{
"cells": [
{
"cell_type": "markdown",
"id": "chemical-fence",
"metadata": {},
"source": [
"# **시간 변화에 따른 콩온도 예측 LSTM Modeling**\n",
"데이터 간단히 살펴보고 모델링 생성 및 Test 실행하기\n",
"\n",
"## **Pytorch 학습모델 활용**\n",
"Coffee 의 Temperature 예측하는 모델링 만들기"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "diagnostic-minimum",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/buffet/Coding/Python/Pytorch/lib/python3.8/site-packages/pandas/core/indexing.py:1738: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" self._setitem_single_column(loc, value[:, i].tolist(), pi)\n"
]
},
{
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"text/plain": [
" air gas gasgap gram bean\n",
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]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 데이터 불러오기\n",
"from model.snoopers import load_excel\n",
"price, data, scaler = load_excel('./data/coffeedata.xlsx')\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "blind-essence",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"LSTM(\n",
" (lstm): LSTM(1, 32, num_layers=2, batch_first=True)\n",
" (fc): Linear(in_features=32, out_features=1, bias=True)\n",
")"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 데이터 전처리 및 모델의 활용\n",
"from model.snoopers import split_data, lstm_pytorch_model\n",
"X, y = split_data(price, lookback = 60)\n",
"model = lstm_pytorch_model('./model/coffee.pth')\n",
"model.eval()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "blind-saturday",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"r2_score is : 0.9903256085226195\n"
]
},
{
"data": {
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"text/plain": [
" air gas gasgap gram bean lstm\n",
"20184 249 90 40 800 219 217.821106\n",
"20185 249 90 40 800 220 217.944443\n",
"20186 249 90 40 800 220 218.024628\n",
"20187 250 90 40 800 220 218.215454\n",
"20188 250 90 40 800 220 218.418716"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# CSV 파일로 저장하기\n",
"file_csv = 'bean_lstm.csv'\n",
"\n",
"# 데이터로 예측 데이터 학습 및 결과값 출력\n",
"from model.snoopers import r2_score_and_save_csv\n",
"y_pred = model(X)\n",
"lstm_predict, predict, original = r2_score_and_save_csv(y, y_pred, scaler, data)\n",
"lstm_predict.to_csv(file_csv, index=None)\n",
"print(f\"결과값을 {file_csv} 파일로 저장하였습니다.\")\n",
"lstm_predict.tail()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "loaded-territory",
"metadata": {},
"outputs": [
{
"data": {
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Q8M6j/xofn53PkPviZ8A+/nPwf/MvQEeX7vaYYAoAYOezuucG+whVmLiC/nOvBdj+9j1gtgL65soOMNkIAMAFHnYdY1B8jsl48bu9OIYK7B98PQCd710NcLJRscvrAdwGxyMRpW1FN1s6pruxnnKf/hjYy0+D/9uvAO62ptpiQsbf9ap++S4AADztbnj28Lwtf4a2v3kHmGi46TlcRFkUlVnzxLb4DACg3dsO7OFxNxt138Wy6NdWvqt7ee3edRAC+wffDzI0DuEj/7P4tWnraVk0kfVcjMPo2Ol9jtYzMgZm+SIAwBYOmD6GtZ6h7ZP/D8iBYxB/932mXutqYtcNE+l0Gu95z3vwoQ99CO3t7cXvv/CFL4DjOPzGb/yG4bZFkSAWy5jRzV2F1+u55vvNXFmGE0AgZ6CvhKBf/qjr3HOX0A/g16kRPP8aH5+dz7D/8Z8DADaDCThEu+72bFcW0A1gPeGAW+e9k40oBgD8JD6BE9f4uNVC/xb18DfzTtgu0fFbiDrQraMd5TlygQ30ABDAXvPvphoMvXcq7fjW0vAOMIbasF86Dy+AbecApBaO6W6sp/2XaTRULJoG8sbGQ4H9ygK8ANYSDnia7HdPYA0A8EufDYcm9+68LX+G/dEwgObnsAI2uole+bNZbfbLaTiX/AIGu/buuJuNeu8ik4yhT/5s+ruaz5q27j2bwEZC6AXABNcqxs2s9ZSNb5v+3j1rIIpNz2ktz5FJxVv3Xj5LwG2E0ANg1XtEt+zeCFXPsJBH/3YIof5D4Pbg8+rv76j5/a5W5eB5Hu95z3vwqle9Crfeemvx+wceeAA/+tGP8MlPfhIMQ4W8wcHBYloHQCMoBgcHd7O7FsrgCtO0it5O/UI4YzDP3yGnQrg7XYbOvxawnTCW+pJfoqkMT+VGdJ/LrNDc2iT2tsVbEIznawurPgDAufSAofPFdTrfk2jOG341YRrHSJmnizSRQ19YpPPyaWGi6S5dK4gkm+cUKCwtAQCeyup/13eCI9QTzbL7j+tAksy5JxKg0X9CC8SfZtasZxNYE9LL6oELrras7X2NKI0yDBTNBybj8vnWtPssABfeJQL4FYv/o1lkr9AxTNlqK91mwrZGo6Mfz+0fmQrYRcMEIQQf/vCHMTMzgze/+c3F73/yk5/g/vvvxxe+8AW43e7i92fOnMFDDz2EQqGAtbU1+Hw+nDhxYre6a6EchKA9T8OwbQZmDBPZNHTZriRdjNtdzXkkdx35bPEjZ/ANc/svAQDsXfoXt94QFQC8HZyxi19NSKUQX4N0JgCA7jBVgr1e/dEqACCep3w2K8yw8U5cZSgGqqbbyZUs8c0YJrBEQxyzbX0NDrzGIQrFjwyaV0Sd65SXwNbZpCBT9u44rkqSZgtQZtQ2yS6B7AIVHFeZIXMaLINkkV9qQm6hdQpQ/plzAAARe0xuuMrILPkAABFGf+qppvYv03XOh727p141XNkdo07hqcd35Tr7GZLs1Eo4W2TgK0P+EtUTyOyRll9rN7Fr4stjjz2GBx98EAcPHsSrX/1qAMD73vc+/MVf/AUKhULRWHHy5El87GMfw9zcHG6//Xa88pWvBMdxuPvuu8Fxe1DR2gdg4pHiZyNil3D5ov5rZlMGrnRtgD9XIr00qsgJso7RjFHGvgdfFyZcipIyQ8Y3qqBlk3kAQN7dGiFtN5C+tGCK70vaKnH7kCa0w3yOWpo6PLsaqGc6mLJqDqQJ45kC5V3v9DSnSDGZ0pq5X/RjcaVEgmvaPa37AABbjiGY4dOq2Kv2ybi3GpL8XCPoNL1t2+UnAQALzAR6TG99/0KUowyj7kEYizNUB7exAgDI2tr2cBzi1UF8O40eAGG2u6XXsa1Tg2HCekKG4YlQbrzd2IR5H422HDo22fJr7SZ2zTBx/fXX45Js3SnHzTffXPecd7zjHXjHO97Rym5Z0ID0k08V886MvGypcAKDAJaZEbQ3PJoid6Xk7W3KS3sVwD/+aPGzoa4Tgt6MErqnswFJBCufs9fGDQBST58vzjXDOjAhsBGh8XEq8MoRF3bbHva6LVMP1SoG4W5wqBoyF0vrdjNTqj9Kx9RoFNG1gvTFheIcNeMdK77rTU41aassMm0Pvvu1kLxwBUpcg1m31LFFhTmH3ZyJyJR5M/fJsFfA/h9fhzg+C+nQKdPa9ISoAiSAMz2ugc8WAAA2bg+v3VcBji3KT2NzO1vSfmeCGnS5fZhm1mpwq3TvzMGJ1jwdio6EYnS3npEhEILeLE1T240R7A5eQhIejA3slxBJij0uIlrYDfAXy8LIDEhezjWqIOUZ7Utq5lJ5Kb7dWSQdF34N+5Wnmm7HEyyFqRpRXJrxwBX8ZbmIe3BvIZfLhXyDNxArlU4y2kR3fgsAwOxhTcMbpgoYwza3zGe2ShVKDD8TQuCSlLD8vTumACAtlBtqmrwXPl/63GRbqStLZjV1zYDxlQzUZqVyMDxVXM1IwwGAtL88osiEEJprCZIE7w/+L3q/9P+Y2iwp8AAAhjF/og4l5XVvj68zuw1vkiqlbCvsOYSgXZDLkFqPRTdcsdZxshTBF+AWS2nIe9GxdbVBIuGyP1o8fpKEdj6OYNsk2Ja8tFcPlmHCQkO4ttcgylPFyKtWyFEhhNPhwWA2aJ6WCHbXNrKu//3X8P7jXzTdTne6tIkYCX0nkbKaxDpPjz9TSpvZixuLe2ul+Nlo2kBqeb2pNqREmSJuqAfXAAhBpxAD0LyA7gj5ip+NEhBKG2XPZM8OKkVbqMzw2KS2LKyVxqXpybbSnEH0WoR3m96TCNaceSNJ6BLjjY/TAbLmK33eH8NehMI7YDZ6C8Z4pxpB4vlSxGBLrrBPIYnwSDKXUAsmcW5jFxTrfYyeDB2/VhrbCs+UUpAZ7L+1bDeQvFjG69Xi8cusUtkhMbq/+CUAyzBhQQO8mSBCTpkx3sDLNpSk+aR6FlVPbAMZxg0R3J6SMMRcHjaIJUOOgdU9vViWV63z5slyOeHhHho4GT3ZkgBjlEgutVYmBBlJPbpwufh5r3rdUqvmCYLu5Fbxs1FhJbFYzpS/N8dUQV96rfi5WS9+fK3M295kW1LchMiWawiEEPQVFVhiiqCc9/nK2m++PQBwbZcZ3cxp8ppB8iyNYPNz5hGFCrHSPDU7YCJ+uWTY3qtr99WAsL7e+KAmED9fMppaz0UfpDyVKSlaN3ZKxN3FtqP0StZj0o3cUrns3lokztOocsfsbIuvtPvQbJjI5/P47ne/i/vuuw+JBA3JWl1dRSwWa1XfLFwDKOR4tEsZJLxyORqdqxXhC4Ys8b25ILbaxuTTWr9C5v3mlGOKXqQLU8BDyWiMdJ33l5Hr6WzAuV1+rv5rX02kE1k4UOKGMNp/JlBSHI00kfZTZYiHbc+KUNFn6KaVZZovtdufK4sAMjggqUB5iGOTHbqKIJl00SMLNP+OCWvlBpvm0gA8qXKOiaaauiaQCESLnxmYU/Eiul6ah2YpSO3p/cftoUBaocpKqGPKtDYTF+jalGMcMHuiZhZof9OMZ1+8A7uF7fXm0x/VoJTv3nCOWY9FJ+KXfbtyHbJB5aZC9zAY3S4xCwDAhaiBLwdHy/cCxkfXUe/xQy29ztWAJsPEysoKbr/9dnzkIx/BZz7zGcRlz8yXv/xlfOITn2hpBy1cXYQv0xdNHJsBoH+vT20lip+1JnIkIhm4UECmbxKEBpXpvKp+bK9FGh+kAanLVDBKDh4AYGxtEqOx0h86zpckgv6sH1Fnv+5zm8H/+kYYP/hVtvGBDbB5zgcAiNkp87TRigfuaMnIZMSopXCiJLjOPSvcMj7KgxDsnEEzN8EnknCAL/5t1EjIBakCLoDb07pb7JIPALDmnqJfNHkz9i3zUlz68sFipJZZfAxXE7ELNPor5BoFYI6cl1uRhW/YYMrLTQjaxBQC7ID85z4Y+DL0R6jwK7LGyi7XgrBEn+t62wHT2izCTyMmNtsnzG97H4P3rZT9Zf4cdoTpOpdxeq0irjqRvUKjTUL2wZbKI57YBqKcFwzHwqwItWcbOpIbCNv6QJjWz3J3ZB15xgFXtxm1pa4taDJM3HPPPbjpppvwi1/8Ak5nicDwzJkzeOSRR1rWOQvNI5cn+OHjecMCk1Idw32AGib0rlaZ8xeKn7XaYMMX6SbJjk/SM3ZhgWQvnQUAJBitdUNqg5PLLZGhcfqvgXEf2nwGSUYu16Tj/PBGAl0khWzP7kWaCALBOx79Yzi/+Y9NtyVdpPXnYz00NM2whzSfQ5yTy9AZaCOfLSDOdqDAufZs2Gn79ioEcMg5Opq6h5ifGuxWPfT9lwyS+3XE/MgwbgiMSQrhVUJWXg/jvcp4NHcvfbElZBi5ZkoT72smnoEDAiKuwabbulbAL8ql6/qmwZokKLs3fQCAbeegKWMkRGlUR95J9439YBBSkMtJGBbk8s0m3lcmQY3Yua4B6pk1ca62R1ZRgA28zYW9vM7UgyASfO/RHATR3Huzh6jhOMF2tGTt6E2uIewYwC75mfYVOD+Nwo11jrdMHhFFguH8OhLtI4CsVO+DLWRXIYoEowU/kh3D1KHa4gEcSy8h7B5p6TWuFjQZJp544gm85S1vAcdxFd8PDw9jc7M1JEYWzMEv/uk/8Vtf/R2s+pKGzlcWxfaDM5AMvGzpML1uwDmq2VIuLFCPdef8LMDsjmqYTlGmdr9jtKl2JiLPIM86IdkdAAAjepwgARGn7IHTcV7qIvVuFWaO6r+oQYT8CbQjh9dIP2q6LU9IjjbpldNgjBCHEoLZ/CISHrkSu4HJM568gph7EGSPmiUIIZjKLmDbIwsZTdxEXlYOhTY5isVgO8O5NUQ9Q7KhcS+OKoV7lZLLkiG6TjSbXiCJErZk4aKZphLn6JqZ9CpGyaa6dU2gO0THOttOI8DMUPqH4gtIsW2QTKLXUsjOch3G15trFf4rwbK/zLux3vAVxNlOMAxjOsneYGYNEfcwAGaPrt7qWPrpM/idb7wRq0+vNT5YB7riq0izHmo4NnnY8nkJg+IW0p3D8jf777m0Ep3RFeQZByTOvKilnfD707BDhDAwCjBK6lzLLrcvEfLT6HBhYAytZlKJbmfhBI9032QLr3L1oHl3FgSh6rtAIICOjv0XRrKf8LqV+wEAnkKiwZG10RWj0QuMh3rw9b5sLrl0Ztbl1SyBdPufAQDYJqfoF7sgZfduLzR9rUJBQp8YQbhzqmSE0c3JwaNP2EbEO6X7dNciLXXqPnRIPrf148Y//aRpbQ0nF5G2tQOsQhyqv43kdhoAwLiNzddcTkS3FAfcHtrOHtTwwls52CEi3TfVdNhsOkrHszBAFV4jNAjpeJamZnWPYq9Tnw3EFpBi28Fwct3wJm6GL4joF7eR7Jlsuq1UiEa2FMYPym3t5VGmkSjjmWXEnL3FOdxsBRQAEEQg5hmCWQ4tYZnub/lhOdVxH0nz/NNni5/NnE7D2VUU7J5ibqdZbWfiGXSQNDJdw9ShsX8eRRHT//UvAID2wJUGR+rDeH4VMbdCcGruwAV8dG0SBqnCZhkm9KE/u4Ft97D8vrRm7BJPUyOwa2oSjGzU24/vTyuRlLlz7Lugt0RkMll2cqZl17ia0GSYuOmmm/BP//RPFd+lUil87nOfw80339ySjlkwB5ysSQicQ/e5kkQwkN3AtruMkVvnu9YjGzZE1qb5nIHUCrKcB7DZd8XDSghBb456h5pR5EI+SqyWHTmgRMPpDvVOBykJlb1DfyoHn6RKJDc6qvtco8htUqHjsudwU+0kUiL6pQjiXePF74wYVmLLlF+iMDytNKLr/OBFmgsrDIxT5UV3D64+Ihdo5AkzOQPCNOc5bNukbUkdNGLCSIRAeIm+W9Jw8wr41YQkiPCKMYQ7J4vvdzPGv+gCnWuODk/Tbdk3aGSbY1DhOjDc1DWBQKiANmSR7JsxLbQ4k5UwJIUR7TsAszzqng1q0HaM7D9vsNNPBe0064FZ91XgCTgiItUxLO+15ilAWwt07efHKXfFfuQyGEpQhSTdMWham/FYHgCQ6WkuWrQelCpXrunppiP4nm1IJApwI4+sdwR0zWoNHEvUGeg6cthK5TAIbo2+m21zsy3XW/hFuu90zO+/ihyARsPEXXfdhcceewy33XYbCoUC/viP/xhnzpxBOBzG+9///lb30YJBlAu6RoTeraiALqSQ6ZbDg8HobocIPM3n1bikJlIi+qQotnsUYqzWixfxpIQeQgldm1lKMpfpYmGfmgHDGHMHpRaogkEmZnWfPxhfwoZrHCWtSdelDaF9iyquCbu3qXYCy9Sow4/MlrpvwPuYX6NVSexTU7QNnU3Er9DxZw/QqBOzy9ntBhRyufb5A0Xh3yh6kms0hYulaXyGyt+u0Gfimp0BAbMno1AAILxM0xazIwcARiaZbMJDrpS1ZaeaJwH0xKhSRoqRbXtzjBVsPk75ZjBVZuRtct5El+V52OECgTnLo5jLI8V4oGS57qOACfQnliGBQY5xmbaXBDdScEBAduwgIKdymDVmGXmdcR+ck+fMPnoYoGuNUhGIEPPkoq0VWg5anDgoGw5M5q9YpYYJ97wczbXPnksrsX3BBwCQRqdkmbI1Y9cdoXKPJEdGmlUF6dmE7k1KOI4RJTKodbAFZB6+iemWXudqQZNhYnBwEA8++CB+//d/H294wxtw7NgxfOADH8A3vvEN9PT0tLqPFgwiFi0UPxsRoLdlDwQZnaL/6gzDy2QlTIgb2Bw4QvPWNCx0/gWqoEojZblTLV4ftxZL5RCb8aIxa3Rxbzs0ZzhMNR+i998+oeSda2tAEAnGBT9sNgZoWh3Vjra0ORwzeZlU0HWg3EOq/w5sQbpge4YNViaRSzC1z89ir6YdODflEpTj0yUjlUFwfB5R12BpPhtI5VDKt7YP99I2murR1UNS5nBxzsyaYvuT/HRcOg4okSTGWxvIrCFh9xYNons9pYBckNPSTpworQdN3lN6he5n3NQsGJhjdBzJ+uDrLHkZ94tlIpGWMC2sIdoxJt+bOfeVWqDrc3u3BzA7ZFwud+gZ7qMG0D270tTGWqi8lHZzpYXLISre17520wx25fBGffQ6PYNFY9R+Q4En+MZPshAEc0dPukLJ49sOHmhZFowkEfTnA4i7+gCWLRn19tfr03JwuTRyrKvoxGnV+IkiwUhykfLB2PVHwu8FNDRM8DyPm266CWtra3jd616Hu+++Gx/96Efx+te/Hi6Xazf6aMEgNteixc9GDBNK/qzrQMmjp0eICPuo0upus0Prqpq9LFvX52jEwG6UC00vrZb+aOJS7ggNzSa9g0UFQa/V2RmkEQhtU/rCKrfWYwCAbF9ZmbQWW7xzBYIhXmFtb+5a7AYVWG0HDpaNnf52mGSMfujul7ulrxEpJpeN7fTS9vbY7kwIgTfph8hwgINWUDIqCGZyBGNSEKGBo2VRLPrbcUeowiD1DimdNNijqwuy5gMAdBwpGR6NcG4ocG3T9YKTjftGUzkyOYJOKYlkx3CzdqhrBo5Nuh6QsWlT0mYAQAxQA3T7gSm5nFtz7eXyEtwkD7eLBcvsnjF4N7C2SGWH3NhBcxnm1+j+5pk7AINBhXXRFpX33+6Bpg2y1yK2zpdKepq5hDIhGmniPHIUAGNqlKAoykqvs6/IHbUf8eXvp7HwH4/hl+f5xgfrwVYIAGCfmwPQGj98MCKhn0SR7pbTaPeXjXVXkM0TjPNrWBs8DQAgLYzY8oclTJIAUt7WpF5dC2i4UtjtdthstlJouoU9g9yyr/SHgXdEUZLZ6fI8Ju0NJfw0RJAcOqlZUHCuU6+kEkpPG2jtCslv0X5GnP0wupgQQtCTCSBl75StzsZcqq4kjZhglE1c471vr1NBkp8/BdMlvjpYDRTQiYx8rebaao/Kyqu3v/idESW4Ix3ChnuirI60vo61JUMIuccAm33XKsIA1OOSSDfvBduOE4yJAcQ7ZbLKJkJzNzdoRR23hyszFunrIyEEvZkAMrYOgON2pb53q+CKUAEe3l7DhsdyONMRCAwHYmuObT0YzMIBAanJ4/vCcS9JBD3pdaTtndT71IShshz2bRoxwXh7YIaIv32FKsL80GRZRNEeHvgypC7J3BmHza3w5AzTdZ6MTsrs/8SUuSpJBL3ZAFKOLrr/AvvHSqRg4Vzxo5nzzB3bQIZxg3R2K62b1nYgLGKQRJDpLXFH7VXDtBoOP/UV/I3wWUzGz5varjsRxLa9D3C65WgTc8vrAkBoWZbTR2nknkV+qR9rwQJc4OFxKyp168h3Nxbp88ofONmaC1wD0GTC/J3f+R3ce++9NStzaEUgEMAb3/hGvPKVr8Qdd9yBL33pSwCAWCyGN7/5zbj11lvx5je/GfG4nOtPCP7iL/4Ct9xyC171qlfh3Llzas1bqAHP2oXiZyMRE8NRaiQgHV76r042QLuPMv12DGtP9+lMUOFf6pLDvndBOVQ8lyl7l+FNcysmYlQKItEth2UbJBBy5RNY6Diq+/zCKhX4vP0dxfFq9cYSX1wv+8v4xQo8QU82iKSzp8Koo3cD5gWCQT4E1mE3ZJzJ5MrOV7BLu/Pd90Xxzr8ON92ObyWFDmQgKESTMowIMzk5eombnDFsaIunCcalAGLeUiTPXhR4JIkaWGKufjq3mkg3UtrzFBJY95aRxhpsK75Ko5bau1xgZO6LvWyZ2AiLmJQCSPVMVHzfrDLWlfKjwDqKkUTNTkTpAq1aYT94qGzNaqrJawbMOk1L5KYPUGOiSTfmTfppuLPDiWLKoQltByMSxknZnGH2XrRbI7QHF4qfzcz/H0ivgigkKSZzTIR8lMybjE2X2t+HuCH5SwAAI4mmtckLBL35EBi7Io/QKC+z15jMZRoZ7Z6TI6P32Vq2G4gtUr2Fq6iS0ZoBlC5Tvc45d7DBkXsXmkolPPbYY3j00Ufx4he/GHNzc3C73RW//8//+T8btsFxHO666y4cPXoUqVQKr33ta3HTTTfhgQcewPOf/3y87W1vw3333Yf77rsPH/jAB/CTn/wEPp8P3//+9/HUU0/hox/9KL761a8au8tnKQrpXPGz3pxEQSQYKfgR6JytmCR6Fqtcil5fCcdtxDEhCASj+XVE2kYqf2jhCimKBP0ZP3jWAYF1gkGu8Uk1sLIUwyhESEPUM8AaCD/OFwjGxQ1caZtAyaOn7fxu/9P0w0SJV6DlBHgri8WPzQiXa5sinkv8CPcco3dt0Ou7uZnDKSSx6j1enLN6urW+yeMmxLDRfRjlosBu4E/992CerGALza1x6QUfAKosCZB1aNBx0CsTprZoiWHPwTlkz1Ijo97HHF7ZwhxEiH0jKJl79p7EsxGWcJoEEOg+BRvKxtLgrUQSBIfJBlbaJpoXBFdpZJtregqpPJpr6xpA6LLMbTQpV1cwgdCDFwimCiuId8jpRCa41DMxWgWp7fA8Mk8/I/dxDw+8DEIIJiL0fsQembjahNuiz8CHRMco5fgwUQEK+rZxEgQYUjzz+8sskUhLGM6XOQJMurl0VoJL5LHdfwBuuVkzp3B+kTq3XLMzEFFUrc27wDUAQSQYBo1YLTjaTWt3IyzierKJQPdzqDxTJheZmRRj91M5rki4DoX80sSL7Hf45AizGTrPTatHXQPeDRqVI8w0VwnvWoam+d3d3Y3bbrsNN998M0ZGRtDd3V3xnxYMDAzg6FEaFtje3o6ZmRmEQiE8/PDDeM1rXgMAeM1rXoP//M//BIDi9wzD4NSpU0gkEtjcNIdo79kAQgjGk6Va15LOKPFgKAc38sj1T+z4RfvLdjDyRBkZTOOc3s3NLAYRQc47VPlDCxfIQETCcekK0p1DTQmrCjGee1qJmKD/6PHyhVdpiBbb3a2bPDOfKUACA9JR9j62eGNRSkkmuM6mLra5GgELAmZYZoQuKn36Ju32OuWHKHpnAF2bQ2KF5qAzo1S4JS0MxytHNk8wT1YaH6gBnjU5lLQoZDCGw6Xb5Ior6OouFirT66lLr9M1m8wfo/+2cMNuJUKXqVLAjtC50WyliE2ZE4bt6YVeI+ROtIVkwXJ8usz4tPfGWIF4hbKbOw/JgpeSyiEav6dAWIQNIrK9yn7WPAmfd2sBAjhwbpdplUOuBUQSBJPCGuJtQ2W8AM3fVyAswg4R2b5SNJdZqRyCPGfsB+eVhvcVyeLiGo8DpGSYMCuVw78pYAjbkPrKy4+aN4edG3QPIROyJ3mfPReAOlYUmJliE5bTczFEuQQUWnMzlxhJIhhN0MhIJUqZYaxUDr3wKGXVR6nsSYr/MxeiSDCQXoXIcCBtneZf4BqBpoiJv/zLvzT1ouvr67hw4QJOnjyJ7e1tDAzQ2uv9/f3Y3qahX6FQCENDJQV1aGgIoVCoeKwFdWzFJMxIJUOO3gUzeZmGcrJjZSHYjHZiJEII8iKDrKOLfqGBjTm6LpeMHJ8reldbTX65vpHDaQD88DQQ2Da86jMr1DDBKKFcBsjQEmv0ebGTZZweGvqTyxNM5xax3akIfLvDMdGboukjWc7TFGGW7YocEj13EJQ6SmHh19dOzk8NC+6xEUNeaGaVKnjO6SkoosZu+N3WQgJ2mv+MokdmQBdGykNnjQkZ3iQNTyRtHSWFV+c64lqhhpK2sSGZJ3JviqXMJepBdhw/DgFoOspBYVu3T0w2a5fAUFw2TLjb90VKgStE9x5xQgktpv80I/Nv+hNwQAAzohC8NW907M4EkbO1VfRxD9uDilhaz+MQMggPnSh9acJ9bW/EwEGSy+mhqKSaMVedAdmIOjWHYuP74WHIiFymhuvU0Bzag1dM4xmILdPoJHePouSYEx0DUBlwKE49yVJXX6n9fYbVlRSeK382k/9BlMnnHVNTdO9sgcEgFJUwL/qQausvWdt3R3y8Kjjv43Fg1AaH3bx5KEkEhxNPAgCIWynX3Zp5vhYScFDyIekda0n71wo0GSbMRDqdxnve8x586EMfQnt7ZdgTwzBNkWxyHAOv19NsF3cdHMea3u+LviSOIl/82+2y67qGTc4xHTh9DDb5PAIGDKttjGNxHnPSKnxDN2PU60GSoxW4Vc+VI2J6jh+GSz4uL8+JVj3XVIh6ITpPHEU69DMwjfpYB+1hHwCgY34eYDkU3NS0omfc3et0Ex88dgB2L13gOA3jfcmXxzGyibjnEDxeD1Cg+aJsC+aVgkhCxJiwgUTHCFAgYBhj4wYAnbK1ue26G