hipom_data_mapping/post_process/tfidf_class/2z.plot_classfication.ipynb

148 lines
173 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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oGjVqRHx8PGPHjqV58+YEBwcTHh5Oy5YteeyxxwoNTF2xb98+zJcfU7Vp06bQLKft2rWzru/evbvExxfl17FLx3gk7pFibXt3q7upEVKDixkX+fSvT+nwVQcaT23MxLUTOXTRhdnRhSiGL7+En35SN2Nz50JgoKdrJIQQzrVvDwsWwOHD8NxzEBEBhw7BmDEq4+ozz6hpOYSoDMp1sBgQEMBnn32Gj4/K0/PAAw/QqVMn3n77bb799ls+//xzxowZQ8OGDdm9ezchISHMmzePjh072u1n3759pKenA1CnTh1WrlxJy5Yteeutt/jnn39IT0+3ZladOnUqzZs356233ipR3Q8cOGBdr1+/fqHlbcvYbisqD03T+Pyvz2n5aUu2nNpSrH08+b8nOfHkCZbfvZxhVw4j2DeY/xL/45V1r9B4amM6zOjAp1s/5UL6BTfXXlRWBw6oLIMAb76punUJIUR5EBsLb72lpvGYNg2aNIGkJHjvPWjQQE37s3GjzE8qKrZynQ0V4Pbbb2fVqlU8+uij7N27l40bN7Jx40a7Mr6+vowbN45Ro0ZRx0FquPj4eOv6+fPnufXWW0lLS6NVq1YMGzaMunXrcv78eRYvXszq1asxmUyMHTsWX1/fAscaFuTSpUvWdUvraEGioqIcbisqh2OXjjFy6UhWHV4FQOtqrfn7bPFG3hv0Bno37E3vhr355KZPWLJ/CbN3zWbV4VX8cfIP/jj5B4//+jh9G/dl2JXD6NekH/4+kktcFF12NgwdqqbL6NEDnnzS0zUSQoiiCwnJzZK6bJmaemPVKvj+e7Vcc436+3bHHeDn5+naCuFe5T5YBOjcuTMff/wxTz31FDt27Mj3udFoZNq0aaSlpfHGG28QmKcPVGJionX91KlTAAwfPpwvvvjCrnvoo48+ytSpU3nssccAGDt2LHfccQexsbFFrrNtkp2AgIBCy9vW2ZIB1pmsrCyysrKsr5OTkwF1HoxGY1GrKjxI0zRm7JzB86ufJyU7hQCfAF7r+hr9G/en9RetyTRluryvAEMA4b7hdteAv86fQVcMYtAVg4hPjWfB3gXM3TOXv8/+zY8HfuTHAz8SERDB7c1uZ2jLoXSo0wG9rlx3SBBlaMIEPdu2GYiM1PjyyxxMJjCZCt7Gcn3K3ypRHsn1W/FZpt7YswemTjUwb56Ov/7SMXQoPPusxkMPmXngATM2z/jLDbl+K4+i/Ix1WjnPbpGQkMDAgQNZs2YNkZGRvPTSS/Tv3586deqQnp7Otm3beO+994iLiwPg2muvJS4uzq6lbt68eQwdOtT6ulGjRuzduxc/J4+HbrvtNhYvXgyogNF2Wg5XvfHGG4wbNw6AcePGMWnSpALLHzx4kCZNmgBqOo2CuqJOnDiRV155Jd/78+bNIygoqMh1FZ5xPvs8H5/4mL9TVAtis+BmjKkzhloBtayfJ+cku7y/MJ8wqvpVdanssYxjrE1cy/rE9Vww5nZJjfGLoUtkF7pGdrXWQwhH9uyJYsKEjmiajuee20KHDvGFbySEEOVMUpIfy5fXY9my+iQmqof/fn4munY9wc03H6ZOnYIf8AvhCenp6QwZMoSkpCTCwsIKLFuug8X09HTatm3L/v37iYyMZPPmzU6n0Bg9erR1vsK77rqLefPmWT9bunQp/fv3t75+/fXXrQlxHFm+fLk1O+m1117L5s2bi1z3jz76iMcffxyAp59+mnfffbfA8rt27aJ169YAtG3blr/++stpWUcti3Xq1CEhIaHQC0J4nqZpfLXzK55b/Zy1NfHVLq8ypt0YDPqCEyEZjUZWrlxJr1698PX1LXFdTGYT64+vZ+6euSzav4jU7NwW8XY12zGkxRAGNh9I1WDXglBROVy6BG3b+nDihI577zXz5ZeFNCfacPc1LERZkuu38srOhoULdXz0kYGdO3XW93v3NjNmjJlevTT0Xt4xR67fyiM5OZno6GiXgsVy3Q31k08+Yf/+/QA888wzBc61+NZbbzF37lwuXbrEggULmDJlCtWrVwcgMjLSrmzbtm0LPO4111xjXf/vv/+KVfeIiAjrekJCQqHlL1zIbd2x3dYRf39//P3zjzHz9fWVX34vdzzpOA8sfYAV/60A4H+1/8fMW2bSNLppkfbjrp+1L770btyb3o1786nxU37c/yOzd81mxX8r2Hp6K1tPb+XZ1c/Sp1Efhl05jJub3Eygr6S6rMw0DR57TCWEaNgQpk7V4+tb9Dsk+XslyjO5fisfX1+4/341n+yGDfD++7BkCaxYoWfFCj3NmqlkX8OGgbd38pLrt+Irys/Xy59xFOznn3+2rvfu3bvAssHBwXTo0AEAs9nM1q1brZ81a9bMrmx4eHiB+7L93DIesKiaNs29+T9y5Eih5W3L2G4rKgZN05i+fTotP2nJiv9WEOATwLu93uX3+38vcqBYWoJ8g7ir1V3EDY3j1FOn+OCGD2hboy055hx+/vdnBn0/iOrvVWfEjyNYe3QtZk1mMK6M5s6F+fPV/GRz5kBoqKdrJIQQZUeng+uvh0WL1HQbTz6p/g7u368S5NSpAy+8ACdPerqmQrimXAeLp0+ftq4XFuCBfYucbYKZ6OhoatasaX2dlJRU4H5sP3fluI40b94c/eX+CDt27MBUSNYH2+C2ZcuWxTqm8E4nkk5w49wbeWDpA6Rkp/C/2v9j56idPN3h6UK7nXpKtZBqPN7+cf568C/2PbKPFzu9SGx4LMlZyXy18yu6fd2N+h/W58XVL7Lv/D5PV1eUkaNH4dFH1fpLL6m5yoQQorJq0ACmTFGB4QcfqNcXL8LkyVC/PgwZAluKNxOWEGWmXAeLoTaPrE+cOFFo+WM2M6hG5UlT1bdvX+v6tm3bCtyP7XjB4rbyhYaGWud7TElJYcOGDU7Lms1mli9fbn194403FuuYwrtomsaM7TNo+WlLlv+3HH+DP+/0eserWhNdcUXVK3i9x+scefwIa+9dy4g2IwjzD+N40nHe3PAmLT5pQdsv2vLBnx9wNvWsp6srSklODtx9NyQnQ4cOUMCwbyGEqFTCwuDxx+Hff2HxYujSRf3N/PZbuO466NgRvvtOvSeEtynXwWKrVq2s63Pnzi2w7KFDh6yJaPR6vd24Q4C7777buj5z5kyys7Od7uvzzz+3rpckcBs8eLB1/b333nNabsmSJdZuqO3bt6devXrFPqbwDpbWxJFLR5KclUz72u3Z+dBOnunwjNe2JhZGr9PTpV4Xpvefzpmnz7DwjoXc3ORmfPQ+bI/fzpPLn6TWlFrcOPdG5u2eR7ox3dNVFm40ebKanDo0VHU/9SnXI+KFEML9DAYYMADWroXt2+Hee9VYx02bYOBA1fL4zjsqSZgQ3qJcB4tDhgyxrs+cOZMZM2Y4LHfmzBkGDhxIzuVHNv369aNKlSp2Zbp06WId93jo0CEeeeQRzOb8Y64+/vhj67QZoaGhPPzwww6PWa9ePXQ6HTqdjrVr1zosM3z4cOscjUuXLrVma7V18OBBHrX06wJee+01h/sS5YOz1sQN92+gWXSzwndQTgT6BnJnizv56a6fOP3UaabeOJXral2HSTPx66FfGbpoKNXercZ9S+5j9eHVmMyuZ8sU3mfLFpg4Ua1//LHqXiWEEMK5Nm1g1iw4flx1269aVSUGe+45qF0bRo9WLZFCeFq5njoD4M477+T777+3vu7SpQu33HILtWvXJiMjg7/++ovZs2dz6fJjmqioKP78808aNWqUb19HjhyhQ4cOnDlzBoArr7ySYcOGUbduXRISEli0aBGrVq2yll+4cCF33nmnw3rVq1fP2u11zZo1dO3a1WG5VatW0bdvX+vkmP369aN///4EBwezfft2pk+fbh0j+cADD/DFF18U7QShkvCEh4e7lB5XlJ6TySd5YOkD/HroVwCuq3UdswbMcmuQaDQaiYuLo2/fvl6ZyezfC/8yZ9cc5uyaw5FLuUmbaoXWYkirIQy7chitqrUqYA/C26SmqpueQ4dg0CDVrUqnK3w7Z7z9GhaiIHL9iuLKzIR589TYxt27c9/v109lUe3evWR/W10h12/lUaTYQCvnMjMzteHDh2tAoUvTpk21HTt2FLi/3bt3a1dccUWB+wkJCdEWLFhQ4H7q1q1rLb9mzZoCyy5atEiLiIgo8JgPPPCAlpOTU8SzoyQlJWmAlpSUVKztRcmYzWZtxvYZWtibYRoT0fxf89fe3vC2lmMq3s+zINnZ2dqSJUu07Oxst+/bncxms/b7sd+1UUtHaRGTIzQmYl1af9pae3fju9qp5FOerqZwwYgRmgaaVqeOpl28WPL9lZdrWAhH5PoVJWU2a9rq1ZrWr5/622pZWrXStBkzNC0jo/SOLddv5VGU2KBcd0MFNafgjBkz2LFjB48//jjXXHMNVapUwcfHh6CgIOrVq8ftt9/O7Nmz2bVrF1dddVWB+2vZsiU7d+7k888/p2fPntSsWRNfX18iIyO57rrrmDhxIocPH2bgwIFu+x5uvfVW9u3bx4QJE7jqqquIiIggICCA+vXrM2zYMNauXcsXX3yBwVA+x7JVZieTT3LTvJsY8dMIkrOSua7WdewYtYNnOz5bbscmuoNOp6NTbCc+6/cZZ54+ww8Df2BAswH46n35++zfPLPyGeq8X4fes3sz++/ZpGanFr5TUeYWL4YZM9TT7m++gTxT1gohhCginU61Ii5dCgcOqO6owcGqtXHECIiNVd1WL3eCE6LUlftuqKJw0g217Gmaxqyds3hy+ZMkZSXhb/Dn1W6v8tT/nsJHX3qZP8p7F5IL6Rf4bt93zN41m00nNlnfD/IN4rYrbuPuVnfTs0HPSh1oe4vTp6FVK5UG/vnnVYIbdyjv17Co3OT6FaUhMVE9mJs6VY1xBJUY5667VBfVNm3ccxy5fiuPosQG5b5lUQhvcyr5FP2+7cfwn4aTlJXEtbWuZceoHTzX8blSDRQrgqigKB665iE2Dt/IoTGHmNhlIo2qNCLdmM6cXXPoM7cPtd+vzdPLn2bnmZ3Isy7PMJtVFr+LF+Hqq+HVVz1dIyGEqLgiI+GZZ+C//2DhQjU9kdGoenRcfTV07QpLlkAhU3YLUSxy5yqEm+RtTfQz+PFq11d5usPTEiQWQ8MqDXm568u81OUlNp/azOy/ZzN/73zOpJ5hyp9TmPLnFFpUbcGwK4cx9Mqh1A6r7ekqVxoffgirVkFgIMydC35+xdvP8aTjJKQn2L2Xk5PDf+n/sePMDnzyzL8RHRRNbHhscasthBDlmo8P3HmnWrZsUclwvvsO1q1TS4MG8NhjcP/9am5HIdxBuqFWAtINtfSdSj7Fgz8/SNzBOACurXUtM2+ZSfOqzcu0HhW9C0m2KZtlB5cxZ/ccfjrwE9kmNR+qDh3d6ndj2JXDuP2K2wn1D/VwTSuuv/+Ga6+F7Gz49FN46KHi7ed40nGaftyUzJxMl7cJ8AngwOgDEjAKr1XR/wYL73PyJHzyCXz+uertAWq+2xEjVOBYlKmM5PqtPKQbqhBlxNKa2OKTFsQdjMPP4MebPd5k4/CNZR4oVgZ+Bj9uaXYL3935HWefOcsX/b7g+tjr0dD47chv3P/j/VR7txp3/XAXcQfjyDHneLrKFUpGBgwdqgLFm2+GUaOKv6+E9IQiBYoAmTmZ+VoihRCiMqtdG954Q83R+Nln0KwZpKSoVsdGjeC222D9epVTtTCrV+sYPbobq1eX8hwdolyRvnFCFNOp5FOM+nkUvxz8BYB2Ndsx85aZtIhp4eGaVQ4RARE80PYBHmj7AEcvHWXurrnM3jWbAxcOMH/PfObvmU9McAyDWwxmWOthtK3RFl1pT1JVwY0dC3v3QkwMTJ9e+nN+CSGEcE1QkHqA98ADsGKFChaXL1dZqxcvVmMbn3hCzYfr55d/GICmwVPvmDlp0vPUO2aqXqm3+xsvwwAqL+mGWglIN1T30jSNb/7+hieWP8GlzEv4Gfx4pesrPNPhGY+PTazsXUg0TeOv038xe9ds5u+Zz/n089bPmkU3U+MbWw2lbkRdD9ayfPr1V7jxRrUeF5e7Xlzb47fT9ou2Rd5u24PbuLrG1SU7uBClpLL/DRbeZd8+Ncb8m28g83JHjurVYcjDx5mmb0qWSYYBVFZFiQ2kZVGIIjidcpoHlz5obU28puY1zLpllrQmegmdTke7Wu1oV6sd7/V+jxX/rWD2rtn8eOBH9ifsZ9xv4xj32zi61O3C3VfezR3N7yAiIMLp/hwlYClIRX3yev483HefWh89uuSBohBCiNLXvLkay/jGG/DFF/Dxx2raoymfJcCo4g0DqIj/40TBpGWxEpCWxZLTNI3Zu2bz+K+PW1sTJ3aZyLMdn/V4a6IteartWFJmEov+WcTsXbNZe3QtGurPnr/Bn/5N+zPsymHc0OgG/Ay5aT0lAYuiaTBgAPz0k7rx+OsvlQXVaDKSlJVEUmYSyVnJJGVd/pqZ5Hg9T9mL6RdJNaYWuT5d63WlUWQjooKiiA6KJjoomqhAtW55LyIgAr1OhuTLw46ydfw4rFiRw+bN/3DddVfQu7cPsXI6i02uX/czGlX21EkztvNPZ+nZUZq8/fotSmwgwWIlIMFiyZxOOc2on0fx878/A9C2RltmDZhFy5iWHq5ZfhIsFu5E0gnm7lbjG/ed32d9PyowisEtBzPsymFqbswzOypkN0lN00gzptkFbk7Xs5L4+59kdvyThC4gidgmyWRq6v2iJqcpS3qdniqBVeyDyMDcYDJvcBkdFE1kQCQGvcHTVXcbedhRdrZsgddeg19+UQ9XdDoNTdOh00G/fjBhArRr5+lali9y/Zaubae3c82XFe//m7coD9evdEMVwg00TWPOrjk89utjXMq8hK/el4ldJ/Jcx+e8qjVRFE2d8DqM7TSW5zs+z84zO5m9azbzds/jbNpZpm2dxrSt02gS1YTu9bp7uqr5GE1G11rxCmjRS85KxqyZi3bgBqABxxw0BAb7BhMeEE6Yfxjh/uH26/6X1wPyr59IPsHtC28v8jkY23EswX7BJKQncCHjgvqafsH62vL9JaQnkJCewIELB1zarw4dkYGR+QJJ62sH71cJrIKvwTsfypQk26zcbLtu0SKVMETTcrNNapru8lc1vnfZMliwQGWlFK6R67d0FTc52bp1EHEt1KsHeum84VRFu37ljlcIB8pTa6IoHp1OR5sabWhTow1v93qbVYdXMXvXbBb/s5h/L/zLvxf+dduxNE0j3ZhecCtenhY9RwFgRk6G2+pk0BkKDPKCfcOY91U4p/4Lp0WjMN54OZzIQPuAL9Q/tNgPTorbindnizsLfLKdbcrmQvoFh4GkowAzIT2BpKwkNDQuZlzkYsZFDl486HJ9IgIiihRgRgVF2XV3FuXXli0qUDSZnE9LYDKpG/NBg2DTJmlhFCWjaRpZpizSjel2S4Yxw/51Tobzz3PSOZ1yuljHf2rpBJ6aWwcfLYiqkYHUiAqidvUg6tUKokGdQGpWDSLYL4ggX7UE+gRa14N8gwj0DcRX7yuZycsZCRaFsOGoNfHlLi/zXMfnvLYFQZScj96HPo360KdRH1KyUli8fzHTtk5jy6ktRd7X48seR6fT2QV5yVnJmDST2+ob5BvkuNWugJa8vOtBvkEF/sN+4QU4tQCqVIHlS6BWLbdVv1T5GfyoEVqDGqE1XN7GaDJyMeNioQGm7WeJmYkAXMq8xKXMS/yX+J/Lxwv1C80db+ligBngE1DkcyFK16RJ9i2KzljKTJoEP/5YNnUTZcusmcnMySwwgHMliCtsmwxjhnXMvUc0iQMgB4i/vGzPAg5fXlxg0BnyBZB2r/MGmHleu7SNbyD+Bn8JSt1EgkUhLotPieehXx7ipwM/AdKaWFmF+odyT+t7aBnTslhjFjec2OD0M71OX3hAl7eVL896qF9oqT+4WLcO3npLrX/xRfkJFIvL1+BLtZBqVAup5vI2OeYcEjMSnQeY6RdIyLAPMC9mXERDIyU7hZTsFI5cOuLy8YJ9g/ONsywowPTmMaUVwfHj8PPPrk10DqqFcelStZ0kvSk7JrOp4ACtsCAux7VtPPH75qv3zRc0uRpsnU8/z5sb3izyMR+/7nEi/Ktw+nw6J8+mc/ZiBucvpZOYmk5qVjr4ZIBvuv1ieU+vhj+YNJP1b2Bp0qErk6A0wCegwidUk2BRVHqapjF391weW/YYiZmJ0pooSmT89eO5stqVDgO+YN9gr3/SeekSDBumboKHD4fbiz6ssFLw0ftQNbgqVYOruryNyWziUuYlpwGmo26yFzMuYtJMpBnTSEtK41jSsVL8riA+NZ6kzCRC/UMr/A1QSaxeDVrYcQhyPduhlh7Nb7