6fMhNHZ6MVb+8xP3vRdcM7/LBddflmVh0TeuqfPnsEV73v3z2CFnfafvzN8V6xm5NsRHu8wdAOoZlPx2Da5spMe23qffYJkA7fwDkhYvRoMV8H4pg/k9KW845AcD2313ZpZLNSIzE9t9dCbVKwj9u836v/uO2sbIWLTn9E2UtHKn3n5wFDnDuWnVmQba9V10dlzqjq45LriSj60f3Ru6AxC4tUaoyDjckIUTgRw5cALKzszF27FisXLnS/dqwYcNwww03YNmyZT4/b7VaYTQaYbFYEBtLc2e1pfD7Stz8r0L3vzfcmaOY5doZ5pomzHzhc1ibWhAbocEH918OU1zHFWt+cRn++O5+lNc1u19LjtbiTzeM6PBjyC8uw+L/FuNM7bm0/ZQYHZ68PstDNr+4DH9451tUNLS4X+sVpcGffzayi20ewJnaczMnTbF6LJl1UZcDl32l6ecXl2HJewdgtrbdZgSWzOp8bmSj3YGlHx3EscoG9Es04PfXDEdkFw9Je4sTawuOobSqARkJBuTl9uvgCeh8/52fE/U7lXP+547hIMxW37Mzqduknj8AzHttDzYdLO/wevuFy7KPDmLVF55NCVQSMO+yc0q7O+cEAJaGZty5ejdOW5qQZozAv+4YD2M7RZlfXIZH39wHy7nbH0Yt8PRNYzvc03ev29fpdwLAY0EiRxag33/LPjqIlz4v6fB62wVOW6j3arDPWA00cnRBj1CwdrsdBoMB//nPf/Czn/3M/fqDDz6IoqIibN++vcNnbDYbbLZzD0Sr1Yr09PRuK9hQQs4DliqrxDaVOiclCPT5K7ldKlTFQVXaQGDvFTkKXu7CkYqc74pKoO+TYIcVbDtOnz6N3r1748svv8SECRPcry9duhRr1qzB4cOHO3xmyZIlePLJJzu83hMULMMwNIJh4cRcWOQo2B7VaEJq121aCNHhNReLFi3CQw895P63y4JlGIZxIafRQbA3RWD8T49QsElJSVCr1TCbzR6vl5eXIyWl85R/vV4PvZ5W/M8wDMMw7ekRWcQ6nQ7jxo3Dpk2bPF7ftGmTh8uYYRiGYfxFj7BgAeChhx5CXl4eLr74YuTm5uLll1/G8ePHcffddwf60BiGYZgwpMco2JtuugmVlZX405/+hLKyMmRlZeGjjz5CRgatKwvDMAzDyKFHZBH7g/Otg2UYhmFCHzm6oEfEYBmGYRjmQsMKlmEYhmEUgBUswzAMwygAK1iGYRiGUQBWsAzDMAyjAD2mTOd8cSVbW63WAB8JwzAMEyhcOoBSgMMKlkhtbS0AcD9ihmEYBrW1tTAajV5luA6WiNPpxOnTpxETE9PlgABfuAYGnDhxIqxqacPxvMLxnIDwPC8+p9AhHM5LCIHa2lqkpaVBpfIeZWULlohKpUKfPn38sq3Y2NiQvbm8EY7nFY7nBITnefE5hQ6hfl6+LFcXnOTEMAzDMArACpZhGIZhFIAV7AVEr9dj8eLFYTdnNhzPKxzPCQjP8+JzCh3C9by6gpOcGIZhGEYB2IJlGIZhGAVgBcswDMMwCsAKlmEYhmEUgBUswzAMwygAK9gLyIsvvojMzExERERg3Lhx+OKLLwJ9SN1myZIlkCTJ489kMgX6sGTz+eef47rrrkNaWhokScK7777r8b4QAkuWLEFaWhoiIyMxefJkHDhwIDAHS8TXOd1xxx0drl1OTk5gDpbIsmXLcMkllyAmJgbJycm44YYbcPjwYQ+ZULtWlHMKxWu1cuVKjBw50t1MIjc3Fx9//LH7/VC7TucDK9gLxJtvvokFCxbg8ccfx9dff43LLrsMV199NY4fPx7oQ+s2F110EcrKytx/+/fvD/Qhyaa+vh6jRo3CihUrOn3/mWeewbPPPosVK1Zgz549MJlMmDp1qrs3dTDi65wAYMaMGR7X7qOPPrqARyif7du347777kNhYSE2bdqElpYWTJs2DfX19W6ZULtWlHMCQu9a9enTB8uXL8dXX32Fr776CldeeSWuv/56txINtet0XgjmgjB+/Hhx9913e7w2dOhQ8dhjjwXoiM6PxYsXi1GjRgX6MPwKALFx40b3v51OpzCZTGL58uXu15qamoTRaBT/+Mc/AnCE8ml/TkIIcfvtt4vrr78+IMfjL8rLywUAsX37diFEeFyr9uckRHhcKyGEiI+PF//85z/D4jrJgS3YC4DdbsfevXsxbdo0j9enTZuGnTt3Buiozp8ffvgBaWlpyMzMxM0334yjR48G+pD8SklJCcxms8d10+v1mDRpUkhfNwDYtm0bkpOTMXjwYMybNw/l5eWBPiRZWCwWAEBCQgKA8LhW7c/JRShfK4fDgQ0bNqC+vh65ublhcZ3kwAr2AlBRUQGHw4GUlBSP11NSUmA2mwN0VOdHdnY2XnvtNXzyySdYtWoVzGYzJkyYgMrKykAfmt9wXZtwum4AcPXVV+P111/HZ599hr/97W/Ys2cPrrzySthstkAfGgkhBB566CFceumlyMrKAhD616qzcwJC91rt378f0dHR0Ov1uPvuu7Fx40YMHz485K+TXHiazgWk/Zg7IUS3R98Fmquvvtr9/yNGjEBubi4GDBiANWvW4KGHHgrgkfmfcLpuAHDTTTe5/z8rKwsXX3wxMjIy8OGHH2L27NkBPDIav/nNb/Dtt99ix44dHd4L1WvV1TmF6rUaMmQIioqKUFNTg7fffhu33347tm/f7n4/VK+TXNiCvQAkJSVBrVZ3WKGVl5d3WMmFKlFRURgxYgR++OGHQB+K33BlRYfzdQOA1NRUZGRkhMS1u//++/Hee+9h69atHuMjQ/ladXVOnREq10qn02HgwIG4+OKLsWzZMowaNQp///vfQ/o6dQdWsBcAnU6HcePGYdOmTR6vb9q0CRMmTAjQUfkXm82GQ4cOITU1NdCH4jcyMzNhMpk8rpvdbsf27dvD5roBQGVlJU6cOBHU104Igd/85jd455138NlnnyEzM9Pj/VC8Vr7OqTNC4Vp1hhACNpstJK/TeRGw9KoexoYNG4RWqxWvvPKKOHjwoFiwYIGIiooSx44dC/ShdYuFCxeKbdu2iaNHj4rCwkIxc+ZMERMTE3LnU1tbK77++mvx9ddfCwDi2WefFV9//bUoLS0VQgixfPlyYTQaxTvvvCP2798vbrnlFpGamiqsVmuAj7xrvJ1TbW2tWLhwodi5c6coKSkRW7duFbm5uaJ3795BfU733HOPMBqNYtu2baKsrMz919DQ4JYJtWvl65xC9VotWrRIfP7556KkpER8++234ve//71QqVTi008/FUKE3nU6H1jBXkD+7//+T2RkZAidTifGjh3rkY4fatx0000iNTVVaLVakZaWJmbPni0OHDgQ6MOSzdatWwWADn+33367EKK1/GPx4sXCZDIJvV4vLr/8crF///7AHrQPvJ1TQ0ODmDZtmujVq5fQarWib9++4vbbbxfHjx8P9GF7pbPzASBeffVVt0yoXStf5xSq1+rOO+90P+d69eolpkyZ4lauQoTedTofeFwdwzAMwygAx2AZhmEYRgFYwTIMwzCMArCCZRiGYRgFYAXLMAzDMArACpZhGIZhFIAVLMMwDMMoACtYhmEYhlEAVrAMwzAMowCsYBmG8WDJkiUYPXq0+9933HEHbrjhhvPapj+2wTChBitYhgkR7rjjDkiSBEmSoNVq0b9/fzz88MOor69XdL9///vfsXr1apLssWPHIEkSioqKur0NhgkXeB4sw4QQM2bMwKuvvorm5mZ88cUX+PWvf436+nqsXLnSQ665uRlardYv+zQajUGxDYYJNdiCZZgQQq/Xw2QyIT09HXPmzMGtt96Kd9991+3W/de//oX+/ftDr9dDCAGLxYL58+cjOTkZsbGxuPLKK/HNN994bHP58uVISUlBTEwM5s6di6amJo/327t3nU4nnn76aQwcOBB6vR59+/bFU089BQDukWtjxoyBJEmYPHlyp9uw2Wx44IEHkJycjIiICFx66aXYs2eP+/1t27ZBkiRs2bIFF198MQwGAyZMmIDDhw/78dtkGGVhBcswIUxkZCSam5sBAD/++CP+/e9/4+2333a7aK+99lqYzWZ89NFH2Lt3L8aOHYspU6agqqoKAPDvf/8bixcvxlNPPYWvvvoKqampePHFF73uc9GiRXj66afxxBNP4ODBg1i/fr17WPbu3bsBAJs3b0ZZWRneeeedTrfxyCOP4O2338aaNWuwb98+DBw4ENOnT3cfl4vHH38cf/vb3/DVV19Bo9Hgzjvv7PZ3xTAXnABP82EYhsjtt98urr/+eve/d+3aJRITE8WNN94oFi9eLLRarSgvL3e/v2XLFhEbGyuampo8tjNgwADx0ksvCSGEyM3NFXfffbfH+9nZ2WLUqFGd7tdqtQq9Xi9WrVrV6TGWlJQIAOLrr7/u8tjr6uqEVqsVr7/+uvt9u90u0tLSxDPPPCOEODdyb/PmzW6ZDz/8UAAQjY2NXX9JDBNEsAXLMCHEBx98gOjoaERERCA3NxeXX345XnjhBQBARkYGevXq5Zbdu3cv6urqkJiYiOjoaPdfSUkJjhw5AgA4dOgQcnNzPfbR/t9tOXToEGw2G6ZMmdLtczhy5Aiam5sxceJE92tarRbjx4/HoUOHPGRHjhzp/v/U1FQAQHl5ebf3zTAXEk5yYpgQ4oorrsDKlSuh1WqRlpbmkcgUFRXlIet0OpGamopt27Z12E5cXFy39h8ZGdmtz7VF/DSCWpKkDq+3f63t+bneczqd530MDHMhYAuWYUKIqKgoDBw4EBkZGT6zhMeOHQuz2QyNRoOBAwd6/CUlJQEAhg0bhsLCQo/Ptf93WwYNGoTIyEhs2bKl0/d1Oh0AwOFwdLmNgQMHQqfTYceOHe7Xmpub8dVXX2HYsGFez4lh/n/7dqubMBSHYfwlaUgJCgSBhCAw3MAxhA/FBTRBoAgJNVShoIJQgQIk98AtNPRCKrE1lSQExaY2s83tbNny/C7gL455cr7+EnawwD81Go3U7XbleZ4Oh4M6nY6yLFMcx/I8T8YYLZdLzWYzGWPU7/d1Pp+Vpqna7fanM13XVRiGWq/XKhaL6vV6yvNcaZrK933VajWVSiVdLhc1m025rvvhi065XFYQBFqtVqpWq2q1Wjoej7rf7/J9/yeWBvgRBBb4pwqFguI41maz0Xw+V57nqtfrGg6H769+J5OJrterwjDU4/HQeDxWEARKkuTLudvtVo7jKIoiZVmmRqOhxWIhSXIcR6fTSbvdTlEUaTAYfHpEvd/v9Xw+NZ1OdbvdZIxRkiSqVCpW1gL4DYWXtwsRAADwbbiDBQDAAgILAIAFBBYAAAsILAAAFhBYAAAsILAAAFhAYAEAsIDAAgBgAYEFAMACAgsAgAUEFgAAC14Baob24x5wyC4AAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# What we are trying to beat\n",
"y_true = predictors_sel['h']\n",
"y_pred = predictors_sel['forestheight']\n",
"\n",
"slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_pred, y_true)\n",
"\n",
"fig,ax=plt.subplots(1,1,figsize=(5,5))\n",
"ax.scatter(y_pred, y_true)\n",
"ax.set_xlabel('Prediction')\n",
"ax.set_ylabel('True')\n",
"ax.set_title('slope: {:.4f}, r_value: {:.4f}'.format(slope, r_value))\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "dc4d4239-13e3-4de9-93d5-adae8af6597e",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"tree_height = predictors_sel['hm'].to_numpy()\n",
"data = predictors_sel.drop(columns=['ID','h', 'hm','forestheight'], axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "a313e14d-7aa0-4e0e-bad7-661503e3340c",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data.shape[1]: 20, n_plots_x: 5,n_plots_y: 4\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Explore the raw data\n",
"n_plots_x = int(np.ceil(np.sqrt(data.shape[1])))\n",
"n_plots_y = int(np.floor(np.sqrt(data.shape[1])))\n",
"print('data.shape[1]: {}, n_plots_x: {},n_plots_y: {}'.format(data.shape[1],n_plots_x,n_plots_y))\n",
"fig, ax = plt.subplots(n_plots_x, n_plots_y, figsize=(15, 10), dpi=100, facecolor='w', edgecolor='k')\n",
"ax=ax.ravel()\n",
"for idx in range(data.shape[1]):\n",
" ax[idx].hist(data.iloc[:, idx].to_numpy().flatten())\n",
" ax[idx].set_title(data.columns[idx])\n",
"fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "f11dc260-de99-4e81-b636-915f44f72494",
"metadata": {},
"source": [
"Since our target variable is highly skewed, let's use a power transformation to make it more normal-like. Check this [blog](https://scikit-learn.org/stable/auto_examples/preprocessing/plot_map_data_to_normal.html#sphx-glr-auto-examples-preprocessing-plot-map-data-to-normal-py) for other commonly used power transformations "
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "25b00290-4e88-415d-8076-7c9cb42b1280",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"(array([2.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
" 0.000e+00, 0.000e+00, 0.000e+00, 5.000e+00, 1.060e+02, 1.900e+02,\n",
" 3.670e+02, 4.730e+02, 7.720e+02, 1.152e+03, 1.490e+03, 2.502e+03,\n",
" 3.213e+03, 4.129e+03, 5.043e+03, 6.236e+03, 6.872e+03, 8.668e+03,\n",
" 8.159e+03, 8.413e+03, 8.249e+03, 7.757e+03, 6.651e+03, 5.468e+03,\n",
" 3.980e+03, 3.010e+03, 2.322e+03, 1.635e+03, 1.269e+03, 8.220e+02,\n",
" 4.610e+02, 2.880e+02, 1.350e+02, 9.700e+01, 3.300e+01, 1.200e+01,\n",
" 9.000e+00, 0.000e+00, 1.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
" 0.000e+00, 9.000e+00]),\n",
" array([-2.25692362e+00, -2.16664668e+00, -2.07636973e+00, -1.98609279e+00,\n",
" -1.89581584e+00, -1.80553890e+00, -1.71526195e+00, -1.62498501e+00,\n",
" -1.53470806e+00, -1.44443112e+00, -1.35415417e+00, -1.26387723e+00,\n",
" -1.17360028e+00, -1.08332334e+00, -9.93046394e-01, -9.02769449e-01,\n",
" -8.12492504e-01, -7.22215559e-01, -6.31938615e-01, -5.41661670e-01,\n",
" -4.51384725e-01, -3.61107780e-01, -2.70830835e-01, -1.80553890e-01,\n",
" -9.02769449e-02, 4.44089210e-16, 9.02769449e-02, 1.80553890e-01,\n",
" 2.70830835e-01, 3.61107780e-01, 4.51384725e-01, 5.41661670e-01,\n",
" 6.31938615e-01, 7.22215559e-01, 8.12492504e-01, 9.02769449e-01,\n",
" 9.93046394e-01, 1.08332334e+00, 1.17360028e+00, 1.26387723e+00,\n",
" 1.35415417e+00, 1.44443112e+00, 1.53470806e+00, 1.62498501e+00,\n",
" 1.71526195e+00, 1.80553890e+00, 1.89581584e+00, 1.98609279e+00,\n",
" 2.07636973e+00, 2.16664668e+00, 2.25692362e+00]),\n",
" )"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.preprocessing import QuantileTransformer\n",
"from sklearn.preprocessing import MinMaxScaler\n",
"scaler = MinMaxScaler()\n",
"qt = QuantileTransformer(\n",
" n_quantiles=500, output_distribution=\"normal\", random_state=0\n",
")\n",
"\n",
"tree_height = qt.fit_transform(tree_height.reshape(-1,1))\n",
"scaler_tree = MinMaxScaler(feature_range=(-1,1))\n",
"tree_height = scaler_tree.fit_transform(tree_height).squeeze()\n",
"tree_height =tree_height/np.quantile(tree_height,0.99)\n",
"plt.hist(tree_height,50)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "28b39994-e920-4aad-a50f-61adabce41f7",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data.shape[1]: 20, n_plots_x: 5,n_plots_y: 4\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Normalize the data\n",
"scaler_data = MinMaxScaler()\n",
"data_transformed = scaler_data.fit_transform(data)\n",
"\n",
"n_plots_x = int(np.ceil(np.sqrt(data.shape[1])))\n",
"n_plots_y = int(np.floor(np.sqrt(data.shape[1])))\n",
"print('data.shape[1]: {}, n_plots_x: {},n_plots_y: {}'.format(data.shape[1],n_plots_x,n_plots_y))\n",
"fig, ax = plt.subplots(n_plots_x, n_plots_y, figsize=(15, 10), dpi=100, facecolor='w', edgecolor='k')\n",
"ax=ax.ravel()\n",
"for idx in range(data.shape[1]):\n",
" ax[idx].hist(data_transformed[:,idx].flatten())\n",
" ax[idx].set_title(data.columns[idx])\n",
"fig.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "e3634506-7f15-40ed-ad11-846b3a3cecf3",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"X_train.shape: torch.Size([70000, 20]), X_test.shape: torch.Size([30000, 20]), y_train.shape: torch.Size([70000]), y_test.shape: torch.Size([30000])\n",
"X_train.min: 0.0, X_test.min: 0.0, y_train.min: -2.2569236755371094, y_test.min: -2.2569236755371094\n",
"X_train.max: 1.0, X_test.max: 1.0, y_train.max: 2.2569236755371094, y_test.max: 2.2569236755371094\n"
]
}
],
"source": [
"# Let's use all the data as one big minibatch\n",
"\n",
"#Split the data\n",
"X_train, X_test, y_train, y_test = train_test_split(data_transformed,tree_height, test_size=0.30, random_state=0)\n",
"X_train = torch.FloatTensor(X_train)\n",
"y_train = torch.FloatTensor(y_train)\n",
"X_test = torch.FloatTensor(X_test)\n",
"y_test = torch.FloatTensor(y_test)\n",
"print('X_train.shape: {}, X_test.shape: {}, y_train.shape: {}, y_test.shape: {}'.format(X_train.shape, X_test.shape, y_train.shape, y_test.shape))\n",
"print('X_train.min: {}, X_test.min: {}, y_train.min: {}, y_test.min: {}'.format(X_train.min(), X_test.min(), y_train.min(), y_test.min()))\n",
"print('X_train.max: {}, X_test.max: {}, y_train.max: {}, y_test.max: {}'.format(X_train.max(), X_test.max(), y_train.max(), y_test.max()))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "694d6b6d-5af1-4fd6-ab7f-47fc11127515",
"metadata": {},
"outputs": [],
"source": [
"# Try with FF\n",
"class Feedforward(torch.nn.Module):\n",
" def __init__(self, input_size, hidden_size):\n",
" super(Feedforward, self).__init__()\n",
" self.input_size = input_size\n",
" self.hidden_size = hidden_size\n",
" self.fc1 = torch.nn.Linear(self.input_size, self.hidden_size)\n",
" self.fc2 = torch.nn.Linear(self.hidden_size, self.hidden_size)\n",
" self.relu = torch.nn.ReLU()\n",
" self.fc3 = torch.nn.Linear(self.hidden_size, 1)\n",
" self.sigmoid = torch.nn.Sigmoid()\n",
" self.tanh = torch.nn.Tanh()\n",
" def forward(self, x):\n",
" hidden = self.relu(self.fc1(x))\n",
" hidden = self.relu(self.fc2(hidden))\n",
" output = self.tanh(self.fc3(hidden))\n",
"\n",
" return output"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "4a6ad324-8a87-45d5-8872-3077aef2038b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 128, lr: 0.75\n",
"Epoch 0, train_loss: 0.1980, val_loss: 0.2900, r_value: 0.1720\n",
"Epoch 500, train_loss: 0.1546, val_loss: 0.1568, r_value: 0.4467\n",
"Epoch 1000, train_loss: 0.1511, val_loss: 0.1527, r_value: 0.4671\n",
"Epoch 1500, train_loss: 0.1482, val_loss: 0.1495, r_value: 0.4792\n",
"Epoch 2000, train_loss: 0.1463, val_loss: 0.1477, r_value: 0.4872\n",
"Epoch 2500, train_loss: 0.1407, val_loss: 0.1433, r_value: 0.4914\n",
"Epoch 3000, train_loss: 0.1458, val_loss: 0.1472, r_value: 0.4819\n",
"Epoch 3500, train_loss: 0.1445, val_loss: 0.1462, r_value: 0.4892\n",
"Epoch 4000, train_loss: 0.1436, val_loss: 0.1454, r_value: 0.4950\n",
"Epoch 4500, train_loss: 0.1426, val_loss: 0.1438, r_value: 0.5006\n",
"Epoch 5000, train_loss: 0.1389, val_loss: 0.1423, r_value: 0.5012\n",
"Epoch 5500, train_loss: 0.1377, val_loss: 0.1394, r_value: 0.5113\n",
"Epoch 6000, train_loss: 0.1382, val_loss: 0.1422, r_value: 0.5141\n",
"Epoch 6500, train_loss: 0.1336, val_loss: 0.1358, r_value: 0.5133\n",
"Epoch 7000, train_loss: 0.1338, val_loss: 0.1368, r_value: 0.5164\n",
"Epoch 7500, train_loss: 0.1378, val_loss: 0.1417, r_value: 0.5148\n",
"Epoch 8000, train_loss: 0.1392, val_loss: 0.1430, r_value: 0.5201\n",
"Epoch 8500, train_loss: 0.1382, val_loss: 0.1420, r_value: 0.5211\n",
"Epoch 9000, train_loss: 0.1376, val_loss: 0.1403, r_value: 0.5209\n",
"Epoch 9500, train_loss: 0.1366, val_loss: 0.1403, r_value: 0.5226\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 128, lr: 0.5\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1866, val_loss: 0.1999, r_value: 0.3091\n",
"Epoch 500, train_loss: 0.1477, val_loss: 0.1487, r_value: 0.4653\n",
"Epoch 1000, train_loss: 0.1440, val_loss: 0.1456, r_value: 0.4816\n",
"Epoch 1500, train_loss: 0.1419, val_loss: 0.1436, r_value: 0.4917\n",
"Epoch 2000, train_loss: 0.1403, val_loss: 0.1421, r_value: 0.4993\n",
"Epoch 2500, train_loss: 0.1391, val_loss: 0.1409, r_value: 0.5051\n",
"Epoch 3000, train_loss: 0.1377, val_loss: 0.1395, r_value: 0.5096\n",
"Epoch 3500, train_loss: 0.1371, val_loss: 0.1390, r_value: 0.5098\n",
"Epoch 4000, train_loss: 0.1368, val_loss: 0.1389, r_value: 0.5144\n",
"Epoch 4500, train_loss: 0.1380, val_loss: 0.1401, r_value: 0.5093\n",
"Epoch 5000, train_loss: 0.1360, val_loss: 0.1386, r_value: 0.5160\n",
"Epoch 5500, train_loss: 0.1337, val_loss: 0.1358, r_value: 0.5164\n",
"Epoch 6000, train_loss: 0.1358, val_loss: 0.1387, r_value: 0.5192\n",
"Epoch 6500, train_loss: 0.1350, val_loss: 0.1380, r_value: 0.5205\n",
"Epoch 7000, train_loss: 0.1338, val_loss: 0.1367, r_value: 0.5217\n",
"Epoch 7500, train_loss: 0.1321, val_loss: 0.1355, r_value: 0.5164\n",
"Epoch 8000, train_loss: 0.1341, val_loss: 0.1377, r_value: 0.5230\n",
"Epoch 8500, train_loss: 0.1334, val_loss: 0.1369, r_value: 0.5225\n",
"Epoch 9000, train_loss: 0.1308, val_loss: 0.1349, r_value: 0.5198\n",
"Epoch 9500, train_loss: 0.1303, val_loss: 0.1349, r_value: 0.5200\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 128, lr: 0.1\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1887, val_loss: 0.1855, r_value: 0.0150\n",
"Epoch 500, train_loss: 0.1459, val_loss: 0.1473, r_value: 0.4486\n",
"Epoch 1000, train_loss: 0.1443, val_loss: 0.1458, r_value: 0.4577\n",
"Epoch 1500, train_loss: 0.1433, val_loss: 0.1448, r_value: 0.4634\n",
"Epoch 2000, train_loss: 0.1430, val_loss: 0.1444, r_value: 0.4679\n",
"Epoch 2500, train_loss: 0.1423, val_loss: 0.1437, r_value: 0.4719\n",
"Epoch 3000, train_loss: 0.1417, val_loss: 0.1431, r_value: 0.4754\n",
"Epoch 3500, train_loss: 0.1412, val_loss: 0.1426, r_value: 0.4786\n",
"Epoch 4000, train_loss: 0.1406, val_loss: 0.1420, r_value: 0.4817\n",
"Epoch 4500, train_loss: 0.1401, val_loss: 0.1415, r_value: 0.4845\n",
"Epoch 5000, train_loss: 0.1397, val_loss: 0.1411, r_value: 0.4872\n",
"Epoch 5500, train_loss: 0.1392, val_loss: 0.1407, r_value: 0.4896\n",
"Epoch 6000, train_loss: 0.1388, val_loss: 0.1403, r_value: 0.4920\n",
"Epoch 6500, train_loss: 0.1383, val_loss: 0.1399, r_value: 0.4942\n",
"Epoch 7000, train_loss: 0.1380, val_loss: 0.1395, r_value: 0.4962\n",
"Epoch 7500, train_loss: 0.1376, val_loss: 0.1392, r_value: 0.4981\n",
"Epoch 8000, train_loss: 0.1372, val_loss: 0.1389, r_value: 0.4999\n",
"Epoch 8500, train_loss: 0.1369, val_loss: 0.1386, r_value: 0.5016\n",
"Epoch 9000, train_loss: 0.1365, val_loss: 0.1383, r_value: 0.5031\n",
"Epoch 9500, train_loss: 0.1362, val_loss: 0.1380, r_value: 0.5045\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 128, lr: 0.01\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1791, val_loss: 0.1808, r_value: 0.3447\n",
"Epoch 500, train_loss: 0.1681, val_loss: 0.1699, r_value: 0.3934\n",
"Epoch 1000, train_loss: 0.1578, val_loss: 0.1595, r_value: 0.4126\n",
"Epoch 1500, train_loss: 0.1514, val_loss: 0.1532, r_value: 0.4245\n",
"Epoch 2000, train_loss: 0.1488, val_loss: 0.1505, r_value: 0.4325\n",
"Epoch 2500, train_loss: 0.1476, val_loss: 0.1492, r_value: 0.4380\n",
"Epoch 3000, train_loss: 0.1469, val_loss: 0.1485, r_value: 0.4418\n",
"Epoch 3500, train_loss: 0.1464, val_loss: 0.1480, r_value: 0.4448\n",
"Epoch 4000, train_loss: 0.1461, val_loss: 0.1475, r_value: 0.4471\n",
"Epoch 4500, train_loss: 0.1457, val_loss: 0.1472, r_value: 0.4491\n",
"Epoch 5000, train_loss: 0.1455, val_loss: 0.1469, r_value: 0.4509\n",
"Epoch 5500, train_loss: 0.1452, val_loss: 0.1467, r_value: 0.4524\n",
"Epoch 6000, train_loss: 0.1450, val_loss: 0.1465, r_value: 0.4537\n",
"Epoch 6500, train_loss: 0.1448, val_loss: 0.1463, r_value: 0.4548\n",
"Epoch 7000, train_loss: 0.1447, val_loss: 0.1461, r_value: 0.4558\n",
"Epoch 7500, train_loss: 0.1445, val_loss: 0.1459, r_value: 0.4567\n",
"Epoch 8000, train_loss: 0.1444, val_loss: 0.1458, r_value: 0.4575\n",
"Epoch 8500, train_loss: 0.1443, val_loss: 0.1457, r_value: 0.4582\n",
"Epoch 9000, train_loss: 0.1442, val_loss: 0.1456, r_value: 0.4589\n",
"Epoch 9500, train_loss: 0.1441, val_loss: 0.1455, r_value: 0.4595\n"
]
},
{
"data": {
"image/png": 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zM+31MvQsrY7ffvsN3bp1g5ubm87fTFhYGADozGK9fPlylJaWap/nj1Kdaw6oh5mYNWsWFixYAKVSWWFdlUqF3NxcLFmyBJMmTUK3bt0wb948vP322/jxxx+1Le2rGlNt/c00BEyoERnR3bt3IYSAq6ur3jI3NzcA0DZ///rrrzFjxgxs2bIF3bp1g729PV5++WVcvnwZgPpmtW/fPvTu3RufffYZWrduDScnJ0yZMgW5ubl1d1BERE+JNWvWICYmBqdOnUJSUhLOnj2LTp06AQBSU1MhhIBSqYSZmZnO68iRI9ouliqVCr169cKmTZvw7rvvYt++fTh27BiOHDkCAHo/ngDQe2ZU5v6veZaU97x5uKuVg4ODXj2ZTGYwngdpxka7fv16hfU07ty5U6lnoIahugBgaWlZ7pgxRFS/rF+/HiNHjsQPP/yAkJAQ2NvbY8SIEUhJSSl3nTt37sDU1FTbpV5DIpHAxcVF717xcPezB8s0dVNTU3H27Fm9e7SNjQ2EEHpd4euC5t5rqPtrZmYm7O3tDa4XGRmJefPm4eOPP8bkyZMNbtPf318nuSORSNC7d2/cunULaWlp2rqFhYXIz8+v0v4ro7z796MMHz4cMpkMq1atAgBcvHgRMTExOmN25eXloUuXLjh69CjmzZuH/fv3IyYmBps2bQJg+FlaHampqdi+fbve34ymi211/maqe801Jk2ahKCgIAwePBhZWVnIysrSXr+8vDxkZ2fr7at3794629AkBDXJ5qrE5ODgYLDevXv3UFxc/Fh/Mw2B6aOrEFFtsbOzg4mJCZKTk/WWJSUlAYB22mMrKytERkYiMjISqamp2tZq/fr1Q1xcHADAy8sLy5cvBwBcunQJGzZswJw5c1BcXKwdZ4eIiGpGQEAA2rZta3CZo6MjJBIJDh48CJlMprdcU3b+/HmcOXMGq1atwsiRI7XLH/6V+EGGfu191P1f8+E4OTkZHh4eOusmJSVpnzWPq3fv3njvvfewZcsW9OnT55H1HRwcKvUM1KjuL/hEVH84Ojpi4cKFWLhwIRITE7Ft2zbMnDkTaWlp5Q5g7uDggNLSUqSnp+sk1YQQSElJQbt27XTqG0rOaco090NHR0dYWFhgxYoV5cZZ1zRjl507dw6BgYHa8tLSUsTFxWHo0KF660RGRmLOnDmYM2cO3nvvPb3lTZs2haWlpcH9ifvjxGkmUnhw/x06dNDWS0lJQUZGhk6LsKqq7n3azs4OAwYMwJo1azBv3jysXLkScrlc51xER0cjKSkJ+/fv12lFWNlxpGUymd44fIB+QsnR0REtWrTAxx9/bHA7mh+DqqI61/xB58+fx40bNwy2/uvWrRsUCoX2PLRo0cLg/xsP/x1orvO5c+fw4osv6tQ9d+6czt9BcHAwfv75Z6SkpOgkss+dO6ezrScVW6gRGZGVlRU6dOiATZs26fxyolKpsHbtWnh4eMDX11dvPaVSiVGjRmHo0KGIj483+CuSr68vPvjgAwQHB2t/bSAiorrRt29fCCFw+/ZttG3bVu+l+QCt+YLxcNJt2bJl1d63ofu/ZsbNhycViImJQWxsbI3Nitm6dWuEhYVh+fLl2i5aDzt+/DgSExMBAD169NB+EXrQmjVrYGlp+cgZ6YioYWvcuDEmT56Mnj17Vvh5VXOPevge9uuvv+LevXt697ALFy7gzJkzOmU//vgjbGxs0Lp1awDq+/TVq1fh4OBg8D7t7e1dA0dYNR06dICrq6u2NZbGxo0bkZeXh0GDBumUf/TRR5gzZw4++OADREREGNymqakpBgwYgNjYWJ0B8oUQiIqKQtOmTbXJwz59+kAul+vtf9WqVZBIJJWecKamjR49GklJSdi5cyfWrl2LgQMHolGjRtrlj/ss9fb2xtmzZ3XKoqOjkZeXp1PWt29fnD9/Hk2bNjX4N1OdhFpVr/nDfv75Z/zxxx86rxkzZgAAvv32W/z222/aupqhEXbt2qWzjZ07d8LExESbmHZ3d0f79u2xdu1alJWVaesdOXIE8fHxOjENGDAAEolEb4KLVatWwcLColI/rjVkbKFGVEeio6MNzvIyf/589OzZE926dcO//vUvmJubY8mSJTh//jx++ukn7QOiQ4cO6Nu3L1q0aAE7OzvExsbiv//9L0JCQmBpaYmzZ89i8uTJGDJkCJo1awZzc3NER0fj7NmzmDlzZh0fLRHR061Tp04YO3YsRo8ejePHj+O5556DlZUVkpOT8ddffyE4OBgTJkyAv78/mjZtipkzZ0IIAXt7e2zfvh179+6t9L4qc//38/PD2LFj8c0338DExARhYWFISEjAhx9+CE9PT0ybNq3Gjn3NmjXo06cPwsLC8MYbbyAsLAx2dnZITk7G9u3b8dNPP+HEiRNo3LgxIiIitGPSzJ49G/b29li3bh127NiBzz77DAqFosbiIiLjy87ORrdu3TBs2DD4+/vDxsYGMTExiIqKqjBx0LNnT/Tu3RszZsxATk4OOnXqhLNnzyIiIgLPPvsswsPDdeq7ubmhf//+mDNnDlxdXbF27Vrs3bsXn376qba11tSpU/Hrr7/iueeew7Rp09CiRQuoVCokJiZiz549+Oc//6ltpTV37lzMnTsX+/bte+Q4ajdu3EBMTAwA9SzOgDo5AqgTN5qWzTdu3EDTpk0xcuRIbQtjqVSKzz77DOHh4Rg3bhyGDh2Ky5cv491330XPnj11khNffPEFZs+ejT59+uCll17SDhWg8eAPEh999BF27dqFPn36YM6cObC1tcUPP/yAM2fO6MygaW9vjw8++AAffvgh7O3t0atXL8TExGDOnDl48803dVpQJSQkwMfHByNHjtRLBtW0Xr16wcPDAxMnTkRKSopOd08ACA0NhZ2dHcaPH4+IiAiYmZlh3bp1eknV8oSHh+PDDz/E7Nmz0bVrV1y8eBGLFy/WewbNnTsXe/fuRWhoKKZMmQI/Pz8UFhYiISEBO3fuxLfffqttBT5mzBisXr0aV69erXActapc8wMHDqBHjx6YPXs2Zs+eDQAGf3jSfOds06aNTkv60aNHY9myZZg4cSIyMjIQGBiI33//Hf/5z38wceJEnTg//fRT9OzZE0OGDMHEiRORlpaGmTNnIigoSOf8N2/eHGPGjEFERASkUinatWuHPXv24LvvvsO8efOe+C6fnOWTqJZpZlkp73X9+nVx8OBB0b17d2FlZSUsLCxEx44dxfbt23W2M3PmTNG2bVthZ2cnZDKZaNKkiZg2bZrIyMgQQgiRmpoqRo0aJfz9/YWVlZWwtrYWLVq0EF999ZUoLS01xqETET2RHjV784NWrFghOnTooL2/N23aVIwYMUJnBraLFy+Knj17amfeGjJkiEhMTNSbdUwzM1l6errOPip7/y8rKxOffvqp8PX1FWZmZsLR0VG8/vrr4ubNmzrb69q1q2jevLnesTw8615FCgoKxNdffy1CQkKEra2tMDU1FW5ubmLQoEFix44dOnXPnTsn+vXrJxQKhTA3NxctW7YUK1eu1KmjmeXzl19+MRiXlZVVpeIiIuMqLCwU48ePFy1atBC2trbCwsJC+Pn5iYiICO3sm0IYvt8UFBSIGTNmCC8vL2FmZiZcXV3FhAkTxN27d3XqeXl5iZdeekls3LhRNG/eXJibmwtvb2/x5Zdf6sWTl5cnPvjgA+Hn5yfMzc2FQqEQwcHBYtq0adoZE4X43/33jz/+eOQxVvTZ/8EZI69fv65XpvHjjz+KFi1aCHNzc+Hi4iKmTJkicnNzdepoZmQu7/Wwc+fOiZdeeknY2NgIuVxu8PuGxqJFi4Svr68wNzcXjRs3FhEREaK4uFhvewDEzJkzH3lOAIhJkyY9sl5F3nvvPQFAeHp6irKyMr3lhw4dEiEhIcLS0lI4OTmJN998U5w8eVIA0HmmGJrls6ioSLz77rvC09NTWFhYiK5du4rTp0/rzfIphBDp6eliypQpwsfHR5iZmQl7e3vRpk0b8f7774u8vDxtPc0M1NevX6/U8VXmmmuehYZmJH1QRZ9T7ty5I8aNGyeUSqUwMzMTvr6+YsGCBQbP6Z49e0THjh2FXC4X9vb2YsSIESI1NVWvXnFxsYiIiBCNGzcW5ubmwtfXV3z99deVOu6GTiLE/Q6zRERERERERA2Yt7c3goKCdLq6Uc1bsmQJ3n33XVy9evWRs0sSPak4hhoRERERERERVdoff/yBKVOmMJlGTzWOoUZERERERERElfbLL7881vplZWWoqLOcRCKBVCp9rH0Q1TZ2+SQiIiIiIiKiOvP888/jwIED5S738vIyOKEbUX3ChBoRERERERER1Zn4+Hjk5uaWu1wmkyE4OLgOIyKqOibUiIiIiIiIiIiIqoCTEhAREREREREREVXBUzkpgUqlQlJSEmxsbCCRSIwdDhFRgyeEQG5uLtzc3GBiwt9qAD5riIhqGp81uvicISKqWVV9zjyVCbWkpCR4enoaOwwioifOzZs34eHhYeww6gU+a4iIagefNWp8zhAR1Y7KPmeeyoSajY0NAPVJsrW1NXI0REQNX05ODjw9PbX3V+KzhoiopvFZo4vPGSKimlXV58xTmVDTNIm2tbXlw4eIqAaxy8n/8FlDRFQ7+KxR43OGiKh2VPY5U6uDD9y9exfh4eFQKBRQKBQIDw9HVlZWhetIJBKDrwULFujVFUIgLCwMEokEW7Zsqa3DICIiIiIiIiIi0qrVhNqwYcNw+vRpREVFISoqCqdPn0Z4eHiF6yQnJ+u8VqxYAYlEgsGDB+vVXbhwIX+hIiIiIiIiIiKiOlVrXT5jY2MRFRWFI0eOoEOHDgCA77//HiEhIYiPj4efn5/B9VxcXHTeb926Fd26dUOTJk10ys+cOYMvv/wSMTExcHV1rZ2DICIiIiIiIiIiekittVA7fPgwFAqFNpkGAB07doRCocChQ4cqtY3U1FTs2LEDY8aM0SnPz8/H0KFDsXjxYr0EnCFFRUXIycnReREREREREREREVVHrSXUUlJS4OzsrFfu7OyMlJSUSm1j9erVsLGxwaBBg3TKp02bhtDQUAwYMKBS25k/f752HDeFQsHppYmIiIiIiIiIqNqqnFCbM2dOuRMHaF7Hjx8HYHhmBCFEpcc9W7FiBYYPHw65XK4t27ZtG6Kjo7Fw4cJKxzxr1ixkZ2drXzdv3qz0ukRERERERERERA+q8hhqkydPxmuvvVZhHW9vb5w9exapqal6y9LT06FUKh+5n4MHDyI+Ph7r16/XKY+OjsbVq1fRqFEjnfLBgwejS5cu2L9/v962ZDIZZDLZI/dJRERERERERET0KFVOqDk6OsLR0fGR9UJCQpCdnY1jx46hffv2AICjR48iOzsboaGhj1x/+fLlaNOmDVq2bKlTPnPmTLz55ps6ZcHBwfjqq6/Qr1+/KhwJERERERERERFR1dXaLJ8BAQHo06cP3nrrLSxbtgwAMHbsWPTt21dnhk9/f3/Mnz8fAwcO1Jbl5OTgl19+wRdffKG3XRcXF4MTETRu3Bg+Pj61cCRERERERERERET/U2sJNQBYt24dpkyZgl69egEA+vfvj8WLF+vUiY+PR3Z2tk7Zzz//DCEEhg4dWpvhEREREREREVENKVMJHLueibTcQjjbyNHexx5Sk8qNoV4f1dbxlLfdut4fPZ5aTajZ29tj7dq1FdYRQuiVjR07FmPHjq30fgxtg4iInh5LlizBggULkJycjObNm2PhwoXo0qXLI9f7+++/0bVrVwQFBeH06dM6y7KysvD+++9j06ZNuHv3Lnx8fPDFF1/gxRdfrK3DICIiImqwos4nI3L7RSRnF2rLXBVyRPQLRJ8gVyNGVj21dTzlbbd/S1dsO5NcZ/trqNelPqnyLJ9ERET1yfr16zF16lS8//77OHXqFLp06YKwsDAkJiZWuF52djZGjBiBHj166C0rLi5Gz549kZCQgI0bNyI+Ph7ff/893N3da+swiIiIiBqsqPPJmLD2pE7SBgBSsgsxYe1JRJ1PNlJk1VNbx1PedpOzC7Hsz+t1tr+Gel3qGybUiIioQfvyyy8xZswYvPnmmwgICMDChQvh6emJpUuXVrjeuHHjMGzYMISEhDHNZCwAACAASURBVOgtW7FiBTIzM7FlyxZ06tQJXl5e6Ny5s95EOURERERPuzKVQOT2izDUb0xTFrn9IspUDaNnWW0dT0XbLU9t7a8hXpf6iAm1qkqLA77vDizvbexIiIieesXFxThx4oR2rE6NXr164dChQ+Wut3LlSly9ehUREREGl2/btg0hISGYNGkSlEolgoKC8Mknn6CsrKzcbRYVFSEnJ0fnRUT01CktAjKvAwl/AWd/Af5eBOyaCWwYAfzQE2JRK0ClMnaURFSDjl3P1GsB9SABdQusY9cz6y6ox1Bbx/Oo7db1/hradamPanUMtSeSqQy4fQIwlQNCABIO5EdEZCwZGRkoKyuDUqnUKVcqlUhJSTG4zuXLlzFz5kwcPHgQpqaGH4PXrl1DdHQ0hg8fjp07d+Ly5cuYNGkSSktLMXv2bIPrzJ8/H5GRkY93QERE9VlpEZCbDGTfBnKSgJxbOv8tcpIguZde4SYkAMruZUBq41w3MRNRrUvLrVySqLL1jK22judxj7+29tdQrkt9xIRaVdm6qf8tLQQK7gKW9saNh4iIIHnoxw0hhF4ZAJSVlWHYsGGIjIyEr69vudtTqVRwdnbGd999B6lUijZt2iApKQkLFiwoN6E2a9YsTJ8+Xfs+JycHnp6e1TwiIqI6VlqsTpbl3E+QZd+6nyi7DZF9CyL7NkzyH50sA4BCYYZkYY8U4YAU2CFV2CNF2CFF2CNV2GFZqRxMpxE9OZxt5DVaz9hq63ge9/hra38N5brUR0yoVZWpDLByAu6lqz9wMKFGRGQ0jo6OkEqleq3R0tLS9FqtAUBubi6OHz+OU6dOYfLkyQDUyTMhBExNTbFnzx50794drq6uMDMzg1Qq1a4bEBCAlJQUFBcXw9zcXG/bMpkMMpmsho+QiKiGFOYA2TeBrETdV/YtqLJvQXIvHZJyRvaRwHCyLAn2SBYOSBH2SLr/7x2pE+S2jlAqLOBiK4eLQg4XWzna2crhopDB2UYOB4VFnR02EdW+9j72cFXIkZJdaPAuIgHgopCjvU/D+O5cW8fzqO2Wp7b219CuS33EhFp12LrdT6glAS7Bxo6GiOipZW5ujjZt2mDv3r0YOHCgtnzv3r0YMGCAXn1bW1ucO3dOp2zJkiWIjo7Gxo0b4ePjAwDo1KkTfvzxR6hUKpiYqIcbvXTpElxdXQ0m04iIjEoIoDALyHogYXY/eabKSoS4mwhpUVa5q2sGVS7SJMugTpAlC3XCTJNAK7BwgczWSZ0kU8ihtFUny4IU/0ucKSzMDLYQJqInl9REgoh+gZiw9iQkgE7yRnM3iOgXCKlJw7g31NbxVLTd8tTW/hridamPmFCrDoUnkHxGPeAqEREZ1fTp0xEeHo62bdsiJCQE3333HRITEzF+/HgA6q6Yt2/fxpo1a2BiYoKgoCCd9Z2dnSGXy3XKJ0yYgG+++QbvvPMO3n77bVy+fBmffPIJpkyZUqfHRkSkVVaiTpTdva7+DJp5Hbh7Haq7N4CsRJgU5xpc7cEZyDKFNW4JJ9wWjrglnHBLOCFJOCBJOOCeTAl5I2e421nCtZEcrgoLuDeyQFuF+r+VChlkplKD+yAi6hPkiqWvt0bk9os6A+G7KOSI6BeIPkGuRoyu6mrreMrbrqtCjv4tXbHtTHKd7K+hXpf6hgm16nC8P+5ORrxx4yAiIrz66qu4c+cO5s6di+TkZAQFBWHnzp3w8vICACQnJyMxMbFK2/T09MSePXswbdo0tGjRAu7u7njnnXcwY8aM2jgEIiK14nvA3QQg85o2YSYyr6Ms4yqkubchEfozDT+YMEsXtjrJMs1/p5k4Q6XwhL2dHVwVFnBTyOHWyALdG1nA/X7yzErGrwVE9Hj6BLmiZ6ALjl3PRFpuIZxt1N0JG2oLqNo6noq2+26fgDrdHz0eiRCiKt13nwg5OTlQKBTIzs6Gra1t