4EOD5JOuiy1tTl1tekN0HSD7tlxoIuex9m0j0F/iCqLHceOA10ebLEMQFq/pqR/VYqWaOZayYyEkcI6cs5OeLvp/Inb6Fzo7PTA6dC+tkoSgT23goSrF16vBzk3LUvl9jh09VHMZOn1Dx8GOA55Bi19n4HWrKeeLfqM2k+eBlweZF363+9yiHFKLNpz3Qkw8vmsxrW1HLxAEBUkxD0D8Ho9SHXQSlkOB7cn90JRJOhNUoNn1yh1TCQcdD1ob9e3HpSD2XgSANA/0QvO68GmTBNitL1slke/GESw9zB6vR6gjY6702nbk+NejvySvA7OHwDr9SDGMIbHqvxd5DZo9av+8T7YvR7E7fS5dnS64e3kmupzd5zOmc4pmhqVtLEAaW49vZbQviKn1hw6DQSvwGHSPLNvUDmv+/hhMF4P4gwDdsezNrqehmMiJgQ/Mp7e4n6U4lhIIPvmuQAAt/TL4mcz3/8eOWS/89gxwOsp28vdcDn1J3PUeo7PLCZxAnnEJw4Wf4vb6XU6Ol3wenddRWwZrqwV8Of/FMXrzrTj91/dZVq7wW0BbiIi7p0ojmGuyf2lHp46H8YcJLCTs/vqHdoJTbPuVa96lerv3/72tzVdjOd5vOc978GrXvUq3HrrrQCA3t5ebG5uYmBgAJubm+iRS6cNDg4iGAwWzw0GgxgcHKzZrgJRJIjFMpr6ci3B6/WY3u/Q0zQ8K9kziY7ICtLpgq5r2DeotTbVMwzI53UCkERJUzvLF7fQD4BxuxCLZSBJBDY0eD4rtM+8px05+Tg3AYik7ZpGoIQN5zgXJEKzH/VeK5WRMJhbR8HmQjxBjUG5PCWKTafzmtvLbMfoOZ19QDyLfgCihvFevRjEMQCFoUkUYhmAz9NzBbFl4/b0lQJejhS2eg8DAX9Tz8iboAJrTLQDsQwKPI1XSCRziMW0VywQ4zHajmcATDyDPgACr30MpBRVFmOSE4hlqPeDtG7uKchcKDF5N3Otc0sFvAQhRL2HIMjtSKIEBkA0loFLh2FiOy5hAgXEOyaRj2WQz9NYlnRK3zrSF11EwtaFfJK+Fy609n0GzF9PJYmgJynP0RyAXAb54vutbzwUuOT0izjXAcSUd13/+7oaEnEdWcHqwItQiGVQSOfRDSCf4/fkXrgaEnFMWkSmYxBpuf+8sh4ksojFjDkuGHlvyfRPQIxlqDeQGJcXVi+GcB2A7MAkYrEMMtkCAGqw2IvjXg77lacAAJkJuo4QMIbf2Yp3UY4qzA2OIx3LQBREMCCIxbJgJeNZ86mshOGCH2mnF5k4NYRKogQbCKLR9J6vKEcIQecWdVrEBg6gC0DOpHmm8AskesZAlD1DqnwvjK6nT18q4FYkEB64rqJtkOb2uWsNHt/Txc+ZjLH9oBaEBC0EEHN4gVgGYnEvz8Lt1D+naz3H0Fm6LmJ8uvibIEpgQBCPZ+FkmzMYXkt45Mk03iJ8A+Ht23XJlY1w4WIStyKG9Sm6BwOAEwyIZL4+mjlLo4vJzPy+eIf6+ztqfq9pN7jtttsq/jtz5gxGRkYQDAZx5swZTR0ghODDH/4wZmZm8OY3v7n4/ZkzZ/DNb34TAPDNb34TL3vZyyq+J4TgySefREdHh5XGoQO2NbrhZIZoaoHe3Fdvyg8RHGB3Vv6gsZ3sOg2rl2aVPGEARD3UjciKodhfClMiLU5J79mmwhI/RcuTNiLorIWVoIBZ4kemu9RvIyHVI9FLSNg66ZjrOV8m3rHNzStXp/+0cNxiSzIL8cRkU/l06ayEEX4DcU/J6Fgiu9PX6HTqErbcIwDHlYVWa2uDEILxnA9+73wZycXucEy4Qj5T2gkt0YgjZrKMY0Nmp9d7H8GtHDzIIzMhvxfF+ag9v0YQCXoLW2C4cuFmd8bUTGyEJUxL60h0lpHyNlmStystG93tjrK29LcTCFDhxNVOBS1GX5Xhaw4rK0k4wUMqJ2JT5l4TuRydUWpYEgfLUzmMtxdfDdFmDh5RmqPYqwMvgxCCrhiNDhLGKlNpmkV3hEbGFff3JtLMyuELihhBGLne0dKXcuroHn8cAGha7hS/Ct7momWsYR6XQY8cnUTavQDMTbSILNE0EdvEVOnLPW4k2olcgWAw5Sv+bdZz4QWCsawPmx2TRZ4XxqT3pRzONeqYU4iGy7HfyC+7nvkxfkf6d9wR+pqp7eYW6Lrm6fea2m4tcH55DZ0+1PJrXU1oiph497vfXfP7+++/HxsbG5ou9Nhjj+HBBx/EwYMH8epXvxoA8L73vQ9ve9vb8N73vhdf+9rXMDIygs985jMAgJtvvhk//vGPccstt8DtduOee+7RdB0LFJ4I3XAygzPA+R/qWjDzBYIhPohYe2V1DKIj454PUSWpY7BbPqeUH1dvb+pPryHiHKCKZRGt28gyOYKRnLwxd3TDaF7q9pKsZIyXSgXpZZKXJAI7n4HNRsoScLQ14NykgqQ0UVnuqZWWCbJCF0hu6gDwyH8ZvtbapogXIYlQ33zJSqrklOvgmEhlJHRKGXBsG+Wp0FmZJJokmCfb2HJUGj9bLUYRQtCVoOlEYXiba2yZGqiYA2VszQY5B3I++l60dcoVmAzk+W9GJZzENoLdx1Hpd9lbEo9vLYPTyCMyVEba14RdIpsnGOX9SLgr55qRtvJLNBTbMTUNHuZWOrgaKMglap0nnoOs8mWTOc+SRNCXC6DAOgGuJPI0826L69TQ0TngpdUG9vi4KwhFqBJcsHuK+7AZPE+EENjyKVquVW7XrDEL+ChJIDcm5+LT1gGYX8HgamBhXcCrEUKybw4sW7qvZpHN0/LYSXdf2X5pHjcHWaMyAlPOmYX9VS9laUPAdWS1+LdZHBP+LRE3kA3E7FMy7xaKTgbqZDRHMumLyI650XLZ1Zgz41pHn5yqy9vcDY7UBzFIdWDm0PGK783kGwHoPuaVOcTE3iH1g/c4mkoguvXWW/Ha174Wd999d8Njr7/+ely6dKnmb1/60peqvmMYBh/5yEea6d6zFgWeoC9LXxbJKfND6NjJ1kMFjCEDf98pOHb+qPFlYyIy8eaw4qFSX+wKPMEAvwnObYe488cWrZCrIRGnySqtyAEYtuYTmTQRR0+VvtTJ0q6UD1wYfQkqst80nN4Zp9ELUk9lqlMrNxZ3mG7G/NhsUwxmkWVq1GHHp4rflQRW7W0GtkVMI4Gl6ReDBofpE3ojPtoPcXiqpETvgncnkiAYEUopa5JEisKnXnRuUSFDmJyv+J4BdAsznBxx5ZidpYoXq1+JUKqkCEOTxTHdi1U58hcpd4nt0NESKWpRWdZ/L4EwjxuRRKj3AFWamjAk2gPUMEEmKktrmi0U7Ra863JY9HyJeLHZe4okCKakEBLd5YRhzSlgrjA13EmjU0on5T4abvKawKKfx2uwiWRf+RrS/DsbTRKMiJsIDh9HuVpQWpuMg/joWsVOlynADGC2d/lqIXKROh6Yg0fL65A33a5/S8DzsY3NnlOlnYExj/zSvUVlBGGs8rnsg0dSxOpyAjcjB8HZBls+TVNVTMDWUkkeKcHcNSaZkTBeWEOBcwHO8reSNfU61wKyeYIDeeq42W4fR7+JbXeGZbLmIsFra0j7A9sSZsVV5J0dcqXD/YumjMm/+tWv4HK5zOqLBZPgD4sYk0KIeyfKBCbtL4lSkQM7LN160CErywpLbaNI162ogAFEkekZ3fFL69i1N9ZTaEcO/GRZiTEDq7GipAvjpXA4vaG9W6u0Go3bU7IVSmgcbkwIQW8ugISjp6y0m75r60WBJ+hNUy8/6fDSfw22JcmRF/bZslBCA0J+xE+VYE/7DlOaxjaSAep1s528fscvrd2dV0MixhEqXsuoXMMLBL1p2RjZ2VP83mj4p3tbUbxoWghjwG3NL8ve/JnqMNG9BEYmAhZmj5V9aTy9YGsjAQDgD1R6WIxMta6YvPYMlVIUjLZ1tSEIJeJLDJaH5dN/jL4bgWAWbuRRGJoqfkea3Fa8qQ3wjB1EFuhZnev9tYqtBdlIevR06UsTtuD1TQF9iMHpLsvtNskz2xmSuakmDpZ9u39SOZSKX/zh68rsEs3f2PYalTmkskhPufWm2y7wBL0ZeT8qK2HOQHnm++DBABCuUKN1cu46AOalciRkeYZ5zvOK39FIBvPm9MK6iDESQmp4rvIHRjEYmnOdawEXVwWMgFb9ExnzlHpRJOjOBCAwNpC2Mr4Eg7qEGpb9PIawjezowcYH73Foiph4+9vfXvXd5uYmLly4gHe9612md8pCc1gN8nguoogOHS7Lz9V+fjJElTT3/MGK6AXC6PCcFAqIOXpLyrKc81lvsYsGKb9EfvxQxaRshr+gEfI+HwCAnVNC3/VLYIQQ9MnkjaR8A2b0hVwmNuiiyR7aqayoNxBPE8xIfoS6jhVLrBoxRunB6qaIeWkZqc5h5YKGn5FnU1b6yrwqJRlf+6RVUkucU1NyOcdiI5rOZzZ8AGhodry8Jy0WoIJrcbDFZCdC01cM7JurIRHTkh+JrtplpPTehpTNIMe6QFw04spIhEC7n4ZOcgcOouJJ7pLA88j5AgQRuOl4VdyXZogiQX+SeizFvlL4ZHFdNdBmdp0qf21eD52roEZIvSCEYDZ9iaYoyFxATVJfXFWsboo4KV1GsnMEFe6OJqMRssv0+dnKuVeaCIXO5GgqTqyzlvFkDw58GTwLTwAAxElzhd/oGt3fbKNjxbWAMYEHgr6fdP+tiBhs0ph1rSBfIJiJUsI7cXgSjCyzmKEAK+UonTMzxXWINt582+tbImakdaQ6BndEHpae+V6nmyCEoCdAiaszk8fR/cxPTDNMONapsY3p9JZ9S+VTs+Z0cD0BGyRwYxMVcn4xCXaPvzvl8C2nSn/oyRFuADrPN5Ds3il3mZ+wlFqgsjJ3YL6U3rNPoSliwuv1oru7u/hfT08PXvCCF+CLX/xiXf4JC1cPcTks3T42UQzB1iMwOYNyeHBH145ftL1sokhwkF9A2lMKbWpEdJVfpcKFq7+78ocW7l7uIN2YRSW/jmF0i6vRJMGUuI5Ue2UaRbEdjePetko3uKr7b4DwehQcCIT+cj6Q1u746/4sepCEMCzn3DPGXGqEEPQmqNKgRF7Q9uTfdewfnRvUc1EizdMXHj8QpOXYmNGJqn60EtIKnYM856CGO4N75nogj0FEIQ1U8sIotc/1tCtJBNPZRZp7XNYOoO+Z5NK0UoHUXRY4aXCu6AUhBH/7r2l87mvpptoJbEt4jngeOWdnRfhk0QBgQEp0BagRrZjmJkOvITGeImCJiEj3VFW/9qJUubichgs8hIlKD17xNTQokbtWqYHMNl0yTDByqL8RrIcK6EESfF/pXdPLKXQtghcIhhI03JmfLuOpMSNkQiZo5moQITajaIWiEg5Li0i1V3MD7Yc8+eWAiCPSIgrODhCnG4zi6DHhvtxBug5JY6WICWLSprcRzGIUWxD7dvCUmfDMrxWE4xIO5qkBQeyiUYpmOYN64lQuEspTOUwmdHUuPEWbHZuq/GGfpKWVg7tytvjZTOPxepBHDxIgO+UuwPS9oH2FpjkKs0fNbfgahKaIib/6q79qdT8smIjOFbrgiKNTYKKUSlGPAN0Vp2H6OzkLAG3hSbGEgENIISWncchnqi6q+Qj1UztGR6o4Jlrh+SeEYDhGNxVhsFxB0Hct/5aAeUQQ6ztd8b1egxCfplRvRSZ0UCGh0b2n1mgaALejEoPcQEtALp+j15ylllujUS3xNMG44Eey3IAFY6RohSyd51K3MUJBviCAZ2yAywPkysowtXhzbpPLRm53TcMR2TAssBWWZTLS6dkqa7resMxwXMJREsKme744lYx44kdTi4g7eiq+I7tUlSOWIvig8A/IwwHgPYbbWQnwOI0UYsOnKr5vhrhvdJu+P0XDngKdjQWCWbwYYawOXlfM2y9Fcuw9qbIge4NtO1J/StFnxqx2hSR9n8XRHQqYwYkYk6sNcKOlfaMZzpFrBSshEafEi+DtngqSUDMixzybMpv8aHXaQDNNrwV5nEQakYEjlT8wzP4wTKyk8SLEkR47BQCmpnL0yJGekrfaAN0scsu07QoiZpQMRntwearCeZ+A1xEfMr3jYOVySAaXqAok0hIOFJZQsLkrieBNjobzblLOv8J8peyqpHLs5bWsHJJEMBx6uuwL8+4ro0TjjVdGnZjNMSFJBL2x6uji/QpNERNvetObkEgkqr5PpVJ405veZHqnLBiHJBH0yyUwC7PHwRY9ndpWzERawgjvR97uqeYsgLbFKhWi+XH5/jKFv0FoZXvYR9vvrqSlIXI1D7MRjks4KCzL7OOyEFa0SGu/XnyD3itXRt5Im1JuWFs7Y/FLyLLuYjkwuZWG/gvWTxcr90SNEP4WbSxdcog+f+g59AvG2DNaC/IYRBSFHbwiJUVEW5uEEBxJPY2oa6dnHprGQBQJTuXOIujdGb7c2pAJXiAYS1HDRLxjVI6YMPbMPH7ZyDZTaU2nBjJ9Ano4QNOqhP5a5W+1TehMjmBICIHYa3EQtV7gWdsUcYv0CO6UftpUO9FlWQmd3pmHa8wwQQgByRcgMLaKUsxGPJWKUdLV593ZrT2pkPX4ZY/QyHTlD03e01BiCVnOvUPZNg5mhXr/HdPVVZj2sjC/tJZDLxIo7Bh/0uQySAhBX0rmrClTghkTjAcJn1y2emqHwUPnHnKtQuEwIAdpiqeRCNhaKPAEI/l1pJ3eamOECWNmW6f7mjRdScSs6Gv7IWLCd5lydDCTs2Vlmpu3TPjDIsawiXRPZUSdYtQxY+xyBYLBjMwT1l4ZGc0wDNh9YNRTENiWMC8sFv82K90GADpWaaSttLN8p8mBoZtRCQcEHwqOtn1PfAloNEw8+uij4PnqrJZ8Po/HHnvM9E5ZMI7AtoRZwUdrXtsduoW6Rb+ISRJAvrs6NEmr8Mz7ZeLLsUphoVTqqBq9Sp6oXE+74rotWCB9GzLZ5mBZHw0oG+wqFVKdsztKYukYd0IIBF4C2bHgEA3nFxI0VF3qHy77tnVeU0ki6JGfldhXzjGh/1qJJboxMhM7hUr5X41tprIEDJHAlBl1yI5/1bAVE2iupasWF0Hrdmf/loh5yYe8sx1gmaaEju6YDwAgVHkk9c/pzCp9f9mJ6igcrYrXxiYPL1LI9VSvI8wuCDyh1agp7ThX5BShHQRxRj3k8TTBKfEcgv1Hqn7T25YQoEYT+2zJaMLsUcsEIQSjchpBlUeoieiUfIGgn98E4ewV3ysl8YzAs0WNweJ4ebWBvZ/KkVugUQ1k7tiOX5imiNziKYIxYQOZnUqwCTwQNrl6EMana/6+x16DKvRs0BTPwsGTAEqGiWaVq40tSgaY8dYIQTcBXXJZQ37nfrSP0gS8Vx4FAPBzJ017LgCwuUajh6tISYuGvOavsRoScaC8Il3Fdeg/+8F4BAAL6zxmyTp4dyf9woywFhl9UTkVd6IWJ495A3hptYARhCEMTjY+eB9A1YVw7ty54udLly6hq6tkWRNFET/72c8wOFgd7m/h6mFpg8cpbCLVT4VVJSdRqyc2HEiAAwFG67wAGpoRIlQpcA1UVgeo5x0hhIAt5JDjakdptAJhHy1nypZ5QmXfsq7a5x2bdGFiqjwD2j1oyQzBYWkR/sHTaNv5Y4Pze+IrEBgOxFPOCNw6ITkYkTAqBpFxd5euYzBfm5HLrHIHD1em7+jkM9iMCHgewlgefwXad7ShpVthP40Gy07tqEPdYo6JlaCAG5BAfOQ0wLC6uSAUZHIEQ4UABNaxI+JGUcD0ediIXJfbMTNdVh5Tn0CZWA3Q43euI8zuVLFnl2uXptYDQggGI7QdfmpHSHJR/9f3wIJhHnMgcLjsO37Rz2/jCMser66ydbboudPZ2FXGVkzCmBhA2t1bFdmgjIwRoT8UlXAdNrHVvdMQZDw9oSdZ7Wlk94HC5V2ledhV1WKa4OMAgPWwiJcijO3eSoMHg+ZDxr3bsmIwtjP9Z+9zTKQyEiaz1FgnDtDoNbNShjblPY+MTFauOwyjOcqzHhJpCbOFJUro66iMmNsv3B/hmISjaRrhVTh8HdgVHwBzIqaIzMdin55BvvwHE9eY1fUcbkIO8Z3phNDtF7rmEbvkAwCIs0dgf+aXphlccnmCwcIG8jZPldwFk+vixhaps8hx+CiaY83aG1A1TLz2ta+lCiXD4C1veUvV7y6XC3/2Z3/Wss5Z0I/YElUIMEsF6WJOosa3sX35Kfn8Q9U/aiSuU+pXO8fLQ/TrL6rpHMEBaQXBoePVirmeSiA6wMoluMhEZY1tvZURuDS1bqNvEEiUthE9AsRmRMAsRDgdlaoJYRjVqAelVChh2Nq5oS0Yt0W/gJMII95/ouxbY4uwUmZ1p1dFb8WDzCpVpJ1tzuofNYxBYYXmCXZ0uyu+ZzSebxRJOQyZnTkIxhcxHDGxviXiBuJHuooZmkKvIOiI0PEkXb2lNorriLY2soEtAIDz4HwVZ8xuSDydm1S4i7DdhtuIJgkm+DXKi+HesTIZNP4lg9Romz9wsqLyBAF0j4s3QcPjywnmikr8HpMqlwMijiKCaP/Jqt+aUca212mqnTg0UbGkUxI+/RpYKithkl9Fwl2ZcrjXOSayeYLxlByxUifqyii212P0Qw0jZTNKar5AMJyha/fOcHSlz3vZ67sUEHEjWUW2va8Yvm0WyaqwLKcjzVRzEjXb+FJAxC3Ej2TPRPWP+4T88vK6gJeRyxAcHkpKqnN/VINr0wegkm8MKK0xZoyduEDTcdm56si9ZkphX4voWnkSAFA49jy4nvmlaVU51rdEXE9CSHXvXC/N55hwrtFUXcztf+JLoIFh4uGHHwYhBC9/+cvx1a9+FT09Jc+M3W5Hb28vOG7/57vsJXhWZWK1A9Q7UQwx07j7d4RpmGrh4Kmq37SkFgCALR2jH9ztpS9VNqRITMQ08nDuNDpCebXNXyB7tuTa5+Vl0XSyHhNC0JMNYsszBu+ONAyG1S5AxDepcaMwfbT6hVTpTCJN4JUSSO0Mx2uilGEjbC9QpdU2NYNCxfX0XY0Qgu6UnPKzM8dROUbjBpIPUSWYO1zu6dOezmKTS4XaZisFAWLAi60H3LpMCDc+C2YlCgaAaEAYCK4n4ICA1MhU9Y8GvCxFUrTOyogn2o62hhxyZR+ms/LZtup9LocgEniTdG5tcT3oaXB8PawERbyEBJAcqCabMkp+KfqpMaHN66kqxaynLUII+nIBZG1tOwjSdi+lgBCCf/5+Fi886cDUUHP8DVsrNF/bNjldWboQaMpTmAzKHEAHDzc4Uhs2NnKYRhqbfQerPc3AnnUzrgRFHCFryHQM1vD+oan5RFbpOmebLtszgKaVVH9YxDwJIdFdSwGGrr38WoRvNY2XIYfU1HXF78xKGbAHfQAAaeLAjl+aV6g2lqnxVTp4oubvpZTeFockthB+XxztyCE79zwAACtH+pphmOyUyed3VjQBzIs2cQXo/szP1FB094nxCKBcGiNKpaEp6mw1y+CysZGGHSKkkRrR5SZObUIIRqPUkESmD2Hf1wpFA8PE6Cj1eF+8eHFXOmOhORBC0BuhoY3CJE0t0KtQdKZoqdGK8o064czFseEYhb3Mi68WWpnYkkPpJ4+io+pXc0OiACCekjCWW6Ge0I5yj6o+D048RTAsbYKxe6t+U+5cSwi94KfKflunS9etbkVFHEAcy+M3ob3WAS2QylxyWVN+rjLcVy9vQDhOU0IS7cPVP+qU8V2b1Gtm7+kuKXtF60bj89ujsud5YEfEQYsLrbdHaL+F0RmA+bXhVA5ermbAzR+pik5Q3jute7EkEfQVNpFw9lbcv15FvCcm39vA6I5fzH+fd2J9U8CEJEeONXGtTX8cDgjI1chf1/N+l0OZq5isxaytva1YimBSCiLac6AyuGsX9eOVoIhv/yKPS2sCPv57nU215Vim64o0uVNRMm4EAgA2QN9te2d7hTxn1OS4JXv/hSPXo1x9N7GK41XB2loKL0ICyeH56h+bLPHr2qJzXtzpAZb/NTpXNzYLuBEpRIZOVf1mBrHm1Ya0QJ0n5ZwfZnHIdMSo4VbsrXRqEAZN8YkAAO+TjdK11rh9YDACANeSnPZ09LkAylLomvTGJ9IShvggso7OSoMzoNtxVg+SRDCUoHqC2F/L+EGxV6O/yrG0IeCwtIpsWy+IYnA16b7yPlnu3Jlyo8Ck62zFJIwLfuQc7eDaOoBYpvFJexya3RyCIODs2bMIBAJVRJivec1rzO6XBQOIJgnG+HXk7R4QlweAvhBsUSTg+Ay22mt4IGhrml62wZwfKXcvamRd1T7dT19wZ6e7xo+A2eLeM8sCXkY2kBqoQbpItFuKg9sC5hBHoLe+1VnLeLVv0Dx2dvpAdckhldPjIRpp4ezwVP0mtcAbIUkEw0rO/XhZlQIDgqt/U8QRhLHVf0PVb3oVkUImB2DnJqvdczyU9lHW/lqewhapGvGUhNm8TDbX3iXfs7FUDldQibyoVurUUqhqIRyXMEhyiPUfRPnbqOeZEELA5tOIuforKk+UHaGtMwaxtJbDbaAcMkwTCdN2WVnGgRrhrkpElM7mFcOx2FvDIKdjWMIbcRwED75vtE7WWeuFykW/CI4I6PfWem/0oT9MnR/8VPVYl/Yw/c+yaPwbnqr43qgCVlinCl1bd1ul919pd48K80rZO3K4OpWG/mD8vnrismGitzqyrxnjQWHZBwCwTc5Up4vJ2KteX0IIugM0+rUwW8bNYUI0JC8QDOXWkXZ0VSu/JtRA69ii+1HtsoZ73xsvSQSDWzIp6fwpAOWRyc217Q+LuJFsIN07V/2jSZEMG9sS5kQfMp7emjKP3lTaaxnLvjRuRhSp8eeiJAuZc2eOjcZylxnwBQTcQdYQ7zuMakl/f0KTYWJxcRHveMc7sL6+DkIIOI6DIAiw2WxwOByWYeIawUpIxK3Eh3hPaVHTE2K2FZNwRFpCuONYlVEB0LZQEUIASULe7a1QbBQhpNaiKsRpxIR9Z8kv+TyzV8jlpSQ6kEF2tNJDzhT7qC3MMCkT/DEj41W/sTo2Kj5L7a1VHnswqs+N81Fh3jEyXHOIzBaSL64KOCwsgLe7AWfp6RrJp0v4afoFOzJepdvpzdceji8gzzrrlANUb6PAE0AUEesa026lNQGrmyJeTBaRUkqCyd4QIw6XkSg1FtUK/dQr/G9tF3AUMax5eyu+10P2GE8RPFd8BkHvoWqluQXv805sXfGXLtfEO9ApE9vy09VpAEbJDsWCgJSt2htGoM4nsxPJjTD9MF0rFHt3FOSUbx3f4z+If8+9A8BLjbeTlTCaW4XIcCBt1TFzzUSBHEjQcm6krTKigzEYDeXepN5gcajSeK83ZfJaw8D6kwAAsQa7PGkickwQCUbza8g4OquIrZvNmXfLJZLFnaX6AIUgaM8+j0iCYC5HebCkMoNO8W6aIDMIbEs4RdYR9VZHxzAVF9EPXiA4lKKkkGJPNTE+U3wuxq9xtbG2KeKIuACRtRVJx4vKfJNWg/BGAk7wSA/ujDQ0jzh0LSTgNCKIDl5X+4CiIXgPPyQZ7CUa2UIOnig6E8xaE4ZluUuoktvl/dyk4Qsv0rLg7IEa69w+habiA/fccw+OHj2KX//613C5XPjOd76Dr3/96zh8+DA+//nPt7qPFjQi5KN5umxZ6DGjY5EJ+mmuuq2zhnCotNXgbcsk8uhBAjnvDo+girLZvu2j/fZWE9W1Iie9bYGWuBUmdlqlGV3h9JxcqswxNVX3GC2L02T8PDKsR3d9Yj5GDTrMdA3rOmC6AnjBV8AotiDsqHNvJL5QKcNom5yq/lHHJk8IwURhFXl7bXLCRptQcJuWx831VRuXmoxgVr/uWgI2SJDkkoOMiuFODamshDF+vXboJ1B877S2m5e9kI5eb812tDzn4DZlCSA7jBvA7nhhHL5SNSmj/j9CCPpSMtdGV/V9lB+nFaJIcKCwiGhHtdBJG9PRvw2ah9w2XLsq1m4I/qPLPwcLgqnwk021sxwQcYgsI9NTh7zVYPh6rkDX8mhbvZKI+hXXovd/Rwi0WaSEVwMFnmA4RQ0uOyNLKBjD71FwW8AUCSDdVcto2pyi5ZVLUgp1uHX2csqALyjgJLmCTNdOOUrZG423HQykwYFAGqyhUDW56QW2JUwTP9LtA3UqrO3t5wIAy34e02QDucEyOdskjgn7It27uNl6ERPNGyaSy9Rwz03U4EYAVGX1vQRCCMYDvwYAFI5cD93CkAoSaQnjhTUqd9aKtGXMiD2isBXTHOvI+fsQmgwTzzzzDN7xjnfA4/GAZVkIgoCjR4/iAx/4AP7qr/6q1X20oBHCZZkgpSz0WE+IWUquEsDN1sgzhTbPeHKDhlBz7ZWsB0Uqwhqn83kaiFnNrF060ywUeIKZCLWi5o+/oOpSejbNrhC1mEoTNcjxdFhneQEQbY7aP6qc3xumHqNyksLiaS1I5chfliuZTO30qunP2B4KPgUA4KdrhW5rn7PpLAFDJKQ6aoTGAw1lrLgcueGokQ5jNrNyBS5TTy5zQPbGy3NPa1lfBeubEq1H31ttWJGb1VWSjw9T46ZjdicjuI51RI4kqvle0FY09cUoBrfoOrjaecjwtbYTBBPiBi1fWQOlspza29+Oi+hGEqzLVeNXfXPNJVc+Iv07DBO7RMJICEFfwgcA2HLXNihoxcqyXKJ6bKr2AQZDmDe3BcySdSSGatWY129P5QWC4cI6crYaRuRd5PYAaLlCvWtFPaxuijguXUamra82r04TmmRgPQmgtlexGSVVkggGs+sQWHudFLy9nTIQWKakrdLOMuQmREQVlmgIuqOWUwDNSVxrQR6dyCA/VM3LQxvf288FABILdO1FeUULk6IMOkJUxhJ2luwtu4ZeXqOdaFuhES2kVqQRmuP0uZawnSA4nr8ACQx1Lujk21PDakjEBEJ15S75Qk1fhxCCwW05zbGGrLxfockwQQiB201Dt3t6ehAK0dCSoaEhrK6uarrQBz/4QTz/+c/HnXfeWfzuwoUL+K3f+i28+tWvxm/+5m/i7Nmzxev9xV/8BW655Ra86lWvwrlz5+o1a0GGJBF0yosaXxaOWUopaGxiZ/0++u9kjZQKAFqI6/gNWSkZ2+lVl0PVa5w/lFxG1NZtulBUC0sBEYelJYicvTpsWOemKcrcBqTdW/Vb8VYa9D2XJzgqLmCrp9oaShqEvRdyMn+9o1Yef+Nr6wEhBNMbjwAA8jLhUxEGvCxMLkvbrWGM0qNbhbfz6EIaqeHaykejfgkblHiUqzHnzTftlKAIIIVZKoAoHBOiTk9YeD1KP4zU4YXRmcrh2fIBAKQqjzD9V8u7IQTomHoG+6p+Iy0q/6sgnZUwVliFyNqQt7kNp3Ksh3gMIoJ8b21vO6NnQGQkVimxsDBYLcwQ6BuW/jhVLqSuyjHeLVkyHJcwLVBiyWaVDMciFZRrcnlAf2qXgrifprvYaxgdjVT6CEVEzJANZGp5/3fRMhFLSXjXp+P4yg9yprS3vpaGC3xV2eYSjK+EuSt0nbNNTFW3WuTV0T9mmzEJB8gqkp313k9zwt6vFhwLVBaW5ndUtjBhmjk2aKQnmaix5zUpb6V8NJLLVs8bj739XACgY5WuV/zcybJvzVF6e+QS0LWi9EpOhqYugZ5t+vwLDRTdvR4xsbSSRR9iSI4qzh9lz26+XGhogxpc68pdJsVLxFMEc4VFSAxbXbJ8H0OTYWJubq5YmePEiRO4//778eijj+Jzn/scJibqPZhK/OZv/ibuv//+iu8+8YlP4F3vehcefPBB/NEf/RE+8YlPAAB+8pOfwOfz4fvf/z4+/vGP46Mf/aiOW3p2Ym1TxGmBGnAkb5mwWrTkNm6jLSyHqfYN1fxdy4uWj6cAAJ6+HSztTP00CV4EuLplHcxVDxfWaDpCYaS+N1frejyW9SHYNlnToKJVb4nFKYWazVErjaO+wi9JBFMFH4KdasKkeRvLVkzC8QINKRNGd4ydzkuJIsGh/EWsddfZGItj13jSZtapIczVscMLrVHxcITonLdPVgtSrYg6AYBURsJkhgoHxXeVNZbKIfloKSzbdO15wOg0tnkTVLCUKqrV6Aunt2/KwtVO4+QuYHVTxCzxI9k7VVxzjCC9RA3uTI0qEUDZuOposyBX32GmalSegHZRhhACtpBD2t5R25iL1guVq0EBfYjRa+m1pu1Ab4jKFoVaXkKUG4H0tZvdoA4U7mAdg4dOBSmyTqOJ+FrpDrvoZVzeEPAa8QdY9cVNaU+6QBUtph7xZRMcE/ZVGlXIzdR4j5pQsjc3UuBAUBicqn3AHk7lIISgL0zHrXBgZ8nN5hXgzihd22ql7TS75znW5Eoi47WIL7HrkUVmgxcIhmNKqfmyaBYTItUEgWCosIGEq7eOTNl8pZlMjmAwv0Ejjeo4tJT412bSha4F5J+R17VjzwGAIleOGXOP9dE5wNWJOgLMMU2sBAVMIohU3+7LUlcTmgwTb3/724sL4Xvf+15sbGzgTW96E37+85/jz/7szzRd6IYbbkBXV6V3lGEYpNNpAEAymcTAwAAA4OGHH8ZrXvMaMAyDU6dOIZFIYHNzU/NNPRuxsE69Obme0YpFjdWYUpDJEfRnaSqHQuizEwxtSLUdR5i24RmpHWK883RCCCb4NQS7aisA9CDVS+pC4ZKcfjFXu5JGvaiOnUhlJAxLm7DZam/kWhW5dJgKl5mxaoI9UvxfNZIZgkGyDY6ro5g0vrQuLKwLmCYbSPdN1sgdVTZMbRfcioloQw4Oe3NjBwBCgBomqgVfbW1IKWpIk7r7a/RDWx/0Yikg4ihZQra9FDrNMCxYA+VC3XL5ydrM0Erz2g0etnwaPOuo4qvQ80zaE3LUVI0UIy1RV81gY1mOIBmfpu+zQenKIXOgMIdqK8tl9UI1t8lsUsOEe3qq6rdG0VHlSGYIpqU1bA7UrwbUasE/uhwo/dGEBJsvEExklwFUR38UYTCEmQtRA5mju0aKoIGQ8tSGzOF0eKeyWMJueBmF80/jPeL/xe/G/o8p7XkCcqTlXP37MjqhpBh9H3eShQJKVIOxpgtL1LDLztVOOy1efxcUYCabgv3KU6a1F0kQHCxQg3NVRGGTCrAoEvRnN1RSYIBmFuiBiDyXJms/F8UAq4fo1yiYdBL2hadNbXNtk0bc8nY3YC+l35aUXuP3FYpKGEAU6e46qXE65NN6WN8SKQdIdx2eI/k6aPI6miHwcJx7tCVNe9ZpSqdw5Hr6hZ4ShQ3QGZRTbmpUkSpey4Tx2/ZRvVeaffYQXwIaq3Jcf/31cDjoSzg+Po5///d/RywWQ1dXF4yyWwPAhz70Ibz1rW/FX//1X0OSJPzf//t/AQChUAhDQyWv/dDQEEKhUNFwUQ8cx8Dr3XsFVTiObbrfaR8N7bXf+MKKtpgOmoJjt3Oq11i5ksc88SPTPVr3uDzDgGGg2s5anobo944NVBhICjYWDID2Dhe8ZeXlMjkJLuThtpOa7abl0G8znishBP3rTwAAHM+7GY4dbRZsHACC9nYXvF71VyMQisMBAeLgBHq8nqpnSNqpB9/hUB93Lk5zSb297VXHSQBQZ7yjsRQcEFAYmMJArfY1PCs9yCxTQcnxnBurxm2bYwFI6Oz01DWUlGN5mYZY80eei8Ea/Uu46Vrjctob9t+RoMpC/+womPJjJcpbwjDqa0Jvag1prh3eQRo6Wf4ct1gWDCTT15StQAAcJLBHn1NsuyBHzLS1OeH11knNqYGuJI1w6JidrUl+yTts9L1rc8HrrcNjIqPAE4wJGwgMHcfwjnsW2mmfbPbGz6QnG4TA2ODt91b9lpY37Fat0+waVXLbT57Ctv/HYGDsWu1RmVzy+EnAWc0JUWij4+F02jS374lTZd47OVrVpgTt7+vGdgYu8Ghrq/EsUnS9t9nU151mYd/wFT9zjPH1+eJKAfNkFenuMXi7S6Gq5e9hXFkPXI3nXjm6YtQz3H7oMOCqLEW9xbFgQNDZ5YbLock/A9sWNbp3j/aB7OgHE6HPs9E+awbaZYHbzQhNXytfIBhKU+Nm58x0TU9tRI7mMnKtjuQGYs5+ePuqjUOCww4WBJ42J7zeWrwr9eEO+QAA3pPHgRr9KtjL9/Lmy9mqgfmHP4dt4RkUPvUVMJ7mw63PrWTxErKBzOBM9Zhn6Tw2KjOuhXiMkRB932rJFSxbtT5rvRYvEIzkViExLLqGqw39gPJcgI4Od0MZq1lw9/3/wC5fBP/ZB+qnu+rE1jNx3Ig4shOnKsdEWXebkOUXLipppbM12yg46Hhp2ctrgeNYxLZzcEAAPzEDT51+Ci56nTaPo+VrGfvg/wb33X+F8IcfAzlSp0qIAQgiwXCcyqwdB2apM42n98WaIBd7U/7KtncgKRuRmr0Ot071uvaTp0Fq6Bn7FQ1XBlEUcf311+PBBx/EgQMlr5zX62364l/+8pfxwQ9+ELfddhu+853v4MMf/jD+1//6X4bbE0WCWCzTdL92G16vp+l+ty9Qq2Ni4iiEsrbs6QK8API5XvUaF5/ZxvXIIDlyGuk6x7nAgEjqY+xIhrFp6wcTz1Z8L4gEbkiIx3OIufji91ubWRyBiGjfLFw12uXAgCHmPNetmIj5HI2YiLUPATvaFCQCOwji8SxctSoclGHlUhAnAPAzRxCLZaqeoT2ThwNALieo9j0ZoIq10D9UdVw7wwCSVPP86EXqMcr2j9X8vRto+Kz0QCFWTc2cqJhfAE3ZY0EQjWbqRpCUY/uibERzcTX7V8jT+ZHOqs9ZACBRauSIO7yVz1MS0Q+a8qLWRl82ALBM8Zjy5ygR6tcxe03JPUO9a/mpQ8jLbfOCBAYE8UQOsZioqR1BIOjLBZF2dCGTzNc8hudFMCBIJHOIxQTV9oJhHseRQI6tHjM2U4AbQD5XUB2PdFbCqBhAtGui6v0CAJvsLWvVOu1ao+lG8b5JSIReT++1CCHwptbBs3bEshKQrXF+lkcbgGyDdbUcHXE/eMZWs80ONJ6rCraelsuUDY5XHc8lc+gBIBTU151m0Rm8UPwsCaLha105t43jEJAcn0emrI3y97CQo+tBJpPXdZ2OVBAiOMRyBMjtXLOoOysWzcLl1OZccW766DmdwyA7+mFL5dENgM9rnw9GYZejEn1tc+ho8loL6wJOSItItw8gs2PPViAR6hzQe1+ZHMEAvwnGw9Y8l+fpOpdM5hGL6fNidmxSpSPm6q25zgiCBBcIEokcYm6+6ncz0e5bhg3AT38dxYkTzaf/LT2+jJcAEA6dqpLFlPebN/h+X1lIYwZZbA5MoFDjfOrxr3zWWuXTlaCAoySISP9c1fuhQBAJ7ABiGmSsZtEboIbJ+HbCtPz8yFM0XZo/fBqpsnvkUvmmngsAJM7RNZUZn1J5X7Tt5bXg9XqQfYZylwizRyrW23IUCrTtdDKHWKy1z6hjMwgOQCYQRH7EvHVzaUPAaWkJyc4R5BIyF4/Aox+AKNSWqbUiVyAYLASQdPWU2t4BllD5sdm9oM1P50SsdwKkhp6x19HfXzs6v6GrgOM4jIyMgOfNX9y/8Y1v4NZbbwUA3H777UXyy8HBQQSDweJxwWAQg4O1y6JZALJ5gvGkHFq0sw45J1sJJfWFjMieRnLktPpxDfoynFmBxFVbcyXODjuEqlC3fIiGKtldtS3AEsOBhTZFrREurwo4SpaQGpip6RkiLAcbRE0hbIV1Khy299TZ8DSWj1MIS1391WRHImMDR2o/t0KMpoAwdZjsCcwjGSzwBFNRGhIp1AjJJSwHDpL2dIENOtfsM7XzUPUQCw4mlsAzthos+XRpUwvlL/AELimLYG8ddmq0hgCzN0Q3G37mWOlaMlmbnvDJYFTCFNlA2mtOWGZsi6a1ZMdq1LfntD2TzVAGXUgj31uvT4xhQspGyBcIxlMyd0fPIGilE/1hm9EkwZgYQKKzfrUJI1GhY/lVbLvrla6E5vc1uxUDADjma8xbg0SRepAvEIylfRAZDiLYpsjEcnKFANu8ChGbgfQUQSSw81mEvHVy3aH/fetLrUMCC+Jur/Hr7oQ/Z3IEgwXqWS0wzXuc11eTaENOlQiPMCxYA+/RRljEGDZpemktNJGV0JfZQMLRUz8doRj2vgvx6PL8F3hz5BT3Cq3YJM3VSiPTJlfUQ2aFRoJxU3Vy1puIgF73p+FGAdJIfeJLYPfILyWWvh+pVMG0NjvXqWFC2Jn2pHjNJeNzwBmkchE7XT8t0wgPVTncQbreCrM10gCL11HWstY/JCLrJ4yg39CihtWFKI0MmSmvnGIOwUlgW8QECSDTo1KRg2ledszkCCYyS5DAgOzg/Nrv0BTD+M53vhOf/OQnEYlETL34wMAAHn2Uevp/+ctfYmpqCgBw5swZfPOb3wQhBE8++SQ6OjoapnE8m7HgF/Ac6QKybX1VChqxyYYJUd2wNBx4EgAg1MlVV9AoZ5tIBElPdRifZHPAiULVmsDHKLst6a9d7lFiOdiIORt++BLNOWbmagthhLPBBkHTutXvp15vsVYNdXoV2maD8eJl6zTx1jJM2Ovee9sGJd/x9NVesESGA2vSuC1tiHiOdAF5VxfgdFf9Lukw6ABA7xb1+IpDdUpc6qjVLooEUWeNtYFhIIJVHYPtcBa9SIB01eJCUIw7jfugB5GEhLk89fZJnaVnxzCsXC5Ue1vBjTSc4GvWoy+1q+RxN74RcZ16mBzdnVW/MbJ3i2kgeCWDck55PfIz06p7V2MlJOIoWUS6W55XDAuGaOc+UeAP5dGDJPi++kYEvZUiCjyBjQiIe+uzeGuFR/bcs501uBNktFKkXA6KmCVrSPZOQWrSMKGk1okT9Wu0M5wspoja17NwTMI8WYHQUfvdVijetD6/XIHguHAB8bbaxNC7hdVNyiUFAIyO8agH8TKNMOLm6ucwSwwLDkR3edLwuiwvDjda5/W1m8xImJT8SHTVN8juUtVcei35bbMxzeeuE0Iwu/0kAICv9U40aXh0rNO9p17lNcKwYA3m4OeXaUqQswaRtAJmF0lJszxdN85eqB0JpBeCQDCRkGWX/h1zT6kf3cRa6I3IXDve2lw7igPI6LMnhGAsLpeYr1H1o/p4Q5fRhaLxqE7Ep+F2L1MDEldu8C7W+G7uPd3yy+Wth9TKZDNodhde36JcZMneqaba2YvQZHL/x3/8R6yvr+PFL34xhoaGiqVDFXz7299u2Mb73vc+PProo4hGo3jxi1+MP/zDP8THP/5x3HPPPRAEAU6nEx/72McAADfffDN+/OMf45ZbboHb7cY999xj4NaePVhdjOIMeKSmqksmEtmjwIjqFsmhFF0UqxbcMoisDZyKolfgCXpIFv6uIXh3/CbZ7HBAqBJu+CT10jp6dp4hn8dw4EyKmGi78Et6TYUMZweoYUKbgp3PUCu81FtHUJUNQkyDjWoovoAIV8e4wHKwkdoGJV4Ob7aN1FaeJIarG22hF8tLcbwIOaSma7O20w1T1LwnF/IieMYO2OvkfSohng2UYEkimOcXsOy9DrVUNLWIE6CURsP01hYEZLFZtQ96cWWNx53Eh1RfpfBG90x95JeFZaUe/WT9N0QuyadFyOCjNArHOVZjw5XnMxpEXokbNJLINawS4dYigWfDR70kglL1QhaCRQmw6YhITS5Txc82Plm/q8oc1Wj8iwSTGAVf19ihx5DYJZeUE3trjXHrNbKN5Sic4JEdnQDZXjNMMCpJBENJHwBA7KttmAZQjPrTU0s3HKT7CtdV23ijrFlaR2kzImAcBKn+KdRkQ1DsSi2W5oMrsdIfTXhnFfRsyKHps8fqH8SydKz03toKjV5yTE2i5qohe5mJzvsI+ROYgbqsQrE7nnll/tvrVhbTjs2ohHlhETlnZ839kSiOJ4PvXEfEB6B2RQ6AGiYU5Vcvf1ynHHaupRrTbhArSkVF1JyLrW2JuF66iHRbf1VkCSnuB8avNZjzI2n31o9aYZVnY6z9aFLCQWEJSc9A/WugzGC4C88okgLaAPzX2Txe9HLz2h3eoAZvoSwqVVlvjO5XCkSfvK5N1lnXQMlQjRr4FGytUSePMFY/6m+/QpNh4rbbbmv6Qn/7t39b8/sHHnig6juGYfCRj3yk6Ws+W+C59GsAgHTkOdU/ctQwoRYxkc5KGBM2EGtTEQ4BCKwddpWQq+h2DqPIg2uvDnUtpncIPIBS+KVji4YWurtr5xqZpWAHtkWczNFUIX6qugIGQK23dg0KdjZPcDh3EZH2+oKREqLWKFKlILHVaQgyRMYOWx1FsC+2iDhbv1ygwKgbkfRAeOJXAAByuHaaj6QYJghBI8+vKBLM5Bax1TWFupRkilGngTEtFucxCAmMuzZxmsDYwKkp0n7q4bGN1rZ8kybCWuth66JchvJA5RxkGP2M264ANUwwNerRKyCcjRoENbTbEaLeNK6/vypwm5ENnGwDJaItSNuwDw7UNJYQpnUxE/ZLTwIAHCeegzQAyCHokgRAh2HCuUIFbNvkFOq9vYzyzmq0JBUWqKfKWSMaBWhs9C3HWHoZWc5de93YBaGSWaDKLDt3BNLZXxj2EgYjEuYlHxIdKuktQNEI1ChapxyCTNbLjdf23kosNUJrHaeYn3r/xXpCIqMo2a2V5rkrZ0t/NOGdBehaPJGmqYRST31DIk2n1K8QeUJ0fSLjdbzzrDYD9E4UFuRnOzFV/yATKhhoRdGg2OTzAIDl9TyOIY3oSA1ZDii+840cHvXQn16nkYA1Ih+Bymetd/sbjsrcNzvLiZeD2b1UDqX0abOKqILV5QSeC4LCRI2KI0rqqEFjYTIjYUbawkbPkfpyEWeTK3cZux/fWhY3Io/NoWl1Kc1gFSRDUIxHJsoEyYyEI9nzkMBURKUCgAjW8LujwLlBDRNETe5iWENppOVglmhlMNvBwzAvGWlvQJNh4t3vfner+2HBIAghmNik1sFCjUiAYiqHioLm3xIwhRRCvYdUc3tE1l7Xgw8AqQAlInR5qpdWopRWKhQAlFhl+Tztl72vdsitovQ2i3MLOfw2WUauc6Amiy4AgOXkVA71RdIfFvF8bCLmnKnfs+K4qxsmZvLLWOg9hVo+e5G1gaujnPMio+rREFkbbCYYdAo8wYEInV/5o8+tfRBD020EDXtLOC7hGKIIOeobwUppA+pjl9rYAlDf2yo2MM4IsQQAwFPHu69wTBjxHtVDzxJNXauK2mEYWejQvkF3RqhhRRiuHzpLODv1smjYjIWcHAVUo8xnydCmPqekDCVmEgfqhTm2LpWjWyZkJEevA8RSTi4vAg4dxPx9W1Qg4Kfqh7cr6QVaBdHCFo3OsR+ojmoDaMSElveVEAJGEpBoG1Rdq1spUyql0viZo7AxrGHvrd+fwUnwSA2p56QrypiWOazA7aeGIMfsbG0DGUvHu6BxnNhlOifaemob0IlJ3rhG8AZKpKNGlSAFG9sSTkorSHSqG4aI7KnVq+SPROmYib2112dlndeTogMAjlWqALvnZuuL/rJRcjd0K7s8w0iDtVELshfpvXEHDqlGmTAGnA7prIRRYQOx9vp7L33WvO5xE0SCkfw6MvbO+vIVdtcbTxRjQZMKogLpAjUKsodrcH8UOSaMXWtzPY4ZAHz/eF3DhLLG6IkcK0fiAl0TuekDqiOipzR4s1CekREOm3pYXM3hFsQQHa5O2SZN7FcKumJyifa6Mo5s4GvyOm7ZsCtM1pYZ9jO01ckCkM/n8d3vfhf33XcfEgkq0K+uriIWi7WqbxY0YCsm4Rh/CTznBHHVIGLUQH4ZW5JzVsfUBUSRtcGuIjznA5Sw1DZenUfNOalhopCuzPfriS0jCyeYOuWcJMZmCseE8KQcVXKijnINqnzRiAn1BTnkp7wYaiFWpBipoqIYCxIAAkedEpsia4O9TrDYeNaH9bb6FlsaadL8uF3w8XieeBYiawfx1BPKZfJLDetweCMGAOAHVYiDFEKkBgKrIKcNYLT2vBVZdWWvM0wt3+ivw19j8v7MCwSzMUoiyu8gm2NYmXBKh2DTn12nKTF169Gj5FXXIPxPJS9gy1EnzFMjie5ocgFhe39d4ZQwrGmRPOXI5gnGM/Lz7KDh+1rf550YzKxCYGx1vYoAyrz42p6Xa5MKM+6x2qlfUoO0IwXJtIRBEkF4sHbUVxEtEioLPMFEWuZI8faBgDWsjBcuyR4hNeJLANBpBAIASU4RFOsYPZSICc1TI0xJmtkjJ2r/zjbnMdUCOvYyuSuYplM5/CsxcCAojNXn9wBK4f16DRN2Pousra3+WlBcm/TNH++2nIuvtoewLNhd8MzHU6W+SwYVxnJ4Vijnh3iw9jxTxqxR5Fot+LcEdCKDfG99haqUyqGv7c2ohAFEkdCUD092h1hR3sA5k5TegSAlJa0ivkSZYdLgO1lYoMZedlIlDcZghJEC+yKVPdi5BnvH1TAemXixzNP0HWKOVUcdSU3sVwCNMhvLrSJfL2JRhlHC4HL0xeV1rvvZx6+oyTCxsrKC22+/HR/5yEfwmc98BvE4zUX+8pe/jE984hMt7aAFdZy/lEY7skhN1mJwLkUqcGJ9chnORwXEelUSFIisHfa6wc1APkoNVu01apY7bXThERPJiu8FkcCmEhFhRsSEIBBMr/0CAJB9wSvrHkeKuczq1yOL1Kthn65vGCgpcioRJtEM7BCRGKg97mpRDwwR4eDqL+YiYzMl0sT31DocEJA/WL9aix7yS3GJCtbclMpcK/JzNOAz2Kbh1e7B2kROjTgmSF5+J+pxXdCjTNugz/sEHJMWkWnrqzYmKHNP0PbMUlkJo2II8c4GedayUkc0GCYcQg62OnnSRfbsBs+EEXjY2fobssSaMy93YiUgYIZsIN5bEuxEmwMOFCDokA8yOYIRMYiwt0GetM70gvY4NaKxrtrGDpHVZkhMrFMF2empU8deESo19Uo/VjdFHCLLSHUOAwxD87gNegndfrqOSrPqgrJW4tVy9KVWEbH3lbhAdkCSjVZa3+3O6CoEcDWjiWjnzCFWU8NqSMQBsoZk1ygVsJtNHbhEFS3bofoM/QBADKRyZPMEB8QVBOqlJACauYR2ojuzgbjdW/fZAijyYrQ6lWNpvSRXkSYNE5ScUE6HqBcFx+p/FxSkfDRtlozXX9uUZ6133MIrcvRiXTJwGbtIfikVvfHN7ze8QDCVViGOVJ6Lwfef9fsAAK6DKt5xJXLMIOlt5xaVvYRRFbkVZX6JXYmYoBdjTdyxbGvyczpUbUCSmObWzc2YhDGyiWS3ilEUzZHIAkAiLWGaX0XG2aUagbRfoemO77nnHtx00034xS9+AaezJMSfOXMGjzzySMs6Z6ExUnKJVe54bcWRyF4/rlC73i4AOOS66OJ0/dBloHHEhCMSoB/6q0PjGfm7QrYyW8pRSMPnVvH8s81HTCxuiDglXoBgc0Lqrq4YokBRvhqFZHasySWjDtQnDCPFnHyVCJMVyjdQT8mgVTmqz+dzPDzII9JbX7kXTeLmGLzyUwBA4ab6PDNEVja17GOOALUCOw6oVH/RGDFhj9AIHedYbeVcZNTTWXozAayozD3K3E9M2zKXz1LBUDp0qvpHhVxSYzhwaLMAN/LI9TXYIFltJKwFnmCARLA2VEeR4BRPXf3+ZXIE09I6gv31FR2JMa/KTjk2Ze4OabbkfWdYrsQxoRHBQBocCPL92tILtDbuyicQt9WvoiExtCJQI4grshdlrN68VfKqWyNUhpbCYEFQmKR7BWGMe6CGY9RL2JDEsJjKoW3eEELQU9hSledIMW1PU5PozG5SIVqFmA5obSrH+nIMAFCYPQ6J4ZqOzugIyBUG6njni2BplJOeKbXtp8RtLpdKtrCOaC4FgkAwJG4h3qE+ZwirpHK0VrlKXVwsfpaarJISSRAcEH3IuLpLhuqdkA3NRpQeZkUmS56tv/eWKj/oa1tUiJgbOLeK19lFjgkzIibWNkVMkQCifbO114BixISxa3kilNAYA2ppNvr2nHJIEkFPJoCMvUM9whLQvbc1gyIPiFnpNhLBeESOOqqRakG5H4y/p9FlquPkxtV1JSXyyCjWgwV0I4nUoHqVxP0KTYaJJ554Am95y1vA7bBQDw8PY3NzsyUds9AYokgwuU4NQ/yhOh5tzoYCYweTr18yyZXaQtLWWTdUX4HUIGLCk6RzgbirU0ocbZSgUMhWGki8fAS8o0YKigxiQlWO9QsbaEcWublTqscVDRO8uoLQl5SVoHoVOVDi9uBUyC9zcTncuE5pRYmr7fHPbMheUxWhTzKBYyKZkXAoScui8jMqXjWWpRETGtZhd4ymDUkqpRi1RkzY0lT4ZZy1yS8bRUy0CUnYVZxuxORUjv4rNGpHOPWC6h/ltVXSWM87vUznIOoQyxWhMN83aDe2SaOdXM46YddFY1H9dhJBGsHidNYfVLFFERP2BRqmypy8ofgd4ei8FHW4/7KLVPFHnXJ6RRQ9ZNrupZuPYKWndlQboJ38ko/EAADOmXqEgsZz0LVAWJJDjo9TA5ZRw4QgEAwWgoi0jdRXwmQU+Tw0Kn7JtIQhso2Et77RjuhI5ZAkggE+hEi7SntMc4qJFtguUa4f29w8RIZt2jAxkJCNXA1KB9KwZH3h90l5LZCOXFf/oGJevvb72JJTAXMDU+oHGlSw9aLd92TpjyYNE2uBPNqRRaJO9CtQZmg28H47w3TPIHVLOSsKlf4KLPagDwDAzjRQpBjGUESGIch7nhne+NBCiDY5XSftrMlqKd50ECmuXX0t1LkOlmMzKmGMBJHobmBwBwxXyzEE1lyOicC2hEPiIhIdQzUNMDTSzPh8EJepIdJ2SD39sOmIiSXZUDXXIM1xn0JzjIhQQ7ANBALo6FBXZi20DmtbIq7jnwZvc0Hy1o8EyLOuuhETmRzBVH4FkkMln1qGyNpVIyaYfBYRZ3/N3Cu7m0baiNlS6KMoEgyIYTgcago2p5rqoQXOC7SqhPCCW1WPsyvEnpl03WNSWQmHhCuIqlTkAFCWyqFSXjVOr9PWXV3FRGnDRqrJOLPbNJWKVyGNa0T8qAUXlnKYI2tIDBxQz6fjZI4JDdIMk01j29GvGobLKMShDTZgNp/Blr3+vKfKXu35WuAJPCSDmFel5jrMCzvlBYIjcapY1DTyaEwjKvZtjXqonHPq+eFaw6VTIbk01WidMF8NHBPZTaqMpGdql5UFzDGY1cLIFg1L58dLgjEjKyd65DhlXD0HG+Td68gpzqR5tCMDW53qMYASSdJ4XNxhmaui31v7AK45AbkR+v3UUClO0PExmrO7GRUxiAjSPeoRPwBKEVQaBeV4gM7D/ED9d1vitBEdA8B2tIAupJHureZOKvWxuVBuLegOyqSs86dpxEQT63ssKWFWWGmcsgToLgcNAKKfRod1DtSuQgOgtObpaDh7hSoGzGQDz7xSkafFCvBAZKH4uVmOicxlavSzTavcWxNcBt7EOiQwIG31ZXaqUBHd49YZk501KnIoAEg2J5zgW5drVoYegZKxG019qMBlur/Yj9ZJmW6iKocoEozwfkQ7GqyFxQgj/fvnxnoCNkiQhlXWsOJ1miPy1ANicoTfyiItGZ6frh3N3EyEHwA4ZQOcrYEBjrBcUylEjmUa9WE/0EC+26fQZJi46aab8E//9E8V36VSKXzuc5/DzTff3JKOWWiMtcthKjBNq4diFjg3bELtiImNLQEjCCPfrV4qFAAkmx12wtckkxNFgtnCEnLu7hpnApDJLaVcyUCyFaULrOSt77GR5NxrvQR2CgSB4NCWHFUyrZ5Lq+QP87n6fByhQAYu8EgNN1Bciqkc9SMm3FtUyWjrqy28ERs1BO0M4GACVAhweesLfWYogNknqRKCE9XVXir6qdH7mCsQTOeXkffUmSMyGI18BnOZS8g66o+BqEKcGgtn4EEeTKeK4GxixMTiOo+DZAXxnqnaOYOcvlSOtk2qQGO0gaChePYbCGeKQu6qU7a3WJVDRRni1qiQ7uqpP6ZENjSaGWIdS0o4UFhEytVbwRdCOBs1TOiQQzq25HEd0pZeoMVDnpaVKdJbn8RKayRJf3QRAri6UUJoghyvEQSRYD71DESGK3rZjQp6sRWahkWGGxsmGJ3GFnJFrlyhQuZMWO0cE5kFhWxRZU4wrU3lKPAEU5kr4FkHiLsNErimojPWV+Jwgkd+uEFkEIwRIrpDdMzcs2o8TIoHWPs+xa7Qd6ntYAPDBMuCA2lp+dZURsIBvpTK0ey13MtU+WUPqkUnyu+3znlGCMFofg1Rd/0oT6BkhNKzPhNCMJlZRMLR07jG6C5xf+TyBJxs/WiW+wMAeoNUURQma5QKBZpK5doOJOACj3xvI2eXvpS2coiXqVHTOT3V+OBi9Y/WR0xIJldOES/Qd8hRJ6KhWcOEN+aj7bTXT8tUrkPJd41N9P5NuocJY1YqR13cddddeOyxx3DbbbehUCjgj//4j3HmzBmEw2G8//3vb3UfLdSB9CRVuJnraoSGl4G3uWAXakdMhNdoGbt6lQ0qYHfAiQJyNYrqbsdF9CABqV7lBoXhvswwEQ7SVAauX8XKzlGlVyMnYBXOLeVxWJLJ2tTIsgCwHlrGVMyrpF8syaHeEw0Eo2JVDhWy0AJdINnO2oscy3EYRwi5HTXt8mlqOHGO1BcyRM4Bu9Rc9eMhn2zQec6LVY/T6lELBjLoQQJse4MoKw2pHIQQiIQB71IxTKhETOR9PgAA212HzE6GWTXXw89QhVc6VDuaQIkSYTSmckzGzkMEq145AigTZtQfTj5By3y6p6ZqH6Ch7DCfou+2q14boCSPdh25/Vrg8yXgRQq54cp3kuGocCDqYL/sSa0jx7o05OFq95BlQ9SDT6brE5tJDfhQFIgiwaZTRblooYLs38hiiGwj0l+6D8OpHDIJriZBWSf5ZT5G9xWXirdJMVppqYKjRAJxMyrG6BZzTKwECpgiASTlqgcSwzYVMZE+T/klXPPqudIAAFY/+aVX9qCjU8UIbaDKgCfsAwDYhxor2LTtFpKRrqfRjhzyTrqfNVsudDJM+cLEIRVjM8tCAqP72SdjefSRGDJd6g4oIxVY4kkJfSSGRANCQKCc+0N7+0awEijJPs0aJkSR4FD6HDUKujy1D2ri/c9ekkmAJxt4x3UYw3eia53yomlKDdjViAl6Lc6kEJoB/5MAAGG2tnFPatIwMZj1I+pUjwpSrmM0lUySCAYy68jY2hvLIfsUmgwTg4ODePDBB/H7v//7eMMb3oBjx47hAx/4AL7xjW+gp0ddsLfQGkgSwYmQTEx45AbVYwW7C06xdsSE4wrdDB0qykQRdgec4KsUZaDEFi/Uqe0ryQs6my+lSaQ2aKhdvdrwAPWW2SCiIBhbuIKPyiWe1HJdZdhcdBEQa1leZLCyV9h9oLHHRgKjmtvfH1tEhOuu62Wwg0cO9qrxbpe9uu299cdNtDvhJPUjPxohkZZwMv0EJDCqhKEAFfIdEBpGtSieY3GmQbkqW+PQ7XSqgA5kkOhVCddWKRdaiNJ0GFY14sC8Cgcdl2WS4ON15qGyAWkwTBBCIIkSwm31y74VoTFiojNM55Stx1v7mhpSk3q3qFfG0VUnNQmlqhxmCqb5J58EAHCHd4Rv6uTtoCG1G4i1NY4e08Mx4VinIdodo/XfIzpXG7RFCCYKq9jsmKp/SAsV5K3zPgCANF+K0BNZzlB0hn1Dnm/TjT1CRY4JjYJym7w+OvvrK8VFxVWDxdse8AEA2kfrR7yQFlflSJyXS7TKFUwkxti4K/Cuy5wsasYWGUaU1dGMD1GHOneFkaocPSk/zcVvxFQv/66n/LJeZM7R9S43QZ8J0VP+ZwdSGQkHhGXEPXXKNZfBSPpUXJbPssPqcgth9StUYR/lX+CHG6cF7Rb3R/LCleLnZrkSAtsCehFHtE9lrWrCIMysyumD89oME0YiGXriPgCA1FNNTF/VH1aJ3my9YUIykfxSEKgBSQJTt3oSYRjD10qlRfSRKFJdKvxoxesY42oBgM0IjzESQsqrQb7bp1BnnSqDy+XC6173ulb2xYIOrAcLuE5aQcbdA9jrlI6TITrcmJUuI84TOOyVm55XzlsValUK2AmHA446hglmiVp9mYk6oZsOFyQwYAslA4l9XQ797u2sT6nJUUWmwANoTINRAUIIDlz+HgBAuvElDY+3Oek4ivn6hok2OcebjE2pN8YwEBibqge8INBo1nrbTM47DPv6r6siVApykzaHCu+DbJgQBAKbrUF4ZQ0sXI5hFhlEx+oTcRWvJSvVYoGH2pLCrMpe0iNHVJV91qYoDSoVIAI00sfhrl/qk3A2cHU8/O4A7Yt7pPFG3awQVeAJDoQfBwAIE3W85kpVDpXUHwXxpIQ5soULg7eir9HBGoX/zlSQCgl12eAbR0wIvAgeNlXBmjAc7MTciImBZWr0kU4+r+J7hlUME9oEue1QCkMQkO0ZQ33TCgXR4VXKZ6iB0D1Y/2lJrA3OBlU5xDSNarG5VMrbctoNJnqhEIw6Dh0p9lRqQDBbD31R+v7VLb9ZjqL3W9t1OhKUOZ1R2ReJHNGmJXWqLUr5EtCt8rY1WS6wEZxLdOzZ08+FCDr/mrnWQEw2EquREMtQvNxaDROSRMARHpG2SdX3qJSypzFFhxAM8wGsdR5EfbYWGYqBroXh6J3LTwIAxPkTwJVHG0alqcG/msA0JKRHD6GRj9RIRRbRR5VfZqoROSWn2whFrsjl5qcapwWVuD9aa5lwLp8rfm42YiKySAm7+cmDqLuiMAxEGCOk9cgyZb3qYkVwxqKAJIlgKL+BqEc9yqgItrVG1nJIJnJM+Ld4XI8YtgbrR4WQJgy64dUwpgHwAxMN1x/KMWEs2jZ2hRJf5ifmG69z+xSaDRPnzp3Dl770JSwsUGVydnYWv/u7v4ujR9Xz9i20BoFfUkEldeJFaKR2OiGgABvSuWrDxEDKBxEsiLuRKA6wDgccEJDLiwAqlWIxSsnznPN1cvAYBnnODXshU/zKu0XnkjClEk5q49CFNNYMREyshQQ8j3+S9m+wMemP3SMTdKoYJkYSC+AZm6YQK4GxAUJtRZMQgoOFBSz1nYa3zvmMww4OEnI5AeXjzeXTWLGPo05QIQBAcrjgRh7bBYJ2A4YJ/PJHtA83vKjhoayj3DBR33rUtuUDAJDRKdX2GGVs+fpKeiFIc9RFFTInwtnrKk1ilhrIHH0qipGsYNM8QQNjKGPBl8HNZAPJrpG6JKKMXUnlaLxpbq9sYg6Aq11FQVWgMVyaCAIiDpXIGJaDCEaVM2UidQWLnoNQ85NKrF1zNQQtyBUIjmRl3oOdYeOcPsNESuYSEBuF1AJlud6N2x6MXMEm1w9GxcsrMVxDstr0Op3z6WEV5aLIMWG+UDm2SaPrhInS+BjhshFFgumCDwlnb+OcdJQ4JrQK/cPZFYScw6rhoErEBNEwNwZSK8iwHnUvfROkhFrQuyWX9hyjHm+J4TTNvVrgBYIJfhXbbaOaxh86eQeikTwGkUd8+BDUzB6KcU8rOWFyO40BAJnecQ2GCW0pbM1gJEoVcklJvWgilUM4T+U57mDjUHuRYXUTWwvbNB2pbUrdC0uNUPo8va6NywAAxxFtaQKt5v4AgD75fQGanwPcJbruOQ8eUnWoGE1r6076kWLbNEcB6YkwAoBIXMJhJBHomdem8HG7l8pRiNDIVY+j+fkQuUgNPOL0YdRz2dFUDmPXKizQKBxuSgNhMNMEl8qiHHl6pDaB57MBmlI5vvWtb+F1r3sdtra2cPPNN+Pmm2/G9vY2Xv/61+PBBx9sdR8t1EDXpV8CALgbGyuOyb4peJBDKlv5luQKBNPCWuMKEzJYB7UXF7LVyknb9ipEMOBUcvYLnAtD+Y3i3/3pVZru4KpfLtQlp6DwBf1CWOiXdEMJn3i5JgGMkyMmSKG2YUKSCNqEFKKexl4mgJIv1hNWkikRHCTY7fVfQdZJFU8+U5mSMZhZQ95ef8wAAA4nXHX4QBqBEILpDTq/hBM3NjyescuGCRWDDgD0pdY0GXWI3J5aGgwfo+Ut3d3qrO8cqS1Q98RXEeL6S8R6tfrBMKaEneZ/KZcJvf4ldY8peg/rGLLKIcg1421aPFSctvDPmcIyAl3qYb4CbKqVUuwSD3sDI5hUJL9UPUwzfMtJtCOH8Nip6h91pnIU/HRtctUzrpajaPBpfCNE5GFj1YU8kbXB1iBiIhugIdPO7vrEW4qyZ1RprYdkRsLBwhWknN0V76+kwuNSD+FwHm7kERvQxjiuK5VDEuEmecTa1ddoooNs1ilmEXM3iKxqYQpNLk8wl7uCnK2tpHAzrGHPXyhICZwzfRp4pQBZmdS+DqaWqILg6lA3H+g1OCUvyeks9SoHlaPFhqJoUsK0sIpIx3jRqNyMAuxeo2R33FF1InMAlPhU5/vtDlP5zK7G5wWlPLu+Pa8j5gcAMB3qhIAAykpRts4wUeAJ5nKXi383GzHRtUGJL0kDfgbRSIUiQjDEBxBpayyDF98XnVFAkWW6r5ExDfICUDSgt+rdqbhWhKYYiRqqAjaC6+KvAQAONWc5wxreG20bPgCA52B9rigFhGHBEWOyY0eQzl3ugAY5ZJ9CkwHtM5/5DP7oj/4Ib3/72yu+v/fee/HZz34Wr371q1vSOQu1kckRHE88BqDMWq8CzuOhlSSSBWCgtAAEVyIYB5AamUcDNRcAwMohxIV0DthxRlc6CIBVNQA4pELRCiuKBGO8v+GCnPXSfG8hzwP1A+lqov/ph2m/X3antsI9SuhvHcNEJCbiMNJYGb8FWoLiRNZWl/wytkkV6/TY4bpjrxhK+GylYYKVRLgYdYGaOF1ydIsAveO26BfwfGEZaXdPfbKnMigh00JeJW2FJ5gS1rDV0VgYLoZZqyjptrCsRI7WfxKEs8EOWtXEsdMWIhRgZ0TVeUFkPoRmZajBxZ8DAMTnnal7jGLcaVSJBAA4Oefd1aCkJVAmZKiQsPJpSlrpbGBUUDO0Sfk8HOAR6jsMFVMRJI4q4HmzIiYepWkc3OnnVnmzFEFOq2Bq26ICtmugtyGvCOGUyITGz2uED+D84AuhxlwhyZVt1K4rbVLDhGNS5R0q5jqbK1SuXQxhBgTJqZMVQoPI2mDTyWWTWvABAPjJeU3ZeYwGzhkF2UgSABAZPAK1JBHCajNM5PIS+kkSy4MvgZqvmbSQdHR1OYpx5BEYO10ce4m1Gb5W5jxVgsVZDR5ulHgHtK6DZJVGHjXkD9FpmBBXfAA0lEgGyhTg1nh9/efWcBBAfvIwXMr8bCJtxBuTU0Qb8DkBCr+IvvtqT4fQSD4DUDRC6dnzenNBhJ2NUyJp+62PZNlYS2AUeaTb+9GW2tIdYVAOQgjGU4vgGXtDomkjERO5IFXMkz2TDddCYrAqh+LI8MwfrJ8yXQ7lGbUgHbAchBCMJ6mxMcc2b5jo35LXNZUIbNJExER7hL6j6G38jiqE8KKBS/UmViGAKxUMeBZCU8REJBLB7bffXvX9K17xCmxvb2u60Ac/+EE8//nPx5133lnx/f/5P/8Hr3jFK3DHHXfgb/7mb4rf33vvvbjllltw22234ac//ammazxbcPbJLXiRwvbUddoiATqo6puT2coVpGSCINu8NgGFdVMPiJCtrvDRVdjGlkudNG7LO1PkPQhvZeAEj/iguvVRUdj4gj6vXDor4XTmMfCsHeKAtogQxTBB+NqGifiiXN6zQ5uiL7IOcHVC3/OrNG/Z01nfq8Q55XsvC3sgkoRuKY7NbnWhTyknqCidehD6GbU8p57zMk3Hsw4qmEl1DDoAsLlC14nkiAYW+KKgV38bdSbohu70qlT4sFHDRIGv3h28hQjW2tXHUJIrSDSDSFzEyfw5ZOwdqiWmGB3Cbds2zUGEBiGWY+m92zKJusektmgaVnxUfR0QGK6u4SQXkJ+HS93WTVgOdhNTOQZW6VytRSqqGCYkjQpDe5xyEzQqBQagxLnRIFogm8zDBgkOp3pFIC0pEY4wXTM6B731DyqmmJjrkZTO0nG2X1/J40HLv+p7RySZ7M1xQGMpNB0KbHqFvhtulXUVKAn5jchm4+tbAACXR2OVlhbkzheepPw07OnnFr8jTXj+mBWZwPmYtlDhIvmlRp3LEZL3ybkGHlqd5JcuuQRpo3QEAC2vLMA8rbwPN+pOSdkJSSIYym0g1NbYyQTQcHS9z74vH8KWp7EcVCK/1DaP83kJPVIMca+2vhOD6Qh6kD1HFdTsvEwK38QciMQo4WFwsPG7IjGcbsNEZJ2m2GRnG0fKlKpy6Bs7e4C+N55DjT39AEplfFucyrEVFdBN4vK1mpsPgkgwml1FxD2kGpHbTLnQgfQ64vbuxik3UAwT+gx8AF0LBvkgAl3aogn3KzQZJm688UY8+uijVd8/+uijuOEG9YoQCn7zN38T999/f8V3v/zlL/Hwww/jW9/6Fh566CG89a1vBQAsLCzgoYcewkMPPYT7778ff/7nfw5xF2rq7hV0/eq7AAD2hdoUR6dcbYLZ3Kj4vt1HUx1chzUoiwBsHmrBkzKVFT4IIeiQkgj2qIceia52dJEUUlmC3EUariRNqAunrGyYEFRKeNbC8q+XYIOE8NxNms8hNtngUMcwQZapQGc7pI1XReAcsIu1vYmsHBZmVxHOFZI7MVvqj1IKz+5SN44o0S1CpnY1FjUcvvhtev2bXqLpeCXFR7XM6hU6dkStRnuxQY6WwlSJmGBzmYapGIyNeuerbFqEwCvFi9wY9UDD1JtTotcfoWGg8WPqKVdFjgkVY4yCofQKZbzXsEEyXZR3QZDqGzDz61Qhd3aoW+hFxgamjoc5E6YCBj88pdpGMTLABAVOkgim0peQtHtrGhOKERO8NsW5L7eBsFtDRQ6UVSlp4HHPXqHG3/zglHp7xRSX+uPSEVtHFk4421S4RQyWE2yEPj/dK8jBSgFdYm1gdQp6zk1aStI5pTWVQLsCyyzTfaURyZ/y/NTSxQBAkon9pPEGSnaLUmgAwOt7EgDAHT9d/I4wtISnEfSE6D2xg1rJ8OTwfo0LYWdsDQK4YvnteiiFjGu7j77YEjKMu7jfqLdtvIKBFvQHabUvMnsYKEbfGLvW5mYWXUgh26dNuRd1Pvt0moeXJJHo1tC+ztKw28uU94YfmtJ2AtNagxEAOHyU+JI7dgpAc6kckQvUiMpPN3beSWB0v//8KjXidQ02NoaXUtr0XaM3IhOfdmmsoLhL5ULjT5d4QJqNNNvwp9GJNFKD6go9kclX9UIUJPSLYWx5G1TjK16H02XgUxAOpeGAgGy/trVgv0JTKseLX/xifOpTn8LTTz+NU6dOAQCefPJJ/Md//Afe/e534/vf/37x2FtvvbVmGzfccAPW19crvvvyl7+Mt73tbXDIG01vL6VNe/jhh3HHHXfA4XBgfHwck5OTOHv2LE6fPl3V7rMNgkhwbOPH9PPhxiUwAYCbmKLHpyojJrqjPsrxoMHzCgA2OWJC2hExkdmMYgAimA61IG4acTGEbawmRbRdpqkozgbkqYrCJhX0GSbanvghAMB+5jbN5R4VboN6pIvOILU8u2emNLUn2Jyw52sbJto2aVuO0freH65NNgRlS8aFzCa1sPN96goU65KjWzL6IiZCYR7H8lcQdw9A6q5fHq/iWrKCX4+bAwC4NcoC335Qm5eUVjSp/8yH0j7EbN3q1RNsdtghVkVM8ClKwJrrVA8/JawNdojINaFD95z9AQDA8dJbVbfDUsRE49DycSmMZe91DStHAACnRLOoKOe5OC3haxtW96hJDFe3f9wKVQhdveoCFpG5FMxwLPtX43gOSWN16Hm1w2A18msAQCLJY1bawkrXdaqksqW2tT2vrGywkSYbzHvZiCaKpQItVRB4rDvH65LlKpDA6jYWqEEQCOZS55Fw9ACOHUYRli0SIzJaiBRBw9bzjAOMxlBVonGsASCfoutd27S6YKdwujSKmFDeDedMA4G0RakchBDMJM4hw7VVEFQT1njExFBmlUY31iHirUIx/F7jS1soYMM13jhNpxgJo81wyAoF+DtmG85/oDzs3XzlShAJDmXOI+oaBGz2Uoleg17f1HmqoJEpbR5t6vXVfq3YEk1REzWk/VJeJe3G+Pwi3dc5LXxHKBmjWlmKcnSLEokSpYpOE9547jI1yGqJLqKEtPruyyGnZXYc0GCkNTinp7KL2HSPoVvj+szsQlQLANgvP1X6o8n3NHuWPiemAS+DEjGhZ78CgOjaFoYA5PvHNR1PWGPlQhOXqV7Ajk/pO3GfQZNh4uMf/zgA4Ctf+Qq+8pWv1PwNABiGwYULFzRf3Ofz4de//jU+/elPw+l04k//9E9x4sQJhEIhnDx5snjc4OAgQqGQ5nb3M1af8eNGJBDsPwJOg8cUANhOajAgqXTxO0IIhvJ+bHrG6jLY7oStjYrsUq7SC5/003BX0q/ugeE6aNh9IpKBTSmhN6ZOUqZETIg6UjkkiWA2QMkbybg2CycAQI6YYITaCvZo+BnqydfAuwAAos0Fp5SuuQgOxheQZZzFVJVa4GSPEykbb95PjXu2HnXrN+emYqGY1Zf/vf1TOm75E8/XXIeCkw0Taspv2zb1DLC9DQtcAgAExq7qjRYJA97RwCNXJ2Iiv0bDvYlXrX6E4t0XDEdMSBLBoe1fQQQHqV9d6S9FTKjP8/ByCOMAeA1VZgDA5mjsGW7zUw9q+2B33WMAGjFRj1Mhn6HvjHNCvV+SksphQi5H/r8oqajteG2DtfJuaanKEV2i0WSFkVlthgmWhQCuIUeBc40qHe2DDbxVHDWC8fUME4RgNLeGX3ff1NgwwRgrW1cP61e2MIwCtkfmq9hqJJaDnUgQJcCmYSMhhGAqt4StNu37jh4DU9fmFaTgRmdHg9btjQ12ANAWopFeHQMNPJpKuUCTDRNbgRSOkhTWB56DcpMQYbkisa8eATsZz2GGJLHcc0STYZNeqzxVoQFxMSGYLizjXN/zGxomGB3lDwt5EaNSBBvdN2gyTDAt9PoGlsIYhoTEyCG6VuhMSdkJ+wKNvnAf15ZaI0GfAiws0qgt++RUw2Np5Jb2iAnbuuJw0OhJLnJ/tEbpzWUEjPN+hDpnYC/OW+NzoCtA90YtRNOSgTSBjhglgOcaRBcBKKVy6IjMSSdz6EcB8d4pqO/uJZRIaVtbOcUbvFi6ZpPrpmdJjv5+jrqzlpQR+epYNlG4QKNw2AkNxLsocUzoHULbIo2w9czp0Fv2ITQZJi5evNj4IAMQRRHxeBxf+cpX8PTTT+O9730vHn74YcPtcRwDr1eb0ngtgeNYzf12/xdN42h/1X+DU+u92mlERE9yvXidWDSHdpJBpPckhrW2M+ClzYl8RX+jfro5eWcnVO8jOTMFPA7YI5sYj1xAwDGCvkbX7qK/O1hoHqMLj/pwAgmEeg+hp1sLrWcJEhgM5fxV1yKEwMGHsNE5i/4a/aj1DLMuD9yIwNPmgdNRuQpuiwQR1zAG1O5pgCozdjFfbNsvK4CDc2Oq48H0UiOQgwi63omhc/8JAPD+t9eB6dJ2XraHXsvOSHWvJWX8SNi98Gp8HlnWDpvE125PkmAXI1jtvhHTKveW9bhghwiHwwGvtyTWp2UDnWdstKr98ueYctDSlp2dbni9mtWoIhaf3sAg8giOPQe9jZ6BSI2HDo6oPq+AjwqZ7YcOanqupECfjY2p//4E5VK8Q3OjqkrOtlzlpFY7/OZFZODE5GSXamWOTbnSTGebHV5vc1W6h2VS0f7bXg44Sm0pz1CUU1Nctsb7wvoaDXftOnZY8/siMhxsdcZDwaZsFBk/PA6OUxkXtxMcJHjcDnR11lD+0pTUkWvvaNg/keFgY9TnkR44Hv8JAKD9hTfDs6PNlJ2WNO7oqF7jaiEaStASyP3TGFXpX8V66qLtchruyZ1cRZ5zo7vBOhOT54azwdwQ4ysQwKGnkWECAM/Y4YC+9bYRNr5P57jtxPUV7W7ZbODAo6PTA5vKvNqJ7SeooYyZmdfcz4RMwtzmsTc8Jx6m89TZ1Q6v16Mq22S99Bk1egYAEHjGBwDw9Ho19VuSS3+7nZzpMqH/7K8AAG3PvRFdXg8gm3g4lTVWDSm5tGXvkYOatKUoy4Ej9ffanQjJqVMjzz0Oe4M9PS4/63ZPac9Ue4aJGG27b0Ybj5cgP5c2t60lsvrCWRotwc+dQk8XnV92zthzAYDOxAUk7V54exqb8VJyypOea7mzG9hyjaBHwzlMJz3GadeuL8TlVBRmck6znpEvXqd1+hQhBP2Zi4i5+uHNbRl+dxTkI1Qu8jaIlItw9Bm1d3rgaED2XXFegI7j4POvQ4eGfsbsjpLs2MhIXobObRox0X/qaM21QI+uuJehyTDRKgwODuKWW24BwzA4ceIEWJZFNBrF4OAggsFg8bhQKITBwcasv6JIEItlWtnllsDr9Wju99wqTePIzh5HVuu9Ehb9ADJ5qXid9V88hX4AueFpzddm80AvAD6VrjgnLZPnYWRUtS22nSpJmY0g+vkQ/G2Nr12QaW3Tiaz2Z/tv/wIAIC+9Q/d86AdBSnJWnRdZ38Y8gGT/LOw12qz1DHnWDg/JI7SVRmdbKbqFCAKGhBAe738ZHGrjVWDQC0BMpYptM6t0AWY721XvjZfpYzLxlOYxyKQKmE+fR5prR4a4AI3nEV5CJ4B8qvYzEkWCIWETa97DyGtsk2NtgMjXbI+PxDACGhGhdm+yvo3IdhKx7pKXIb9Ex5D39ladX/4cCxILGwTE4lnYtNHxVCD17W/QD897ScNnwKYF9AIQcnn1d0gOf2Rn5zQ9VzZD2y1kc3WP7986jwA3CFtcnY9ElFM5arVTKEgQGRtyKfU2CjLXRTySAhjjXhIhz2MqfRlJuxe5jARkSn1SnmGOp+1nk5nGYyUbfDA2rvl98TA2EKGgenxf6DwC7ABsSfVxUThAIuEUiFTNISEsLmEYQKJ3smH/2sCCSKJpe2H3IuWXKsyfQGFHmwJh4IaISDQDt7OxoBf85eMYAJAdO6jav4r1VODRD1qOuNE9eSQR2+4xSA2Oy8uLQzpZ/70AaERF2DEATsNYuuX0MzNlEPuTlPibOXVdRbsiaKjw9nZGk0FIQfYZ6lnEgUOa+1kgtP3kdgKxbnUhO/yrp9AHINc/hlgsoyrb8BkBnQAKWfU1DwDSj1GySX5oQlO/c3J58Wxa/fkaQdsV2hfp8AnEYhkwyQL6AIiFxvOzFoZTy4g4+iE2WH8ViGDBktrrcC30BqkXNk1sDfd0Xpa3EvEMYm46hmrPsDvlR8TWC1FjX5Tnkk6Z/1wAIP/IzwAAzInTSKTyVF7Nax+rcqTjGUyhgEDPCbRp2WvBATrWXUkQMSilEeg4DFbDOZmcgD4AhYz2sUudo89eGp2AKEqazpOyPNoBFHLG5rMWbK2EcQRAdOAgOla3IQrGnhFAx3Esv4pNzziYBm1IhAELEZFIBi4d66Yr5AMAiA6Hpn7yEsBBQiyWBUTtsmN/fAlJrgO5OmuBHl1xL6C/vzZ5vWbDxPnz5/HII49ge3sb0o7wuD/90z811KmXv/zleOSRR/C85z0Py8vL4Hke3d3dOHPmDP7kT/4Eb37zmxEKheDz+XDihAbW2n2O8HII/SQHf99ROLTmhwIAwyBm64Y9X+KYYBflELUj2sdVKV/DFCpfmr7QeaTggadB3XIM0rSNwXXKMh7pPdCw7KaWig8VfRRFnNiiXibutDZi1nJsukbgFKt5GfJPy+Rv0xqZjUFLdrqRR3QHx0E+QNOSuDZ1r54y3my+tBB5EpSokHWrB8raPfKzyGvnmFj//76KSQDh+RdpC2eXYZOrh5A63BxhfwxDALL9E9DqIxdZG7g6RJDJdTp+hSH1vExG9s6LuQJQdkd8joZvtw2pp3IQrjmixnk/9TRzJ69veGyRTLFBvrVSVo7r0lA5AmW51iqpHKJIYNewnEisDWyd0Peh1DLOuw6hUQamUqaxEelgI2z+/NcYBhA+8Py6IemMws6tgZugI0bTe5gObeMKyKktDcJqRZFoSnFQ8jeEAg+g2jCRCYYBAI4er4Z+Gecf2AkhL2Aiu4yIc6Am23mxLJpIAA3JX2SFRtc5Dx/W3gmtbPSigDYpg2D3wYZhy6xdeS/UuYtG+A08PvCShvMaUHLMzQ1RPxh9EgLDgfVWpgIpIcl6o9Q9QTr+nlltIckAQORqVVKd9b0chS06T6Fhn2Rt2skvhQit6uQ4qi3doWUEfoRgLv400lw7GIVvpTg/9V8rn8qiHwWs9WjjzgDkqhw6rsUJOWzZtfFFEbZ8v1Ah2QUAQtAjRLDQdRyaV80WEyv2b1A5zTE7ByRlh5nBtJHkEzT6Ijt7om5J93LorZYSX1rHIIDcwJS2E5SUIR3XsMscFp3z2lMD2CLZcOt4QAqP/he9xLEbIK0+0tS1oot+DAKIjxxu+A4RlgULXvfletJ+hOyDmt1TRlI5iCShR4xiuUt7mt1+hSbDxBe/+EV86lOfwsjICPr6+irCfbXmN77vfe/Do48+img0ihe/+MX4wz/8Q7z2ta/Fhz70Idx5552w2+34q7/6KzAMg7m5Odx+++145StfCY7jcPfdd4NTYd9/toD/z+/Qf194e1WubyMU7G0YzpXIRx1hKoi3zWhkRgdVtAGA3aHsMoU8wDSeC1IHFRdnItTrmxpvzHRscyolPLWRXwZ/8QQGACyM3YQuPcYbGbzNBUeu2lrJrVCPqqeM+6QRiIMaJvI7bCoZuaRdflK9GopimPBmSvwqPZkAtm29DUM+WbmCCqlDvrkT2UQWN618EwDQ9qpXayYMBVAss1qvmkn2ChWGGY35eQAgsXZwdZ55QWaybutvIA7JlUmkXOV8bd/2IYoOdHWoL38KH4IRu0RsJYg5KQW/dx4OlfJVRdi0kfH15YLwuya0v/8aSP5G+Q08PvjShsoXrVJSux2GSHBo2E0kxVCiwVighvZf0ZQj52131D2GUaquaDCCjGRWsO3QJrwrEBgbmDrlgIvt/v/Ze+9wSa7q6vtXqeMNfXOYmybnJGkkjXJgJCEhBJgMNtZrA8ZGvBgsY3AA2xiR4cP2S04GB4KRA1FCIAkFlGY00iRp0s05p45V9f1xqvqmDlXdfRVGtZ5Hj+50qFNd4dTZe6+9VqKPx2uvJN8sa2uMpOJZjm+3uIfUlvwhstse9FyYeOIwTcD4un2Zgw+Lvuw0QPaPiLmvrD23ttDSMWSh7ZPnmtF7xLzgC+cX1bS1i3JpTCSnRFuCFnBw/2KLjpYuMTE3MEIdOmcaLmRFXclSfU85TAjZqJvuZF4OpsV2nSBtu+vgPlIHBbW/rC3/+VWsa97JXBAZepZJyqmociaYKrmwmHWD2Z4B6oDBxl2kpb6L0JiYPSz0JWLtzhN1hqzkTYimYZrUJ4d5tOFlOHn62teF7sDJKDEqhLjnatocJyakVQx6jZTOmlg3w4FmJEVZsAQu8BqQT4rERHC3s+KdISmuEkbx03abhbOkQToGSjkfIzzVZ2lYOLtvxECrL35ZdlbEAOUX7MX4WXHzZuyI5ZCz3YE5giQjY1oaVw7nTdOk3Jilr3IzuUtZi75iabW40dKa7R+hHpip3+AlJpx86Nvf/jYf+chHeOMb31jwQJ/97Gczvv7pT3864+vvete7eNe73lXweOciWrtFljF8gTM3jsXwkQDDh2GYyLJE7eRZ5uQQsuaim0fzC0uk5NJArynWw8HIfjryfV9RmdEqiSSFUn0wj4I/CCcPABLOKv9lD/8MAN8rfsfR55cjpQYJGCsTE+VW71ewNuJ8Y34/fpLE4josknrTBwTrIdicpz1JXRlY1aTGORXZlXchYGoiKJccMiZmfi60S05svomaPKKQK8ZSc1fBzZ5OAEKbnbNNdMWHmsV+1GdpmoQ25H6gy1ZiZ7lYq5lMokk6KTn3g8lUVMsmzwDnUn0A6P/9HwDMXPFqRw8zM51AyB7oGokkATPOZGUbTkPo9HazLGSjY5MABAL5awGGrCIbGZJPyQR+M8FIZD15G+4U5wvfXFg/+RQJyYeWo8VPVvMfU4DUXJSQGaU/ssN55Q/7eGRfUJmzVr+9P/+1kzcgmBRBQEVjfgkzs4SMCcnqp5evyOy2hc2YcLhWjkz3MiuHc9r8ZoIuKXmDzJiV8E205Hf+kR0ExdEzInCINTpLqOqSUlLxy5nfCOZfbPdlKxMTijjuCRfDmYZBdWqMM5XbV24vB+z7yEjmv6aCk0JENlTpIDlkU4kcXDxabAZN0kk6VaxLiyyWNgCef1TcD/E9l6VfM9OMiQLmtNNCLF7d7rzgYbiwC9WHxFrDF3KYyrbWHIYDsfH5Z4QTU2KNC6G+VTovABOPHqQBGFt7AbWQtnEtNDlVOSSKUeFWZ0lUt/Ou0mNtf7Mzp7I0y8vF76mb72PI3+yuZ992mSmxkO9itE4eZ14OIQVDGMhFJaoCXaJdpXJXfit6UxJMMzdMhlifuIfm69qdJybsZK6+dO2fC1HrfjLbXtrCl4AzZophGOzfv3+198VDDsz0j1KVmqArsm2hCuoC4zXrCZkxZqMmeixOXXKYsTJn1jdpSBJJyUc4MbnwWiyKgkHQYb/WVMXCmIF1+Rd8ksXSkBxU/k3DYN3EU8wqZQTbXf42CylfkIAZW5HpbJ49y4DfmcCTDdsOLzW/NDCWxgYxkCjryLM9SWJMq0VJieRCbFjQWWdr8rNcTItmKjlM6NQdE/aqlW8oIPlouZkoicx9caERyxq12XmVNKX48ZmZz3loQix+y2py55XtpJYZW7qdsugop/35FwOGXd1x609vmmwZEEFFzX6HScT0WNkXhHNnRUU41tDhfF/SiYnM250aEHTXaFv+ip2pZGZMmGPDAPgD+eclycXCNxtmnxUB4+n2K3J+Lh185qn0zlgWXdMd7toFc7mUAMwNi2M73ZybGQULiYlUluPinxritNRCpDJ/9b4QdfhsqO+3KlsdWe5dRbYSE85Weo2JAUbC7udmnexWtTaSVhuBL48zDIBiBcVmjgRZfEQkg5wuFEvdylF1UjgkVV+4Mmg1ZRnFNFxNTXN9gnk31ZjbUm85JKuC6sTdJjQ/zphS5YhJm24bcMCYqIkPcTTioiAjO096uEH49CEAqs7bufCiC3eR5QgNiCR71drc9t+L4SYAnu4X1/Bs+848n7RgJ6HyJHMB9F7BjlHXOy84UKS1ai6YTwkLet/V14sXlOLGqp3voyuw1rF9g1u70PCEsHHNy/y0oNiJCYc3vR6NETajTEacOXjZkFbxHAHEh0fxmwl668Xz1pBkKOJ5VT9xiqgUSLOEc8F0mUgHmH9WJJAMFwkD+xg6mTNt2KzswGZ38/O5CEeJiTe96U386Ec/Wu198ZADyTv/HYDpi24sbAPhciLMMDlrMvWwEDOb2HKp++1IEEmMp/85bwlfTjU7oyImmzoA0JGoqsvfuZduH0nmD7DHDgvdjN61l+X5ZHboWoCQGVtiMWnOz6Gi01+Tv/VkMSSrlWC5ZWfV2GkSqJSF8mdSY2oIvy4C/lmrJUJ3YoFqMyaS+RM6yeFR6uMD9JetQw06VYFYgJ0EKY+OZXy/eeokU0rlwgLOAXTNT8CMZ6TC+WLTHPFvzbv4VQLWb1nGmKhJjKSp8zlh6yE4bCOyMX1EVMGOrbnS+Zds+8kcQXTMon7S4azCIrZrVfOyLDQTPaK9K1yVnzxoyipqhsTE/KhgQMUdJEzsqo+TfvVsSN13l9jG/mtyfs6JVSpA8oywhNTWbXS1H4asoORITKTOWnoKlfnnuYWqdObjUjXbh6moyHlYPuB+gZwN5vwcNclRTkdyBDWK81aO2Kh4VkzUuwhkLDhhTPgGRYKpqiE/H0B20OYj94tEYF6rVwultGk1TZOW2dP0B9oyWwlaC+yUi9Jf7KDQdpI35E+ULYaUhxG3GMHkDJ1lDhfWTgP6mUk0Uo5bamCVWjlMk47Jo4xqtaihRc9JSSyjc7GnsqF2poserQVFdS6QZ0jClcMJUt2dAJQ5DH4l1Z6f85/r1LTQLKtqdWYBDiyy/i19Nb568BgpFCpaBZ/QTDMm3CfBE2MTBMw4czXOg3qh++L8GvDFpjnu2+S4HV5W3CUmZk93iv+vcbduXWjlWB270JlHRPwxt0sUFsS8Wdj1YKZSVKfG6K5y9hsN1UfATLi6/GwLz+AmF+sDxTnLzEZwrAcdmcgaZ8+bcxmOSu/vfve7efvb386rXvUqNm7ciLqsP/GOO+5YlZ3zYME02dx7v7CyvMK9oCOAGgoQIs70ZJTGx+4GoOzSS1xvZ8ZXlVaQB5jvElnfoIPABiCwYR0cAQXT0SLb1JwnJgIPCA0O9aostGMHMHxBQsSYTphp1d45KyGQanKukQAgB0QGV59fuu9mSqfH1+5I7CqphQjYjgOdYj986x0EprJMXPKhODhu03f9nGZg/NJX5afiZ4CthRHP4HFv6jrV+gTP1JyPm+lW1wIEzTiJFAQWs1BTSRri/fRV5q+6pvsqF7Nt9BQyJrNl+Zsh7OAllaWlJOv3fv0T8f8Dr3T1vZSk5qwKK7al5SYX16Esk5B8KHpm/Q+tT2wzuCH/Nk1FRTX1dDtYGmcEBdFXVZHlmwtIMyZcPLCXo7Fb0Knrdua+DxQ7MZFnIWf3u0Y2uqssGbKKkiuRNC0SYkpbR95t2eyObEwSxUgxUrbGUatJqbQOpn99H/XA1Ob9ZD2zlsaEk3Vl9GnRC0yLu3kURDCWL8hMxlOMEnFkz6am2TTZt1kxLObbygZnQV0pGRMTh45SD0y37chMH1Zs0VHn21Qt6njFnvyU58VIX5v5qn96ikpjGiPksFHEISPNZgrONDlPqNiCnXLKmWi2E8wdf4Y6oL/lQpbwG2QZA8l9EiSVJKTPcSKy15G4qg1TkpEcXmfaoEiula91NsLC/Jw/mK8cPc2EVEHYQYHFxsJ5cS7K7QRGLEpDfIDOii0LQpVFMFnmHxfOK/ENLltsnCaEdZ2mWC/DFfmFsW3YSSPJ4U2fshLucoe7+dbWAVmtVo7yY6IlvXqfYEwkJR+a4UwLbTlmT56hHphv3uRofWkLmrvRfojPx4mhUdMccfwdOzGquxD5bpg8Rb/aSMBBXHSuw1Ga9nOf+xwPPvggiqIwPT3NxMTEkv88rC5ix0XG7tnWKxdUjV1CqRZZbannDGsmjjOmVFPhwJt9OWYDNQT0hQq02SOqVP42Zw8+bcceAKYd6RwvVOOVfJV/Q2dt/yPE8FG5vrA2DhD0/3LmmZ1dCEZTJ8Tx19a76/1SrKqKvrhibxg0xXqZDOfzI7E+7guyIXUWwzAJDIljXd1W5+i7CdmPkso/4bc+8ysA6i670NF2V0CSiEs+5AwuGrbwZbSuw9UmDc1PgDiJZY4m0uw0APOVDsTVrOO/xEVmUixyk+X5qzySJZCXjLlITJgmawceJSb5qdnsLtAVVeHsD7LwWJeoCFW7ELICErIPLctCMDwmFq6hOgePdUVFI8XyNWs8Khb/Wmv+3+umIpcJqbExylPTnKrcmb/SZGu05BmraqqbMbmKQMh5RRZAl7WsYqAA5b1i3iivj+Tdlh38ZdKYkOJR/GacaLkzZRFdzt1i4hTVB4XuTNW12VtmhMiXjiPGqmXJ6tviwpHDgi4peX9T6/hRRrR6RwnvtLZSjkRgKmXQL9fj05wtFE1JKbjytxzaw0LcVbn82swfcCk6ClA+3s2cFKSszJ10tq0FYeRzoOkXRQq90lkntmnrDeRLTHSKlgFfvQvtI7uFrQT3gQ3zwXsAkPavZMI5YfQsh3HWfja6e06YsnONibLxbmJolEfyOGxYSIuiOpifq+f6mVPzJ6OXIH1eShv0zj4iktXT685beNEKsB0LhS6CdPYZAALnnZfnkwswJRnZKWNiTqxj5hysY9KwW58cXmdqn1gvVmzocD4Gi9hGJXYYstEyeYIRtZZQmcUoltSCkyD6kyKBJG92lmy13YzcXH4to0cY1JpQFOcJg3T7m9MCTCpJwIgxHHY3F5yrcMSY+Ld/+zc+85nPcOONBbYReCgKyi/+E4DYZYUff6VdZE3XPiG21dW631WW3kZKCxEyxjFNE0mSqOwRVbCKtc70F8xwOWev/2OMNWuzV+EWQ9WEb3eeDHvqMZGFPdZwSUG/Kz2cZX0Zn5iBRjFxhnpEi0j1ZucOJrDQSrDEFSIq6I9myBnDRNVkEmhMz5tUT/cxLlfi8zlLTjlJTOinniGcmuFsaCNljnwNMyMpacgZqvLJ4+L6SG1y179vWI4mw8uD4H4hRJSoz3+WJbuVI7FwDOIWnVwud0D39rtnTKROC/bA2cYLcUFwBawHdI5AqXqunyGtEZ9TATgLcTmAqme+DhpmzjKqOFzwKwoqKeZTJv5FmjIVvceYx09VVf6AR8rTspAP8V+KYHl+z5X52QNp2nCORbZpUpGa5Fj5Hpyl+xZ9VVZRzOwV2UTSIIVMeXn+hIfdWpQxYWMl05SwMxNfQ1ZRCliML9mf2DzV8wMMaE2UlecIahRFqJyn8ot8BUZEgFnT6p6qakhqXjaCYUroPmdJO5tNk0sYtW3mWR4PnZ/XUSU9viwjF+k2Y6Ol7zEMpOxJdsVOCDmv/DVGe+gKrHVlBQ0Li+xc7BKApJXATzV2ONuwQxtY7axFpW51rvFk77PT6rITtJ39DQD12zpWvGfgXvg0ftSyIF/nrrUGWUFxGDTWz3TSq60h5LRdIM2OyXMdGzphY46zFVtdsSylInUfskF5SuixBC6/etFgEjoyUo7kcTbUDB4jiUpNnfO7xZQVZNPZc822jE/UuwhEXbbBhMd7iKNRGXGXiDRX0dLVHBG/u792B3ZKxpTkgtqgAPx9ItldvdNhe6BbjYlUkorUFENl7vTl7ASc07YbZUgIN8/UdLgb5xyFowgnEAiw1Y3vuIfSIZmgefhpYmg0bXcXGC+GbCUm2ifFQ95/XXabvVwwgiHazQHmY2JBtGbiOONyFQG/cyZH2VVXU7Gxw9mHJYm45EfNw5gI/vIHACSvf73j/cgEo15Ml3HLKg6gcqqHEbnaFWURQLVt6xaJLyYGhVBgtN4ZvS5W20qIGJPTKWriw4wGnItkpRQ/mp47oRP8ty8AcOaStzrebsaxJC0jY0Lp7wSgfKu7/n3TFyBAgsQy2Xn9WXH9BurzBzfpNqBFAqDJXqGpYNblP46K1cqhJ1zQgX/8PQBmL7re+Xcs6LKaPbAxdELGPJPlLiosFpKKPytVUjZ0xoPO2DumxZhY3m2Q0k2SqFSEnFeqC23laHz6FwBELs/fhmY6sEo1x4Vg4lx1i+t9MRQlo+aGjfrJ05zS1juq4Cs5EhPxLhHQp+qc7aMhqSh5bEzzIfXw/QB0rcujk6I4DGSAyEwfQ0odqovKkw1dzsOYiEcJmjFGq9Y52l46MZFt4Wjdh7Lf+aLelNSSMCaM0RF8ZoJTVbuzs4LcMiamRUJ2sqrD9f44FZGNT4pnprTBocaEw1YOfU60MlY353eksaFYbDezVFoGM5Mops7x8t3Iysq1jl5AcOXrFFpE5VtcaAZhC586GMvQUTCYCDl/ZtgJ0lyisACm5fYxV+2ywpuu+pcw6DVNOvofI4aPqmV0e70QFpNhUBUfoSfQ7lj/AWzHB2fXQPyM5fJW7/yaNtNWqw7GME2aZs8yqDW6+g3AqrpyJO4TTLDo5gUhW10uvAWucfxZRpQa5/GH3XroMJ8rT4wAMFrjbv1qM0N1h+ucxCnRdpNsdt/meC7C0dl829vexre//W1Mc3XEUDxkh/K4yNI/3vCyjA9Ep5B8fnSrojUvBanrcFvPFbDXc1PTSaQZsdjpcig8Uyjisj9rxVd8IEpktp9BpY61Wwr7XTbUClFJl8bEhIRpUpaaZjDknmKVFpKML7QSJM5arS/VztpotIpyZEySlkjhVKXz/RCJiezHTR4bpDI6zIhUxY6ri0s8pmQfagbGRN3QMeYJUFXp0knGF0DGJLVMODQ1IYQW/evyt9VkEk6Nz4q//XX5WQKKTwQletxZxUWKR2kaepoUMs173T3IwDqGmew4gUSPyKhHa90nJ5OyH3+G68BMJgiZUUZrHVYbNB8+kiRTS58DDVNneMa30VEALjmtyGWAMjpAQI/yjH8jwbCDtgu7apEjoLUt71JrnAW0iyEYE6nMz0XTJJIcX7BEzLerVhIsU0AQGxPXvK/RGafDcFFRzQb18XsBCFx9IPcHrZ7xvAKxFjNlPOw+sQZ2m0SO3zQ8CCxKBueDmjtpJU2KhNVYtfP72JRLo+2RuPvHAEzvuTr7hyzGhFNCQPTIUQDmW93P80pa/DL3YKG+Z4nip6bWYZXZqmjnC7RqJk5zTNngyNLYhqJZny0RY0J/8F4ARjdnFgw3JAVcnvvyiR5GpQgN1e6ejaasImPkXY9LM5MAjNU6v4bTFssZigyLEbWcClJu9WJslkwJmSx28eNU1Uo9CAP3CSN5UCSCB2vdrWuFW4qzYF622iwCDtYxC19yfk1LMZHMGykvoJgprZ4rR9kJIXxZc9Ge9GtmgWLNUnQOn5lguLzD8XcWXDmcxbKJzk4A5prcCTanWWYOr3OjW2h9qWs9q1Bw2MrxxBNP8Nhjj3Hfffexfv36FeKXX/rSl1Zl5zyAdP/PAFAOvKLobR3suImWzgd5bN2r2e82i2oh1rgOztxHbHSK1IxocZhudy4QVAiSsh81RyuH8dC9AJzc9HK2FPi7bAQiIjGhz4qWC9l66M1WFzDBW60E5iLxRblH9JWqDh9IvjKx0A4+JRJUcac0WSCpBvDFslf7zR9/H4BHzvtDLipScCcla9QnBpcNYFKWnOK0fz0Vbs+LlVTQozFYpEdSOXCcHuqpq3XQM6uopFCW6JP4hjoBCDmoVNhVVT3ujDGRuk+Iyj7Q8iq2O2y3WYyk4kfL0nozf0IsBGlzH0CnVD++xMrtxk5ZrhFhZ04sdnvN8sSEaZrphGU+KA6rr5mQ+skPAeg+79WOha4ApBxjpTotK1sngrIrtq+hmoIWujz/IFk9xJMVa3BSE1NyJGyUAaEDEl7jjNmiKxqKOe/osxlh6NSOn2ZErqa5LXfLk6naCZXc94g5KCx+Z6vbXbc4gWATqbmERq3EbbzR4f2R7nXPvHDUhwTlWKtw1nIH7qjcuVBz4gEAai/JIYynqqikHLtyJK3rXN3svohgO+nkS0ykEuK3V5U7n+sN8juZROJjDAVc6Euw2MGgNK01gYPCTrv8wsznxJAUZDeVedMknJjimcAeWt0yiBTBmDCM3EZXiTMi2PFXONPzgkWCwXkqvWaXLcTtspKcPi+lq8YnfiM0sob2vHxFW4nQL3AXYMePivbT+Fp3IrGmVY13gvBoFwYSNfUuGqvSjAkHY0yI9r+xhu2OW9FspJkZpWZMmCaRuX46tTYiVQtrDkOSC9JEMo4I697RtvNwpr5EOqHr9FaND1kW1M3Onr020i2rDu1C1WGhz1Pf5Px5cy7D0XKyqqqK664r3OnAQ4HQdaomuxiSa1i/zW0H9Eq0vf2tjEy+mQsrC2de+MIiIEyNDJE8K6ow2g53+gFukVD8+HJU/pVDDwIQuCy7SJtTKHViigtNioki9bBICETXO/QBXwTTJybf0PyCjaY5I6qf1Y3ORKO0tWKh3dEtfiPrnVe8DM1Pg96b9VFZflIIRm1/uQt/+CwIGXNMLwsXpdgcAKfq9+FcQsr6rt+2Wl1q9anF59BkGcXvYDFntwEtSmr5JkUrTW1V/qnP1hsxEs6CDf/B+wCIvLKwJGJKyZxAAFC6LDGuLe49rlOKH585u+L1xNlOAJJrnV1Tpj+AgkkqniD96Egm8JsJBivW46QLM00LL0BjovaEuBc3vszh1WQtgkOJqawf8Q+IxXvtWvd+NHZrSyq1MjGhTwhL5ckGZ+fLDggyJSa0CREk11Q7aysQtq6FB8jycbHge7ZhP5vyCoza10Hu8RJPiW3GOwpjZumKhpLFsQQgOSLmWF+Dw+ekrKAjZdV0ifeJRIre7HxZb8gKslmYurwNaWaCUGKaE/7N1OQQqZQUFQ0dPeUsMaEOi8RN/Vr36wi7ip5PdK9qppcjvq10uEhy5xONlGbFvTtR1uLK1UnSCndkWAE9RWSmn16lieaWzIGDIcnILrQM5AnxHJqqanOviSWJADip505MxPrFvGF0OE8eLFjD5r6fzalJAKrXOG9FgIUkV07dH5cInRJzS8tFK5NuTtx8lsM8LZ61oW3utD8MWUE19bT+Wi6osRn65YYlWk154cL9Zb7TErWudp6UWjwOUDIhXxvKWdG61Fu/m8VPRaEf5H6s2ElRrJG3uSiMunCRApAGezCQCLe6Y/qlE3AOCzBlU/10S43UVBQem51LcJSY8OxAnx+oh0Tl5Hj7y9heJBMAQJYlGqoLFzgEUNaIx6gxOUmoX0wMLetW13c3VyUZ06R25BmGpSpa210qRGdCWCw8/DNioes/IVR/my90lz0HMAMiG64l5tKvlU31c0TeSH3QoRhVrVhIVqVE20zVWueZW78Rx0+CmZSJqi4dT54aw6/HeLLiAtaEi7smAIbL2lGmlzr06KfEAz5Y6VZuDSTLatWILT3vFYlxfltxHXsdbie+jG1TPjtIr9qM30GVSgmI5IijxEQqSdVUN91yc9bFa95NqH78xkzG98IjnSRQqW10aMW3CLrqJ5RBY8Kw6O+BdQ7puFaizYjGwJLQU6weTH/AGWVCcWDTmAlq72lkTB6PXEq7U60Xq/Kj5KAl10ycYVSuIhR0vyCwExOzukmApddT3HISCFY5O1+5EjZqbIYBqZZQwKE7RJGtHDYDLb7fQTHCauUgD2PC6BULZd/Wwtr+dNmHmkNolLEhsYBsdlw7E62NWQIkwxJpCzQ4r9SbkuK4xzzrNh4QPdhd267PbBNqQ7GdMhy6M0z2MSJXF3SdK3YwmStYNU3KU9P4wu7WKSkpj4OM3Y5QvwU3JGcpLT5XfACsPPUIAM92XMPOLOsww6W+iPSsKOpEm923/NlWsVHdxE/2422MiORHWZvzoCo9D+WhoAenhzkmr6PWga7QYiiqu+s2L+JRKuaGOKmto7py5XPBkBzqcSxCcLSLaUK0rHG3bjFl8TzIx2QBqI6P8GTltbgtdxnIjpxmUt3i+aO5aRWx4YaZ4QLGb8TcNrvjsiWvF9oCF+oSemPN651z8EzFnfilOiGeK/VV7tbIdmLCEWPCMAglp+kPbGJ9AfpL5yJcPaWefvppfvrTnzI/L2ii8/PzpAqg5HpwBvl+oUCfvDBHr+lzjECDmATCw2eIzPbxtG8rQSfV6yKQVAL4jcytHHZ/4dH6y1zZ+WSFrDCkNaDFZpBic0TmBjjh20hNxKVGAoCqMS8FFxZ0pkntfD+S3+dYkMgMV5CytEEGpRpqI84nyImqDvwkicVXzsLGYyLpNbgpj7idQxiqD22ZPoLx9EEA9M3uGTWypc9hLnI0kadFFdofdH4uEkoAxdaYMAwqkxMMh53VqFS/LUiYv5VDftJyhWm72r3YlIWUGsCfpeJaPdfPKf/6gq7xlBYgkGG7ZcOCjuuoLQYw7WTRIhZLasqyb611pn1iJyZyCVJmxM9EG8fA7htcfW1ODpEysxyzVJKQPsepsgI1ciw6fSadODsQt0WH82HBJWLlQsYfn6bT77yX2/ZqL1QTqu7MI8wRoGO7gyRo2mUl9wLMN9LDDCGaGt1Z3dowFA0tBwskON5HCoVqFxWnlKRm7XU3Z6aZIURljYtWDkXNKYbqBMpTVg/2ZRfl/Jwr213DoCY+xGCwMCs6ydI/ydUSZTMAJivd1f+FtW3282prK/kr3VV+TRf9+Hlh2YQa52XWlwCbMeF8rORJ0QarbnTpyIEIrjRSeYMr/1gvCVTqHLADbcjWuc43P0fmB0HVXD/r7CSX0977fNCeFvfLM22Z18i6pLhu5aieG+CMf71jm2AbhiyeB/m6q2wmqRZw9txdDF1SkBxE1eqw0KSqbnHXAgW40rJwg9CZw8TQWHtex5LXhcaEy7FMk9rpTp7V1lNR5nxNLCkKKgaGw6RL+cwg3UoLAZcxjq0t5aRlSRkXSfCxyg5XY5zLcPQUHx0d5fWvfz2ve93reP/738/YmKgmf/zjH+fjH//4qu7gSxbJOJUjp+iUmti0ZXUZCW4gR8S+qNOjKBhMRYox53SGlOLHl8VVwLhPJG/iOy8u2XgxXzlr559Fe1wo059pL7xFZE4tR4uLB5E8JBZZE7Xu+tmH/KLicSa4wZHAYBrhMjR0ZqZXHjvtUdEzW3+p2yaLzDB9AfxmgtQianFsJkoCleoOd/15ALL10DbjixJSlm3iTJ3zKkBKWWBMSGPiATBX5eyalS3xS9MBY0J+4C4AApdd5XjflsPQ/ATMOMaylY00N4NmJpkqd2lZZW9X9eMnjr7MWtBIJDmttDlegEn+lcmiZHcnAP4qZ2yldA+zm8SEaVJ15nGmCbHhYnciVAnZn5UxIVt9nbMFWnSZqoqPVEbLRptNVt3kjOos2S4CyxMThkEkOYHudx6YGYqa7kF3C/XZwwA8WnkJ5aH8ywM70MgpZmqaNE6dpl9tIuCGurwIhqLmTEwYiSRd8hrCLhgBOgpSlqC4evhZZghRVe58e4aVmFh+/zpGIkb1ZCenlTbamvKIu7pwQ5GtNo6JGvf6NMACKyYHY8K0etqn6t0xAFKShpKrAnxa0L+l1sJEFp3blmSBYVDd9zTDUhUbt2WvzBougyt1sJtZAjSscc+AMxXNsorN/bmK6T6G5DpXQZUjDaBkgoARZTrkvv3NZkyUKug1HhXtfdq+zOs/of3hfCx5SlzH05ECXJpkDc2BfoHU2wlArMb981x3aEtbPtFDn1RPxMX8ZcOV+4dD2C1qR4I7VySPBWPC3X2qWAKlAzUuWwOtpIsjxo6hU5GcYDToXrDZThw7Wedoz4gC3mx9gfPzOQhHV+0dd9xBTU0NjzzyCIHAgmjJDTfcwIMPPrhqO/dShs/yZT5Wf6ljCu9zhXG1ml1jYv/iLe573t1C1wL4syQmqp8WAfaa3aW7qaNldYTMGOr9PwFAurDwxERCDdAWFX3siSNi0R/vcNcWMlMhJsbpCncPMrVMBDOx4dElr8sTI0Rm+jirttHS4MDdwAFMzUeAONHEwqI8MvQsPVIjDVUF0IeDorK6OAiOd4kqgK/GhcWWqtGRENXruGXJpDc56xu3xRPL5obzfNCkaugZ+qVaNmx05raSCboWIEB8xYJT6hJB7kyDu6DchqFlFq1smTvj2CoUQEqLuS6ck+icYJNojc4WqXLaxs95YsJ3VFCpD0X2Uxtxdy2JwCdzQJU8bV0PawqzYZZlmTKiJJMrA9FU0qBXqncuBJgOpJbuqxQVSc1EyMV1ZWtfFLCulH753wBEL3+lo8/Lqq3DkqOabrk3DVa6Fxi1YcgaajYHFGDNzCnG/c7bOEAI42ULWlIGTCgRd1VTi6lSyHEH8B8Wa6lTTfvzVqLTFTkHgyWfEdX5eJv76jyAqYrEhJQjMaGfEu42buZmsPrLcyQm4lHxXoXDBF8ado93kcGVdlI8s4/XXJRzHeY2MVE52U2P3ERjdQE95ap9f+dIgOk6lYlxRv3ukgd2K0c27RUAtV8Iqc5WuQ/eJReV5LwwdKp7DjNKhC2bM8+PhuSurc04/hQA0TXun7WGoqA6YLLoz4g2HmONe2tIQ8rvYoNpUhUbZsRfgFUopO+dUrpy+B4RAqUDHSsTSEJjwt1YxhOCoTq7waU+muK8lVSxClkzEfcJJDndspR/nPi06EDQOwqbn89FOJoVH374Yf70T/+UysqlN39raysDAwOrsmMvdZgPiRvZvPyFJzo6E1wQ0FL27Fv18UyfH78ZX7EolSdHkDF5xLeXhpridRJsxOtFoBKeGaJTbmbX5sLoxyDUwWOmFfyfFD1x4e3usrxdF7+JryivoW/DVa6+57MU5eMTS3ULfHf9AIBnNt1YcNvBcpiBEGVEicasp7JpUhUdIqUFC2o/UNJWqwtBsNHTCYC/xfmDQpYl5ghgmiZ6p2hdcNp3aYYFCyB9/rJAOyvO67Plu9yJWS2DofkJEiexLNBNnBDblzoKC+wMn3+RaKWAHfCaQeeVeNlq5WBRssjXJ4L7SJ2zyp/id9/K4fv59wA4u+fVjr9jQ5e1rIFPqtNSrV9XWFLTJi+lEitbfRqnTtLja3N87ZtK5kqlMmK5TUScJ5BMWbECZHeVeyk2T6TnaaYIs3lPk6Pv5BLtTG+3W1wj802FJyZMRbBTMi36bWo0AXc94alswni6Tk1siMGgOzagWURCCICHRZJ97oKX5f3oQg+zg35z+zrfWODxt9p1lAx20Dais6Jw4Gtz1y6SktWcjImq/qN00UitS8Fus0S2lOov7wRg8vzc6zBXffLxKKqRZDTY7I4Bmd4pizGRQ/hUnrNEQytcMlrV/K0cqTHRUhltLFy/oBTaH9pp4Z5xtOr8rEkjQ3bXymFa7afaVvdi53ZCOJ8VZXRGPD99He4T4k4YINLsJABTLgtZaciKENksoUCp8rgQBtcuWNmiZsqya20e9bg4T9W7XRZGZReJsS7x3LLjAVfDpEVk848jdZ5kHj919c7c0V4KcDTbx2IxNG3l4nxiYgK/31mf1Ac/+EH279/PK16xUrH+G9/4Bps3b2Z8XEx4pmny0Y9+lAMHDnDzzTdz9OhRR2OcMzAMIv3HGKeCbVsLr8CuFsaad6T/7mhx3yfnGpZN4XLnS/9jInnT2XF5yQJsAKltIZN9tPFy172GizFZ2UbYmCeVMikfOsUsQVqa3B2zPRc3s/kPX8t1L3PXEqE1igpiYnqRI4NpUv6kWABXXnVZpq8VBDNUjoJBbFboD8iWaFlBPtqAGhKTtJRYCIID/eJBUdXk/J6YqmwlbEZJJEEbFMyJmlZnfZemRWGW8jgO+O+2bCy3HnC8XxnH8wXwkSKRWPqQViyL2cp17imF9nYBUvOLWEfDwnVgrsb5+ZFDdivHgsZEcGKAKH7H2idpjQmHix5pbprgWC/91HL+Be6NJlOyipqFMeEbEtdDUwF0aoB4udgfY/nElIgjY6adZRxBzVypTIxPitcjLnqFrYpqHtmHFfAdErToeyuuoSLsLBC0e9JzaR0kTovrl/bCWW2mqqUdUFbsw6gQcZ12aelsSCpyhuvQDuoIuEtILyQm3LdySLF5KgaeYYQIO7c5aItKt/7kv498w4L23NRUgEI/onUAyHnP+vtPMUvAsXOMDUPOzmgC0Ymhyypht6zRUtDRU0nKeo8zTYiOHbnnXtEn74wF4LMS2ZPVBd4PioKMSSrHDW63qc3Vunz+qvnn56SV6PI1uW/lSOsXlEBYUb5XMFrHz8uuO+SWMVHRc4QYGi3tBTwTHDKmAv2nGKXStaAi2C4jue959axgSLk+94sg2txKxJhIJghPDXBGWsOODRnmVFlBcdnKERk/S4/UQEejS+03xWrlcDBvJs+K61xqd5/QlRVbp8PB/Dw+QAwfTYWwp85RODoS+/bt484771zymq7rfPWrX+Xii5319r/mNa/ha1/72orXBwYGePDBB2luXpj477//fjo7O7nrrrv4+7//ez7ykY84GuNcgdonFnJPhvdS5qDP97mGdvk1PCzt4h+UP3DV01sopIAI2Obnl97k0tPCMcO/p3i7y8UI7djGr+QLeEDaw+ze4oRHzVCYWiaZnklSFp/grK/DdVVdliW2dWiuBXiCEfFwDY50pV9Te8W19YD/Qta3uFtE5kRYLHr1CUHbVjrFw3G6vrAqnZ2YWNw2YCYSDFHtqnpmBkKEiTIXNSib7GNIqnZOr1dUUTlI5RC/1FMEO48Qxc/68zsc71fGffVZVrzRpUKvoYk+BqlhTV0BAqyLtrvYejXaJSrxenOH4+34wpYrxyLGhKHrjCg1zpN3dgDukDER+K3Q7vh17Q00FsCKMmQ1a+BTPtVHj9zo/HpYBslnu7YsvT6UUZH0mYo4rx7bjInK6NK2IfOsSMZJjc6TUqaiohTQUqA8LFTT5y65yfF3VFvMLkfyTurrBCDS7l5rxkauoD/VJ67lRKO7hbguKxnZNPK4OAcT1S6p1ooQvyuEMRF4QiSLf1NxpaO+8HQrh4PsU9VkF91yE5VlBSbYrWszUxLHRniilxSqa2aDkctBxjCojg5yJrjRfeGhBIkJ/zEhrPhw1VU01+aee4RVrLPgSjoj3KrmOnbk+WQWpNunst9z8VFR5FOq3emT2fNQrvYaZUCsJyrdttewwGQpWvzSMKg4c4gEKhvOy84KMSVnmgwA6DqB5CzHtc2utGXSUBU0dFJ5quSh6SF0lIKsIXUp85y1GPERce6TrYW1foJoGSlVYsJvtWKeqL0w49rXkBVkF4wJ2XJ/O1u2ZYXbXD5IDhJvNrReiw3aHHE1BoBkFWDytnIYhnCKk9yzws5l5DwS1157LRMTE9x+++18//vf59ZbbyWZTPKJT3yCG2+8kYMHD/L+97/f0UD79u1b0QoCQr/i9ttvX/Lgueeee3jVq16FJEns2bOH6elphofz9HmfQ/A9KpgAvesL1zZYTTSsq+OXF72P9lde9ZyMZ/e22xQ4AEyT8EgnXTSydX1pKVCVkQDHr30PP9r2Hs7b7f7huxi+gFhE+J