/FWqehEbks3SstXe9tk48VxS3zb8Gsma1BXLYp2801LZy/wb9YQZxL21wuE+gTWKL7k+3x24sVLN7T+h6nwwAyM+HAAdizx345ehRAA0P25QAyN6CsHptOvUYZ1K6fTo3YdKrWTCeyagbZmoNutjmFd7tNy06z9uLRUMnc0oxpxT5PrrL8nCw/n4pGgkVRqeVtTby6xtXMumUWraq18nDNRHl16xW3lttscZoGDz8MJ05Aw4ZqMufSEh0UTYBPQJGzxUUHRZdepUqZQW8gKkh1K20S1cSlbcyamaTMJIdjLZ2Nw7yQcYEcc06x6thvXj/reqhfaLGSF9mu+/v4F6se3iApCVJTc1vWLQ9Qjh2DHYePw+im4FuEFiVjAOt2HqD/xViqVCmdOnuCWTOTkpVSrDHZtp8bzcYS1+Vk8kmnnwX6BJZJEFcesioXdx6EgrYLCIDWrdViKyUF9u3TsWeP/+Ulkr17IT4ezpyFM1vtyxsM0LgxtGyplraXvzZsCD4uRC1Gk7HwLr8OPi9KUJr3QURGTobKKeC+tAJeRYJFUSlpmsa83fMYs2yMtTXxpS4v8XzH56U1UVRac+fC/Pnqn/XcuRASUnrHig2P5cDoA/nmocrJyWHDhg106tQJnzx3BpVxHjW9Tk9kYCSRgZE0qtLIpW00TWP9sfV0/bprkY/no/MhR1OBpju6ivkZ/AruWu1C0BniF1KqrZxz5qjWjxMn1HL8uPqanAxdu8KaNaqcTgfLl6ubXGokFC1QBPDNZNbCBGZ9GEv//vbjF3fuhEaNSvd3zpGsnKwSJ95yd3fCMP8wAnwCOJd2rsjbzrh5Bm1qtMkXxFWGroJFYSxmXF6c7UJD4brr1GLrwgXYu9e+FXL3btW7Zf9+tXz/fW55Pz+44orcINKyxMbaZ2b1NfgSbggnnPBifY+uyjHnkGHMcBiU/n32b8YsG1Oqxy9LEiyKSudM6hke+vkhfjyg/lO3qd6GWQNmcWW1Kz1cMyE858gRePRRtf7yy/n/sZeG2PDYfMGf0WgkPiieNtXbyFyhxaTT6Qj1Dy3Wtn+O/JMWMS1cm5YlzxQttu+lZqt5VrJN2ZxPP8/59PPF/35Q34/DoNMvf3AZ5h9GdnI4aRfDST4fRuKZcBJOhnPquB8nTqi0/7Y3oc8+C2fOOD52crL96zfeAF9fOGmCsa4PObWqWhXOx0MNm/xL6elw9dWq1aZ+ffsb4RYtoFkz8M/TQGvWzKRmpxZr+hzbdXd207Q8GChsTHZBn1u6P2+P316sMeNX1biKNjXauO17qqj8ipmQubjbORIVBZ07q8VC09TDmLxdWffuVb8nf/+tFlshIer3JG8QWa1a8acIcYWP3odQ/1CHf2uD/YJL78AeIMGiqDQctSZO6DyBsZ3GSmuiqNRyctQ4xeRk6NBBZUIVlZNOpyPAJ4CAkIAiJfzJy2RWSSxK0mKVlJVEjjkHDY3krGSSs5I5kXyieBWqAoT5Q6NwdpnDueaL3CAl4r4wqhjDiQ4Jp1pEGLWiw4mNCad+zTCqhYez73xuoHPvvSHodDq2x8PYL4pejV9/hdiAbM4lJ3Hoovpe9/6XRPh1SVzKSOaIfxJHkpJY+lcy7E6CgCRqNUimbtPcc3YhNYkMc4pbs2K62uW4oCRckrG3/PDWYQA6HdSsqZbevXPfN5tV63/eIHL/ftVVfPNmtdiKisofQLZoAZGRpfotVEgSLIpK4UzqGR7+5WGW7F8CSGuiELYmT4aNG1V3oTlzXBsXIkRBDHoDEQERRAREFGm7lJTcrqDZ2Rq9bsy0BpAD70li339JGPXJ4K8CKfzVemjVJPrcktvC+ff+JLJ16nOTj2rlxCcLQs5h5Bzb4m0OGnB5AUi6vDiZCUWv0xPqF0qgb2CRvi+L9tPbOx6b18f5NqeAU05iZJ3ZFz8tnBCfcCICw6gWEU50aNHGlYb4hZSLcXbCfcrbMAC9Hho0UEv//rnvG41w8GBu66MliDx0SHVzXbdOLbZq1bIPHlu2hObNIbhiNQa6ldwSiApN0zS+3fMtY5aN4WLGRXz0PkzoPIEXOr0grYmiQN765NXdtmyBiRPV+rRpqhucEKUhKwsuXrTvgjlunBqvZwkQk5JyP2vQQMd//VVSkuoh1Qm4AMYD6rPq1aFOHagTpb42bAhj7szdVtNyu6CZzCZry2Sh4/Oy8ydesaznmHNUwqHLraHFYRsohviF5Guly9taF+YfTqhvOJFB6v2T/4Xz3hthHNoTTsalcLQcf7LQkQVcAO57DcY/oPZ/5gwsWHD5xrgRxMSUbrc8Ub5UhGEAvr4q0Gve3P79jAzV6pi3JfL4cTh1Si3Ll+eW1+nydwFv2RKaNnVv19vySoJFUWGdTT3LQ788ZG1NvKr6Vcy6ZRatq7cueEMhcP7ktSDlLQFLaioMHarmgBs0CO6+29M1Eu7iyYcdv/yibtTyJow5e1a1DPxn02q3apV6YGErIkIFgI3y5PP56iuVcbFWrfxj+PKyDYoMeoM1SVBxaZpGRk6GtYvs5lObuXfJvUXez893/UzH2I6E+oUWrzWvAdzby3m3PNtMlFu2wBNP5L6Ojra/Ee7d23sfDlWWh3WidAQGQps2arGVlAT79uX/vTl3Dg4fVstPP+WW9/GBJk3yB5ENGqhEcM5UtOtXgkVR4Wiaxvw98xm9bLS0JooScfTktSJ54gnVXadOHfj0U8+3Ohw/DitW6Ni8uQHnz+vo3VsmMC+u2PBYFnQ6wG13J2AyFV7eYICFc50/7Lh4Uf18LIGfbRCo08H69bllX301fwBoceGCfavfk0+qrqexsZdbCuuo7tCO5G09KEs6Xe4E39VDqhd77rYaoTWK3DXXEWfd8mxFRMCtt+Z2y0tIgLVr1QLw7be5weK2beq15Wb4iis82y2vMjysE2UvPBz+9z+12Dp3zr4bq2XdElzu2wcLF+aWDwhQf4/yjoesU0f9bXN0/W76A8aMzt3H1I+hg009vPn6lWBRVChnU8/y8C8Ps3j/YkBaE4VwZtEimDFD/WP75hvPDvrfsgVee021SGmaDzpdS6ZP16HTQb9+MGECtGvnufqVV9Pfi4X4WHAhWMQAbzwP50aqADA9Hd5+O/fjvn3zJ5Cw8PVVLV2W9PU33KCCGNsAsE4d9Toqyv6hxODBxf72RCFsM02mp+fvlmfb6rJ2Lbz3Xu5rnU79DC03wsOHq9dlqaI/rBPeIyZGLd265b6naaq7at5WyH37VDfX7dvVYisszDYza+zlRWVBfmgyGM6pnjwGA3wzGR7d7PmHtK6QYFFUCJqmsWDvAkbHjeZCxgV89D6Mv348L1z/An4G6XAuhK1Tp+CBy+OanntOzSXnKYsWqS6wmpY74bOm6S5/hbg4WLZMjb267TbP1dNb5eTYJyQ6fFi1IB05Aj//7Prk2yYT/PmnWkAFgJMn5waAsbFqn7aBn+1XW6++WvLvS7hXUJCanuPqqx1/3rYtjBmTO9ddQoLqLvzff2o+yAEDcoPFhQvV761tq0r9+gV3y3OH48dh9WrVEh0aCj16SM8DUXp0OqhdWy19bBJQmUzqb2HeIPLAAZVR/I8/1GIrPNx+PLbJBFu3wooV6uGat5NgUZR7Z1PP8kjcIyz6ZxEArau1ZtaAWVxV/SrPVkwIL2Q2w333qW6FV1/t2Rv7LVtUoGgyOQ9qTCb1T3vQINi0qXy0MGoaZGer1pz0dPUU2mRSyRIsVqxQ84llZOSWsyx+fvateo8+qm4sbPdnWQ8Ksr8JeeghWLmy+HVv1Up10apTR2UatIwNnD/ffuJrUbF07Wr/0OjcOfsb4SuuyP1s7Vr18GbBgtz3bLvlvfGGGlfqLvY9D9R1aDYjPQ+ERxgMajx1o0bqIYpFdjb8+2/+IPK//+z/RtvuZ8IENXbY21sXJVgU5ZamaSzcu5BH4x61tiaOu34cL17/orQmCuHEBx+opCKBgTB3rmczvU2aZN+i6IylzKRJqpWjpBITIS3NPkCzBGCBgdCzZ27ZDz9UQZ2jQK1aNdWF16JTJ5XZMz09//cUGwvHjuW+Hj9eBYCOVKliHyzu3++8bEaG/euaNaFuXfX+uXOFngo7ej2MHAmPPeb4M1F5xMRA9+5qyeuee1RLom23vMzM3G55H3yQW/bll9Xfm7wJQqpWda0ejnoemM3qq/Q8EN7Ezy/3+rZlaZnPqzy1LkqwKMqlc2nnePiXh62tiVdWu5KvB3wtrYlCFODvv+GFF9T6lCnQrJnn6nL8eNG7SS5dCq+8