1TdwZj2weSzg1RkYvaPmAyQiamAe+776BOI5ISKDCnOAO1eAO1e1rc3K7lyFyLwO0/y0ClctEOZIFM5IFEokCCVuCCVuCSekS5UwsWsMJ3s7eNpZwNPeEh52FvCws4SrQg57K/Mnohsm76u6eD6IiGpWVe+r/CmqOpz81P+mxxk3DiIiIiKqf8pKgawbQMZl4M5l4M4VlKZdgsi4DLMC/ZkyH+xImSWscON+suyGUCJROOO2xBXFtl6wtHeDu701PO0t4Glnibb3k2cOT0jCjIiIqCFhQq06HJup/83PAO5lAFaOxo2HiIiIiOpeYQ6QHq/+kTXjEsrSL6M07RLMcm7ARJTqVH3wQ3e6UOCacMUN1f+SZpkyd0jsm8DBSQkvByt42Vuig70lXrG3gNJGDhN2zSEiIqpXmFCrDnMroFFj9cCw6fFMqBERERE9yYpy1Z/50mIh0uNQnHwRSIuFLD9Zp5oU/2ttViDMkSBccFW44ppwxTWVG+5aNAYcmsLJSQkve0t4OVqht4MlvOytoLA0q/PDIiIioupjQq26nALuJ9RiAe9Oxo6GiIiIiB5XSQGQFgukxUKVFovC2xcgyYiDRX6StooEgOyBVVJFI1xWueOKcMc14Yo0c0/AoRkUSi94O9nC28ESLzhYwcvBkgP/ExERPUH4VK8uZ3/g8m4gjeOoERERETUoQgB5qUDKeaiSz6Lg1hkg5Rwscq7DBCoA6tkzLR9YJU00wiWVOy4LD1yBJ3JsmkLi5A8XF1c0dbJCkJM1+jtZw97K3CiHRERERHWLCbXqcgpQ/5sWa9w4iIiIiKh8ZSVAxiUg5Tzyb55G0a0zkN+5CIuSuwDUiTOrB6rfETaIUzXGJeGBBBNPFNk1g6lLIFxd3NDUyRqdnawwzMESMlOpwd0RERHR04EJtSpKyS7E2iM34JxniRGAussnERERERmfSgVkXoW4fQJ5146h9OYJWGfFwkxVBEDd4kzT6qxMSHBNuCFWNMYleOOurR9MXIPh4uYFXxdb9FDawMPOgpMBEBERkUFMqFVRXlEJFv9xBc5yCUZAAuTfAfLSAWsnY4dGRERE9PQQAsi+hbLbJ5B95ShKb56A7d0LkJflQQLA5oGqOcICscILsarGSLdqBpVzc1i4B+MZdycEKm3wooMlTKUmxjoSIiIiaoCYUKsiR2v1MLRphVIIV29I7l4H0i4C1l2NHBkRERHRE6ykEEg6hZzLB1Fw9TCs00/BqvQupADsH6hWIMxxQXjjvGiCdNvmEG6tofQORHP3RnjF1RbWnBiAiIiIagA/UVSRwsIMZlIJSsoECu38YHH3OpAeBzRhQo2IiIioxuSmIv/aIdyNOwjprWNwzI2FKUphC8D2fpUSIUW88MQFNEVmoyDArTWcmrREoIcDhjlbw9yUrc6ofpo/fz42bdqEuLg4WFhYIDQ0FJ9++in8/PyMHRoREVUSE2pVJJFI4GAlQ0pOIXJsmsICULdQIyIiIqLqUZVBlRqLjNg/ce/qIdiknYBjSZLOmGcAkC4UOCH8kGgVjDK3dnBs1hbB3koMdrJml01qUA4cOIBJkyahXbt2KC0txfvvv49evXrh4sWLsLKyevQGiIjI6JhQqwYnG3VCLd2iCZQAkBZn7JCIiIiIGo6yUhTdPInUc/uguv4XnO+egqW4B+cHqqiEBPHCA/Hmgch2bA15k1A0adYcz7krYGnOj7DUsEVFRem8X7lyJZydnXHixAk899xzRoqKiIiqgp9GqsFFIce529m4JmmMIEA906cQgISzQBERERHpKStB9tWjSDu7DyY3D8Et5wwsRAEaP1DlnpDhDJoh2aYFhGcHOAV0RlATTwTcH7+W6EmWnZ0NALC3ty+3TlFREYqKirTvc3Jyaj0uIiIqHxNq1eDjqG6GfabACf0lUqAwG8hNBmzdjBwZERERUT1QWoSM+ENIO7cPZjcPw+PeOShQBMUDVbKEFc6YBCLdvi2kTTrDJ6gj2nnYw4xdN+kpI4TA9OnT0blzZwQFBZVbb/78+YiMjKzDyIiIqCJMqFWDt4M6oXb1bgng0BTIuASkxTKhRkRERE8nlQrpV2KQenoXZDf+RON75+CIYjg+UOWOsMFFsyBkObeHxTPPoVmLDnjOwRoStvCnp9zkyZNx9uxZ/PXXXxXWmzVrFqZPn659n5OTA09Pz9oOj4iIysGEWjV4O6qHx03IuAc09lcn1NLjgGd6GDkyIiIiorqRlhiPWyd3QXrtALxyYuCEXDg9sDxD2CJO3gL3XDqiUcDz8Atuhy5WcqPFS1Qfvf3229i2bRv+/PNPeHh4VFhXJpNBJmMXaCKi+oIJtWpo4mgNALh5twBlrf0hxTbO9ElERERPtPy8LFw9uhOFcXvgeucIPFTJOpMI5AoLxMpaIMu1ExTNeyIwuC06W5gbLV6i+kwIgbfffhubN2/G/v374ePjY+yQiIioiphQqwalrQzWMlPkFZUi1aIJ3ADO9ElERERPFCEErsSfR+qJbbBN3Af/wjMIlpRql5cKE1w280OGcyisAnqiWeuuaG9lacSIiRqOSZMm4ccff8TWrVthY2ODlJQUAIBCoYCFhYWRoyMiospgQq0aJBIJmimtcSoxC5dU7uqEWnocZ/okIiKiBi3nXj7OH96Doou74JX5F5rhFpppFkqA2xIlEu07wcy3B5q1D0OAnYMxwyVqsJYuXQoAeP7553XKV65ciVGjRtV9QEREVGVMqFWTr7MNTiVm4XSeA543MQOK84Dsm0Cjxo9emYiIiKieuJmciit/b4L86i40z49BqCRfu6xUmOCKPAi5jXtA2XYAPJu1hLsJZ+EkelxCCGOHQEREj4kJtWpqplSPoxaXXgg4NlOPoZYWx4QaERER1WtlKoFzl6/h9tHNsE+MQuuSU/DUdOWUANkSGyTad4Z5YB94d+gPf2t74wZMREREVA8xoVZNvkobAMCltFz1TJ9pF9Uv315GjoyIiIhIV2FJGQ6fvYjM45vhnrwXbcV5tJKo1AslQLLUHakevaBsOxCuzTsj2ERq3ICJiIiI6jkm1KpJk1C7cScfpa391CcynRMTEBERUf2QV1SKQ6cvIOv4L2iathddEQ8Tyf1uZhLgtqwpcnzC4BHyKlwbB8OV48ASERERVRoTatWktJXBVm6KnMJSpMh84AEAabHGDouIiIieYtn5Jdh/5hKyTmxEs7Q96CG5AKlEAPdzZbcsA1Hq3xfuIa/C3ekZuBs3XCIiIqIGiwm1apJIJPBV2uD4jbuIU3moE2rp8YBKBXCwXiIiIqoj2QUl+P30VaTGbIZ/xh6ESc7AXFIG3P84kmTdHAgaDNeO/4BHI0/jBktERET0hGBC7TE0u59QO53XCC9IZUBpAZCVANg3MXZoRERE9AQrLClDdGwyLh36DU2TtuJFyXFYSIq1SbR0y2YQQYPg1HEo3Ox9jBssERER0ROICbXH4Ht/ps/4tALAyRdIOaee6ZMJNSIiIqphpWUqHLp6B4eOHoHDlY3oiz/xoiRTm0TLlntAFTQYdu2HwcnZ37jBEhERET3hmFB7DJqJCS6n5gJNAu4n1C4C/i8aOTIiIiJ6UlxOzcXWI7EoPPMrwkr3YabJZe2YaAVSWxT6D4RdyEgo3FsDnFiAiIiIqE4wofYYtDN9ZuajpJ0fzADO9ElERESPLaewBL+dTsLFwzvRNnMbJpvEQC4pAUwAFUyQ4/E8bDuOhIV/GCxMZcYOl4iIiOipw4TaY3C0NoedpRnu5pcgydwbXgBn+iQiIqJqUakEjl7PxI6jF2AVtwH/wO8YZpIMSNXL82yfgUX7EZC2fBWNbFyMGywRERHRU44JtccgkUjQTGmDY9czEVvmrk6oZVwCykoBKU8tERERPdrde8XYEJOIM4f3oEf+DnxochQykxIAQLHUEmXNB8Oiw2hYu7FLJxEREVF9wazPY/JVWuPY9UyczlWgj5klUJIP3L0OODYzdmhERERUj525mYUf/74Eswsb8LokCuNMbmpbo+U7NIdFxzdh3mIIILMxbqBEREREpIcJtceknZgg7R7g5AcknVJPTMCEGhERET2ksKQM288kYcffJ9A2fRNmSPfBXpoHACg1kQPBg2HabgwsOcEAERERUb3GhNpjauasTqhdSssFmgXcT6jFAYEDjBwZERER1RepOYVYdSgB547uw5DS3/C9yVGYmZYBAIqsPWAeOgGmz74OWDQycqREREREVBlMqD0mX6U1AOBmZgGKHfxgDgDpnJiAiIiIgLiUHHx/4BruntuJcSZbMcMkTtuts8QjBGadJkHm9yJgIjVuoERERERUJUyoPSYHaxkcrc2RkVeM22Ze8AE40ycREdFTTAiBv65k4PsDl2F9bRcmmm5DkGkCAEAlMQOCB8Ok4wSYubUybqBEREREVG1MqNWAZs42yMi7g4ul7uqE2p0rQGkxYGpu7NCIiIiojpSpBHacS8ay6DgEZuxChHQ7mponq5eZWkLa7g2YhEwCbN2MHCkRERERPS4m1GqAr9Iah6/dwZkca7xkbgMU56qTaspAY4dGREREtay0TIVtZ5KwJDoeLTP3YKnpr2hslg4AKJM1grTjeEg7jAMs7Y0cKRERERHVFCbUakAzpWZigjzA2R+4FaMeR40JNSIioidWcakKm0/dwtI/LiM4KxrLTH/VtkhTWTnDpNMUSNuMAmQ2xg2UiIiIiGocE2o1wPd+Qu1yah4QcD+hlhZn5KiIiIioNpSpBDadvIWFey8hKPcgvjXdCH/zmwAAlYU9TDpPg0m7NwFzSyNHSkRE9PQoUwkcu56JtNxCONvI0d7HHlITibHDoicYE2o1QDPT5+2sAhTZ+0MGAGkXjRoTERER1SwhBH6PTcOC3XFQpB3Hf8zWopX5NfUymS0koVNg0nE8W6QRERHVsajzyYjcfhHJ2YXaMleFHBH9AtEnyNWIkdGTjAm1GtDI0hxONjKk5xbhpmljPAMA6WyhRkRE9KQ4npCJf++KQ0biRcw0/Rl9ZDEAAGFuDUnHCZCETAIs7IwcJRER0dMn6nwyJqw9CfFQeUp2ISasPYmlr7d+6pJqbK1XN5hQqyG+Smuk5xbhYqm7OqGWeQ0oKQTM5MYOjYiIiKrpSlou/r0rDjGx1/CO6SaEm++FmaQMQmICSZtRkDw/C7B2NnaYRERET6UylUDk9ot6yTQAEAAkACK3X0TPQJenJqHE1np1x8TYATwpmjmru3eczZID8kaAUAEZl4wcFREREVVHdkEJIrdfQJ+FB2B3aQP+kE3HG6ZRMJOUAc/0hGTCIaDvV0ymERERGdGx65k6iaOHCQDJ2YU4dj2z7oIyIk1rvYfPiaa1XtT5ZCNF9mRiC7Ua4udyf6bP9HuAcwCQeFjd7dO1hZEjIyIiosoqUwmsj7mJz/fEQ5l/GT+brURbk/s/kDkFAH0+AZp2N26QRET01GOXPrW03PKTadWp15CxtV7dY0KthmgmJricmgsE30+ocWICIiKiBiMmIRNztl3AjaQUTDP9FaNkuyGFCjCzArrNAjqMB6Rmxg6TiIiecuzS9z/ONpUbYqmy9RqyqrTWC2nqUHeBPcGYUKshz9zv8pmcXYgCO19YAEAaJyYgIiKq7+7kFWHejlhsPnULYSbHsFK+Bs64q14YOADoPR9QuBs3SCIiInAA/oe197GHq0KOlOxCgy2zJABcFOoWfDWpPrYQZGu9useEWg1RWJjBxVaOlJxCJEobww8A0mONHRYRERGVQwiBX07cwic7Y2GWn4ZvzVahj1Q9eyfsmwAvLgCeecGoMRIREWmwS58+qYkEEf0CMWHtSUgAnXOjOQMR/QJr9HzU1xaCbK1X9zgpQQ1qdr/b54WS+79i300Aiu8ZLyAiIiIy6Gp6HoZ+fwTvbjyDF4p+R7TFu+pkmokp8Nz/ARMOM5lGRET1CgfgN6xPkCuWvt4aLgrdRJGLQl7jLfYed9D/MpXA4at3sPX0bRy+egdlKkPp0erRtNarKHVoZ2lW4631nmZsoVaDfJU2OHg5A+eyzDDI0hHIzwDS4wH31sYOjYiIiACUlqmw7M9rWPT7ZTiWpeG/suXoIjmj/hbi2hIY8B/AJdjYYRIREelhl77y9QlyRc9Al1rthvm4LQRru2WbprXe+LUny61zN78Eey+mPFXdgmtTrbZQu3v3LsLDw6FQKKBQKBAeHo6srKwK15FIJAZfCxYs0Kl3+PBhdO/eHVZWVmjUqBGef/55FBQU1ObhPNL/JibIU8/0Cahn+iQiolq1ZMkS+Pj4QC6Xo02bNjh48GCl1vv7779hamqKVq1alVvn559/hkQiwcsvv1xT4ZKRXEnLw+BvD2PB7nj0EX/hd4tZ6mSaVAa8MAd4M5rJNCIiqrfYpa9iUhMJQpo6YEArd4Q0dajxbq+VbSF45OodvVZoFbVsG7/2JOZuv1AjLdZ6BrqgkWX5Eyhpkn412TLuaVarLdSGDRuGW7duISoqCgAwduxYhIeHY/v27eWuk5ys20Ry165dGDNmDAYPHqwtO3z4MPr06YNZs2bhm2++gbm5Oc6cOQMTE+P2YG2mVE9McCk1F3g2AEg4yJk+iYhq2fr16zF16lQsWbIEnTp1wrJlyxAWFoaLFy+icePG5a6XnZ2NESNGoEePHkhNTTVY58aNG/jXv/6FLl261Fb4VAdUKoEVf1/Hgt3xMC/Nw2L5KvTFX+pPvu5tgYHfAo7NjB0mERFRhYw1AD+pVbbl36QfTyKroET73sVWjsLSsnJbtgHAir8TsOLvhMdusXbseiay8kvKXc6ZPmtWrSXUYmNjERUVhSNHjqBDhw4AgO+//x4hISGIj4+Hn5+fwfVcXFx03m/duhXdunVDkyZNtGXTpk3DlClTMHPmTG1Zs2bG/yDczFndQi0ttwgFimac6ZOIqA58+eWXGDNmDN58800AwMKFC7F7924sXboU8+fPL3e9cePGYdiwYZBKpdiyZYve8rKyMgwfPhyRkZE4ePDgI1tYU/2UlFWAaetP4+j1TLSTxGGJ1TI4laUCEhPguXfV46VJOQIGERHVf8YYgL+q6uPslzWlsi3/HkymAUBKTuW74FZmttaKzjG7BdetWvsEefjwYSgUCm0yDQA6duwIhUKBQ4cOlZtQe1Bqaip27NiB1atXa8vS0tJw9OhRDB8+HKGhobh69Sr8/f3x8ccfo3Pnzga3U1RUhKKiIu37nJycxziy8tnIzeDeyAK3swqQYNoYAQCQxpk+iYhqS3FxMU6cOKHzAwsA9OrVC4cOHSp3vZUrV+Lq1atYu3Yt5s2bZ7DO3Llz4eTkhDFjxlSqC2ldPWuo8qLjUjF9wxnk5Rdglmwz3pJshUmZCmjkBQz+AfBsb+wQiYiIqkQzAP/DY3G51INZJuvr7Jc15VEtBGvCo8ZiM3SOXWzlGNq+MbwdLZGRW4TKeFq7Bde0WkuopaSkwNnZWa/c2dkZKSkpldrG6tWrYWNjg0GDBmnLrl27BgCYM2cOPv/8c7Rq1Qpr1qxBjx49cP78eYMt1ebPn4/IyMhqHknVNFNa43ZWAc4Xu6kTajm3gMIcQG5bJ/snInqaZGRkoKysDEqlUqdcqVSW+6y5fPkyZs6ciYMHD8LU1PBj8O+//8by5ctx+vTpSsdSl88aqlhxqQoLdsfh+4PXoUQmfrT+DwJL7//A1XIYEPYpn8tERNRg1cUA/FWlGSPs4URTZVpcNRQVtRCsSeV1yyz3HOcU4qvfL2nfm0iA8oZIY7fgmlXlQcfmzJlT7sQBmtfx48cBqCcYeJgQwmC5IStWrMDw4cMhl/8ve6pSqQCou+qMHj0azz77LL766iv4+flhxYoVBrcza9YsZGdna183b96s6mFXmu/9cdQu3JUC1ve7r6bH19r+iIhI/3lT3rOmrKwMw4YNQ2RkJHx9fQ1uKzc3F6+//jq+//57ODo6VjqGunzWUPluZubjH8sO4/uD1xFqch7R1h+ok2kyW+CVlcDApUymERFRg1fbA/BXxaNmvwSenIHwNS0EXRS6LbwaWZQ/EUB1Pdgts6Jz/LCKkmmA8bsFP0mq3EJt8uTJeO211yqs4+3tjbNnzxoc5Dk9PV2vJYEhBw8eRHx8PNavX69T7uqqzmoHBgbqlAcEBCAxMdHgtmQyGWQy2SP3WRM046hdSs0FnP2BvBT1xASe7epk/0RETxNHR0dIpVK91mhpaWkGnzW5ubk4fvw4Tp06hcmTJwNQ/1AjhICpqSn27NkDe3t7JCQkoF+/ftr1ND/mmJqaIj4+Hk2bNtXbdl0+a8iwQ1cy1AMB5xdhuvw3vI0NkJSqAGUw8I/VgIP+dSMiIqLHU9nZL+vLQPiPO86boRaCKiEw/IejNRrng90yH3WODXm4pVp96Bb8pKlyQs3R0bFSv9iHhIQgOzsbx44dQ/v26jFKjh49iuzsbISGhj5y/eXLl6NNmzZo2bKlTrm3tzfc3NwQH6/b6uvSpUsICwurwpHUDt8HZ/psGwhc2w+kc2ICIqLaYG5ujjZt2mDv3r0YOHCgtnzv3r0YMGCAXn1bW1ucO3dOp2zJkiWIjo7Gxo0b4ePjA6lUqlfngw8+QG5uLhYtWgRPT8/aORiqNiEEVh9KwEc7YmGmKsRa2x/Qqfhv9cJWrwMvfQ6YWRg3SCIioidUQxoIv6bGedO0ENQoU4lKja9WUXdMDUPdMqtz7lQC+PClADjayOpFt+AnUa2NoRYQEIA+ffrgrbfewrJlywAAY8eORd++fXUmJPD398f8+fN1vgjl5OTgl19+wRdffKG3XYlEgv/7v/9DREQEWrZsiVatWmH16tWIi4vDxo0ba+twKu2Z+y3UMvKKcU/xDKwATkxARFSLpk+fjvDwcLRt2xYhISH47rvvkJiYiPHjxwNQd8W8ffs21qxZAxMTEwQFBems7+zsDLlcrlP+cJ1GjRoZLCfjKyotw+wtF7D++E044y5+bfQ1PAvjpKKCJAAAIABJREFUARMz4KUvgDYjjR0iERHRE62yA9wbeyD88sYgS84uxPi1J7Fk2LPoHeRardZrlR1fTdxf0MPfCfvi0vWWl9cts7rnzt5ahgGt3Ku1Lj1arc4Tv27dOkyZMgW9evUCAPTv3x+LFy/WqRMfH4/s7Gydsp9//hlCCAwdOtTgdqdOnYrCwkJMmzYNmZmZaNmyJfbu3WuwC05ds5KZwsPOArfuFuC6iReCACbUiIhq0auvvoo7d+5g7ty5SE5ORlBQEHbu3AkvLy8AQHJycrlDAlDDllNYgrFrjuPItUwEm1zHzzaLYFWYBlg6AK+uA7xCjB0iERHRE+9Rs18+3OLqcbtcVkdlxiCb9NMpKOTnkVVQoi2rSus1zfhqc7ZdQEqO4dk2NbN4XkzOxZJhz+KjHbGVmq21ujOMZuZVbtZPqh6JEKLhjwxYRTk5OVAoFMjOzoatbc0PTPzGqhhEx6Xh3y954bV9ndSFM24AFo1qfF9ERPVBbd9XGyKek9qVkl2IUSuPIS4lFy/JTuNr028gLSsAHP2AYesBex9jh0hENYz3VV08H1SfaFp/AbqtszRpMs0snzXV5bKqDl+9g6HfH6nyeg/GX9mZVf++klGp8dR+eqsj2vvYVzq5WN45rsgXQ1picBuPStamqt5Xa7WF2tPKV2mD6Lg0XLgDwMYVyE0GMi5zYgIiIqIacDk1FyNXHENSdiFGWv0/e3ce31Sd7g/8k6RL6EK6N2XtBkItyCZQUWZkE3QQUWdUBpyriArjXJX5zShXHejgHVzuVbyjMMq4I8IMDiKCVSo6shQrFIRShNKFpTR0T9u0SdMkvz9OT+mSNEmbk5O2n/fr1dcM3yQnTwLF5uFZsrDGugEKiwVImgn88l1ArZE7RCIion5FrM7qmCzTDPDHA9PiMTtF67DlUqc3YvnmnNakmxS6O79NrChb9a+TnSrPHCUCK1ysCiurM9qdxZZVUGk3wSa+x0//6yRqGsyOLtvOgfxyDAobgInDw3H0fLVbVYHOKgnlqDT0NUyoSWBkbJtNn1EjWhJqZ5lQIyIi6qHcEj0Wv/09ahrM+KMmEytM7wg3XLcIuP2vgIo/2hAREclB3H75+r5zePdgEWoazahpNOPVzHx8nH0RxmaL3coqMWmVvisPs1O0kiRlejK/zQag2k4Cy1EisLsz5ZxV71msNoSq/eFOk+GO45ex4/jlTssQnFUFOotFrkpDX8OfOiUgbvrML6sHJlwDFH0HVJxx8igiIiLqyo8Xa7Dk7e9RazTjpfDP8KvGbcINaY8Bs9cCSqW8ARIREfVze/N0WJ95tnMVWm3XFWI2CMsBsouq2lVseYo4g6xtAqinHCUC3Z0pBzhemCAm7R66KR6f5JSgyuBaZVpHHTeLdkwGtq02K64w4NXM/E7XEB/z8PQEvPVdkSyVhr6GCTUJJEWHQKEAqgxNqA9NRAggtHwSERFRtxw9X43/eCcbdSYzXo34FAsb/incMPNPwI0rAUX/ajEgIiJyhzfa81wZ/O9Md1sznRG3cD7aMoPMU+wlArva+Glvi2dX75t4tml/scfjFpOBViuwdnee02Tj1Vg6J9M6XlOqSkNfw4SaBAYEqDAkfAAuVjXiomoIRgNAOSvUiIiIuiO3RI/fvJONepMZr0TuwkJDSzJt3svAlIflDY6IiHqV/jgXylvtedlFVT2uAOtJa6Y9HX8/X793HP5z2/FOFVs9dfBcRetzTBweDs2AADw4LR7/OlbSrl1Uq1HjudtGQzMgADuPlyAqJBB5l/UerZxzlZgMXLHFvSRjV++dK5WGHX9PujPfzVcwoSaR5OgQXKxqxOlmrZBQqy4Cmk2AX6DcoREREfUaxRUG/Me72ag3NeN/onbjzvqtwg3zXmIyjYiI3NIf50J5cxFAT6vLIoL9oas1Iqug0iNJFXu/nxHB/vjZyGh8c6a8R9fu6PVvzrX+/47zytrSNzThj5+cRL2p2aPP72sctfja+z1xd76bL+GwEYkkRQuLCU7qg4CAUMBmBaoKZY6KiIio9yirNeL+d7JRUd+EZ8IzcXf9FuGGW9YBUx6RNzgiIupVxMRSx0ogMbG0bk9el7dn5JZ6M1yPcKWVMH1XHiweKteKCulZ8UiVwYwntx3HfZsO48YX9/XoPXf0+11lMLcm06SaFtHV29lgtvb5ZBoAPLvjJF7LPNvuz5aj3xNH8916w/ccE2oSSY4REmrnyg1A9EjhkG2fRERELqk1mvGbd3/AhaoGLNX8gGWNLds8Z60B0lbIGRoREfUyzhJLNnQ9FwrwbOLJW5y1YLZtz/MID749PUmquDrLzY1lmdSGAldnwTliaLLg1cx8THx+LzJyS92ar9ebvueYUJOImFArKKsHoloSalxMQERE5JTZYsWjHx7F6dJa3Br0E541vy7cMHUFMO0JeYMjIqJex5XZXq7OheoOi9WGrIJK7DxegqyCSq8lCVxtwfTUIoAKg8ntx4QE2p9C1ZOkiidmuZFjQYGq1gUEztQ0mPHo5hz89et8t35PPJ7slQhnqElETKhd1hvRFJ6MAACoYIUaERGRM3/ZcxqHCiqRGqDDX1WvQmE2A9feCcz5b27zJCIit3kqYdSd68g5l83VAf+eWgTQnet01f7oyoB7e6TaFCoKG+CPX08dhje+KZD0eXyVwWTBvNRYHDhXiTqja+2r67/uXnGR1L+XPcUKNYmEBQUgKiQAAFDqN0w4rDgrY0RERES+b/vRS3j3YDEGwoBtA/8PKnMdMCwNWPg3QMkfW4iIyH2eTBi5U23mbG6b1DOiJidEIE6jdlhJpICQ3JucEOGV5+sud5MqUcHSLAIUWx1fuGsMzlc2SPIcvcUXuVdcTqb1hKPvXbmqPjtihZqEkqJDUFFfhbPWOAwHhJZPq5UfCIiIiOw4frEG/7XjJJSw4jPt2wiuKQYGDgF+9SG3ZBMRUbeJiR6d3uhwhpNSIczUsne7AoBWo0a1wYQbX9znUrWZs7ltCgjtjLNTtD3eZumISqnA6vkpWL45Bwq0f23iM66en+Kx5+/q+XrC7YSoRMXs2pbfa6sV+PyE7w/M783E7zkx2Wux2pBdVIWyOiOKKwz4OPsCdLVXW4zl2gzKzI6ExLbPE4ZwQOkHmBuA2hKZoyIiIvI9ZXVGPPrhUTQ1W/F/sV8gvuYw4DcAuO9jICRa7vCIiKgXExM9QOdci1h1tOymBIe3A8Dt18Xht1uOuVxt1tOFAJ6qwJmbGoeNiydAq2mflNJq1Ni4eILHExCOnq87FAAigwOg0ze69R5U1Ls/y82e8CB/fLR0Cl67dxw+XjYVB56agdkpWjy7M9cj1yf7OiZ7M3JLceOL+3DfpsN4fOtxvJqZ3y6ZBsi3GZQVahJKihYSamcrjEBEkjBDreIMEDZU5siIiIh8h9lixYrNOdDVGvHL8Hzcpt8i3LDgdSBurLzBERFRnyAmejrOM9O2qWwZPyzc7u3P3ZaCtbvdqzbryUIAT89dm5sah9kp2tYKn5hQofJHqso48fkOF1Tit1tyUNNotns/BQBNkD/0DcLtHd9fG4BKQxOe/MePAFx/DzzV4rvuzjGYNiKq3VlWQSWqDE0euT4JlIr2S0EiggOwdkEq5qbGtbZNO93YCu9UfXbEhJqExAq1c2X1wOARLQm1fCB5lsyRERER+Y6XvzyDI+erER9Yj3V4HQrYgAm/AcbcLXdoRETUhzhLLDm63Z1qM3F4fncXAjhKIIgVON2tKlMpFW4N9u8plVKBaSOi8MJdY7B8cw4A+y2nL9w5BgA6JRDtcfU9cKXFFxASdLdfF4edx0uhq3UteenrQ/J7mydnjURSVDD+tCsXVQYhsVppaMLa3XkAbFi7+7TLrcPdXWLRE0yoSUhMqJ2vbIBl7EioAKCcmz6JiIhEmXlX8NZ3hVDAiu3a9+F3pRyIHg3MfUHu0IiIqA9ylliyd3t3qs2cJXU6zogCfGPumqe5UhkIoDWRqas1Yu3np1qTK225+h64MsvtiZnJuD4+EhUGE6aPiAEUQquos+o9T1W/keC9Q0Wobuj8e63TG7Fiy7FuXdObSU8m1CQUp1EjOEAFQ5MF5erh0ALc9ElERNSipKYRv/+n0MbxVuJBRF0+KMxN++V7QECQvMERERG16E61WXcWAnSnEq43cKXlVExkCi2V9ltEAdffA0eJPLEqbduRS1j/9bl256vnp9i9ZtuB+FEhgYgNDcCVOrZ9eoK9ZBrQs4UW3kx6MqEmIYVCgaSYEJy4pEehbTATakRERC2amq14bEsO9I1m/DK2FLNK3xJuuPUlIGaUvMERERG10Z1qM8D16ixRT+au9VTbpJEUM9ZcbTl19bV90TJ8vqs4Z6doEar2R1ZBJWw2G8KC/HG5xog3vyvqdF9H7aR7TpTimU9Ptkv89I7awP7H0fehlJhQk1hytJBQy22KxQ0AYCgHGqqAIO/9JhMREfmal7/8Cccu1CBG3Yy/4HUobBYg9S5g/BK5QyMiImqnO9VmIncWAnR37lpPeXoJQk+4+to+yDqPD7LOO4zT3mvqSsd2UgB4fOsxfH6i89bInlRPkTScfR9KRem1Z+qnklrmqJ2utAIDBwuHFfkyRkRERCSvvXlXsGm/8K/D2xP3wF9fJPw38rZXAAX/3ZeIiHyPWG2m1bRP+Gg1aqdD8sXqrAXjBiMtKdLhB36xEs7RfwkVEBJdnqzAEZcgdEw8iRVbGbmdE0pScvYedGQvTkevyRmxnfSxLTkYuzrDbjKN5OHsz0N4sD8enBYPzYAAWKzeS3myQk1iSdFtNn1GjQRqS4Rtn8OmyBwZERGR95XVGvHH7cLctL+k6jDs3Fbhhjs2AAPCZIyMiIj6O2dtj+5Um3VHTyrhukPuJQgd3++Jw8Nx9Hw15qVq8c7BYocLBezFueazUwhV+6OszoS1n5/qURXZF7m6Hjya3NHV77HYwvncbSlYu7tzBeW91w+DvrEJnx6/jCpDE94+WIy3DxZ7tbqSCTWJiZs+C8rrYUsaAUXhN5yjRkRE/ZLNZsMftp9AdYMZU2KB+3QvCjdMWQ4k/lzO0IiIqJ9zte3R1Vlg3eXu3LWekHMJgr33W6kA2hYXKRSAzYXMmA2ArtaEX//9e4/GSNLr6rfXBrT+mb8ltXMie2+eDss353S6hqN5eFJgQk1iwyOD4KdUoKHJAn1wIsIAoJwJNSIi6n8+PHwe/z5bjgA/Bf4e9REUBVeE6u1Zq+UOjYiI+jGxRVDOD+ZtSV0JJ5JrCYKj97tjp57465+PjMK3Zys8GgP5vqAAFc7o6lorJNsmdeWurhQxoSYxf5US8VHBOFdWj2LlEIwDWKFGRET9zrmyevxlz2kAwFvXFSL01OeA0g9Y+CbgP0Dm6IiIqL/ylQ/mHUldCQfIswShq/fbHgWAEyV6jz0/9R4NTRa8mpmPdw4W4cFpCYiPCm5NLstZXdkWE2pekBwdgnNl9TjdpBUSajXnAbMR8PfsdhYiIiJf1GyxYuU/jsNotmJ+AvCzcy2tntP/CAyeIG9wRETUr/nKB3Op2ZsPJy4A0OmNdhNc4gwrTy5BcPZ+d2QDUGUwIyIoAFUNTR6Lg3oPfWMzXs28utgxTqPGvFStS4/1dHVlR0yoeUFyTAhwCjipD8R9ag1g1ANVBUDstXKHRkREJLlN+4tw4pIeA9UqvBz0LhSltcCgCcBNv5c7NCIi6ufkanv0pq7mw3lzCQLQ/fexoanZYzFQ76bTG/HOwWKX7uvJ6kp7lJJenQAASTHBAIBz5QZhVgwAlJ+RMSIiIiLvKKowYH2mMOrgzYklUBdkCK2eC14HVPx3PSLqv7777jvMnz8fgwYNgkKhwKeffip3SP1Sd9oeLVYbsgoqsfN4CbIKKmHpOPzLh4jzyjpWhYnz4QBg4+IJ0Gravw+aIH88MWskZqe4Vgnkqu4mOIzNVo/GERkc4NHrkfeIrdhd5XkVEJLGnqyutIc/yXpBcnQoAKCgrB4Ycw1w6QfOUSMioj7ParXh6U9OwNRsxdzEAEz9aZ1ww40rWaVNRP2ewWDAddddhwceeAB33XWX3OH0W+62Pdqr9ooI9sfzC1Jx69hB3gnaRa7Ohzvw1AzMTtHi9X35ePdgMWoazahpMOPVzLPY+sMFj24XdfZ+e1pIoAq/SYvH1MRIKBUKVBhMiAlVY+LwcPzs5W+8Fgd5lg1XN8B6q7rSHlaoeYFYoVZpaELDwEThkAk1IiLq47b+cBHfF1VhgL8K/6v5JxSGciDqGmD6/5M7NCIi2c2bNw/PP/887rzzTrlD6ddUSgVWz08BcPWDuKjjB3NH1V5VBjNWbDmGdXvypA/YDe7Mh9ubp8P6zHzUNJrb3UesZMvILfVITF2931KoN1nwxrcF+N3Hx3DkfDV+MXYQ0pIiEeCn9GocJI2l0+IROzCw3VnswECvbeZlQs0LggL8MDhM2GB2yX+ocFjOhBoREfVdOr0R61q2er4yqRrBp7cBUAC3/xXwC+z6wURE1InJZEJtbW27L/KMualxdtsetRp16wdzV7ZTvvldEfac8EziyRNcnVemqzV2WckGCJVsnmptdfR+d+TJRFdNo1BxN3HtV3gt8yx2Hi+BZkAA3lg03mkc5LsGDgiA41S49Njy6SVJMSEoqWnEmeY4jASAynzAagWUzGkSEVHfk77rFOpMzZg0JBhzL/xJOJy8DBg2Rd7AiIh6qXXr1iE9PV3uMPqsualxmJ2i7bQJU2wZc3U75XM7c3FLqlbyVjNXuDqvrKre5PVNp23f78w8Hd62M2ReilbMGjsbI5+7LQXhwQHYm6fD5u/Po6mZTaC+TgFhzt/6zLOd/pxcqRWqKr1RpcZsjpckR4cAAE7UawBVANBsBPQXZI6KiIjI8/59thxf5OqgUiqwISkLispzQHAMMONZuUMjIuq1Vq1aBb1e3/p18eJFuUPqc1RKBdKSIrFg3GCkJUW2S4q5Wu1VaWhCdlGVW88r1ZIDcV6Zo9SeOLg9wsUB/Z7edKpSKjA5IQJ7cnUeva47dHojfrslB9+euYJ3DhYzmdYLtJ2Z5q2qSkdYoeYl4hy1/AojEJkMlOUBFflAeLy8gREREXmQqdmCNZ+dAgD8blIQYnL+T7hhzlpArZExMiKi3i0wMBCBgWyZl4s72yndSTzZW3IQp1F7ZBGAOK9s+eacLge3awa4llDr7obOrrha+ScVcTnDm98VyRYDuUerUePe64e2qzTsSIqqSntYoeYlYoXaubJ6IGqEcFh+RsaIiIiIPO/v+4tQVGFAdGggftv0DmBuAIZOBcbeI3doRERE3TY5IQIRwf4u3dfVxJOjJQeeXATgynw4VyvZxE2nnuRq8lHtL13qgjVpvUPYAH989NAUHHhqBuKjgl16jKerKjtihZqXJMcICbWSmkaYw5PhD3DTJxER9SmXqhvw133Cvxaun1wD/4M7AYUSuO1/AIX8s2SIiHxJfX09zp071/rroqIiHD9+HBERERg2bJiMkZE9KqUCzy9IxYotx7q8n6uJp66WHIhVU+m78jA7pefz2JzNh3O1kk2KuXCuJh+NZqvHn5t6lwemJWBachQA1//cSFFV2RYr1LwkMiQQ4UH+sNkAXcBw4bDCcYkiERFRb/P856dhNFtxQ3wobjjzknB4/UOAdoy8gRER+aAjR45g/PjxGD9+PABg5cqVGD9+PP70pz/JHFnvIdXsMUduHTsIj0xPcHi7Aq4nnpy1OrZtWfOErubDAa5VsknBWXUckSg+Kqj1/8tZVdkWK9S8KCk6BEfOV6MQgzAUYIUaERH1GdlFVcg4pYNSAaxPOAJF1hkgKAq4+Rm5QyMi8kk///nPYbOx2ay7pJw91pVVt6bguiHheHZnLqoMTd1+bldb0aRuWWvLUSUbAGQVVNqtbuuprqrjiNqqqDPBYrVBpVTIWlXZFhNqXpQYHYwj56txsjEaPwOAhgqgoQoIkjZrSkREJCWr1Yb/3p0HAHhgQhhijr0m3DDzT8CAMBkjIyKivkicPdYx+SLOHnNWUWWx2hy2P7ri1rFxuCXVcQtlV8Tnzr9S79JzSd2y1pFYySbyRuJSrI7r+DxEba3dfRp/P1DU+mfP0Z8brRcS6yIm1LwosWUxwZlqGzBwCFB7SWj7HDZF5siIiIi67/OTpfjxkh5BASr8Xr0TMNYAMdcC4xfLHRoREfUxPZ095qkEUcfEkyvsPbcjCgiJge60rLmSMLR3HwCtZ1HBgfihuBLrvz7X6fquJi7d0bY6TldrxL/PlOHT45c9cm3qOzr+2XM2H1BqTKh5UVJLQq2wvGXTZ+0loOIME2pERNRrmZoteCnjJwDAU5MDEJTzjnDDnLWAUiVjZERE1Be5M3usY8Krp5VtPeHoue3pScuaKwlDe/cJCxI2mNY0mJ0+h/ga/mvHScwYFYsAP2E0e08r/1RKBfSNTXgp4ydWqpFd9pLm3UluewoTal6UGC2sdi0sN8CWPAKKwm84R42IiHq1Dw6dx6XqRsQODMSv694BrGYgeRaQPFPu0IiIqA/q7uwxb27V7Kir57anbcuaO0kqVxKGAOzex5VEWkdVBjOmrvsaf1mYCgA9rvxzJ+lI/VdXSXNvY0LNi4ZFBMFPqUCj2QJ9cCLCAG76JCKiXqvOaMYb3wqtIH+Z2AC/rF2AQgnMXitzZERE1Fe5OlOsuMLQ7tc9qWzrKWfPLXrs5iRMS45uTZq5057qasLQZrN5NGFVZWjCo5tz7N5Wqjfi0c05mJeqRVJ0MNISozDVzoZRZ/ET2ePNhR2OMKHmRf4qJYZFBqGw3ICLyiEtCTVWqBERUe/0/qFi1DSYkRgVhBmXXxYOxy8GYlPkDYyIiPqsyQkRiNOoodMbu0y+vJqZj2u0oa2JJzm3arp6zRGxoa3JPHfbU11NGMrhi1wdAOD1bwoQNsAfL9w1BrNTtDhcUImswgoACmgG+LPNk9zi7YUd9jCh5mWJUSEoLDfgdLMWYwCguhhoNgF+gTJHRkRE5LpaoxlvfVcIAFh7XSUUBw8CqgDgZ0/JHBkREfVlKqUCq+enYLmDqihRxxZOVz98S/Eh3d3ndlZtBgDP7MhtN7/MF6p1XFHTaMajm3MQFKBCQ5NF7nColwoP8u/Wwg5PU8odQH+T1DJH7ZReDQQOBGxWoKpQ5qiIiIjc886BItQamzEiOhg3nH9TOJz4AKAZIm9gRETU581NjcMTs0Z2eZ+2LZzA1cq2rsR1c6umM+JzO5rMpujw3K60iFYamjB1XSYycksB+Ea1jjuYTKOeqG4wY2+eTu4wmFDzttZNn5UNwqZPACg/I2NERERE7tE3mPH2/iIAwH+P0UFxKRvwGwDctFLmyIiIqL+Ijwpy6X5i5ZZKqcDt13U9HP/26+I8vpBAfO7nbhttt+LM3kZPV6vNqgxmLN+cg4zcUkwcHg5noXv+lRHJZ/XOXFis8k7dY0LNy8RNnwVl9UBUy7+qcDEBERH1Iu8eKkKdqRmjYkNwfdFG4XDyQ0CoVt7AiIio3+hOG+VnP5Z2ed/Pfix1+wO6xWpDVkEldh4vQVZBpd3HZ+SWYu3u03Yfr9WoW+ehidfKv1Ln8vPbILS2/lBcBWehc+A/9SVX6ppaK1DlwhlqXpbYUqF2WW9EU3gyAgAuJiAiol6jscmC9w8VAwD+PPoiFIePA/7BwLQn5A2MiIj6FWfLCRQQklXutFG6u+XTlS2cjpYLiJ67TbivvWu5qlRvRFZBpduP8zQFmLQj75J7diAr1LwsIjgA4UH+AABdwDDhkAk1IiLqJf5x5CKqG8wYFj4A1198TzicvAwIjpI1LiIi6l/E5QRA51bGnrRRuno/MVHWMQEmbuHMyC3tcrmAGOfa3XnYc+Ky3Wu5xzOprMduTsarv7oOEcEBbj0uOFAFTcvnXCJvkXt2IBNqMhCr1M5ZBwkHFfmAjbl8IiLybc0WKzbtFxbpPJNaDUXJD4AqEJi6QubIiIioP5qbGoeNiydA22HZQNs2SpEnt3y6soUzfVceDhdWdpkkExcnPLszt8fpsLTEqC4XH7hqWnIUFk4Ygr8sTIUCrs9dM5gs0DeY8eSskXjghuE9jILIudjQANk3fTKhJoPEKGGOWm5DBKD0A8wGoPayzFEREfVeGzZsQEJCAtRqNSZOnIj9+/e79LiDBw/Cz88P48aNa3e+adMm3HTTTQgPD0d4eDhmzZqF7OxsKULvVXafLMWl6kZEBgdgVtUW4XD8r4HQWHkDIyKifmtuahwOPDUDHy+bitfuHYePl03FgadmtEumAe5v2uyKs/ZRMVHmahtmlcHs0v0ciQwOwNSkSIcVe65QtFxHp29EVkElZqdosXHxBIS7Wam29YcLePYX1+KR6QndiILIdekLUiVZIuIOJtRkkBTTUqFWaQLCW/6iqeCmTyKi7ti2bRueeOIJPPPMMzh27BhuuukmzJs3DxcuXOjycXq9Hvfffz9mzpzZ6bZvv/0W9913H7755htkZWVh2LBhmDNnDkpKSqR6GT7PZrPhzX8L1Wm/H9sEVUEmoFACN/xO5siIiKi/UykVSEuKxIJxg5GWFGn3Q7a7LaJdcX1uk3e6kNa2JBYcVey5wgag0tCEJ//xI+7bdBg3vrgPAPDcbaPduoY4h27VrSnYsGh867gjkXZgIB6ZnoAwtoeSEwoH34pBASr8rUMFqly4lEAGYoVaQXk9ED0SqMwX2j6TZsgcGRFR7/PKK69g6dKleOihhwAA69evx5dffomNGzdi3bp1Dh/3yCOPYNGiRVCpVPj000/b3fbRRx+1+/WmTZuwfft2fP3117j//vs9/yJ6gQPnKpBXWosB/ircZfyHcHjtQiAiUd7AiIiIXCQmnDoO/9d2WCTgjKvto2mJUfgkp6TLxQkRwQGoNDS5dD17HpmegFvHXo17bmocZqfjY//9AAAgAElEQVRokV1UBV2tEWs/P9WtCjhxFtwTs0a6/Vgx4Xjr2EG4JTUO2UVVKKszIiZUqABUKRX449zReOdAIf57z09uX5/6B3Eq1vXx4bDZbBgSFoS7JgzBDSOiZK9MEzGhJgNxhlpRhQG20SOhOLObiwmIiLqhqakJR48exdNPP93ufM6cOTh06JDDx7377rsoKCjA5s2b8fzzzzt9noaGBpjNZkREOG4DMZlMMJlMrb+ura114RX0Hu8eLAYAPDTWH4F5LQlIbvYkIqJepm3CqWOSx1XVBpPT+8Rp1K1tmI9uzrF7HxuE6rK1u/O6TLppgvyh9lNBV3s1CRgR7I/nF6Ti1rGDOj1GrNizWG24UGnAq5n5DuMMDlTBYLLYjU0BoYVTOzAQV2pNLtfbtU04irHYizFmoLwD5al3+KG4GgBQUmPE3DFan0mmAUyoyWJYRBBUSgUamizQB8cjDGBCjYioGyoqKmCxWBAb236GV2xsLHQ6nd3H5Ofn4+mnn8b+/fvh5+fafwaffvppDB48GLNmzXJ4n3Xr1iE9Pd314HuR85UGfHOmDADwYOA+wGYB4m8C4sbKHBkREZFrLFZbj5Joba+zdvdpp/d77jbX2keVSqHVdPnmHCjQvklUfPQLd45xKQlosdpwuKASWYUVKCg34HBhJaob7FenxWnUuPf6oV0m28QWzidnjcD6Lu7X8bod59A5eu/l3tBIvYtYNdlx4YicmFCTQYCfEsMjglBYYUCxYgjGAULLJxERdYuiw5AFm83W6QwALBYLFi1ahPT0dIwc6VoLw0svvYSPP/4Y3377LdRqxz/4rVq1CitXrmz9dW1tLYYOHeriK/BtH2Sdh80GzEoeiPDTLcsIpjwqb1BEREQuysgt7dTmGedmm6fI2UICUXhwQOs2UEcUELaBHnhqhkutqPYqvUQZuaV4+l8nUeMggdbWk7NG4rEZyfj8hGuL8eKjgu3GZ8/t18W1S/R19d7PTtEiTqN26f0kEqsm03flYXaKb1SqMaEmk8ToYBRWGHDaHCMk1OpKAaMeUGvkDo2IqNeIioqCSqXqVI1WVlbWqWoNAOrq6nDkyBEcO3YMjz32GADAarXCZrPBz88PX331FWbMuDrP8n/+53/wl7/8BZmZmRg7tutqrMDAQAQGBnrgVfkWg6kZ/zhyEQDw+0EngUtVgGYYcM08mSMjIiJyLiO3FMs353RqV+xutYurCwnK6owubwPNLqpyqxW1Y8VXtaEJK7bYbyvtSAHg4+zzmBQfjvwr9S49JiZUjbSkSMwYFYup6zK7nMn22Y+l+OPc0VApFS699121xBJ11PZ7pqsEs7cwoSaTxOgQ4HQZztSogJBYoP4KUHEOGDJR7tCIiHqNgIAATJw4EXv37sXChQtbz/fu3YsFCxZ0uv/AgQNx8uTJdmcbNmzAvn37sH37diQkXF3x/vLLL+P555/Hl19+iUmTJkn3InzcjmMlqDM2Iz5iAEZdaKlOm/wQoFTJGxgREZETTc1W/NeOk3Znf7lT7dI2gVVR53x+GiAkodxJvgGO5421Za/iy506HRsAXa0Jv/77907vq4BQJSe2cB49X+10wYGY7JicEIH0XXlO3/vnbktBUIAKDU2d57gROeL6pl1pMaEmk6ToNps+o0a2JNTOMqFGROSmlStXYsmSJZg0aRLS0tLw1ltv4cKFC3j0UaElcdWqVSgpKcEHH3wApVKJ1NTUdo+PiYmBWq1ud/7SSy/hueeew5YtWxAfH99aARcSEoKQkBDvvTiZ2Ww2fJBVDAD4fyk1UBw5CfgNAMYvkTUuIiIiZzJyS/FfO3K7TAC5Uu1iL4GlVABWBxP62yahDhdWuhSrq7PEHFV8uboswB1ikm71/Kuz4FxNYhw8Vw6r1eZSdZ6rlXVEbfnK/D0m1GQibvosLDcAqSOB4v1cTEBE1A333HMPKisr8ec//xmlpaVITU3Fnj17MHz4cABAaWkpLly44NY1N2zYgKamJtx9993tzlevXo01a9Z4KnSfd7iwCmev1CMoQIVbDJ8Jh2N/BQQ53nZKREQkN0eJJ0ccJYocXaerZBogJKH25umw5rNTXT5vxwqwrojz2KRIntnTcX4b4HoS4/VvCrD5sHs/exG5wp3vGW9QSnnx6upqLFmyBBqNBhqNBkuWLEFNTU2Xj1EoFHa/Xn755db76HQ6LFmyBFqtFsHBwZgwYQK2b98u5UvxuMQooUKtpKYRTeHJwiETakRE3bJixQoUFxfDZDLh6NGjmD59eutt7733Hr799luHj12zZg2OHz/e7qy4uBg2m63TV39KpgHA1h+EH4bvSw2B/9ndwuH1S2WMiIiIqGtCm2euW4kne4kiVxJYHbtEtRo1Ni6eAABYvjkHulrn7aFtK8C64uoyhJ567OYkfLxsKg48NaPTbLnJCRGI06hdajGtaXS+HIHIHfaqJuUmaYXaokWLcOnSJWRkZAAAHn74YSxZsgS7du1y+JjS0tJ2v/7iiy+wdOlS3HXXXa1nS5YsgV6vx2effYaoqChs2bIF99xzD44cOYLx48dL82I8LCI4AGFB/qhpMOOy/1DEA9z0SUREPqOmoQlf5Aqtrg8OzAYsTUDcdcIXERGRD9pz4jKe+tcJ1Bldm8fVVbWLKwksqw147rbRiAoNbF0iAAA3vrjPpYSeJsi/9f93XDTQcSGBt2ZGJUWHdGp/FWPT1RoxLSkS23NKvBILUVuaAf54YFo8Zqdo5Q6llWQJtdOnTyMjIwOHDx/GlClTAACbNm1CWloazpw5g2uuucbu47Ta9m/Ozp07cfPNNyMxMbH1LCsrCxs3bsTkyZMBAM8++yxeffVV5OTk9JqEmkKhQGJUMHIu1OCcJU5IqFUVABYzoPJ38mgiIiJp7ThWgqZmK0ZrQzGo8J/C4YT75Q2KiIjIgXV78vDmd0VuP85RtYurCayI4AAsGDe49ddZBZUuV5LpG8xYvjkHD09PwGc/lrZ7XFyHlktvzYyqqG9ql9wrrjBgy/fncaWuySvPT9RRkL8KDWYLahrNeDUzH1t/uNipHVkukrV8ZmVlQaPRtCbTAGDq1KnQaDQ4dOiQS9e4cuUKdu/ejaVL27eX3Hjjjdi2bRuqqqpgtVqxdetWmEwm/PznP7d7HZPJhNra2nZfvkCco3aqPhTwDwKszUB1sbxBERFRv2ez2bA1+yIA4HfX1EBRlgf4qYHUu508koiIyPv2nCh1O5kWEeyPjYsnOPxQ7moC60+fncKeE1e7rNypJLO1fL35XVGnJJxOb8TyzTnIyBWuPTkhAhHB7hdehAT64cFp8XjkxgTndwbwylc/YeLze3HfpsN4fOtxvJqZz2QayarB3L7itOP3hpwkS6jpdDrExMR0Oo+JiWndlubM+++/j9DQUNx5553tzrdt24bm5mZERkYiMDAQjzzyCHbs2IGkpCS711m3bl3rHDeNRoOhQ4e6/4IkkNSSUCuoaAAiOUeNiIh8w/GLNThzpQ6BfkrMMn4lHKbcAQwIkzcwIiKiDixWG57dmev24/ydzGCqNriWRKozNmPFlhys25MHwHOVZGLLaPquPFisNqiUCixsUwnnCoUCWHfnGExOiMD735936TGNzTbUNHD+Gfmujt8bcnI7obZmzRqHiwPEryNHjgAQ2ho7stlsds/teeedd/DrX/8aanX7v5SeffZZVFdXIzMzE0eOHMHKlSvxy1/+EidPnrR7nVWrVkGv17d+Xbx40c1XLY3EaGExQWFFPRDd0gLLhBoREclMrE5beK0GAad3CIds9yQiIh+UXVSFKheTX22V1TU5rHKxWG1YuzvPreu9+V0R9py47NbgfmdsAEr1RhwurAQAzHJzdpTNBvzu42N4dHMOjGarByIi8g3i90Z2UZWscbg9Q+2xxx7Dvffe2+V94uPjceLECVy5cqXTbeXl5YiNjXX6PPv378eZM2ewbdu2ducFBQV4/fXXkZubi2uvvRYAcN1112H//v1444038Le//a3TtQIDAxEYGOj0Ob0tSUyolRtgGzNC+EuXiwmIiEhG9aZm7DpxGQDwcOQJ4Ew9EJEEDL9B5siIiIg66+6wfrGu5ZkduZgxKhYBfldrTbq7UfPZnbm4JTUOq+enYPnmHCjaPE9P/PajHLxw1xjMTtEibIA/N2hSn6f2V7qUBPbWsg5H3K5Qi4qKwqhRo7r8UqvVSEtLg16vR3Z2dutjv//+e+j1etxwg/Mfyt9++21MnDgR113XfptYQ0ODELiyfegqlQpWa+/Kug+LCIZKqUBDkwU1wfHCISvUiIhIRl/m6tDQZEFCVDASLn0qHE5YIvSNEBER+ZietlhWGpowdV1mu0q17n5IrzKYkV1Uhbmpcdi4eAK0Gs+0f9Y0CssL9ubp8MA012ah+YIRMcFyh0C9kEoBlysqvbWswxHJZqiNHj0ac+fOxbJly3D48GEcPnwYy5Ytwy9+8Yt2Gz5HjRqFHTt2tHtsbW0t/vnPf+Khhx7qdN1Ro0YhOTkZjzzyCLKzs1FQUID//d//xd69e3HHHXdI9XIkEeCnxLCIIABAMYYIh+VnhdpcIiIiGXx6vAQA8JvRCiguZAFQAGN+JW9QREREDogtlj1RZTC3a//syYf0zDxhXvjc1DgceGoGPl42FQ9OiweAHreBpu/Kw/KfJyEsyP3lBHLILzPIHQL1QhYX0iEKCJtwJydESB5PVyRLqAHARx99hDFjxmDOnDmYM2cOxo4diw8//LDdfc6cOQO9Xt/ubOvWrbDZbLjvvvs6XdPf3x979uxBdHQ05s+fj7Fjx+KDDz7A+++/j1tvvVXKlyOJxCgha59nigKgAEx6oL5M3qCIiKhfulJrxMFzFQCAO1QHhcOE6YDGvSHIRERE3qJSKrB6fopHZpal78pDU7MVVpsNYQO6l7R6+2Bxa2JOpVQgLSkSf5p/Lf62eAI0PUiEiTOjjp6vxj2ThnT7OkR9xer5KVA5WS4iNbdnqLkjIiICmzdv7vI+NjvVWA8//DAefvhhh48ZMWIEPvnkkx7H5wsSo4Px9U9AflUzED4cqC4W2j5Dnc+ZIyIi8qRdP16G1QZMGhaGsHMt1eNj75E3KCIiIifEFsv0XXntZp9FBPnDCkDfYHY6y0xMWE1d93W3lhy0lb4rD7NTtO0+7M9O0WLNZ6d6dF0AOJBfjp3HL/f4OkS9lVIBvH7feMxNjZM7FGkTauRcUnQIAKCgvB6IuuZqQi3hJnkDIyKifmfHMaHd88GkWiDrLOCnBkbPlzkqIiIi5+amxmF2ihbZRVUoqzMiJlRoB9ubp8Ojm3Ncvk5Pk2nA1e2DaUmRrWfZRVXQ1Zp6fO03vi3o8TWIejOrDQgPbr900mK1dfre90b1GhNqMktsSagVlhuA8SOA/C+56ZOIiLzu7JU6nLpcCz+lAjOa9gmHo24D1APlDYyIiPql7nxAFlss25qdokVYkD9qGry7GbPjYgO5txES9SVtv58ycks7VafGadRYPT9F8io2JtRklhgtzFArqWlEU3gyAgBu+iQiIq/7tKU6bcbISKh/YrsnERHJx5MfkLOLqryeTAM6LzaQexshUV8ifj9l5JZi+eacTi3dOr0RyzfnYOPiCZIm1SRdSkDORQYHQNMy8LLEb6hwyIQaERF5kc1mw2c/CvNYlg4qBgzlQFAUkDRD3sCIiKjfET8gt02mAVc/IIsD/13l7cqwjtsHLVYbsgoqodM3IiI4wCPLE3picJgad03gsiHqndp+f1msNqTvyrM7H1E8S9+VB4vVhbWh3cQKNZkpFAokRgfj2IUanLXEIQEA9BeBJgMQECx3eERE1A+cuKTHpepGBAWoMNHwb+Hw2jsAVfe3kREREbnL2QdkBewP/O+KNyvDxIjE7YP2Ku3kNjUxAhmndHKHQeS2jt9fWQWVXX5viYtGOs4z9CRWqPmAxChhjtpP+gBggPAvGag8J2NERETUn+w5Kfxr/6xrIuB3do9wmHKHjBEREVF/lF1U5fIHZFdNTohAnEbtlcqwsCB/vLFI2D7oqNJObp/kXIbBZJE7DCK3RQQH4I1FV1s4Xa0+lbJKlQk1H5AUI1SiFVbUA9HXCIdcTEBERF5gs9mwuyWhtjj2PNBYDQRHA8NvkDkyIiLqD8SWyJ3HS3DwXLlLj3HnA7JKqcDq+SkAIHlSrbrBjP/6NBd7TpQ6rLQjou6pNDRh7e681rZvV6tPpaxSZcunDxAr1ArK64HhI4ALWZyjRkREXnGyRGj3HOCvwoT674TD0fMBpUrewIiIqM/rbkukux+Q56bGYePiCV5pv6xpMGPFlhxJn4Oov2q7bGB2ihZxGjV0eqPd5LUCgLbNPEMpsELNBySLFWrlBtgiRwiH5WdkjIiIiPqL3a3tnpHwO7tbOExZIGNERETU11msNryWmY9H3WyJ7Djw3x1zU+Nw4KkZ+OihKQgbwBmhRL1R22UDABxWn3actyYVJtR8wLCIYKiUCjQ0WVAdFC8csuWTiIgkZrPZWuen/Vp7EWioFGZ5Dr9R5siIiKivysgtxbQXvsarme515HjiA7JKqcC05Ci8cNcYKCB9CygReZ44S/E3b3+PkyV6PD5zBGIHBra7j1ajxsbFV+etSYUtnz4gwE+J4RFBKKwwoNA2GBGAsJTAamHLDRERSSa3pBYXqxqh9lde3e45+heAij8eEBGR54mD+rszW0yrUWP1/BSPfED2ZgsoEUnjQEElDhRUAhAWgjw5ayTio4IQEypUsUpZmSbiT8w+IjE6BIUVBuQ1hmGSKhCwmICaC0BEgtyhERFRH7WnZajrjJGR8Ge7JxERSchitbk9qP+xm5MxIjZEkg/Ic1PjMDtFi8MFlVjx0VHojc0euzYReVdNgxmvZp7F3xZPQFpSpNeely2fPiI5RlhMcK6iEYhMFg7Z9klERBL68pQOALBokA4wlAPqMCDhZzJHRUREfVF2UZXb1WDTkqOwYNxgpCVFerzaxGK1IbuoClmFFZIk09R+SgQHsNuIyJtW/eskLFbv7ddlQs1HJEULiwkKyuuBqJbFBNz0SUREEikor0dhuQH+KgWuNx0WDkfeAqg4qJmIiDyvrM47ywdckZFbihtf3If7Nh3G698USPIcxmZr62c8IvKO6gYzXt/nvcIkJtR8RFJLhVpBmQGIGikcVnDTJxERSePr01cAAFMTIxFY8KVweM08GSMiIqK+LCZU7db9pdrOJ85x88bstBMltRjRzaSaghsTiLrl3YPFXqtSY0LNRyRFCQk1Xa0RxrAk4ZAtn0REJJHM02UAgIVDG4RFOEp/IGmmzFEREVFfNTkhAnEatdPNmnESbufrzhy3nsovN3TrcTZvBknUh9Q0mpFdVOWV52JCzUdogvwRFSKser2oHCwcsuWTiIgkUG1owpFi4QeNGcoc4TD+RkA9UMaoiIioL1MpFVg9PwUAHCbVnpw1AgeemiFJMg3o3hw3Iup93Gkx7wkm1HyI2GN/2hwrHDRUAoZKGSMiIqK+6JszZbDagFHaUIRdyBQOr7lV3qCIiKjPm5sah42LJ0Crad/+GadR42+LJ+DxWSMlafMUeetDNhHJy90W8+7y88qzkEuSYkLwfVEVzlbZAM1QQH8RqMwHgr239pWIiPq+r1vaPX+RHAgcbVlIcM1cGSMiIqL+Ym5qHGanaJFdVIWyOiNiQoXlA2IiTdy+ae+2nvLWh2wi6hmFonttzwoAWgkXmnTEhJoPSYpuWUwgbvrUXxTaPodNlTkyIiLqK0zNFvz7bDkAYH7QKcBmBWJTgbBhMkdGRET9hUqpQFpS56KBjNxSpO/Ka9eWGadRY/X8FI+0gU4cHo6IYH9UGcw9vhYRScdRMi0syB/TkqKw+2Rpp9vEtLtUC03sYcunDxFbPoWEWsumz3Ju+iQiIs/5vrAK9aZmRIcGYlj5t8Iht3sSEZHMHG3f1OmNWL45Bxm5nT9Au3v9n738DZNpRL3YAH8V/u++8fjb4gmI69A6rpVwoYkjrFDzIWKFWnFFAywRyVAB3PRJREQe9c0Zod1zzsgwKPK/Fg6ZUCMiIhl1tX3TBqHyJH1XHmanaLtVeSIm67g4k6h3K9UbkV1U5bR13FuYUPMhg8MGINBPCVOzFeWBw6EFuOmTiIg8Smz3vCPiPNBUD4TEAnHjZY6KiIj6M2fbN224+kHaXqtoV7pK1onU/koYzVa3rktE8tDpGwE4bh33JrZ8+hClUoHEliq1fGtLmWLNecDMbTRERNRzl6obUFhugEqpwFjTEeEweTag5I8DREQkH1e3b4ofpN3hLFkHgMk0ol6kytDU6cxitSGroBI7j5cgq6ASFqt36lH5E7SPEeeona4bAARqhGHRVYUyR0VERH3Bd2crAADjh4YhsOgb4TB5howRERHJ78MPP8S0adMwaNAgnD9/HgCwfv167Ny5U+bI+g9Xt2+u3X3arVlqFqsNB89VdDcsIvJBxZWGdkmzjNxS3PjiPty36TAe33oc9206jBtf3NfjuYuuYELNx1zd9NkgbPoE2PZJREQe8e+zwvy0W4dbgfLTgEIJJN4sc1RERPLZuHEjVq5ciVtvvRU1NTWwWCwAgLCwMKxfv17m6PqPyQkRiNOo4Wz6UZWhCY9uzsGeE/Y/KLetUnkt8yymvfA1Xv/mnOcDJiLZfHj4Au7bdBgT1+7FY1tyJF1m4gwTaj4mKUZMqLXZ9MmEGhER9ZDZYsWhc5UAgNkBucLhoAlAUISMURERyeuvf/0rNm3ahGeeeQYqlar1fNKkSTh58qSMkfUPYgLs8xOXce/1Q11eGvDbj3Ow5rPcLqtUXs3Mh67WJF3wRCSrmkYzPj9R6nCZCSAsM5Gy/ZNLCXyM2PJZUF4PpLJCjYiIPOP4xRrUmZoRHuSPwVVZwmHyLHmDIiKSWVFREcaP77yYJTAwEAaDQYaI+o+M3FKk78prV1kSFuQPs8UKg8nS5WNtNuC9Q+fx3qHziNOocft1cXjruyJu8SSiVj1ZZuIqVqj5mMQooUKtusGMutBE4ZAJNSIi6qHvWrZ7Tk8Oh7JQnJ/GhBoR9W8JCQk4fvx4p/MvvvgCKSkpMkTUP2Tkltpt09I3mJ0m0zoq1RvxJpNpROSAq0tPuoMVaj5mQIAKg8MGoKSmEcUYjDEAUJEPWK3cwkZERN3275aE2oLoK8BZPaAOAwZPkDkqIiJ5/eEPf8Bvf/tbGI1G2Gw2ZGdn4+OPP8a6devw97//Xe7w+iSL1Yb0XXldtmkREQHANdpQnNHV9egari496Q4m1HxQUkwISmoakWeMwBilH2BuAOouA5ohcodGRES9UJWhCSdL9ACAKZYc4TDpZkCp6uJRRER93wMPPIDm5mb88Y9/RENDAxYtWoTBgwfjtddew7333it3eH1SdlFVp8o0IiJ7epJMUwDQatSYnCDdvGCWPPkgcY7auUoTENHS9ll+RsaIiIioNztcWAmbDRgZG4Lgi/8WDpNmyhsUEZGPWLZsGc6fP4+ysjLodDpcvHgRS5culTusPkvK9isiIgCtG4NXz0+BSulsf3D3MaHmg5KixU2fBm76JCKiHssqELZ73hyvBi6LFWozZIyIiMj3REVFISYmxqvPuWHDBiQkJECtVmPixInYv3+/V59fDq62X901YTCk+xhMRH2ZVqPGxsUTMDc1TtLnYcunD7qaUKsHJlwD/PQ5UP6TzFEREVFvlVUoJNTmBBcANisQmQxoBsscFRGR/BISEqBQOE7bFBYWSvbc27ZtwxNPPIENGzZg2rRpePPNNzFv3jzk5eVh2LBhkj2v3CYnRCBOo4ZOb3Q4M02pAD7JKfFqXETUOykgzF98YmYymq0AYENaYhSmSrTZsy0m1HxQUozQ8nmxqgFNkaMQAABlp2WNiYiIeqeyOiPOldVDoQCuNbVssou/Sd6giIh8xBNPPNHu12azGceOHUNGRgb+8Ic/SPrcr7zyCpYuXYqHHnoIALB+/Xp8+eWX2LhxI9atWyfpc8tJpVRg9fwULN+c0/pBuCMrtxMQkQMBKgWaLFf/ktBq1PjFWC0+OHweVQYzAOD1bwoQp1Fj9fwUSavUmFDzQdEhgQhV+6HO2IwS/3gkAEJCzWYDuvgXNCIioo4OF1YBAEZrB0J96ZBwmDBdxoiIiHzH448/bvf8jTfewJEjRyR73qamJhw9ehRPP/10u/M5c+bg0KFDdh9jMplgMplaf11bWytZfFKbmxqHjYsnIH1XXrsFBUoFk2lE1LUQtR/+eu8EVBhMiAlVY99PV7Bpf1Gn+5XqjVi+OUfS1k/OUPNBCoWite3zp+ZYQOkHmGqBWpY9ExGRe7IKKgAAM4epgCsnhUNWqBERdWnevHn45JNPJLt+RUUFLBYLYmNj253HxsZCp9PZfcy6deug0Whav4YOHSpZfN4wNzUOB56agY+XTcVr947Dc7eNZjKNiJyqMpihVCqwYNxgVBua7CbTRDYA6bvyYJHoLxcm1HyUmFA7V9EkzLoB2PZJRERuExcSzA4+JxxEjwZComWMiIjI923fvh0RERGSP0/H+W02m83hTLdVq1ZBr9e3fl28eFHy+KSmUiqQlhSJBeMGIyo0UO5wiKiX2Jung8Vqw7M7c53et1RvRHZRlSRxsOXTR4lz1ArK64GY0cJSgrI8YMRsmSMjIqLeolTfiOLKBigVwCjjMeGQ7Z5ERK3Gjx/fLoFls9mg0+lQXl6ODRs2SPa8UVFRUKlUnarRysrKOlWtiQIDAxEY2HeTTq5u/yQi+vRYCWaOjkWVocml+5fVGZ3fqRtYoeajrm76NAAxKcIhK9SIiOzasGEDEhISoFarMXHiROzfv9+lxx08eBB+fn4YN25cp9s++eQTpKSkIDAwECkpKdixY4enw5acWJ02ZrAGARcOCocJbPckIhLdcccdWLBgQevXnXfeiakEVUUAACAASURBVNWrVyM3NxcPP/ywZM8bEBCAiRMnYu/eve3O9+7dixtuuEGy5/Vl4vZPTowmImeqGszYfPi8y/eXKmHPCjUfdTWhVg9b9CjhPyxlebLGRETki7Zt24YnnngCGzZswLRp0/Dmm29i3rx5yMvLw7Bhwxw+Tq/X4/7778fMmTNx5cqVdrdlZWXhnnvuwdq1a7Fw4ULs2LEDv/rVr3DgwAFMmTJF6pfkMWJCbeZQG3DsDAAFMHyavEEREfmI5uZmxMfH45ZbboFWq/X6869cuRJLlizBpEmTkJaWhrfeegsXLlzAo48+6vVYfEHb7Z9ERM58kWt/3mRHEcH+mJwgTQs/K9R81PDIIPgpFWhosqA8KEk4LD8DWC3yBkZE5GNeeeUVLF26FA899BBGjx6N9evXY+jQodi4cWOXj3vkkUewaNEipKWldbpt/fr1mD17NlatWoVRo0Zh1apVmDlzJtavXy/Vy5DED8XCvIiZ6rPCgXYMECT9TCAiot7Az88Py5cvb7c505vuuecerF+/Hn/+858xbtw4fPfdd9izZw+GDx8uSzxyslhtyCqohKnZirsmDJE7HCLqQ55fkAqVUpraVybUfJS/SonhkUEAgDOmSMBPDTQbgepieQMjIvIhTU1NOHr0KObMmdPufM6cOTh06JDDx7377rsoKCjA6tWr7d6elZXV6Zq33HJLl9c0mUyora1t9yWn8joTiisboFAAyY0/Cofc7klE1M6UKVNw7Ngx2Z5/xYoVKC4uhslkwtGjRzF9ev+bc5mRW4obX9yH+zYdxuNbj2N7ziW5QyKiPuKR6Qm4dewgya7Plk8flhwTgoJyA/LLG3FT9DVA6Y9C22dkktyhERH5hIqKClgslk4DnGNjYzsNehbl5+fj6aefxv79++HnZ/8/gzqdzq1rAsC6deuQnp7u5iuQztHzQnXaNbGhCCzJFg6H98+5PEREjqxYsQK///3vcenSJUycOBHBwcHtbh87dqxMkfUPGbmlWL45Bza5AyGiPueBafFYdWuKpM/BCjUfNiImFACQX1bHxQRERF1ou6ENELa0dTwDAIvFgkWLFiE9PR0jR470yDVFq1atgl6vb/26ePGiG6/A834orgYA3DREBZS3/Ldj2FQZIyIi8h0PPvggamtrcc8996CoqAj/+Z//iWnTpmHcuHEYP3586/+SNCxWGw7mV+DpT04ymUZEbglQuda+OSdF+tmYrFDzYSNihcUE+VfqgbGjhUMuJiAiahUVFQWVStWpcqysrKxThRkA1NXV4ciRIzh27Bgee+wxAIDVaoXNZoOfnx+++uorzJgxA1qt1uVrigIDAxEYGOiBV+UZR8T5aSHFwkHkCCA4Sr6AiIh8yPvvv48XXngBRUVFcofSb1isNmQXVSEzT4cdx0tQZTDLHRIR9UJNlq7T8AoAWo1askUEbTGh5sNGxgoVamev1MEWPbpl0ycr1IiIRAEBAZg4cSL27t2LhQsXtp7v3bsXCxYs6HT/gQMH4uTJk+3ONmzYgH379mH79u1ISEgAAKSlpWHv3r148sknW+/31Vdf4YYbekfLZENTM05dFma4XWs+JRyyOo2IqJXNJnwg648LAOSQkVuK9F15KNUb5Q6FiPqB1fNTJFtE0BYTaj4sMToYKqUCtcZmVASPQjQAVJ4Dmk2An+9UQRARyWnlypVYsmQJJk2ahLS0NLz11lu4cOECHn30UQBCK2ZJSQk++OADKJVKpKamtnt8TEwM1Gp1u/PHH38c06dPx4svvogFCxZg586dyMzMxIEDB7z62rrr+MUaNFttiNOoEVp2RDgc1nmbKRFRf9ZVGz95DuekEZG7FEC3/s4YqPbDC3eOxdzUOE+HZBcTaj4s0E+F4ZFBKCw34CdDKKIDBwKmWiGpFnut3OEREfmEe+65B5WVlfjzn/+M0tJSpKamYs+ePa1VB6Wlpbhw4YJb17zhhhuwdetWPPvss3juueeQlJSEbdu2YcqUKVK8BI870jI/LW1YMFCQIxwOZ0KNiKitkSNHOk2qVVVVeSmavslitSF9V163PhgrACgUgJWZOKJ+R/y2n5eqxRe5jpeCdVRrbMba3XlQKuGVpBoTaj5uREwICssNOFtmwE0xo4GL3wttn0yoERG1WrFiBVasWGH3tvfee6/Lx65ZswZr1qzpdH733Xfj7rvv9kB03nfkvJBQmxN+GbCagZBYIDxB5qiIiHxLeno6NBqN3GH0adlFVd1q8xTTnLeOicPnJ0o9GxQR9QoKAFmFlW4/Tqc3YvnmHGxcPEHypBoTaj5uZGwovjx1BefK6oDWhBoXExARkX0Wqw05LQm18bafhMNhU4V/5iciolb33nsvYmJi5A6jTyur697MNK1GjdXzU2BqtjKhRtRP2QDUNLi/vMQGIRmXvisPs1O0ks5SY0LNx41oXUxQD0xIEQ6vMKFGRET2ndHVod7UjNBAP8RUt7R7cn4aEVE7nJ/mHTGharfuHxyowt9+PRE3JEdBpVTg4LkKiSIjor7MBqBUb0R2URXSkiIlex4m1HzcyNgQAC2bPmNShPLnK6dkjYmIiHzXsYst1WlDQ6G4mC0ccsMnEVE74pZPktbkhAjEadTQ6Y0uzVEzmCx4fNsxLBw3GAMH+OOdA0WSx0hEfVd3q2RdpZT06tRjCVHCps86YzPKgkYKh/oLQGO1vIEREZFPOn6hBgAwM7IKMOmBgBAgdozMURER+Rar1cp2Ty9QKRVYPT/FrcdUGcx4+2AxXs3Mh97YLFFkRNQfuFsl6y4m1HycuOkTAM7olUDYMOEGVqkREZEdP14SEmqT/QqEg8ETABUL0omIyPMsVhuyCiqx83gJsgoqYbHaOp3NTtHi4elcjENE3qMAEKdRY3JChKTPw5+we4GRMaEoLDcgv6we02PHADUXAN1JIP5GuUMjIiIfUm9qRn5ZPQAg3nRaOBw8ScaIiIior8rILUX6rrx2WzzDgvwBtB8krh0YiEazxevxEVH/tnp+iqQLCQBWqPUK4hy1/Ct1gLalbUd3UsaIiIjIF528pIfNBgwOG4ABV44Lh0OYUCMiIs/KyC3F8s057ZJpgJBI67iVT1drgr6RrZtE5B0Rwf7YuHgC5qbGSf5crFDrBa5u+qwDUsSE2gkZIyIiIl8ktntOGeQHFP4kHLJCjYiIPMhitSF9V55LSwaIiDxFAUChAKxd/OUTGRyArFUzEeDnndoxVqj1AiNbEmr5V+ph06YKh2U/Ac1NMkZFRES+RlxIMGPgJQA2QDMMCI2VNygiIupTsouqOlWmERFJzQZg2U0JQmKtw23i2X8vTPVaMg1gQq1XiI8KEjZ9mpqhU8QAgRrAagYqzsgdGhER+RCxQu06xTnhYMhEGaMhIqK+qKyOyTQiksf4YeHYuHgCtJr22zu1GrXX2jzbkjShVl1djSVLlkCj0UCj0WDJkiWoqanp8jH19fV47LHHMGTIEAwYMACjR4/Gxo0b293HZDLhd7/7HaKiohAcHIzbb78dly5dkvKlyCrQT4X4lk2f+WWGNnPUcmWMioiIfMmVWiNK9UYoFUBcfcsmaLZ7EhGRh8WEqp3fiYjIwxQA0nflYXaKFgeemoGPl03Fa/eOw8fLpuLAU/+fvTuPj6q+9z/+mpmsJGRCErIAgYSwJQQwoGgEhVJEFMHaTVC014u4YhXbXkvVC9RLtf1p3cG1ehWr9tpSQWwqai0gmyxBkF3DnhDIMtnIZJn5/XEygZBtskxmkryfj8d5DHPmnDOfE0NwPvl8vp9JHZ5MAw8n1G666SYyMzPJyMggIyODzMxMbrnllibPmT9/PhkZGSxfvpy9e/cyf/587rvvPj788MPaYx544AFWrFjBe++9x/r16ykpKeG6666jurrrTo8Zcv46ahpMICIiF9h5zPiF1ZDoUPxObjd2aiCBiIi0s7GJEcRZlVQTkY7lBLJt5WzJysdiNpGeFMn1F/UlPSnS49M8G+OxhNrevXvJyMjgtddeIz09nfT0dF599VU++ugj9u9vvFVx48aN/OxnP2PixIkkJCRwxx13MGrUKLZu3QqAzWbj9ddf56mnnmLy5MmkpaWxfPlydu3axaeffuqp2/G6weeto3YuoabBBCIiYnC1e14ZUw6luWD2g7hRXo5KRES6GovZxIxRHV8JIiICvtV27rGE2saNG7FarVx66aW1+y677DKsVisbNmxo9Lzx48ezcuVKTpw4gdPp5F//+hcHDhzg6quvBmDbtm1UVlYyZcqU2nP69OlDampqo9e12+0UFRXV2TqbITGhAOw/VQyuwQQ5u8Cp+ToiIgLfnDT+bRsffNjYEZMK/sHeC0hERLqkjN3ZvLI2y9thiEg35Utt5x5LqOXk5BAdHV1vf3R0NDk5OY2e99xzz5GSkkK/fv0ICAhg6tSpLF26lPHjx9deNyAggF69etU5LyYmptHrPv7447XruFmtVuLj49twZ94xLPZcy6cjcqhReVBeCLauu3aciIi4b09NQm1oVU0VuNo9RUSknVU7nCxetQf9Sl9EOpoJiLMGMTYxwtuh1GpxQm3RokWYTKYmN1d7pslUv4/V6XQ2uN/lueeeY9OmTaxcuZJt27bx1FNPcc899zTbztnUdRcsWIDNZqvdjh071oI79g0JkSEE+Jkpq6jmWHE19B5mvHBKgwlERLq708V2covtmEwQVbTH2NlXEz5FRKR9bcnKJ9vmO+1WItI9uDI9C6eneG29tIb4tfSEefPmMXPmzCaPSUhI4Ouvv+bUqVP1Xjt9+jQxMTENnnf27Fl+85vfsGLFCqZNmwbAyJEjyczM5Mknn2Ty5MnExsZSUVFBQUFBnSq13NxcLr/88gavGxgYSGBgoLu36JP8LGaGxvRk1wkbe7OLGBA7wkimZe+Eodd4OzwREfGiPdlGddrAyGAsp2oG1sRd5MWIRESkK/KltYtEpPuItQaxcHqKVyZ5NqXFCbWoqCiioqKaPS49PR2bzcaWLVsYO3YsAJs3b8ZmszWa+KqsrKSyshKzuW7hnMViweFwADBmzBj8/f1Zs2YNP/3pTwHIzs5m9+7d/OEPf2jp7XQqw2JdCbVipsZdBDvfhZM7vB2WiIh42TcnbQBcGVUCh0vALwiihng5KhER6Wp8ae0iEenaegZZ+O31I4gNM9o8fakyzcVja6glJyczdepU5s6dy6ZNm9i0aRNz587luuuuY+jQobXHDRs2jBUrVgAQFhbGhAkT+NWvfsUXX3xBVlYWb775Jm+99RY33HADAFarlTlz5vCLX/yCzz77jB07djB79mxGjBjB5MmTPXU7PmFYXBgA+3KKoO9oY+fJHRpMICLSzbnWT0vvUbOuZsxwsLT4d2YiIiJNGpsYQZw1CN/7WCsiXU1xeTWxYUGkJ0X6ZDINPJhQA3jnnXcYMWIEU6ZMYcqUKYwcOZK33367zjH79+/HZrPVPn/vvfe45JJLuPnmm0lJSeGJJ55gyZIl3HXXXbXHPP300/zgBz/gpz/9KePGjaNHjx6sWrUKi8XiydvxuuQ4YzDB3uxiY3qbyQIlp6DopJcjExERb3Il1JKdNVPX4kZ5MRoREemqLGYTC6eneDsMEekmfL3N3KO/vo6IiGD58uVNHuO8oLoqNjaWN954o8lzgoKCeP7553n++efbHGNnMizWqFA7ml9GiTOA0OgUOLXLqFKz9vVydCIi4g2l9iqy8koBiCnbZ+yMHenFiEREpCubmhrHizeNZt6723GoUUZEPMjX28w9WqEm7SsiJICYMGO4wv6cYuhTs+D0ye1ejEpERLxpX04RTifE9AwgILdm8rMq1ERExIMO5hYrmSYiHhUR4s+YAb2aP9CLlFDrZJJr1lHbm33eOmonlFATEemuvqlp9xwfbYez+WD2g2i144iIiGdk7M7m6U8PejsMEeni8ksrmfD//kXG7mxvh9IoJdQ6GVfb576cIuijwQQiIt3d3uyahFroCWNH72Tw9+3yeBER6ZyqHU4Wr9rj7TBEpJvIsZVz9/LtPptUU0Ktk3ENJtiXXWxUIFgCoLwQCrK8HJmIiHjDgVMlACTjGkig9dNERKTtqh1ONn6bx4eZJ9j4bR7VDidbsvLJtvn2IuEi0nW4yoYWr9pDtQ/2mXt0KIG0v3MVasU4zP6YY0fAiW1GlVrEQC9HJyIiHcnpdHLgVDEAfc/WtN9o/TQREWmjjN3ZLF61p07yLCIkgOtHxXkxKhHpjpxAtq2cLVn5pCdFejucOlSh1skM7B1CgMVMib2KE4VnoU+a8YLWURMR6XZOFdkpLq/CYjYRWvCNsVMTPkVEpA0ydmdz9/Lt9SrR8ksreGPDES9FJSLdXW6x71XHKqHWyfhbzAyKDgVq1s05fx01ERHpVlzVaakRDkzFNWtLxGgggYiItI5rjTTfa6wSke4uuqfvrRGshFonNKxmHbW92cXnKtROZkJ1lRejEhGRjuZKqF1pPW3ssMZDkNWLEYmISGemNdJExBfFWYMYmxjh7TDqUUKtE0qJM9ZR++akDXoPhcAwqCyFXE3cERHpTlwJtYsCTxo7opO9GI2IiHR2vthSJSKycHoKFrPJ22HUo4RaJ5Ta16g+2H3CBmYL9LvEeOHYZi9GJSIiHc014TPJedTYEa12TxERaT1fbKkSke5t/uTBTE31zYEoSqh1QsP7GBVqJ23l5JXYIf5S4wUl1EREug2n08mhXCOhFn32O2NnzHAvRiQiIp3d2MQIIkICvB2GiAhgtHrOmzTY22E0Sgm1TqhnkD8Do0IA2H2yCOLHGi8ooSYi0m2ctJVTYq/CzwzBhfuNnWr5FBGRNrCYTfzP9aneDkNEujlTzearrZ4uSqh1UsPPb/vsdzGYzFB4FIqyvRyZiIh0BNf6aWMjyzGV28BkgaghXo5KREQ6u2tHxnHnlYneDkNEurFeIf68eFOaz7Z6uiih1kmN6Gu0fe4+YYPAnufafFSlJiLSLRysSaiNC8s1dkQNBr9AL0YkIiJdxYJrU1h6UxoRIf519ocH+zdyhojIOSZg/uQhPDvzIh74/iB6+Lcs9ZRfWsljq/eSsdu3C4b8vB2AtI5rMMGuEzZjR/ylkLMLjm2B4T/wYmQiItIRvjtdCsAIP034FBGR9nftyD5cnRrHlqx8covLie4ZhMPp5ObX9At8EWlcrx7+PP7DEUxNjSNjdzbPfnYIZyuuk2Mr5+7l21k2e7TPVqopodZJDe9jJNSOF5yloLSCXvGXwlevqUJNRKSb+O6MkVBLdBw2dkRrIIGIiLQvi9lEelJk7fNqh5M4axA5tvJWfUAWka4v0M/MVSmxVDucLF61p9U/K5wYlW6LV+3hqpRYn1xLTS2fnZQ12J8BkT0A2H3Sdm4wQfZOqDzrxchERKQjuCrUIstqJnyqQk1ERDzMYjaxcHoKYHzQFRG5UE6RnS1Z+WzJyifbVt6mazmBbFs5W7Ly2ye4dqaEWieWWjuYoAjCB0BoLDgq4cQ2L0cmIiKeVFReyZkSOyYcBBfVJNR6D/NuUCIi0i1MTY1j2ezRxFqDvB2KiPio3OJycovblky78Hq+SAm1TmzE+ZM+TSZIGGe8kLXOi1GJiIinZdVUpw0PLcVUWQZmP+g1wMtRiYhIdzE1NY71D03i3bmX8ezMi7huRCwmlayJSI3onkFE92y/pHt7Xqs9KaHWiaX2uWAwQcIVxuNhJdRERLqyrJr10y4NyzN2RAwEiyaviYhIx3GtrxboZ2b1rhycWlRNRIA4axBjEyMYmxhBnDWo0fZwExAbFkhsWNPHuK7ni5RQ68RS+4YBcDS/DFtZJSReabxw/CuoKPNiZCIi4knfnS4BYFTQKWNH1BAvRiMiIt1VWxcdF5GuZ8aoOCxmU5NrLrqeL5oxnEUzmj5m4fQUnxxIAEqodWrhPQJIqBlMkHm80KhQ6NkHqis07VNEpAtzTfhMMp00dkQN9mI0IiLSXbXHouMi0rmEBVqafH3lzmyqHUaavbE1F2OtQSybPZqpqXFuHeOr/LwdgLRNWv9eHM4rY8fRAiYM6Q2JV8DX7xttn0nf83Z4IiLiAa6Wz7jKY8YOVaiJiIgXfPJNjrdDEJEOVmSvbvJ111TO9KRIwEiqXZUSy5asfHKLy4nuabRwnl915s4xvkgJtU4urX84K3acYMfRQmNH4pVGQk2DCUREuiSn01mbUAsrPWzsjFSFmoiIdKxqh5MPth/3dhgi0kFMgLWHP4Vllc0ee+FUTteai01x5xhfo5bPTi4tvhcAmccKcTic5wYTnNwO9hIvRiYiIp5wqshOWUU1YeZy/EprKgOiBnk3KBER6Xa2ZOVTXF7l7TBEpAOYACeQWLPkVHN8dSpne1NCrZMbFteTQD8ztrOVZOWVQq8BEN4fHFVwdKO3wxMRkXbmGkiQbs03doREQ3AvL0YkIiLd0YUVKCLSdZlqOi93HLM1e2xsWKDPTuVsb0qodXL+FjMj+1kBzrV9DpxoPB76zCsxiYiI57gGEowJOWPs0PppIiLiBd2lAkWku/I3w/eGRgHgaMEo31lj+/v82mftRQm1LiCtv1GZsONogbFj0GTj8dAaL0UkIiKecjS/DIBhftnGDk34FBERLxibGEGcVUk1ka6q0gH/PnCmxeclRIW0+Jxqh5ON3+bxYeYJNn6bVzsl1NdpKEEXkBYfDlxQoWb2g7xDkJ8FEYlei01ERNrX0TwjodbfccLYoQo1ERHxAovZxIxRcby8NsvboYiIh7Qmr9XS6tWM3dksXrWHbNu5NvI4axALp6cwNTWu5QF0IFWodQGuCrV9OUWUVVRBkBXiLzVePPSpFyMTEekYS5cuJTExkaCgIMaMGcO6dY1POl6/fj3jxo0jMjKS4OBghg0bxtNPP13vuGeeeYahQ4cSHBxMfHw88+fPp7zc++vFuCrUIu3HjB2RGkggIiIdr9rhZOXObG+HISI+woSRCGvJ+mkZu7O5e/n2Osk0gBxbOXcv307Gbt/+GaOEWhcQaw0izhqEwwlfH69ZJNDV9nlQbZ8i0rW9//77PPDAAzz88MPs2LGDK664gmuuuYajR482eHxISAjz5s1j7dq17N27l0ceeYRHHnmEV155pfaYd955h1//+tcsXLiQvXv38vrrr/P++++zYMGCjrqtBjmdTo7llwFOQkqPGDsjk7wak4iIdE9bsvLrfQgWke7JtWLawukpbq+fVu1wsnjVHhoqgnPtW7xqj0+3fyqh1kWk9TfaPrcerpn6Nvgq4zFrLVTqHzoR6br++Mc/MmfOHG6//XaSk5N55plniI+PZ9myZQ0en5aWxqxZsxg+fDgJCQnMnj2bq6++uk5V28aNGxk3bhw33XQTCQkJTJkyhVmzZrF169aOuq0G2c5WUmyvIppCzFXlYDKDNd6rMYmISPekKZ8i4hJrDWLZ7NEtatFsLinvBLJt5WzJym+HCD1DCbUuYmyCUVa52fXNFpMKPeOg6iwc+dKLkYmIeE5FRQXbtm1jypQpdfZPmTKFDRs2uHWNHTt2sGHDBiZMmFC7b/z48Wzbto0tW7YA8N133/Hxxx8zbdq0Rq9jt9spKiqqs7U3V7vnRSE1P+ut8eAX0O7vIyIi0hxN+RSROeMSeHfuZax/aFKL1ztzNynvy8l7DSXoIsYmRgKw7UgBVdUO/Cxmo+1zx9uw/x8w6PtejlBEpP2dOXOG6upqYmJi6uyPiYkhJyenyXP79evH6dOnqaqqYtGiRdx+++21r82cOZPTp08zfvx4nE4nVVVV3H333fz6179u9HqPP/44ixcvbtsNNeNY/lkARobkQxEQMdCj7yciItIY15TPHFt5gy1bItJ1mKDO3/P2GBrgblLel5P3qlDrIobF9iQsyI+yimq+OVlTFZE83Xjc9xE4HN4LTkTEw0ymums1OJ3OevsutG7dOrZu3cpLL73EM888w7vvvlv72hdffMGSJUtYunQp27dv529/+xsfffQRjz32WKPXW7BgATabrXY7duxY226qAa4KtaH+p40dSqiJiIiHVTucbPw2jw8zT7Dx2zyqHU6qHU62ZOVzTWqskmki3YATmD95CM/OvKjVFWkXciXlG/s/9tYMOehoqlDrIsxmE2MTI/h0by5bsvIZFR8OiRMgoCcUZ8OJbRB/ibfDFBFpV1FRUVgslnrVaLm5ufWq1i6UmJgIwIgRIzh16hSLFi1i1qxZADz66KPccssttVVrI0aMoLS0lDvuuIOHH34Ys7n+76MCAwMJDAxsj9tqlCuhFm86ZeyISPTo+4mISNfjSoblFpcT3dP4sNrYIuIZu7NZvGpPnXWOwnv4A1BYVlm778LqFRHpWkzAe18dZf1Dk9weOtAci9nEwukp3L18e72fIa0ZcuANqlDrQi6tafvcnJVn7PAPgiE16wrtXemlqEREPCcgIIAxY8awZk3dicZr1qzh8ssvd/s6TqcTu91e+7ysrKxe0sxiseB0OnE6vfeR4XiBkVCLrjxh7FCFmoiItEDG7mzG//5zZr26ifvfy2TWq5sY//vPydid3eCxdy/fXm/R8MKyyjrJNFAyTaSr89SAgKmpcSybPZpYa922ztYMOfAGVah1Ia5SyC1Z+TgcTsxmk9H2ufuvsHcVXPVbaKYFSkSks3nwwQe55ZZbuPjii0lPT+eVV17h6NGj3HXXXYDRinnixAneeustAF588UX69+/PsGHDAFi/fj1PPvkk9913X+01p0+fzh//+EfS0tK49NJLOXToEI8++igzZszAYrF0/E3WMCrUnISV1bSTKqEmIiJuciXILkx+5djKuXv59jofXqsdThav2qNEmYjU4YkBAVNT47gqJdbtyllfooRaFzK8TxghARaKyqvYf6qY5LgwGHQV+AVBQRac+gZiU70dpohIu7rxxhvJy8vjt7/9LdnZ2aSmpvLxxx8zYMAAI+v/yAAAIABJREFUALKzszl69Gjt8Q6HgwULFpCVlYWfnx9JSUk88cQT3HnnnbXHPPLII5hMJh555BFOnDhB7969mT59OkuWLOnw+3Opdjg5UXCWcErwqyw2dvZK8Fo8IiLSeTSVIHNitFctXrWHq1JisZhNbMnKr1eZJiLiqQEBFrOJ9KRIj1zbk5RQ60L8LGbGJESw9sBpNn+XZyTUAkMh6fuwfzV8s0IJNRHpku655x7uueeeBl9788036zy/77776lSjNcTPz4+FCxeycOHC9gqxzU4X26lyOEmy5Bo7evYB/2DvBiUiIq2yZMkSVq9eTWZmJgEBARQWFnr0/ZpLkJ3fzpWeFOmRKhQR8W2mmoXMGkq8mzDaMH15QIA3aA21LubSmm/wDd/mnduZ+kPjcddfwItr/4iISOudtJ0FYGSPmp/vavcUEem0Kioq+MlPfsLdd9/dIe/nboLMdVxbqlAiQgJafa6IdDxTzXbHFYm1zy98HXx/QIA3KKHWxVwxOAqAjd/mUVntMHYOvRYCQqHwKBzd5MXoRESktbILjQ85QwNcCbUE7wUjIiJtsnjxYubPn8+IESM65P3cTZC5jhubGEGcNajeB+vmxFmD+PKhSfQMUiOUSGcRExbIstmjWXBtSqceEOAN+knXxQzvY6VXD38KyirZeayQixMiIKAHJM+AnX+Gr9+HAeneDlNERFoou6ZCbYBfTUItfIAXoxERkY5mt9vrTKQuKipy+1xXgizHVu5WO5fFbGLh9BTuXr6dmi4wt8wYFUfmsUKKy6vcjk1EOkZooIWJQ6PZeriAnKLzq1ZNOBxGUY69ysGTPx4FJjhTYu9UAwK8QRVqXYzFbGLcIKNKbe3BM+deGHWj8fjNCqiyN3CmiIj4MtfaN3HOmjXUwvt7MRoREelojz/+OFartXaLj493+1xXggzcb+eamhrXYLVKSGDj065fWZvFmj05bsclIh0jNNDC4z8cyeqvsy9IpkFOUTn3/Hk7s17dxP3vZXLz65v55f/tJNDPTHpSpJJpTVBCrQu6cnBvANYdPH1uZ8IVxgLW5YVw8BMvRSYiIq3lqlCLqDxl7LC6/0FKREQ8b9GiRZhMpia3rVu3tvr6CxYswGaz1W7Hjh1r0fmNJciaaueamhrH+ocm8e7cy3h25kW8c/ul9Axsusnpw8yTLYpLRDyvxF7Nox/udrvaNMdWzt3Lt5OxO9ujcXV2avnsgsbXrKO281ghtrJKrD38wWyBkT+BL5+F7W9D8nQvRykiIi1xsrAcEw5Cy2t+868KNRERnzJv3jxmzpzZ5DEJCQmtvn5gYCCBgYGtPh+MBNlVKbFsycont7jcrXYui9lEelIkYLSE5RQ13u3iBPJKK4gI8aegtNLtD+8i4nmFZZVuH+vEqF5dvGoPV6XEqkqtEUqodUF9woNJ6h3Ct6dL2fDtGa4ZUfPbprRbjYTawU+MAQX6MCYi0mlk284STSFmZyWYLNBTC8OKiPiSqKgooqKivB1Gs85PkLWUu9NCrx/Vlzc2HG7Ve4iIb3BiLDmyJSu/1T8zujq1fHZRV9S0fa49v+0zahAkTgCcsO1Nr8QlIiItV1ntILfYTl9TzdqY1r5g0e/EREQ6q6NHj5KZmcnRo0eprq4mMzOTzMxMSkpKvB1ak9ydFvqXbS1rRxUR3+VuIr07UkKti5o41EiofbY3F4fjvGLrS+YYj9vfhqoKL0QmIiItlVtsx+mEBIsroaYKYxGRzuy///u/SUtLY+HChZSUlJCWlkZaWlqb1ljrCK5poc01f5XaqzskHpHOKNCvc6Vh3E2kd0ed67+kuC09KZKQAAu5xXZ2nbCde2HotRAaC6W5sO8j7wUoIiJuyy40BhIMDS40dqhlX0SkU3vzzTdxOp31tokTJ3o7tCa5My1U3Gcxwcg+Ycy+VIOGuotePfzJ/O8phPfw93YozTIBcVZjnUVpmBJqXVSgn4UJNVVqa/acOveCxR9G32r8ecsrXohMRERaKttmlNoP9M8zdoTrf7xFRMQ7GpsWGhES4LH3NAFdaU30gJoKpWonfH2yiOWb1SLbXRSUVfLnzUdaNCDAG1x/3RZOT9FAgiYoodaFTU6OAeDTvafqvnDxf4LZH45uhGNbvBCZiIi0RG6xMVGtLzUtn6pQExERL5qaGsf6hybx7tzLeHbmRbw79zIemZbssfdzAtekxnrs+h2tosrh7RDEi47kl3ns2iYThAe3vPotIqTuObHWIJbNHs3UVA3BaopWNO7CJg2LxmI2sS+nmGP5ZcRH9DBeCIuDUTfCjuXG1M+Z73g3UBERadKZEiOhFl1d8wsSqyrURETEuy6cFrrx2zy3z3XVuzibPKouh7MlR4v4rtLyKo9d2+kE29lKfjy6L2dK7Gz8Lg97VdN/d+KsQfz7V99j25ECcovLie5ptHmqMq15qlDrwsJ7BHBJQi/ggrZPgMt/bjzuWw1nDnVwZCIi0hKni+2AE2tlzc9yVaiJiIiPGZsY4XZlTICfGSfur7tmAtYdPNPa0ER8hjXIjxWZJzz6Hk7gg+0n+OLAmWaTaQCPTkshwM9MelIk11/Ul/SkSCXT3KSEWhfnavvM2J1T94XeQ2HINYATNjzX8YGJiIjbThfbiaQIf4cdMEFYX2+HJCIiUofFbOK2cYluHWuvaXm0urkwuxMo0eRQ6QJs5VU4fKzYspcH1z/s6pRQ6+KuHWH0PH91JJ9s29m6L45/wHjM/DMUHO7YwERExG1nSuzEmWpaaXrGgp/+x0dERHzPvEmDWja90Ols0TCDkABLK6Jqf+maeihdSG5xubdD6LSUUOvi+oQHc0lCL5xOWP11dt0X+18GA78Hjkr49x+8E6CIiDTrdLGdWFOB8aSnFocVERHfZDGbuPHifm4fX3i2ivzSCrePv+PKpNaE1e4O55cRGxbY5DHqmJPOIrpnUPMHSYOUUOsGZozqA8CqnSfrvzjpUeNx57tw+kAHRiUiIu5wOJzklVYQa8o3doT18W5AIiIijcjYnc0ra7M8cu04axCDo0NaVgHnIdm2cmaN7Y+J+uvAufbNvcK99lfxnh+l9aGXD3w/XSi8h3+HxRVnNQYQSOsoodYNXDMiDovZxM7jNg6fKa37Yr8xMPRacDrgi995J0AREWlUQVkF1Q7neRVqsd4NSEREpAHVDieLV+1p0eTOlpgxKo57/7yDwrLKZo+NswYxsl+YhyIxJESFsGz2aGKtdat7Yq1BLJs9mgXXpjB/8hCPxiBt89cdJwn0MzNtRIy3Q6nDBKTFWzvkvRZOT9EAgjbw83YA4nlRoYFcnhTJuoNn+Ojrk8ybNLjuAd/7Dez/GL5ZAZfdA/FjvROoiIjUc7rEDkB/f5uxKrNaPkVExAdtycon29b+azGZTfDszDR+9/HeJpN1ESH+PHrdcGLDjIqbNXty+MVfdlJa4ZlhBlmnS3ngqiFclRLLlqx8covLie5pvLcrQTFv0iDe3XKEnCK7R2KQtsspsrN61ylvh1FHQVkln+93b6ptzyA/isurWvU+8ycPZmqq/r+yLTxaoVZQUMAtt9yC1WrFarVyyy23UFhY2OQ5JSUlzJs3j379+hEcHExycjLLli2rfT0/P5/77ruPoUOH0qNHD/r378/Pf/5zbDabJ2+l03O1ff5txwmczgv+KYodARfNNv78j/8Ch6ODoxMRkcacLjb+J7yvpaZCTS2fIiLig9q6sHljNTIvzEojKjSw2WRdfmklsWFBpCdFsmZPDnct395oMm3+5MEsvSmNuAuqy+KsQfx8knvrtL218TDVDicWs4n0pEiuv6gv6UmRdap9LGYTi2YMd+t6jcX59I0X8fC1yViDmq+FCbD4fqXRtNRY7p2YRKCf55vlfjy6L+HBvtfS2Z6Ky6uICPFnzrgEpo1wv4shzhpUv9BGWsyj38U33XQTmZmZZGRkkJGRQWZmJrfcckuT58yfP5+MjAyWL1/O3r17mT9/Pvfddx8ffvghACdPnuTkyZM8+eST7Nq1izfffJOMjAzmzJnjyVvp9K4ZEUePAAvfnS5l65GC+gdMXgiBYXByB2S+0/EBiohIg87UVKjFoKEEIiLiu1qzsLkJ44P90pvS6rVOxlmDeGn2aK4d2cftZF1ucTnVDie//tuuJo97c8Nhrk6NY/1Dk3h37mU8/dNRPDotmf+aOgyHmz2r+WWVbMnKb/a4q1JiW7zum9kES29K4/7JQ5gxqg+pfa38eEzzwx4qqtvWcHttqudbH7/8Lo8Hpwzl2ZkXNfi6KyXY1rXyzCaYNCyGbY9exaPTktt0LV9XUFrJ618eZvWunGaPda3xp1bP9uGxls+9e/eSkZHBpk2buPTSSwF49dVXSU9PZ//+/QwdOrTB8zZu3MjPfvYzJk6cCMAdd9zByy+/zNatW7n++utJTU3lr3/9a+3xSUlJLFmyhNmzZ1NVVYWfn7pYGxIa6Mf0kX14f+sx3ttyjEsSLlh4MDQaJvwXfPIIfLYYkq+D4F7eCVZERGq5KtQiHTWl/6pQExERHzQ2MYI4axA5tnK31lFzfZRfOD2FqalxXJ0ax5asfHKKyskvsRMREoA1OIBqh5OokKYnarpEhQSy6bu8ZtdZKyirZNN3eYwbFIXtbAV/+Of+VrWrupPo25KV79a6b+dzOKFXSCAZu7NZvGqPR1ppG/Lvg+61GbZFYVklL3x+iPsnD+al2aPr3V+sNYiF01NqW2lziso5U2xn65F8/vmN+62ZDifc++ftvHjTaApa+PVviciQAFL7hvHvA57/2jWmJWlU19dXrZ7tw2PZp40bN2K1WmuTaQCXXXYZVquVDRs2NJpQGz9+PCtXruQ///M/6dOnD1988QUHDhzg2WefbfS9bDYbYWFhjSbT7HY7dvu5vvWioqJW3lXnduPYeN7feozVu06ycEYKYUEXZP3H3gnb34IzB+CfD8MPlnonUBERqZVfWkkw5QQ7aobKqEJNRER8kMVsYuH0FO5evh0TzX/Iv/CDvcVsMpJbGfvqJFjirEGM6e/mL/pNsPHbPLcO3fhtHsXlldy9fHurBym4U5XX2lbYNXtyeOPLwx4b8tCQUrtn1pu70Bsbspg3aRBTU+OaXIOuoe8Hswm3qwidGEm1tn4NL3zPyJAArhsVh8PdQHzEo9OS+Y9xiapMa0ceS6jl5OQQHR1db390dDQ5OY2XIj733HPMnTuXfv364efnh9ls5rXXXmP8+PENHp+Xl8djjz3GnXfe2eg1H3/8cRYvXtzym+hi0uLDGRITyoFTJazMPMnsywbUPcAvAGY8D3+aarR9Dv8hDJ7snWBFRASAwrKKcxM+A0IhyLNTy0RERFpramocyxqoOoqzBvHotGR6hQQ2mDgByNid3WByK9tWzke7st16f2OZBPeSHAdzi/nr9uOtTrbEWY17aE5rWmEB/p55skOTaa112+UJ9OsVTERIAPmlFTy2em+z5xTWtMu61pxLT4qsfa3a4WTjt3ms2ZPDn748XO9cVw5rzrgE+oQHN/t+bf0aPjotmVvSE9h2pKD2e/fzfad4fX2W24k9X1FQVslHX59s8O+ftE6LE2qLFi1qNjn11VdfAWAy1f8P5HQ6G9zv8txzz7Fp0yZWrlzJgAEDWLt2Lffccw9xcXFMnlw3uVNUVMS0adNISUlh4cKFjV5zwYIFPPjgg3XOi4+Pb/IeuiKTycSNl/TnsY/28M7mo9x8af/6/y36XwaX3gWbl8Gq++GejfrwJiLiRQVlFcSaatZoUXWaiIj4uOaqjhpS7XCyeNWeNic/onsGERUSyAv/+rbZYzd+m0dRK6cjtmQNKlcrbEvaNiNC/MkvrWhVbB0lroHWwWqHk+c/P0Th2eZbLBuq3HO3xdUEfLw7h/+aOqzFcbvLhFFF6arociX9Hv94D6+uy/LY+3rSC/86VPvn8GB/bhuXyLxJg5RYa4MWJ9TmzZvHzJkzmzwmISGBr7/+mlOn6vc4nz59mpiYhhc7PHv2LL/5zW9YsWIF06ZNA2DkyJFkZmby5JNP1kmoFRcXM3XqVEJDQ1mxYgX+/o0vWhgYGEhgoHt9913dj0b35f/9cx97s4vY9F1+nd8G1Pr+o3DgH1BwGD7+Ffzw5Q6PU0REDAVllfSpHUjg/vQmERERb7mw6qg5W7Ly27xO2PkVYyGBlmbbF91NpoUGWig571oNJZKa4mqFvWv5dreOB7jhor683kB1li+YMy6BySmxDSZJLWYTt41L4OlPDzZ7ncNnSus8b6xCsSFOjMrF/BJ7s8e2xYVJ04oqR6dNpl2o8GwlT396gDc2ZPHED0doTbVWanFCLSoqiqioqGaPS09Px2azsWXLFsaOHQvA5s2bsdlsXH755Q2eU1lZSWVlJWZz3eGjFosFh8NR+7yoqIirr76awMBAVq5cSVBQ68pou6PwHgH8aHQ/3tl8lD99mdXwP3QBIfCDl+DNa+Hr92DgRLhoVkeHKiIiGC2fo0yFxhMl1EREpAtq7Tpj5zs/+THz4vh2S0i9PPtizGaT29V2DZmaGsfSm0Yz793tTbYJmk3wwqzR9AoJ8LmEmjXYj9//aGSziZd5kwbzxobDzQ5ieHfLUeZNGozFbGp1heKxgrIWnuGe8B7+DSaZ3t54uMPaPE1ATFggT/30InKL7eSX2DleUMYbG464tUahuwrLKrlr+XZemj1aSbVWMDd/SOskJyczdepU5s6dy6ZNm9i0aRNz587luuuuqzOQYNiwYaxYsQKAsLAwJkyYwK9+9Su++OILsrKyePPNN3nrrbe44YYbAKMybcqUKZSWlvL6669TVFRETk4OOTk5VFd3zCKKnd1t4xIB+HTvqXq/Gag1IB0m/sb48+pfwJnmf8sgIiLtr6CskkhTzTCdkPprk4qIiHR2rV1nzGX+5MF1kgGTU9z7BVREiD+NpcZMGNVolyVFkp4UyfUX9a1d86s1rh0Zxwuz0po85oVZaVw7Mq62TbS9G/HCg/2ZPjKW2LCWd28tvWmMWwkXi9nEbZcnNntcTpGdLVnGkhatrVBcudO9tfVa6sVZDSeXjuR7JoF3Idd/90UzhjNuUBQ3pPVlzhUDWTgjlZdmjybWWvfvS68ejXfruWvxqj1Ud7ZF4XyAx4YSALzzzjv8/Oc/Z8qUKQDMmDGDF154oc4x+/fvx2az1T5/7733WLBgATfffDP5+fkMGDCAJUuWcNdddwGwbds2Nm/eDMCgQYPqXCsrK4uEhAQP3lHXMCg6lIlDe/PF/tO8ueEwi2YMb/jAKx6Ew2shay385VaY8wkE9uzYYEVEujGn00lhWQVR5pqEWmhv7wYkIiLiAa4EUo6tvMWVN3HWIOZNGtyi67nWx3p0WjL3/nlHvYofV0LD3XXS3HXtyD68ZDY1OLThwomnLZmYer7zB0Dk2M6SX1pBRGggsWHnquuqHc7aNe6iQgP5xV8yOVVkb/JrdVkLWngTonq4dZyrMrGlFYomoJcH1plr7l4HRLh3X2114QTc8zW2RuGaPTn1vq9CAiyUVrhXdJRtK68dFCHu82hCLSIiguXLlzd5jNNZ969tbGwsb7zxRqPHT5w4sd450nJzxifyxf7TvP/VMe6bNIjI0AZ+S2G2wA9fhZevhNw98Lc74cblYPZYYaOIiJyntKKaymonkeaaXzyFKKEmIiJdT2sSSE0lvZq63vnnTU2NY1kDCa6mEhpt5e7QhsYmpp7PSJ6l0CskoEUtqReucbdoxvBmv1YtSSy6W3HoOq4lFYquKNp7nTl37vWW9ASWfLzXY22f4T38eXHWaC5rphKyoTUKG/q+cjid3PzaZrffvz1ar7sbjybUxHeNHxTFyH5Wvj5u49V1Wfz6mkYmpPSMhRvfgTenwf7V8K8lxtACERHxuIKa37z2dlWoKaEmIiJdVGMJpDhrEDNGxbFyZ3aLkl6NXe/C81ozlbSt3B3acGFsUaGB4IQzpfZ2jdPdr5W73K0QdA2RaEmFoisma3Dr1pkL7+HPjRf3a/H3E0CAn5m5VyTy8lr3BhPMnzyY97465tbUUoAnfjiCcYObX6++MRd+X1U7nC2aMNvW1uvuyOTshuVeRUVFWK1WbDYbYWFh3g7Haz7be4o5/7uVHgEW1j80iYiQgMYPznwX/m603XL9Uki7uWOCFJFOQT9X62uPr8mu4zamv7CezUH3EUMezP0X9B3dzpGKiHQO+remrq769Ti/HfH8pFFj+1t7PamvPb9Wrqmd0HDV27ILFsFv7HiXC6eLVjucjP/95263CYf38Oe2yxOZN2lQm76fAJas3tPktE9XwnD9Q5MA6rxPQWkFj61uuuW3PbkzPfX8eLv7342W/lxVhVo3NmlYNCP6Wtl1wsar677joamNVKmBMeXz9D748hlYeR8Eh8OwaR0XrIhIN1RQVgE46YVaPkVEpHtorHrL3aqu9jqvO2rPr1VLq96aqlBs6Pjm2nqdGBViCVEhDSbM2nKvD09LYVTfcOa9t6Peaw21jl74PlendlxFpOvr+uu/7Wpw8qqn1gvsLpRQ68ZMJhM///5g5r61lf/dcJjbxiU0XeY5eRGUnobMd+D/boPZf4XEKzoqXBGRbqegrIKenCWAKmNHSOvbAEREREQ6UkvbaVtzfHu2qrbEdRf1wc+vdevvdXSS1/V1feHzg7zx5WEKz55LrHXE16orU0Ktm5ucHM2o+HB2Hivk6TUHePyHIxs/2GSC6c9BuQ32fQR/vhFueg8Sr+y4gEVEupHCskqiTDXVaQE9wT/YuwGJiIiItEBLk0ctPd4ba+D5wnu3lMVs4v7JQ5g3aXCniLezUEKtmzOZTDw6LZkfv7SR9786xq3pCSTHNdErbPGDH70O786E7/4F7/wEfvoWDLm644IWEekmis5WEulq9wxVu6eIiIjIhbzZ1tvZWoo7W7y+zuztAMT7Lk6IYNqIOBxOWLJ6L83OqfAPglnvwdBroaoc3rsJdn3QMcGKiHQjJfYqIk2a8CkiIiIi4muUUBMAfn3NMAIsZtYfOkPG7pzmT/APMirTRvwEHFXw1znwr8fB4fB8sCIi3USJvYooJdRERERERHyOEmoCQHxED+6cMBCA/175Dbaz9SeA1GPxhxtehvR5xvN/PwEf3AYVZR6MVESk+yixVxGJK6GmgQQiIiIiIr5CCTWpde/3BjGwdwini+088Y997p1ktsDVS+D6F8HsD3v+Dq9Ogty9ng1WRKQbKLVXEW4qMZ4ER3g3GBERERERqaWEmtQK8rfw+A0jAHh3y1E2fHvG/ZPTZsPPVkJoDJzeC698D7b9LzS3HpuIiDSquLwKa21CrZd3gxERERERkVpKqEkdlw6M5KZL+wPwi7/spLCswv2TB1wOd62HpElQdRZW/RzenQVFJz0UrYhI11ZaUUU4pcYTJdRERERERHyGEmpSz8PXJjMwKoRsWzm//uuu5qd+ni80Gm7+K0xeZLSAHvgHvHgZbH9b1WoiIi1UUn5+y2e4d4MREREREZFaSqhJPSGBfjw7Mw1/i4mMb3J4d8uxll3AbIbx8+HOtdBnNNhtsHIevDUDTu3xTNAiIl1Qib0aqyrURERERER8jhJq0qAR/az86uqhACxa9Q2ZxwpbfpGYFJizBq56DPyCIGstvDQePv4vOFvQzhGLiHQ9JfZKraEmIiIiIuKDlFCTRt0+fiCTk2OoqHJw59tbyS0qb/lFLH4w7udwzyZIng7OatjyMjw3Gja8AJVn2z9wEZEuoKraQXlltdZQExERERHxQUqoSaPMZhNP3ziKwdGhnCqyc+fybZRXVrfuYhGJcONyuPVD6J0MZ/Phk4fhuTTY8ipUtWD4gYhIN1BqryaEcvxNNT93g7SGmoiIiIiIr1BCTZrUM8ifV2+9mLAgP3YcLeSB9zKpdrRhuMDAicYk0BnPgzUeirPh41/C86Nh88tQUdpeoYuIdGolFVXn1k+zBIJ/sHcDEhERERGRWkqoSbMSokJ46ZYxBFjMZHyTw6Mf7m7Z5M8LWfxg9K1w3za49kkIjQHbMfjHf8HTw+HzJVByuv1uQESkE6o74bMXmEzeDUhERERERGopoSZuuTwpimdmXoTJBH/efJSnPjnQtqQagF8gjJ0L9++EaU9BrwRjWMHaP8AzqbDqAThzsF3iF5GubenSpSQmJhIUFMSYMWNYt25do8euX7+ecePGERkZSXBwMMOGDePpp5+ud1xhYSH33nsvcXFxBAUFkZyczMcff+zJ26ijxF6F1aT100REREREfJGftwOQzuPaEXE8dn0qj/x9Ny/86xAOp5NfXT0UU1urJvyD4ZLbYcxtsHcVfPksnNwO294wtsQr4eI5MGwaWPzb52ZEpMt4//33eeCBB1i6dCnjxo3j5Zdf5pprrmHPnj3079+/3vEhISHMmzePkSNHEhISwvr167nzzjsJCQnhjjvuAKCiooKrrrqK6OhoPvjgA/r168exY8fo2bNnh91Xib2KcFwValo/TURERETElyihJi0y+7IBlFdW8z+r97L0i28pr3Tw6HXJbU+qAZgtMPwHkHI9HPnSmAJ6IAOy1hpbaAyk3WK0i/Ya0Pb3E5Eu4Y9//CNz5szh9ttvB+CZZ57hn//8J8uWLePxxx+vd3xaWhppaWm1zxMSEvjb3/7GunXrahNqf/rTn8jPz2fDhg34+xuJ/AEDOvbnTqkq1EREREREfJZaPqXFbr9iII9dPxyAP32ZxYN/2Ym9qpXTPxtiMkHCeLjpPXjga7jilxASDSWnYN2T8OxIePM62LEc7MXt974i0ulUVFSwbds2pkyZUmf/lClT2LBhg1vX2LFjBxs2bGDChAm1+1auXEl6ejr33nsvMTExpKam8rvf/Y7q6sZ/1tntdoqKiupsbVFSfn6FmhJqIiIiIiK+RAk1aZVb0hP4w49HYjGbWLHjBLe8voXCsoqBfeEmAAAgAElEQVT2f6Pw/vD9R+HBPfCT/zWmhGKCw+vgw3vhySHwtzvg28+huqr9319EfNqZM2eorq4mJiamzv6YmBhycnKaPLdfv34EBgZy8cUXc++999ZWuAF89913fPDBB1RXV/Pxxx/zyCOP8NRTT7FkyZJGr/f4449jtVprt/j4+DbdW5011IKsbbqWiIiIiIi0LyXUpNV+enE8b/zHJYQG+rElK58fLt3AwVMeqhiz+BvtoLd+CA/sgkmPQuQgqCyDr9+Ht2+Ap4bCqvuVXBPphi5sO3c6nc22oq9bt46tW7fy0ksv8cwzz/Duu+/WvuZwOIiOjuaVV15hzJgxzJw5k4cffphly5Y1er0FCxZgs9lqt2PHjrXpnkrsVYRQbjwJ7Li120REREREpHlaQ03a5Mohvfnr3Zfzn29+xXdnSpnxwpc89oNUfjymn+feNDwervwlXPELOL4Vdv4Zvvk7lJ2BbW8aW3CEMcRg+A8gcYKGGYh0UVFRUVgslnrVaLm5ufWq1i6UmJgIwIgRIzh16hSLFi1i1qxZAMTFxeHv74/FYqk9Pjk5mZycHCoqKggICKh3vcDAQAIDA9t6S7VK7VX0NZ01ngSEttt1RURERESk7VShJm02NLYnH84bx/hBUZytrOaX/7eTX/7fTkrtHq4SM5kg/hK47mn45QG45e8w5j+gRySczYcdb8PyH8EfkuD/boOd70NZvmdjEpEOFRAQwJgxY1izZk2d/WvWrOHyyy93+zpOpxO73V77fNy4cRw6dAiHw1G778CBA8TFxTWYTPOEYnsVobUVakqoiYiIiIj4EiXUpF1EhQbyv/85ll9cNQSzCT7Ydpyrn1nLl4fOdEwAFn9I+h5MfxZ+cQBuXQkXz4GQ3mC3wTd/gxV3wP9LgtevhvVPQ+5ecDo7Jj4R8ZgHH3yQ1157jT/96U/s3buX+fPnc