4QVLbB2gIdAAqAWS1aboz5hYDU9+DPADi79YaSskxshWlzWlQbE8dFVcjc4FKcyIYltFg2PZh+qW6mi+P+zWguHkZSKISGTnQmSnligiH/Guf0WUkiJWnIOSjMvuMiOfbzwFVsWFNkO5FfVBP0+aWJibL4BAO+psKZO7bN5yLrVds1ItzovBIfKF+p+9Ew30tX0AWl11r4Og0Y1MfEfSNdVJh7jK74aEwNrXzDMAim5hgOrCn8PrDYAnp82fVh2bDON7ioiFp9/DGWJguT1r0brIs431YhlftUkvBIJ4PUsHeP8zlPsY6BmYMx4R/vZ5xymmoLS6yBLfiXOehP9orEhO0Y5RS6pGasPpozwmnGV+GuamqmK6buGROK1YM9lqP6uxj2AjsvJT4RRzMSDIVaC7/OZZkUSm7dgWSMAaXB9RylyxpqFlFT2VKrlwtwL0CWMZByJlPyQbMSdYM787fTmpKC4tCRJdUj5t6KjsIYcOnERI5koN4jWDK+Zpdj2PNzDotlMxpllgD11QXcz1ZiIhybyPPB3NDOCBb1fYFLcmpY5Ux8LYNdEOx3K6howzp2yUSO8UyT8vg4A77mwhy2ZC3v7zEscc2QC+vk5RAim6VJTCgPiftoZu81Gd83ZQXV1B2LBqvPPgnAeFMBa2n7+nZQGDFjMYaporHa/bpOsf1i82Sp5Smh/9Yb6iiNq+A5gpwzS19fH4ZhsGHDBv73f/+Xf//3f8fn8xGPx7nhhht4y1veQn194Rf/L3/5S+rr69myZanox9DQEI2NC9WVxsZGhoaG8o6lKBKRiLs+0xcCFEVest/S00LYZd3lu16wv+cv3lYYLbQQzESEVoJm6AvHw6rCHQvv5GVtzi3dnOIdr3F33JefQxszG7bB0/9NzWExOce3XfQcntMQ03IFDTOd6THlo0K0dOvVu4lESpfQSVj9kloyTiQSYq5HiKFtPb+dSKRwgU3TNMW+W3RtJRh0dfzmKsRnK/pElWqyqoOtOb6//DwmLKpxtjFNi/4+ccGNVFcXd0+MlYvvB2VjYbxJ8eAar+xgR4HXzVCluD8Ci7YbmxO6I63bWp2fH4sdpaYSYjuWTkUg5HN1TgwkFIz834nOo00Nclpq4fqrG6gIO2wXWXwOjVmSqNQtG0uy6K7TdesLvh/nLQ2XoMKSbcwNCcZEpLXB1bajUhDNTC35zvR4Hz3U095aTsShZfF00I+KQSjoIxJxFtRJvxWWiPdXXMWr253Pp8as+Kwqk/W3anODPK1uYUuT8+0uvw8ng4I1FwoHVhyHqREhitu8pdXx7wUYlEUiYfl+z42IuSbU1ubq/E0H/Gjo1j66mPPiMbSRbvqo44aXNTs6zwlrXvOpudc80jHhajHeuJ09RTx3UlLmYwWAYaClZjlTdTUblr2f7bloY07TUM1oxs9Ig2KOmmjeWdA9mpJUFMzC7m/DQOs8wiwBdl/clve6GlRVFBKOxkqM9jFGBds2VDi+pxdjrkwkiENa9mM7Ydm3tm6od3VPYOl4qYuO24pzOHGGR5Ud7GsKu092ha3fK6vFrYMOikRe185XcFVV9ufuoOVQ5GQs4zeimJLcsLugfZsKieMcDmjZvz8mzst4RRvbCxhjTFZRlj0jlmNmQsxfGzrKlsxD+e7FxYhZ7RVFr1UNA63nGNOE2HNh5rXGpM+Hik5ZRchR0Sn+jBAoDey5wPX+GeXi84Ec944NeaaXX/su4spm9/FF0loLanliUmlUrKGG63c4+i1uzuGLGY5nxbq6Ot7znveUbOBoNMqXv/xlvvGNb5Rsm7puMjk5X7LtPVeIRELp/ZYnRqiJz/GQvJuO+hfn7yk1bGXtmd5+JjsiAAQe+Q0aMNR+wQviGC0+h4uRjIgqXsWoJUDW2vyc7q9fgua5M0xOzqN2P0tVKsF9ygVsqtZLuh+GX1R6o0PDTE7OUzd2hrNyC2EtweRkfrvNTNC1BqTYPJOT8/iffBwN6G3Y7Wq/Z+tEwkQ9IhIys7UdOb+//Dxqkg85mcj6neoTB5kmxJbd9UUfz7gkpuOZsan0trRjR4kAM3n2OxcSKCu2q47186zUTqXk4vwYBnWAMjMurqdjB6kCxqvd7VslCkY8+zG1Ebzvv9CA+2uv4xXJOJOTzra/+ByOlrVSNffMirHUQ4eoAibWbC/4uMatYsj81OySbaT6+okAUnW1q237ZA0pGV/yHWluFgUDyYgzOZmjpWgRkqZY3E2MzVIRdFb1Kr/nx6jA1O6rXe2zEtPxA6m5uYzfk6Kz1ALD4VYaXWx3+X2YQEbBYHxsFp+8lFUiT4wyTgUBNcnkpPMqny4JFsDy/U72DxABKA+7OhZJE2sf5ynzOU9MhH79IzTgrsj1vEJJODrPckInDMTm4jn3UTlyjGpgtmVLUfNTUFIws8yDylAP1YDPr654P9tz0UYKwTTI9Bnt1GkigFleXtC+l6FCKvfxyQbfiYNUAr8MXMn+ylTe60r8DgfPVNOkbnaIE/JWWlTn9/RixHVxf09PzmYdTxvpse6J/Pu+HFUomImFc73kHMaj1BkJfAGYmorm2EoWmCZ1QDJV3Pqj5smHSKCybk9Lzu3oyMhm/mcNACfPUAeo7e0F7ZvdVTU5PktlFlq+2tdPFTBas7GgMVKSgpxhzloM3/Q4PdTjW/Zsz3cvLoaGgpnKPY6j7TxziAhwd+BKLgtmXmukTBmNFOPj847anENnnyGKn7pmd/MzQMwSFo/ORnN/N5WkztTx++SCjoEUTRICEtHc80/g2ROUA2plmaNx3JzDFwPqsoim501MHDp0KGMLxmLs2+femaG7u5ve3l5uueUWAAYHB3nNa17DD37wAxoaGhgcXKBwDw4O0tBQgNDOixD+px4C4InGa9lYhML/uQSjUfQQGrMLIo7GCaHIXLHjhW2xU7Z2of/xaWk9Hfn86UuMzspt7Br/LfPxKBXf/TQAB1uvZ5vL3rx8CFSLOSI43ocyIoS3TlftZHchquMW4mqYUELQqvWTosKtbHRHswzWClp626l7ATDWuuu7TMkaqp7ZqlYeH0IxUvxWu4jdzcW7wtiuF/qilotUV6d4raUABXQLasjabnRhuxWzg0yrDe5U4S3hslBM9LDGJ0TbTrTV3TlJSaqj/lX5SZFMiu663NX2F8NQ/fjMJAndXEKVTHYLOnVwnXvLNhuS3b603JVjepJOqYk6l1Rn0Ta0dOHmi89yTF3PVjfPgiVU7/wCjlJsnkDvs/RTy/ZdLkQ2EaKUAKHoeOZd6e8EYLq28OMMYGqL25GWJib8sSkeV7ewzaVAoiGryBmotubMDENUUVXlroXAbq8wUknA+TyvPib0JSZ2XetiLJsqnJuSbFgaJeXtBSr0W0hJ2d1tpFnLAaK+EItFjUCWFojo5CwRQGl2b0sJVhBXYJ988Nc/AqB368sczZFCAyWJaZo5WQT2s7GrfDNtBT4bJTvplUNjonK2n6eVzTQXYDWfktSsbTvynHgen67aTYfrLQOSRJLs23cCZaAL2TT4tXoJu9pzz7GGLHRfnEAd7mOYKjqaC1uj2fe/nqOtzeyzLM+rHAjcZoAhq6g5tg8QjE/xW/9FnFeEaLuw8CzelcP327sBGNpxIOt9ZKbdTBxs0DQJz43wkLKb9XWFWe0CkMP6GEAZFu2Bk1Ud7scAJJ8lnJ7nOjfPCit4pcWdm9G5jrwrp9tuuy2rdziAJEkcP37c9cCbN2/m4YcfTv/7mmuu4Yc//CHV1dVcc801fPe73+Wmm27i8OHDlJeXF9Uy8mKCfOwJAAK7dz/Pe/LCga9KBL2hkS7gQgAqeo7SSRNb1j4HriBFwKdJdPra6Uh08XDkSl5diKhSEZhq3Azjv6X8Gx9DmZngaWk9tW4tlpwgGMZAomK6H+n4kwBMrz2vqE0aqkbLbA9RQO0+yRwB1rS56/sOr1ma0KxqcdeHnlQDaKnMiQn/ESHqdGbNJewtIgFjQ7MEPxdrgpjdwjO+srXw+U+zRCt1W1RTTxHWZ5kM78adNBpMKBFShvitZqcIesL1EVfbEIrfeVgaiTihwdOclFq5+oIiqIuqho8kM0kILcodaUPdQvegvnABWCWwUqAVoHKik9PUU+tS3Cwl+1CNRUkOw6AiMU4q5E4kT7IcG4y4MyZM4BGxePzPwMt5vcsEmxESNNdElqWEfY2k1hSeWIMFAVcjFgUWzQG6TlliklRZmWtaueg/X1mxLhvrYlQKUV3h8p623Ct0F3Yo8vQ4/olBnpI2cO0+5y4gkkN3m/DgSQaoYU1D4foeINgl2Ww99e5OAAIFBFumoqKaqYwBvdJ7Bh2J6prCWg5TOayCc38xia/7Gfqoy+vGYUOXRYJFN0DNcQtp3aLFcbyhQB0DFt3fySxsi2QCGZPu0DoKUbFI5XB+sBONannhbYvFJIwAgg8LnaxjbVdzXp6+fMO6vvLCNKma6uagvJU1kcLWaHayMJdDUapLPM/V1sICUcNq5ciKeBSfEccIFtferBd5jmyETjzGJGVs3pNd+NhIiwabQO7zqQwK7ZSx8jY2FrDmWpg3cz8b1dOirSfaWKhzju2ylXucxGyUMSqobXjuWuNfDMj7tPrxj39MtUtl30x43/vex6OPPsrExARXXHEFt912G6973esyfvbKK6/kvvvu48CBAwSDQT72sY8VPf6LAoZBqPs43TSwY30JHRNe5NCspFTSWvDJkyNImDzr38ieF4GS7X9vfw9jT5+iascFz/nY5qYdcAwC3YJx8LnIH/P356+OX/KoWoeuG8gHBeunbHtxCZCkr4wkihCMmuzlsLSR9gZ3gZOiKUxK5UTMGbppoKnG3fWSVAP4E7GM70lHhPBlaGeB6urLkE4gLGJMBEa6GKaqYEcOWHDTsBMTyugAALMR91XUGS2CL2m1mQz3YCBRXeduEaRLKlIetWq/1XrzaPhCritwoQiAz4ePJPGkucTrvnKym6PSehqKsOhSw7YY6CJKcypJKDHNnG8jjS7FrFLLrBOlmOg/jYdcCvA6UO1fjOC9wnFreteV7hg0i8aSslSg9C7RwhZqK1Doz0bAvoaXJgmVIbFQTYTdixSLRf7K61A3TGakMtfV5jRjIo+98GIEH/gxAPdVXsMb8zg/LIFlZZyz8mfoBGNTHFT2sqHI56Seo4pu9HQC4G91P58YioaPFMkMAX0iBVOUFeReAJZVZL4EaAb4jwo3jl/7L+GaTc6q56Lqq4uqb47TKJ0SAY/S3uF6v9LbsK1iswTA9vyeLHfHfrKho2YNSnWLtZp06YCzGE4sL3Mh8LjQl2jck5+hY8gaAfJfA7bQ6lBZB62FMlms+z+Xjau/9xmRbKsvLHEg5qzMhRIArUckgpMVhZ37hXEU5CLFL9Uuoev1gHo+e9tyrF8UywrawXC26OnYml0F7ZOUFr/MPVh0JkoFILcWxvQz04mJ3Nd5befjPC2tp9GzCl2CvKvdSCRCVVVxzgQAn/3sZ3O+/6tf/Sr9tyRJfPjDHy56zBcblEFBLz6o7eDixuKp4ecKtIDGPAGqR8WkG3hUCLX1N+5hbwmdJVYL51/czHemIty897kXranb1Monld+jVp7hSXMDV1xeX7i7Qx6MBJvZPvMkzMEgNaxvLY7NMlfRSMfYYab6Bf2xL7yO5gLam0b9DURiM5z2r2OHS/vdlBrEb0yufENPEe45ziA1bF9fGtbO8gQCQPncMKfkLTS7rd4uQqDMquzbbhoWfTBW735xmVBD+OIiEA9P9tFNI3UuEwe6g4Vp4CFRFRvd+TLX+7gYkiYCn3hcB5utlIgjYzISbHadPFgMn5WYYJFLiWzR2kfKWnHLEdAVjdZYDzY/UbEE7OYq3LUxpgOX5S0mGSBPjaHE5nhK2silewqYn2RF9NdnsdT1DfcwTYimuuJa2GQ7MTG/tK9dnhoDYKbOPSPDzFR91HWqo0M8HtrGGpfPFicV0+UI/kYkJuI7ndmup2G5uMg5rIwVy/Z0tKKNTUUyunRZQ84S5Af6TxFHo6amEPcMUS2N6isTE/WDRzgmtVFfYGJCJPrcB8B+e+7ZfcCxA5TdypHIR0fv6yKBSkMBgno2ZKvqm82iV54WbVV6pK6g7euSmpVpYnSKRGOwvvCYIJVj+/mgDHQimSa/kfdy8fb8xTtD0dDMFIZh5ky6alYQPd5QeDFFVnOfF4BUyqSHRuoLTLYbsoqaI2EgzUwCMNewsaDtp8eR5KIZE3bS9Xj7NVyUa82pCpFakdDJc1xOCOFL37rCGHhpu9A8LXBK10mi+KguZE6DBVv0XIkJ08RAYlKqYOOLoMD6XMI7Gi8g2H6/fWsu8KxjliEp+6icE5WAwEM/BSC1de/zuUuOsblN5aNvr6CjqTg6bSGorVLoWncV35Vejrl+KzftXx22BIARXqDyHgruoSJc3PQihcvwkUL+rUhaDjUV1t704KY381/yVTzc/mrX302pAQJmbEU7m9ojgvtHfXtorS/NNOqz1NaxWgOkGWGpNhJucV/JXgSbiWHGRaXFppPSvsH1tlJaEL8Rg2SCYGKGfrWRoN+tRaCa28ZPT+HrO80QVWzdklvfKB8kqwUgObcQ0Kr94vdPRYrr61RCS88XgDImtJFmq1szfSUnfGaCuUWaELJl+6ZE3DEWF6je+SuFgceFvsFdoavZmqdfOxsSki9rgFw21UeP1JjT0s8JlKCtMbE0MWG3OsmFaFApK9sT5DmRWDL9ztsqbCwwJhz2tPefRcLkYWkn+3e6G8+0GBPZmCoAqlU9jdZ3uNp2Jgitnczn2EgZ9EoN1EXcF1NMNbu1rYEkAv4C9ZB0SXWfmEgl8Xc/wxgVbNrqPPg2rKqvnscqNjjexxlpDS11hRee0hoT2c691T5FfVNB29flzDa6ADHLCjNSXXiRRXeoMZQJ4Xt+AMDDjddT5qDIIBg5ybz6BdIZwSg1OtzrpKS3YScms1XjTZOaqS5Oqh1UhAu7pg1ZRcmhmWE8I7TXfA2FJaVsmFKRdqG6TuDIb9GRWXt+7nYI+7ilEvnvVX/Ps8wQonWN+/kZWEgY5JkXfBMDxPG5LrrYMB20ckjzM6LlKrzBi/eWIedR37dvH5r23Ir1vZShWL35oW2F9x+eqxgNNlGXGEYZHUCJR3lK2sjOjasXZJ9L+PCtZXz3ryP89dtKb6u6GHNrF+h1x9fn937PByUSAaDm8Z8AIG8q7L6o3LGZL6hvpnpt9j7HbNB9AUJmnOWdBzbdt6vjMveWaVlgV4XtQNd3UlQHxmvcJxAWQ7KCmMppIeikDghmVlWj+57wlC9Iu96HMiosMQfL3VMddXmlyONiaKfF4upe9aKCg+X0tiSxIjXm5tKv2QFbrKE4QUb84nzJ8YVgWbG2rVa5b38cK28TSR8L0UlBmzbXuGO25KN6L4Z2WLRdsfvCgpNfSSlLNT0RQ8ZkMNBSNEtrITGxlMZsWm0E4SZ32jEgFo+t5tCSpKNssQzGIgVcGy4TE3YLzY8jN7OxxV2gaouOylmSBQBG92nxR1tx8weIBK3PyEAhN00icwOc0DYsaZVyCkP14SdBKrksoE/ECehROsOFV351WUMx3bVy+I89BsBdyiVsczH3OBLwS8RQjCTdcnNRiTrZEtYjS+IxNiPmI39TYYLxufREwgOn6KKx4PYasFtsCmBM6Kn0czfscI1sOBVW7BEJzvqWiPv9smAzJqRoZtcEyXpOKD5fwWsGM49mRnJOPD8q6wsT17SRrc3NKbSzomXp5/Il7NmYm9mSboHJ13qo6/jiMxyRNtDmsqU3PVZaYyLHbzNNKmYG6JaaXOtEpWElJnIVYLReMT8Xo9dyriLnUf/Od75DRUVxF7gHhzBNAgOn6aWerete2IKOzwcmKkV1s+y/vgrAD0OvoMNrd3EESZLQVKlkAXQ2KDv3clRaxy/k/dSuL7KnHDBbFzLt41SwtsDWkEt2aHzqjyu45TL3iSxDCxAkRnzZwlk5dhCA6q0FiiNlgpVAqJgRzCD5jBAVnmvfWdx2rfOeMMR0H5zoo4f6guikmiyOgzwg2mumCqC+JpUAmp5ZtwPA/7QQRe5afyUBl2yM5UhUicV5cn6R04kl1qe0F5mYUDWSKMiLNEjiE0K1npYO15szfEGCZgzDEMdY6j2Ljux6kWlXVM1s4ng2Ukl8Iz100ci+nYVXQFOyhpIhQNb6BO17orLwfnQbamhZO5I99nyUBCq11e41mYLGPFH8LM4jSJbrgFruPolrJwCdtNBgmgSs67z1ws3u52Y7MZGDMWE7AFStKV4jLKX48WdITMgWdVzzF1bAMn0BVAySy4RalTExB6rBwosPuqyiugyA7RayE2sPEA46nx+dJCa0TtEuMFixvigGnGwnHrOce63/DKNUUlNV2DnR5eytFsG5UQxJprqIxESu7eeCzSi+U76aixy0cQBgCSvmY7IExvs4LbXQUojTgwXVejZmOy9229lQVeGJQkNW0Syx2EwI9z/LUWkddVXFrY0NqTiNieAjdwHwUMP1VJblPqZS2kUq93hqr0j6nw1vLCgJCouSRzlaOaR5URAYDLSgFupeJyvoyDmZGdLkKADzjcW13ZyL8Fo5XiDQzogq4ePaTtY2eQH3csw2iMncd/pp8f8du4p6uHsoPRrXlHOb9hd8Qr2V8zcXz7QKtywwHH6l7GNtY2HVc0mSaGtQCnrIGP4gQeIkFicmTBP/eD+npZbSusJYwYlurW6lLvEgbmiLFL3pLl8btXO9YBgEE9P0KM0F0Umnaqxg/mkh/BkooCqXVAP4sliwAsgnhcBVy3b37RDLoQSt8zO/wJiQhvpEn3dD8YyrmBRASS5qE+k5xQiRgnpTTX+AEDFiVlzrHxXiovUuF5l2RTVfYsJ/+EEAfqXtZ1NL4cyUhOzLSPOX+0QVcr6pOEcOWHCsYZkDStl4N09IWwtKsk1XtqKSIpZYuLfNQREQm3Xu2VW2fSyJ7Ne2DdVK2twtX8Tluwu4VqwkSKaEkA3fWD+D1NDkRlQzC1JqAF8G0T1bJX+iqsAkn8U6Si4XNZ0YAWCqpvDEryFraG4YE6kkvq4TzBBi625385qpaKgY6DkqsepAJwBTzcUxYlW/1caTJQHmnxoCJGoL7FvPahVpmviSUQaVhqIYUELDwn3QG3z45wDcV3cD7Q7XAqaioqLn1jrUU2ipGF3KmoKPGYBZKVp/sjHV7POvFZD0TI9hJ1qyJMDkZBwFo6jfAUWKXxpGWry6bXf+pHTaZjUPY8J2hJlo3FLYfrGgz5JL+0G2WmgHq4pLGCRzCAYDmJYwtNbs/llzrsNLTLxAEHxA0NWPt17lBdwZkNq4k7jlDf9l5Xe4ZJfHKnmhIeCT+JPXhPjd64Oug6lMKK8KclgRD6HDLS8runpeCEx/ABmT5PwiHQFrgfGw7/yiKiyZ0KO1UBUVOgXh0S5OSO0lSVRqsokvFUW17Or6ytYVxKDRIqJ6HzkhWgAq29z3sqZUP34zC2PCMPBPDYlWrfXFa7IoFntAnp1MvxacHKBLaqK5pvjjmpD9KIvsZNWZMRSMwsTNAiE0dKJzIuAIzo7SKzVQ43KRmaZ651noBZ4Q+hI9G64svDIEJOUAWoZEk94rglZfW/Ee7VoGPQ+AUHwKVcFVdTsNnx8NnXhs4TglJoXGRLDWvbifZLf2ZHHxWYyAVVG8t+pAQXOlaYtfZmuJMk3C86N0ys0FC+0thqH58WdITMhTouoXLbQtyjpmqWWipuaEqC6rVYVrzOhKHmvF5bty+AEA/l25gd0bXSbW7eAqnmO8fnE/BFoK035ID2Un6bIkwILRCXrkRiJlBeoYKCoVqemVbyRiyBh0h4trDTJlxdV5ETtloHWeYIQIm/c4P36SqgpGTjI7lUW1KPXD5WtLxGTJIhxqJT3jLYUHvCIBpmfuRDBNgskZjvq3Ft06J85RYYkJ7ZQoHt4pX815DlxtJE3Mf3oejQmp1wrki3G0sQVKcyQMVMuEIFBZXIuFTm6NG31UtA3W1xeol3EOw0tMvBBgmvhPPMEUYWo2F097PRfRtqGGV2uf4dXaZ7g7cr2r/k8Pzx2u2O3nFZeURvtDkiQ+XfenvEL7/2jZ6t6KrhRQrRnSmBhPv+Y//gQAQ02rwNpRFGriw8iWiOIxdVPBAkyLMVi+lnJ9Ot3XONi8p6DtpDYvfO+k1FpQcK+rgYy0cAC1W9CdD/p3Fy2YCCBVi8SJHreqi6kk/uQcZ5VWKgtcuC9GXAmiJhcCUf/8JA/Lu1wnEwAIigVKYmYeDB1/ap4nAntci//JfttKMgdjwjTxnT1GP7Ws21KctVxS9WdszZEG+5glWBJmimwFY9KiYEy2qupDoQITH3a1fn7hOBlTk0wRpjLivjXETkxIDhgTPkvLoHpHgUFKHo0Ju8ViINReEmE1XQsQNOPpNqP061byKVhXmEuDbLFMjOjS68duibKtwguBW8aE39JbOdF2jeuKs63rkornaK0Z7GOCctY0FldUkSwtIimZIQGWiKOYOidC2wp+NgWMKEEjuuJ12+XFFyxu7aVnY2TkgHbyMAA/lS/jit3O701bWDGZI2Fks5cm12xztU/LIadb6DJfA4nxCeJolDcW7mhitwwlM7Sm2JanvkDxbNViNCYCB+8F4O7IDY60IGSn2jw9Z4nip6Wl8LZDmzGRy5XD1i1KrCkuAZfPfUaemeRJaVNJ1jnnGrwj8nzD0JEOCUrtL+WLOX+z+wXRSwFV5TI7t5YT85Vz0yVBT8X2JYLXXF2GvyLkyBpsNZCsFQmR5PRs+jX1WbFICmwoXlRuOcYq2vEZ8XQ/bXfDeaXRBgmECJkx5GeFoGa4vbA2iUjjQgXzcW1XQf7buhYgYMYz9sn6j4jfPdx2fkl+t1Yugn1bkEwZEaKdk5VtJdl+UvGj6VFrjFk0I4EeKCvISUC2ExOz88hTIhEmhdxXbdR0S0EOgdFnnwTgHvki9rqtDi9DKkuiKTjeUzJmCqoPAwlpERvBtkUcqSksuLcTOMlF1fqywZPME6Cq3P11LQftxERuxoQUnUWZn+E+6Twu3VngvCbLJFFRsjAm1D6RgJyu6Shs+8tgaH4CxEku09qRe0RQF2koTIvMvub1ZYkJua8TA4lIdeFJLUPRcgoFLof/5JMMUMMlF0Zcj+UkMREcE/dDaxGOHACm5TSUiZljWwyr4cKrsLP+GhKsTD7I8zMAzBXgOLQYhqyguGzlsNs4nm2/2hXDyNYv0HPpF3SLa9jf0uJqn5ZDSbulZL7mfANnmSFcVKFBslxsMk3tdgvCaHXxrXOmpKBQYGLi8ANE8bNxV6Oj5JgtSKnnSUyUjZzlWamN9gKFL4E0symbDghAbDaKjkxFY6TwcbASEzlEviOT3cwSLLrt5lyE49Tn4cOHefjhhxkbG1uxoPyrv/qrku/YSwXl37gD9bQIdO6pu4m/LeamO8fxZ29aXVcJDy88XLbLx2W7nr9knc9qXVicmPB3n+Cs1MzGttI7FiXKawkMJ0g8di8A6ubSOPSkyoUAXujkQcaooHVNYVW7yrDErBSizJynr/n8ghKEhk8Iis6nwLfsEKonDgFQs7G4RaINf4UI7E3LZlKzArZoQ0dJtm8oGu1zXcQAtUdse7aqMHZPOqEwMYqKCDriEff9p6pVMTNzVO4Dlr7E8daruKHItitdC+AzlgVJqST+5Dx9aiN7ykuQWJMkYpIfObm4pUpQbrVIgXR/OyhelJjQDRiWqqnOI9iWCbarjpzMzZgIPHEfAAeDe3hzEW1aSSmz6CiAYl2LyeYiBV4tGJZIZSKexO9fmDtSSZ1Oqangqp99zJYzJpIpk0nKixJZzOdgsBhqt2X/LO9g9wb387pN48/aJ5+Io+oJetUm9hVbIZUV4mgZrzO7+p+oLlx8OuEPEzYzaMZY4p2a5ZZVKETCaC7/B9NfMPA/c5Bxylm3zR2DZsGKMgdzpq+TWYKsaSqO2bVQjc88VsXYWU5La4pqrVIU0NBJxpJQsfQZbl/DapHnB9zdO0v2oUtcI/fIF3KJw6SrkqcFBkCaFS12p7W1XFYMg9RqgaucG8z6kUDPswxSUzRTVdjuZknuWPpP4746NhfZdnMuwlFi4utf/zqf+tSnaG9vp34ZtW61lf7PdRwdVDkfOCKtZ8PW4ii1Hjx4KC38lSIZ5hvpBfahjIo+0afkTextK307kVHTAKfBN9pLP7Vs7ihRUqZuQcztmLSeDWsKtNuSJD615i8ID5ymYnNhlRnT5ydAknhcx6ctOoa6jm+snxNSB5tKdGxlfwAdGWKCMWGeEk4naluJ3FQUlRhigahYquHxAsUepYoIIAJlZU4EGLFG9/spWRXVbJRiAO3IIyRQ2bSreOEtXfUTMOMs7uJWh4U17UR5S8nWCHFpqZ6HeVYsxOWmwhJBSkAkJtJBsa4TmRvkAW0LzQXo2dhtCfkYE36L6jyx8eKiWsGSsoaayaYV0LuF8GhFS+GtEEtgXVOp+fiSgKhm9CRPyRewqcBFvG0Day7TDqkdPMIxqY3qApgrNkxVw0eSqG6i5kmgBh/8MQCP117JJYUkpTTb8jC38OFEeUtJ2v8Sy+4FG9LpEwAYLYXPb6bqQzOTpAxzyb7G5hJUAFJTcUljQ3YX9NrC8PfK+9jjkt21IKyYfbzQeB8npTW01BcXiNqtHGTSLzBNZNOgR2lmR6gIHQvFSrTMR4GliQnbecpsLF402rASE6Zpupq/g4/eDcDdZdfwIYeuebLVL6vMZdA1sWC3oE5VdRT1PDH9Ys6fl7IziionuhiU2ovW5hEir5nnZ8Vq1Z0qK05v5lyFo9Xfv/zLv/BXf/VXvPWtb13t/XnJ4Wftb+HkiRruVK7hA3s9QUcPHl5ICDQKjYKERdH1WWrTnbV7uGQVxDj1tg0grNo5LG9mWxFuCYshb9kBolDLsch5bClELNCC1tLGz4cb+XBHgYwRa3GQnI9B2QILyrYDO6hs5cpSORNZlfbaaVFdV7qeJYVM/ZrSsK8mK1pomDrFjGFiWDakwfbCFu5KlaXqPjeH1CcW4+XNta63Yzs2VM72Z3xfmptGScZ4XNrhXuQvAwyfaM2Z0c00g8Y+l/N1panYgxAaXaznkbCcHKrrCxMpky1BTWNeJK3kOVGVMwOF9TDb1pZyLo2JVBJtoJMe6tmyvvBeaYBUDsaEOtzLGBWsqSvN/GFa+hl6NApYbRtWZdhQ/QWL7aVtYONLj5lpSuiyVrAtIIjEhEaKqSSoeaYT/9O/xUCiYnNhAb0dlBrxzOfDDqxihYqELkNc9qOmVibA4vNxyim8tQZEYsJPkvkkBBYtSf2dx5giTFWkuGvKUDQCLhITwQd/CsDDtddwuUtG8ULCKEuSNpVEMZL0qE3sLpJSbyq2FeXKseyK/0BZOzuLCKyT5aJ4mcxwnUndp5jHT1V18XGEoYh7J2Xkv3cWw3/oNwA07nAuJJpmG+WwdFWs+ye1psj7R5ZJoZBZPRSwGA59SmNRCSQQCbhsGhO2daxRUbyV87kIR3fi7OwsV1555Wrvy0sSF1zYwFfU1xJqqqO13mvj8ODhhQQtHCSBSu2ocLPwWRoIqQ07V2W8ivaFDPqD9dcVtTBfjJqGMr6hvJK75YuY3nRhUdv63etD/NmbwmwtVIA2ixK//5jIyHQ3nFe0qvhiyJgkDFk4FUz2c1JqK7rPO41QmBBxorNx/N0nmCbEmvrCgv1gRCRLyodPo0fjjBKhuZDA0kpMxMzMbBtbv+Th4IWsqS2+v9X0CUvd+CLbTalHVOzNUjFTsBITi9w/Krue5qi0jrpIYedSsRITdpuPrT8yUV3Y4lfSNJIomUUJLWhdoqL9G/m8oi2Vk7IPNZO4o2kSnhmiW2oqyfkFkHx2YmKlxsdAReHnWE27rSyaC1JJ/HqUzlCRvfKaDz8JEjkcGQDkiWEk0+A30l4u2FoYQ02y9EqytnL0ivtBbusoaPvLkZD9qBkYE6GeY5yQ2qkvpl1EE0yTRGppoJhKmRjI1BTRXgNWKwcORUkNA/+JJ0ig0rHbvcitrf1BdKWYJyxislSUQHPISkxUzA+veEuzErVKuDinB9lvBfGxlYmJZArMImxiF8OUhZZFTpvVZVCGe5FMgwek3a40waTycjFmDoafbiX9yzuKF0HPpf1gJwz6ytYXfT3ocnZXDtsJRq8rvOXqXIajK/imm27i/vvvX+19eUli70aNP7ylgj97Y3ETlgcPHlYHJjJmSgfDwNd3miGq2byuNM4jy9FQo/Jd/yu5S76Y8g0dJdtuWVDmR+GbuUP9A9avK26uCQUk9m3xFf7gDthuCEsDOPWMaLMotahod3At7XOn0vTJE+oGqitKk/iwqeiJ3l4C0UlOSy20FBgM+iJigZaKJ6mY6OZReTvNNQVsSxI6INl6ndWz4jjPbrqgNG0WlqVufG7hfBp9wq2hvql0ukBJxY+2qEospxLoyAVTbrUyi7FgJSakaSEep1VFCt7HuOTPqTHhf1owro7X7y9KPwEgJWsoGajCkiVS2OdrKcxGNRMyaEHYLAC1vPBznLa+XMSYkCeFBWmx7gKmpYuRjOUOggNP3AvAQ+H9Bbt9Kdbxsa+lFfvS30MSheam0lgDJpSlSbr0OLqBBMUp/Ws+fKSIJ5ZGpZVjZ3hK2kh1kZoxpqKiWW0CeXfl7FEA7pL3u27jANAkKykVz5wstDU55gtomVsO00re2bb2i2EHvNMNm4oaY0HLZGXAWzZyhuPS2sIcoZbBdv/IxWJYDtsC+aeBa9jiohVTtX6TkUNjQh7uZYowbU3FM/xSkpq53QZQLGcTtaz455apZE9MJOfEPOFrKFGr3TkGR1dPU1MT//iP/8jBgwfZvHkzmrb04rj11ltXZedeCpBlidddU87k5PzzvSsePHjIgGeCW1g3d4ZUutf1As5bBX0JEBoOPwjezIxp8pdbSiuu+X9fG+ZXB+NFuzAUC8kSz1uuxO/rPUkXjWxqL63YqSab+IwEnBKOJAO120qne9C0Hp6E0NNCTPJIYAc3hApcGMoyvWoz60YPin9rGmUFbisp+5Cz2IVKnSdJorBpU+F07yWwE01zUagVwb5vfIAuGllTKmYKkFL8aAnrOZlMoBoJDgd2cEOBLVVaeGliItUndDHk5sKrcnHJj5yhkp0e07Iart1aoMXpIuiyhpqhlcMOtiaqOooew0ba1jO2cM9Kll3rXFPhwZad2FsiajoptjtdVZx1uh0opqJxIHsi2bZuNbfuLlj/wRbxJJ753PvH++mSmmgp0f0gknTLxjJNwrEJjvov5PIiElK260cqmoAqLb1t2dBRFIpm8RmKYGTM6aDleYwGDomC6F3lB/jLAnSR9ErR+qBnqcYbPaLFT+0oAbNLlolK/oyuHGZ/DwC+puI0fWznDz1DK0coNokkN1EZLv7ZZrdB6bnJRkvgOyoYj+rWHaguXKlkv9UCk4MxUTY1wNPShpIwHfVcjIlRUbyINxY394CwK1aWi0JbkHrPMEqEmmrPhTETHK2uf/CDHxAKhTh06BCHDh1a8p4kSY4SEx/84Ae59957qamp4cc/FkJDn/jEJ/j1r3+Npmm0tbVxxx13UFEhFktf/vKX+eEPf4gsy/zVX/0Vl19+udvf5sGDBw9Fw++XKYvOErd6XZ+ou4JrChBIc4r3vDbM/U8m2LG2tMmPPRu1gqpOpYZmWdml5haqi3aV9Cl5I1taS/u7B+q2sW72BOZRKwBZX5xf/WLYGiQtT4pn2nDD9qK2J8sS5QkhAtZXtZV9BW5Hl7PoDxgGgclBnpI2sHFNaY6ztJwBYxgE4tN0yhvZVICdbDboWoC6uV5SLNhhakXYIqpl4rvarGhJMAdFK0dVfeEJm/gyHYwlSMZRp8c4JG1i18bi+8B1xYeaYTGv9ou2gWhT6ZhHsi0UuigxkRwYREcuSAclDUUlhYy0SJdDGhbnQS7SXWBpAjSLc4tpog10clZqZufmwplk6ZaUTMKnegpfKkqnsoadxTpyWEgpfkKJ8SWv2a01/kCR97Xfvp+jgHVMEjFkDLpD69hcZFLXDnqTqfyJCfXZw+hIrN3bXlDSSLFabMwsNq7GQC86Mk3NpWEsJ6XMCWFjsA+A+triAlHFbuVY9nukqHANG/I301YCcVUUFR+pFfbA2SDNzaBOjfGUtIHLdrubk20dEDMLi0GKzSNhMhBsoakEul66rCJlGUvvFQmkUH3xRgRCQDRLcWB2Bhmd2iIFNs9VOJrBfvWrXxU90Gte8xre+ta38oEPfCD92qWXXsr73/9+VFXlU5/6FF/+8pe5/fbbOXXqFD/5yU/4yU9+wtDQELfeeiu/+MUvUBRPg8GDBw/PLaYbN8Pkk/hPPME8flp2FF/tzIVd6zV2rX/+EwirBb8VECZnFxIT2hlB2T1esZeLS5z08YfFQjtw6jBjVNC+trxk2460Nyz5d3B9cZW37qrtNA+JRexMS+EJlJTsy1gVUruFndvj2i5uKpH+gB202pohskWHHQy3s60AO9ls8Mk65eYME4Da3wnAdNOWwjeoicDVNz8JgDo2wCiV1FcXHtgl5cwUewCtR/SZ/0bbx2tLkHwzVB+qsZJpafSJO4ayGwAARvpJREFUxXWwpXSK72n3jEWJCYb6SKLQWFvEukySiEkBlEXJnOSkSMzJRbo/2Amz5cysxbBFWu+VL+CqdYWfEyVoObJkaBlQRsT9PFzuXBAwH1JqQLDAFkHtES41UzXFCQRKy91qAGVC6Cb4g8U/lyQrMRFPmjnZF9LMJOrMBI9I27lwW2EBfToxkYU95h8f4LTUQluJ9N1SkpYxMaFNDNFDPQ3VxY2j+MTvMZZpmcgzQlxzuLJEmj4WKz6ZSAH59zlgOQ39t3Yt/8dlQUWyLDwzMU0AVMsWerrI69qGLmVvsTCHRFI00lg8m1BX/QSzJCZ8cxM8LG9hXQnabs5FPGdHZd++fVRWLs1aX3bZZaiWnc+ePXsYHBQ0mnvuuYebbroJn89Ha2sr7e3tPPXUU8/Vrnrw4MFDGvr6rem//1W5kfM2nbtJg+cCgTIRMPjGF1wjtLPHADDWbi75eNF1C0Klv5V3saFETAGAgF+mWxECVl00sr6tuEr4ZJO41kappH1DVcHbSSkamrFyUeS3aOt9a/aVLEhSLJ0AmwFjaw/M1JVO+BJgprIFFYNEXMfsFu0KgfYikoSSxLRcjm4pvJVP9dIpNRflX5/M0vsPoJ1+GoDp1h1oLqjO2WCqmc+xNNDDGBU0N5SOJuwrWxnkl4120Sc10FRksCVsYBe1iPSJQKSyqrh7SbIq/4tZHsthtwqcadhHWRHtD3LakWXlWGqvuFbn6kvnUKOrfvzLaOLmrKiaJ5qLu+8WEhOLGG1zQrdkpqr4pLykqWjoJBK5lRV9zwh29v2hywq2t7YTE2RqE9B1QvFJ+tRmKstKMxcmFQ05wz2pxKOckNcWbUGp+cT3/dMjS16327d8laXR9LFFQ1NZmCbL4X9KtDJOb7zQtXC17WaSTROJbpE8TK0pUgzXgiGrGbV5QFzzJ6T24jRaLOiacKsyjGWsk2SCYGKahBIonQbQOQbHK7SzZ8/yi1/8gv7+fpLLbvI77rij6B35z//8T17+8pcDMDQ0xO7du9PvNTQ0MDQ0VPQYHjx48OAW5ds2c/sv3ouPJCfLtvPKFo+5VQy0OkH9TiyiiUpnThBDo31dFsp1EQis7Uj/fU/lAS4scZWiJ7yetul+7lcv4KpCnUosGDvO5y+O3Ea31MRftxeRAJNl2qI9LK8LqceFfkXtpuLVzW34wyKAFOKiO5GtxIRZrLXbMhhl4tqI9w1Q0dfJLAGaG4sLXqe0KnzxeaTYPIqpMxxoor0IR5iU4seXmM34nnpcBFp1G0tz7CVZpt0cYMgwlySZwmNdnJE2sKYYJsMyhMpFsLo4MSEZKbqUNewoMqhLyH6URYKhiaTBGBVFi4Nm0sVYDvWEOCcN24rsKbeSIFIG4VOpR9wPcmtHcWMsQkoL4DfjLObL6GcFY6K8PlLUtiXruJmLGROdgmnlry7B/GwFvYlYCjIIRdqwNQuSm/cWnES1Wx8yJSZsMeSpypaSaQ7psg91OVMtmSCQnGU6UE2gyFYEqUrYSybNpfeGHhVXQqoE2giwyGbVSWJCT6H1nua0tIZ9293Px6ZVnM4mSJk6K5IuFeuLY1ClIUm0JHozvlU9epJj8h42lqDFwlD9BIkzmQL/ohyxbFnHToZLx2g71+BoFXXvvfdy2223sW3bNo4ePcqOHTvo6ekhkUhw/vnnF70TX/ziF1EUhVe+8pVFbUdRJCKR4rzBnw8oivyi3G8PC/DO4bmBTOexosLkmbLtzM6bvOGSMqqrPQedolARwEBCTUTFsdZ1tPF+jkjruWBbGZFIcYyU5edwW9jk/er7iJjTrL1gQ8nv0+PnvYXf/qadvo5LeWNDcdfG3u1+Pi3vpLlWYUNH4dWvEUVlVgrSuPi36jraaB8npA72bS8jEile5wDAt6HV2r5BJBJCPylEYtdurS/4WGe6D4ea18BToMxOUz7ayXGpgx0by4hUFh6A9/rCdMydJjQ9AMBUpK2o62PEF8AfG125DdNEGzjDWamZPVvCRCLFu/rM+VRiaPhDQcIBayEdjyFj0qc287K2cMkCLjMkjrGiJ8Rvi86jGQmmKluoqsp+zTt5Lg6qfjQ9nv6c2vsET0kbWNsSJlJe+LmN1Yog2k8q8z6kkmgTQzwlbeDiXUXeD2YQHQmfmVgxVqJfONSs21hDJFIaV46eQJAACbSKAJIszn18oBMDiXXrIkX9lnhtBACfKY6bosiYljtDeP26oufPWUsXJiDp2bdlmmgnHmeKMOftqSl4TNMQlHyNlWNJxwUzx2xZX7JnwpDqQ00uvQakU0LzhfJI0eOYZgQA1Vx6TccsO9q69uxzrps16pzVbulX839HOvwwAL+Vd3PDhRVUhF3esynxvK+LDWYcK9F/ilkCbN8UIRIpnu04JcG4VM7a5WMl4siYJP1l1NYWv8YbDYUJECcYDlIRXkh0SIOTABg1Ta6vh5dKnOHoLH/hC1/g3e9+N+985zvZu3cvn/rUp6ivr+f2229n7969Re3Aj370I+69916+9a1vpR+iDQ0N6bYOEAyKhoaGbJtIQ9fNF6W7RSQSelHut4cFeOfw3EC28/gPby9ncNxgW7vqnecSICQFqR4/zeTkPGr/WaqAo9pmrgokmJx06HGfBZnOYXTtDg51pfj7jXLJz1/7+grueOgK3rAhUPS2VeDz76lAkSlqWxPhJhqmhpiYmEs/V5X+s1QDTypbuKIqxeSkC5P6HDA1EWQHB04xOTlPzXAXZ6Vm6iv0gn9DxvuwVjBt9IOCNnxKW8dFRozJySKCbwkSpoL89CHKgFhDR1HHPSn78BnxFdtQhnqoBg7Lmzk/UvhxWYzZUB0+UnQNzVFtJWe0s8eJIKrAU1OZrSsLgmlSjUxyLsrk5DzamaNEALksnPO3OHkuJpUAcjImPmea1Jgwr4QwU8Wd27ghvhudns24D2rXM1QBh9VtXFuC+yEs+TFj0RVjVQz30EUj1eFUyeYeXfGhYNA/MEXAYiyp8SR91BP2JYv6LSlJBFFzEzNMTs4TiYQwThxmijDhgFH0b9Atyv7MyCSTk5mTr8pwL9XAw/Iu2usLH1OK6tQCyWhsxTbkoyeoAYw1xd3zi5GUfWj60vvf3z9ABTBZs67ocaSYSS2gz80t2VZiTqccCIeyPzfcrFGTprh3psYz3zuLUf7gPajA8bZruC4ZZ3LS0RBLUAfMmv6MY9XNDHJUXk+tGmdyMrNmgxtMButRY8MrxlK7n6UKmChvKcn1kJA1VAxGh6cxqhYoE77hUSoBqaLC9TjnWpxRV5dZ78sRX+Xs2bPceOONAGiaRjQaxe/38yd/8id8+9vfLnin7r//fr72ta/xxS9+kWBwIZN8zTXX8JOf/IREIkFPTw+dnZ3s2rWr4HE8ePDgoRg0Vivs2aC57p/0kBmSZJI0xOPHd/QRAEabdpZM92A5/uyNYf7iLWVsKrHjB8CeDRp/8/tlvOKS4qvgAE01CvVVxdHwdV+QMDFSi+IT32nBZBhq3FkSjQMbkiYWXcmUgTQ3g4zJM+r6kvTpLkZVq/B8bzrzEAA9NTuKZgSMR9ZSa05iWDT4wLri+vN1LYAvg+CZ/4i4xs/WnVc0nXtho35kTBLRhfYBxRJzjDWVph87DUkiIWlUzwhhTdlqT4g3Fa8joqt+WhNiu9L8LDImvZWbiz63iuWUIWVp5bA1DMbWlOZ+iEt+1NSysQwDf2KWbrm5pPeDrWkRm1kYr2q6h2PqBiJFttYEKkRFdrH4ZSplYiBTW4I2OL1CJBhztQnY98vBiouLGtNULfZdJv0Ci8lS3xYpePvLkdKCK7Q/JIvNoDYWZxUKYFpz7XKBzYq+45yWWqiLlKZ9y27l0BP5iwS+EweJo9G2pb7g8ablcpQMoqHSzCQAA2UdJVsbGIqGZq78XVqXaFcqlTaSbburzy9NEBsnjwPgayj8eJ3rcLRKC4fDxC1/5rq6Orq7u9m0aRO6rjM1NeVooPe97308+uijTExMcMUVV3Dbbbfxla98hUQikbYb3b17N3/3d3/Hxo0befnLX86NN96Ioij8zd/8TcGOHLqeYmJihFQWVd4XAoaGJEzTmS2Phxcm3JxDVfVRVVWHopQ+SPLg4cWAnuA6OuZPMg9oT/0WAG3zplUbrzwks3fT6glNbV/7whJENQIhgsTpj6bQysW+Kc8K8UX/liKcLLKgR1tD/XQnfivJNFi1ueRJJl95iBQKwaSl4bB5Z+4vOIAcFpTditMHGaec9ubizqNhCZ4tX22ozzwp/r+lODvZxdAkkXXSp6eh0QomewQ93dfRUbJx0uOZKeKG1Xve1QmA2l78OH4pScJaiqqDYrv+iuKp1KoVvJPILEaqnHgSgIqtpbFVjct+lNTSsZRRIfA7UtbGlhI61CgBOzERhcZKJKtvXfVrJUjo2A4sCwFVZOwMD0o72VCCxMSC5WX2NblqWTuX7SryfrECeSnDNRAc76WfWlrrSvdcSGlByswYpmmmz4PRKxIgFY2R4gdQNVIoK0RWDd0AoLq8NNeYbOmAGInMug82pJkJ5GScJ6RdXFSgcwpAUtaQMiSPfJYo9nTdxoK3vRyG6sNnJjCWafPoU8INyGwpUVLXZwkGx5baFSdm5gAobyxc3Ppch6PIaNeuXTzxxBNs2LCBK6+8ko9//OOcOHGCu+++23Erx2c/+9kVr73uda/L+vl3vetdvOtd73K07VyYmBghEAgRDjeWrN+y1FAUGd2aWDy8OOH0HJqmydzcNBMTI9TWeuI3Hl6a8KngMxLMGzq+0T7OSM1s7ChN/7UHkIIiUI1OzlNRLhZFSt9ppgmxvr30x9knGyR0CfX4EwBMrz+v5GMgSaiIYPyk1MrWjcUHr6m1W0AUsDgltdFapG2g6fPjJ0kqoaP6Fral9Z5kiGq2rC8NqwYgWS2eH6n5RUHXQA8JVNY0lW4cGz3BDvwpsaiWh/uIodFYX7xOyUSkg4bJU4ylTOROIXSnlyA4UK0AW8rglAEQGDhNL/VsXluaY5WQ/GjLEhNqn6iWz9Z1lGQMG3byIDErfptmuTKMVJcgyeK35oe4lZjQdVQjieJTSsIYTCcmslXjTRN//2kGqGH7piL76WWFuORDTixrazJNQvEpjvp201FCZwTDFyBkxpjTQbPNJmbnhFBvXWkKUVEpgJJc+nsqYyM8FHoZF5TKaclvMyZyF3QDB+8D4JGKS3hLTeHHUdhbrxwr1SXuH33d1hXvFQxVw0eKuWWilEZvJ2NU0NhQGu0lWxBXn186//iHujgptRZlS32uw9GV9MEPfjDtknHbbbdx6aWX8otf/IL29nY++tGPruoOFotUKkE4XPGCTUp4eGlBkiTC4YoXNIPHg4fVxljjNjRS8LjQC/iN7yK2rEKbxUsVAZ943sVHRsULhoEvOs2T0mY2Fmi9lwtDkY20JnvxP3OQefxs3hIp+RgAv2p/AwCf87+tJG05/nULAfBvIlenj1vBsOi78bmFwEGam0E2DZ5QtpX0Glcs94TUorECk4N0SU1FJ1gyIaGFqY0PA1A+0U2X1ExTdfFBnRkqw0+S+Zk4yR7R0hFe11r0dlW/Dx0pY2JCGRFMhifU7axtKs2xSqp+VH3ZWH2dABhtpWFl2LCTLgnr3Evj4rzMNZagsqxqGEgE58fFtrueBWAsUhqXHdvC08jSyqEMC8eEB7Xz2dJW/P0SlwMoyaXnRZ4U8+JERfH2p4th+IIEiRNPLLBnQ5P9PCFto7lELjlxJYC6KDFhs2V8gRLOLb7c58iG7fLE9vOKirF0WUNZ7mYC6H1iPqjtqC1428thqD78JEimljKc1XGha9hUU5rzJPmzuAIlYsgYRdlSn+twdCW3ti48JILBIH/7t3+7aju0GvCSEh5eSPCuRw8vdfgjQvSs7s5/BGB406WoJdQ9eKnDbBLP7Pi0qHCr3aJ/tr98HVtXwTtdDYgqqGwa/Ea9gB1rVyfJ1L37FVzffwUXbAuVpHpb1xDikLSJ3eZJ2HlB0dtTrPaB6HSMcJW4xrVOQUfur9nKvlLpSwB+OxCZGAG2QCqJPzVPl28vu8OlP8c+FcqNaWYmx1GMFJ2+Ns4LFT+Ozy8CgfnBEaqGe5kmxJoibWABkCTi+DPS+H3HHwegq2kfl5Ro3tFVP1psqTBdqlcE2Y3tpaVt+8PiOkta/evJXhHAlTfVlGT7MiaBuKC2G5MiQTHTuq0k21YtxoSRwcITQLO0cAbWnFeSezwuB1CXJyZ6BcMk2lgaPYE0AkF8pIjOJykL+cEwCCZnUPxq8UlPCwkluOT3aD1CH2equqMk24cFfZZsbVA2Al3H6ZSa2LWtcAcpEGKuwcTcite1sQH6qaWtoYTPE00kJhbblQOEZkc4KW2ksQTJVlg4hostlgHCsQke813EHk+vLCscn+14PM6vf/1ruru7eeMb30hFRQXd3d1UVFQQiURWcRdf/LjiigtZt24Dup6iqWkNf/3Xf0d5eWY10mK2n0qlUBSFG264iTe84c3IcvYbbGCgn6efforrrruhZPvhwYMHD06g77oYHvkmAKNEWL+jeGEwDwvwR8TzJTUt9Bh8Rx8FYGztvlUZb2zL5dB1DwDHO17Geau06Lp6r59ovJzr9pWGbquqEv+v6f8yNhLlQ3uL36ZNsV8sSqgcE1VFc2PxmhiL4WsU4mnxqOgDV0b6AJiMtJd0HBtz1a0Exp9i/JSooPfW7aIkDTtr2uEQzI9OUTVxhmPyeupKoGUAQvdBSq4MruQThwEIbisdRVzXAgTmJ5a8po320kUj7aUMrACf5cShWVVes7+XBCqtraWxsh72NWDqom1q7tlT+IBIU2mSK1rA1i/Iwho9KkRJI9tLoyuQVANoqaWtD4kzQrxVWVdaJktalHR6Hmr9qP2iFWGqoqVkYyTVANqixIQxMyPGLKHgrRK05sJ45jYoEE5DAIfVrVzYUdz1rUoGdakxlqu0RWb7OaXtor2UidZAAAWT2FwCKq0ETDKBYuqcDW+ktUSJSp/1LEgtauWQYnNoRiLNdvOQGY7OdldXFy9/+cv58Ic/zOc///m04OW///u/86lPfWpVd/BcgN/v51vf+je+853vU1FRwY9+9P1V2f53v/t9Pv/5f+a3v32Ib37zqzm/MzDQzy9/+fOS7ocHDx48OEFDWxVRxMP5c/7f5fxNhQtneViJYJVITARHhRiidEws9hu3lm6BvBh1e7bwPvV9vFd9P427SydUthyhgMRrr1rqC18s3vOWGl5/SyPtjcUHj76wWOjGZhdRrU+fIIFKx5bS0ZEB/BWiSmnMiSq92i0cORJNpaHcL4diFaCCD/9MjLe+NOc5XFsh/n/6MDImg+H2kgmnJmT/Cho/gK/nGfqoY+fG0mlxmJofn7EoCWKalM8N0682UlNZYiHYhgYAUnGRlIoMP0uv1EBbQ2lo6LO+KgKWnojd51/bXleSbduOD+GZ4Yzvh84+xRBV7NhUmiRLUg3gW95i0yN+U117ae9Ju0oem7FabCbHAJhcUzrR25S29PcYzwpGVllDZbavuIZsuSRKGe4dG/6nLHektktQixR2TWih9HrAht2iMlmxpqhtL4f92+IzC+wmZXJE/FERKdk4/jKLMbEoMSFPWeyjquJb1c5lOHq6f+xjH+PSSy/loYcewu9fuHiuueYaHnnkkVXbuXMRO3bsZGRE3ATHjh3hne+8ld/7vTfxR3/0f+ju7gTg9tv/L6dOCXrWrbe+OZ1k+NrXvsT//M+dObdfVVXNn//5h/jP//w+pmkyMNDPH//xH/J//s9b+D//5y08/bSoFHzpS//E4cOH+P3ffzPf+96/Zv2cBw8ePJQaqirx/7Z+hI8qf0Dz5RcQCni0xlJCqREL7kTcAF0nNN7HCamDnetWxz2kJqKw9xV7qTpvJxdvf2E5lORDY7XCteeXpoLltyrZjFsLXdMkPNXPM1JH6TVUQiJwM6OCFWNXgQPrVicxITWJpFZVvwiEOraWxu4u0CEYHg19glkyU9tRku0CJJWVThkkYqipOCfVtSXTlwAw/ZYji0URl6dFEDJVvqbk7ZuSxbitGjsNyQSqkWQg2FYyO2vdH2J9QrQ7+Ee6GSHCmvrSXL9mRTUACWNl+CHNTqGYOif8m1lTIrcMPYOFZ3Csl0FqWFMi3QcbWthyxxkXCYlkp0iAhBtL02IDwgo6YCwkPmMJIbpeVVc6FrapiXlMztXKcUTcrzW7Nxc9XjRUjc9MkNIXOBO2JXGyvrQ6IHbyKL4oeaxYrT1ybWmSbwD+8sWuHALSoGC1UV26cc5FOJppDh06xPe+970Vlp1NTU0MD2fOer4Qcd+Tce49VFrRwav2+rhyj7NFja7rPP74Y7ziFbcA0N7ewT//81fx+3389rcP8+Uv/zP/8A+fYteuvRw+fIjGxiYURU0nCQ4fPsTtt38w7zhr1rRgGDoTE+NUVVXzuc/9M36/n56ebj7ykb/k61//Dn/0R+/mP/7ju3zyk58HIBaLZfycBw8ePKwGXv7Ktdz9WDOvvNxz4yg5FIU5KUjT2HG0rhMAnC7fxoXlqye4dcNFpXeCeLHBVymCg2RUrDPs9or+8nU0llBfAgDNh4FEzZRgxfg7j2Eg0dpWmkrzcvh27oL/FX8/ru5gc4kSLbLfTxwf9bPCVjG2fk9JtguQVAKoyxITvlPCNneyflNJLW0lf4AAcYaiJtWahGIxWGINHSUbIw1ZrMXjSVB7xDilTOiomkIKhfmoTt3cEEd8W2gokUaCabkVyPHoive0ZwSza6xld8mSObovQMCIL9hDmiYVsVE6fdtpKtFvsuErF8+ypBX0Gn3imq5qK10gavqCtJmD9CVNfJpE2cBJTkqtJdNGgEXnKBtjwjAID5+hi0bO21w829HU/ARIMJEwUYPinMROietaWVu6FhVYSB6l5hYYE6lnxTNSai9hO0wG293UadEGpzU2lGyccxGOnyyp1Eo/24GBgZJqJZyriMfj/P7vv5nR0WHa29eyb99FAMzOzvLRj36EPkt51j7Gu3fv4Yc//B7Nzc3s338pjz/+CLFYjIGBftraOlyNnUql+NznPsHJk88iywo9ls95oZ/z4MGDh1KgLqLw5gNF2sF5yIqkEqAmOoDx23sBiO++9PndoZcA/HWiGpyaESwG5ZiwT51p3136wazALaGLgKR8up+TUistJa4C2ygv93FnzeuITJzlyOZX88Yi6duLEVOD+FMJ4mhs3VW6IE5X/fgSSwUpjSeF3oq+/fySjQMgBwIESDI/r1NdIZM8a+kYlDDYWYyeQAfNs6cxrMq13rGlZNuer19LcPAxomc6ARitXEvJQilVI4GKtNzCE4gfPQqAf8/eUo2G6QvQyhBdCQgFQJqdBGCyooVSG7b76sW1a8wJ3YfQ8BmmCJfMKhRAkwWrYHZep7pSpWxumCGljaqyEiadVZH0lDPoswAo40MAnAxvZXdFCcb1icRENAFhu07R0wlA1frStnL4ypYmj2Ch9aampYQitT4rMRFfOIZ2+0i4xdPUygVHd8ull17KN7/5TT72sY+lX5udneULX/gCV1555artXKlx5R6/Y3ZDKWFrQMRiMd73vnfzox/9gNe97o187Wtf4rzzLuCTn/wsvb293HbbOwHYunU7J04co7l5Dfv2XcTU1CT/8z93snmzswdPX18vsqxQVVXNN77xFaqqavjWt/4dwzC49trMi9Pvfe9fHX3OgwcPHjy88DFW2c76sScxjtwPwOaLS6xA72ElwkL3oWJUULj1Y0+Jl3fvWJXhekNraYmeRZ4S1PHeys3sWEV3m8Y3vYZ7D8a57sLSsmMe2/pGWo/8nPvKr+JVtaULsHQtgN9YKkgpd4lKbMf20oaltvBhdCYKjRqGVdypWb861VFNMUkmJELPCEZtxZbSJUDsyn/ocSFoO9dUWt2YuBxAzmDj6u8SbUJbtpYuQNQkS8QzmiIU0JA6bSZL6VueFKtQGxoXTKny+VGOqJuoD5funozXt0P3b5ganaU6GEQxdSbLWyip74ssk5B8WRkTsiXoO7N2T0mGkwIBYRk8m4BKcR8FxnqZJsya+tK2Bmpp7YeFxERo6DTPSm201JUwqWvZ7kqLBEQDg4Jl0ljjWaPngqMnwF/8xV/wxBNPcP3115NIJPjTP/1TrrnmGkZHR/mzP/uz1d7HcwaBQID3vvfP+I//+C6pVIrZ2Vnq6kSG9ac//d/05zRNo76+gV//+pfs2LGT3bv38h//8V12786vgT0xMcGnP30Hv/M7r0eSJObmZqmpqUWWZX7xi5+iW0rLoVCY+fmFSkK2z3nw4MGDhxcfjDahOC+bBk+G9lBf7S2GVh1Wb7ZhVckqe48yRZgt61anzUXTFOr0UYxDggUQby+dy0QmbFij8oc3h0smspje7quv4e5r/571r7++pHoMpk8IUhrGQu965XQvx5X1tNaXtq3Jp4nt6eOjAARGuxmjgvbG1dFcmahZT6sxSOV4Jz1yI+tbSycgrFn0+bYTd4t/by2deCNYlpfLGROmSeX8MKd960oqbhuvFxoms+NivOgZkTSU15VepNcMicREIppMJwuHIhtKek37LKvt+dFpdEuYNNZY+iRLXPZn1ZhIHhHJsMrzSuM0pJYJ5uT81MI1EZkfpN/XjFbiRKtq64BEF8YKz48iKxJlJbA/TkOSiEmBJcmdsplBJFmiqtzT1MoFR2ehoaGB//7v/+btb387b3jDG9ixYwe33347d955J9XV1au9j+cUNm3awvr1G/nlL3/BW97ye3zpS//M7/3em1YkAnbv3ktVVTV+f4Ddu/cyPDzE7t2Z6W12q8hb3/p63vveP2bfvou59da3A/DqV7+On//8x7ztbW+iq6uToKVIu2HDRmRZ5m1vexPf+96/Zv2cBw8ePHh48SG8/xISqKSQ6T7/d57v3XnJoD+8loZoL/L4EIqp80z5LsqCq6PtEa1tQcUg8djDAJSfv2dVxllthIMyb7g2yK71pQ3i5YCfRsaYnrMEKW1L1eqOkgtSam0iAI6PTIggOzbKcHBNyQQplyNYXZH+u6vh/JIGcGUtCyyPGD62bStpPZ6kFkBNLa3GGyePAzC0Zk9Jx9LKhebK3IRorzD7Ret09bpSN3IAisKkWkXF3CCGpSegt5SWqRYqs2woh4eZPSFE8n0lcshZjKTsX3GObJQNPMsUYTatLyvJWGqZOEfxaeEEI8XmkTGZrCi9e4Wtn6HZ1r6pJD4jwURZ6cdKKr6Fdhg9RUCPMhZsLvncc67BcQklEAjw2te+djX35ZzF3Xf/Zsm/P/nJz6X//o//+BGKIqPrBu94xx+nX3/729/F29/+LgBqa+t44IHHs27//vsfzfpea2sb3/72f6T//cd//B4AVFXlC1/40pLPZvqcBw8ePHh48UFrbeWhP/g6/cM6l19QmgWkh/xQNIXmuT46H3yYGmB6x2WrNpbZsg5O/5o148cZlyrZsN7T/FqMoKIjYzI+lSRS7id2UFDQ57ZcVPqxakSiwBwZxOjvBWCicSulNaRcgP+a6+DJ/xJjXn5dSbdtVlYzrtVQnRzj4dZXsqPEIpEpNUhFbHLJa7NPHKQBUM7fX9KxApatbmxSBL2BsV7GpEqaSqj7sBiyDKHEFLGnRRtXcGtpWUy+VqG5kJqaQZoUiYnabR0lHQMgpQZQMiUmEnGCqTmOV1xEa4muC1+5YDHEZmyL2k4A4qvABDEsVotvXtiR2omq+fqOko+VVPwEE9MASJbuyHDDdlbHtPvcgaM7M5FI4PMJmtjQ0BDf+973iEajXHPNNezbt29Vd9CDBw8ePHjw4B7bN4TYvuH53ouXFqLt22DyFK0P/TsALZesgvClhYrd2+E+8fezzZeyvoQuE+cC9OYOOHUfMyPT0FJH7JQQpGzct63kYxnVwj41MRNl5snDNADSltJQ3TNBravj6Dv+H0PjKXbsKb2Y3tyffopDx0bZddlGMFeK3xcDRYEGY5SobqLaIqq9nQC07m4v6VjBchG7yKODYG6kbq6X46Ht1JZQvHUxJitaCYwOQ18nMTQ6tpTWGtKsEOyV0Fg3lRNnmJAqqawqfatYSvWjRVe2cswdfoo6IL62dO09/grBmEhZ4pBzJy3h2FVgguALoKOQSohreubEKeoBeW3pH5SKLFEdH8E0Tea6+qgFyqs9we98yMkvPHPmDDfddBO7d+/mVa96FadOneK1r30t3/zmN/n+97/P2972Nn75y18+V/vqwYMHDx48ePDwgkV4mxCpVjDoLN9MTe0qCm43tdLztr/j8A0foOVtb1y9cV6kCEREdTQ1MABA3eARZqQyGupKf07MgAiuWiaOolrigA17N5V8nMWoX1vHzvObVoUaHqgqZ9ela4lUlk67wkYiWEkKhbnogvZH2/hRhn0NJdcUoL4ZgPmZGImBQfF3fekr8TbU6iraGaR15hTD/mYCJWabmGHBzJmbS1AbH2KorK2k27ehqwF8ehzTNJe8nnz8twBE9l9QsrHkgCV4OSHuU7NTJCYatpS+vQJgVqtEjQnnpOQZa6wdq6DTEawkZSpE4xC1ki2BjtIm3s5F5ExMfPKTn6Suro4vfvGLbNy4kXe84x1cfvnlPPHEEzz22GO84Q1v4Ctf+cpzta8ePHjw4MGDBw8vXGxfEKkO/9H/XfXhAlu20nzlBfjLPV2o5fA1iGr17NgsU2PzVKSmGK1apaBUkpjzV1EfG6B1/ChTaoTy8tIH9ecCkhW1hIkxPS+C3omBSTRSzNSV3lrVKKsEoGboBJMPi7ZnX4nbKxYjvHYhURDfWrrgPQ1JYtYX4eUzdwFgtK8CqwAwfAH8xEkkl75eOfgMKRRq20to61sl2EaxaEKMMXKSeSlIJLI690/SF2Jt/Cy6blI7cAQdmara0jMZEpUNVJhzjE0bSL1CqLRmi5eYyIeciYknn3ySD3zgA1x11VV8+MMfpr+/nze/+c3Isowsy7z1rW/lzJkzjgb64Ac/yP79+3nFK16Rfm1ycpJbb72V6667jltvvZWpKavnxzT56Ec/yoEDB7j55ps5ankbe/DgwYMHDx48vGChKEy88++Y+KOPQnVpadwe3MGM1AAQHjhJ192PAODftWfVxkvWt9DEGAoGcy2r65DyYoZWFiJInPEJEfWOPipcHuSd+Z3n3MIMiIAzGtORnnkagNqLMwvJlwLJi1+W/rvqlptXZQy5pib9d/Xll6zKGPj8BM048/EFxkQsblCfGGK4orTJPTMsmE01E2dJJXXqEsOMla0p6RiLoagySRTGpg1qE8MMhjtWZ5yyMA2MMz6RpHLkNDHJTyi8Oi495xJyJiYmJyeprxeZrLKyMoLBIJWVlen3KysrmZubczTQa17zGr72ta8tee0rX/kK+/fv56677mL//v1p9sX9999PZ2cnd911F3//93/PRz7yETe/yYMHDx48ePDg4XlBqmMrqfbNz/duvORhRERiKDLVTfhpIULuu+SKVRtP3bhwzv3XXL9q47zY4a8UbS8To0JTQDklio/lu0qv/QEwWdXOBfoR2maeYV4rR/WtXnBoBkLM/M67mH79ben2nlIj/qo/ILbrUuavuAWldXVaOfAHCBBnLraQmDj7lBB1TbaVuEVJFvbDsbhJz1NdACRaV2/+TDStZYPZy0P3id8Ta1mdlqtQhWCxPXtkhKbUINOVnuylE+T1sCpV79q+ffuWJDUA7rnnHl71qlcB8KpXvSqtV2G/LkkSe/bsYXp6muHh4ZLshwcPHjx48ODBg4dzHLJMIhThPOM4FxtPk1L9mOWRVRsufuHLSKzbTmz3pRjrPcZENgQrBIthbmiMWNykdewIAGZkdTxMAmUBapimjBiJ1tXV/QCIXXAN8b2rlwBLtW1k5k3vZe7lb4VVsp5UggGCxJmaNdKvzT8pmC1le0ov6jpRvZbt+klO3vWEGOOC0rNnbIQj4vqrfOwX4v97d6zKOLagZuyQ+E2s27Iq45xryOvKcfvtt6NpIruYSCT467/+awKWUEkymcz11bwYGxtLMzLq6uoYGxsDhPNHY+OCynBjYyNDQ0Ppz2aDokhEIkv7hIaGJBRldTzEnWBqapLbbvsjQPxeWZapqhKqul//+nfSxzbTPh4/foyf/ezHvO99f55zjLe//ff56le/VfS+Hjz4OH/+5++jubmZRCLBgQPX8wd/8M6Ct/fqV9/EN7/5XSKRqrz7+JOf/A8XXrifujpR4fjYx/6ON73praxdW7wH9H33/ZpTp07yB3/wDr72tS8RDIZ4y1t+b8lnvvWtr3HXXT9Ptyl94AN/yb/8y7cYGOhjfn6eyclJmpuFiNKf/dkH+dKX/on+/j7uvPMn6eTdhz70Zzz22CP86lcPMjExwd/+7V/x+c//c8Z9kqSV16qH5x+KInvn5UUO7xy++OGdw3MDL4TzqKzbiHzkMQCkS162uvsTCcHtn0QBIqs3ynOK1TiHUm01ANGBER59Zh2/Y44w17SRSNXqMAzkvRdBzzMAlB14OeZLcG5xex7VmjKCJIglFSKREKZpUtF3HICK8y+AQImPYVijanyUthlhgVp9wfmgrQ6zRdqxG377M15v3A1A5cX7wV96ZxNaRDvK7+k/AaDqovPFHFEgXgjz6XOBnImJV7/61Uv+/cpXvnLFZ2zGQ7GQJKlodoaum0xOzi95zTRNdN3I8o3VR1lZBd/85r8B8PWvf5lgMMSb3/y76ffj8QR+vy/jPm7atIVNm7bk3f8vfekbJfmNum6we/cePvnJzxONRrn11jezf//lbN68kOVLpVKoqnP/Z10Xxz/fPv74x/9DR8c6qqtF79wHPvBX6X0qFt/97rf5+Mc/i64bGIaJYSy9Jo4ceYoHHvgNX//6d/H5fExOTpJKJfnYxz4FiITNf/zHd/nkJz+f/o5pmpSVlXHo0CF2797D/PwcIyMj6X2uqKikpqaWQ4cOsitDT6tprrxWPTz/iERC3nl5kcM7hy9+eOfw3MAL4TxqF7+cymNPYKo+Ji99JYZ3XbnCapxDpaKRasAc6uPx/36c3wHM7XtX7VqRN19ItfKvGOFKJtp2wEvwGnB7Hu2iaX/vFJObZLqHdNbHT6HLGpMxIFbaYxhuXY/W8yyXm4cwVI3JuSRQXPE7G+SqFmyVDr2sksmoAdFVuCbKGqgDapkEYKp+PWYR194LYT4tJerqyjO+njPCvOOOO1ZlZ2zU1NQwPDxMfX09w8PDVFeLLGpDQwODg4Ppzw0ODtLQ0LCq+/Jc4h/+4SP4fD6effYZdu3azYEDN/C5z32KRCKO3x/gQx/6G9raOpYExF//+pcZGhqkv7+PoaEhXv/6N/G61wl7sAMHLufuu3/DwYOP841vfIVIJMKZM6fZvHkrf/M3f48kSTz88AP84z9+jkAgyK5du+nv71sSaC9HMBhk8+Yt9Pb28MAD99Hf30t/fx/19Y2897238+lPf4yhoSEA3vOe97Fr1x6mpib5yEf+kpGREXbs2LnEZsjeR4Dvfvdb3HXXz5AkmYsvvoQtW7byzDPH+du//Sv8/gBf/vI3eP/738O73/1etmzZxt13/5zvfOebmKbJ/v2X8cd//J70Nl/72jfy0EMP4Pf7+fjHP5NObNjo7u5C0zQikUjW3zo2NkplZQSfTygA5/rsYlx77XXcc88v2L17D/feew9XXnk1nZ0LYrCXX34ld93184yJCQ8ePHjw4MHD6iK5fiejf/evgASK8nzvjgdAt9pptqdO0aYLi8jErktXbTyjuoHRv/1XkEjrGXjIDVUWxbv46DhQxcETMc5ngtm1q9NikWrfDA/9TIy5+7JVGcOGEanDCJUjz88wf/XvrN5AykKIrVfWpIVYPeSG89L3KuCaa67hv/7rv3jHO97Bf/3Xf3HttdemX//ud7/LTTfdxOHDhykvL8/bxuEE/oP3EXj8V0VvZzFiF1xD/LwrXX9vZGSYL33pGyiKQiw2zz//81dRVZXHHnuEL3/5n/mHf/jUiu90d3fxhS98ifn5ed785t/h1a9+7Qr2wsmTz/Cd73yf2to63vWuP+Cppw6zZctWPvWpO/inf/oKzc1r+PCHP5R3/6amJjl69Ahve9sf0tl5hrNnz/LFL34Nvz/ARz7yl7z+9W9h9+49DA4O8v73v5t//dcf8s1vfpVdu/Zw661v56GHHuDHP/7vFdt9+OEHeeCB+/nKV75NIBBgenqKiopK/vM/v59ORCzG6OgIX/ziP/L1r3+X8vJy3ve+d3P//fdyxRVXEY1G2b59J+9855/w//7f/8f//M+d/P7v/+GS7z/99GE2bcrd17Vv38V885tf441vfA0XXHAh1157gL17z897jM4//0I++cmPous6v/zlXdx++4f49re/nn5/y5ZtfPWrX8y7HQ8ePHjw4MHDKkF5Xpe6HpbDH0SvqOYCaRApNoeZVNDrmld3TC8p5Qp6QysAU8MzGIbJmcesotum1REoTWzck/47esUtqzJGGrLM+J99AWluBqOmMf/ni8Dsjb9H2U//hdlb/jD/hz0Az2Fi4n3vex+PPvooExMTXHHFFdx222284x3v4L3vfS8//OEPaW5u5vOf/zwAV155Jffddx8HDhwgGAzysY997LnazecMV1/9MhRropydneUzn/kkvb3dSJJEKpXK+J39+y/F5/Ph8/moqqpifHyM+vqlTJKtW7enX9u4cRODg/2EQkGam9fQ3Cz6nQ4cuJ7/+Z87M45x+PAhbr31zUiSzFvf+jbWrVvPr3/9Sy677Ar8Vg/W448/Smfn2fR35ubmmJ+f58knD/EP//BJAC655DLKyytWbP/xxx/lxhtvTuuUVFRUrvjMYhw/fpS9e89P63Jcd90NHD58kCuuuApN07j00ssB2Lx5K4899siK74+NjRKJVOUcIxQK8fWvf4fDhw9x6NATfPjDH+KP/ujd3HhjbqsnRZHZuXMP99xzF/F4jKampQ/WqqpqRkdHc27DgwcPHjx48ODhpQS9oZXwSSGmGN+8evadHgqDESwDYGZslkMnk2yZOAhAct3qCEWawTDj7/k0UiqJXr96VqEL45VhWr9xNRG95EaS67aTai6txeq5jOcsMfHZz3424+vf/va3V7wmSRIf/vCHS74P8fOuLIjdsBqwA3OAr3zli5x33gXcccenGRjo57bbMgtOapov/bcsy+i6vuIzdjtCrs/kwu7dezO2eAQCwfTfpmnw5S9/E7/f72rbpYaqqmldkmy/1e/3Mzs7m3dbiqJw3nkXcN55F7Bu3Xp+9rOf5E1MALzsZdfxoQ/dzh/+4cpzJlpznt9j5MGDBw8ePHjw8EJCfMdF+KzERPTKVz2/O+NhBcyQCNrXJ8/yyX/bzlekpwFIrSlekD4b9Kb2Vdv28wZFWdVjdi7i+bOr8JDG7Oxs2o3ipz/935Jvv62tnf7+PgYG+gG45567i9revn0X85//+b30v0+eFGrHe/bs5e67fw6Ilo2ZmekM372In/70f4nFYgBMT08BEAqFmZ9fKeqydesOnnzyIJOTk+i6zt1338WePc573Nrb19LX15vzM93dnfT0dC/6Pc8ucYXJhd279/LWt/4+Bw6s9Czv7u5m7dr1jvfVgwcPHjx48ODhXEds75XMXfcmZl9xK8kOz1r1hQa9tgmAmpCBhMkGvYtU3ZpVsyf14MGG13j3AsBb3/p7/N3ffZhvf/vr7N9fetEXvz/A+973Ad7//tsIBIJs3Vpcj9h733s7n/3sJ3jb296Iruvs3r2X22//ELfe+nY+8pG/5K1vfT07d+6ioWFlcH/xxZdw8uSz/OEf/i6qqrF//6W8851/wo03voJPfepjafFLG7W1tfzRH72b97znnWnxy8svv8rxvu7Zcx7/9E+fxzTNNLviX/7l6/zgB/+e/swdd3yGz3/+U8zOzqAoCmvWtPLnf/6XjrYvSRJvfvPvoijyCgeRgwcf55JLVk/QyYMHDx48ePDg4UUHzcf81a95vvfCQzbICkawjJdXn2bf9ZPwFUiuX502Dg8eFkMyF1snvMiRTOorrFQGB7tobHxh04MyBbWlxvz8PKGQ8CL+zGc+QWtrK294w1tWdcwXCj7/+U9z6aWXs2/fRas2RqZz+Cd/8nbuuOMzVFSs1Np4MVyXL0Wca3ZML0V45/DFD+8cnhvwzuOLH945PDdQyHmsvuOdSIZObNclhB76GRPv/DtSHrvlecO5di8WZBfq4dzB//7vnfzsZz8hlUqyceNmbrllFS1yXmD4vd+7lWPHjjynY05MTPCGN7wlY1LCgwcPHjx48ODBg4cXKlIt6/Efewz/078V/27b9DzvkYeXArzExEsEb3jDW14yDInlqK6u4bLLnlvR06qqKq644qrndEwPHjx48ODBgwcPHopFsnUj/mOPocxMkGzfDLJnueph9eGJX3rw4MGDBw8ePHjw4MGDBwDiO/djWtps81e9+nneGw8vFbwkGBOLhQ89eHi+cQ7Junjw4MGDBw8ePHg4x2DUNDL2oa8i6SmMyprne3c8vERwzjMmVNXH3Ny0Fwx6eEHANE3m5qZRVd/zvSsePHjw4MGDBw8ePGSEWVbpJSU8PKc45xkTVVV1TEyMMDs7+XzvSlZIkuQlTl7kcHMOVdVHVVXdKu+RBw8ePHjw4MGDBw8ePLw4cM4nJhRFpba26fnejZw41yxgXorwzqEHDx48ePDgwYMHDx48FIZzvpXDgwcPHjx48ODBgwcPHjx48PDChZeY8ODBgwcPHjx48ODBgwcPHjw8b/ASEx48ePDgwYMHDx48ePDgwYOH5w2S6akuevDgwYMHDx48ePDgwYMHDx6eJ3iMCQ8ePHjw4MGDBw8ePHjw4MHD8wYvMeHBgwcPHjx48ODBgwcPHjx4eN7gJSY8ePDgwYMHDx48ePDgwYMHD88bvMSEBw8ePHjw4MGDBw8ePHjw4OF5g5eY8ODBgwcPHjx48ODBgwcPHjw8b/ASEx48ePDgwYMHDx48ePDgwYOH5w1eYuJ5xP3338/111/PgQMH+MpXvvJ8746HRRgYGOB3f/d3ufHGG7npppv49re/DcA//uM/cvnll3PLLbdwyy23cN9996W/8+Uvf5kDBw5w/fXX85vf/Cb9uneen19cc8013Hzzzdxyyy285jWvAWBycpJbb72V6667jltvvZWpqSkATNPkox/9KAcOHODmm2/m6NGj6e3ceeedXHfddVx33XXceeedz8tveSnizJkz6fvtlltu4bzzzuNb3/qWdy++CPDBD36Q/fv384pXvCL9WinvvSNHjnDzzTdz4MABPvrRj+K5n5cemc7hJz7xCW644QZuvvlm/uRP/oTp6WkAent72bVrV/qe/Ju/+Zv0d7Kdq2zXg4fSItN5LOUc2tPTw+te9zoOHDjAe9/7XhKJxHPzw15CyHQO3/ve96bP3zXXXMMtt9wCePfiCxXZYgvvubgIpofnBalUyrz22mvN7u5uMx6PmzfffLN58uT/397dB0VVvn8cf68IiiFCyPoUXxQjbFQQwzRhRPEhk3BIs8YUHWQ0H8IHtELUnGgGHzIrychEZ8phMkWkEcZISBOURFJHdKzRlHHJhBlE1LAQOL8/zE1M/H3rCy7K5zXDH+few9nr7LXXOXvuve89p20dlvyptLTUOHHihGEYhnH16lVj1KhRxunTp41169YZycnJf1v/9OnTRlhYmPHHH38Y58+fN4YPH27U1NQoz83AsGHDjPLy8nptq1atMjZs2GAYhmFs2LDBWL16tWEYhrFv3z4jKirKqKurM44ePWq8+OKLhmEYRkVFhRESEmJUVFQYly9fNkJCQozLly/f3x0Ro6amxhg8eLBRUlKiWnwAFBQUGCdOnDBCQ0OtbY1Ze+PHjzeOHj1q1NXVGVFRUca+ffvu8x4+/O6Ww9zcXOPGjRuGYRjG6tWrrTm0WCz11rtdQ7lq6P0gjetueWzMY+jcuXONjIwMwzAMY9myZUZKSsr92bEW5G45vN2KFSuMxMREwzBUi81VQ9cWOi/+RSMmbOT48eN4enri4eGBg4MDoaGh5OTk2Dos+ZPZbKZ3794AODk54eXlRWlpaYPr5+TkEBoaioODAx4eHnh6enL8+HHluZnKyckhPDwcgPDwcLKzs+u1m0wm+vXrx5UrVygrKyMvL4/AwEBcXFzo0KEDgYGB9b5FkvsjPz8fDw8PunXr1uA6qsXmY8CAAXTo0KFeW2PVXllZGdeuXaNfv36YTCbCw8OVzyZwtxwGBQXRunVrAPr168fFixfvuY175aqh94M0rrvlsSH/9BhqGAbff/89zz77LAAvvPCCarEJ3CuHhmGwe/fueqMp7ka1aFsNXVvovPgXdUzYSGlpKZ07d7Yud+rU6Z4XvmI7JSUlnDp1Cj8/PwBSUlIICwtj8eLF1uFWDeVTeW4eoqKiGDduHF9++SUA5eXlmM1mANzd3SkvLwf+nsfOnTsrj81IZmZmvQ9eqsUHT2PVXkPry/21Y8cOhgwZYl0uKSkhPDycyZMnU1hYCDScW2j4/SD3R2McQysqKnB2drZ2VqkW77/CwkLc3Nzo3r27tU212Lzdfm2h8+Jf1DEhcg+//fYbc+fOJS4uDicnJyZOnMiePXv46quvMJvNrFy50tYhyv/jiy++YOfOnWzcuJGUlBQOHz5c73GTyYTJZLJRdPLfqq6u5ttvv2X06NEAqsWHgGrvwZaUlISdnR1jx44Fbn4buHfvXtLT04mNjWXhwoVcu3btv96e3g/3l46hD4+MjIx6nfaqxebtzmuL27X0114dEzbSqVOnesMfS0tL6dSpkw0jkjvduHGDuXPnEhYWxqhRowDo2LEjdnZ2tGrVigkTJlBUVAQ0nE/l2fZuvd5ubm6MHDmS48eP4+bmRllZGXBzaOOjjz5qXff2fF28eFF5bCb2799P79696dixI6BafFA1Vu01tL7cH2lpaezbt481a9ZYP0Q7ODjg6uoKQJ8+ffjPf/7DuXPn7pmrht4P0vQa6xjq6urKlStXqKmpAVSL91tNTQ179uxhzJgx1jbVYvN1t2sLnRf/oo4JG+nbty/FxcVYLBaqq6vJzMwkJCTE1mHJnwzDYMmSJXh5eREZGWltv3XgAMjOzsbb2xu4eeeHzMxMqqursVgsFBcX4+vrqzzbWFVVlfVbgqqqKg4cOIC3tzchISGkp6cDkJ6ezvDhwwGs7YZhcOzYMdq3b4/ZbCYoKIi8vDwqKyuprKwkLy+PoKAgW+1Wi5SZmUloaKh1WbX4YGqs2jObzTg5OXHs2DEMw6i3LWla+/fvJzk5maSkJBwdHa3tly5dora2FsBaex4eHvfMVUPvB2l6jXUMNZlMDBw4kKysLODm3QJ0bL1/Dh48iJeXV70h/KrF5qmhawudF/9iMowH7T4iD4/vvvuOhIQEamtrGT9+PLNmzbJ1SPKnwsJCJk2axBNPPEGrVjf772JiYsjIyODHH38EoFu3bsTHx1vnhSUlJbFjxw7s7OyIi4sjODgYUJ5tyWKxMGfOHABqa2t5/vnnmTVrFhUVFcyfP59ff/2Vrl278sEHH+Di4oJhGMTHx5Obm4ujoyMJCQn07dsXgNTUVDZs2ADAzJkzGT9+vM32q6Wpqqpi2LBhZGdn0759ewBef/111WIzFxMTQ0FBARUVFbi5uREdHc2IESMarfaKiopYvHgxv//+O0OGDGHZsmUteghsU7hbDj/99FOqq6txcXEBwM/Pj/j4eLKysli3bh2tW7emVatWREdHWy9QG8pVQ8diaVx3y2NBQUGjHUMtFgsLFiygsrKSJ598kjVr1uDg4GCbnX1I3S2HEyZMIDY2Fj8/PyZOnGhdV7XYPDV0beHr66vz4p/UMSEiIiIiIiIiNqOpHCIiIiIiIiJiM+qYEBERERERERGbUceEiIiIiIiIiNiMOiZERERERERExGbUMSEiIiIiIiIiNqOOCREREWlSJSUl+Pj4UFRUZOtQiI2N5dVXX7V1GCIiInIb3S5URESkhYiNjWXnzp0A2NnZYTabCQ4OJiYmhg4dOjTKc0RERODt7c1bb71lbautreXSpUu4urrSunXrRnmeOx06dIgpU6bcc50VK1YwcuRIDMPA2dm5SeIQERGRf65pPh2IiIhIszR48GBWr15NbW0tZ86cIS4ujqtXr7J27dome047Ozvc3d2bbPsA/v7+5OXlWZfXrl3LuXPnSExMtLa1b9+etm3bNmkcIiIi8s9pKoeIiEgL4uDggLu7O507dyYoKIgxY8Zw4MAB6+N1dXWsX7+e4OBg+vTpQ1hYGNnZ2fW28dFHHzFs2DD69OlDYGAgb7zxBnBzREZBQQEpKSn4+Pjg4+NDSUnJ36ZyHDp0CB8fH/Lz85kwYQJ+fn6MGzeOkydP1nue1NRUhg4dip+fHzNnzrRu9177devP0dERe3v7em1t27b921SOiIgIli9fzsqVK3n66acZNGgQn332GdXV1bz99tsEBAQwdOhQ0tPT6z1faWkpCxYsYMCAAQwYMIAZM2ZQXFz8b9MiIiLSoqljQkREpIWyWCzk5ubWm17x+eefs2nTJhYtWsSuXbsYMWIE0dHRnDp1CoCsrCw2b97M8uXL+eabb/jkk0/w9fUFYMmSJfj7+zNu3Djy8vLIy8ujS5cuDT7/e++9x8KFC0lLS8PV1ZVFixZxa4bp0aNHWbp0Ka+88grp6emEhITUG/3QmHbt2sUjjzzCtm3bmDFjBgkJCcyePZvu3buzY8cOwsPDWbp0KWVlZQBcv36dKVOm0KZNG7Zs2cLWrVtxd3cnMjKS69evN0mMIiIiDzN1TIiIiLQgubm5+Pv74+vry4gRIzhz5gzTp0+3Pr5p0yamTZtGWFgYPXr0YN68eQQEBLBp0yYALly4gLu7O4GBgXTt2pW+ffsyefJk4OZUCXt7exwdHa2jFOzs7BqMZd68eQwaNIiePXsye/Zszp49S2lpKQBbtmwhMDCQGTNm0KNHD1566SVGjhzZJK+Jt7c30dHRdO/encjISOtvYUydOhVPT0/mzJkDwJEjRwDIzMzEMAxWrFhBr1696NmzJ/Hx8VRVVbF3794miVFERORhpo4JERGRFiQgIID09HS2b99OREQEwcHBREREAHDt2jXKysp46qmn6v1P//79+fnnnwEYPXo01dXVDB8+nLi4OHbv3k11dfW/iuX2aRlmsxmA8vJyAM6ePWsdiXHLncuN5fY4TCYTbm5u9drs7e1xdna2xnby5ElKSkro378//v7++Pv7ExAQQGVlJRaLpUliFBEReZjpxy9FRERaEEdHRzw9PQFYunQpERERfPzxx0RHR9/z/0wmEwBdunTh66+/Jj8/n4MHD7Jq1SrWr1/Ptm3baNeu3T+K5fYpJLe2X1dX94+20RjuvFOIyWS6a9utaSZ1dXX06tWL999//2/baqy7m4iIiLQkGjEhIiLSgr322mts3LiR0tJSnJycMJvN/PDDD/XWOXLkCD179rQut2nThqFDhxIXF0dqaiqnT5+2TnOwt7entrb2f47Ly8vL+mOZt9y5bCu9e/fm/PnzuLq64unpWe/PxcXF1uGJiIg8cNQxISIi0oINHDiQxx9/nKSkJACioqLYvHkzGRkZnDt3jg8//JDCwkKioqIASEtLY/v27fz0009YLBbS0tKwt7e3jsLo1q0bRUVFlJSUcOnSpX89AiIiIoIDBw6QnJxMcXEx27dvZ8+ePY2z0/+jsLAw3NzcmD17NgUFBVgsFg4fPszKlSt1Zw4REZF/QR0TIiIiLVxkZCSpqan88ssvTJkyhaioKN59913rrUITExPp1asXAM7OzqSmpjJp0iTCwsLIysoiMTERDw8PAKZNm4a9vT2hoaE888wzXLhw4V/F5O/vzzvvvMOWLVsYO3YsOTk5TJ8+nTZt2jTafv9bjo6OpKSk4OHhwbx583juued48803qaysxNnZ2dbhiYiIPHBMxq0JkyIiIiLNWEJCAvn5+ezatcvWoYiIiEgj0o9fioiISLOUnJxMYGAg7dq14+DBg2zdupWYmBhbhyUiIiKNTCMmREREpFmaP38+BQUFXL16lccee4yXX36ZqVOnWu/gISIiIg8HdUyIiIiIiIiIiM3oxy9FRERERERExGbUMSEiIiIiIiIiNqOOCRERERERERGxGXVMiIiIiIiIiIjNqGNCRERERERERGxGHRMiIiIiIiIiYjP/B90I4wiX/RllAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"# 결과값 시각화 출력하기\n",
"from model.snoopers import plot_data\n",
"plot_data(predict, original)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}