oloxataEYcNyPx8xQnWdcxTUtWqlWiUsWrRQAaAjV16pzpPFJ5+op8WO5M0kmZmpglBbBoNq/cubLOR//1Pj94KCVIAaFJS7hIfbl504USWCsXxuWz4wz3R/s2aprzNnqnFmRWE2qzE3onAVLdthUbRvrxYLk0l1f96zR321Hf/8xx+qR8CmTfb7iIlRN9U//ZT7u5G3S3VF7XkgKg9Ng9dfV/8HHCUaKy+tixIsinJn4d6FPPLLI9bWxBc7vci4zuOkNVGIAmRkqGkysrPh5pth1CjP1mf1atcDRQtNy50TsnNn+2Dx55+dt6RF57k/DwpSY/JsAzRLANakiX3ZYcNUl11HgVqVKvZlLdnybMs4m6rsww9d+pYBuP5618ta9Oihbj6Kco51OsctSSK/8japeWkyGKBxY7Xk9dFHqrXdtlve4cPqd/Xvv9XviMVtt6n3LK0zK1d6pueBEO6yYoXzXiFQfloXJVgU5ca5tHM8Gvco3+/7HlCtibNumUWbGm0K2VII8fzzKh14tWq5WVA9KSUld+xRUVx1lVrytoq++ab6x+soAIyIsC974IDryTjGj3e9bmWdLbIgsbFqPFdcnOMn2nkZDHDTTZIwpCgqwqTmpa1Zs/y/q2lp8M8/KmC0/TtkmTT9+HF13RaFpefBkSPeO3ekt5Opi9xL01SrobNWRYvy0LoowaIoFyxjExPSEzDoDLx4/YuM7zxeWhOFcMGvv8LUqWp95kzXxwuVptDQogeKAI8/rhL05FWULpelnbXRW0yYoMZzFdbCqNOppSiBsRDFFRwM11yT//1t23Lnt/vuO/jtt6LtV9PUA5vWrVVrpsXo0XD+vOreHRamvlqWmBi48cbcspcuqYdMlsROlYFMXVQ6CmtVtCgPrYsSLAqvlrc1sVVMK2YNmMXVNZzk/xZC2Dl/Pje4GjPG/sbIk6SbZOlr104l/rAkCHE2ZkanU11o5YZQeFJkpEoS1amT6i6/dm3xHijlfRi0bJnq+upIw4Zw6FDu6+7dYccOlazENrgMC1OtbF9/nVt2wQIVXFoCz7yBaHkY/ytTF5UOS6uiq71n9Hrvbl2UYFF4re/2fscjcY9Ia6IQxaRpKvHL2bMqqctbb3m6Rrks3SRdTXIj3SSL57bbVOKP117LPde2Uw/cdJNqUZRAUXiT4vY8+PBDuP12+/feeEP9DUxKUvPg2X6tXt2+bHKy+pqdrR60nT+f+1nebuZvv51/UnaLqCiVcMti5EjV9TZvABoersY+P/JIbtnDh3OTTYWHl14rpyQQKj3Z2apbr6vXsNkMJ06o7byxVVuCReF1zqed59G4R/lu33eAtCYKUVxffKHG8fj5qWky8mbO9LQrr1T1K4x0kyyZdu1U1snjx1XXvuRkdSPavbsE38I7FbfnwYAB+ed4HDTI9X0cOACpqSqQtA0qk5LsM7Va6li7dv4ANCkpf6vizp2qm60jeYPFBx6w74Lr758bOEZH20/4PmMGHD3qOAgND1dzXzprqfLU1EWVgb+/6lpq+7ChMDEx3hkoggSLohQdTzqeL1NcQaKDotl8crNda+ILnV5gQpcJ0pooRBHt36+mWwCV/KV1a8/WJ68tW+Cdd9S6Xq9uaKSbZOmKjXU83lMIb+OpBE0GQ26gVRjbuVDzys62fz11Kpw5kxtM2gaXeQMEf38ICVFBK0BWVm4r58WL9mW//VZllnb2vRiNua/vvRfWrMltrXQWvDpiSSB0/Lg8YHJVnTpqqQgkWBSl4njScZp+3LRIc1DpdXrMmmqzbxnTklm3zKJtzbalVUUhKqzsbDVNRkaGmmD+iSc8XaP8qldX8x/Wrq3mfnz99dxukjqdhqbppJukEJVYeU7Q5Jfn+fb//uf6tpZMsCaTyhptG1jmDUJvv11lm7Vt1bSUt5wXi1OnVFfHEyeK9z1pmmrxlAdOlY8Ei6JUJKQnFClQBDBrZvToeeH6F5jQeQL+Pl7aHi+El3v5ZTWWpkoVNUm7Xu/pGuUXGwu//64m4g4Nze0muXJlDn/++Q/t219Br14+8hRbiEqqsidoMhjUtD95p/6x9fDDru9vxgw1XUlSkmqRnDmz6HPd/vqrmuPWm6YJEqXPC28hRGX29a1fM6n7JAkUhSimdetyE9l88UX+8TuetmdP7npgoAoULWJj4Z57NPr1O8w992gSKApRyVkSNPXtm9tKZnn4Zel5sGkT3Hqr5+pYXtStqwLqnj1VxtmiBoqggvc+fezfS093T/2E95KWReFVmldt7ukqCFFuJSbCsGHqJmD48PxZAT1tzhxVv5dfhokTPV0bIUR5IAma3K84CYRAzY/ZoUPua6MRataExo1VENqrl/o8IMC99RWeJcGiEEJUAJqmMuqdOAGNGqkU8t5kxw6V5Q9cS1ghhBC2JEGT+xQ3gdCPP9oHmH//rbq1/vWXWiZPVoHi9derwLF/f2jatPS+D1E2pBuqEEJUAHPnwvz56p/6nDkqm563SEhQ3cQyM+HGG6VVUQghPG3ChPxJcBzJm0DItvw116jEOd98A/fcAzVqqL/zK1fCc8/BDz/klk1NVdN8iPJHgkUhhCjnjhzJnafr5Zfhuus8Wx9bOTlw111w7Bg0bKiCWoPB07USQojKzZJAyGBw/jfZ8llBCYRq1lTDC77+WgWOe/eqni033ww33JBb7pdfoH591fPl4YdVIJmY6P7vS7ifBItCCFGO5eSof9QpKdCxo5qGwpuMGwerVkFQECxZApGRnq6REEIIcJxASKfTLn8tegIhnQ6aN4fHHlPjTNvazH52+LAKPP/7Dz77DO64A6Kj4dpr4cUX4fRpN39zwm1kzKIQQpRjkyfDxo0qq+js2eDjRX/Vd+zInbh65kxo2dKz9RFCCGHPNoFQaU5d9MIL8OijKmP3qlVq2bcPtm5Vi6V3DKjxjz4+cOWV3jn1U2XjRbcVQgghimLz5tzxf9OmqS4+3qRNGzXP46FDMHCgp2sjhBDCGcvURdHRh+nbtxm+vu4/RliY6p56883q9alTsHo17N4NtWvnlnvpJVi2DKpWVZlbLZlWJfutZ0iwKIQQ5VBqKgwdqjLZDR4Md9/t6Ro5du+9nq6BEEIIb1SrlkqMk1dICAQHw/nzKnHb/Pnq/caNVaD53ntlW8/KThp3hRCiHHr8cTX2o04d+PTTwjPalRWzWSXZOXfO0zURQghRHi1cCBcvwvr1Kmvr//6nxjsePKim67D14Yewdi1kZXmkqpWCtCyKUhEdFE2ATwCZOZkubxPgE0B0UHQp1kqIimHRIvjqKxUgzp4NERGerlGuV16BV19VT4L37KFUujIJIYSo2Pz81HyN11+v/qckJamgMCgot8zZs/DEE2o9KAg6d1bdVXv2hFatvOchanknwaIoFbHhsRwYfYCE9ASXt4kOiiY2XDqkC1GQU6dyJ7d//nno0sWz9bH100/qnzqoObkkUBRCCOEO4eFwyy3276WlqeEYq1apwPHXX9UCEBOjHl4+9FDZ17WikWBRlJrY8FgJ/oRwI7NZjQG8eBGuvlr9I/QWBw7kjpscM0ZN5yGEEEKUlgYNYM4c0DTVk2XlShU4rlunhkKEhOSW3bcPPvlEtTp266aCT+EaCRaFEKKc+OADlTkuMFBNbu/n5+kaKcnJMGCAmuvx+usl+YAQQoiyo9OpbqetWsFTT0F2Nvzxh3pt8csvKmv4tGlqOo5rr83Nstq+vff8P/VGkuBGCCHKgb//VvNUAbz/PjRr5tn6WJjNcN99sH+/ymz33XfS/VQIIYTn+PmpIRpVquS+17GjmuexaVP1f+vPP2HSJFUuMjJ/4hyRS1oWhRDCy2VkwJAh6mlp//7w4IOerlGu8+dV9x8/P/jhB6hWzdM1EkIIIex16KAWgOPHVS8dS7fV1FT7B7CvvaaGVvTsqRbbOSCLy3LMlBQIDVXzR5aXeSMlWBRCCC/3/PNqvEW1ajB9undleKtWDbZsUU9pr7vO07URQgghChYbC/ffrxazGY4dA3//3M8XLIC9e9VwD1CBpCXLateuEBbm+rG2bFHB5y+/qLGVer06pk4H/fqpqUHatXPrt+d20g1VCCG82LJlMHWqWp81C6pW9Wh1rHJyctcjIqBPH49VRQghhCgWvR7q17d/7+OP4cUX1bhGvV4Ns5g6VWVjveoq+7Ka5nzfixap7q/LluWWM5tzt4uLU62dixa57dspFRIsCiGElzp3Tj35BJVh1FsCsrQ0lRDg448L/kcphBBClDddu8Lrr8PmzZCQoIZYPPwwNGqkPrMwmVSg2a8ffPihao20/E/csgUGDVJlTCbHx7F8NmgQbN1a2t9V8Uk3VCGE8EKaBiNHqrmjWrSAt97ydI0US722bYOTJ9VYStskAkIIIURFERkJt92mFoCsrNzPduxQXViPHVPdTAFq1FDdVXfvVv8vC3ugaikzaRL8+GPpfA8lJcGiEEJ4oS++gKVLVeKYefPUdBne4P33Yf588PFRmU8lUBRCCFFZ2I5tvPpqFTBaEuWsXw/x8TB7dtH2aTKp//fHj3tn0hvphiqEEF5m/3548km1/uabcOWVnq2PxW+/wbPPqvX331dzKgohhBCVkV6vxjA++ywsXw6JiSrj6U03FX1fmqb+x3ojCRaFEMKLZGfD0KFquoyePeGJJzxdI+XYMTWuwmyGe+5R81UJIYQQQgkIgO7doXdvFUgWhV4PycmlU6+SkmBRCCG8yMsvw/btqnvn118X/R9OacjKUuM1EhJUt5vPPvOu6TuEEEIIbxEampv11FVmc9Gm5ChLXnAbIoQQAmDt2txENl9+CTVrerQ6Vn5+KpFNtWoqxbe3jJ8UQgghvE2PHkV/oKrTqVZJb1RhgsWjR48yYcIEOnXqRHR0NL6+voSEhNCgQQNuu+025syZg9FodLr92rVr0el0Li/33XdfievsiWMKIbxTYqLq3qlpMGJEbuY1b6DTwdNPw8GDULeup2sjhBBCeK/YWDWdhsHgWnmDAW6+2TuT20AFCRanTJlCs2bNmDRpEhs3buTChQvk5OSQlpbGkSNHWLx4McOGDaNVq1bs2bPH09UVQgg7mqbmcDpxQs3j9MEHnq6Rsns3pKTkvg4N9VxdhBBCiPJiwgT1oLWwFkZLmfHjy6ZexVHup874+OOPefrpp62vO3ToQP/+/alTpw7Jycns3buXWbNmkZqayoEDB+jWrRu7d++mevXqTvc5aNAgBg8eXOBxY90c/nvimEII7zBnDixYoJ4uzpkDISGerhGcOgW9ekFUFMTFSYuiEEII4ap27dT/9UGD1ANhkyl/GYNBBYoLF6ry3qpcB4sZGRm8+OKL1tdffvklI0eOzFfupZdeokePHuzevZuEhATefvttpkyZ4nS/zZo1Y8CAAaVRZa86phDC844cyc0sOnEiXHedR6sDqIQ2d9wBZ89CTAxER3u6RkIIIUT5ctttsGkTvPYa/PyzChr1epXMRqdTU2yMH+/dgSKU82Bx48aNpFzuI9WuXTuHgSJA1apVefPNN+nXrx8A69evL7M6CiGEMzk5cPfdqqtnx47wwguerpHy+OPw558QEQGLF0NwsKdrJIQQQpQ/7drBTz/B8eNqHsXkZJX1tHt37x2jmFe5DhbPnTtnXW/cuHGBZW0/T01NLbU6CSGEq958Uz11DA2F2bNdHwxfmqZPh88/V089v/0WGjb0dI1EWdM0DaPRiLmoud8FRqMRHx8fMjMzMTnqdyaEF5Prt/TExEDe0WaZmUXbh16vx9fXF10Zz11VroPFmJgY6/q///5bYFnbz1u0aFFqdRJCCFds3gyvvKLWP/kE6tf3bH1A1cnSJXbSJOjTx7P1EWUrPT2dpKQkUlJS5EaxmDRNo3r16pw4caLMb+iEKCm5fr2fwWAgNDSU8PBwgoKCyuSY5TpYtEyTkZCQwF9//cX06dMddkU9f/68dWyjXq/nqaeeKnC/P/zwA0uWLOHw4cNkZ2dTpUoVWrZsSa9evRgxYgRVqlRx+/fiiWMKITwjJQWGDlUD3gcPVuuepmkwZgxkZ8Ott3pPl1hRNlJSUjh58iS+vr5EREQQHByMXq+XG8YiMpvNpKamEhISgl5fIRLOi0pErl/vpWkaZrOZtLQ0kpOTuXTpErVr1ya0DNKU6zRN00r9KKXohx9+YPDgweTk5ADQsWNHu2yoe/bs4euvvyYlJYWQkBCmT5/OoEGD8u1n7dq1dOvWrdDjhYSE8OGHHzJ8+PAS172sjpmcnEx4eDhJSUmEhYUVax+ifDAajcTFxdG3b198fX09XR3hxIgR8NVXarzC33+rsYHeID4eXnwRPvxQjanwBLmGy156ejrHjh0jLCyMmjVrSoBYAmazmeTkZMLCwuRmW5Q7cv2WD5qmcfr0aZKTk6lbt26xWhiLEhuU65ZFgNtvv51Vq1bx6KOPsnfvXjZu3MjGjRvtyvj6+jJu3DhGjRpFnTp1nO5Lp9Nx9dVX07VrV6644grCw8NJTU1l165dLFy4kFOnTpGamsqIESM4d+4cY8eOLXH9PXFMIYTn/PCDChR1OvjmG+8JFAFq1ICZMz1dC1HWkpKS8PX1lUBRCCHKAZ1OR82aNcnIyCApKanUu6OW+5ZFUBH2unXreOqpp9ixY4fDMhEREdx333288cYbBAYG5vs8Pj6elJQUmjRp4nD77Oxsnn/+eT64PFu2Tqdj06ZNtG/fvtj1Lq1jZmVlkZWVZX2dnJxMnTp1SEhIkJbFCs5oNLJy5Up69eolrTJe6NQpuPpqHxITdTz7rInXX/d8ApH583XodDBokHf8K5BruGxpmsbhw4eJjIykatWqnq5OuadpGikpKYSGhkrgLcoduX7Ll/Pnz5OYmEiDBg2K/PNKTk4mOjrapZbFch8sJiQkMHDgQNasWUNkZCQvvfSStRtqeno627Zt47333iMuLg6Aa6+9lri4OKKioop1vHvuuYfZs2cD0LdvX3755Re3fS/uOubEiRN5xZI5w8a8efPKbDCsEMKe2QwTJ3Zg166qNGx4icmT1+Pr69k/v4cPhzN27PVkZxt4+eVNtGlz3qP1EWVPr9dTo0YNateuTUBAgKerI4QQwkWZmZmcPHmS+Pj4ImevTk9PZ8iQIRU/WExPT6dt27bs37+fyMhINm/e7HQKjdGjRzNt2jQA7rrrLubNm1esY548eZLY2Fg0TcPf35/ExESHLZXuVNRjSsti5SWtMt7rgw/0PPecgaAgjc2bc2ja1LP1SUiA//3Ph2PHdNx4o5nFi014wxAVuYbLVmZmJidOnKBu3bql/r+sMpCWGVGeyfVbvmRkZHDs2DFiY2Px9/cv0rZFaVks12MWP/nkE/bv3w/AM888U+Bci2+99RZz587l0qVLLFiwgClTplC9evUiH7N27do0atSIgwcPkpWVxZEjR2jevHmxv4fSOKa/v7/Di8bX11duvioJ+Vl7l7//hvHj1fqUKTpatvTszyYnB4YNg2PHoFEjmDdPj7+/F0SKNuQaLhsmkwmdTofBYJCEFm5gebqv0+nkfIpyR67f8sVgMKDT6fDx8Sny/8uilC/XV8LPP/9sXe/du3eBZYODg+nQoQOgfhm2bt1a7OPajuu4dOlSsffj7ccUQpRcRgYMGaKmpOjfHx580NM1UhlPV6+G4GBYvNi7kuwIIYQQwnuU62Dx9OnT1vXw8PBCy0fY3BGlpqYW+7gJCQkO91maPHFMIUTJPf887NsH1avD9OkqC6onLVwI77yj1r/6Clq29Gx9hBBCCOG9ynWwaDsR5YkTJwotf+zYMet6cRPcnDp1ioMHDwKqu2e9evWKtR9vP6YQouSWLYOpU9X6zJngDckm//lHfX32WRg40LN1EUIIIYR3K9fBYqtWrazrc+fOLbDsoUOH2Lx5M6Cyv11zzTXFOuaECROw5ATq1q1bmWQX9cQxhRAlc+4c3H+/Wn/sMejTx7P1sXj5ZdUF9Y03PF0TIYQQQni7ch0sDhkyxLo+c+ZMZsyY4bDcmTNnGDhwIDk5OQD069ePKlWqWD8/dOgQb7/9NsnJyU6PZTQaee6555hpM2P1hAkTnJavV68eOp0OnU7H2rVr831eGscUQngHTYORI+HsWWjRAiZP9mx9TCawSZBM9+7gU67TmwkhhBCiLJTr24XevXtzxx138P3336NpGiNHjmT27Nnccsst1K5dm4yMDP766y9mz55tTQoTFRXFe++9Z7ef1NRUnn/+eV566SW6d+9Ou3btqF+/PqGhoaSmprJ7924WLlxo19X19ddftybMKQ5PHFMIUTY+/xyWLgU/P5g3Dzw9I8HEibBqFfzwA9Ss6dm6CCGEEKIc0cq5zMxMbfjw4RpQ6NK0aVNtx44d+faxY8cOl7YHtLCwMG3GjBmF1qtu3brWbdasWVMmx3QmKSlJA7SkpKRi70OUD9nZ2dqSJUu07OxsT1el0vrnH00LDNQ00LQpUzxdG01bvFjVBTRt3jxP16Zwcg2XrYyMDG3fvn1aRkaGp6tSIZhMJi0xMVEzmUwl2o/tPYArnn76aWt5Pz8/7bvvvnO