/ToUe666y7AaMW89dZba49/8cUXWbVqFQcPHuTgwYO88cYbPPnkk8yePbv2mLvvvpu8vDzuv/9+Dhw4wOrVq/nd737Hvffe22H3VWqvIgRXhZpaPkVEREREfIlaPqXdWMwm7vv+YC5JjOAXf9nJ8YKz3PzaZmaN7c+Ca4cRFtRBbZcWPxg4wdiu/X9wYhscyIAD/4RTu+HYJmP7dBGE9TOOS7zS2ML6dEyMItJubrzxRvLy8vjtb39LdnY2qampfPzxxwwYMACA7Oxsjh49Wnu8w+FgwYIFZGVl4efnR1JSEk888QR33nln7THx8fF88sknzJ8/n5EjR9K3b1/uv/9+HnrooQ67r5LyKkJNNRVqASEd9r4iIiIiItI8k9PZ/Up0ioqKsFqt2Gw2wsLCvB1Ol1Rir+L3/9jH25uOAEYF20NTh/Kj0f0wm5teKNyjCo/BwX8aybXv/g3V9rqvRw42EmsDJ0DCFdAjwjtxinQy+rlaX1u/Jje+vJH/OTGHweYT8LNVxs8mEZFuTP/W1KWvh4hI+2rpz1VVqIlHhAb68dgPUrl2RBy/WbGLrDOl/OqDr1m+6Qj/PX04Ywb08k5g4fFwye3GVlEGRzdC1lrI+jeczIS8g8a29XXABLEjaqrXJsCAy7WOkYh0mBJ7FSEaSiAiIiIi4pOUUBOPSk+K5J8PXMkbX2bx3GcH2Xncxo+WbWBycjS/mDKU5Dgv/jYtoAcM+r6xAZwtgMNfnkuwnd4HOV8b28YXwOwHcaMg/lKIH2s8qkVURDzEWEPNNZRAa6iJiIiIiPgSJdTE4wL8zNw5IYkbRvflyX/u54Ntx/l0by6f7s1l+qg+3P/9QQyK9oEPi8G9IPk6YwMoPnUuuZb1byg8aqzHdmIbbFpqHGPtfy651v9SiB5urOEmItJGJeWV5xJqqlATEREREfEp+uQvHSa6ZxB/+PEo7rgyiac/PcDqr7NZtfMkq3ae5KqUGO6aMJAxA3xozbKeMTDyJ8YGUHAEjm2pGWqwGU59A7ajxrb7A+MY/xDoOxr6pNU8jobw/mDy4rpxItIpVVacxc/iMJ5oKIGIiIiIiE9RQk063KDoUF68aTT3TLTx7KcH+WTPKdbUbBcP6MUdVw7k+8kxWLw5vKAhvQYYmyvBZi82qtWObYGjm+D4V2AvgsPrjM2lR6SRYOuTZiTY+o6GnrHeuQcR6RSqqh34VZaCpWaHKtRERERERHyKEmriNcP7WHnl1os5lFvCq2u/Y8WOE2w9UsDWt7fRxxrErLH9uXFsPNE9g7wdasMCe8LAicYG4HDA6b1Gku3kDjix3ahiK8uDQ58am0vPOCO51ifNWJctNtXYp0o2EQFK7dWEmIx2T6d/CCaz2csRiYiIiIjI+ZRQE68bFB3K7388kgenDOGNLw/z3ldHOWkr56k1B3j2s4NcPTyWmy/tT3pSJCZfTjiZzRAz3NhG32rsq7LDqd1Gcu3kDmM7vQ+Ks2H/amNzCY4wzo0dATGpRpItaij4+2hCUUQ8ptheSSjGhE+TpguLiIiIiPgcJdTEZ8SEBfHra4bxwOTBfLwrm3c2H2XbkQJW78pm9a5s+vUK5oa0vvwgrS9JvTvJB0y/QOg7xthc7CWQswtObq+pYtsNZw7C2fz67aImC0QNMZJrMannEm2hMapmE+nCSu3VGkggIiIiIuLDlFATnxPkb+GHo/vxw9H92HOyiD9vOcLfd5zkeMFZnv/8EM9/fohR/azckNaX60b1ISo00Nsht0xgKAxINzaXynKjXfTUN5Cz20iy5eyC8kJj/+m9sOv/zh3fIwpiUowKtt5DIWqw8eeesUq0iXQBJfbK2pZPVKEmIiIiIuJzlFATn5bSJ4z/+cEIHr42hTV7T7Fi+3HWHjzDzuM2dh638djqvVyeFMnU1FiuSonx3fXWmuMfdG5wgYvTCUUnzyXXTu02Em55h6DsDGStNbbzBYadS65FDa5Jtg2FXglg0V93kc6iRBVqIiIiIiI+TZ+wpVMIDrAwY1QfZozqw5kSOx/tPMmKHSfYedzGuoNnWHfwDI/8fTcXD+jF1NQ4rh4eQ79ePbwddtuYTGDta2xDrj63v6LMqFjL3Qdn9hvtoqf3Q0GWMWX0xDZjO5/ZHyKTziXbXFVtEQMhyNqx9yUizSopryLEZKyhpoSaiIiIiIjvUUJNOp2o0ED+Y1wi/zEukawzpWTsziFjdzY7j9v46nABXx0u4LGP9jCir5Wrh8cwcWg0w/uE+fZAg5YI6FF/XTYwBiDkf2ck184crEm2HTD+XFlmDEM4vQ9YVfe8HpFGYi1iIPRKPPfniIHQI0ItpCJeUGqvIhS1fIqIiIiI+Col1KRTS4wK4e6JSdw9MYkThWf55JscMnbn8NXhfHadsLHrhI0nPzlA756BTBjSm4lDe3PFoN5Ye/h7O/T25xcI0cnGdj6HA4qOG8m10wdqkmw1ibbSXCjLM7bjX9W/ZmAYRFyQZHMl3bRem4jHFNurCEEVaiIiIiIivkoJNeky+oYHc9u4RG4bl8iZEjtr9pzis72n+PJQHqeL7Xyw7TgfbDuOxWwiLT6cCUN6c/mgSEb2C8ffYvZ2+J5jNkN4f2MbNLnua/ZiKDhsVLbVblnGVnTcaCHN3mlsF/LvUZNcSzTWaLPGQ3j8ucegcCXcRFrJaPl0Vaj19G4wIiIiIiJSjxJq0iVFhQYya2x/Zo3tj72qmq+yCvhify5fHDjNodwSth4pYOuRAp5aAz0CLFycEMHlSZGkD4xkeJ8w/Lpygu18gT0hdoSxXajyLBQcOZdoK8g69+fCo0Ybae43xtaQgJ5g7Vc3yWaNNxJ71ngIjTGSfSJST3F5JREaSiAiIiIi4rOUUJMuL9DPwvjBUYwfHMUjwPGCMr7Yf5ovD51h03d5FJRVsvbAadYeOA1Az0A/xiZGkJ4UyWUDI0mOC8Ni7oaVVv7BED3M2C5UVQG2YzXVbN8aCbbCo8a+wmPGFNKKYmN4wum9DV/f7F8zdOG8JFt4vJGEs9Y8+gV69h5FfFTx+RVqASHeDUZERNrV4cOHeeyxx/j888/JycmhT58+zJ49m4cffpiAgABvhyciIm5SQk26nX69ejD7sgHMvmwADoeTfTnFbPwuj43f5rE5K4/i8io+25fLZ/tyASPBljagFxfXbBf1D6dHQDf/q+MXYEwNjUwCJtd/vaIMbMfBdtR4LDx2LtlmOwZFJ8FRabSbFhxu/H16RELPuJot1ngMiztvXxyE9Falm3Q5xfZKQl1rqGkogYhIl7Jv3z4cDgcvv/wygwYNYvfu3cydO5fS0lKefPJJb4cnIiJu6uZZAenuzGYTKX3CSOkTxpzxiVQ7nHxz0sbGb/PY+F0eX2XlU2yvqlPBZjGbGN4njDEDenFRfDij+oUzILJH15ki2h4CekDvIcbWkOoqKD55XrLt6AVJt+NQdfbcwIRTuxt/L7Of0T56ftItNNrYQlyPvY1H/2DP3K9IOysuryKktuVTa6iJiHQlU6dOZerUqbXPBw4cyP79+1m2bJkSaiIinYgSaiLnsZhNjOwXzsh+4dw5IYmqagf7corZejifrUcK2HakgGxbOV8ft/H1cVvtedZgf0b2s9ZsRpIt1hrkxTvxcRa/c4MSBjTwutMJZwugOBuKso1H13b+85JccFRB0Qlja05Az/OSbb3PS7r1NpJyrj+HRBtJQREvKSqvIsSkCjURke7CZrMRERHR5DF2ux273V77vKioyNNhiYhIE5RQE2mCn8VMal8rqX2t/Me4RABOFJ5l6+F8th8pYOdxG3uyi7CdrWTdwTOsO3im9tzonoE1yTUrI+PDGdnXSq8QrYvhFpMJekQYW8zwxo+rroLS3PpJt5JcKD193uMpqK4w1nXLLzbWfWtOQGhN0i0GQqIguJcRT3BE3T+fv89P/32lfRSXVxKqoQQiIt3Ct99+y/PPP8//b+/eo5q68j2AfwN5EiAKCAGRl1jF4pvR0tKirVVnrJZ2Vmtt9epV66tUbe+oOO2MjzUOOktbta1O6/VqO9bqTH0s23HZautzxFpBW1qsVsUnT+UVXiGQff8IRAKoSSQBku9nrSySfXbO2b+QZB9+7H326tWr71kvNTUVS5cudVKriIjofphQI7JR104qdO3fFc/27woAqKk14nyeDj/cKMGPN0rw441SXMjXoUCnx8Fz+Th4Lt/iuTHBPugd7IuYYNNU026dveDhjosetAZPKeAbYrrdixBAdWmjJFuB6af5fuGdn+X5QJ0eqCk33YqzrW+P3Ls+yda5ebKtaQLOq7OpXKHhNeCoGW+FFD4NixJwhBoRUYewZMmS+ya8vv/+e8TFxZkf5+TkYNSoUXjhhRcwbdq0ez530aJFePPNN82Py8rK0K1btwdrNBER2U0ihBBt3QhnKysrg0ajQWlpKXx9fdu6OeSCKmtq8XNOGX64XlI/PbQEV25XtljXWyFFL62P6Vpu9Ym2HkHeXPigrQgB6MsaJdkKTKuWVhYDVUVAZZFpOqr5fhFQVQLAzq9SiYcpsWZOtjW5f7ekXDu7Hhy/V5t74NckNQzQlwLJp4GAHq3fQCKiDqa99zW3bt3CrVu37lknIiICSqXpsiA5OTkYNmwYhgwZgi1btsDDxn+wtffXg4ioo7H1e5V/sRM5gJdcit9E+OE3EXeuhVFWbcAvuTpk5ZTiXK4OWbllOJ+vQ7m+FqevFuP01WJzXYkE6NbZCw8F+aCn1hsPBfngoSAfRHVRQyH1bIuQ3IdEAig1pltAtHXPMdaZRsBVFd9JspmTbS2VlZjuGyoAYbyz+MJtG9opVTVKwDUdAddkhFxDmVIDeMrselnIyYQwTVEGOOWTiKiDCAgIQEBAgFV1b968iWHDhmHQoEHYvHmzzck0IiJqe0yoETmJr1KGwZF+GBx5J8lWW2fE5VsVyMopQ1ZuGc7V326V1+BaUSWuFVVaTBn19JAgMkCNnvUJtuhAb0R1USMyQA2ljIm2NuPheeeab/7drX+eobrJaLcmI98qi1sYDVdsWoihtsr6xRgak6lNiTVVpzuJQ6UGUNY/9osC+o+3bZ/U+gxVpmQrwCmfREQuJicnB0OHDkVYWBhWrVqFwsJC8zatVtuGLSMiIlswoUbUhqSeHubRZ0kDuprLb5frcSG/HBfydTifr8OFPNNPXXUtLhaU42JBOf6dmWuuL5GYrs8W1cUbUQFqdA/0Rvf6n4E+CkgkvEZbuyRTArJgwDfY+uc0TEm1GPlWfI/RcMWm7fr6VWkNFaabLqfl/Xd7hAm19qCm/M59mbrt2kFERK3u66+/xsWLF3Hx4kWEhoZabHPDq/EQEXVYTKgRtUP+3grEeysQ393fXCaEQF5ZNc7n6fBrfjnO5+twqbAclwrKUVZdixvFVbhRXIWjFwot9qWWe5oSbV3U6N7FG5EBaoT7eyHcXw2NitP/OpzGU1I7R1j/vLpaUyKuuqR+emr9z+rSO2XVpUCncIc1nWygbzTdk9OAiIhcyuTJkzF58uS2bgYRET0gJtSIOgiJRIJgjQrBGhWG9gw0lwshcLuiBpcLK3CpsByXC8vN968XV6Gipg6ZN0uRebO02T47eckQ7q9GuJ8XIvy9EOavrv/phS7eHNnmUjyld6alUvvXMEKN108jIiIiImqXmFAj6uAkEgkCvBUI8FZYXJ8NAGpqjbhWVIGLBRW4fKsclwoqcPV2Ba4WVaJQp0dJpQEllSX44XpJs/16yT0R5ueFCH/TiLZQPy9066xCaGcvhHZW8ZptRI6kb0iocbonEREREVF7xIQakQuTSz0QHeiD6ECfZtsq9LW4VlSJq7crcOV2Ja7eNt2/ersSOaVVqKypwy95OvySp2tx34E+CnTzMyXXunX2Qjc/U7KtW2cvBHdSQubJaWpEdqupMP3kggRERERERO2SQxNqxcXFmDNnDvbu3QsAGDt2LN577z106tTprs8pLy9HSkoK9uzZg9u3byMiIgJz5szBrFmzmtUVQuB3v/sd9u/fj927dyMpKclhsRC5GrVCiphgX8QE+zbbpq+tw43iKnOC7ertStworsSN4ipcL6pERU0dCnR6FOj0SL9a3Oz5Eokp4RasUSGkkxIhGhWCO6kQolGafnZSIkCtgIcHp5QStaim4RpqzZPhRERERETU9hyaUHv55Zdx48YN7N+/HwAwffp0TJw4EV988cVdn/PGG2/g0KFD2Lp1KyIiIvD1119j9uzZCAkJwbPPPmtRd82aNbzGE5EDKKSe6N7FG927NB8dI4RAcaUBN4orcb2oyvSz0f0bxVXQ1xqRX6ZHfpkeZ6+3fAyZpwRajRLBGhW6dlIhuD7ZFuyrRJCvEkG+Cvh7K+DJpBu5o4YpnxyhRkRERETULjksoXbu3Dns378fJ0+exJAhQwAAGzduRHx8PM6fP4+ePXu2+Ly0tDRMmjQJQ4cOBWBKwn344Yc4ffq0RULthx9+wDvvvIPvv/8ewcHBjgqDiJqQSCTwU8vhp5ajb2jz0aYNiyTklFQhp6QaOSVVyC2tQk5p/f2SahToqmGoE7heVIXrRVV3PZaHBOjio0CQrxKBPqYkW0OyLdBHiS4+pmvH+XvLOcWUXAsXJSAiIiIiatccllBLS0uDRqMxJ9MA4JFHHoFGo8GJEyfumlBLSEjA3r17MWXKFISEhODw4cO4cOEC1q5da65TWVmJ8ePH4/3334dWq71vW/R6PfR6vflxWVnZA0RGRPfSeJGEvqEt1zHUGZFfVo3c+iRbTkm1KelWUoX8Mj0KdNUo1OlhFDCPdAOar1LaWGcvmfm4DYm2AB85ungrEOCjQJf6cj81k2/UAejrp3wqOOWTiIiIiKg9clhCLS8vD4GBgc3KAwMDkZeXd9fnrVu3Dq+++ipCQ0MhlUrh4eGB//3f/0VCQoK5zhtvvIFHH3202RTQu0lNTcXSpUttD4KIHELm6VG/WqjXXevUGQVul+vrE2rVyNdVm5JtZdWmx2V63CrX43ZFDeqMpmmoxZUG/FpQft/j+6nlCPCWWyTf/L3l8FfL0dlLDn9vOfzUCvh5yeGrknJqOTkfE2pERERERO2azQm1JUuW3Dc59f333wNAi3+ECiHu+cfpunXrcPLkSezduxfh4eE4evQoZs+ejeDgYAwfPhx79+7Ft99+izNnzljd5kWLFuHNN980Py4rK0O3bt2sfj4ROZ+nhwSBvkoE+irRB5q71jMaBYora3CrvAa3yvUo1JkSbYXm+zW4pTM9LqpPvhVV1KCoogYX8u+ffJN6SNBZfSfZ5tcs8SaHX325X305R8DRA9PXj6RWNF80hIiIiIgcr84ocCq7CAW6agT6KDE40o/XdyYLNifUkpOT8dJLL92zTkREBH788Ufk5+c321ZYWIigoKAWn1dVVYU//vGP2L17N0aPHg0A6Nu3L86ePYtVq1Zh+PDh+Pbbb3Hp0qVmK4X+/ve/x+OPP47Dhw83269CoYBCobAyQiLqSDw8JPD3Ni1g0BP3Hs3TOPnWkHhrSMLdrk+ymX7qUVxhQLm+FrVGgUKdqY61vBVSaFQyaFQydPIy3UyP5eYyjUqGTioZNA33veRQyz05Go5MOEKNiIiIqM3s/ykXS7/IQm5ptbksWKPE4jG9MSqW13AnE5sTagEBAQgICLhvvfj4eJSWluLUqVMYPHgwAOC7775DaWkpHn300RafYzAYYDAY4OFhObrD09MTRqMRAJCSkoJp06ZZbO/Tpw/effddjBkzxtZwiMiNWCTftPdPVFQb6lBcWWMe0VZUUYPb5TUorqxPvJXXoKjR9uLKGggBlOtrUa6vxc2Suy+40BKph8SUeGuccKtPtvnWPzYn45ok6eRSjopzKUyoEREREbWJ/T/lYtbWDIgm5Xml1Zi1NQMbJgxkUo0AOPAaajExMRg1ahReffVVfPjhhwBMK3Y+88wzFgsS9OrVC6mpqXjuuefg6+uLxMREzJ8/HyqVCuHh4Thy5Ag++eQTvPPOOwAArVbb4kIEYWFhiIyMdFQ4ROSGlDJPBGtUCNaorKpfZxQorTKgtMqAksoalFQZUFZlQEllQ5mhfnvNnbIqA0orDaipM6LWaFoh9XZFjc1t9ZJ7opNKZkq8mRNy8kYj4GTmUXO+SlM9H6UUvkom49olJtSIiIiInK7OKLD0i6xmyTQAEAAkAJZ+kYWne2s5/ZMcl1ADgE8//RRz5szBiBEjAABjx47F+++/b1Hn/PnzKC29s3rf9u3bsWjRIrzyyisoKipCeHg4li9fjpkzZzqyqURED8zTQ2K6pppaDkBt9fOEEKg2GOsTbHeSbaXmpFtNk4Tcnftl1QYIAVTW1KGypg45jYalW0sp8zAn2fqFdsLqF/vZvA9qZUyoERERETndqewii2meTQkAuaXVOJVdhPju/s5rGLVLDk2o+fn5YevWrfesI4Rl7ler1WLz5s02HafpPoiIOhKJRAKV3BMquSe0GqVNz60zCpRX11ok3UqqGhJylom4kkpTAk5XXYuyKgN0+loAQLXBiGqDHgU6Pbp483qT7YI5ocZFCYiIiIicpUBn3T+nra1Hrs2hCTUiInIsTw+JaVqnl8zm5zYk48qqTYm2sqpaKGWc/tkuvPAxUFUMBES3dUuIiIiI3Eagj3X/3La2Hrk2JtSIiNzUgyTjyMFCB7V1C4iIiIjczuBIPwRrlMgrrW7xOmoSAFqNEoMj/ZzdNGqHOBSBiIiIiIiIiNyep4cEi8f0BmBKnjXW8HjxmN5ckIAAMKFGRERERERERAQAGBUbjA0TBja7trFWo8SGCQMxKja4jVpG7Q2nfBIRERERERER1RsVG4yne2txKrsIBbpqBPqYpnlyZBo1xoQaEREREREREVEjnh4SxHf3b+tmUDvGKZ9EREREREREREQ2YEKNiIiIiIiIiIjIBkyoERERERERERER2YAJNSIiIiIiIiIiIhswoUZERB3e+vXrERkZCaVSiUGDBuHYsWN3rXv8+HE89thj8Pf3h0qlQq9evfDuu+/etf727dshkUiQlJTkiKYTEREREVEHxFU+iYioQ9uxYwfmzZuH9evX47HHHsOHH36I3/72t8jKykJYWFiz+mq1GsnJyejbty/UajWOHz+OGTNmQK1WY/r06RZ1r169ij/84Q94/PHHnRUOERERERF1ABIhhGjrRjhbWVkZNBoNSktL4evr29bNISLq8Nrye3XIkCEYOHAgNmzYYC6LiYlBUlISUlNTrdrH888/D7VajX/84x/msrq6OiQmJuK///u/cezYMZSUlGDPnj133Yder4derzc/LisrQ7du3djXEBG1Ep7DW+LrQUTUumz9XuWUTyIi6rBqamqQnp6OESNGWJSPGDECJ06csGofZ86cwYkTJ5CYmGhRvmzZMnTp0gVTp061aj+pqanQaDTmW7du3awLgoiIiIiIOhwm1IiIqMO6desW6urqEBQUZFEeFBSEvLy8ez43NDQUCoUCcXFxeO211zBt2jTztv/85z/YtGkTNm7caHVbFi1ahNLSUvPt+vXrtgVDREREREQdBq+hRkREHZ5EIrF4LIRoVtbUsWPHUF5ejpMnTyIlJQXR0dEYP348dDodJkyYgI0bNyIgIMDqNigUCigUCrvaT0REREREHYtbJtQaLhtXVlbWxi0hInINDd+nzr4sZ0BAADw9PZuNRisoKGg2aq2pyMhIAECfPn2Qn5+PJUuWYPz48bh06RKuXLmCMWPGmOsajUYAgFQqxfnz59G9e/f7to19DRFR62qrvqa9Yj9DRNS6bO1n3DKhptPpAIDXtyEiamU6nQ4ajcZpx5PL5Rg0aBAOHDiA5557zlx+4MABPPvss1bvRwhhXlCgV69eyMzMtNj+9ttvQ6fTYe3atVb3HexriIgcw9l9TXvFfoaIyDGs7WfcMqEWEhKC69evw8fH575TglrSsHLb9evX3WpFHcbNuN2Fu8b+IHELITpJ8HwAABcrSURBVKDT6RASEuKg1t3dm2++iYkTJyIuLg7x8fH46KOPcO3aNcycOROA6dpmN2/exCeffAIA+OCDDxAWFoZevXoBAI4fP45Vq1bh9ddfBwAolUrExsZaHKNTp04A0Kz8Xh6kr+F70L3iBtw3dsbNuG3Rln1Ne3S3fsaV31+uGpurxgW4bmyMq+OxJjZb+xm3TKh5eHggNDT0gffj6+vrcm8yazBu9+KucQPuG7u9cbfVaIFx48bh9u3bWLZsGXJzcxEbG4t9+/YhPDwcAJCbm4tr166Z6xuNRixatAjZ2dmQSqXo3r07VqxYgRkzZrRqu1qjr+F70P24a+yM2708SNwcmXbH/foZV35/uWpsrhoX4LqxMa6O536x2dLPuGVCjYiIXMvs2bMxe/bsFrdt2bLF4vHrr79uHo1mrab7ICIiIiIi9+bR1g0gIiIiIiIiIiLqSDyXLFmypK0b0RF5enpi6NChkErda5Af42bc7sJdY3fXuNsjd/1duGvcgPvGzrgZN7U+V36dXTU2V40LcN3YGFfH09qxSQTXnSYiIiIiIiIiIrIap3wSERERERERERHZgAk1IiIiIiIiIiIiGzChRkREREREREREZAMm1IiIiIiIiIiIiGzAhJqN1q9fj8jISCiVSgwaNAjHjh1r6yZZLTU1Fb/5zW/g4+ODwMBAJCUl4fz58xZ1hBBYsmQJQkJCoFKpMHToUPz8888WdfR6PV5//XUEBARArVZj7NixuHHjhkWd4uJiTJw4ERqNBhqNBhMnTkRJSYnDY7RGamoqJBIJ5s2bZy5z5bhv3ryJCRMmwN/fH15eXujfvz/S09PN210x9traWrz99tuIjIyESqVCVFQUli1bBqPRaK7jCnEfPXoUY8aMQUhICCQSCfbs2WOx3ZkxXrt2DWPGjIFarUZAQADmzJmDmpoaxwTuBtjXtP/P3/24U1/DfsZ1+xmAfU1HYc/7pLy8HMnJyQgNDYVKpUJMTAw2bNjgpBZbx973/7lz5zB27FhoNBr4+PjgkUcewbVr15zQYus96Gd7xowZkEgkWLNmjQNbaTtb4zIYDFi4cCH69OkDtVqNkJAQ/Nd//RdycnKc2OqW2Xo+duTIEQwaNAhKpRJRUVH4+9//7qSW2saWuHbt2oWnn34aXbp0ga+vL+Lj4/HVV185sbW2sfcc+j//+Q+kUin69+9v2wEFWW379u1CJpOJjRs3iqysLDF37lyhVqvF1atX27ppVhk5cqTYvHmz+Omnn8TZs2fF6NGjRVhYmCgvLzfXWbFihfDx8RE7d+4UmZmZYty4cSI4OFiUlZWZ68ycOVN07dpVHDhwQGRkZIhhw4aJfv36idraWnOdUaNGidjYWHHixAlx4sQJERsbK5555hmnxtuSU6dOiYiICNG3b18xd+5cc7mrxl1UVCTCw8PF5MmTxXfffSeys7PFwYMHxcWLF811XDH2v/zlL8Lf3198+eWXIjs7W/zrX/8S3t7eYs2aNeY6rhD3vn37xFtvvSV27twpAIjdu3dbbHdWjLW1tSI2NlYMGzZMZGRkiAMHDoiQkBCRnJzs+BfBBbGvMWnvn797cae+hv2Ma/czQrCv6SjseZ9MmzZNdO/eXRw6dEhkZ2eLDz/8UHh6eoo9e/Y4qdX3Z09cFy9eFH5+fmL+/PkiIyNDXLp0SXz55ZciPz/fSa22zoN8tnfv3i369esnQkJCxLvvvuvgltrG1rhKSkrE8OHDxY4dO8Qvv/wi0tLSxJAhQ8SgQYOc2OrmbD0fu3z5svDy8hJz584VWVlZYuPGjUImk4nPP//cyS2/N1vjmjt3rli5cqU4deqUuHDhgli0aJGQyWQiIyPDyS2/P3vPoUtKSkRUVJQYMWKE6Nevn03HZELNBoMHDxYzZ860KOvVq5dISUlpoxY9mIKCAgFAHDlyRAghhNFoFFqtVqxYscJcp7q6Wmg0GvH3v/9dCGF6s8lkMrF9+3ZznZs3bwoPDw+xf/9+IYQQWVlZAoA4efKkuU5aWpoAIH755RdnhNYinU4nevToIQ4cOCASExPNf+S4ctwLFy4UCQkJd93uqrGPHj1aTJkyxaLs+eefFxMmTBBCuGbcTf/IcWaM+/btEx4eHuLmzZvmOp999plQKBSitLTUMQG7MPY1He/z15i79TXsZ+5w9X5GCPY17ZW975OHH35YLFu2zKJs4MCB4u2333ZYW21hb1zjxo0zfxbbqwf5bN+4cUN07dpV/PTTTyI8PLxdJdRa6zvr1KlTAkCb/jPR1vOxBQsWiF69elmUzZgxQzzyyCMOa6M9WuM8s3fv3mLp0qWt3bQHZm9s48aNE2+//bZYvHixzQk1Tvm0Uk1NDdLT0zFixAiL8hEjRuDEiRNt1KoHU1paCgDw8/MDAGRnZyMvL88iRoVCgcTERHOM6enpMBgMFnVCQkIQGxtrrpOWlgaNRoMhQ4aY6zzyyCPQaDRt+lq99tprGD16NIYPH25R7spx7927F3FxcXjhhRcQGBiIAQMGYOPGjebtrhp7QkICvvnmG1y4cAEA8MMPP+D48eP43e9+B8B1427MmTGmpaUhNjYWISEh5jojR46EXq+3mPZF98e+puN//tytr2E/4779DMC+pr2w932SkJCAvXv34ubNmxBC4NChQ7hw4QJGjhzpjGbflz1xGY1G/Pvf/8ZDDz2EkSNHIjAwEEOGDGk2Vbmt2fs7MxqNmDhxIubPn4+HH37YGU21SWt9Z5WWlkIikaBTp06OaOZ92XM+lpaW1qz+yJEjcfr0aRgMBoe11RatcZ5pNBqh0+nM53Xthb2xbd68GZcuXcLixYvtOi4Tala6desW6urqEBQUZFEeFBSEvLy8NmqV/YQQePPNN5GQkIDY2FgAMMdxrxjz8vIgl8vRuXPne9YJDAxsdszAwMA2e622b9+OjIwMpKamNtvmynFfvnwZGzZsQI8ePfDVV19h5syZmDNnDj755BMArhv7woULMX78ePTq1QsymQwDBgzAvHnzMH78eACuG3djzowxLy+v2XE6d+4MuVze5q9DR8O+pmN//tyxr2E/4779DMC+pr2w932ybt069O7dG6GhoZDL5Rg1ahTWr1+PhIQERzbXavbEVVBQgPLycqxYsQKjRo3C119/jeeeew7PP/88jhw54ugmW83e39nKlSshlUoxZ84cRzbPbq3xnVVdXY2UlBS8/PLL8PX1be0mWsWe87GWvqOCgoJQW1uLW7duOayttmiN88zVq1ejoqICL774oiOaaDd7Yvv111+RkpKCTz/9FFKp1K7jMqFmI4lEYvFYCNGsrCNITk7Gjz/+iM8++6zZNntibFqnpfpt9Vpdv34dc+fOxdatW6FUKu9az9XiBkz/QRg4cCD++te/YsCAAZgxYwZeffXVZhecdbXYd+zYga1bt2Lbtm3IyMjAxx9/jFWrVuHjjz+2qOdqcbfEWTG299eho2Ff07L2/L5z176G/Qz7GYB9jaMsWbIEEonknrfTp08DsO+1WbduHU6ePIm9e/ciPT0dq1evxuzZs3Hw4EGHxQQ4Nq6GhUGeffZZvPHGG+jfvz9SUlLwzDPPOOUC8Y6MLT09HWvXrsWWLVuc/p539HuxgcFgwEsvvQSj0Yj169e3ehy2svW7raX6LZW3NXvPMz/77DMsWbIEO3bsaDFx2h5YG1tdXR1efvllLF26FA899JDdx7MvDeeGAgIC4Onp2Sy7WVBQ0CwL2t69/vrr2Lt3L44ePYrQ0FBzuVarBWDKrgcHB5vLG8eo1WpRU1OD4uJii/80FhQU4NFHHzXXyc/Pb3bcwsLCNnmt0tPTUVBQgEGDBpnL6urqcPToUbz//vvm1edcLW4ACA4ORu/evS3KYmJisHPnTgCu+zufP38+UlJS8NJLLwEA+vTpg6tXryI1NRWTJk1y2bgbc2aMWq0W3333ncX24uJiGAyGNn8dOhr2NR338+eufQ37GfftZwD2NY6WnJxsfo/dTUREBH788Ueb3ydVVVX44x//iN27d2P06NEAgL59++Ls2bNYtWpVs2nrrcmRcQUEBEAqlbb4vXT8+HH7G20lR8Z27NgxFBQUICwszFxWV1eH//mf/8GaNWtw5cqVB2r7vTgyrgYGgwEvvvgisrOz8e2337bZ6DTAvvMxrVbbYn2pVAp/f3+HtdUWD3KeuWPHDkydOhX/+te/HPr9YC9bY9PpdDh9+jTOnDmD5ORkAKaEvBACUqkUX3/9NZ588sn7H9imK665ucGDB4tZs2ZZlMXExHSYC0UbjUbx2muviZCQEHHhwoUWt2u1WrFy5UpzmV6vb/HCsjt27DDXycnJafHCst999525zsmTJ9vsArplZWUiMzPT4hYXFycmTJggMjMzXTZuIYQYP358s4tFz5s3T8THxwshXPd37ufnJ9avX29R9te//lX06NFDCOGaceMuF4p2RowNF4rOyckx19m+fTsvFG0n9jUd7/MnhPv2Nexn7nD1fkYI9jXtlT3vk9LSUgFA7Nu3z6J8+vTp4umnn3Zoe61l7/s/Pj6+2aIESUlJYvz48Q5rq63sie3WrVvN+pmQkBCxcOHCNl2MpzF7f2c1NTUiKSlJPPzww6KgoMAZTb0vW8/HFixYIGJiYizKZs6c2S4XJbD1PHPbtm1CqVQ2W+W5vbEltrq6umafp1mzZomePXuKzMxMi9Xp74UJNRs0LMO6adMmkZWVJebNmyfUarW4cuVKWzfNKrNmzRIajUYcPnxY5Obmmm+VlZXmOitWrBAajUbs2rVLZGZmivHjx7e49HloaKg4ePCgyMjIEE8++WSLS5/37dtXpKWlibS0NNGnT582W9q+JY1XXhPCdeM+deqUkEqlYvny5eLXX38Vn376qfDy8hJbt24113HF2CdNmiS6du0qvvzyS5GdnS127dolAgICxIIFC8x1XCFunU4nzpw5I86cOSMAiHfeeUecOXPGvCKSs2Ksra0VsbGx4qmnnhIZGRni4MGDIjQ0VCQnJzvldXA17GtM2vvnzxru0Newn3HtfkYI9jUdhTXvk549e4pdu3aZHycmJoqHH35YHDp0SFy+fFls3rxZKJXKZsnitmRPXLt27RIymUx89NFH4tdffxXvvfee8PT0FMeOHXN28+/Jntiaam+rfAphe1wGg0GMHTtWhIaGirNnz1qcO+j1+rYIQQhx//OxlJQUMXHiRHP9y5cvCy8vL/HGG2+IrKwssWnTJiGTycTnn3/eViG0yNa4tm3bJqRSqfjggw8sfjclJSVtFcJd2RpbU/as8smEmo0++OADER4eLuRyuRg4cKA4cuRIWzfJagBavG3evNlcx2g0isWLFwutVisUCoV44oknRGZmpsV+qqqqRHJysvDz8xMqlUo888wz4tq1axZ1bt++LV555RXh4+MjfHx8xCuvvCKKi4udEaZVmv6R48pxf/HFFyI2NlYoFArRq1cv8dFHH1lsd8XYy8rKxNy5c0VYWJhQKpUiKipKvPXWWxadsivEfejQoRY/05MmTXJ6jFevXhWjR48WKpVK+Pn5ieTkZFFdXe3Q+F0Z+5r2//mzhrv0NexnXLefEYJ9TUdhzevX9Ls4NzdXTJ48WYSEhAilUil69uwpVq9eLYxGo5Nbf3f2xCWEEJs2bRLR0dFCqVSKfv36iT179jix1daxN7bG2mNCzda4srOz73rucOjQIecH0Mi9zscmTZokEhMTLeofPnxYDBgwQMjlchERESE2bNjg5BZbx5a4EhMT79kHtDe2/s4asyehJhGi/kp5REREREREREREdF9c5ZOIiIiIiIiIiMgGTKgRERERERERERHZgAk1IiIiIiIiIiIiGzChRkREREREREREZAMm1IiIiIiIiIiIiGzAhBoREREREREREZENmFAjIiIiIiIiIiKyARNqRERERERERERENmBCjYiIiIiIiIgeyJIlS9C/f3/z48mTJyMpKemB9tka+yByFCbUiIiIiIiIiFzU5MmTIZFIIJFIIJPJEBUVhT/84Q+oqKhw6HHXrl2LLVu2WFX3ypUrkEgkOHv2rN37IHI2aVs3gIiIiIiIiIgcZ9SoUdi8eTMMBgOOHTuGadOmoaKiAhs2bLCoZzAYIJPJWuWYGo2mXeyDyFE4Qo2IiIiIiIjIhSkUCmi1WnTr1g0vv/wyXnnlFezZs8c8TfP//u//EBUVBYVCASEESktLMX36dAQGBsLX1xdPPvkkfvjhB4t9rlixAkFBQfDx8cHUqVNRXV1tsb3pdE2j0YiVK1ciOjoaCoUCYWFhWL58OQAgMjISADBgwABIJBIMHTq0xX3o9XrMmTMHgYGBUCqVSEhIwPfff2/efvjwYUgkEnzzzTeIi4uDl5cXHn30UZw/f75VX08igAk1IiIiIiIiIreiUqlgMBgAABcvXsQ///lP7Ny50zzlcvTo0cjLy8O+ffuQnp6OgQMH4qmnnkJRUREA4J///CcWL16M5cuX4/Tp0wgODsb69evvecxFixZh5cqV+NOf/oSsrCxs27YNQUFBAIBTp04BAA4ePIjc3Fzs2rWrxX0sWLAAO3fuxMcff4yMjAxER0dj5MiR5nY1eOutt7B69WqcPn0aUqkUU6ZMsf/FIroLTvkkIiIiIiIichOnTp3Ctm3b8NRTTwEAampq8I9//ANdunQBAHz77bfIzMxEQUEBFAoFAGDVqlXYs2cPPv/8c0yfPh1r1qzBlClTMG3aNADAX/7yFxw8eLDZKLUGOp0Oa9euxfvvv49JkyYBALp3746EhAQAMB/b398fWq22xX00TFHdsmULfvvb3wIANm7ciAMHDmDTpk2YP3++ue7y5cuRmJgIAEhJScHo0aNRXV0NpVJp/wtH1ARHqBERERERERG5sC+//BLe3t5QKpWIj4/HE088gffeew8AEB4ebk5oAUB6ejrKy8vh7+8Pb29v8y07OxuXLl0CAJw7dw7x8fEWx2j6uLFz585Br9ebk3j2uHTpEgwGAx577DFzmUwmw+DBg3Hu3DmLun379jXfDw4OBgAUFBTYfWyilnCEGhEREREREZELGzZsGDZs2ACZTIaQkBCLhQfUarVFXaPRiODgYBw+fLjZfjp16mTX8VUqlV3Pa0wIAQCQSCTNypuWNY6vYZvRaHzgNhA1xhFqRERERERERC5MrVYjOjoa4eHh913Fc+DAgcjLy4NUKkV0dLTFLSAgAAAQExODkydPWjyv6ePGevToAZVKhW+++abF7XK5HABQV1d3131ER0dDLpfj+PHj5jKDwYDTp08jJibmnjEROQJHqBERERERERERAGD48OGIj49HUlISVq5ciZ49eyInJwf79u1DUlIS4uLiMHfuXEyaNAlxcXFISEjAp59+ip9//hlRUVEt7lOpVGLhwoVYsGAB5HI5HnvsMRQWFuLnn3/G1KlTERgYCJVKhf379yM0NBRKpRIajcZiH2q1GrNmzcL8+fPh5+eHsLAw/O1vf0NlZSWmTp3qjJeGyAITakREREREREQEwDRFct++fXjrrbcwZcoUFBYWQqvV4oknnjCvyjlu3DhcunQJCxcuRHV1NX7/+99j1qxZ+Oqrr+663z/96U+QSqX485//jJycHAQHB2PmzJkAAKlUinXr1mHZsmX485//jMcff7zFKacrVqyA0WjExIkTodPpEBcXh6+++gqdO3d2yGtBdC8S0TARmYiIiIiIiIiIiO6L11AjIiIiIiIiIiKyARNqRERERERERERENmBCjYiIiIiIiIiIyAZMqBEREREREREREdmACTUiIiIiIiIiIiIbMKFGRERERERERERkAybUiIiIiIiIiIiIbMCEGhERERERERERkQ2YUCMiIiIiIiIiIrIBE2pEREREREREREQ2YEKNiIiIiIiIiIjIBv8PapnXgIpznyoAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 128, lr: 0.05\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1842, val_loss: 0.1845, r_value: 0.0583\n",
"Epoch 500, train_loss: 0.1472, val_loss: 0.1486, r_value: 0.4409\n",
"Epoch 1000, train_loss: 0.1458, val_loss: 0.1472, r_value: 0.4490\n",
"Epoch 1500, train_loss: 0.1451, val_loss: 0.1465, r_value: 0.4534\n",
"Epoch 2000, train_loss: 0.1445, val_loss: 0.1459, r_value: 0.4567\n",
"Epoch 2500, train_loss: 0.1441, val_loss: 0.1455, r_value: 0.4592\n",
"Epoch 3000, train_loss: 0.1437, val_loss: 0.1451, r_value: 0.4614\n",
"Epoch 3500, train_loss: 0.1433, val_loss: 0.1448, r_value: 0.4634\n",
"Epoch 4000, train_loss: 0.1430, val_loss: 0.1444, r_value: 0.4654\n",
"Epoch 4500, train_loss: 0.1427, val_loss: 0.1441, r_value: 0.4676\n",
"Epoch 5000, train_loss: 0.1423, val_loss: 0.1437, r_value: 0.4696\n",
"Epoch 5500, train_loss: 0.1420, val_loss: 0.1434, r_value: 0.4716\n",
"Epoch 6000, train_loss: 0.1416, val_loss: 0.1430, r_value: 0.4737\n",
"Epoch 6500, train_loss: 0.1413, val_loss: 0.1427, r_value: 0.4757\n",
"Epoch 7000, train_loss: 0.1409, val_loss: 0.1423, r_value: 0.4776\n",
"Epoch 7500, train_loss: 0.1406, val_loss: 0.1420, r_value: 0.4796\n",
"Epoch 8000, train_loss: 0.1402, val_loss: 0.1417, r_value: 0.4815\n",
"Epoch 8500, train_loss: 0.1399, val_loss: 0.1413, r_value: 0.4833\n",
"Epoch 9000, train_loss: 0.1396, val_loss: 0.1410, r_value: 0.4850\n",
"Epoch 9500, train_loss: 0.1393, val_loss: 0.1407, r_value: 0.4866\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 256, lr: 0.75\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1870, val_loss: 0.2367, r_value: 0.0894\n",
"Epoch 500, train_loss: 0.1555, val_loss: 0.1558, r_value: 0.4674\n",
"Epoch 1000, train_loss: 0.1504, val_loss: 0.1517, r_value: 0.4843\n",
"Epoch 1500, train_loss: 0.1471, val_loss: 0.1489, r_value: 0.4943\n",
"Epoch 2000, train_loss: 0.1444, val_loss: 0.1456, r_value: 0.5017\n",
"Epoch 2500, train_loss: 0.1436, val_loss: 0.1441, r_value: 0.5048\n",
"Epoch 3000, train_loss: 0.1441, val_loss: 0.1448, r_value: 0.5066\n",
"Epoch 3500, train_loss: 0.1403, val_loss: 0.1427, r_value: 0.5131\n",
"Epoch 4000, train_loss: 0.1394, val_loss: 0.1422, r_value: 0.5156\n",
"Epoch 4500, train_loss: 0.1385, val_loss: 0.1416, r_value: 0.5178\n",
"Epoch 5000, train_loss: 0.1377, val_loss: 0.1411, r_value: 0.5197\n",
"Epoch 5500, train_loss: 0.1371, val_loss: 0.1407, r_value: 0.5214\n",
"Epoch 6000, train_loss: 0.1365, val_loss: 0.1404, r_value: 0.5229\n",
"Epoch 6500, train_loss: 0.1361, val_loss: 0.1402, r_value: 0.5241\n",
"Epoch 7000, train_loss: 0.1356, val_loss: 0.1400, r_value: 0.5252\n",
"Epoch 7500, train_loss: 0.1352, val_loss: 0.1399, r_value: 0.5262\n",
"Epoch 8000, train_loss: 0.1348, val_loss: 0.1399, r_value: 0.5270\n",
"Epoch 8500, train_loss: 0.1345, val_loss: 0.1399, r_value: 0.5277\n",
"Epoch 9000, train_loss: 0.1342, val_loss: 0.1400, r_value: 0.5284\n",
"Epoch 9500, train_loss: 0.1338, val_loss: 0.1401, r_value: 0.5289\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 256, lr: 0.5\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1936, val_loss: 0.3296, r_value: 0.2721\n",
"Epoch 500, train_loss: 0.1466, val_loss: 0.1482, r_value: 0.4627\n",
"Epoch 1000, train_loss: 0.1427, val_loss: 0.1440, r_value: 0.4830\n",
"Epoch 1500, train_loss: 0.1407, val_loss: 0.1422, r_value: 0.4936\n",
"Epoch 2000, train_loss: 0.1393, val_loss: 0.1410, r_value: 0.5011\n",
"Epoch 2500, train_loss: 0.1380, val_loss: 0.1399, r_value: 0.5062\n",
"Epoch 3000, train_loss: 0.1369, val_loss: 0.1392, r_value: 0.5100\n",
"Epoch 3500, train_loss: 0.1348, val_loss: 0.1377, r_value: 0.5107\n",
"Epoch 4000, train_loss: 0.1340, val_loss: 0.1358, r_value: 0.5176\n",
"Epoch 4500, train_loss: 0.1344, val_loss: 0.1375, r_value: 0.5164\n",
"Epoch 5000, train_loss: 0.1360, val_loss: 0.1410, r_value: 0.5194\n",
"Epoch 5500, train_loss: 0.1333, val_loss: 0.1354, r_value: 0.5185\n",
"Epoch 6000, train_loss: 0.1341, val_loss: 0.1375, r_value: 0.5242\n",
"Epoch 6500, train_loss: 0.1342, val_loss: 0.1379, r_value: 0.5253\n",
"Epoch 7000, train_loss: 0.1312, val_loss: 0.1348, r_value: 0.5262\n",
"Epoch 7500, train_loss: 0.1301, val_loss: 0.1340, r_value: 0.5241\n",
"Epoch 8000, train_loss: 0.1322, val_loss: 0.1366, r_value: 0.5278\n",
"Epoch 8500, train_loss: 0.1335, val_loss: 0.1368, r_value: 0.5280\n",
"Epoch 9000, train_loss: 0.1322, val_loss: 0.1373, r_value: 0.5289\n",
"Epoch 9500, train_loss: 0.1326, val_loss: 0.1379, r_value: 0.5293\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 256, lr: 0.1\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1813, val_loss: 0.1823, r_value: 0.1569\n",
"Epoch 500, train_loss: 0.1457, val_loss: 0.1469, r_value: 0.4549\n",
"Epoch 1000, train_loss: 0.1439, val_loss: 0.1452, r_value: 0.4630\n",
"Epoch 1500, train_loss: 0.1429, val_loss: 0.1442, r_value: 0.4684\n",
"Epoch 2000, train_loss: 0.1421, val_loss: 0.1434, r_value: 0.4733\n",
"Epoch 2500, train_loss: 0.1412, val_loss: 0.1425, r_value: 0.4780\n",
"Epoch 3000, train_loss: 0.1405, val_loss: 0.1419, r_value: 0.4824\n",
"Epoch 3500, train_loss: 0.1399, val_loss: 0.1413, r_value: 0.4863\n",
"Epoch 4000, train_loss: 0.1393, val_loss: 0.1407, r_value: 0.4898\n",
"Epoch 4500, train_loss: 0.1386, val_loss: 0.1401, r_value: 0.4931\n",
"Epoch 5000, train_loss: 0.1381, val_loss: 0.1396, r_value: 0.4960\n",
"Epoch 5500, train_loss: 0.1376, val_loss: 0.1391, r_value: 0.4986\n",
"Epoch 6000, train_loss: 0.1371, val_loss: 0.1387, r_value: 0.5009\n",
"Epoch 6500, train_loss: 0.1366, val_loss: 0.1383, r_value: 0.5031\n",
"Epoch 7000, train_loss: 0.1361, val_loss: 0.1379, r_value: 0.5051\n",
"Epoch 7500, train_loss: 0.1357, val_loss: 0.1376, r_value: 0.5068\n",
"Epoch 8000, train_loss: 0.1354, val_loss: 0.1373, r_value: 0.5083\n",
"Epoch 8500, train_loss: 0.1350, val_loss: 0.1370, r_value: 0.5097\n",
"Epoch 9000, train_loss: 0.1347, val_loss: 0.1367, r_value: 0.5109\n",
"Epoch 9500, train_loss: 0.1344, val_loss: 0.1365, r_value: 0.5120\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 256, lr: 0.01\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1809, val_loss: 0.1824, r_value: 0.2568\n",
"Epoch 500, train_loss: 0.1574, val_loss: 0.1590, r_value: 0.4312\n",
"Epoch 1000, train_loss: 0.1492, val_loss: 0.1507, r_value: 0.4361\n",
"Epoch 1500, train_loss: 0.1473, val_loss: 0.1487, r_value: 0.4412\n",
"Epoch 2000, train_loss: 0.1465, val_loss: 0.1480, r_value: 0.4450\n",
"Epoch 2500, train_loss: 0.1460, val_loss: 0.1475, r_value: 0.4476\n",
"Epoch 3000, train_loss: 0.1457, val_loss: 0.1471, r_value: 0.4498\n",
"Epoch 3500, train_loss: 0.1454, val_loss: 0.1468, r_value: 0.4518\n",
"Epoch 4000, train_loss: 0.1451, val_loss: 0.1465, r_value: 0.4536\n",
"Epoch 4500, train_loss: 0.1448, val_loss: 0.1462, r_value: 0.4551\n",
"Epoch 5000, train_loss: 0.1446, val_loss: 0.1460, r_value: 0.4564\n",
"Epoch 5500, train_loss: 0.1444, val_loss: 0.1458, r_value: 0.4576\n",
"Epoch 6000, train_loss: 0.1442, val_loss: 0.1456, r_value: 0.4587\n",
"Epoch 6500, train_loss: 0.1440, val_loss: 0.1454, r_value: 0.4598\n",
"Epoch 7000, train_loss: 0.1439, val_loss: 0.1453, r_value: 0.4607\n",
"Epoch 7500, train_loss: 0.1437, val_loss: 0.1451, r_value: 0.4616\n",
"Epoch 8000, train_loss: 0.1436, val_loss: 0.1450, r_value: 0.4624\n",
"Epoch 8500, train_loss: 0.1434, val_loss: 0.1448, r_value: 0.4631\n",
"Epoch 9000, train_loss: 0.1433, val_loss: 0.1447, r_value: 0.4638\n",
"Epoch 9500, train_loss: 0.1432, val_loss: 0.1446, r_value: 0.4645\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 256, lr: 0.05\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1823, val_loss: 0.1836, r_value: 0.1037\n",
"Epoch 500, train_loss: 0.1465, val_loss: 0.1480, r_value: 0.4446\n",
"Epoch 1000, train_loss: 0.1450, val_loss: 0.1465, r_value: 0.4536\n",
"Epoch 1500, train_loss: 0.1441, val_loss: 0.1456, r_value: 0.4588\n",
"Epoch 2000, train_loss: 0.1435, val_loss: 0.1449, r_value: 0.4626\n",
"Epoch 2500, train_loss: 0.1429, val_loss: 0.1444, r_value: 0.4659\n",
"Epoch 3000, train_loss: 0.1424, val_loss: 0.1439, r_value: 0.4689\n",
"Epoch 3500, train_loss: 0.1419, val_loss: 0.1434, r_value: 0.4717\n",
"Epoch 4000, train_loss: 0.1414, val_loss: 0.1429, r_value: 0.4743\n",
"Epoch 4500, train_loss: 0.1410, val_loss: 0.1425, r_value: 0.4768\n",
"Epoch 5000, train_loss: 0.1406, val_loss: 0.1421, r_value: 0.4791\n",
"Epoch 5500, train_loss: 0.1402, val_loss: 0.1417, r_value: 0.4814\n",
"Epoch 6000, train_loss: 0.1398, val_loss: 0.1413, r_value: 0.4834\n",
"Epoch 6500, train_loss: 0.1394, val_loss: 0.1410, r_value: 0.4854\n",
"Epoch 7000, train_loss: 0.1390, val_loss: 0.1406, r_value: 0.4873\n",
"Epoch 7500, train_loss: 0.1387, val_loss: 0.1403, r_value: 0.4889\n",
"Epoch 8000, train_loss: 0.1384, val_loss: 0.1400, r_value: 0.4905\n",
"Epoch 8500, train_loss: 0.1381, val_loss: 0.1398, r_value: 0.4921\n",
"Epoch 9000, train_loss: 0.1381, val_loss: 0.1400, r_value: 0.4935\n",
"Epoch 9500, train_loss: 0.1379, val_loss: 0.1399, r_value: 0.4949\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 512, lr: 0.75\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1908, val_loss: 0.6607, r_value: 0.0161\n",
"Epoch 500, train_loss: 0.1560, val_loss: 0.1566, r_value: 0.4662\n",
"Epoch 1000, train_loss: 0.1496, val_loss: 0.1512, r_value: 0.4841\n",
"Epoch 1500, train_loss: 0.1467, val_loss: 0.1486, r_value: 0.4953\n",
"Epoch 2000, train_loss: 0.1444, val_loss: 0.1468, r_value: 0.4998\n",
"Epoch 2500, train_loss: 0.1431, val_loss: 0.1453, r_value: 0.5035\n",
"Epoch 3000, train_loss: 0.1420, val_loss: 0.1442, r_value: 0.5070\n",
"Epoch 3500, train_loss: 0.1410, val_loss: 0.1433, r_value: 0.5102\n",
"Epoch 4000, train_loss: 0.1402, val_loss: 0.1427, r_value: 0.5128\n",
"Epoch 4500, train_loss: 0.1395, val_loss: 0.1422, r_value: 0.5151\n",
"Epoch 5000, train_loss: 0.1389, val_loss: 0.1419, r_value: 0.5172\n",
"Epoch 5500, train_loss: 0.1383, val_loss: 0.1416, r_value: 0.5189\n",
"Epoch 6000, train_loss: 0.1378, val_loss: 0.1415, r_value: 0.5204\n",
"Epoch 6500, train_loss: 0.1373, val_loss: 0.1413, r_value: 0.5220\n",
"Epoch 7000, train_loss: 0.1368, val_loss: 0.1412, r_value: 0.5232\n",
"Epoch 7500, train_loss: 0.1364, val_loss: 0.1412, r_value: 0.5244\n",
"Epoch 8000, train_loss: 0.1360, val_loss: 0.1412, r_value: 0.5253\n",
"Epoch 8500, train_loss: 0.1357, val_loss: 0.1413, r_value: 0.5261\n",
"Epoch 9000, train_loss: 0.1353, val_loss: 0.1413, r_value: 0.5269\n",
"Epoch 9500, train_loss: 0.1348, val_loss: 0.1413, r_value: 0.5277\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 512, lr: 0.5\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1871, val_loss: 0.3020, r_value: 0.2117\n",
"Epoch 500, train_loss: 0.1485, val_loss: 0.1495, r_value: 0.4665\n",
"Epoch 1000, train_loss: 0.1436, val_loss: 0.1453, r_value: 0.4839\n",
"Epoch 1500, train_loss: 0.1409, val_loss: 0.1429, r_value: 0.4947\n",
"Epoch 2000, train_loss: 0.1392, val_loss: 0.1414, r_value: 0.5034\n",
"Epoch 2500, train_loss: 0.1379, val_loss: 0.1402, r_value: 0.5100\n",
"Epoch 3000, train_loss: 0.1368, val_loss: 0.1394, r_value: 0.5144\n",
"Epoch 3500, train_loss: 0.1359, val_loss: 0.1387, r_value: 0.5176\n",
"Epoch 4000, train_loss: 0.1353, val_loss: 0.1384, r_value: 0.5199\n",
"Epoch 4500, train_loss: 0.1343, val_loss: 0.1377, r_value: 0.5220\n",
"Epoch 5000, train_loss: 0.1340, val_loss: 0.1377, r_value: 0.5236\n",
"Epoch 5500, train_loss: 0.1338, val_loss: 0.1382, r_value: 0.5249\n",
"Epoch 6000, train_loss: 0.1330, val_loss: 0.1375, r_value: 0.5262\n",
"Epoch 6500, train_loss: 0.1318, val_loss: 0.1363, r_value: 0.5274\n",
"Epoch 7000, train_loss: 0.1324, val_loss: 0.1377, r_value: 0.5281\n",
"Epoch 7500, train_loss: 0.1291, val_loss: 0.1341, r_value: 0.5288\n",
"Epoch 8000, train_loss: 0.1319, val_loss: 0.1378, r_value: 0.5297\n",
"Epoch 8500, train_loss: 0.1315, val_loss: 0.1377, r_value: 0.5305\n",
"Epoch 9000, train_loss: 0.1300, val_loss: 0.1362, r_value: 0.5311\n",
"Epoch 9500, train_loss: 0.1315, val_loss: 0.1383, r_value: 0.5313\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 512, lr: 0.1\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1875, val_loss: 0.1850, r_value: 0.2663\n",
"Epoch 500, train_loss: 0.1452, val_loss: 0.1465, r_value: 0.4566\n",
"Epoch 1000, train_loss: 0.1435, val_loss: 0.1448, r_value: 0.4658\n",
"Epoch 1500, train_loss: 0.1424, val_loss: 0.1436, r_value: 0.4730\n",
"Epoch 2000, train_loss: 0.1414, val_loss: 0.1427, r_value: 0.4791\n",
"Epoch 2500, train_loss: 0.1405, val_loss: 0.1418, r_value: 0.4842\n",
"Epoch 3000, train_loss: 0.1397, val_loss: 0.1411, r_value: 0.4886\n",
"Epoch 3500, train_loss: 0.1390, val_loss: 0.1405, r_value: 0.4925\n",
"Epoch 4000, train_loss: 0.1383, val_loss: 0.1399, r_value: 0.4960\n",
"Epoch 4500, train_loss: 0.1377, val_loss: 0.1393, r_value: 0.4992\n",
"Epoch 5000, train_loss: 0.1371, val_loss: 0.1388, r_value: 0.5020\n",
"Epoch 5500, train_loss: 0.1365, val_loss: 0.1383, r_value: 0.5046\n",
"Epoch 6000, train_loss: 0.1359, val_loss: 0.1379, r_value: 0.5068\n",
"Epoch 6500, train_loss: 0.1355, val_loss: 0.1374, r_value: 0.5088\n",
"Epoch 7000, train_loss: 0.1350, val_loss: 0.1371, r_value: 0.5106\n",
"Epoch 7500, train_loss: 0.1346, val_loss: 0.1368, r_value: 0.5121\n",
"Epoch 8000, train_loss: 0.1342, val_loss: 0.1365, r_value: 0.5134\n",
"Epoch 8500, train_loss: 0.1339, val_loss: 0.1362, r_value: 0.5145\n",
"Epoch 9000, train_loss: 0.1336, val_loss: 0.1360, r_value: 0.5155\n",
"Epoch 9500, train_loss: 0.1333, val_loss: 0.1358, r_value: 0.5164\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 512, lr: 0.01\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1902, val_loss: 0.1894, r_value: 0.0326\n",
"Epoch 500, train_loss: 0.1530, val_loss: 0.1546, r_value: 0.4256\n",
"Epoch 1000, train_loss: 0.1480, val_loss: 0.1496, r_value: 0.4372\n",
"Epoch 1500, train_loss: 0.1466, val_loss: 0.1481, r_value: 0.4441\n",
"Epoch 2000, train_loss: 0.1458, val_loss: 0.1473, r_value: 0.4485\n",
"Epoch 2500, train_loss: 0.1453, val_loss: 0.1468, r_value: 0.4517\n",
"Epoch 3000, train_loss: 0.1449, val_loss: 0.1464, r_value: 0.4541\n",
"Epoch 3500, train_loss: 0.1446, val_loss: 0.1461, r_value: 0.4559\n",
"Epoch 4000, train_loss: 0.1443, val_loss: 0.1458, r_value: 0.4574\n",
"Epoch 4500, train_loss: 0.1441, val_loss: 0.1456, r_value: 0.4587\n",
"Epoch 5000, train_loss: 0.1439, val_loss: 0.1454, r_value: 0.4598\n",
"Epoch 5500, train_loss: 0.1438, val_loss: 0.1453, r_value: 0.4607\n",
"Epoch 6000, train_loss: 0.1436, val_loss: 0.1451, r_value: 0.4616\n",
"Epoch 6500, train_loss: 0.1435, val_loss: 0.1450, r_value: 0.4625\n",
"Epoch 7000, train_loss: 0.1433, val_loss: 0.1448, r_value: 0.4632\n",
"Epoch 7500, train_loss: 0.1432, val_loss: 0.1447, r_value: 0.4640\n",
"Epoch 8000, train_loss: 0.1431, val_loss: 0.1446, r_value: 0.4647\n",
"Epoch 8500, train_loss: 0.1430, val_loss: 0.1445, r_value: 0.4654\n",
"Epoch 9000, train_loss: 0.1429, val_loss: 0.1443, r_value: 0.4661\n",
"Epoch 9500, train_loss: 0.1427, val_loss: 0.1442, r_value: 0.4668\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 512, lr: 0.05\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1858, val_loss: 0.1832, r_value: 0.1049\n",
"Epoch 500, train_loss: 0.1454, val_loss: 0.1469, r_value: 0.4513\n",
"Epoch 1000, train_loss: 0.1441, val_loss: 0.1456, r_value: 0.4589\n",
"Epoch 1500, train_loss: 0.1434, val_loss: 0.1449, r_value: 0.4627\n",
"Epoch 2000, train_loss: 0.1429, val_loss: 0.1444, r_value: 0.4658\n",
"Epoch 2500, train_loss: 0.1430, val_loss: 0.1447, r_value: 0.4687\n",
"Epoch 3000, train_loss: 0.1425, val_loss: 0.1442, r_value: 0.4715\n",
"Epoch 3500, train_loss: 0.1420, val_loss: 0.1437, r_value: 0.4741\n",
"Epoch 4000, train_loss: 0.1416, val_loss: 0.1433, r_value: 0.4766\n",
"Epoch 4500, train_loss: 0.1412, val_loss: 0.1429, r_value: 0.4791\n",
"Epoch 5000, train_loss: 0.1407, val_loss: 0.1425, r_value: 0.4815\n",
"Epoch 5500, train_loss: 0.1403, val_loss: 0.1421, r_value: 0.4838\n",
"Epoch 6000, train_loss: 0.1399, val_loss: 0.1418, r_value: 0.4859\n",
"Epoch 6500, train_loss: 0.1395, val_loss: 0.1414, r_value: 0.4880\n",
"Epoch 7000, train_loss: 0.1392, val_loss: 0.1411, r_value: 0.4899\n",
"Epoch 7500, train_loss: 0.1388, val_loss: 0.1408, r_value: 0.4917\n",
"Epoch 8000, train_loss: 0.1385, val_loss: 0.1405, r_value: 0.4934\n",
"Epoch 8500, train_loss: 0.1381, val_loss: 0.1402, r_value: 0.4950\n",
"Epoch 9000, train_loss: 0.1378, val_loss: 0.1399, r_value: 0.4965\n",
"Epoch 9500, train_loss: 0.1375, val_loss: 0.1397, r_value: 0.4980\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# model.train()\n",
"epoch = 10000\n",
"hid_dim_range = [128,256,512]\n",
"lr_range = [0.75,0.5,0.1,0.01,0.05]\n",
"\n",
"for hid_dim in hid_dim_range:\n",
" for lr in lr_range:\n",
" print('\\nhid_dim: {}, lr: {}'.format(hid_dim, lr))\n",
" if 'model' in globals():\n",
" print('Deleting previous model')\n",
" del model, criterion, optimizer\n",
" model = Feedforward(data.shape[1], hid_dim).to(device)\n",
" criterion = torch.nn.MSELoss()\n",
" optimizer = torch.optim.SGD(model.parameters(), lr = lr)\n",
"\n",
" all_loss_train=[]\n",
" all_loss_val=[]\n",
" all_r_train=[]\n",
" all_r_val=[]\n",
" \n",
" for epoch in range(epoch):\n",
" model.train()\n",
" optimizer.zero_grad()\n",
" # Forward pass\n",
" y_pred = model(X_train.to(device))\n",
" # Compute Loss\n",
" loss = criterion(y_pred.squeeze(), y_train.to(device))\n",
"\n",
" # Backward pass\n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
" all_loss_train.append(loss.item())\n",
" y_pred = y_pred.cpu().detach().numpy().squeeze()\n",
" _, _, r_value_train, _, _ = scipy.stats.linregress(y_pred, y_train)\n",
" all_r_train.append(r_value_train)\n",
"\n",
" model.eval()\n",
" with torch.no_grad():\n",
" y_pred = model(X_test.to(device))\n",
" # Compute Loss\n",
" loss = criterion(y_pred.squeeze(), y_test.to(device))\n",
" all_loss_val.append(loss.item())\n",
" \n",
" y_pred = y_pred.cpu().detach().numpy().squeeze()\n",
" slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_pred, y_test)\n",
" all_r_val.append(r_value)\n",
" # r_value2 = pearsonr(y_pred, y_test)[0]\n",
" \n",
" if epoch%500==0:\n",
" print('Epoch {}, train_loss: {:.4f}, val_loss: {:.4f}, r_value: {:.4f}'.format(epoch,all_loss_train[-1],all_loss_val[-1],r_value))\n",
" \n",
" fig,ax=plt.subplots(1,3,figsize=(15,5))\n",
" ax[0].plot(np.log10(all_loss_train))\n",
" ax[0].plot(np.log10(all_loss_val))\n",
" ax[0].set_title('Loss')\n",
" \n",
" ax[1].plot(all_r_train)\n",
" ax[1].plot(all_r_val)\n",
" ax[1].set_title('Pearson Corr')\n",
"\n",
" ax[2].scatter(y_pred, y_test.cpu())\n",
" ax[2].set_xlabel('Prediction')\n",
" ax[2].set_ylabel('True')\n",
" ax[2].set_title('slope: {:.4f}, r_value: {:.4f}'.format(slope, r_value))\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "e87883a3-01fa-449b-a60d-d06e0ba62a5e",
"metadata": {},
"outputs": [],
"source": [
"# Try deeper FF\n",
"class Feedforward(torch.nn.Module):\n",
" def __init__(self, input_size, hidden_size):\n",
" super(Feedforward, self).__init__()\n",
" self.input_size = input_size\n",
" self.hidden_size = hidden_size\n",
" self.fc1 = torch.nn.Linear(self.input_size, self.hidden_size)\n",
" self.fc2 = torch.nn.Linear(self.hidden_size, self.hidden_size)\n",
" self.fc3 = torch.nn.Linear(self.hidden_size, self.hidden_size)\n",
" self.fc4 = torch.nn.Linear(self.hidden_size, self.hidden_size)\n",
" self.relu = torch.nn.ReLU()\n",
" self.fc5 = torch.nn.Linear(self.hidden_size, 1)\n",
" self.sigmoid = torch.nn.Sigmoid()\n",
" self.tanh = torch.nn.Tanh()\n",
" def forward(self, x):\n",
" hidden = self.relu(self.fc1(x))\n",
" hidden = self.relu(self.fc2(hidden))\n",
" hidden = self.relu(self.fc3(hidden))\n",
" hidden = self.relu(self.fc4(hidden))\n",
" output = self.tanh(self.fc5(hidden))\n",
"\n",
" return output"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "c62f928f-5098-4850-8305-ef7f8c4a7df1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 128, lr: 0.75\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1823, val_loss: 0.1838, r_value: 0.1924\n",
"Epoch 500, train_loss: 0.1588, val_loss: 0.1564, r_value: 0.4524\n",
"Epoch 1000, train_loss: 0.1560, val_loss: 0.1555, r_value: 0.4598\n",
"Epoch 1500, train_loss: 0.1536, val_loss: 0.1543, r_value: 0.4662\n",
"Epoch 2000, train_loss: 0.1520, val_loss: 0.1534, r_value: 0.4733\n",
"Epoch 2500, train_loss: 0.1498, val_loss: 0.1517, r_value: 0.4793\n",
"Epoch 3000, train_loss: 0.1482, val_loss: 0.1502, r_value: 0.4841\n",
"Epoch 3500, train_loss: 0.1476, val_loss: 0.1488, r_value: 0.4887\n",
"Epoch 4000, train_loss: 0.1470, val_loss: 0.1470, r_value: 0.4950\n",
"Epoch 4500, train_loss: 0.1510, val_loss: 0.1525, r_value: 0.4764\n",
"Epoch 5000, train_loss: 0.1450, val_loss: 0.1477, r_value: 0.4957\n",
"Epoch 5500, train_loss: 0.1444, val_loss: 0.1428, r_value: 0.5038\n",
"Epoch 6000, train_loss: 0.1442, val_loss: 0.1469, r_value: 0.5053\n",
"Epoch 6500, train_loss: 0.1384, val_loss: 0.1416, r_value: 0.5059\n",
"Epoch 7000, train_loss: 0.1424, val_loss: 0.1456, r_value: 0.5063\n",
"Epoch 7500, train_loss: 0.1357, val_loss: 0.1392, r_value: 0.5046\n",
"Epoch 8000, train_loss: 0.1445, val_loss: 0.1436, r_value: 0.4978\n",
"Epoch 8500, train_loss: 0.1462, val_loss: 0.1375, r_value: 0.5068\n",
"Epoch 9000, train_loss: 0.1364, val_loss: 0.1365, r_value: 0.5146\n",
"Epoch 9500, train_loss: 0.1341, val_loss: 0.1361, r_value: 0.5157\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 128, lr: 0.5\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1824, val_loss: 0.1840, r_value: 0.2352\n",
"Epoch 500, train_loss: 0.1489, val_loss: 0.1511, r_value: 0.4465\n",
"Epoch 1000, train_loss: 0.1466, val_loss: 0.1482, r_value: 0.4627\n",
"Epoch 1500, train_loss: 0.1450, val_loss: 0.1463, r_value: 0.4735\n",
"Epoch 2000, train_loss: 0.1434, val_loss: 0.1446, r_value: 0.4804\n",
"Epoch 2500, train_loss: 0.1425, val_loss: 0.1436, r_value: 0.4854\n",
"Epoch 3000, train_loss: 0.1425, val_loss: 0.1429, r_value: 0.4906\n",
"Epoch 3500, train_loss: 0.1412, val_loss: 0.1422, r_value: 0.4945\n",
"Epoch 4000, train_loss: 0.1405, val_loss: 0.1433, r_value: 0.5006\n",
"Epoch 4500, train_loss: 0.1381, val_loss: 0.1422, r_value: 0.5001\n",
"Epoch 5000, train_loss: 0.1386, val_loss: 0.1399, r_value: 0.5054\n",
"Epoch 5500, train_loss: 0.1363, val_loss: 0.1379, r_value: 0.5029\n",
"Epoch 6000, train_loss: 0.1365, val_loss: 0.1391, r_value: 0.5123\n",
"Epoch 6500, train_loss: 0.1362, val_loss: 0.1385, r_value: 0.5140\n",
"Epoch 7000, train_loss: 0.1363, val_loss: 0.1396, r_value: 0.5150\n",
"Epoch 7500, train_loss: 0.1384, val_loss: 0.1431, r_value: 0.4806\n",
"Epoch 8000, train_loss: 0.1330, val_loss: 0.1358, r_value: 0.5150\n",
"Epoch 8500, train_loss: 0.1386, val_loss: 0.1397, r_value: 0.5157\n",
"Epoch 9000, train_loss: 0.1329, val_loss: 0.1355, r_value: 0.5169\n",
"Epoch 9500, train_loss: 0.1343, val_loss: 0.1383, r_value: 0.5205\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 128, lr: 0.1\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1972, val_loss: 0.1922, r_value: -0.0228\n",
"Epoch 500, train_loss: 0.1475, val_loss: 0.1487, r_value: 0.4403\n",
"Epoch 1000, train_loss: 0.1456, val_loss: 0.1468, r_value: 0.4565\n",
"Epoch 1500, train_loss: 0.1445, val_loss: 0.1457, r_value: 0.4629\n",
"Epoch 2000, train_loss: 0.1436, val_loss: 0.1448, r_value: 0.4672\n",
"Epoch 2500, train_loss: 0.1430, val_loss: 0.1442, r_value: 0.4711\n",
"Epoch 3000, train_loss: 0.1424, val_loss: 0.1436, r_value: 0.4747\n",
"Epoch 3500, train_loss: 0.1418, val_loss: 0.1430, r_value: 0.4781\n",
"Epoch 4000, train_loss: 0.1412, val_loss: 0.1425, r_value: 0.4814\n",
"Epoch 4500, train_loss: 0.1407, val_loss: 0.1420, r_value: 0.4845\n",
"Epoch 5000, train_loss: 0.1402, val_loss: 0.1415, r_value: 0.4874\n",
"Epoch 5500, train_loss: 0.1396, val_loss: 0.1410, r_value: 0.4901\n",
"Epoch 6000, train_loss: 0.1391, val_loss: 0.1405, r_value: 0.4926\n",
"Epoch 6500, train_loss: 0.1387, val_loss: 0.1402, r_value: 0.4949\n",
"Epoch 7000, train_loss: 0.1383, val_loss: 0.1398, r_value: 0.4972\n",
"Epoch 7500, train_loss: 0.1379, val_loss: 0.1394, r_value: 0.4994\n",
"Epoch 8000, train_loss: 0.1374, val_loss: 0.1391, r_value: 0.5016\n",
"Epoch 8500, train_loss: 0.1370, val_loss: 0.1387, r_value: 0.5038\n",
"Epoch 9000, train_loss: 0.1366, val_loss: 0.1385, r_value: 0.5059\n",
"Epoch 9500, train_loss: 0.1361, val_loss: 0.1380, r_value: 0.5078\n"
]
},
{
"data": {
"image/png": 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Q3bt3IYSAr6+vxrq6desCgCrN/auvvsLs2bOxZcsWdOvWDe7u7hg4cCAuXLgAoOTGt2fPHvTs2ROLFi1C27Zt4enpienTpyMnJ6fyToqI6AmxZs0anDhxAqdPn0Z6ejpSUlLQqVMnAEBWVhaEEPD29oatra3aKzExUVVKqVAoEBkZiV9++QXvvPMO9uzZg+PHjyMxMREAtE4zX/qZoc/9X/ks0fW8KV1SVadOHY12UqlUa38epxz77NKlS2W2U7p9+7Zez0AlbW0BwNHRES4uLnodk4gsa+PGjRgzZgx+/PFHhIWFwd3dHaNHj0ZmZqbObW7fvg0bGxtV6bySRCKBj4+Pxr3Cx8dHYx/KZcq2WVlZSElJ0bhHOzs7QwihUfJeGZT3Xm1lrnfu3IG7u3uZ29euXRt9+/ZFSkqKzvv18uXLAUBnWac2yj8KnTx5Uu9tStN1/y7PiBEjIJVKsWrVKgDAuXPncOLECbUxxe7fv4/OnTvj2LFj+Oijj7B//36cOHECv/zyCwDtz1JjZGVlYdu2bRrfmebNmwOAUd+Zin7mumj7zOrUqaPzOABUx7Kzs8POnTvh7++PyMhI1Riv7777Ltzc3FCvXj3Vtp9++imSk5ORkJCgCuZNmTIFMTEx2LVrF2JiYozqf1VnY+kOED3J3NzcYGVlhYyMDI116enpAAAPDw8AgJOTExYuXIiFCxciKytLlZ3Wr18//PnnnwCAgIAA1cPxr7/+wqZNm7BgwQIUFBSoxtEhIiLTaNasGdq1a6d1nYeHByQSCQ4dOqQxxgjw7zgjqamp+OOPP7Bq1SqMGTNGtV453po22v6aXN79X/mDekZGBurXr6+2bXp6uupZU1E9e/bEu+++iy1btqBXr17ltq9Tp45ez0ClivzFnoiqBg8PDyxevBiLFy/G1atXERcXhzlz5iA7Oxvx8fFat6lTpw6Kiopw8+ZNtWCaEAKZmZl4+umn1dprC8oplynvhx4eHnBwcMCKFSt09rOytWjRAgBw5swZBAcHq5YXFRXhzz//xLBhw8rdh3g0tpu2+2JBQQHWrl2L0NBQtG7dWu9+KfdZkYkUjL1Pu7m5YcCAAVizZg0++ugjrFy5Evb29mrXYu/evUhPT8f+/fvVsgb1HSdaKpVqjLMHaAa3PDw80LJlS3z88cda96P8I5AhTPGZa6PtM2vRogXOnDmj0Va57PEMv0aNGuHo0aO4ceMG7ty5g4YNG0Imk+GNN95Aly5dVO2Sk5NRr149jUCp8t+kvmO8VTfMSCOyICcnJ3To0AG//PKL2l9KFAoFoqOjUb9+fTRu3FhjO29vb4wdOxbDhg1DWloacnNzNdo0btwY7733Hlq0aKFKYSciosrRt29fCCFw48YNtGvXTuOl/MFZ+YtF6WDbd999Z/Sxtd3/lTNolp4s4MSJEzh//rzJZrls27YtevfujeXLl6tKsUo7efIkrl69CgCIiIhQ/QL0uDVr1sDR0VE1EyoR1Uz+/v6YNm0aevToUebPq8p7VOl72M8//4wHDx5o3MPOnj2LP/74Q23ZunXr4OzsjLZt2wIouU9fvHgRderU0XqfDgwMNMEZGqZDhw7w9fVVZV8p/fTTT7h//z4GDx5c5vZ3797Fr7/+itatW2st24yLi8OtW7cwfvx4g/q1du1a2NraIjQ01KDtTGXcuHFIT0/Hjh07EB0djUGDBqlmhQQq/iwNDAxUG0AfKAnO3b9/X21Z3759kZqaioYNG2r9zhgTSKvoZ66Lts9s0KBB+PPPP3Hs2DHVsqKiIkRHR6NDhw5a+1+vXj20aNECjo6O+Oyzz+Dk5KT2/albty6uX7+umvFTSTk0Q+k/3tUUzEgjqiR79+7VOmtLVFQUevTogW7duuGtt96CnZ0dli5ditTUVKxfv171YOjQoQP69u2Lli1bws3NDefPn8fatWsRFhYGR0dHpKSkYNq0aRg6dCieeuop2NnZYe/evUhJScGcOXMq+WyJiJ5snTp1wsSJEzFu3DicPHkSXbp0gZOTEzIyMnD48GG0aNECU6ZMQdOmTdGwYUPMmTMHQgi4u7tj27ZtSEhI0PtY+tz/mzRpgokTJ+Lrr7+GlZUVevfujcuXL+P999+Hn58fZs6cabJzX7NmDXr16oXevXvjlVdeQe/eveHm5oaMjAxs27YN69evR1JSEvz9/TF//nzVmDPz5s2Du7s7YmJisH37dixatAiurq4m6xcRWZ5MJkO3bt0wfPhwNG3aFM7Ozjhx4gTi4+PLDBj06NEDPXv2xOzZsyGXy9GpUyekpKRg/vz5aNOmDUaNGqXWvm7duujfvz8WLFgAX19fREdHIyEhAZ9++ikcHR0BADNmzMDPP/+MLl26YObMmWjZsiUUCgWuXr2KXbt24c0330SHDh0AAB988AE++OAD7Nmzp9xx0q5cuYITJ04AKJmVGSgJigAlARtlJvOVK1fQsGFDjBkzRpVRbG1tjUWLFmHUqFGYNGkShg0bhgsXLuCdd95Bjx491DJ9hw8fDn9/f7Rr1w4eHh64cOEC/vvf/yIrK0sjKKO0fPlyODg4YPjw4VrXf/bZZzh37hwiIiJQv359ZGdnY/ny5di1axcWLFiglqV3+fJlBAUFYcyYMTqPZyqRkZGoX78+XnvtNWRmZqqVdQJAeHg43NzcMHnyZMyfPx+2traIiYnRCKbqMmrUKLz//vuYN28eunbtinPnzmHJkiUaz6APPvgACQkJCA8Px/Tp09GkSRPk5eXh8uXL2LFjB7799ltV4Gj8+PFYvXo1Ll68WOY4aYZ85gcOHEBERATmzZuHefPmATDsM3vllVfwzTffYOjQofjkk0/g5eWFpUuXIi0tDbt371br16JFi+Dj4wN/f39kZWVh06ZN2LJlC9auXatW2jl16lTExMSgR48emDNnDvz8/JCamoqPPvoI3t7eGDFihF6fQbVjsWkOiJ4QytnddL0uXbokDh06JLp37y6cnJyEg4OD6Nixo9i2bZvafubMmSPatWsn3NzchFQqFQ0aNBAzZ84Ut27dEkIIkZWVJcaOHSuaNm0qnJycRK1atUTLli3Fl19+KYqKiixx6kRENVJ5szE/bsWKFaJDhw6q+3vDhg3F6NGjxcmTJ1Vtzp07J3r06CGcnZ2Fm5ubGDp0qLh69arGLGLKmcZu3rypdgx97//FxcXi008/FY0bNxa2trbCw8NDjBw5Uly7dk1tf127dhXNmzfXOJfSs+iV5eHDh+Krr74SYWFhwsXFRdjY2Ii6deuKwYMHi+3bt6u1PXPmjOjXr59wdXUVdnZ2olWrVmLlypVqbZSzdm7evFlrv5ycnPTqFxFZVl5enpg8ebJo2bKlcHFxEQ4ODqJJkyZi/vz5qtk0hdB+v3n48KGYPXu2CAgIELa2tsLX11dMmTJF3L17V61dQECAeP7558VPP/0kmjdvLuzs7ERgYKD44osvNPpz//598d5774kmTZoIOzs74erqKlq0aCFmzpwpMjMzVe2U9999+/aVe45l/ez/+AyQly5d0limtG7dOtGyZUthZ2cnfHx8xPTp00VOTo5am6ioKNG6dWvh6uoqrK2thaenpxg0aJA4fvy41n5dvXpVWFlZidGjR+vse1xcnHjmmWeEp6ensLGxEc7OzqJz585i/fr1Gm3PnDkjAIg5c+aUe00AiKlTp5bbrizvvvuuACD8/PxEcXGxxvojR46IsLAw4ejoKDw9PcWECRPEqVOnBAC1Z4q2WTvz8/PFO++8I/z8/ISDg4Po2rWrSE5O1pi1Uwghbt68KaZPny6CgoKEra2tcHd3F6GhoeI///mPuH//vqqdckbpS5cu6XV++nzmymfh4z8bGPKZCSFEZmamGD16tHB3dxf29vaiY8eOIiEhQaPdwoULRcOGDYVUKhW1a9cWvXr1EgcPHtS6z1OnTolBgwaJ+vXrq35PnTBhgsaM3DWJRIhHxbNERERERERE1VhgYCBCQkLw66+/WrorNdrSpUvxzjvv4OLFi/D29rZ0d4gqFcdIIyIiIiIiIiK97du3D9OnT2cQjZ5IHCONiIiIiIiIiPS2efPmCm1fXFyMsorjJBIJrK2tK3QMInNhaScRERERERERVZpnn30WBw4c0Lk+ICBA60RtRFUBA2lEREREREREVGnS0tKQk5Ojc71UKkWLFi0qsUdE+mMgjYiIiIiIiIiISA+cbICIiIiIiIiIiEgPT+RkAwqFAunp6XB2doZEIrF0d4iIqj0hBHJyclC3bl1YWfFvNACfNUREpsZnjTo+Z4iITEvf58wTGUhLT0+Hn5+fpbtBRFTjXLt2DfXr17d0N6oEPmuIiMyDz5oSfM4QEZlHec+ZJzKQ5uzsDKDk4ri4uFi4N0RE1Z9cLoefn5/q/kp81hARmRqfNer4nCEiMi19nzNmDaTdvXsX06dPR1xcHACgf//++Prrr1G7dm2d2+hKS160aBHefvttAEB+fj7eeustrF+/Hg8fPkRERASWLl2q91+mlMdwcXHhQ4eIyIRYWvIvPmuIiMyDz5oSfM4QEZlHec8Zsw4uMHz4cCQnJyM+Ph7x8fFITk7GqFGjytwmIyND7bVixQpIJBIMGTJE1WbGjBmIjY3Fhg0bcPjwYdy/fx99+/ZFcXGxOU+HiIiIiIiIiIieYGbLSDt//jzi4+ORmJiIDh06AAB++OEHhIWFIS0tDU2aNNG6nY+Pj9r7rVu3olu3bmjQoAEAQCaTYfny5Vi7di2ee+45AEB0dDT8/Pywe/du9OzZ01ynRERERERERERETzCzZaQdPXoUrq6uqiAaAHTs2BGurq44cuSIXvvIysrC9u3bMX78eNWypKQkFBYWIjIyUrWsbt26CAkJ0bnf/Px8yOVytRcREREREREREZEhzBZIy8zMhJeXl8ZyLy8vZGZm6rWP1atXw9nZGYMHD1bbr52dHdzc3NTaent769xvVFQUXF1dVS/ObkNERERERERERIYyOJC2YMECSCSSMl8nT54EoH2ANiGE3gOErlixAiNGjIC9vX25bcva79y5cyGTyVSva9eu6XV8IiIiIiIiIiIiJYPHSJs2bRpefvnlMtsEBgYiJSUFWVlZGutu3rwJb2/vco9z6NAhpKWlYePGjWrLfXx8UFBQgLt376plpWVnZyM8PFzrvqRSKaRSabnHJCIiIiIiIiIi0sXgQJqHhwc8PDzKbRcWFgaZTIbjx4+jffv2AIBjx45BJpPpDHg9bvny5QgNDUWrVq3UloeGhsLW1hYJCQl48cUXAZTM9JmamopFixYZejpERERERERERER6MdsYac2aNUOvXr3w6quvIjExEYmJiXj11VfRt29ftRk7mzZtitjYWLVt5XI5Nm/ejAkTJmjs19XVFePHj8ebb76JPXv24PTp0xg5ciRatGihmsWTiIiIiIiIiIjI1AzOSDNETEwMpk+frpphs3///liyZIlam7S0NMhkMrVlGzZsgBACw4YN07rfL7/8EjY2NnjxxRfx8OFDREREYNWqVbC2tjbPiRARERERERER0RNPIoQQlu5EZZPL5XB1dYVMJoOLi4ulu0NEVO3xvqqJ14SIyLR4X1XH60GmVKwQOH7pDrJz8uDlbI/2Qe6wttJvksDqxtBzrYnXxphzqonXoTR976tmzUgjIiIiIiIioqorPjUDC7edQ4YsT7XM19Ue8/sFo1eIrwV7ZnqGnmtNvDbGnFNNvA4VYbYx0oiIiIiIiIio6opPzcCU6FNqARIAyJTlYUr0KcSnZlioZ6Zn6LnWxGtjzDnVxOtQUQykERERERERET1hihUCC7edg7axnpTLFm47h2JF9R8NytBzrYnXxphzqonXwRRY2mmga3dy8eqak6gltcFPU8It3R0iIiIiIouT5RZiz59ZmLXpj3LbXv7k+UroERGV5/ilOxpZRo8TADJkeTh+6Q7CGtapvI6ZgaHnWhOvjTHnVBOvgykwkGag/CIF/szMgYs9Lx0RERER1UwKhUBqugzztp5F8rV7Jt33w4JiONhZm3SfRGS47BzdARJj2lVlhp5rTbw2xpxTTbwOpsBokIEkNWtSCiIiIiJ6QigUAhdv3sdbP6XgDxMHxwyRX8RAGps6uewAACAASURBVFFV4OVsb9J2VZmh51oTr40x51QTr4MpMJBmpCerApiIiIiIqiohSgJkL36XiDsPCizdHVhBgWaSq3jeOhH9rY+gvuSWal1h/XBYoxMAO8t1kIgAAO2D3OHrao9MWZ7W328lAHxc7dE+yL2yu2Zyhp5rTbw2xpxTTbwOpsBAmoGYkEZERERElaWwWIFNJ6/hP7GpFji6gL8kG0OsD2G49W54SuQV3qPt9SOAKDZB34iooqytJJjfLxhTok9BAvVkEeXvvfP7BcPaqvr/FmzoudbEa2PMOdXE62AKDKQZiylpRERERFQBQgjsOZ+NCWtOmv1YEijQXpKG0Ta/4Xnr42Y/XpmcnpwBqYmqul4hvlg2si0WbjunNqi8j6s95vcLRq8QXwv2zrQMPdeaeG2MOaeaeB0qioE0A0k4SBoRERERlUOhEEi+fg+Dlx4x2zFccB/PWx/D6zaxqCu5Y7bjGMynJdBuHNC4N+Dy5P2CRVTd9ArxRY9gHxy/dAfZOXnwci4p1auJWUaGnmtNvDbGnFNNvA4VwUCakZiQRkRUvSxduhSfffYZMjIy0Lx5cyxevBidO3fW2nb//v3o1q2bxvLz58+jadOm5u4qEVVxCoXAgb9uYtyqEybes4AnZHjG6gwm2fyKplbXTLx/A3k2BdqOBlq8CNTytGxfiMisrK0kCGv4ZGSLGnquNfHaGHNONfE6GIuBNAM9mfFWIqLqbePGjZgxYwaWLl2KTp064bvvvkPv3r1x7tw5+Pv769wuLS0NLi4uqveenvxFkqimKypWYFtKOmZu/MNk+6yFXARIstBQkoH6kmx4SmQItroCexSgldU/JjtOmRpGAG1HAc0GAFZWlXNMIiKiGoiBNAMpKzuFYE4aEVF18cUXX2D8+PGYMGECAGDx4sX47bffsGzZMkRFRenczsvLC7Vr166sbhKRmckeFuLj7eew6eT1Cu+rFnLhLbkLT4kMXrgLT8k9eEpk8JDIH72XoZnVVRP0WgdHD6DjFKDFUMAtwHzHISIiIjUMpBmJYTQiouqhoKAASUlJmDNnjtryyMhIHDlS9thFbdq0QV5eHoKDg/Hee+9pLfdUys/PR35+vuq9XF7x2e2ISH837j3EiB8Scfl2rtH7qI0c+EjuwkMiQx3IUEeSA0/JPXhABg+JDF6Se4/WyWEjURi490fznbkFAYW5gJMn4OwD5GQCQgHcvQJ0egNo8QLgFghYWRt9HkRERGQ+DKQZSMLiTiKiauXWrVsoLi6Gt7e32nJvb29kZmZq3cbX1xfff/89QkNDkZ+fj7Vr1yIiIgL79+9Hly5dtG4TFRWFhQsXmrz/RE86IQTOpsvR9+vDhm4JexSgndVfeNV6O7pap5i+c1Y2QC1vwLFOyf87eQLO3iXZYrW8Aakz4OQBeDcHbB1Mf3wiIiKqdAykGYmVnURE1UvpWZeFEDpnYm7SpAmaNGmieh8WFoZr167h888/1xlImzt3LmbNmqV6L5fL4efnZ4KeE9VceYXF2HjiGubHndVzCwEH5KO11UW8bL0PA6zNNCNmLW/AyaskKKbMHFMGymp5lQTKnH0AR3fzHJ+IiIiqLAbSDKTjdy4iIqqiPDw8YG1trZF9lp2drZGlVpaOHTsiOjpa53qpVAqpVGp0P4lqmrzCYny15wKW7r9YbltX3Ed/6yN422YTXCTGl2YapWlfoFEE4FIPCAgvySIjIiIi0oGBNCMJjpJGRFQt2NnZITQ0FAkJCRg0aJBqeUJCAgYMGKD3fk6fPg1fX19zdJGo2ikqVmBLcjre2qx7ZksrKNDF6g/8YheLtlZ/V2LvHmkxFGg7BqjfjmWVREREZDIMpBERUY03a9YsjBo1Cu3atUNYWBi+//57XL16FZMnTwZQUpZ548YNrFmzBkDJrJ6BgYFo3rw5CgoKEB0djZ9//hk///yzJU+DqFKUNyaZI/Iw2PoQ5tisxwv2eZXbObcg4PnPAb+OgJ0TSwWIiIio0jGQZiDlz2scI42IqPp46aWXcPv2bXzwwQfIyMhASEgIduzYgYCAAABARkYGrl69qmpfUFCAt956Czdu3ICDgwOaN2+O7du3o0+fPpY6BSKTUSgEtp/JwOvrT6st95dkYZDVYUyxiUOIpBCX7SuxU13eAdqMKJmtkoiIiKgKkwjx5IWE5HI5XF1dIZPJ4OLiYtC21+/m4plP90FqY4W0j3qbqYdERNVLRe6rNRWvCVmKQiGwNvGKagB/CRQItzqLGLuoyu1I7QCg5/8BjXsC1raVe2yqkWrSfTUqKgq//PIL/vzzTzg4OCA8PByffvqp2kQ35alJ14OIqCrQ977KjDQDKWd4e+Kij0RERFRlpN6QqUov60uycVg6Q7XOCsAYAGPMlVFm7woM+AZo3IsBMiIjHThwAFOnTsXTTz+NoqIi/Oc//0FkZCTOnTsHJycnS3ePiIjKwECasRhJIyIiIjNRKAS+3vs3vtydhraSC/hFukBtfQhgntJLz6bA4O8Bn5Ycf4zIjOLj49Xer1y5El5eXkhKSkKXLl0s1CsiItIHA2kG4o+UREREZAp5hcUY/kMiiq4lIU76vto6KwBvAHjD1MGyUbFAg24MkhFVMTKZDADg7u6us01+fj7y8/NV7+Vyudn7RUREmhhIM5JgShoRERGV435+EUYujsOa3NfgInmots4ewC8AIDXNsURgZ0iGrQekzqbZIRFVCiEEZs2ahWeeeQYhISE620VFRWHhwoWV2DMiItKGgTQD8Q+4RERE9Li79/Ox9JOZ+I9NjMa6WgC2ACZJaS94egrsen2oc1wy/ohCVD1NmzYNKSkpOHz4cJnt5s6di1mzZqney+Vy+Pn5mbt7RERUCgNpBpI8+jH1yZvrlIiI6Ml18/YtZP+vO5pbXdFY5wbgPyb4ieqOSzPUnrQDVk7aS7vsKn4IIqpiXn/9dcTFxeHgwYOoX79+mW2lUimkUhOlsBIRkdEYSDOQ9b1L+F36OnKEI4A+lu4OERERmYIQeJC2B04bhmhd7QnA06rih/nz5UQ0bdpM6zrdIyMRUU0jhMDrr7+O2NhY7N+/H0FBQZbuEhER6YmBNANJRBHqSW7jHvIs3RUiIiIyhKIYxVumwTplndbVTiY4xLdF/fD8jGXw89A+TllTExyDiKq/qVOnYt26ddi6dSucnZ2RmZkJAHB1dYWDg4OFe0dERGVhIM1QkpI/R0s42QAREVHVIwSQtBL4dabW1dYmOMQYuy/w9azRcLHXHKtssgn2T0Q137JlywAAzz77rNrylStXYuzYsZXfISIi0hsDaQZSjpFmxUAaERGR5eTfBz5/CijMNfmukxUNME7Mw545z8PdSXNkstUmPyIRPWkEB1wmIqq2GEgzGOfEIiIiqhQFucDySCDrjMl3/VHhCPxY3Ae/z4lAvdrqZVStAZw2+RGJiIiIqCZgIM1QViWBNJZ2EhERmYAQwO//A3bPN/mu/1c0GIuLBmPluA54tomX2rr3Hr2IiIiIiAxh1kDa3bt3MX36dMTFxQEA+vfvj6+//hq1a9fWuY1Eoj3ja9GiRXj77bdx584dzJ8/H7t27cK1a9fg4eGBgQMH4sMPP4Srq6tZzqNUDx/9LwNpREREeisuBL7rCmSfNfmuQ/J+xH04Ys+bXdHQs5Zq+RuPXkREREREpmLWQNrw4cNx/fp1xMfHAwAmTpyIUaNGYdu2bTq3ycjIUHu/c+dOjB8/HkOGlExHn56ejvT0dHz++ecIDg7GlStXMHnyZKSnp+Onn34y38koSZSBNCIiItLqwm4gZohJd/le4ThEFz8HQIIzCyLh/NhA/6kmPRIRERERkW5mC6SdP38e8fHxSExMRIcOHQAAP/zwA8LCwpCWloYmTZpo3c7Hx0ft/datW9GtWzc0aNAAABASEoKff/5Ztb5hw4b4+OOPMXLkSBQVFcHGRvOU8vPzkZ+fr3ovl8uNPi+JhBlpREREKteTgB+7m2x3LfJ+RA4cMbVbQ7wV2UT13P3o0YuIiIiIyJLMFkg7evQoXF1dVUE0AOjYsSNcXV1x5MgRnYG0x2VlZWH79u1Yvbrs+bFkMhlcXFy0BtEAICoqCgsXLjTsBHRiII2IiJ5gh78Edi+o0C6SFE9haMF8KGCFkR398eGAEFXAzPTTChARERERmY7ZAmmZmZnw8vLSWO7l5YXMzEy99rF69Wo4Oztj8ODBOtvcvn0bH374ISZNmqSzzdy5czFr1izVe7lcDj8/P736UJrksdJOIYTOMd2IiIhqhIt7gbWDjN68fd43yIYbAOCPeZFwdbRFKIB/TNQ9IiIiIqLKZHAgbcGCBeVmd504cQKA9okDDAk+rVixAiNGjIC9vb3W9XK5HM8//zyCg4Mxf77u2b6kUimkUqlexyyfsu8CQqiGTCMiIqo5Fhg3eU9Y3tfIQB0AwMG3u8G/jiOOm7JfREREREQWZnAgbdq0aXj55ZfLbBMYGIiUlBRkZWVprLt58ya8vb3LPc6hQ4eQlpaGjRs3al2fk5ODXr16oVatWoiNjYWtra3WdiZnZQWApZ1ERFTDRA8B/t6td/OLCl9EFHwOQILXuzfCm5FNcNR8vSMiIiIiqhIMDqR5eHjAw8Oj3HZhYWGQyWQ4fvw42rdvDwA4duwYZDIZwsPDy91++fLlCA0NRatWrTTWyeVy9OzZE1KpFHFxcToz1sxBgsdKOyvtqERERGYgBLCwtt7NA/NiAEiwfEw7RDTzxmWzdYyIiIiIqGoy2xhpzZo1Q69evfDqq6/iu+++AwBMnDgRffv2VZtooGnTpoiKisKgQf+OvyKXy7F582b897//1dhvTk4OIiMjkZubi+joaMjlctUsnJ6enrC2tjbXKZXgrJ1ERFQT6FG+ObbgbexXtAEAXP7keQbOiIiIiOiJZ7ZAGgDExMRg+vTpiIyMBAD0798fS5YsUWuTlpYGmUymtmzDhg0QQmDYsGEa+0xKSsKxY8cAAI0aNVJbd+nSJQQGBprwDDQpx0STQEAIgX/HTCMiIqoGss8DSzvqXD2u4G3sU7TB4Db1sOql1pXYMSIiIiKiqs+sgTR3d3dER0eX2aYkGKVu4sSJmDhxotb2zz77rNZtKg9LO4mIqJq6dAhY3VfrqsC8dQBKMs+IiIiIiEg7swbSaiKJpGSyASuJQLGF+0JERKQXIYCjSyAS5mnkUSvHPWMAjYiIiIiofAykGYylnEREVI0UF0HseAuSpJWQADhUHILO1qkASrLQLkX1gUTCZxsRERERkT4YSDOU1b+/bAiFAMw8twEREZHRCnKh2DQaVn8nQCEk+LBoJHJaTcCoUzcAsIyTiIiIiMhQDKQZ6PG/2gsowEgaERFVSQW5UKx7CVaXD+KhsMMbRVPRsfcYjOsUiM9f5CQCRERERETGYCDNUI+Xv1h00gMiIiIdigpQvH4YrC8fxH1hjwnFc/HK8JcR2dzH0j0jIiIiIqrWGEgz2GMZaQykERFRVSMEFDvehvWl/XggpJiomINpY0bimac8LN0zIiIiIqJqj4E0QzEjjYiIqrI/NsDq1CoohAQzi9/AtLGjEN6IQTQiIiKqPooVAscv3UF2Th68nO3RPsgd1lacHImqBgbSDCSRWD32joE0IiKqQnIyUbj9HdgC+LJoCJ4fOpZBNCIiIqpW4lMzsHDbOWTI8lTLfF3tMb9fMHqF+FqwZ0QlrMpvQmrUMtIUlusHERFRKfm/LYBtoRx/KBogr+MbGNC6nqW7RERERKS3+NQMTIk+pRZEA4BMWR6mRJ9CfGqGhXpWvmKFwNGLt7E1+QaOXryNYgUTb2oqZqQZSPL4GGn8h0FERFXF7YuwTd0EAFjhPAWLeje3cIeIiIiI9FesEFi47ZzWui+BktHKF247hx7BPlWuzJNZdE8WZqQZSPLYP1gBZqQREVHVkHPwG1ihGPuKW+HFQYMhtbG2dJeIiIiI9Hb80h2NTLTHCQAZsjwcv3Sn8jqlh+qcRUfGYSDNYJxsgIiIqhiFAji3FQCQ5PUCOnFcNCIiohqnppcOZufoDqIZ064ylJdFB5Rk0dW0z+pJx9JOAz0+2YBgII2IiKqAvEtH4Vx4C3LhgNDugyzdHSIiIjKxJ6F00MvZ3qTtKoMhWXRhDetUXsfIrJiRZjBmpBERUdVy/fcNAICjNu3RpVl9C/eGiIiITKkmlA7qk03XPsgdvq720DX6mQQlwcP2Qe5m7ashqmMWHVUcM9IMpD5GGgNpRERkYULA/Wo8AODhU32r3OC7REREZLzqPAC/kr7ZdNZWEszvF4wp0acgAdTOWXlm8/sFV6nzrC5ZdMUKgeOX7iA7Jw9eziXByKp0HasbBtIM9nhGmuV6QUREBAB5V47DvSgb94U9ngobYOnuEBERkQlV99JBZTZd6V+dldl0y0a2VQum9QrxxbKRbbEg7iwy5fmq5d4uUizo37zKlbEqs+gyZXlawwMSAD4WzqJ7EsqCKxtLOw0leSwjTXDWTiIisqz0IxsBAIk27RDs72Xh3hAREZEpVefSwYoNxF86W6pqZk8ps+gA3T22ZBZdTSgLrooYSDOQRPL4PwCmpBERkQUJAZdLOwAA9wL7lHpGERERUXVXXUoHtTEkm05JGfjJlKtvlyWvGoEfbWO9KbPofFzVPwMfV3uNjLuKHsvQ7TmjqHmwtNNQahlp/MIREZHlFFw/DY/CDOQKKRqED7R0d4iIiMjEqkPpoC6GZtNV9fHgyiuR7BHsY7JxyExRjlndy4KrMmakGUjy+CVjII2IiCwo41FZ51GrtmgdVNfCvSEiIiJTM1fpYEWznfRhaDadMRlslaW8EskdKekmDaKZohyzOpcFV3XMSDPU42UzDKQREZGlCAHHi78CAG7694IVZ14iIiKqkZSlg6UzlHyMHDC+sgafNzSbztKBH10zW+pTIjlt/Wk8Hos09nqaMiuvOpcFV3UMpBlIwkAaERFVAcWZqfAsuI48YYvAjizrJCIiqslMVTpo6CyaFaHMppsSfQoSqI8wri2bzpKBn7KCi64OdmVmygFA6YQ+Y6+nKcsxq3NZcFXH0k4DSSQSFIlHl624wLKdISKiJ1bmkXUAgCOS1ght7G/h3hAREZG5WVtJENawDga0roewhnWMKues7MHnDRmIXxn40XVWEpQEt0wd+CmvlHL3uUyD96m8gv+JTUXsqet6l8+aMiuvqs8oWp0xI80Id+EMT8ggyb0FIMDS3SEioieNEHBI2wIAuFG/D2yt+XcxIiIiKpulBp/XN5uuvAw2AaB3SMl+9M3G01Wu+fj68kopY5NvGH7Sj7a//aAAMzf9AUC/ck9TZ+WZuiyYSjCQZiCJRIJsURueEhmsZFcAhFq6S0RE9IQpvp4E94J0PBBS1G0/yNLdISIiomrAkmOQKbPpyqMr8CORlIystOL3y1jx+2W9glL6jAWnT3DxzoNCuDvZ4e6DAq0BN33pU+5pjnJMU88oSiztNMpxRVMAgM0/ey3cEyIiehJlHlgOADgoaYdnglnWSUREROWrLoPP9wrxxeHZ3bH+1Y4Y3ykQgOYYZBmyPEx+NFumttlH9Z35Ut+g4cDWJbOjVyT0pE/5rLnKMStaFkzqmJFmIAmAfYrWGIffYPvP7pKwuIRfQiIiqiR5ctS5GAsAyGz0EqQ21hbuEBEREVUH5h58vrwySkNYW0nQPsgdszYll9lu6vrTanMA+rra4/3nm+HD7ef1mvlS36Bhj2AftA9yx5xfzuBebqHe56Ht+LrKZ5XXL79IgRnPPYX1x68iU56vWs9yzKqDgTQjHFM0Q56whf39DODmn4BXM0t3iYiInhAPTsTASTzE34q6ePrZAZbuDhEREVUThs6iaQh9yigNVV7ZJQC1IBpQknH22rrTZW+Df4NZhgYXF8Sd1f8EyqDMhFMGz3afy0Rs8g3cefBvkM7HxR4zn2uMQA9HlmNWMSztNJBEAuTDDscUj4Jnf++xbIeIiEgvS5cuRVBQEOzt7REaGopDhw7ptd3vv/8OGxsbtG7d2sw91ENRAYoO/w8AsKdWPzSv52rhDhEREVFlKVYIrWWMhjBkFk196VtGaShjxmoz5Ipk5+QZVEp5/NIdtQyxivBytkd8agae+XQvhv2QiOW/X1YLogFAljwPi3f/BamNlV7lmBX9fjy+/e8XbuH3v29V6LtWkzEjzUCSR2WcBxUt0dU6Bbi4BwifZuFeERFRWTZu3IgZM2Zg6dKl6NSpE7777jv07t0b586dg7+/7jHGZDIZRo8ejYiICGRlZVVij7V7eHwlXPMzkC1qIyhyiuqZRERERDWbKTO+TDn4vD6zXirLKA3dv7nHalPuX9+ZLfUN7DnZWeNBQbHWdcoMt7sP8jF13ekyA3+lrx8AnZ9ZRb8f2rZ/XEWzC2saBtKMdFDRsuQ/rhwBCh8Ctg6W7RAREen0xRdfYPz48ZgwYQIAYPHixfjtt9+wbNkyREVF6dxu0qRJGD58OKytrbFly5bK6q52hQ9RvP8zAMAmhxfxWstAy/aHiIiIKoUy46t00EWfWSB10XcWzfLoM+ulrjHBytM+yB21HWxx76HxY5Lp4ltqLDhtwcXQADckXbmLrck34OVsDw8nqV77ntC5Af6354LGcmUY8f3ng/Hhdu3Bx9KU12/J3r+x4cRVrYEyABX6fuj6fhmzrycFA2lGcLSzxoWCeihy8oXNg4ySYFqjCEt3i4iItCgoKEBSUhLmzJmjtjwyMhJHjhzRud3KlStx8eJFREdH46OPPir3OPn5+cjP/zfdXy6XG99pbftP/BG1Cm7iuvBAQI/XYMUxMoiIiGo8c2Z8GdOX0hlR+mZpGVqmqTxWWEN37Ew1fVXAw8JiJJzLVAsKPR5cjE/NQNfP9qkFrrydpXCSWuNBvu5sM1dHW2w8cU3remWGm6uDXbljv5X25e6/NJYpg1uujrZGfz/K+n4Zuq8niVkDaXfv3sX06dMRFxcHAOjfvz++/vpr1K5dW+c2uspUFi1ahLffflttmRACffr0QXx8PGJjYzFw4EDTdb4MtaQ2yC0oRk69Z+D212bgyu8MpBERVVG3bt1CcXExvL291ZZ7e3sjMzNT6zYXLlzAnDlzcOjQIdjY6PeojIqKwsKFCyvcX62KC1F4+CtIAWywfwkz2wSa5zhEREQ1TEVmkjTlLJTGMmfGlyF0lQ6+/LSfXtsbUqZZXpmhKdzLLcTk6FMYFx6A54J9oCgWOHb5NgAJbKwk+N+eCxrBpaycssdHE4/2C2jPoHv/+ZLSyK3JN0xxCqr+lTWLqLbvR7FCIPHibRz95xZu3H2o93VW7ivxn9vo1MijQn2vCv+2KsKsgbThw4fj+vXriI+PBwBMnDgRo0aNwrZt23Ruk5GhPhDhzp07MX78eAwZMkSj7eLFiy0yPoybox2yc/Jxw6UV3LAZuHqs0vtARESGKf28EEJofYYUFxdj+PDhWLhwIRo3bqz3/ufOnYtZs2ap3svlcvj56ffDZXkUZ7eiVn42bgpXBHYbX61+0CAiIrKUiowbZY5ZKI1hrowvQ+xISdc6E2amLA9f7r6A2o62kOUW6jXrZXn0KTM0pZVHrmDlkSsV3o9EojmDqNp6AB9uP4eeIT56l4iakvL7EZ+agTm/nCkz+Fae12JO4ZVOQUbPJlpV/m1VhNkCaefPn0d8fDwSExPRoUMHAMAPP/yAsLAwpKWloUmTJlq38/HxUXu/detWdOvWDQ0aNFBb/scff+CLL77AiRMn4OtbuRe7QwN3pGXlICEnECEAcCMJKC4ErG0rtR9ERFQ+Dw8PWFtba2SfZWdna2SpAUBOTg5OnjyJ06dPY9q0kslkFAoFhBCwsbHBrl270L17d43tpFIppFLz/GB098hK1AHwsyQSY0MDzXIMIiKimqQi44oZsq25M2v0zeQy18D8O1IyMG29ZhAN+LfcT0kC9VkzS896WR59ywyrorKCaMDjY51dwPrj2ks/zUk5S+jk6FMV3pfsYaFaqamhkxqYerw/S7Ay146PHj0KV1dXVRANADp27AhXV9cyx6R5XFZWFrZv347x48erLc/NzcWwYcOwZMkSjcCbNvn5+ZDL5Wqvini2iScA4OfLDhAObkDRQyAzpUL7JCIi87Czs0NoaCgSEhLUlickJCA8PFyjvYuLC86cOYPk5GTVa/LkyWjSpAmSk5PVnmuVIvcOameWPDeLQ4bC3ta6co9PRERUzZQ3rhhQMtZTsUKzhSHbxqdm4JlP92LYD4l4Y0Myhv2QiGc+3Yv41AwtWxunfZA7fF3toSsMJYHmwPmmEp+agdfWnYKWy6SiLGec8Vxj+LiqB/N8XO0NCoyUV8ZaE3y5+wIy5ZV3jsrvR2iAGxbEnTXLMZRBsPK+9xX5d1nVmC0jLTMzE15eXhrLvby8dI5JU9rq1avh7OyMwYMHqy2fOXMmwsPDMWDAAL32Y+pxa8IaeMDOxgrXZfnIfaolnK4dADLPAPVCTXYMIiIynVmzZmHUqFFo164dwsLC8P333+Pq1auYPHkygJKyzBs3bmDNmjWwsrJCSEiI2vZeXl6wt7fXWF4ZCi4dhR0U+FtRF93Cwyr9+ERERNVNRcYV03fbJXsvYPFuzXG0MmR5mBx9CjOfa4xp3RtVODvN2kqC+f2CMSX6VIUzvgyhDHroK9DDEYdnd69Qdp45y1OfZPP7BSPpyl1kysse481Yyu/k7J9ScO3OQ3g4S+Hjovn5V5Xx/kzB4EDaggULyg1KnThxAoD2iQN0jUmjzYoVKzBixAjY2/8b2Y6Li8PevXtx+rT29FJtTD1ujYOdNToEuePQhVv4R+KHFgCQ/afR+yMiIvN66aWXcPv2bXzwwQfIyMhASEgIduzYgYCAAAAl43NevXrVwr3ULuvcIfgBOGfTDP18nS3dHSIioiqvIuOK6bvtyt8vxr7PZwAAIABJREFUl1mC+OXuv7D++BUs6N+8wqVqvUJ8sWxkW41xpXzMOK6UodlhXs72arNeGsNc5alPKgmAr19uY9IJDsoiyyvCxzvOq977uNhjQf9/v5/G/rusihMTGBxImzZtGl5++eUy2wQGBiIlJQVZWZrT1N68eVPrmDSlHTp0CGlpadi4caPa8r179+LixYsaM38OGTIEnTt3xv79+zX2ZY5xa55t4oVDF27haI73o0Ca/tF6IiKqfK+99hpee+01retWrVpV5rYLFizAggULTN8pPUiuHwcA5Hi2tcgEO0RERNVNRcYV03fbew/LH6w9U55vknGfihUCrg52eKdnE9x5UAD3WtozfkzJkOwwU5WWKstYM2V51XKctKpGAJgdmwIbGwku38qt9ONnytWzM435d1lVJyYwOJDm4eEBD4/ypzoNCwuDTCbD8ePH0b59ewDAsWPHIJPJtI5JU9ry5csRGhqKVq1aqS2fM2cOJkyYoLasRYsW+PLLL9GvXz8DzqRiujb2xIcAdt10w0QbMJBGRESmJwTq5JRkPEsDnrZwZ4iIiKqH8gIyZc0kqc+2ro62Bs16uHDbOfQI9jEq6FVWIMGcWTmGZIeZqi+Pl7GaWumy2CfFg/xik0wwUBHK7Mx5fYMN+ndZlScmMNtkA82aNUOvXr3w6quvIjExEYmJiXj11VfRt29ftRk7mzZtitjYWLVt5XI5Nm/erBEwA0pm9QwJCVF7AYC/vz+CgoLMdToaGno6wdfVHueLHn1wD24CebJKOz4RET0BHtyEg+IBioUE/k+1sHRviIiIqgVlQAaAxiD95Y0rps+248L1/71TOe7Tlwl/4ejF2wYNpK4MJJQusdRncPdihcDRi7exNfmGwccFyp/kAACsJMDS4W1MGsxQlrHWdrA12T5rO9ri9e6NTLY/MlymPB9T151G/1Yl3xVt/7YEgN4hPjh+6Q4KihRVemICswXSACAmJgYtWrRAZGQkIiMj0bJlS6xdu1atTVpaGmQy9QDUhg0bIITAsGHDzNm9CpFIJOgQ5I4HcECuzaMy07tXLNspIiKqUR6kl4wzcUN4oJmfp4V7Q0REVH0oAzLGzCRZ3rbTujcqN8hU2pJ9fxs0q2dFZjg0xWyiZQUUlZYMa4s+LevqvU999QrxxTcj2ppsf/dyC/HV3r9R29EWtR1NF6Ajw21NTscbEU/BtVSgVDl6yYrfL2PYD4noGLVb74kJLMFss3YCgLu7O6Kjo8tsI4TmP/yJEydi4sSJeh9H2z4qQ4cGdbAlOR3pEi80wj3g3hXAt6VF+kJERDXPvWvn4QTgulU9+NvzBz8iIiJD9ArxRY9gH6MGKi9vW2NLEPUtSzN2hkNTlsPpmuSgMsao6tigjsnHS5PlFkIAeKFtPfx0yvyD75M6gZLMtMV7LqiWOdpZI7egGKXjwXce6Fc6bamZXs0aSKvpOjyq3f0r3x2NrMCMNCIiMqmH2f8AAGQO9SzcEyIiouqpIjNJlrWtMsi0IO4cMuX6/zIvUJLhVd64acbMcFheFps+xy2tIsFIQ5WenfH955th6rrTGuObKY88pG19/HTqut77V16Dw3/fgo+LPbLknNTA0nILiiu0vaVmemUgrQKCPJxQx8kOV/I9S4pk7zGQRkREplMoywQAKJx8LNwTIiIiKk0ZZFqy9wK+3H2h/A0e0ZVN9jhjZjg0NoutPBUJRpZHGTzbfS4Tsck31DKRfF3tMbFLEOL+yFA7L59HGXH5RQqDAmnAv1lRM59rjMW7/9IapGNwreora8KQysBAWgVIJBIE13XBtX+8Shbcu2rZDhERUY1ik5sNALByYSDt/9m79/im63t/4K9v0jRpSxtoS5ugCBUV6CpXVyngVASsYvGyTUHodiaCwPACzp/g9EDnXPVMhTmUKcLUVYFN5UAHqweGHm4tFUqnPWXgsAzFhEsvCfSSpsn390f6DU2bpLl9k6Z9PR+PiPn2e/mESy7vvC9ERNS3dM5OkisLKlhKhYDHp16H4brELiWQ3fGWdRbI5NFAstjk4sufn7uJpB0ZTS14a28NXn9wHAYkxHY5V+nJ2oDXd1VyHJ6Yeh3+eKAGDc2Xg3f941Wo92MiK4VfdwNDwoGBtCCN1Cfh5Mn2YQMXjZFdDBER9SoaywUADKQREVHf4i7AEo6+XMHoWAJ54F/nsfbTk90e4y3rTGr2v6iowmNpY+dAQiBZbHLw5c/PUy+3jqRSzOd3VGP/01O6BE3qGy1QCOjSX8sXz22rwiXL5bLC/nEq/MfEodj8OZNjejpdD3gukHVqZ18wUp+Ic+IAx51LZyO7GCIi6lX6WR3ftKr798wPDURERKEmBVg6ZylJzfL9mTwZblIJ5NJpw71O9RTgCCx1V5bm7+RRKYst2OsGw5c/P2+93DrzNJ2xpMqAn39wNKAgGgCXIBoANDRbsebvX8FotgR2Qgqbl380GtMydSg9WYttlWdQerLW7fRaOTEjLUjXpSfirDOQdg6w2wCFMrKLIiKi6CeKSLI3AADiBzCQRkREvZ8czfJDzZeSxUCyyTzxp9m/v9cNpnzW3bEAfPrzS9So/CqBBYC/VRlgF0VAdJSmPr/jGHuZ9VF//+dZ/OLDf0Q0Y5WBtCANSUlALZJgFwUoYAOaaoF+aZFeFhERRTtrE5SwAwAS+8vT4JeIiKgnkatZfqj4U3IqZZN13j+QsjR/mv37et1gymc9HTvr+1f59OcXSG+z90r/jfdKOdyPgI0HTnXZJmU8usvUlAMDaUHqp47BgH7xqLUmYSBMwEUDA2lERBQ00XIJAgC7KCC5vzbSyyEiIpJdT2qW35mnnl7ePsD7k00WSt1dN5DHIvF27OrdJ3xa39fnL/r5iIgcPPXEC3fGKgNpITA0JR7nDP0xUDABF88CrMAhIqIgtTSZEQegCWr008RGejlERESy6ynN8jsLpuTUn2yyUPJ03WAeS3fH+mpn1Vn0j1ehgdMxyU/eWqGFM2OVwwZC4KqU+A590ji5k4iIgtfSaAIANEGDOBV7bxIRUe/XE5rlu+NPyamvbHYxIs3Sg3ks3R3rjxarrfudiNopBOBnE4f4tG84MlaZkRYCVyXHo1ZMctxpPB/ZxRARUa/Q2ugoe2hCHBQRaqhMREQUTqFs0h9KoS45DaY/WbCCeSyhDFC0WO0hOxf1fvMmZ2DKiHT88WD3ffLCkbHKjLQQ0CVpUI9Ex50m37+FICIi8sTSZAYAtAjhLV8hIqLw2Lt3L/Ly8jBo0CAIgoD//u//jvSSegSpWb5O6/r6p9NqwtZIvDNfP5in9lN3u4/UY6xzZpfUn6ykyhDQGn0VTPmsr8eOvpK9XSm0PjzyLcYPGdBjMlYZSAuB9CQNGsR+jjvN9ZFdDBER9QrW5vZAmiI+wishIiI5NDY2YvTo0Vi7dm2kl9Lj5Gbpsf/pKdg0fwJ+N2sMNs2fgP1PT4lIEA3ovuRU8uSfK70Gwmx2Eau2e+8xVlBcLWuZZzDls77+PvzjW1OwyyRyUd9kxbrP/oWVeZkA4PbvoAjguRkjw5KxykBaCKQnaVCP9kAaM9KIiCgE2loaAQBWRfffbhMRUfS544478Otf/xr33XdfpJfSI0nN8u8ecwVyhqWEvZyz81q8fYCXnDVbvGaVrd3zFYzm0PZa85e3x9Jd+ayvvw9EcvjjgVOYlqlzm7EqeX7HMdmzOgEG0kIiPUmNetFR2mlvZiCNiIiCZ221AABEJQNpREQEWCwWmM1mlxuFj1Rymp7kubzRW1ZZSZUBq3d/5dO15G6WHkz5rKdjieTW0GzFOwdqMC1Th+dmZLrdJ1wl0hw2EALJCbG4pHBkpNku1TE6SUREQbNZHW+iRYUqwishIqKeoLCwEAUFBZFeRp+Wm6VHolqFORsOedynY1ZZzrAUAI6SzoLiap+vE45m6blZekzL1KG8pg7nLrYgLdFRzukt889mF1FeUwdLmx0v/2g07KKIRe8fwSULJ3BSeDy/4xjW76tBS5v7v3MiHNmSBcXVmJapky2TlYG0EBAEAYr4FKAVADPSiIgoBOxtrQAYSCMiIocVK1Zg2bJlzvtmsxmDBw+O4Ir6pguNFp/265hVVl5T12W4gCf+NEuXAlu+BsI6k8pnfeFu0mhygopBNAo7b+XRgPtgdqgxkBYisYkpQC2gtDQAoggIrBonIqLAiTYrAMDOQBoREQFQq9VQq1nuH2mBTL30p1TTU3+yztwFtvRaDVbmZYZ8KIM0abTzCIS6RmtIr0MUSnKWSLMKMURUiQMBAArRBrRwSgkREQWpPSPNroiN8EKIiIhIEsjUS1+Db3dkpUMbF9vt1E4psNU5y02O/lBSWap8c0S9+0nOECy5dViErk7RTM4SaQbSQiSpXz80i+0fdprrI7sYIiKKfrb2QJqSGWlERL3RpUuXUFlZicrKSgBATU0NKisrcfr06QivjLwJZOpld8E3yd+qzmL2+jJMfmmPx2CYt8CWt2EHgfKnLFUOt39Ph0nXDIzY9Sn6uAtmhxoDaSEyICEWlxDnuNN6KbKLISKi6GdjjzQiot7s8OHDGDt2LMaOHQsAWLZsGcaOHYv//M//jPDKej+bXUTpyVpsqzyD0pO1fged/J166S345o63zLLuAlsd+0OFgtwTRLtT/Z0ZYwb3R3ICM/Spe56C2aHGHmkhkpygglmMx0DBBLRwFDUREQWpvUcalHzjSETUG91yyy0QxUgVzPVdoeot5u/USyn41vna7nibPOhrYCtUAbBwTBD15oWdx1D4t2MIUYId9SKCAKT1U+PsxcsDQHQy9QnsjIG0EBkQ3yEjzXIxsoshIqLoZ3cE0kT2SCMiIgoJT03zjaYWLCyqwEOThmJaps5rQCyYSZkdg28H/nUBaz/9l8d9PU0eDGTYQTCkslSjqSVifdIYRCN3RBF49f4xUCiEgCfXBoqBtBBJTojFJZGBNCIiCg2hvbQT7JFGREQUNF96i208cAobD5zymKFWUmXAqu3/B6O5QwZMkhqrZn7P5wwYpUJAzrCUgDPLugtsCXBk5XjqD+UpEOhpu1SWuqiowqf1dueeMYPw35XfheRcRBcaLbh7zBVhvy4DaSEyICEW550ZaSztJCKi4CjsLO0kIiIKFX+a5ks9yjr2OyupMmChm2CS0WzBwqIK/MFNbzRvfM0YO3WhyeV+x8CWAHQJpokA7sxyZL11zs7xVNY6c7Qe2/9h8FjuKpWlrtpeDaM5uJLRm68biM9OnEdDkzWo8xABkSs95rCBEElmaScREYWQ4AykMSONiIgoWP70DOs8/dJmF7H84y+9HrPsz//AgX9d8HlwQX1jq0/7rdl9osvQAU/DDqSY2YYDpzB7fRm+/8IuPF/8fyg9WYudX3yHRUUVXYKJBlML3txb02V754EHuVl6HFg+BT8ad6VP6/bkdF0Tg2gUtHBM5vSGGWkhMiA+FhfbSzvbms38jSUioqBIpZ1CDDPSiIiIguVv5krHHmV2u9ht8Kep1YY5bx+CLkmN2dlXYWhqgseeTTa7iOd3VPu8FndDBzr2W9tVbcTGA6e69BKra7Riw4FT2HDgFBRC1+w1b6R9l3/0JRI1Kky4OgVKhYCkuMA/6SoE4I8HagI+nqgjaTJnMH0LA8V4T4j008Q4M9KsTSb+xhIRUVBY2klERBQ6gTbNP3exBV+d9b3iyGi2YPXur5z33QXW/Ckz9TR0AHCUeWZnJGPplqPdnifQhv0NzVbMefsQBsSrcM+YQfiw4kxgJ2pfQ0NzW8DHEwFA/3gVXrzveuRm6UM2hddfjPeEiFIhwKJIAADYmtkjjYiIgqMQHW80FcxIIyIiClp3vcU8SUvU4KuzlwK+bufAml6rwR1ZOr/PI5Wmds6+Kfu61mX4gVzqm6z448F/y34dou7EqZSYlqnzOoW3c4/DUGMgLYTaVImAjYE0IiIKHjPSiIiIQkvqLdY5g8WT/vEqZGckwy6KWPvpv0KyBqOpBRsPnPL7uLREjdvsG6K+xmBqQdnJWq9TeAW4L4kOFQ4bCCFbbD8AgMipnUREFCSF6AikKWI4bICIiChUcrP02P/0FGyaPwHzJg31um9DkxW7qo2YcHUK+seH5vVY+pDv62d7qal6fWOr22EBRH1R6dcXvP5b6FgSLQcG0kJIbA+kCQykERFRkAS7DQCgVDJ5nIiIKFg2u4jSk7XYVnkG5TV1yM5IxjMzMr0GyKSsFgB48b7rQ7YWEZd7lnmLp0k/e27GSDy/w332DVHf5Fsk2p9pvf6QNZBWX1+P/Px8aLVaaLVa5Ofno6GhwesxgiC4vf32t7912a+0tBRTpkxBQkIC+vfvj1tuuQXNzc1yPpxuKdTtgTRrU0TXQURE0U8hMpBGREQUCiVVBkx+aQ9mry/D45srMXt9GSa/tAdr93zldRpnx6yW3Cw9HvlBhs+ZZL64bcRACF7Op9NqsG7uOAxIUMuaiZY3Sge91r+ppkSRIGVodh684Ym/03p9JWsg7cEHH0RlZSVKSkpQUlKCyspK5Ofnez3GYDC43DZu3AhBEPDDH/7QuU9paSlyc3Mxffp0lJeX4/PPP8eSJUugUEQ2wS5G7Rg2oGiLbECPiIiinwA7AEDBQBoREVHApIbknQNRRlOLyxAAb85dbEFJlQFv7a0JePqlO3//53mP51s69Trsf3oKcrP0smXVSKZm6rD/6Sm4e7R8Uw6JQmVlXiYmXJ0CvVbjMS9NCrhlZyTLsgbZ3p0fO3YMJSUlKCsrw4033ggAWL9+PXJycnD8+HEMHz7c7XE6nesEk23btuHWW2/F1Vdf7dy2dOlSPPbYY1i+fLlz27XXXivDo/BPTJwjI42BNCIiCpbQnpEmKJURXgkREVF0stlFrw3JfZWaoMYvPvxHyEorBQCCAI9BNAHA5s9PY8mUawDIl1UjSUvUQKkQMDQ1QdbrEAVDIQBrZ491TuL0NIVXCq6tzMuUZdAAIGNGWmlpKbRarTOIBgATJkyAVqvFwYMHfTrH2bNnsWPHDsybN8+57dy5czh06BDS0tIwceJEpKen4+abb8b+/fs9nsdiscBsNrvc5BDbHkhT2RlIIyKi4CjaM9IEBTPSiIiIAlFeUxdUSaSU1QIBISutlD70e8tsk0pK3zlQA5tdRHZGstfsm2DWImXt2Owitnz+TYivQBQ6dhEYkKB23pem8Oo6lSVLJdFSwE0Osr07NxqNSEtL67I9LS0NRqPRp3O8++67SExMxH333efc9vXXXwMAVq1ahZdffhljxozBe++9h9tuuw1VVVVuM9MKCwtRUFAQ4CPxnVojBdIsgN0ORLjUlIiIopdClAJpzEgjIiIKhD8lkd6yWi5csgS8BkWnzDOdVoM7snTYeOBUt8c+v+MY3t5fg5V5mR6zb4IhApj1/asAOIKORnPgj5MoHDr/m87N0mNapg7lNXU4d7EFaYmOwLBcmWgSvyM9q1at8jgQQLodPnwYgGNwQGeiKLrd7s7GjRsxZ84caDSXI4x2u+ODxSOPPIKf/exnGDt2LFavXo3hw4dj48aNbs+zYsUKmEwm5+2bb+SJtGsSEi/fYXknEREFQeHskcZAGhERUSB8LYlcOvU6r1ktwZRWSkG0eZOGYtP8Cdj/9BRMy9R5P6gDo6kFi4oqAMBt9k2wVu8+gckv7cHuat+SXYgiyd2/RaVCQM6wFNw95grkDEuRPYgGBJCRtmTJEsyaNcvrPkOHDsUXX3yBs2fPdvnZ+fPnkZ6e3u119u3bh+PHj2PLli0u2/V6R3peZmamy/aRI0fi9OnTbs+lVquhVqvd/iyUNPH9Lt9pbQJiWWNORESBcfZIE1jaSUREFAipJNJoanGbxSXAETBbMuUaLJlyjceslu7O0x0BwM4qI56Z4ejZ5M/5pJ8/s/VLPHfX9/Dyj0YDAnDhkgWnLjRhze4TPq9JpRRgtXXd22hqwQYfMuSIIqmfOgZ2uwibXQxLsMwbvzPSUlNTMWLECK83jUaDnJwcmEwmlJeXO489dOgQTCYTJk6c2O11NmzYgPHjx2P06NEu24cOHYpBgwbh+PHjLttPnDiBIUOG+PtwQiperUKzGOu4Y22M6FqIiCi6MSONiIgoOEqFgJV5jgSMzh+7OzcklwJcaYkanLvYgvKaOtja08m8nccXUs+z8pq6gM9X12jF0i2VmLPhEH7xl39AHaPA41Ovxbq54xx93HzgLogmrY+op7tkacOcDYcw+aU9KKkyRHQtsjXxGjlyJHJzczF//nyUlZWhrKwM8+fPx1133eUysXPEiBHYunWry7Fmsxl/+ctf8PDDD3c5ryAIeOqpp/Daa6/hww8/xL/+9S8899xz+Oc//+kylCAS4mKVaEJ75puVpZ1ERBQ457ABBtKIiIgC5mtD8pIqAya/tAez15fh8c2VmL2+zOUDu6fz+KNj+WQw55PKPUuqDMjN0mP/01Ow5NZhAa+LKJp0/PsfKbLWi7z//vt47LHHMH36dADAzJkzsXbtWpd9jh8/DpPJ5LJt8+bNEEURs2fPdnveJ554Ai0tLVi6dCnq6uowevRo7Nq1C8OGRfbJIyE2Bs1QA7joKO0kIiIKEIcNEBERhUZ3DclLqgxYVFTRJTNL+sAuBdw6nye1nxoQgdKvL2Dtpye7XceGA6fw/YxkZ/AuN0sPux1Y/EGFX49HhCOTraC4GtMydVAqBEy6ZqBPayCKdu7+/oebrIG05ORkFBUVed1HFLsmki5YsAALFizwetzy5cuxfPnyoNYXavGxSjSLasefKks7iYgoCEo4eqQplOyRRkREFCypIXlnNruIguJqt+WN7j6wuzvP9zOS8UH5adQ1WrtdR8dz2ewint9RHdDj6VgumjMsBdkZyegfp0JDc/drIIp2nf/+h5tspZ19EUs7iYgoVNgjjYiISH7lNXUwmFo8/rxzf7POSqoMuPm3n/oUREOnc5WdrPV6bV+cu+g4XqkQ8LNJQ4M6F1G0kf7+hxsDaSEUH6tEC9qHDbQyI42IiALnDKQpmJFGREQkF18/iLvbTyoJ9TcYdu5iC3Z+YcAjRYf9Os6dtMTLPdaWTLkW/eNVQZ+TKFp0/PsfTnx3HkLxqhg0iY6MtLaWRv7mEhFRwJTMSCMiIgoJm1302B/N1w/inffzVhLanTc/+xrVRnMAR14mwDEwITsj2WX7zyZmYPXuE0GdmygaCADGDxkQkWsz1hNCHUs7rQykERFREJiRRkREFLySKgNWbf8/GM0W5zZdkhqrZn4PuVl6ZGckQ6/VwGhqcRsU8xSw6q4k1Jtgg2iSlXmZLgMTVm2vhtEcmVI3onATARz5dz17pEW72BgFLIIUSLsY4dUQEVFHb7zxBjIyMqDRaDB+/Hjs27fP47779+/HpEmTkJKSgri4OIwYMQKrV68O42ovT+1kRhoREVFgSqoMWFhU4RJEAwCj2YKFRRUoqTJAqRCwMi8TgCNo1pF0v2PAShKp3kwSbYcSzp1ffNf+OBlEo75lV7UxItdlIC3ErIo4AI7STiIi6hm2bNmCJ554Ar/85S9x9OhR3HTTTbjjjjtw+vRpt/snJCRgyZIl2Lt3L44dO4Znn30Wzz77LN56662wrflyaSd7nRAREfnLZhex/OMvve6z/OMvYbOLyM3SY93ccdBpXcs3dVoN1s0dh9wsfZdzX7joGpwLN1OTFYuKKvDCjmos/uBoRNdCFCnbKr+DzR5IgXVwWC8SYm0KDWAHbK2c2klE1FO8+uqrmDdvHh5++GEAwJo1a/DJJ59g3bp1KCws7LL/2LFjMXbsWOf9oUOH4uOPP8a+ffuwYMEC+RcsilAIjjcFzEgjIiLyX9nJWjQ0eZ+k2dBkRdnJWky6NhW5WXpMy9R57KUmKakyoKC4Ouhpm8GSQgfr99VEdB1EkVTb2Irymrqwl3cykBZiolLNQBoRUQ/S2tqKI0eOYPny5S7bp0+fjoMHD/p0jqNHj+LgwYP49a9/7XEfi8UCi+Xyt9NmcxD9T+w25/8qlHypJiIi8lfp1xd83m/StakAAKVC6PKBvOOgglMXmrBm94mABgwQkTwiUWbNd+chJsaoAStgt7I+nYioJ7hw4QJsNhvS09Ndtqenp8No9N5X4corr8T58+fR1taGVatWOTPa3CksLERBQUFI1gyxYyCNGWlERET+69zxzP/9ekr2GRF55uvk3VBij7RQi3H8ITKQRkTUswiC6xtlURS7bOts3759OHz4MP7whz9gzZo12LRpk8d9V6xYAZPJ5Lx98803Aa/Vbmtz/r9CwUAaERGRv3wt9XKXgVZ6shbPF/8fFhZVMIhG1EMJAPRuJuqGAzPSQkxsD6SJDKQREfUIqampUCqVXbLPzp071yVLrbOMjAwAwPXXX4+zZ89i1apVmD17ttt91Wo11Gp1SNZss1md33QpWdpJRETktwlXp6B/vMprn7QB8SpMuPpyII0ZaETRwdtE3XBgRlqICar2tMI29kgjIuoJYmNjMX78eOzatctl+65duzBx4kSfzyOKoksPNDnZ2jqUdsYwkEZERARczhbbVnkGpSdrvU7rUyoEvHjf9V7P98I916O8pg7bKs/gd7u/wiJmoBH1SP3jXKfYe5qoGy58dx5q7RlpQltkxyETEdFly5YtQ35+Pm644Qbk5OTgrbfewunTp7Fw4UIAjrLMM2fO4L333gMAvP7667jqqqswYsQIAMD+/fvx8ssv49FHHw3Leu32y6WdSgVfqomIiNxli+m1GqzMy/T4YTo3S48/zB2HVdurYTS7HjdztB7P74je7DNdkhoXW9rQ2GrrfmeiKPf72WMRo1R4nagbTnx3HmKCylHWo7AxkEZE1FM88MADqK2txa9+9SsYDAZkZWVh586dGDJkCADAYDDg9OnTzv3tdjtWrFiBmpoaxMTEYNiwYXjxxRfxyCOPhGXmi89uAAAgAElEQVS9HXukKTlsgIiI+riSKgMWFVV0mZZpNLVgUVGF18yU3Cw9pmXqnJM30xI1qG+04OcfHI3a6Zu3jUjFurnfx55/nsXCoopIL4dIdguLjuC3PxqFu8dcEemlAAAEURSj9fkjYGazGVqtFiaTCUlJSSE99/t/Wo85J38BY8II6J46FNJzExH1VHI+r0arYH5PzGdPI2nd9bCJAuz/WQeVkp0YiIj4WuOqr/x+2OwiJr+0x2PmmABHmdf+p6f4lKHS2mbHhMLdqGv03DstGsTHKvHyj0ZhZ5URO74wRG1QkMgf82/KwJQR6bJlpvn6vMqMtBCTeqQpbK0RXgkREUUru91RpmGDAjHdTBYlIiLqzcpr6ryWX4oADKYWlNfUdTups6TKgGe2VkV9EA0AmlptWPzB0Ugvgyis1u+rwfp9Nc773ZV3y4VfcYeYoj2QprSztJOIiALTZnO8wbdDAUUE+z8QERFF2rmLvvUw624/qTy0rpEJD0S9hVTeXVJlCOt1GUgLMUWsFEjjEzQREQVGtNkBODLSiIiI+rK0RE3Q+9nsIgqKq8NW/vjcjJHIGpQYpqsR9V3Sv+mC4mqvU3xDje/QQ0wZGw8AUDEjjYiIAiRN7bTzZZqIiPq47Ixk6LUaeMrPFuAo78rOSPZ4ju7KQ0MpJSEW6YkaVH13MSzXI+rrOpZ3hwvfoYdYTGyc41eRGWlERBQYaWonM9KIiKivUyoErMzLBIAuwTTp/sq8TJeG4za7iNKTtdhWeQalJ2thNDX7dc27RgXeb+n6K5Kw4r+/DPh4IgqMr2XgocBhAyEmBdJUYisgigCbRBMRkZ/sNsewAWakERFRX2aziyivqUNzqw0/HHcldh07C1Pz5UEBOjeNxkuqDCgornbJQEtOiPXpeskJKvzm3uuRm6XHtWknsHr3V36v+bMTF/w+hoiC52sZeCgwkBZiMWpHaacCdsDeBihVEV4RERFFG5GlnURE1Me5C4hJtHEqPDQpA0umXOOSiSYNFOjcKanehwEDKQmxKF1xG2JjHK+9S6Zci03l38BoDl+WCxEFpn+cCnZRhM0uujwnyIXv0EMsVhN3+Y7VvxRiIiIiALCLjo8AIrOaiYioD5ICYp76mpmarVi9+wR2VRud27wNFPDWglxov71wb5YziAY4SkpXzcx0/pyIeq6GZivmvH0Ik1/aE5YJngykhZgqtkMgrY0DB4iIKABSII1v3YmIqI/xZ8Lmio+/dE7q83WgQHKCa8WQTqvBurnjXMpDJblZeqybOw7pSeErGSOiwBlNLVhUVCF7MI2lnSGmiVXCIqqgFqxAG9OAiYgoAKLd8QsDaURE1Mf4M2GzvsmKsq9rMemaVJ8bjT931/egS9LAaG5B3SULkhNioY2L9VgSlpulR6JahTkbDvn1OIgoNO4apceOLww+BddFODJIC4qrMS1TJ1uZJwNpIaaOUaIFKqhhZUYaEREFxN7+7Tp7pBERUV/j7+S90pOOQJqvjcZ1SRqYmlvxXyX/dAnY6d0MLpBcaOTnOqJI+esX/mWXiQAMphaU19QhZ1iKLGviO/QQ06gUsKB9Kkwbe6QREVEARFukV0BERBQR/k/ec3z5lJ2RDL1W4zGXW4AjWFbfaHHbf81bSdipC41+romIIs3foLw/GEgLMY3KUdoJgBlpREQUkPYWacxIIyKiPkcKiPkq5+pUAI7hACvzMgF0HQ4g3X9uRiae33HM60CCguJqZ981wDH4YPXur3xeDxH1DP4H5X3Hd+ghpo5RwAJHIE3k1E4iIgqAyIw0IiLqo6SAmC+djfrHqzChQ+mWNBxA1ykQJw0UGJAQ67X/WseSMODy4AMiih5S9ml2RrJs12CPtBBTq5RoaS/tbGtthqqb/YmIiDoTRfZIIyKivksKiC3/+Es0NFk97vfifdd3aSaem6XHtEwdymvqcO5iC9ISHR+olQoB2yrP+HR9qSTMn8EHRBR50rPByrxM2QYNAAykhVzHjDSrhYE0IiIKgLOkhFM7iYiob5ICYmv3fIWN+2tgamlz/kyXpMaqmd9zOxgAcGS1uWsy7mupl7SfnD2WiCj0dF6GhoQSA2kh1jGQ1tbSFOHVEBFRNBJhBwDYBQbSiIio71IqBDw+9TosmXKt2wwzX9nsIspr6mA0tyA5QYW6RvdZbgKA9CQ17KKIbZVnsO/E+RA9EiLyR/84FRqaPWejdvT4bdfg6oH9AnpuCJSsNSP19fXIz8+HVquFVqtFfn4+GhoavB4jCILb229/+1vnPkajEfn5+dDpdEhISMC4cePw4YcfyvlQfCYIAqyCo7TT2spvMIiIyH8iM9KIiIicpAyzu8dcgZxhKX59UC6pMmDyS3swe30Zlm6p9BpEEwG0tNkx5+1DeHxzJT6s8K0UlIiC96NxV+J3s8Zg0/wJeH3OOJ+Pe+3v/4I6RuH3c0MwZM1Ie/DBB/Htt9+ipKQEALBgwQLk5+ejuLjY4zEGg+u44b/97W+YN28efvjDHzq35efnw2QyYfv27UhNTcUHH3yABx54AIcPH8bYsWPleTB+aGsPpNlaOWyAiIgC0D5swN1UMSIiIvJNSZUBi4oqfHo91car0NBk9dqTjYjkMSBehZd+NMoZCLPZRei1GhhNLd3++xUBPLP1S0wZkY7YmPD0F5btKseOHUNJSQnefvtt5OTkICcnB+vXr8df//pXHD9+3ONxOp3O5bZt2zbceuutuPrqq537lJaW4tFHH0V2djauvvpqPPvss+jfvz8qKirkejh+aVMwkEZERIET298yiBw2QEREFBBp4qanD+ECgJSEWKy+fzTen3cjNDHKcC6PiDoo7DQ4RJre66u6RismFP4dJVWG7ncOAdneoZeWlkKr1eLGG290bpswYQK0Wi0OHjzo0znOnj2LHTt2YN68eS7bJ0+ejC1btqCurg52ux2bN2+GxWLBLbfc4vY8FosFZrPZ5SanNkENALBZWdpJREQBsDt6pIks7SQiIgpIdxM3RQC1ja3QaeOgUAgwmvnZjSgSVB7KMaXpvf3jfBvhWNfYikVFFWEJpskWSDMajUhLS+uyPS0tDUaj0adzvPvuu0hMTMR9993nsn3Lli1oa2tDSkoK1Go1HnnkEWzduhXDhg1ze57CwkJnnzatVovBgwf7/4D8YFc6MtLsVous1yEiot5JFKWMNAbSiIiIfGGziyg9WYttlWdQerIWRpNv1UHnLrZwOidRBFntoscAWG6WHq8/6Hu/NAAoKK6GzS5vgxS/A2mrVq3yOBBAuh0+fBiAo/F+Z6Iout3uzsaNGzFnzhxoNK5jip999lnU19dj9+7dOHz4MJYtW4Yf//jH+PLLL92eZ8WKFTCZTM7bN9984+ej9o9N4chIE5mRRkREgRAdGWng1E4iItn96U9/wqRJkzBo0CD8+9//BgCsWbMG27Zti/DKyFcdBwo8vrkSs9eX4fkdx3w69tSFRqQlarrfkYhkI8JzAGzCsBTotRqfvl4WARhMLSivqQv1El34HUhbsmQJjh075vWWlZUFnU6Hs2fPdjn+/PnzSE9P7/Y6+/btw/Hjx/Hwww+7bD958iTWrl2LjRs34rbbbsPo0aOxcuVK3HDDDXj99dfdnkutViMpKcnlJid7e480BtKIiCgQ0tROOzPSiIhktW7dOixbtgx33nknGhoaYLM5hr30798fa9asifDqyBfSQIHOZZz1ja0+Hf/OwRqMGdwfei2DaUSR5CkA5m+/NACyZ5n6PbUzNTUVqamp3e6Xk5MDk8mE8vJyZGdnAwAOHToEk8mEiRMndnv8hg0bMH78eIwePdple1NTEwBAoXCNASqVStjbe8pEmhjTnpHWxkAaERH5T3S2RmYgjYhITr///e+xfv163HPPPXjxxRed22+44Qb84he/iODKyBubXUR5TR2MpmY8v+OY24ECvhZ21Te1YdJLe3DlAI3XnmpEJD9PATCpX9ozW79EXWP3k3XlzjKVrUfayJEjkZubi/nz56OsrAxlZWWYP38+7rrrLgwfPty534gRI7B161aXY81mM/7yl790yUaT9r/mmmvwyCOPoLy8HCdPnsQrr7yCXbt24Z577pHr4fjFrnQE0tDGHmlEROQ/UXRkRNg5tZOISFY1NTUYO3Zsl+1qtRqNjY0RWBF1p2MZ59I//wN1PmaeeVPX2IovvpV3IB0RdW/fifMe+5vlZulRtmIqkhNiPR4vANBrNcjOSJZphQ6yvkN///33cf3112P69OmYPn06Ro0ahT/96U8u+xw/fhwmk8ll2+bNmyGKImbPnt3lnCqVCjt37sTAgQORl5eHUaNG4b333sO7776LO++8U86H4zPRGUjjNxpEROQ/QUqwZkIaEZGsMjIyUFlZ2WX73/72N2Rm+ldKRPLzVMZJRL3DhxVnMOnFPR4nb8bGKPCbe7MgoOvbZOn+yrxMKD1MAg0Vv0s7/ZGcnIyioiKv+0iTyTpasGABFixY4PGYa6+9Fh999FHQ65NNeyBNsDEjjYiI/CfC3v4rM9KIiOT01FNP4ec//zlaWlogiiLKy8uxadMmFBYW4u2334708qgDm11EQXG1zyWbRBSdjOYWLCqqwLq545Cbpe/yc6nMs6C42iWortNqsDIv0+0xoSZrIK2vEmMc9biCLfg0YyIi6ntEUQqkMSWNiEhOP/vZz9DW1ob/9//+H5qamvDggw/iiiuuwO9+9zvMmjUr0sujDspr6vzORBPa/+Mmd4OIeriC4mpMy9S5zS7LzdJjWqYO5TV1OHexBWmJjnJOuTPRJAykyUBQtWeksbSTiIgC4aE3BBERhd78+fMxf/58XLhwAXa7HWlpaZFeErnh7xQ+Ae0DB/iSShR1RFye4pkzLMXtPkqF4PFncmPNiAyE9qmdCjsz0oiIyH+XM9L4Mk1EFC6pqalhD6K98cYbyMjIgEajwfjx47Fv376wXj+a+DuFT6fV4KFJQ+VZDBGFhb8B9HBhRpoMhJg4AICSPdKIiCgAYvvX56LA0k4iIjllZGRA8PJc+/XXX8t27S1btuCJJ57AG2+8gUmTJuHNN9/EHXfcgerqalx11VWyXTdaZWckQ6/VwGhq6TbJLDlBhV/eMQIGMz+PEUWzzgF0m12MWDlnRwykyUChkjLS+MRNRET+E9gjjYgoLJ544gmX+1arFUePHkVJSQmeeuopWa/96quvYt68eXj44YcBAGvWrMEnn3yCdevWobCwUNZrRyOlQsDKvEwsKqq4XLbpQV2jFUs2d53GSkTRQYAjqzQ7I9m5raTK0GXAgD6MAwY6YiBNBopYR9Q0hqWdREQUgMsTrRlIIyKS0+OPP+52++uvv47Dhw/Ldt3W1lYcOXIEy5cvd9k+ffp0HDx40O0xFosFFsvlL+rNZrNs6+upPE3rI6LeRQSwMi/TmW1WUmXAoqKKLgF0g6kFC4sqsHTqdVgy5ZqwZaex+YoMlLHtpZ0MpBERUSDs7RlpAl+miYgi4Y477sBHH30k2/kvXLgAm82G9PR0l+3p6ekwGo1ujyksLIRWq3XeBg8eLNv6erLcLD32Pz0Fz80YGdR5IlANRkQ+6h+vwrRMHQBHOWdBcbXXLNTVu09g0ot/R0mVISzr4zt0GSiljDSRgTQiIvKfs0dahNdBRNRXffjhh0hOTu5+xyB17s8miqLHnm0rVqyAyWRy3r755hvZ19dTKRUCUhPVQZ3jsSnXQgBzv4l6ooYmK8pr6gAA5TV1PmWgGs0WLCqqCEswjaWdMoiJjQcAqBhIIyKiQHBqJxFRWIwdO9YlcCWKIoxGI86fP4833nhDtuumpqZCqVR2yT47d+5clyw1iVqthlodXPCoN/F3imdnGQMT8PqD4/DstirUNfJzG1FPI03s9HdyZ0FxNaZl6mQt82QgTQYx7cMGVKIVEEWAU9eIiMgPzh5pfP0gIpLVPffc43JfoVBg4MCBuOWWWzBixAjZrhsbG4vx48dj165duPfee53bd+3ahbvvvlu26/Ym0hTPQHulnbrQhM2fn2YQjaiHkoLl/gTNRTj6ppXX1CFnWIpMK2MgTRYxGkePNAXsgL0NUKoivCIiIooqdk7tJCKSW1tbG4YOHYrbb78dOp0u7NdftmwZ8vPzccMNNyAnJwdvvfUWTp8+jYULF4Z9LdFIqRAwc7Qeb+6t8ftYbVwM1uw+wRYKRD2UvsPETilobjS1+Pxv1t8sNn8xkCYDVXtpJwCgrYWBNCIi8hOndhIRyS0mJgaLFi3CsWPHInL9Bx54ALW1tfjVr34Fg8GArKws7Ny5E0OGDInIeqJNSZUBbwUQRAOA5lYbg2hEPdjM0XpnaaZSIWBlXiYWFVX4fHywpd/dYfMVGajUHf7Q2iyedyQiInJDKu0UWdpJRCSrG2+8EUePHo3Y9RcvXoxTp07BYrHgyJEj+MEPfhCxtUQTX6b4edNqYxiNqCd7a2+Ny9CA3Cw91s0dB12S9wCZANdsNrkwI00GapUKFjEGaqHNkZFGRETkD5GlnURE4bB48WI8+eST+PbbbzF+/HgkJCS4/HzUqFERWhl54+sUPyKKXp2HBuRm6TEtU4e1e77C6t1fddlfete8Mi9T1kEDAANpslCrFLBABTXamJFGRER+cw4bYCCNiEgWDz30ENasWYMHHngAAPDYY485fyYIAkRRhCAIsNlskVoieSF3/yMiiixPQwOUCgHDdYnoH69CQ5PV5RhtvAov3nc9crP0sq+PgTQZqGMcgTSgmYE0IiLyn5SRJrADAxGRHN599128+OKLqKkJrMcWRZbc/Y+IqGfoHDQvqTJgUVGF27JuU6fAmpwYSJOBOkaJVrQPGGBpJxER+YsZaUREspIyf9nYPzoFMsWPiKJPWqIGNruI8po6GE3NeH7HMa//5juXg8qFgTQZqGMUqBdVgAC0tTbzN5mIiPwkZaQxkEZEJBeBz7FRK5ApfkQUXXRJaly4ZMH3X9iNusbWbvf3VA4qB8Z4ZCD1SAMYSCMiIv+JdmakERHJ7brrrus2mFZXVxem1ZC/crP0eP3BsViy6SjsTEsj6nXqm6x4dJP/U5XD0UORMR4ZxCo7BNIsLO0kIiJ/ie3/ZY80IiK5FBQUQKvVRnoZFIQBCWoG0Yh6KUubPaDjwtFDkYE0GcQoFWhFLADAammO8GqIiCjqtA8bYEIaEZF8Zs2ahbS0tEgvg4LA6Z1EJBEA6LQaZGcky34tBtJkYhUcgTRbKwNpRETkJ5EZaUREcmJ/tJ5Laix+7mIL0hIdH4o9NQ7n9E4iAi5/97wyL1P2QQMAA2myaWsPpLVZ+S0JERH5ScpIY0oaEZEsRJH1gOHiT2CspMqAguJqGEyXP0PptRqszMtEbpa+y/5jBveHIHQYdk1EfZLOy/OEHPhVt0xsCkePNFsrA2lERD3BG2+8gYyMDGg0GowfPx779u3zuO/HH3+MadOmYeDAgUhKSkJOTg4++eSTsK1V+oDHqZ1ERPKw2+0s6wyDkioDJr+0B7PXl+HxzZWYvb4Mk1/ag5Iqg9t9FxVVuATRAMBoasGioooux5RUGXDDC7sYRCPqo5I0MVj9wBhsmj8B+5+eErYgGsBAmmykjDQ7SzuJiCJuy5YteOKJJ/DLX/4SR48exU033YQ77rgDp0+fdrv/3r17MW3aNOzcuRNHjhzBrbfeiry8PBw96v/koIA4e6TxZZqIiHoOm11E6clabKs8g9KTtbB56fTvT2DMZhdRUFwNd2eTthUUV+PAVxewrfIMfrf7KywsqkCjxRaCR0VE0ejF+0bh3rFXIGdYSljKOTtiaadMbEo1YAPsLO0kIoq4V199FfPmzcPDDz8MAFizZg0++eQTrFu3DoWFhV32X7Nmjcv93/zmN9i2bRuKi4sxduzYMKxY7PBfIiKiyPOn7LK7wJgAR2BsWqYOSoWA8pq6LgG3zscYTC2Ys+FQSB4LEUW3aZlpuHNU+DLQOuNX3TKxKdoz0hhIIyKKqNbWVhw5cgTTp0932T59+nQcPHjQp3PY7XZcvHgRycmepwBZLBaYzWaXW8CcPdL4Mk1ERJHnb9mlr4Gx8po6AJy+SUT+qTpj9poRKze+Q5eJXaEGAIgMpBERRdSFCxdgs9mQnp7usj09PR1Go9Gnc7zyyitobGzE/fff73GfwsJCaLVa523w4MGBL1pq+MIeaUREFGG+ll12/FDra2BM2o/TN4kIAPqpfSua7BiIjwQG0mRij3EE0tDGQBoRUU8gdApKiaLYZZs7mzZtwqpVq7BlyxavjalXrFgBk8nkvH3zzTcBr9U5bIAv00REFGH+ZpcBvgfGpP2yM5Kh12o4q5qoj4tR+v4sEMlMVr5Dl4mobM9Ia7NEeCVERH1bamoqlEpll+yzc+fOdclS62zLli2YN28e/vznP2Pq1Kle91Wr1UhKSnK5BUpwDhsI+BREREQh4W92GdB9YEyAo79adoajZYJSIWBlXqbzZ0TUNzU0WfGjcVf4tG8kM1kZSJOJFEiDjYE0IqJIio2Nxfjx47Fr1y6X7bt27cLEiRM9Hrdp0yb8x3/8Bz744APMmDFD7mW6EMGMNCIi6hn8zS4Dug+MiQCemzHSZdLetEwdZkSweTgR9QyTrkmFLknt8eedA/GRwHfocmkPpAnMSCMiirhly5bh7bffxsaNG3Hs2DEsXboUp0+fxsKFCwE4yjJ/8pOfOPfftGkTfvKTn+CVV17BhAkTYDQaYTQaYTKZwrNgZ0Yav5cnIqLI8je7TJKbpcfrD47FgASV2+Oe33HMOaSgpMqA8b/ehb9+YeDEaqI+7nRdM1bN/B4EdA3ES/dX5mW6BOLDTdZAWn19PfLz852Nl/Pz89HQ0OD1mEuXLmHJkiW48sorERcXh5EjR2LdunUu+1gsFjz66KNITU1FQkICZs6ciW+//VbOh+I3kT3SiIh6jAceeABr1qzBr371K4wZMwZ79+7Fzp07MWTIEACAwWDA6dOnnfu/+eabaGtrw89//nPo9Xrn7fHHHw/PgqUeaQK/7yIiosjyll3m7UNtSZUBz+84hrpGq9vzShM/C3dWY2FRBRqa3O9HRH3L5s9PY1qmDgt+kNHlO2VBABb8IAO5WZHNXvVtJEKAHnzwQXz77bcoKSkBACxYsAD5+fkoLi72eMzSpUvx6aefoqioCEOHDsX//M//YPHixRg0aBDuvvtuAMATTzyB4uJibN68GSkpKXjyySdx11134ciRI1AqlXI+JJ8JMY7UZoWtNcIrISIiAFi8eDEWL17s9mfvvPOOy/3PPvtM/gV5056RJrBTDBER9QC5WXqsmzsOBcXVLoMHdFoNVuZldvlQW1JlwKKiCq/ZZSIcgbj1+2pkWTMRRSeDqQVr93yFt/bWdHkOsYvAW3trMPaqARENpskWSDt27BhKSkpQVlaGG2+8EQCwfv165OTk4Pjx4xg+fLjb40pLS/HTn/4Ut9xyCwBH8O3NN9/E4cOHcffdd8NkMmHDhg3405/+5Gz8XFRUhMGDB2P37t24/fbb5XpI/lFJgTSWdhIRkb/EDv8lIiKKvNwsPaZl6lBeU4dzF1uQlugo5+yciWaziygorvbpNUyEMwmbiMjpjwdOeX0OKSiuxrRMXcTKO2WrGSktLYVWq3UG0QBgwoQJ0Gq1OHjwoMfjJk+ejO3bt+PMmTMQRRGffvopTpw44QyQHTlyBFarFdOnT3ceM2jQIGRlZXk8r8VigdlsdrnJTWgv7VTYGUgjIiI/SZ8qWNpJREQ9iFIhIGdYCu4ecwVyhqW4/RBbXlPnkrVGROSvhmbPpd4iHFlr5TV14VtQJ7K9QzcajUhLS+uyPS0tDUaj0eNxr732GjIzM3HllVciNjYWubm5eOONNzB58mTneWNjYzFgwACX49LT0z2et7Cw0NmnTavVYvDgwUE8Mt8oYuMcv9pZ2klERH5yBtJY2klERD2XzS6i9GQttlWeQenJWtjsIs5dZBCNiALn67tfozlyzzV+l3auWrUKBQUFXvf5/PPPAQCCmw8Aoii63S557bXXUFZWhu3bt2PIkCHYu3cvFi9eDL1e7yzldMfbeVesWIFly5Y575vNZtmDaYr2jLQYBtKIiMhvjh5pIodrExFRD1VSZejSM02v1WDW96/y+RwCHN8Z2VneSUTtfH06eP6v/4c4lSIivdL8DqQtWbIEs2bN8rrP0KFD8cUXX+Ds2bNdfnb+/Hmkp6e7Pa65uRnPPPMMtm7dihkzZgAARo0ahcrKSrz88suYOnUqdDodWltbUV9f75KVdu7cOUycONHtedVqNdRqta8PMSSUsY4eaUqWdhIRkb+YkUZERD2Yp2ECRlML1uw+gf7xKpiarF4/EEuvcPNvysCbezlwgIj8U9doxaKiCqybOy7swTS/A2mpqalITU3tdr+cnByYTCaUl5cjOzsbAHDo0CGYTCaPAS+r1Qqr1QqFwvUbeKVSCbvd8e38+PHjoVKpsGvXLtx///0AAIPBgKqqKvzXf/2Xvw9HNkqVo7STGWlEROQ3Z+dlBtKIiKhn8TZMQJrEKXT4f0/BNGnipwMDaUQUmEgMHpBtaufIkSORm5uL+fPn48033wTgmMB51113uUzsHDFiBAoLC3HvvfciKSkJN998M5566inExcVhyJAh+N///V+89957ePXVVwEAWq0W8+bNw5NPPomUlBQkJyfjF7/4Ba6//nqvpZ/hplQ7MtJUIgNpREQUIGakERFRD9PdMAERQH2TFUunXotN5d+49DFKTlDh3jFXYGqmDtkZyQCAyS/tkXvJRNRLdRw8kJ2R3O1U4VCRLZAGAO+//z4ee+wx54TNmTNnYu3atS77HD9+HCaTyXl/8+bNWLFiBebMmYO6ujoMGTIEL7zwAhYuXOjcZ/Xq1YiJicH999+P5uZm3HbbbXjnnXegVCrlfDh+iWkfNsBAGug1+08AACAASURBVBER+UsU2SyGiIh6Jl+HCZibreicjxarVGD8EEd7nr9+8R0uXLRwwicRBW1XtRHL/lzZpWfjyrxMWco+ZQ2kJScno6ioyOs+nT8s6HQ6/PGPf/R6jEajwe9//3v8/ve/D3qNcnEG0tAG2O2Agg2jiYjIV/b2X5mRRkREPUtaosan/TYcONVlm9FsweIPjoZ4RUTU121093xjapGthxqjOzKJUcddvmNjVhoREfnBOWuAgTQiIupZsjOSoddqPH7VIwAIY6siIurjPD3fSClbBcXVsIV4NDADaTKJVXf4pqaN6cpEROQHlnYSEVEPpVQIziEBnT+/SsMFQvyZlYj6sAHxKgDun28A7883HXuohRIDaTKJjdXALrb/0bZZIrsYIiKKMo53BMxIIyKinig3S491c8dBp3Ut89RpNXho0tDILIqIep1f3jkCh5+dhj94eL6Z5+Pzja+9HX0la4+0vkwTq4QFKsShlRlpRETkF9H5KwNpRETUM+Vm6TEtU9dlSl55TZ3bfkVERP56/dOTGJwc7/X5xl0/xs587e3oKwbSZKKO6RhIY0YaERH5QZQy0iK8DiIiIi+UCgE5w1Jctkk91IymFrDCk4iC0dBsxcKiCiydeh2WTLnG7+cbAY7MteyM5JCui6WdMlHHKGCBo5aXGWlEROQfsf2/jKQREVF06dhDjYgoFFbvPoFJL/4dJVUGl+3d9WwEgJV5mVCGeAIKA2kyUccoYREdgbS21uYIr4aIiKITA2lERBR9pB5q/eNUkV4KEfUSRrMFi4oqugTTvPVsXDd3HHKz9CFfC0s7ZaJWKWBBLACgtbWFv9FEROQ3lnYSEVG0ys3SI1Gjwpy3D0V6KUTUixQUV2Naps4ly8xTD7VQZ6JJGN+RSaxSgdb23962lqYIr4aIiKKKyNJOIiKKXja76PhAa25BckIs6hpbI70kIuoBdElqAALOmgProSgCMJhaUF5T16VfmruejXJhIE0mCoWA1vaMtLZW9kgjIiJ/sD0zERFFp5IqAwqKq2Ew8TMQEV0mAFg183sAgEVFFRAQ+Dvecxcj+/zCHmkysgpSII090oiIiIiIqHcrqTJgUVEFg2hE1MXDNw1FbpbeY08zf6QlBn5sKDAjTUZWhQoQAZuFpZ1EROQ7ob20k03SiIgoWtjsIgqKq5lTTURubdh/CmMHJ+POUXq3Pc3qGy341V+PwWj2HIgX4BgikJ2RHL6Fu8FAmowsQlx7IK0x0kshIqKoIn0MYSCNiIiiQ3lNHTPRiMgjuwgs/qACf1A4Jmm662l2e5Yea/d8hdW7v+pyvPSueGVepmxDBHzF0k4ZtSriAACi5VKEV0JERFGJGWlERBQlIt2ziIiiQ0FxNWx297mrSoWAx6dehz/MHQd9p9JPnVaDdXMdQbhIY0aajCyKeACAaLkY4ZUQEVFUEVkYQ0RE0SWQnkXBNBsnoujkaepmR+5KP7MzkiOeiSZhIE1GrTEJQCuAVpZ2EhGRP1jaSURE0SU7Ixl6rQZGU4vH4JhCcJR3SdKT1Pj+0AEo/sIYljUSUc/gSwaru9LPnoKBNBm1Kh0ZaUIrSzuJiMh/Iks7iYgoSigVAlbmZWJRUUWXTDPp1Wzt7LEYkKDGuYstOHWhCZvKTzOIRtQHRXrqZrDYI01GbQykERFRINpLOxlGIyKiaJKbpce6ueOg89Db6M5Rg5AzLAXqGAXW7D7hdTofEfU+AgB9D5i6GSxmpMnIFpMAAFBaWdpJRET+YGknERFFp+56G9nsIgqKq9kbjaiXuuW6VHx24kKX7T1p6mawGEiTUZvKEUhTtDGQRkRE/hMZSCMioijkrbdReU0dDCZmohH1Vo/cfA1mZV+FguJql3/rOq0GK/Mye8TUzWAxkCYje3sgLYYZaURE5BeWdhIRUe+0u5o90Yh6K6lsU6kQevTUzWAxkCYjUdUPABBja4rwSoiIKKo4Kzt7x5sNIiIiACipMmDDgVORXgYRhZi7ss2ePHUzWAykyUhUt2ektTGQRkREvhPaI2nsH0NERL2F1BuNiHqf3lS26QsG0uQUm+j4xcbSTiIi8p/A4k4iIuol2BuNqPfQazWY9f2rMDQ1vteVbfqCgTQZxWgcpZ0qsRWwtQFK/nYTEZEv2nPRWNpJRES9xLmLDKIRRbvbRgzEwzcN63OBs84UkV5AbxaboL18x2KO3EKIiCi6iCztJCKi3iUtURPpJRBRkKoNF/t8EA1gIE1WCXFxuCS2v2A010d2MUREFH2YkUZERL1EdkYy+serIr0MIgqCwdSC8pq6SC8j4hhIk1GiJgYNcJR3MpBGRES+c47tjOgqiIiIQmVXtRENTdZIL4OIgrSr2hjpJUQcA2ky6qdWoV5sD6Q1MWpLREQ+EhlIIyKi3oMTO4l6j22V38Fm79sNSNj9Xkb9NDGoFx2TO9HMQBoREflGcA4biOw6iIiIAmGziyivqcO5iy1IS9TAbhc5sZOol6htbEV5TR1yhqVEeikRw0CajPqpY3AazEgjIqLAMI5GRETRpqTKgILiapfAWf849kYj6k36+hRelnbKKFET4yztFJtqI7waIiKKGs6pnQylERFR9CipMmBRUUWX7LOGZvZGI+rp4mOVWDr1Wp/27etTeGUNpNXX1yM/Px9arRZarRb5+floaGjwesylS5ewZMkSXHnllYiLi8PIkSOxbt0658/r6urw6KOPYvjw4YiPj8dVV12Fxx57DCaTSc6HEpB+6hg0wFHaaWtkRhoREfmJUzuJiChKSH3Q+nbnJKLotT7/BiyZci30Wo3Hr3IFAHqtBtkZyeFcWo8jayDtwQcfRGVlJUpKSlBSUoLKykrk5+d7PWbp0qUoKSlBUVERjh07hqVLl+LRRx/Ftm3bAADfffcdvvvuO7z88sv48ssv8c4776CkpATz5s2T86EEJD5W6Zza2XbpQoRXQ0RE0YZhNCIiCjWbXUTpyVpsqzyD0pO1IWsaXl5Txz5oRFFICo5NGJYCpULAyrxM5/bO+wHAyrxMKBV9+12qbD3Sjh07hpKSEpSVleHGG28EAKxfvx45OTk4fvw4hg8f7va40tJS/PSnP8Utt9wCAFiwYAHefPNNHD58GHfffTeysrLw0UcfOfcfNmwYXnjhBcydOxdtbW2Iiek5bd8EQcDFGEekVrx4NsKrISKi6MHSTiIiCj13/cv0Wg1W5mUiN0sf1Ln7es8komjWMTiWm6XHurnjujxX6EL0XNEbyBZ1Ki0thVardQbRAGDChAnQarU4ePCgx0Da5MmTsX37djz00EMYNGgQPvvsM5w4cQK/+93vPF7LZDIhKSnJYxDNYrHAYrE475vN5gAflf/MqjTACigufRe2axIRUXS7PLWTgTQiIgoNqX9Z5/wzo6kFi4oqsG7uuKA+IPf1nklE0UgQgAU3ZXT5t5+bpce0TJ3L9N3sjOQ+n4kmka2002g0Ii0trcv2tLQ0GI1Gj8e99tpryMzMxJVXXonY2Fjk5ubijTfewOTJk93uX1tbi+effx6PPPKIx3MWFhY6+7RptVoMHjzY/wcUIEu8DgCgajQCdnvYrktERERERAR4718mbSsorg6qzDM7IxnJCbEBH09E4SeKwFt7a1BSZejyM6VCQM6wFNw95grktJd9koPfgbRVq1ZBEASvt8OHDwNwlDZ2Joqi2+2S1157DWVlZdi+fTuOHDmCV155BYsXL8bu3bu77Gs2mzFjxgxkZmZi5cqVHs+5YsUKmEwm5+2bb77x92EHTEjUwS4KUNitACd3EhGRL9qndgos7SQi6pVeeOEFTJw4EfHx8ejfv7/s1+uuf5kIwGBqQXlN4APSlAoB94wZFPDxRBQ5wQbS+xq/SzuXLFmCWbNmed1n6NCh+OKLL3D2bNe+YOfPn0d6errb45qbm/HMM89g69atmDFjBgBg1KhRqKysxMsvv4ypU6c697148SJyc3PRr18/bN26FSqVyuN61Go11Gq1Lw8v5LT94nEBWqShATCfAfoNjMg6iIgoiogs7SQi6s1aW1vx4x//GDk5OdiwYYPs1/O1f1mwfc6mZeqw8cCpoM5BRMET4Hgb6UtsrGMgPWdYitxL6xX8DqSlpqYiNTW12/1ycnJgMplQXl6O7OxsAMChQ4dgMpkwceJEt8dYrVZYrVYoFK6JckqlEvYOZZFmsxm333471Go1tm/fDo2m59bjJyfEwiAmI01oD6QNGhPpJRERERERUQQVFBQAAN55552wXM/X/mXB9jnLzkiGXqvh9E4imSm8BMmkr2HnTc7A+n01Pp+TA0N8J1uPtJEjRyI3Nxfz589HWVkZysrKMH/+fNx1110ugwZGjBiBrVu3AgCSkpJw880346mnnsJnn32GmpoavPPOO3jvvfdw7733AnBkok2fPh2NjY3YsGEDzGYzjEYjjEYjbDabXA8nYCkJsTgttveKqz0Z2cUQEVGU4NROIiJyZbFYYDabXW6+kgJcnl5VBDimd2ZnJAe1RqVCwMq8TL56EcnMLgLPzRiJhyYN7dKbMDkhFreOGIiPKs74dc7UfmqUnqzFtsozKD1Zy1JPL2Sb2gkA77//Ph577DFMnz4dADBz5kysXbvWZZ/jx4/DZDI572/evBkrVqzAnDlzUFdXhyFDhuCFF17AwoULAQBHjhzBoUOHAADXXHONy7lqamowdOhQGR+R/5IT1DgptvcKuHAisoshIqIowdJOIiJyVVhY6Mxk85cU4FpUVAEBcBk6IL3SrMzLDEkz8dwsPRb8IANv7vU9E4aI/JeaqMa8m67GL2dkorymDrurjdhaeQa1ja3Y88/zPp9HANA/XoUn/1wJo9ni3K7XarAyLzOoab69lWwZaQCQnJyMoqKi/8/encdFVe5/AP/MsIMwiggDooArIC6Iqbjkrrhb3TK3n17TUvO6dd3ScilDu2pqpqmV5SWXSutqGbkvJWqC5IIroqSCuIIbiMzz+2OckWEGmBlmY/i8X68pz5nnPOf7HGbmDF+eRf0Xk7i4OK3JNIUQGDZsmHpbLpdj7dq1uHbtGh4/foyzZ89i0qRJ6gUK2rdvDyGEzoetJdEAZTY4VaFKpF2wbjBERBXYihUrEBISAldXV0RFReHgwYPFls3IyMDAgQNRv359SKVSTJgwwYKRotBf8plIIyIqLwxZlM0YZV1ALSbCHysHN4Vcpjl8Uy5zxcrBTU32y3KBQmDrX9orABKRaamGYjtIJch+/ARf/XEZdx7mG1SHKrF+91G+RhINADKzczE6Lknnip4VnVl7pBFQzdPZsB5pD7KAvzYATQYBHqXPRUdERKXbtGkTJkyYgBUrVqB169ZYtWoVunfvjpSUFNSsWVOrfF5eHqpVq4YZM2bgk08+sXi8qp4CTKMREZUf+i7KZixTLKAWE+GPLuFyHE27g6z7ufD1VA7nNEVPNJXSVgglorLz9nBCVFAVFCgEDl+6jWmbT8KYgZhymSse5xfg3iPtBJyA8rvonG0p6BIuN+nnRHnHRJqZBVR2wyXhj6dCCsfHd4Dsq4AssPgDNgwArh0DLuwEhv1suUCJiOzY4sWL8cYbb2DEiBEAgCVLluC3337DypUrERsbq1U+ODgYS5cuBQB89dVXFo0VACRctZOIqNzRd1E2a3OQSsy6Mh8nLCcyvzsP89H8o10AoDMJVpr/iw5C9wh/KBQCg748Umw5ruipm1mHdpKyu+VTqSvOiRrKHVdL6c597dnzl4sfckRERPp78uQJEhMT1fN1qnTt2hWHDh0y2XnKMgm0tmeLDTCRRkRkl9LT05GcnIz09HQUFBQgOTkZycnJePDggbVDK7OyrvxJVJoq7k6Qe2n2zvSXueKtF0O0Jt63tA71q5mkHgl0t7Owe4/yjUqiAUD3CH9E166KWw/zSi8MJsiLYo80M3OQSuBf2RXHc+qggfSKMlHWoJ+1wyIiqjBu3bqFgoIC+Pn5aez38/NDZmamyc5Tlkmgi8M0GhGRfXr//ffxzTffqLcjIyMBAHv37kX79u2tFJVpqFYIzczONWqoGVFxVN+LYl9uWOwQ5Xe6hqJl7C6D5wozRWwj2oZgzUHTLLIhoGxnx1A/tIzdjTsPn5ikXgmUwzlVK/Tqm/hmglwTe6RZQPXKbkgWz1YYTS++2yQREZmPpEjvLiGE1r6yKOsk0EWCe/YPptKIiOzR119/rXPxtPKeRAOerxAKaN/FJMX8m0gfhRfGUA1R7tukOqJrV1XP3+XsKMWHfRtaPDaZmyO2/XXdZPVVdndCl3A5Eq/cNWkSDdBcoVeV+C7u/SiBsrefKvFGSuyRZgHVK7vj0KUGgBOUPdIe3QHc+UIkIrIEHx8fODg4aPU+y8rK0uqlVhammARaRaL6Gz5/yyAionJItULonG0pGgsPyGWu6iRb0eeo4vJydcRrUTXwy6kMjdeEv8wVr79QE8E+7vCp5AII4NbDPCSk3i5xkYwqVhjeee/xU+DxU9PV9yhf3ePOVFTvv8Ir9KoS36PjktQreKroSryREhNpFlDb1wOb4YNrzrVQ/ckl4OJuoNGr1g6LiKhCcHZ2RlRUFHbu3ImXXnpJvX/nzp3o27evFSPTB7+0EBFR+VTaCqGq5349lYF1CVesHC1ZU07uU3x1KA1vtAlGx1C51usl/lQG/v39X1pJtqJJIZU1B1MtGb7ZqK5DWXh7OOGlJtXROVxebPJRlfievTUFmTnaiW9d17iiYyLNAur7eQIAfpc0RX9cAs5uYyKNiMiCJk2ahCFDhqBZs2aIjo7G6tWrkZ6ejlGjRgFQDsu8du0a1q1bpz4mOTkZAPDgwQPcvHkTycnJcHZ2Rnh4uAUi5tBOIiIq/0paIbTwc0ykkUIAaw5ehlQiwfQeyu9aBQqBpbvO45NdF7TKZ2bnYnRcknqop8r2ExnYc/amxeI2J1UysSxzDn7YNwI9GgXoWVrzDEJwlsPicI40C6j3LJH27YMo5Y6z24GHt60YERFRxdK/f38sWbIEc+fORZMmTXDgwAFs374dQUFBAICMjAykp6drHBMZGYnIyEgkJiZi/fr1iIyMRI8ePSwUsWpoJxNpRERk35qHeKOym5O1wyAbseZgGp48VSD+VAZaz9+jM4kGPE/5zNmWggKFcqtAITDzf6csFOlzqnnESlphs6iSRkoWnpespDkH9Ynrg1/O4MlTBRJSb+N/ydeQkHpbfb1U4k9lYHRcEjJzNFfwvJGTh9FxSYg/lWHgme0fe6RZQGAVN3g4O+DEkyDk+jeE662TwIlNQPQYa4dGRFRhjBkzBmPG6P7c/frrr7X2WfOvcBL+AZCIiCoIB6kE/2wdgk92nbd2KGQDFAJ4d8tJbE66WmoPLAEgIzsXh1Nvo3VdHxxNu2OyifkNNat3OI6n38WqA/qt2qkoNB1uafOSFTfnYCUXRzzIK35eNtX1KbrqZ+FhsQUKgTnbUnRea/EsnjnbUtAlXM550gphjzQLkEgkaBgoAwCc8H02H8/hlUCBZZfkJSKi8oF5NCIiqkhGt68NDxcHa4dBNmL7yQyDvguN/O8xxJ/KwM6UzNILm1hlNyd8NrApPF2csOnPqwYd+89WQZDLNOdAK7wyaWExEf74fWpHbBjZEktfb4INI1vig74N9DpP0eSialhs/KkMHE27U+KiH6pk3NG0O/o1qoJgjzQLaR7sjcOX7uCHghfR3KMakJ0OnPweaDLQ2qEREZGNeb5qJ//eRURE9i3+VAbmbEvBw7wCa4dCZeQvc0X/ZjWwZLfu4Zj6epRv2Gvh0ZMCjIpLKtM5jTWsVRA++MW4FWgDKrvj96kdi12Qo6iicw4mpBo3XVThnmZTutXX6xhTrh5qD5hIs5AXQrwBAH9ceQjR+m1Ids8G9i8AIl4BHPUfS01ERBUB+6QREZH9U83NxLte+ebh7IDVQ5qh5bMkz6ZjfxuVWCpvKrk4Ysnui0YffzTtNiKqy0pMnpVEtRCBMdda1dNM36GwZV091N7wT90W0rRmFTg7SnHt3mNcDBkAVJIDdy8rh3gWZ7bMYvEREZEt4lwURERkn0qam4nKl4dPCiCVSuDw7DGrd7jR32Ba1vI2aWzmpCjjfLo7z2RhwJrDaLNgj1ET+jtIJejT2L/0giXwruQCf5lrsT+vwgsf0HNMpFmIh4sj2tbxAQD8eu4+0Hm28okD/wHulzCW+8Zps8dGREQ2RhSagZaIiMgOlTY3E1mORAIsf70JPh/cFJXdjVtBtfDQP9Xk+IbW5eHigHXDW5SY2LElj56YZjhy4TnLDBF/KgOr9VzcoDhyL9diVwXVtfABKTGRZkHdIuQAgF9OZEA0eg2oHgU8eQD88s7zX5qKWtkKuHPJglESEZG1qedIKxdfI4mIiAxnzjmXePc0jBDAh9vPAgCOvtsZM3qEoWu4H/o1CcC7MaF61VF06F9MhD8SZ3bBxM51Udmt9ISaBMCiVxvD2VGqTuzYMn3apC/Vt74521JQoNCvl5s+PTqlkuLfC4V7mqkSn/oufECcI82iuoXL8Z7jKZy7cR9Jf2cjqs+nwKp2wNmfgdNblPOl6bIsEqgXAwzcZNmAiYiIiIiIzEDfOZe8PZz1msdJAuUv/u/1DMPcn88gM4e93QyRmZOLUXFJqOzuhHuP8tX7D3vdRmV3J2Q/yteZtFFdd11D/xykEozvXA91fSth5v9O4c7DfO0KoEz4jGwbok7YxET447OBkRi74Tj0zCtZ3GMDF0QoTeHVMQsvKFAcfXp0KgoNcCh8GXX1NIuJ8EeXcLneCx9UdOyRZkEydyf0bhwAAIg7nA74NQBe/Lfyye2Tgfs38EgUs/DA+XjOmUZEVMFIuGonERHZKdVE6aX1mDk8vRM2jGyJT/o3wT+aVi+2LKBMDPRoFIBFrzY2R8gVQuEkGgDcyMnDvWdJNEOH/hUoBJbuOo8x648Xm0QDlD3iVh9Iw/YTGUhIvY3/JV9DRnauzSbRACDvqcIs9erbU1PfcsNbB+vd00y1KmjfJtURXbsqk2glYI80CxvSMgg/JF7FzyeuY1KXeqjRZhJw5mfgxkngxzfhjOI/YAAok2n/txWo1c4yARMRkcVJoFD9g4iIyC6pJqUfHZdUYo8ZZ0cpsh8/wcfxZ4vtgSOXKed5UiUGbj3MM2vsFYkqgSZzd4Kro4NGTz+5zBWvv1ATeU8VSEi9rdGDKf5UBmZvTdGrZ6DqZz92Q5JNJ88sQd+emvqW6xIux4ye4expZmJMpFlY4xqV0aaOD36/eAuf7b2I+a80Av7xJbC6PXBpHxz1eT2v66P8//RrgEslc4ZLRETWUMG/RBIRUcWgmptpzrYUjSRZ4cRY/KkMjI5LKvbWOLFzXYztWFcjMaBvksHaWteuij9Sb1s7jFIJKHuqfftGU0ilEmTdz8XlWw+x4Wg6Ptl1Xl3OX/Z84vqSfmbFMSaJNr17KNb+kYYbOXnl+utTSUNkdVH16MzMzi11yK2qpxmZDseMWMHELnUBAN8nXkXqzQdAtfpA9481yvzryVhgdnbJFcVWV/ZQU5inWykREVkb/1pIRET2LSbCH79P7YgNI1ti6etNsGFkS/w+tSNiIvxLnVBdAmDjn39r7W8e4g1vD2ezxq2OoQy36oaBXuXqTn/rYR6ia1eFi6MUS3ZdQGaOZs+/jGzlPGvvfP+X2ZNaqqG/I9rWwuw+DdT7yiNjVsdU9egsCVfbNB8m0qwgKsgbHUN9UaAQmL31NIQQQORgjTIHFQ3xyc7zymRacNuSK5xbhQk1IiK7opodlrdpIiKyf8XNzVTahOqFJ2gvWt+HfSPMGfLzGApN6G6oz/enlateVL6ernqtFvkwz7QT8RdVNPFU3KqT/jJXk66uaSpFXyvGro4ZE+GPN18MQdFcmVQCvPliCFfbNCMO7bSS93uF4/cLt3Dwwi38djpT+SKfdBZYrFxe+B48sXT3BfyzdTAqD/sZyLsPxAaWXOncKsr/v3cbcOCPloiovJKUq6/VRERE5lGWidd7NPLHW1dDsOpAmqnD0vJG62BsP5VZ6iqK5VXhYYL6rBZpbkXnxAOKX3VyZ0omRsUlWTFabcsGRMKnkkuZ5yyLP5WB1Qe0k7GqxRsia1ZhMs1MmG2xkmAfD7zVrhY+3XMRs7emILq2D2Re/mjt+iOu3XusLtdk7k5cnt8TcPFU9k778wvgl3dKrvyDZ+Ofw/oA/f9rxlYQEZE5PP9CxO74RERUcZV14vXpPcLh5uSAJbsvllrHez3D4OfpgnGbkg2eq6tzuBzvFpnQfc/ZG1hz0DxJPKlEmSyx1J/dBJ73/tI3uWlq7/UMg4+nS4mJJ11zgcVE+OPzwU0xbctJrRVJTaGSiyMe5j016GfhU8mlzHOWldQzULVAxJxtKegSLufwTjPgmBErGtO+DoKruiMzJxcf/JwCAJDq+IkET/vl+cYLI5QJNakeOdAzW5VDPmfLgEPLTRQ1ERGZm6Qs40SIiIjshGpC9eJuh6p5skqaoP1fnepB7lV8Qk5Vx7DWIejVpDqWD2iqd3yFz190eOqMnuFYMTAS3h6GDy38R1PdI5Ekzx4j24aot4s+r0+8KwZGQu7lonc8w1sHq3s2WXohh8I/n6JDf/UVE+GPxJldMKNHmEljq+zuhI9faaSOU1+mSEYaO+yZTIOJNCtyc3bAwlcbQyIBfki8it1nbsBJVyYNRZJpAPD+7dIXIyhsx4znSTUiIiIiIiIbV3hC9eKSRqVNqO4glWB2n3B1Eqq0Ono0UvZg8peVnDDS5/w9GgXgzxld1AspjO1Qp8Q6VdrW89EZg2ourek9wnXOCSaXueKtF0NKbWuPRgH4Y1onvNdTv8RSl3C5+t+lJTdNyZhJ+IvjIJVgeJsQg2LvFFqtxOfnv9wQPRrpnp+tJKZIRpZl2DOVHYd2WlmzYG+MbFsLqw9cwtTNJ3E/QS8ZmwAAIABJREFUt/jupsHTfsHm0dGICir0FxdVMs2QBJmqrCGJOCIisjgJFxsgIqIKTjWR/JxtKRo9cHTNk2WqOorOt3X51iNsOJqOzBzDz194uGFC6m0s31v6MFNfT1dE166qc84vVUKpuDnBHKQSRNasUmpbHaQSDGsdgi9+T0Nmdq7OIYKF50Yr3J5ZvcMx2gzzjkkl0BhWa8jPWB+FY5eg+KGx/oXOG38qQ+ta+heJS/WzOJx6G2+vT8K9x7p/p9d1PY1V1mHPVDYSIUSFm9E4JycHMpkM2dnZ8PLysnY4yM0vQJ/lv+P8jQfqfb+Ob4tQuSdCpm/XeUxabA9IdK21vLINcOOkYQFMvQK4VTbsGCKiQmztc9UWlOWanFrQCRGPjyGh8UeIfultM0VIRFS+8F6jqaJdjwKFKDapZIk6THX+Ngv2lJq4+n1qxzL3wNI33vhTGeqkWOGYVCWLW00y/lQGZm89jcycvGJjkADwcHGEg1SC7GKSS4XLfjawKap4OJd5Ev7S6EqOVfVwRt8mAegSLtc6ryE/e2Ovp6Es+VqqSPT9XGUizUZuOhezHqD3p7/jcb5yqeCjMzqps8dawzoLuTy/p+4nnjwEPgowLhj2VCMiA9ni56q1leWanJ7fEQ1yE5lIIyIqhPcaTbwe5ZOlEi2GxlRarytdChQCy/dcxCe7zms9V7g9hXvOXbr5AOsSruBuoYn/9TmXqZkiMVocY6+nMeextddSecdEWgls9abz68kMjFmfhJCqHtj9TjuNHmclJdMaBHjhl3Fti6/48T1gQZBxQfWPA8J6G3csEVUYtvq5ak1MpBERmRbvNZp4PcovSyVaDFGWxJKh7TFnEstWWKqNtvhaKs+YSCuBLd90Um8+gI+HC2Tu2qu7FCgEar+re6gnAHSPkGPl4KjiKxcCmFOGIZyvfgM06Gf88URkt2z5c9VaypZI64AGuUlIaByL6JfGmClCIqLyhfcaTbwe5Zu9JZPsrT3lCa+96ej7ucrFBmxM7WqVin3OQSrB5fk9EX8qE6PiErWe//VUJoKn/YJ/RAVi4auNtSuQSIxbnEDl+6HA94W2Z2QCTm6G10NERCWSqDro65oLk4iIiMq9wosQ2AN7a095wmtveWZdDuzu3bsYMmQIZDIZZDIZhgwZgnv37pV4zIMHDzB27FgEBgbCzc0NYWFhWLlypc6yQgh0794dEokEP/30kzmaYJNiIuS4PL8nPF1050F/SLyK4Gm/IHjaL8h+VMykjrOzlY/hO4wPZJ5cmZBTPQqeGl8XERFpkVhkcXkiIiIiItKXWXukDRw4EFevXkV8fDwA4M0338SQIUOwbdu2Yo+ZOHEi9u7di7i4OAQHB2PHjh0YM2YMAgIC0LdvX42yS5Ys0b1yZQVxck43ACXPn9Z47vNEmc6VPmu20FxcwJieaiofFMqCh/cDXvvG+LqIiCo08ey/FfceR0RERERki8yWSDtz5gzi4+Nx+PBhtGjRAgCwZs0aREdH49y5c6hfv77O4xISEjB06FC0b98egDL5tmrVKhw7dkwjkfbXX39h8eLF+PPPP+HvX7En0VOt3FlSQg0AQqYr51c792EMXBwddBcqnFTLOgusaGFcUCk/aSbl+n8LhPUyri4iogpGopq9lHk0IiIiIiKbYrZEWkJCAmQymTqJBgAtW7aETCbDoUOHik2ktWnTBlu3bsXw4cMREBCAffv24fz581i6dKm6zKNHjzBgwAAsX74ccrm81Fjy8vKQl5en3s7JySlDy2yXKqF2JiMH3ZceLLZc/ZnKHoKn53SDRzHDQwEAvqHPE2s3TgMrWxkf3KZBmtu1OgC9PgG8Q4yvk4jIbikzacyjERERERHZFrMl0jIzM+Hr66u139fXF5mZmcUet2zZMowcORKBgYFwdHSEVCrFF198gTZt2qjLTJw4Ea1atdIa6lmc2NhYzJkzx/BGlFNh/l64PL8nhBDqXmi6NJj1GwBg+7i2CA8oZaUfvwamGwIKAJf2AsuaPN+uEgyM+h1w8SxbvUREdkRU4OkLiIiIiIhskcGJtNmzZ5ealPrzzz8BQOf8ZUKIEuc1W7ZsGQ4fPoytW7ciKCgIBw4cwJgxY+Dv74/OnTtj69at2LNnD44fP653zNOnT8ekSZPU2zk5OahRo4bex5dXEolE3UtNoRCo9a7upFqPZc97r73WLBAf/0PHip9FFU6qKQqAud5lihV3LwOxgZr7Bn6n7Lnm6Fy2uomIyp1nPdIkZl0TiIiIiIiIDGRwIm3s2LF4/fXXSywTHByMEydO4MaNG1rP3bx5E35+fjqPe/z4Md599138+OOP6NlTmQBq1KgRkpOTsXDhQnTu3Bl79uxBamoqKleurHHsK6+8grZt22Lfvn1a9bq4uMDFxUXPFtonqVSiVy+1745dxXfHrgIARrevjSnd6pe+oIPUQTOxdnEXEPdK2YNe/5rmdrUw4O3DZa+XiMjGSSBKL0RERERERBZncCLNx8cHPj4+pZaLjo5GdnY2jh49iubNmwMAjhw5guzsbLRqpXuurfz8fOTn50Mq1fwLvIODAxQKBQBg2rRpGDFihMbzDRs2xCeffILevXsb2pwKp3AvtdIWJ1i5LxUr96Wqt1XHlapO5+eJtbz72j3NjHXzjOaQUhcvYFo6wKFPRGS3+PlGRERERGRLzDZHWlhYGGJiYjBy5EisWrUKgHIFzl69emksNBAaGorY2Fi89NJL8PLyQrt27TB58mS4ubkhKCgI+/fvx7p167B48WIAgFwu17nAQM2aNRESwonrDaFKjGVkP0Z07J5SyxdOvP05ozOqeerRy8/FU3sY6KFPgV2zDI5XS14OMEezZyJXByUi+/CsRxrzaERERERENsVsiTQA+PbbbzFu3Dh07doVANCnTx8sX75co8y5c+eQnf080bJx40ZMnz4dgwYNwp07dxAUFIR58+Zh1KhR5gy1QvOXuamTaqUN/VR5Yd4u9b9fiqyOT/o3KaF0IVIHoM0E5UNl4yDg7M8GxVysoquDvr4eCNWzJx0RkY2QqPJoTKQREREREdkUsybSvL29ERcXV2IZITTngZHL5Vi7dq1B5ylaBxmv8NBPABj0xWH8cfF2icf8ePwafjx+Tb199oMYuDo56H/S1799/m8hgMd3gY9N1Ltw40DtfT0XAc3e4G+oRGTDVPc1fk4REREREdkSsybSqPz7dkRL9b///f1f+CHxaqnHhL4Xr/73wSkdUMPbXf8TSiSAu7fmcNDHd4EFwfrXUZpf3lE+VKROwMwsQMrV8YjI1vBziYiIiIjIljCRRnpb+GpjLHy1MQAg+1E+Gs/dUeoxbT/eq7GdFtuj9FVAi3KroplYy3sAxFY3rI6SKPKBuVU091UJBkYfApw9THceIiI9qVbtNPjzkoiIiIiIzIqJNDKKzN1JYwjo5/tTMf/Xs6UeV3T+tSX9m6BfpIFJMZdKmom1m+eBz14wrI7S3L0MfBSgua/ZcCCsN1C7o2nPRUSkhVMWEBERERHZIibSyCRGtauNUe1qAwAUCoFa75a+YAEATNiUjAmbktXbp+Z0QyUXA1+W1eppJtYA4EM58PSxYfWU5thXyofKiN1AYDPTnoOIqBCm04iIiIiIbAsTaWRyUqlEYxXQ//x2Div2pep1bMSs3zS2J3Wph3Gd6hoexMxMze2z24GNAwyvpyRfdNLcbvga8Moa056DiCom9aqdnCONiIiIiMiWMJFGZiWRSDAlJhRTYkIBKHurzfzfKaw/kq7X8Yt3nsfinefV26kf9YCD1Ig5g0J7aPZaEwK4lgR8YcJhmie/Uz4K6zIXaD3edOcgogpBwr5oREREREQ2iYk0siipVIKPXmqIj15qqN4XPO0XvY+vXWTIqFGLFwDK1UEDozSTa4tCgfsZhtdVkp3vKx8qNVoCw+OV5yciKg0/K4iIiIiIbAoTaWR1hRctyMzOxfQtJ7D33E29ji28eMGL9aph4T8awdfL1bhA3imyWIJCAdw4Cax60bj6dPn7MDCnsvZ+3wbA6D/4SzMRPaPqkcbPBCIiIiIiW8JEGtkUucwVa//ZXGPf9C0nsOHo36Uee+D8TTT/aLd6+8V61bB6SBRcnRyMC0YqBfwba/Zau/wH8HUP4+orSdZp7QSbrAbw9hHA2cP05yMim6Ye2sk8GhERERGRTWEijWxe7MuNEPtyI/V26/l7cO1e6StyHjh/E6HvxWvsa1qzMraMaW18MMGtnyfWFApg8xvA6S3G11eS7L+BjwK097caB3T9wDznJCIboUykSZhJIyIiIiKyKUykUbnzx7TnCwR89+ffmLL5hN7HJqXf05qT7czcGLg5G9FrTSoFXl2rfKikHQS+6WV4XYY4tEz5KKpbLBA9xrznJiLLUK81wEQaEREREZEtYSKNyrXXXqiB116ood5+mPcUDWb9ZlAdYe8/77W29PUm6N0oAFJjVgYFgJC2mkNBFQXAXG/j6jLUb9OVj8LeOQd4yi1zfiIyGYnWP4iIiIiIyBYwkUZ2xcPFUWPxgidPFdh15gbGfJuk1/HjNyZj/MZkjX0xDeT4fEiUcQFJHTQTawCw5S3gxEbj6jPUovra+zrMAFqMAly9LBMDERlMwqGdREREREQ2iYk0smvOjlL0aOivlVyrN/NXveuIP52pMRx0Upd6GNeprvFBvbxK+Sgs7wEQW934Og2xd57yUVin94FmbwBuOlYUJSKLU43sFFzJl4iIiIjIpjCRRhWOs6NUI7F29+ETRH6wU+/jF+88j8U7zwMAmod4Y8PIlnAwdiioiksl7Z5r9zN19ygzh91zlY+i2v4bgABaTwAcnAAnN8vEQ1TBPe+RRkREREREtoSJNKrwqng4ayTWACD21zNYtf9SqcceTbuD2u9uV2/X8HbD3nfaw9FBWvbAPOWayTUhgNxsYEFQ2evW18GFz/6/SPs5qRPQ4z9As39aLh6iCuNZnzT2SCMiIiIisilMpBHpML17GKZ3D1Nv70y5gZHrjpV63N93HqPODM1ho2c/iIGrkxGrghYlkSiHXhbtuXYvHfi6F3DvStnPYQhFPvDzBOWjsBdGAD11JN6IyAhMpBERERER2RIm0oj00CXcT6PXWuE500oT+l68xvbBKR1Qw9vdZLGhck1gwonn2wX5wN3LwPJmpjuHIf78QvkoTN4QeGEkEDXUOjERlTPPV+1kIo2IiIiIyJYwkUZkhMJJtQKF0BjeWZq2H+/V2je6fW1MjQk1SWxwcAJ86mr3XLt7BVjayDTnMFTmSWDbOOWjqLcOAH4RyhVOicxoxYoV+M9//oOMjAw0aNAAS5YsQdu2bYstv3//fkyaNAmnT59GQEAApkyZglGjRlkoWs6RRkRERERki5hIIyojB6lEI7EmhEDIdP0TawCwcl8qVu5LVW/3aCjHikFRJosRAFAlSDO5plAoV+9UzYNmLateLP65NpOA9tMBR2fLxUN2adOmTZgwYQJWrFiB1q1bY9WqVejevTtSUlJQs2ZNrfJpaWno0aMHRo4cibi4OPzxxx8YM2YMqlWrhldeecX8AT+bIo2rdhIRERER2RaJEEJYOwhLy8nJgUwmQ3Z2Nry8vKwdDtk5hUKg7cd7ce3e4zLV4+okxdkPupsoqmIIAWT/DSxpaN7zmErHmUDLMYCzh7UjqfBs/XO1RYsWaNq0KVauXKneFxYWhn79+iE2Nlar/NSpU7F161acOXNGvW/UqFH466+/kJCQoNc5y3JNLn/QGMEFl5HYbi2iOrxs0LFERPbK1u81lsbrQURkWvp+rrJHGpGZSaUS/DGto3pbCIFvj6Rj5k+nDKonN1+hNTfbzokvoq6fp0niBKCcj6lyTe1hoYAyyZZzHfgk3HTnK6s9HyofRbWbBoT3AfwaWD4msjlPnjxBYmIipk2bprG/a9euOHTokM5jEhIS0LVrV4193bp1w5dffon8/Hw4OTlpHZOXl4e8vDz1dk5OThmi5tBOIiIiIiJbxEQakYVJJBIMbhmEwS2DNPb/feeRzvnTStLlkwMa29O7h+KfrUPg7Cgtc5xaJBJAVl13ku3GaWBlK9Of01j75ysfukxJA3KuAQ7OQNoBoPlIy8ZGFnfr1i0UFBTAz89PY7+fnx8yMzN1HpOZmamz/NOnT3Hr1i34+/trHRMbG4s5c+aYJGZVAk0wlUZEREREZFOYSCOyETW83TXmWgOAb49cwYwf9e+5FvvrWcT+elZjX1psD0jMPc+SXwPtBNvJH4DNb5j3vMb4OERze/u/n/+7fg+g82zApx5XS7RDRd8HQogS3xu6yuvarzJ9+nRMmjRJvZ2Tk4MaNWoYG26J5yIiIiIiIutgIo3Ihg1qEYRBLTR7rhUd3lmaogsfhMo9sW54c/h6uZY5vhI1/IfyUZgQwJzK5j1vWZzbrnwUNXIv4F5VuWADlTs+Pj5wcHDQ6n2WlZWl1etMRS6X6yzv6OiIqlWr6jzGxcUFLi4uJolZohrayTwaEREREZFNYSKNqJwp2mst/fYjDP7yCNLvPNLr+LOZ99H8o90a+w5O6YDAKm7m7/0ikegeGpp3H9i/ADj0qXnPb6w1HUov4+kPRA0D2k8rtShZlrOzM6KiorBz50689NJL6v07d+5E3759dR4THR2Nbdu2aezbsWMHmjVrpnN+NNMTz/7LTBoRERERkS1hIo2onKtZ1R0HpjxP9GTl5GLZnguIO5yudx1F52ZzcZTi6IzOkLlZImEAwMUT6Pqh8lHU0yfA3g+BP5ZaJhZj3c8A9sUqH0V51wZGHQSc3NnFyEomTZqEIUOGoFmzZoiOjsbq1auRnp6OUaNGAVAOy7x27RrWrVsHQLlC5/LlyzFp0iSMHDkSCQkJ+PLLL7FhwwaLxi2BGeY7JCIiIiIiozGRRmRnfL1c8WG/hviwX0P1vl9OZODt9Ul615H3VIHGc3bofG7z6FZoWrOy5eZucnQGusxVPgq7lw4oCoBlTSwTR1ncSQU+CtDeH9IOGPgdIHUEHPhxbE79+/fH7du3MXfuXGRkZCAiIgLbt29HUJByuG5GRgbS058nn0NCQrB9+3ZMnDgRn332GQICArBs2TK88sorFolXNbSTiIiIiIhsi0SoZk+uQHJyciCTyZCdnQ0vLy9rh0NkcdmP89F/VQLOZt43SX0TOtfFhM71TFKXSdxLB5Y0LL2crev+H+WqouWgFxs/V7WV5Zr8PbcBaiiu4ninOES27W2mCImIyhd7uddcvnwZH3zwAfbs2YPMzEwEBARg8ODBmDFjBpydnfWux16uBxGRrdD3c5VdIIgqIJmbE+InvKjeVigE6szYDoWRafUluy5gya4L6u31I1sgulZV6604WLmm9lxsQgCnNtvmSqLF+XWy8lFUtVBg9CFA6mD5mMjCbD+JSkREhjl79iwUCgVWrVqFOnXq4NSpUxg5ciQePnyIhQsXWjs8IiIqBRNpRASpVIJLsZqLGAghsHDHOdT19cSETckG1TdwzRGtfWPa18aUmNAyxVkmEonulUQVBUD8NCA9Acg8aZ3YDHXzLDDXW/dztTsCuTlA/zjAU14uerORNg7tJCKyXzExMYiJiVFv16pVC+fOncPKlSuZSCMiKgeYSCMinSQSCSZ3Uya++kVW13ju0ZOnCH//N4PqW7EvFSv2pWrse61ZID7+R+OyBVpWUgegx390PycEcP24fqt22orUPcr/Ly6StAxsDnjXAvqtYE+2ckGZSJNIuNgAEVFFkJ2dDW/vYv5I9kxeXh7y8vLU2zk5OeYOi4iIdGAijYgM5u7siMvzNXuwncu8j25LDhhUz3fHruK7Y1c19lV2d0LizC5wkNpATyqJBKjeVHuYaGHbpwBnfwFyrhZfxhZcPap8nNio/VzkEKDT+4B7VSbZbMTzHmk28D4gIiKzSk1NxaeffopFixaVWC42NhZz5syxUFRERFQcs/6p++7duxgyZAhkMhlkMhmGDBmCe/fulXjMgwcPMHbsWAQGBsLNzQ1hYWFYuXKlVrmEhAR07NgRHh4eqFy5Mtq3b4/Hjx+bqylEVIr6ck9cnt9T/UiL7YHmISX/ZVWXe4/yUfvd7Qie9ovG43/J18wQtQn0+BiYdFqZbFM93r8L/DMeqNfd2tHp5/h/gYV1lcNFY2tYOxoqjENziYjKjdmzZ0MikZT4OHbsmMYx169fR0xMDF599VWMGDGixPqnT5+O7Oxs9ePvv/82Z3OIiKgYZu2RNnDgQFy9ehXx8fEAgDfffBNDhgzBtm3bij1m4sSJ2Lt3L+Li4hAcHIwdO3ZgzJgxCAgIQN++fQEok2gxMTGYPn06Pv30Uzg7O+Ovv/6CVMohMES2QiKR4Lu3ojX2KRQCtd7dblR94zcmY/xGzbna2tTxwfxXGiKwirvRcZqFVAoERSsfhT3NAx7fBa4lARsHWCe20uRxmIgtkBT5PxER2b6xY8fi9ddfL7FMcHCw+t/Xr19Hhw4dEB0djdWrV5dav4uLC1xcXMoaJhERlZHZEmlnzpxBfHw8Dh8+jBYtWgAA1qxZg+joaJw7dw7169fXeVxCQgKGDh2K9u3bA1Am31atWoVjx46pE2kTJ07EuHHjMG3aNPVxdevWNVdTiMhEpFKJ1pBQAPhk53ks3X1BxxEl+/3iLbRZsFdj3wvBVfDtiJZwdrTBxLqji3IBgNAemsNFU/cCqbuBQ59aLzayMc+GdrJHGhFRueHj4wMfHx+9yl67dg0dOnRAVFQU1q5dyw4BRETliNkSaQkJCZDJZOokGgC0bNkSMpkMhw4dKjaR1qZNG2zduhXDhw9HQEAA9u3bh/Pnz2Pp0qUAgKysLBw5cgSDBg1Cq1atkJqaitDQUMybNw9t2rTRWScn5iSybRO71MPELvU09ikUAoO/PIJDqbcNquvPy3dRb+avGvvGd6qL8Z3qQmoL867pUruD8tH1Q+3nhFCuKno/E0j5yfKxkZXZ6GuWiIiMdv36dbRv3x41a9bEwoULcfPmTfVzcrncipEREZE+zJZIy8zMhK+vr9Z+X19fZGZmFnvcsmXLMHLkSAQGBsLR0RFSqRRffPGFOkl26dIlAMo5CBYuXIgmTZpg3bp16NSpE06dOqWzZxon5iQqf6RSCdaPbKm1/8D5m/i/r44aVNfS3ReK7fH2fq9wtKxVFeEBXkbFaXYSCdB9QfHPP74L5GYDS628+imZ1CK38bh59x7GVK5j7VCIiMjEduzYgYsXL+LixYsIDAzUeE4IUcxRRERkKwxOpM2ePbvUpNSff/4JQDlHUlFCCJ37VZYtW4bDhw9j69atCAoKwoEDBzBmzBj4+/ujc+fOUCgUAIC33noL//znPwEAkZGR2L17N7766ivExsZq1Tl9+nRMmjRJvZ2Tk4MaNTihNlF59GK9ahrDQ3PzC7A56Spm/HjKqPrm/pyise3m5ID9k9vD28MZjg7lYJiFWxXlo/BQ0fxcZQLu6Gpgx0zrxUZGO+nYAOcVDzDK2UYTvEREZLRhw4Zh2LBh1g6DiIiMZHAiTd9JNE+cOIEbN25oPXfz5k34+fnpPO7x48d499138eOPP6JnT+Uvyo0aNUJycjIWLlyIzp07w9/fHwAQHh6ucWxYWBjS09N11suJOYnsl6uTAwa1CMKgFkEa+58WKFBnxq/FHFW8x/kFaP7Rbo1928a2QbCPOzxdncoUq8U4uSr/3+pfykdheQ+AzSOA88VcG596uveTRbFDAhERERGRbTI4kabvJJrR0dHIzs7G0aNH0bx5cwDAkSNHkJ2djVatWuk8Jj8/H/n5+VqTbTo4OKh7ogUHByMgIADnzp3TKHP+/Hl0797d0OYQkZ1ydJBqLWzw951H6LhoH/ILDMtS9F7+u879L0dWR+wrDfH4SQEquzsbHatFuVQCBm60dhSkL06RRkRERERkU8w2R1pYWBhiYmIwcuRIrFq1CoByBc5evXppLDQQGhqK2NhYvPTSS/Dy8kK7du0wefJkuLm5ISgoCPv378e6deuwePFiAMrhopMnT8asWbPQuHFjNGnSBN988w3Onj2LH374wVzNISI7UMPbHRfm9VBvKxQCD588RcPZO4yqb8vxa9hy/JrW/j9ndEb6nYeICvI2Olaq2FSpXgkzaURERERENsVsiTQA+PbbbzFu3Dh07doVANCnTx8sX75co8y5c+eQnf18bp+NGzdi+vTpGDRoEO7cuYOgoCDMmzcPo0aNUpeZMGECcnNzMXHiRNy5cweNGzfGzp07Ubt2bXM2h4jsjFQqgaerk1bPNSEEXl99GEfS7hhV7wvzduncP6dPAwxtFWxUnVSxcLJpIiIiIiLbJBEV8Nt6Tk4OZDIZsrOz4eXFiZyJqHQP8p7i4/izWJdwxaT1fvdWNGp4u8Ff5mbSei2Nn6vaynJNOi3ah9SbD7HxzZZoWauqmSIkIipfeK/RxOtBRGRa+n6umrVHGhGRvajk4oi5fSMwt2+E1nOnr2ej5zLd86iV5rVVCTr3/yMqEPNfblg+Vg4lk6twf+EiIiIiIionmEgjIiqjBgEyreGhp69n4+P4c9h//qZRdf6QeBU/JF7V2LfglYboGOqHap5chdjuPcukcYY0IiIiIiLbwkQaEZEZNAiQ4ZvhzTX2/XoyA0fS7uDrQ5eNqnPq5pMATmrsk0iAYzM6w9PVCc6O7L1mbyQSptKIiIiIiGwJE2lERBbSvaE/ujf0x+w+DTT2B0/7xeg6hQCiPtS9uMEHfRtgSHSw0XWT9XBoJxEREZFlFCgEjqbdQdb9XPh6uqJ5iDccpPxjJhWPiTQiIitTDQt99OQpXBwdkHjlLu49eoLP96ciKf2e0fW+97/TeO9/pzX27XmnHWp6u3PuNRunWgeIHdKIiIiIzCf+VAbmbEtBRnauep+/zBWzeocjJsLfipGRLWMijYjIRrg7Kz+Sm4fz4xwYAAAZfUlEQVR4AwC6NpBrPP/kqQIvr/wDp67lGH2Ojov2a+37d9d6+L9WwfBydTK6XjIP5tGIiIiIzCP+VAZGxyVpjQTIzM7F6LgkrBzclMk00omJNCKicsLZUYqf/9VW53MXsx6g82LtJJk+Fu44j4U7zgMA2tWrpjW3G1keh3YSERERmU+BQmDOthSd37kElH/MnLMtBV3C5RzmSVqYSCMisgN1fCuph4gKISAE8N/DVzBr6+lSjtRk7CqjZFpCtWonv7cRERERmdzRtDsawzmLEgAysnNxNO0OomtXtVxgVC4wkUZEZGckEgkkEmBoq2AMbRWs3v8g7yl+v3ATo+KSrBccGYiZNCIiIiJTy7pffBLNmHJUsTCRRkRUQVRycURMhL+65xoAPMx7CqlEgit3HkIqkSCoqrsVIySVT/o3Rm6+AnV8K1k7FCIiIiK74+vpatJyVLEwkUZEVIF5uChvA6FyLytHQoVFBXlbOwQiIiIiu9U8xBv+MldkZufqnCdNAkAuc1UvAkZUmNTaARARERERERERWYqDVIJZvcMBaE+kodqe1TucCw2QTkykEREREREREVGFEhPhj5WDm0Iu0xy+KZe5YuXgpoiJ8LdSZGTrOLSTiIiIiIiIiCqcmAh/dAmX42jaHWTdz4Wvp3I4J3uiUUmYSCMiIiIiIiKiCslBKkF07arWDoPKEQ7tJCIiIiIiIiIi0gMTaURERERERERERHpgIo2IiIiIiIiIiEgPTKQRERERERERERHpgYk0IiIiIiIiIiIiPTCRRkREREREREREpAcm0oiIiIiIiIiIiPTARBoREREREREREZEemEgjIiIiIiIiIiLSAxNpREREREREREREenC0dgDWIIQAAOTk5Fg5EiIi+6D6PFV9vhLvNUREpsZ7jSbeZ4iITEvf+0yFTKTdv38fAFCjRg0rR0JEZF/u378PmUxm7TBsAu81RETmwXuNEu8zRETmUdp9RiIq4J90FAoFrl+/Dk9PT0gkEoOPz8nJQY0aNfD333/Dy8vLDBHaJrab7a4oKmrby9JuIQTu37+PgIAASKWcNQAo272Gr8GK1W6g4rad7Wa7DcF7jaay/k5jiPL+mi3P8Zfn2AHGb03lOXbAOvHre5+pkD3SpFIpAgMDy1yPl5dXuXxBlhXbXbFU1HYDFbftxrabvQM0meJew9dgxVNR2852VyxlaTfvNc+Z6ncaQ5T312x5jr88xw4wfmsqz7EDlo9fn/sM/5RDRERERERERESkBybSiIiIiIiIiIiI9OAwe/bs2dYOojxycHBA+/bt4ehYsUbHst1sd0VRUdteUdttiyrqz6KithuouG1nu9luKh/K+8+uPMdfnmMHGL81lefYAduNv0IuNkBERERERERERGQoDu0kIiIiIiIiIiLSAxNpREREREREREREemAijYiIiIiIiIiISA9MpBEREREREREREemBiTQDrVixAiEhIXB1dUVUVBQOHjxo7ZD0FhsbixdeeAGenp7w9fVFv379cO7cOY0yQgjMnj0bAQEBcHNzQ/v27XH69GmNMnl5efjXv/4FHx8feHh4oE+fPrh69apGmbt372LIkCGQyWSQyWQYMmQI7t27Z/Y26iM2NhYSiQQTJkxQ77Pndl+7dg2DBw9G1apV4e7ujiZNmiAxMVH9vD22/enTp5g5cyZCQkLg5uaGWrVqYe7cuVAoFOoy9tDuAwcOoHfv3ggICIBEIsFPP/2k8bwl25ieno7evXvDw8MDPj4+GDduHJ48eWKehlcAvNfY/vuvJLzP8D4D2Ee7eZ+p2Ix57T148ABjx45FYGAg3NzcEBYWhpUrV1oo4ueMfd+cOXMGffr0gUwmg6enJ1q2bIn09HQLRKyprO/7t956CxKJBEuWLDFjlMUzNP78/HxMnToVDRs2hIeHBwICAvB///d/uH79ukXiNfR71/79+xEVFQVXV1fUqlULn3/+uUXi1MWQ2Lds2YIuXbqgWrVq8PLyQnR0NH777TcLRqvN2O+8f/zxBxwdHdGkSRMzR1gMQXrbuHGjcHJyEmvWrBEpKSli/PjxwsPDQ1y5csXaoemlW7duYu3ateLUqVMiOTlZ9OzZU9SsWVM8ePBAXWb+/PnC09NTbN68WZw8eVL0799f+Pv7i5ycHHWZUaNGierVq4udO3eKpKQk0aFDB9G4cWPx9OlTdZmYmBgREREhDh06JA4dOiQiIiJEr169LNpeXY4ePSqCg4NFo0aNxPjx49X77bXdd+7cEUFBQWLYsGHiyJEjIi0tTezatUtcvHhRXcYe2/7hhx+KqlWrip9//lmkpaWJ77//XlSqVEksWbJEXcYe2r19+3YxY8YMsXnzZgFA/PjjjxrPW6qNT58+FREREaJDhw4iKSlJ7Ny5UwQEBIixY8ea/yLYId5rlGz9/Vcc3md4n1Gxh3bzPlOxGfPaGzFihKhdu7bYu3evSEtLE6tWrRIODg7ip59+slDUSsbEfvHiReHt7S0mT54skpKSRGpqqvj555/FjRs3LBT1c2V53//444+icePGIiAgQHzyySdmjlQ3Q+O/d++e6Ny5s9i0aZM4e/asSEhIEC1atBBRUVFmj9XQ712XLl0S7u7uYvz48SIlJUWsWbNGODk5iR9++MHssRZlaOzjx48XCxYsEEePHhXnz58X06dPF05OTiIpKcnCkSsZ+5333r17olatWqJr166icePGFopWExNpBmjevLkYNWqUxr7Q0FAxbdo0K0VUNllZWQKA2L9/vxBCCIVCIeRyuZg/f766TG5urpDJZOLzzz8XQihftE5OTmLjxo3qMteuXRNSqVTEx8cLIYRISUkRAMThw4fVZRISEgQAcfbsWUs0Taf79++LunXrip07d4p27dqpf8Gx53ZPnTpVtGnTptjn7bXtPXv2FMOHD9fY9/LLL4vBgwcLIeyz3UV/wbFkG7dv3y6kUqm4du2ausyGDRuEi4uLyM7ONk+D7RjvNeXv/afC+4w2e2077zO8z9g7Y197DRo0EHPnztXY17RpUzFz5kyzxVqUsbH3799f/R62prK8769evSqqV68uTp06JYKCgqySSDPV59bRo0cFALP/IdHQ711TpkwRoaGhGvveeust0bJlS7PFWBxTfGcMDw8Xc+bMMXVoejE2/v79+4uZM2eKWbNmWS2RxqGdenry5AkSExPRtWtXjf1du3bFoUOHrBRV2WRnZwMAvL29AQBpaWnIzMzUaKOLiwvatWunbmNiYiLy8/M1ygQEBCAiIkJdJiEhATKZDC1atFCXadmyJWQymVWv1dtvv42ePXuic+fOGvvtud1bt25Fs2bN8Oqrr8LX1xeRkZFYs2aN+nl7bXubNm2we/dunD9/HgDw119/4ffff0ePHj0A2G+7C7NkGxMSEhAREYGAgAB1mW7duiEvL09jeBeVjvea8v3+432G9xneZ3ifsRfGvvbatGmDrVu34tq1axBCYO/evTh//jy6detmibABGBe7QqHAL7/8gnr16qFbt27w9fVFixYttIYzW4Kx116hUGDIkCGYPHkyGjRoYIlQdTLV51Z2djYkEgkqV65sjjABGPe9KyEhQat8t27dcOzYMeTn55st1qJM8Z1RoVDg/v376u9olmRs/GvXrkVqaipmzZpl7hBLxESanm7duoWCggL4+flp7Pfz80NmZqaVojKeEAKTJk1CmzZtEBERAQDqdpTUxszMTDg7O6NKlSollvH19dU6p6+vr9Wu1caNG5GUlITY2Fit5+y53ZcuXcLKlStRt25d/Pbbbxg1ahTGjRuHdevWAbDftk+dOhUDBgxAaGgonJycEBkZiQkTJmDAgAEA7LfdhVmyjZmZmVrnqVKlCpydna1+Hcob3mvK7/uP9xneZ3ifgXqb95nyz9jX3rJlyxAeHo7AwEA4OzsjJiYGK1asQJs2bcwZrgZjYs/KysKDBw8wf/58xMTEYMeOHXjppZfw8ssvY//+/eYOWYOx137BggVwdHTEuHHjzBleqUzxuZWbm4tp06Zh4MCB8PLyMnWIasZ879L1eeTn54enT5/i1q1bZou1KFN8Z1y0aBEePnyI1157zRwhlsiY+C9cuIBp06bh22+/haOjoyXCLBYTaQaSSCQa20IIrX3lwdixY3HixAls2LBB6zlj2li0jK7y1rpWf//9N8aPH4+4uDi4uroWW87e2g0o/8rQtGlTfPTRR4iMjMRbb72FkSNHak36am9t37RpE+Li4rB+/XokJSXhm2++wcKFC/HNN99olLO3dutiqTba+nUob3iv0c1WX3e8z/A+w/vMc7zP2LbZs2dDIpGU+Dh27BgA4675smXLcPjwYWzduhWJiYlYtGgRxowZg127dtl07KqFQvr27YuJEyeiSZMmmDZtGnr16mWyieTNGX9iYiKWLl2Kr7/+2mzvCXO/dlTy8/Px+uuvQ6FQYMWKFSZvhy6Gfo7pKq9rvyUY+51xw4YNmD17NjZt2qQz8Wkp+sZfUFCAgQMHYs6cOahXr56lwiuWddN45YiPjw8cHBy0sqNZWVlaWVRb969//Qtbt27FgQMHEBgYqN4vl8sBKLPs/v7+6v2F2yiXy/HkyRPcvXtX46+LWVlZaNWqlbrMjRs3tM578+ZNq1yrxMREZGVlISoqSr2voKAABw4cwPLly9WrydlbuwHA398f4eHhGvvCwsKwefNmAPb7M588eTKmTZuG119/HQDQsGFDXLlyBbGxsRg6dKjdtrswS7ZRLpfjyJEjGs/fvXsX+fn5Vr8O5Q3vNeXz/cf7DO8zvM/wPlNejB07Vv26LU5wcDBOnDhh8Gvv8ePHePfdd/Hjjz+iZ8+eAIBGjRohOTkZCxcu1Br2bkux+/j4wNHRUefn2e+//2580IWYM/6DBw8iKysLNWvWVO8rKCjAO++8gyVLluDy5ctlih0wb/wq+fn5eO2115CWloY9e/aYtTcaYNz3LrlcrrO8o6MjqlatarZYiyrLd8ZNmzbhjTfewPfff1/m96WxDI3//v37OHbsGI4fP46xY8cCUCbAhRBwdHTEjh070LFjR4vEDoCrdhqiefPmYvTo0Rr7wsLCys0E0AqFQrz99tsiICBAnD9/XufzcrlcLFiwQL0vLy9P56SxmzZtUpe5fv26zkljjxw5oi5z+PBhq00InJOTI06ePKnxaNasmRg8eLA4efKk3bZbCCEGDBigNQn0hAkTRHR0tBDCfn/m3t7eYsWKFRr7PvroI1G3bl0hhH22G8VMAm2JNqomgb5+/bq6zMaNGzkJtJF4ryl/7z/eZ3ifEYL3GSF4n7Enxrz2srOzBQCxfft2jf1vvvmm6NKli1njLczY9010dLTWYgP9+vUTAwYMMFusuhgT/61bt7TuQwEBAWLq1KkW/6ww9vo/efJE9OvXTzRo0EBkZWVZIlQhhOHfu6ZMmSLCwsI09o0aNcpqiw0Y+p1x/fr1wtXVVWsVZmswJP6CggKt1/jo0aNF/fr1xcmTJzVWh7cEJtIMoFqe9csvvxQpKSliwoQJwsPDQ1y+fNnaoell9OjRQiaTiX379omMjAz149GjR+oy8+fPFzKZTGzZskWcPHlSDBgwQOcy5oGBgWLXrl0iKSlJdOzYUecy5o0aNRIJCQkiISFBNGzY0GpL1OtSeDU1Iey33UePHhWOjo5i3rx54sKFC+Lbb78V7u7uIi4uTl3GHts+dOhQUb16dfHzzz+LtLQ0sWXLFuHj4yOmTJmiLmMP7b5//744fvy4OH78uAAgFi9eLI4fP65e3chSbXz69KmIiIgQnTp1EklJSWLXrl0iMDBQjB071iLXwd7wXqNk6++/0vA+w/uMPbSb95mKTZ/XXv369cWWLVvU2+3atRMNGjQQe/fuFZcuXRJr164Vrq6uWolnW4x9y5YtwsnJSaxevVpcuHBBfPrpp8LBwUEcPHjQorELYVz8RVlr1U4hDI8/Pz9f9OnTRwQGBork5GSN7w95eXlmjbW0713Tpk0TQ4YMUZe/dOmScHd3FxMnThQpKSniyy+/FE5OTuKHH34wa5ymiH39+vXC0dFRfPbZZxrX+N69exaP3Zj4i7Lmqp1MpBnos88+E0FBQcLZ2Vk0bdpU7N+/39oh6Q2AzsfatWvVZRQKhZg1a5aQy+XCxcVFvPjii+LkyZMa9Tx+/FiMHTtWeHt7Czc3N9GrVy+Rnp6uUeb27dti0KBBwtPTU3h6eopBgwaJu3fvWqKZein6C449t3vbtm0iIiJCuLi4iNDQULF69WqN5+2x7Tk5OWL8+PGiZs2awtXVVdSqVUvMmDFD40ZsD+3eu3evzvf00KFDLd7GK1euiJ49ewo3Nzfh7e0txo4dK3Jzc83afnvGe43tv/9Kw/vMc/bYdt5nhlq8jbzPWJ4+P5ein+8ZGRli2LBhIiAgQLi6uor69euLRYsWCYVCYfOxCyHEl19+KerUqSNcXV1F48aNxU8//WTBqJ8zNv7CrJlIMzT+tLS0Yr8/7N271+zxlvS9a+jQoaJdu3Ya5fft2yciIyOFs7OzCA4OFitXrjR7jMUxJPZ27dqV+JluDYZe+8KsmUiTCPFsZjwiIiIiIiIiIiIqFlftJCIiIiIiIiIi0gMTaURERERERERERHpgIo2IiIiIiIiIiEgPTKQRERERERERERHpgYk0IiIiIiIiIiIiPTCRRkREREREREREpAcm0oiIiIiIiIiIiPTARBoREREREREREZEemEgjIiIiIiIiojKZPXs2mjRpot4eNmwY+vXrV6Y6TVEHkakxkUZERERERERkp4YNGwaJRAKJRAInJyfUqlUL//73v/Hw4UOznnfp0qX4+uuv9Sp7+fJlSCQSJCcnG10HkaU4WjsAIiIiIiIiIjKfmJgYrF27Fvn5+Th48CBGjBiBhw8fYuXKlRrl8vPz4eTkZJJzymQym6iDyNTYI42IiIiIiIjIjrm4uEAul6NGjRoYOHAgBg0ahJ9++kk9HPOrr75CrVq14OLiAiEEsrOz8eabb8LX1xdeXl7o2LEj/vrrL40658+fDz8/P3h6euKNN95Abm6uxvNFh2UqFAosWLAAderUgYuLC2rWrIl58+YBAEJCQgAAkZGRkEgkaN++vc468vLyMG7cOPj6+sLV1RVt2rTBn3/+qX5+3759kEgk2L17N5o1awZ3d3e0atUK586dM+n1pIqNiTQiIiIiIiKiCsTNzQ35+fkAgIsXL+K7777D5s2b1UMre/bsiczMTGzfvh2JiYlo2rQpOnXqhDt37gAAvvvuO8yaNQvz5s3DsWPH4O/vjxUrVpR4zunTp2PBggV47733kJKSgvXr18PPzw8AcPToUQDArl27kJGRgS1btuisY8qUKdi8eTO++eYbJCUloU6dOujWrZs6LpUZM2Zg0aJFOHbsGBwdHTF8+HDjLxZRERzaSURERERERFRBHD16FOvXr0enTp0AAE+ePMF///tfVKtWDQCwZ88enDx5EllZWXBxcQEALFy4ED/99BN++OEHvPnmm1iyZAmGDx+OESNGAAA+/PDD/2/v/l3S++I4jr8ElSsK/TBCIxLKCJeGkEA0I2iJFqGhKYRccmoyg8ghCKqtH9AQQUv/QUhSQUNDQ43iJG0SORphSPZZPon24/O59P0xxPMBF7zn3vs+3jO+OOcenZ+ff5iV9qZSqWh7e1t7e3uKx+OSpIGBAUUiEUlq9O12u+XxeD6t8bYU9ejoSFNTU5Kkg4MDnZ2d6fDwUKlUqnHv+vq6xsfHJUnLy8uanp5WtVqVYRjfHzjgN2akAQAAAADwg52cnMjlcskwDIVCIUWjUe3u7kqSfD5fI8iSpNvbWz0+PsrtdsvlcjWOu7s7FYtFSVKhUFAoFGrp4/15s0KhoOfn50Z49x3FYlG1Wk3hcLjRZrPZNDo6qkKh0HLv8PBw47fX65UkPTw8fLtvoBkz0gAAAAAA+MEmJia0v78vm82mnp6elg0FnE5ny731el1er1eXl5cf6rS3t3+rf4fD8a3nmr2+vkqSLBbLh/b3bc3v93atXq//4/8ASMxIAwAAAADgR3M6nfL7/fL5fH/dlXNkZET39/eyWq3y+/0tR1dXlyQpEAjo+vq65bn3580GBwflcDh0cXHx6XW73S5Jenl5+bKG3++X3W7X1dVVo61Wq+nm5kaBQOCP7wT8m5iRBgAAAAAAJEmTk5MKhUKKxWLa3NzU0NCQSqWSstmsYrGYgsGgFhcXFY/HFQwGFYlEdHx8rHw+r/7+/k9rGoahdDqtpaUl2e12hcNhlctl5fN5JRIJdXd3y+Fw6PT0VL29vTIMQ21tbS01nE6nksmkUqmUOjs71dfXp62tLT09PSmRSPwfQwNIIkgDAAAAAAC/WSwWZbNZraysaH5+XuVyWR6PR9FotLHL5uzsrIrFotLptKrVqmZmZpRMJpXL5b6su7q6KqvVqkwmo1KpJK/Xq4WFBUmS1WrVzs6O1tbWlMlkNDY29unS0o2NDdXrdc3NzalSqSgYDCqXy6mjo+M/GQvgM5bXt4XGAAAAAAAAAL7EN9IAAAAAAAAAEwjSAAAAAAAAABMI0gAAAAAAAAATCNIAAAAAAAAAEwjSAAAAAAAAABMI0gAAAAAAAAATCNIAAAAAAAAAEwjSAAAAAAAAABMI0gAAAAAAAAATCNIAAAAAAAAAEwjSAAAAAAAAABN+AfyTwuCene1VAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 128, lr: 0.01\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1834, val_loss: 0.1853, r_value: -0.2359\n",
"Epoch 500, train_loss: 0.1816, val_loss: 0.1834, r_value: 0.3388\n",
"Epoch 1000, train_loss: 0.1804, val_loss: 0.1822, r_value: 0.3865\n",
"Epoch 1500, train_loss: 0.1786, val_loss: 0.1804, r_value: 0.4007\n",
"Epoch 2000, train_loss: 0.1755, val_loss: 0.1772, r_value: 0.4089\n",
"Epoch 2500, train_loss: 0.1692, val_loss: 0.1710, r_value: 0.4173\n",
"Epoch 3000, train_loss: 0.1597, val_loss: 0.1614, r_value: 0.4241\n",
"Epoch 3500, train_loss: 0.1513, val_loss: 0.1530, r_value: 0.4315\n",
"Epoch 4000, train_loss: 0.1479, val_loss: 0.1495, r_value: 0.4389\n",
"Epoch 4500, train_loss: 0.1467, val_loss: 0.1482, r_value: 0.4441\n",
"Epoch 5000, train_loss: 0.1461, val_loss: 0.1475, r_value: 0.4475\n",
"Epoch 5500, train_loss: 0.1457, val_loss: 0.1471, r_value: 0.4498\n",
"Epoch 6000, train_loss: 0.1454, val_loss: 0.1468, r_value: 0.4516\n",
"Epoch 6500, train_loss: 0.1452, val_loss: 0.1465, r_value: 0.4530\n",
"Epoch 7000, train_loss: 0.1450, val_loss: 0.1463, r_value: 0.4542\n",
"Epoch 7500, train_loss: 0.1448, val_loss: 0.1462, r_value: 0.4553\n",
"Epoch 8000, train_loss: 0.1447, val_loss: 0.1460, r_value: 0.4562\n",
"Epoch 8500, train_loss: 0.1445, val_loss: 0.1459, r_value: 0.4570\n",
"Epoch 9000, train_loss: 0.1444, val_loss: 0.1457, r_value: 0.4579\n",
"Epoch 9500, train_loss: 0.1443, val_loss: 0.1456, r_value: 0.4587\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 128, lr: 0.05\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1844, val_loss: 0.1855, r_value: -0.0339\n",
"Epoch 500, train_loss: 0.1709, val_loss: 0.1725, r_value: 0.4039\n",
"Epoch 1000, train_loss: 0.1479, val_loss: 0.1493, r_value: 0.4363\n",
"Epoch 1500, train_loss: 0.1458, val_loss: 0.1472, r_value: 0.4492\n",
"Epoch 2000, train_loss: 0.1446, val_loss: 0.1460, r_value: 0.4565\n",
"Epoch 2500, train_loss: 0.1437, val_loss: 0.1451, r_value: 0.4617\n",
"Epoch 3000, train_loss: 0.1431, val_loss: 0.1444, r_value: 0.4655\n",
"Epoch 3500, train_loss: 0.1425, val_loss: 0.1439, r_value: 0.4688\n",
"Epoch 4000, train_loss: 0.1419, val_loss: 0.1434, r_value: 0.4717\n",
"Epoch 4500, train_loss: 0.1414, val_loss: 0.1429, r_value: 0.4745\n",
"Epoch 5000, train_loss: 0.1409, val_loss: 0.1423, r_value: 0.4776\n",
"Epoch 5500, train_loss: 0.1411, val_loss: 0.1423, r_value: 0.4798\n",
"Epoch 6000, train_loss: 0.1408, val_loss: 0.1420, r_value: 0.4822\n",
"Epoch 6500, train_loss: 0.1404, val_loss: 0.1417, r_value: 0.4844\n",
"Epoch 7000, train_loss: 0.1401, val_loss: 0.1414, r_value: 0.4864\n",
"Epoch 7500, train_loss: 0.1398, val_loss: 0.1411, r_value: 0.4883\n",
"Epoch 8000, train_loss: 0.1395, val_loss: 0.1408, r_value: 0.4901\n",
"Epoch 8500, train_loss: 0.1392, val_loss: 0.1405, r_value: 0.4920\n",
"Epoch 9000, train_loss: 0.1389, val_loss: 0.1402, r_value: 0.4937\n",
"Epoch 9500, train_loss: 0.1386, val_loss: 0.1399, r_value: 0.4954\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 256, lr: 0.75\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1854, val_loss: 0.1890, r_value: -0.2486\n",
"Epoch 500, train_loss: 0.1587, val_loss: 0.1572, r_value: 0.4538\n",
"Epoch 1000, train_loss: 0.1548, val_loss: 0.1555, r_value: 0.4659\n",
"Epoch 1500, train_loss: 0.1518, val_loss: 0.1534, r_value: 0.4754\n",
"Epoch 2000, train_loss: 0.1495, val_loss: 0.1514, r_value: 0.4823\n",
"Epoch 2500, train_loss: 0.1474, val_loss: 0.1491, r_value: 0.4899\n",
"Epoch 3000, train_loss: 0.1412, val_loss: 0.1421, r_value: 0.4947\n",
"Epoch 3500, train_loss: 0.1550, val_loss: 0.1552, r_value: 0.4857\n",
"Epoch 4000, train_loss: 0.1420, val_loss: 0.1473, r_value: 0.4894\n",
"Epoch 4500, train_loss: 0.1353, val_loss: 0.1378, r_value: 0.5060\n",
"Epoch 5000, train_loss: 0.1425, val_loss: 0.1447, r_value: 0.5064\n",
"Epoch 5500, train_loss: 0.1410, val_loss: 0.1450, r_value: 0.5103\n",
"Epoch 6000, train_loss: 0.1360, val_loss: 0.1388, r_value: 0.5132\n",
"Epoch 6500, train_loss: 0.1369, val_loss: 0.1373, r_value: 0.5113\n",
"Epoch 7000, train_loss: 0.1404, val_loss: 0.1436, r_value: 0.5155\n",
"Epoch 7500, train_loss: 0.1334, val_loss: 0.1366, r_value: 0.5119\n",
"Epoch 8000, train_loss: 0.1375, val_loss: 0.1412, r_value: 0.5187\n",
"Epoch 8500, train_loss: 0.1330, val_loss: 0.1361, r_value: 0.5206\n",
"Epoch 9000, train_loss: 0.1390, val_loss: 0.1421, r_value: 0.5209\n",
"Epoch 9500, train_loss: 0.1322, val_loss: 0.1358, r_value: 0.5167\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 256, lr: 0.5\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1823, val_loss: 0.1839, r_value: 0.2372\n",
"Epoch 500, train_loss: 0.1497, val_loss: 0.1501, r_value: 0.4585\n",
"Epoch 1000, train_loss: 0.1461, val_loss: 0.1475, r_value: 0.4726\n",
"Epoch 1500, train_loss: 0.1438, val_loss: 0.1456, r_value: 0.4814\n",
"Epoch 2000, train_loss: 0.1425, val_loss: 0.1444, r_value: 0.4886\n",
"Epoch 2500, train_loss: 0.1411, val_loss: 0.1432, r_value: 0.4963\n",
"Epoch 3000, train_loss: 0.1396, val_loss: 0.1414, r_value: 0.5006\n",
"Epoch 3500, train_loss: 0.1413, val_loss: 0.1433, r_value: 0.5074\n",
"Epoch 4000, train_loss: 0.1374, val_loss: 0.1397, r_value: 0.5112\n",
"Epoch 4500, train_loss: 0.1379, val_loss: 0.1402, r_value: 0.5129\n",
"Epoch 5000, train_loss: 0.1371, val_loss: 0.1393, r_value: 0.5124\n",
"Epoch 5500, train_loss: 0.1339, val_loss: 0.1369, r_value: 0.5089\n",
"Epoch 6000, train_loss: 0.1360, val_loss: 0.1388, r_value: 0.5179\n",
"Epoch 6500, train_loss: 0.1366, val_loss: 0.1397, r_value: 0.5188\n",
"Epoch 7000, train_loss: 0.1368, val_loss: 0.1391, r_value: 0.5199\n",
"Epoch 7500, train_loss: 0.1350, val_loss: 0.1386, r_value: 0.5212\n",
"Epoch 8000, train_loss: 0.1351, val_loss: 0.1384, r_value: 0.5192\n",
"Epoch 8500, train_loss: 0.1331, val_loss: 0.1372, r_value: 0.5095\n",
"Epoch 9000, train_loss: 0.1336, val_loss: 0.1376, r_value: 0.5201\n",
"Epoch 9500, train_loss: 0.1310, val_loss: 0.1350, r_value: 0.5212\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 256, lr: 0.1\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1824, val_loss: 0.1841, r_value: 0.1137\n",
"Epoch 500, train_loss: 0.1458, val_loss: 0.1472, r_value: 0.4493\n",
"Epoch 1000, train_loss: 0.1450, val_loss: 0.1465, r_value: 0.4604\n",
"Epoch 1500, train_loss: 0.1440, val_loss: 0.1455, r_value: 0.4666\n",
"Epoch 2000, train_loss: 0.1432, val_loss: 0.1447, r_value: 0.4715\n",
"Epoch 2500, train_loss: 0.1423, val_loss: 0.1439, r_value: 0.4762\n",
"Epoch 3000, train_loss: 0.1416, val_loss: 0.1432, r_value: 0.4807\n",
"Epoch 3500, train_loss: 0.1409, val_loss: 0.1425, r_value: 0.4852\n",
"Epoch 4000, train_loss: 0.1402, val_loss: 0.1419, r_value: 0.4893\n",
"Epoch 4500, train_loss: 0.1395, val_loss: 0.1413, r_value: 0.4932\n",
"Epoch 5000, train_loss: 0.1389, val_loss: 0.1407, r_value: 0.4967\n",
"Epoch 5500, train_loss: 0.1383, val_loss: 0.1402, r_value: 0.4999\n",
"Epoch 6000, train_loss: 0.1376, val_loss: 0.1396, r_value: 0.5028\n",
"Epoch 6500, train_loss: 0.1370, val_loss: 0.1391, r_value: 0.5055\n",
"Epoch 7000, train_loss: 0.1365, val_loss: 0.1387, r_value: 0.5080\n",
"Epoch 7500, train_loss: 0.1360, val_loss: 0.1383, r_value: 0.5102\n",
"Epoch 8000, train_loss: 0.1354, val_loss: 0.1378, r_value: 0.5122\n",
"Epoch 8500, train_loss: 0.1350, val_loss: 0.1375, r_value: 0.5138\n",
"Epoch 9000, train_loss: 0.1346, val_loss: 0.1372, r_value: 0.5152\n",
"Epoch 9500, train_loss: 0.1343, val_loss: 0.1369, r_value: 0.5165\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 256, lr: 0.01\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1834, val_loss: 0.1850, r_value: -0.2138\n",
"Epoch 500, train_loss: 0.1808, val_loss: 0.1825, r_value: 0.4074\n",
"Epoch 1000, train_loss: 0.1779, val_loss: 0.1797, r_value: 0.4218\n",
"Epoch 1500, train_loss: 0.1725, val_loss: 0.1742, r_value: 0.4248\n",
"Epoch 2000, train_loss: 0.1624, val_loss: 0.1640, r_value: 0.4276\n",
"Epoch 2500, train_loss: 0.1521, val_loss: 0.1536, r_value: 0.4321\n",
"Epoch 3000, train_loss: 0.1481, val_loss: 0.1495, r_value: 0.4383\n",
"Epoch 3500, train_loss: 0.1469, val_loss: 0.1483, r_value: 0.4432\n",
"Epoch 4000, train_loss: 0.1463, val_loss: 0.1477, r_value: 0.4465\n",
"Epoch 4500, train_loss: 0.1459, val_loss: 0.1472, r_value: 0.4488\n",
"Epoch 5000, train_loss: 0.1456, val_loss: 0.1469, r_value: 0.4507\n",
"Epoch 5500, train_loss: 0.1453, val_loss: 0.1467, r_value: 0.4524\n",
"Epoch 6000, train_loss: 0.1451, val_loss: 0.1464, r_value: 0.4538\n",
"Epoch 6500, train_loss: 0.1448, val_loss: 0.1462, r_value: 0.4551\n",
"Epoch 7000, train_loss: 0.1447, val_loss: 0.1460, r_value: 0.4562\n",
"Epoch 7500, train_loss: 0.1445, val_loss: 0.1458, r_value: 0.4572\n",
"Epoch 8000, train_loss: 0.1443, val_loss: 0.1457, r_value: 0.4582\n",
"Epoch 8500, train_loss: 0.1442, val_loss: 0.1455, r_value: 0.4591\n",
"Epoch 9000, train_loss: 0.1440, val_loss: 0.1454, r_value: 0.4599\n",
"Epoch 9500, train_loss: 0.1439, val_loss: 0.1453, r_value: 0.4606\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 256, lr: 0.05\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1841, val_loss: 0.1851, r_value: 0.1820\n",
"Epoch 500, train_loss: 0.1507, val_loss: 0.1521, r_value: 0.4349\n",
"Epoch 1000, train_loss: 0.1456, val_loss: 0.1469, r_value: 0.4511\n",
"Epoch 1500, train_loss: 0.1443, val_loss: 0.1456, r_value: 0.4585\n",
"Epoch 2000, train_loss: 0.1435, val_loss: 0.1448, r_value: 0.4635\n",
"Epoch 2500, train_loss: 0.1428, val_loss: 0.1441, r_value: 0.4673\n",
"Epoch 3000, train_loss: 0.1422, val_loss: 0.1435, r_value: 0.4707\n",
"Epoch 3500, train_loss: 0.1416, val_loss: 0.1430, r_value: 0.4738\n",
"Epoch 4000, train_loss: 0.1416, val_loss: 0.1428, r_value: 0.4765\n",
"Epoch 4500, train_loss: 0.1413, val_loss: 0.1426, r_value: 0.4790\n",
"Epoch 5000, train_loss: 0.1409, val_loss: 0.1422, r_value: 0.4814\n",
"Epoch 5500, train_loss: 0.1406, val_loss: 0.1419, r_value: 0.4837\n",
"Epoch 6000, train_loss: 0.1401, val_loss: 0.1415, r_value: 0.4858\n",
"Epoch 6500, train_loss: 0.1398, val_loss: 0.1411, r_value: 0.4880\n",
"Epoch 7000, train_loss: 0.1394, val_loss: 0.1408, r_value: 0.4901\n",
"Epoch 7500, train_loss: 0.1390, val_loss: 0.1405, r_value: 0.4921\n",
"Epoch 8000, train_loss: 0.1387, val_loss: 0.1402, r_value: 0.4940\n",
"Epoch 8500, train_loss: 0.1383, val_loss: 0.1398, r_value: 0.4957\n",
"Epoch 9000, train_loss: 0.1380, val_loss: 0.1395, r_value: 0.4975\n",
"Epoch 9500, train_loss: 0.1376, val_loss: 0.1392, r_value: 0.4992\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 512, lr: 0.75\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1826, val_loss: 0.1840, r_value: 0.3779\n",
"Epoch 500, train_loss: 0.1557, val_loss: 0.1588, r_value: 0.4407\n",
"Epoch 1000, train_loss: 0.1528, val_loss: 0.1545, r_value: 0.4622\n",
"Epoch 1500, train_loss: 0.1502, val_loss: 0.1516, r_value: 0.4754\n",
"Epoch 2000, train_loss: 0.1483, val_loss: 0.1501, r_value: 0.4830\n",
"Epoch 2500, train_loss: 0.1478, val_loss: 0.1489, r_value: 0.4910\n",
"Epoch 3000, train_loss: 0.1453, val_loss: 0.1469, r_value: 0.4976\n",
"Epoch 3500, train_loss: 0.1421, val_loss: 0.1462, r_value: 0.4990\n",
"Epoch 4000, train_loss: 0.1363, val_loss: 0.1382, r_value: 0.5105\n",
"Epoch 4500, train_loss: 0.1368, val_loss: 0.1406, r_value: 0.5128\n",
"Epoch 5000, train_loss: 0.1421, val_loss: 0.1482, r_value: 0.4841\n",
"Epoch 5500, train_loss: 0.1372, val_loss: 0.1428, r_value: 0.5116\n",
"Epoch 6000, train_loss: 0.1416, val_loss: 0.1464, r_value: 0.5134\n",
"Epoch 6500, train_loss: 0.1405, val_loss: 0.1478, r_value: 0.4916\n",
"Epoch 7000, train_loss: 0.1385, val_loss: 0.1445, r_value: 0.5168\n",
"Epoch 7500, train_loss: 0.1318, val_loss: 0.1365, r_value: 0.5228\n",
"Epoch 8000, train_loss: 0.1436, val_loss: 0.1462, r_value: 0.5013\n",
"Epoch 8500, train_loss: 0.1391, val_loss: 0.1479, r_value: 0.5128\n",
"Epoch 9000, train_loss: 0.1300, val_loss: 0.1364, r_value: 0.5165\n",
"Epoch 9500, train_loss: 0.1299, val_loss: 0.1350, r_value: 0.5266\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 512, lr: 0.5\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1835, val_loss: 0.1845, r_value: 0.0661\n",
"Epoch 500, train_loss: 0.1480, val_loss: 0.1502, r_value: 0.4544\n",
"Epoch 1000, train_loss: 0.1449, val_loss: 0.1460, r_value: 0.4766\n",
"Epoch 1500, train_loss: 0.1425, val_loss: 0.1434, r_value: 0.4885\n",
"Epoch 2000, train_loss: 0.1417, val_loss: 0.1423, r_value: 0.4973\n",
"Epoch 2500, train_loss: 0.1392, val_loss: 0.1408, r_value: 0.5002\n",
"Epoch 3000, train_loss: 0.1384, val_loss: 0.1402, r_value: 0.5085\n",
"Epoch 3500, train_loss: 0.1363, val_loss: 0.1385, r_value: 0.5105\n",
"Epoch 4000, train_loss: 0.1372, val_loss: 0.1397, r_value: 0.5167\n",
"Epoch 4500, train_loss: 0.1359, val_loss: 0.1386, r_value: 0.5166\n",
"Epoch 5000, train_loss: 0.1355, val_loss: 0.1386, r_value: 0.5206\n",
"Epoch 5500, train_loss: 0.1326, val_loss: 0.1350, r_value: 0.5214\n",
"Epoch 6000, train_loss: 0.1313, val_loss: 0.1345, r_value: 0.5222\n",
"Epoch 6500, train_loss: 0.1336, val_loss: 0.1378, r_value: 0.5250\n",
"Epoch 7000, train_loss: 0.1341, val_loss: 0.1378, r_value: 0.5228\n",
"Epoch 7500, train_loss: 0.1337, val_loss: 0.1389, r_value: 0.5230\n",
"Epoch 8000, train_loss: 0.1327, val_loss: 0.1393, r_value: 0.5248\n",
"Epoch 8500, train_loss: 0.1309, val_loss: 0.1365, r_value: 0.5216\n",
"Epoch 9000, train_loss: 0.1315, val_loss: 0.1368, r_value: 0.5292\n",
"Epoch 9500, train_loss: 0.1314, val_loss: 0.1367, r_value: 0.5274\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 512, lr: 0.1\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1826, val_loss: 0.1842, r_value: 0.0892\n",
"Epoch 500, train_loss: 0.1468, val_loss: 0.1481, r_value: 0.4540\n",
"Epoch 1000, train_loss: 0.1445, val_loss: 0.1459, r_value: 0.4648\n",
"Epoch 1500, train_loss: 0.1431, val_loss: 0.1446, r_value: 0.4718\n",
"Epoch 2000, train_loss: 0.1421, val_loss: 0.1436, r_value: 0.4778\n",
"Epoch 2500, train_loss: 0.1411, val_loss: 0.1427, r_value: 0.4831\n",
"Epoch 3000, train_loss: 0.1403, val_loss: 0.1420, r_value: 0.4877\n",
"Epoch 3500, train_loss: 0.1396, val_loss: 0.1413, r_value: 0.4918\n",
"Epoch 4000, train_loss: 0.1389, val_loss: 0.1407, r_value: 0.4957\n",
"Epoch 4500, train_loss: 0.1382, val_loss: 0.1401, r_value: 0.4995\n",
"Epoch 5000, train_loss: 0.1375, val_loss: 0.1395, r_value: 0.5032\n",
"Epoch 5500, train_loss: 0.1369, val_loss: 0.1390, r_value: 0.5067\n",
"Epoch 6000, train_loss: 0.1362, val_loss: 0.1384, r_value: 0.5097\n",
"Epoch 6500, train_loss: 0.1356, val_loss: 0.1379, r_value: 0.5124\n",
"Epoch 7000, train_loss: 0.1350, val_loss: 0.1375, r_value: 0.5146\n",
"Epoch 7500, train_loss: 0.1345, val_loss: 0.1371, r_value: 0.5164\n",
"Epoch 8000, train_loss: 0.1341, val_loss: 0.1368, r_value: 0.5179\n",
"Epoch 8500, train_loss: 0.1337, val_loss: 0.1365, r_value: 0.5191\n",
"Epoch 9000, train_loss: 0.1333, val_loss: 0.1363, r_value: 0.5202\n",
"Epoch 9500, train_loss: 0.1329, val_loss: 0.1360, r_value: 0.5212\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 512, lr: 0.01\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1827, val_loss: 0.1845, r_value: -0.0949\n",
"Epoch 500, train_loss: 0.1791, val_loss: 0.1809, r_value: 0.4072\n",
"Epoch 1000, train_loss: 0.1732, val_loss: 0.1749, r_value: 0.4166\n",
"Epoch 1500, train_loss: 0.1618, val_loss: 0.1634, r_value: 0.4232\n",
"Epoch 2000, train_loss: 0.1512, val_loss: 0.1527, r_value: 0.4312\n",
"Epoch 2500, train_loss: 0.1477, val_loss: 0.1492, r_value: 0.4393\n",
"Epoch 3000, train_loss: 0.1466, val_loss: 0.1480, r_value: 0.4447\n",
"Epoch 3500, train_loss: 0.1460, val_loss: 0.1473, r_value: 0.4484\n",
"Epoch 4000, train_loss: 0.1455, val_loss: 0.1469, r_value: 0.4512\n",
"Epoch 4500, train_loss: 0.1451, val_loss: 0.1465, r_value: 0.4535\n",
"Epoch 5000, train_loss: 0.1448, val_loss: 0.1461, r_value: 0.4555\n",
"Epoch 5500, train_loss: 0.1445, val_loss: 0.1458, r_value: 0.4573\n",
"Epoch 6000, train_loss: 0.1442, val_loss: 0.1456, r_value: 0.4589\n",
"Epoch 6500, train_loss: 0.1440, val_loss: 0.1453, r_value: 0.4603\n",
"Epoch 7000, train_loss: 0.1438, val_loss: 0.1451, r_value: 0.4616\n",
"Epoch 7500, train_loss: 0.1436, val_loss: 0.1449, r_value: 0.4627\n",
"Epoch 8000, train_loss: 0.1434, val_loss: 0.1447, r_value: 0.4638\n",
"Epoch 8500, train_loss: 0.1433, val_loss: 0.1446, r_value: 0.4647\n",
"Epoch 9000, train_loss: 0.1431, val_loss: 0.1444, r_value: 0.4656\n",
"Epoch 9500, train_loss: 0.1430, val_loss: 0.1443, r_value: 0.4664\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 512, lr: 0.05\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1837, val_loss: 0.1852, r_value: 0.0732\n",
"Epoch 500, train_loss: 0.1470, val_loss: 0.1484, r_value: 0.4426\n",
"Epoch 1000, train_loss: 0.1447, val_loss: 0.1461, r_value: 0.4556\n",
"Epoch 1500, train_loss: 0.1437, val_loss: 0.1451, r_value: 0.4617\n",
"Epoch 2000, train_loss: 0.1430, val_loss: 0.1444, r_value: 0.4658\n",
"Epoch 2500, train_loss: 0.1424, val_loss: 0.1438, r_value: 0.4694\n",
"Epoch 3000, train_loss: 0.1423, val_loss: 0.1436, r_value: 0.4724\n",
"Epoch 3500, train_loss: 0.1419, val_loss: 0.1431, r_value: 0.4755\n",
"Epoch 4000, train_loss: 0.1414, val_loss: 0.1427, r_value: 0.4786\n",
"Epoch 4500, train_loss: 0.1409, val_loss: 0.1422, r_value: 0.4815\n",
"Epoch 5000, train_loss: 0.1404, val_loss: 0.1418, r_value: 0.4844\n",
"Epoch 5500, train_loss: 0.1399, val_loss: 0.1413, r_value: 0.4873\n",
"Epoch 6000, train_loss: 0.1394, val_loss: 0.1408, r_value: 0.4901\n",
"Epoch 6500, train_loss: 0.1390, val_loss: 0.1404, r_value: 0.4927\n",
"Epoch 7000, train_loss: 0.1385, val_loss: 0.1399, r_value: 0.4953\n",
"Epoch 7500, train_loss: 0.1380, val_loss: 0.1395, r_value: 0.4976\n",
"Epoch 8000, train_loss: 0.1376, val_loss: 0.1391, r_value: 0.4999\n",
"Epoch 8500, train_loss: 0.1371, val_loss: 0.1388, r_value: 0.5021\n",
"Epoch 9000, train_loss: 0.1367, val_loss: 0.1384, r_value: 0.5041\n",
"Epoch 9500, train_loss: 0.1362, val_loss: 0.1380, r_value: 0.5060\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# model.train()\n",
"epoch = 10000\n",
"hid_dim_range = [128,256,512]\n",
"lr_range = [0.75,0.5,0.1,0.01,0.05]\n",
"\n",
"for hid_dim in hid_dim_range:\n",
" for lr in lr_range:\n",
" print('\\nhid_dim: {}, lr: {}'.format(hid_dim, lr))\n",
" if 'model' in globals():\n",
" print('Deleting previous model')\n",
" del model, criterion, optimizer\n",
" model = Feedforward(data.shape[1], hid_dim).to(device)\n",
" criterion = torch.nn.MSELoss()\n",
" optimizer = torch.optim.SGD(model.parameters(), lr = lr)\n",
"\n",
" all_loss_train=[]\n",
" all_loss_val=[]\n",
" all_r_train=[]\n",
" all_r_val=[]\n",
" \n",
" for epoch in range(epoch):\n",
" model.train()\n",
" optimizer.zero_grad()\n",
" # Forward pass\n",
" y_pred = model(X_train.to(device))\n",
" # Compute Loss\n",
" loss = criterion(y_pred.squeeze(), y_train.to(device))\n",
"\n",
" # Backward pass\n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
" all_loss_train.append(loss.item())\n",
" y_pred = y_pred.cpu().detach().numpy().squeeze()\n",
" _, _, r_value_train, _, _ = scipy.stats.linregress(y_pred, y_train)\n",
" all_r_train.append(r_value_train)\n",
"\n",
" model.eval()\n",
" with torch.no_grad():\n",
" y_pred = model(X_test.to(device))\n",
" # Compute Loss\n",
" loss = criterion(y_pred.squeeze(), y_test.to(device))\n",
" all_loss_val.append(loss.item())\n",
" \n",
" y_pred = y_pred.cpu().detach().numpy().squeeze()\n",
" slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_pred, y_test)\n",
" all_r_val.append(r_value)\n",
" \n",
" if epoch%500==0:\n",
" print('Epoch {}, train_loss: {:.4f}, val_loss: {:.4f}, r_value: {:.4f}'.format(epoch,all_loss_train[-1],all_loss_val[-1],r_value))\n",
" \n",
" fig,ax=plt.subplots(1,3,figsize=(15,5))\n",
" ax[0].plot(np.log10(all_loss_train))\n",
" ax[0].plot(np.log10(all_loss_val))\n",
" ax[0].set_title('Loss')\n",
" \n",
" ax[1].plot(all_r_train)\n",
" ax[1].plot(all_r_val)\n",
" ax[1].set_title('Pearson Corr')\n",
"\n",
" ax[2].scatter(y_pred, y_test.cpu())\n",
" ax[2].set_xlabel('Prediction')\n",
" ax[2].set_ylabel('True')\n",
" ax[2].set_title('slope: {:.4f}, r_value: {:.4f}'.format(slope, r_value))\n",
" \n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "3e094e0b-ac2b-43cb-89f9-63e35851557e",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MLPRegressor(max_iter=1000, random_state=1)\n"
]
}
],
"source": [
"# Let's try the sklearn MLP implementation\n",
"from sklearn.neural_network import MLPRegressor\n",
"regr = MLPRegressor(random_state=1, max_iter=1000).fit(X_train, y_train)\n",
"print(regr)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "85349c22-2e3b-4cc1-ad9b-39ff7d4cfa62",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'slope: 0.9208, r_value: 0.5133')"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"y_pred = regr.predict(X_test)\n",
"slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_pred, y_test)\n",
"\n",
"fig,ax=plt.subplots(figsize=(5,5))\n",
"ax.scatter(y_pred, y_test.cpu())\n",
"ax.set_xlabel('Prediction')\n",
"ax.set_ylabel('True')\n",
"ax.set_title('slope: {:.4f}, r_value: {:.4f}'.format(slope, r_value))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "00307c5f-b670-4f20-9897-8a75025e1646",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"regr = MLPRegressor(hidden_layer_sizes=(256,256,256),random_state=1, max_iter=1000).fit(X_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "0c0fc186-0040-47a0-9353-fd24fb8a2537",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'slope: 0.3976, r_value: 0.3469')"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"y_pred = regr.predict(X_test)\n",
"slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_pred, y_test)\n",
"\n",
"fig,ax=plt.subplots(figsize=(5,5))\n",
"ax.scatter(y_pred, y_test.cpu())\n",
"ax.set_xlabel('Prediction')\n",
"ax.set_ylabel('True')\n",
"ax.set_title('slope: {:.4f}, r_value: {:.4f}'.format(slope, r_value))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f421b1ea-7f6e-4a83-80fb-ae67cb77ee2d",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}