6P0BbtmxZofs8cuSItXzHjh0dllmzZo3dfkNDQ7Vz584Vuu+ZM2datxk3bpxL36MzXbp0KfAeyt/fX6tRo4bWo0cPbfLkydrZs2dLdDxX/P7779bjt23bttDyJ06csKuzK+fkyy+/tJYfPHiwO6qtmUwmbd26ddrEiRO1rl27avXq1dNCQkI0Pz8/rVq1atp1112njR49Wlu+fLmWk5PjlmOK4ivJ3++ixAblumURVMKXGTNmMGbMGGbNmsXGjRs5fPgwycnJ+Pn5ERMTQ9u2bRkwYAADBw7Ez88v3z6uuOIKfv31VzZv3szmzZs5evQoCQkJJCYm4u/vT3R0NK1bt6ZXr14MGzbMLRPbe+KYQojSlZ0NQ4eq6TJ69oTHH/dsffbvh3vuUeuPPQZ33eXZ+ggh3MtkMvHggw/y1VdfAWqasMWLF9OrV68Ct3vhhRe44YYb3D7xekpKCpMmTeLDDz90635LIisri/j4eOLj41m9ejVvvPEGn376qd1QJne79tprCQoKIj09nZ07d5KUlFRg1v41a9bYvXY0fKmgbbp161bsulrs2bOHZ555huXLlzv8/OzZs5w9e5bNmzfz8ccfU7t2bSZOnMh9992HwWAo8fGF9yr3waLFVVddxQcffFCsbf39/bnhhhu44YYb3Fafo0ePlvkxhRCe9dJLsH07VKkCX38NnpzTODkZBgyAlBTo3BnefddzdRFCuF92djZDhgzhhx9+ACAyMpK4uDjat29f6LY7d+7k22+/LZWA6bPPPuPJJ5/0SOb21157jZZ55gNKS0vj4MGDLFy4kH/++Yfk5GTuvvtuoqOjC52ju7j8/Pzo2LEjK1euxGQysX79em6++Wan5fMGh1u2bCE9Pb3AhIbr1q2zrpc0WPz++++57777SEtLAyAgIIBu3brRuXNnqlevTmBgIOfOneOff/5h2bJlHD16lJMnTzJy5Ejatm3LVVddVaLjC+9WYYJFIYTwpLVr4e231fr06Z4dG2g2w733woEDUKuWmlvR19dz9RFCuFdaWhq33norK1euBKBGjRqsWLEiX6CUV0BAANnZ2ZjNZiZMmMCdd96Jr5v+OAQHB5OWlkZ2djYTJkxg9uzZbtlvUXTq1ImuXbs6/GzChAkMHz6cb775Bk3TmDBhQqkFiwBdu3a1/nzWrl3rUrDYt29f4uLiMBqNbNy40WkL8cGDBzl16hQAtWrVonHjxsWu57Jlyxg0aBBmsxmAQYMG8c4771CnTh2n2/z666+8/PLLbNmypdjHFeVHuc6GKoQQ3iAxUXX31DQYMQJuvdWz9Xn3XViyRCXYWbQIqlXzbH2EKKnjx9VcpR99pL4eP+7pGnlOYmIiPXv2tAYiDRo0YMOGDYUGiqCS/A0bNgyAw4cP8/nnn7utXjfddBONGjUCYN68eezatctt+3YHg8HAlClTrF0mLa13pcW2tS9vN1NbJ06c4PDhwwDce++91K1bt9BtbFsiS9KqeOrUKYYOHWoNFF966SU+++wzatWqVeB2ffr04Y8//uCll16SLqiVgASLQghRApoGDz8MJ05Ao0ZQzN7wbnXbbdCyJXzyCVx7radrI0TxbdkCN98M9erB8OHw5JPqa7160L8/bN3q6RqWrfj4eLp06cKff/4JqPmmN2zYQIMGDVzex6uvvoq/vz+gum2mpqa6pW6+vr5MmjQJALPZzAsvvOCW/bpTVFQUMTEx1tcpKSkFlj99+jTjx4/n2muvJTo6Gn9/f2rUqEHPnj2ZOnUqGRkZTrdt164dISEhAPz999/WrPx52QZ+Xbt2pUuXLvneL2ibkgSLkydPJjExEVAzDLz00ksub6vX63nllVfs5jwXFZMEi0IIUQJz5sCCBWAwwNy5cPnewKMaNYK//lKtnEKUV4sWQceOsGyZeigDqos1qNdxcdChgypXGRw5coROnTqxe/duANq3b8+6deuoUaNGkfYTGxvLI488AsC5c+eYMmWK2+o4cOBA2rZtC0BcXBzr1693277dIScnh6SkJEB1ybUNHPP66quvaNy4Ma+//jpbt27lwoULZGdnc+bMGVavXs1jjz1G06ZN+euvvxxu7+PjQ6dOnQAVPNuOMbRlCfyuuOIKYmJirMHi1q1brWMI83LHeMXk5GS7+clfe+01tyc8EhWDBItCCFFMR47Ao4+q9YkTPduKl5YGtvcilxsOhCiXtmyBQYPAZFKLI5bPBg2q+C2Me/bsoWPHjtbuir1792bVqlVERkYWa3/jxo2zZll/9913OX/+vFvqqdPpmDx5svX1888/75b9usvs2bOtXU+7d+/uNDiaMWMGI0aMsJbt1asX06ZNY/78+UyePJkWLVoAqgtp165dnXa5tR0/6ayl0PK+JUi0fM3JyWHDhg35ytuOV6xbty7169cv4Dt2bv369daW0WbNmnGtdEMRTkiwKMrUqlXQvLn6Ktxv9Wodo0d3Y/VqeTpYWizX8PLlcPfdKttop07gyR5Xmqa65nXvrrqeClHeTZpkmR204HKWMpd7P1ZImzdvpkuXLsTHxwNwxx13sHTpUoKDg4u9z6ioKJ577jkgd7oLd+nZsyc9e/YE4M8//2Tx4sVu23dxpKens2vXLl588UUeeughAMLDw3nzzTcdlj927BiPPfYYoILfGTNmsGLFCh555BEGDRrE888/z86dOxk+fDigkg3ZjvuzVdi4RdvxipbAsmHDhtYxg462cVcXVNtAtGPHjsXej6j4JFgUZUbT4MUX4Z9/1NfCbgJE0WgajB+v5+TJMMaP18v5LQW21/Dw4bBpE4SFwezZqhuqp7z3nsp4qtfDlVd6rh6ickhLc75kZrpeNu9wL8v7+/fDzz87b1HMy2SCpUvVdmlpkDdnSXq68zrkLZuR4bicJ/Xs2ZOLFy8CMHLkSBYsWOBwzuiieuKJJ6hevTqgprsobMqvopg8ebK11W7cuHGYXP1hllC3bt3Q6XR2S3BwMK1bt+bNN9/Ez8+PO++8kz///JMrnfyx/Oijj6wtig8//LA1KLTl4+PD559/bh2vt2fPHpYuXZqvXNu2ba0tuLt27bL+HC1sAz9LiyJA586d833uaJuSJrexsCQmEsIRCRZFmVmxIrer0Nat6rVwnxUrYNs29Su9bZtezm8psL2GT59WX6dNU8k2PGXVKrD09PrgA9XKKURpCglxvtx+u33ZmBjnZW+80b5svXrq/SuuKPrDRE1T24WEQLt29p+1a+e8Ds2b25ft3NlxOU+yJKAJCAjgqaeeQu+mCVyDg4OtCU0s0124S9u2bbnzzjsB+Oeff5g1a5bb9l0SPj4+BAcHF5jBc9HlQbA6nc7a+upsX88++2y+7WwZDAauv/56ADRNyzdu0dJy2LRpU2vgDrmB47Zt2/Il4cmbEKe4Lly4YF2PiIgo9n5ExSfBoigTmgYTJuS2vhgM6rW0frlH7vlVJ9Rg0OT8ulneaxigShUohTmtXXb0KAwenDuv4uWcFUKICsTSepWZmUn37t35559/3LbvkSNHltp0F5MmTcLHR03nPXHiRDLzNjuXgtdee43FixfbLQsWLOCDDz7g1ltvJSUlhVmzZnHVVVc5bAk8d+6ctYW1SZMm1mksnLnhhhus65YMtXkVNG7R8jpv0Ods3OK///7L6ctPKhs0aEBsbGyB9SuIJjcIwkUSLIoyYWmRsfREMZmkddGdcs+v6vZjMunk/LpZ3msY4OJFuDzVWZnLyFBTZFy4AG3bwqefgiSyE2UhNdX58sMP9mXPnXNedtky+7JHj6r3P/20ePX67DO1fd5kN1u3Oq/Dvn32Zdevd1zOk3777Tdrl8kzZ87QrVs39uWteDGV5nQXjRs3ZuTIkQCcPHmSqVOnum3fznTq1IkBAwbYLQMHDuTxxx9n0aJFrF+/npCQENLT0xk8eDD//fef3faWcaGggsXCxMTEEB4enm9bW87GLR4/fpwjR44A+YPFZs2aUe3yBLm227irCyqocasWzqb1EALAx9MVEBWfbYtM3mELN90EERFyk1sSmgbO/s7L+XUPZ+fY0kLeu3fZn+P582HHDoiOVlMHBAaW7fFF5VWUvCrFKdu3r/p9KkrDh06nurU6Ol5QkOv78cbfo+joaH777Td69OjB33//zdmzZ+nWrRu//fabNStnSQwcOJC3336b7du3W6e7sIyZK6mXXnqJb775hvT0dN58800eeOABj3Z57NChA08//TSvvPIK6enpvP3223z++efWz227fLqaQCgkJISkpCSn81W2adOGiIgILl26xJ49e7hw4QJRUVFOxytadO7cme+++86unDuDRUsSHYBDhw6VaF+iYpNgUZQ623FeeZlMqmVElA45v6XLtoXcpjdSmbjvPpVMpGlTKEFPJCG8Tmws9Oun5lF0JS+KwaAejFXk34OoqChWr15Nz5492blzJ+fOnbMGjC1btizRvi3TXfTu3RuAsWPHsmnTJndUmxo1avDEE0/wxhtvkJiYyFtvveU0C2lZ6dOnD6+88goAK/N0DQkNDbWuO5vjMC9LkBjiZHCrXq/n+uuvZ+nSpWiaxtq1a7n99tutgV+TJk0czpXZpUsXvvvuO7Zv305ycjJhYWFumV/R4vrrr+ftt98GYOPGjSXal6jYJFgUpaqgVkVQ2RubN1etJNL6VXSapsas7duXO1m1LTm/JVfYOfZU66JOBw8/XHbHE6IsTZiguqkW1sKo06ll/Piyq5un2AaMO3bs4Pz583Tv3p3Vq1dbxzUWV69evejZsyerVq3ijz/+YPHixbRp08Yt9X7uuef4/PPPuXDhAh9++CFjxoxxy36Ly7b7pW1GUMAuaDt48GCh+zp37hxJSUkA1KxZ02m5bt26WcdIrlmzxi5YdJakxtK6azKZWL9+PU2aNLGOV2zSpEmBx3NF586dCQgIIDMzk/3797NlyxauueaaEu1TVEwSLIpSVVCrIqib7z174OTJsm+ZqQiWL1fnzxk5vyVX2Dkuy9bFkyfV1B0ffgjFnItbiHKhXTtYsAAGDVLBoqOHjQaDChQXLsyfAbWiqlKlCqtWraJXr15s377dLmB0NhWEqyZPnky7du3QNI1x48Y5TABTHOHh4bz44os8/fTTZGRkMHHiRDp06OCWfRdHQkKCdT1vV9OYmBjq1avH0aNHOXDgAMeOHSswyc3y5cut69ddd53TcratgGvXrrUbr+ioCypAy5YtiYqK4sKFC6xdu9YaKObdX3GFhYUxYsQIpk2bBqguw7/88kuJ9ysqHklwI0qNo+yRjkhm1OKR81v6vOkcZ2XBHXeoOR0dTPslRIVz221qLlPLGEZQvSVAvb7pJvX5rbd6ro6eYAkY27ZtC6jgp3v37vz9998l2m9pTnfx6KOPWjN3fvXVVxw4cMBt+y6quLg463rzvHOnALdfnv9F0zTeeecdp/vJycnh3XffzbedI1deeSVVqlQBYO/evXz33XfWz5y1LOp0Ouu0G2vWrHHreEWLsWPHWhP0LF++nFdffdXlbc1mM6+88gq7d+92S12E95JgUZQaR9kjHZHMqMUj57f0edM5HjMGNm9WLYrvvVd6xxHCm7RrBz/9pDKlzpwJ77+vvh49Cj/+WHlaFPOKjIxk1apVtLt8Ai5cuECPHj3YuXNnifZrO93F+++/X9JqWvn7+1vHCZpMpjLJjOrI77//zpQpU6yvhziY+2jMmDEEXc6K9OmnnzoMmnNycnjkkUesU420bNmSfv36OT2uXq+3SxpkGSvYuHHjAruTWlodd+7caTe+siTzK9qqXbs2c+bMQXf5acyrr77Kww8/bNeK6ciqVavo2LEjEydOxOTKwGJRrkk3VFEqLC0yer3jcV556fWeyypZHsn5LX3edI6/+AK+/FLtd948aNDAvfsXwtvFxqqkTiJXREQEK1eupHfv3mzZssUaMK5atarY4w0t01189tlnLid4cdU999zDu+++y969e92+b4sNGzbkmwbCaDQSHx/PmjVrWLp0qTW4+d///seDDz6Ybx9169blo48+YuTIkZjNZu6//37mz5/PLbfcQlRUFMeOHeObb75hz+XxCcHBwcydOxe9vuD2l27durFkyRJAjXUE511QLSyfm81ma/fZ5s2bW6fVcId+/foxb948hg8fTkZGBvPnz2fJkiX06NGD66+/nho1ahAQEMD58+fZv38/v/76q2RPrWQkWBSlIjsbjh937SYbVLkTJ9R2/v6lW7eKQM5v6fOWc/znnzB6tFp//XXo08d9+xZClG/h4eGsWLGCG264gc2bN3Px4kVrwHj11VcXa5+20124k16v54033uCWW25x635tTZgwwaVyt99+O1999ZW1FTWvESNGAPDYY4+Rnp7O8uXL7cYnWtSuXZtFixa5NF7UUdfRwloIW7duTXh4uDWJjrP9lNTgwYNp3rw5zzzzDCtXriQzM5NffvmlwDGM9erVY+LEiSUeKyu8nwSLolT4+6tueefPu75NTIwEMq5ydn5zcoxs2LCRTp064uPja/eZnN+i8YZr+MwZuP12MBrV+K2xY923byFExWAJGPv06cMff/xBYmIiPXv2ZOXKldZxjUVhO92Fu/Xv35+OHTuW6VQNPj4+hIWFUb9+fdq3b8+wYcMKTEZjMWLECG688UY++eQTli9fzuHDh0lJSaFKlSq0aNGCW265hQceeIBAFyfnbNmyJdHR0XYJdgoLFi3Tbvz8888ub1NcV155Jb/++ivr169nzZo1rFu3jiNHjnDhwgWMRiMRERE0aNCAa6+9lv79+9OtW7dCW1NFxaDTNEl7UdElJydbn0yFhYV5ujqiFBmNRuLi4ujbty++vr6FbyC82t69KolHUJAar2gzBViFJddw2crMzOTIkSPUr1+fgIAAT1en3DObzdY58eRGWpQ3cv2WLyX5+12U2EBaFoUQwku1aAF//QXJyZUjUBRCCCGEd5HHBkII4WVshqcQHS0JbYQQQgjhGRIsCiGEF9m+HerWhRkzPF0TIYQQQlR2EiwKIYSXSEhQE4wnJcGSJWr6DiGEEEIIT5FgUQghvEBODgwapKbraNwYZs+WOTGFEEII4VkSLAohhBd44QX47TcIDobFiyEiwtM1EkIIIURlJ8GiEEJ42IIF8O67an3mTJUFVQghhBDC0yRYFEIID/rvPxg+XK0/9xzceadn6yOEEEIIYSHzLAohhAfVrw9jx8LGjfDGG56ujRBCCCFELgkWhRDCg/R6mDABTCYwGDxdGyGEEEKIXNINVQghPOCHHyA9Pfe1BIpCCCGE8DYSLAohRBlbvBjuuAM6drQPGIUQQgghvIkEi0IIUYb++QfuuUetd+kCQUGerY8QQgghhDMSLAohRBlJToZbb4XUVBUovvOOp2skhBBCCOGcBItCCFEGzGbVonjgANSuDQsXgq+vp2slhBBCCOGcBItCCFEGXn8dfvwR/PxUcpuYGE/XSAghhBCiYBIsCiFEKUtKgmnT1Pqnn8K113q2PkIIIYQQrpB5FoUQopSFh8OWLarr6fDhnq6NEEIIIYRrpGVRCCHKQGwsPPOMp2shhBBCCOE6CRaFEKIUaBo88IAapyiEEEIIUR5JsCiEEKXg3Xdh+nQYOBBOnvR0bYQQQgghik6CRSGEcLNVq2DsWLX+wQdqqgwhhHCVTqezLq545plnrOX9/f35/vvvne5Pp9Px66+/FrrPo0ePWst36tTJYZm1a9fa7TcsLIzz588Xuu9Zs2ZZtxk/frxL36MzXbt2zff92S4BAQHUrFmTnj178tZbb3Hu3LkSHc8VGzZssB7/mmuuKbT8yZMn7ersyjmZPn26tfxdd91VrHpOnDjR7rgGg4HIyEgMBkOB5/SJJ54o1vFE+STBohBCuNHRozBokJpX8f774aGHPF0jIURFZTKZGDFiBO+99x4AwcHB/Pzzz9xxxx0FbvfCCy+gaZrb65OSksKkSZPcvt+SyMrKIj4+ntWrVzN27FgaN27MvHnzSvWY1157LUFBQQDs3LmTpKSkAsuvWbPG7vXatWsLPYbtNt26dSt6JYVwkWRDFUIIN8nIgNtug4sX4Zpr4JNPwMWGASGEKJLs7GyGDBnCDz/8AEBkZCRxcXG0b9++0G137tzJt99+y5AhQ9xer88++4wnn3ySevXquX3fhXnttddo2bKl3XtpaWkcPHiQhQsX8s8//5CcnMzdd99NdHQ0vXv3LpV6+Pn50bFjR1auXInJZGL9+vXcfPPNTsvnDQ63bNlCenq6NeB0ZN26ddZ1dwSLgwYNYuDAgWRkZBAYGIhe77w9qWHDhiU+nig/JFgUQgg30DQYNQp27ICqVWHRIggI8HSthBAVUVpaGrfeeisrV64EoEaNGqxYsSJfoJRXQEAA2dnZmM1mJkyYwJ133omvr69b6hQcHExaWhrZ2dlMmDCB2bNnu2W/RdGpUye6du3q8LMJEyYwfPhwvvnmGzRNY8KECaUWLILqHmv5+axdu9alYLFv377ExcVhNBrZuHEjvXr1clj+4MGDnDp1CoBatWrRuHHjEte3WbNmDBgwgOTkZMLCwgoMFkXlIleCEEK4gdkMERFgMKj5FOvU8XSNhCi/jh+H7dtdX44f93SNy05iYiI9e/a0BiINGjRgw4YNhQaKAFFRUQwbNgyAw4cP8/nnn7utXjfddBONGjUCYN68eezatctt+3YHg8HAlClTMBgMQG7rXWmxbe3L283U1okTJzh8+DAA9957L3Xr1i10G9uWSOmCKkqbBItCCOEGBgN89BHs2QNOHmwLIVxw/Dg0bQpt27q+NG1aOQLG+Ph4unTpwp9//glAq1at2LBhAw0aNHB5H6+++ir+/v6A6raZmprqlrr5+vpaxyuazWZeeOEFt+zXnaKiooiJibG+TklJKbD86dOnGT9+PNdeey3R0dH4+/tTo0YNevbsydSpU8nIyHC6bbt27QgJCQHg77//5tKlSw7L2QZ+Xbt2pUuXLvneL2gbCRZFaZNgUQghSiAhAXJycl83a+a5ughRESQkQGZm0bbJzFTbVWRHjhyhU6dO7N69G4D27duzbt06atSoUaT9xMbG8sgjjwBw7tw5pkyZ4rY6Dhw4kLZt2wIQFxfH+vXr3bZvd8jJybEmmwkICLALHPP66quvaNy4Ma+//jpbt27lwoULZGdnc+bMGVavXs1jjz1G06ZN+euvvxxu7+PjY80iazab7cYY2rIEfldccQUxMTHWYHHr1q2kpaU53Mbd4xWFKEiRxyyW5i9+586dS23fwvOOH4fVqyElBUJDoUcPiI31dK0qjuPHYcUKHZs3N+D8eR29e8v5dbe813CnTnD33RAUBAsWQAH3HUIIUWx79uyhd+/exMfHA9C7d28WLVpEcHBwsfY3btw4ZsyYQXJyMu+++y4PP/wwVatWLXE9dTodkydPto61e/755/njjz9KvF93mT17trXraffu3Z1OTTJjxgxGjhxpfd2rVy8GDBhAVFQUR48eZfbs2ezdu5cTJ07QtWtXNm3axJVXXplvP127drVOU7J27VpuueWWfGUswaIlSLR8zcnJYcOGDdxwww125W3HK9atW5f69esX5RQIUWRFDhYt89m4m06nI8f28byoMLZsgddeg19+UUlA9Ho1vkung379YMIEaNfO07Usv+zPrw86XUumT9fJ+XUjZ9ewRWgopKZKsCiEcL/NmzfTt29fLl68CMAdd9zB3Llz8fPzK/Y+o6KieO655xg/frx1uosPP/zQLfXt2bMnPXv2ZNWqVfz5558sXryYW2+91S37Lo709HQOHTrE/PnzrVOMhIeH8+abbzosf+zYMR577DFA3ZtOnz6d4cOH25V5+umnGTVqFF999RVpaWkMHTqUv//+O19SmMLGLdqOV7Qk5mnYsCG1atXi1KlTrFmzJl+wKF1QRVkrVjdUTdNKZREVz6JF0LEjLFumbrIh9yZb0yAuDjp0UOVE0Tk6v5qmu/xVzq87FHQNW6Snw86dZV41IcqUpkFaWukvBQwDK1BGRunWy1O3KT179rQGiiNHjmTBggUlChQtnnjiCapXrw6o6S6OHj1a4n1aTJ482dqwMG7cOEwmk9v2XZBu3brlm0A+ODiY1q1b8+abb+Ln58edd97Jn3/+6bAlEOCjjz6ytj4+/PDD+QJFUF1MP//8c1q1agWolt+lS5fmK9e2bVvCwsIA2LVrl/XnaGEb+FlaFCG3p52jcYulFSy+8sorGAwGIiMjMRgM+c6j7eLOa0V4vyK3LL788sulUQ9RAW3ZoiYnN5mc/5M1mVQL46BBsGmTtIAVhZzf0ufKOQYVPMo5FhVdejpcztfhlS4PDys1qalQzF6fJTyuSkATEBDAU0895bYpDYKDg3nppZd45JFH3D7dRdu2bbnzzjutcxvOmjWLESNGuGXfJeHj40NwcLA1I6ojiy4/XdXpdDz33HMF7uvZZ5/lnnvusW6Xt5upwWDg+uuv55dffkHTNNatW2fXymppbWzatKk1cAcVOH777bds27aNlJQUQkNDrZ/lTYgjRGmTYFGUmkmT1A12YU9jLWUmTYIffyybulUEcn5Ln5xjIYSntWrVit27d5OZmUn37t357bffuOKKK9yy75EjRzJlyhQOHTrEvHnzePbZZ522uBXVpEmTWLRoETk5OUycOJGhQ4cSUMqTz7722mv5phDJzs4mPj6edevW8dNPPzFr1iwWLlzI/Pnz8819eO7cOWurWZMmTazTWDhj20XUkqE2r65du/LLL78AKtCzDRYtgV/eoC/vuMUbb7wRgH///ZfTp08DasqUWDcmJhg0aBADBw4kIyODwMDAAh9KFJQYSFQ8RQ4WhXDF8ePw88+ud9sxmWDpUvj+e+jfHyw9bA4dgsvj+R1q1y534vMjR+DkSedlr74696nwsWMFp1lv3Rou9xzh5Em1b2datVLz6wGcPg3//ee8bPPmEBWl1s+ehX//dV62WTM1uTvA+fOwf3/uZ2fPFv/8dugANWuq9y9dgsuJ9RyqVy93vsCUlIK7WsbGguX/ano6bNvmvGytWmDJ9J6ZCVu3Oi9bowZcnroLoxGc/D8G1JjBpk3VusmkWvqciY4G2/ut33+3/7y45/j4cUksJCqmoCDVulbadu4sXivhhg1w1VXurk2uoKDS23dBfvvtN3r06MGuXbs4c+YM3bp147fffqN58+Yl3rdluovBgwdbp7uwBDYl1bhxY0aOHMlnn33GyZMnmTp1Ks8++6xb9u1Mp06dnLa2Pf7442zatIkbbriB1NRUBg8ezK5du2jYsKG1TLzNDUeTJk0KPV5MTAzh4eEkJSXZbWvL2bjF48ePc+TyzUXeOjdr1oxq1apx9uxZ1qxZYw0WS3O8YrNmzRgwYADJycmEhYW5rQVbVACaqPCSkpI0QEtKSiqzY371laWtpejLmTO5+3n00YLLHj6cW/a55wouu3t3btmJEwsu++efuWXfeafgsr/9llv2k08KLrt0aW7ZWbMKLjt/fm7Z774r/vnMu0ydmrvftWsLLjt5cm7ZrVsLLvvSS7ll9+0ruOzTT+eWPXq04LIPPZRb9vz5gsvec09u2fT0gsvefrv9Neuu8ztzpiZKIDs7W1uyZImWnZ3t6apUChkZGdq+ffu0jIwMT1fFatu24v3ubdvm6Zprmslk0hITEzWTyVSi/QDWRdM0LSEhQWvdurX1vZiYGG3Pnj1F3l+tWrXyfWY2m7Wrr77aWmbdunWapmnakSNHrO917NjR4X7XrFljLTN06NB8n58+fVoLCgrSAC0yMlJLTEzUNE3TZs6cad1u3LhxLn8fjnTp0sW6rzVr1hRa/uWXX7aWf/DBB+0++/33362fDR482KXj16pVSwM0nU7n8HOTyaRFRERYyyQkJGiapmlff/219VinT5/Ot92dd96pAVq7du2s7911113WbebMmeNS/Qpiey5efvllt12/omyU5O93UWIDaVkUpSIlJX/GSFfExKjJzS2qVcttKXLE1zd3vWrVgsva5gOIiiq4rG1PmSpVCi5r+7Q5IqLgsrbjXcLCCi5rM0SB0FD7somJcO6c822diYnJbQUFCAwsuA5VquSuBwQUXDY6Onfdz6/gsrYZ2n18Ci5brVruusFQcFnb6cZ0uoLLWlpXLfKWLc451ushOblo2wghRGGioqJYvXo1PXv2ZOfOnZw7d87awpi322VRWaa76N27NwBjx45lU0HdMoqgRo0aPPHEE7zxxhskJiby1ltvOc1CWlb69OnDK6+8AsDKlSvtPrMdG+hsjsO8LGNKQ5wM6NXr9Vx//fUsXboUTdNYu3Ytt99+u7WVsEmTJg7nyuzSpQvfffcd27dvt7b2yfyKwiOKEciKcqY8tSxKq4xr5PyWPjnHniEti2VLWhbdq7RaFi0uXLigtWnTxvpZ1apVtV27drm8P0ctixY9e/a0llu0aJFbWhY1TdMuXbqkRUVFaYAWGBionTp1yqMti//++6+1vJ+fn91nZ8+etX7WrFmzQvdlW75p06ZOy02ZMsVa7tFHH9U0TdPq16/vsHXTYteuXdZtli5dqh04cMD6ukmTJoXWzRXSsli+eW3LYvfu3YsckLpCp9OxevXqUtm3KHs9eqiWHU1zfRudDkrp8qpw5PyWPjnHQghvU6VKFVatWkWvXr3Yvn0758+fp3v37qxevbrEiWkmT55Mu3bt0DSNcePGOZwKojjCw8N58cUXefrpp8nIyGDixIl06NDBLfsujoSEBOt6cJ70tjExMdSrV4+jR49y4MABjh07VmCSm+XLl1vXr7vuOqflbFsB165dazde0XbKDFstW7YkKiqKCxcusHbtWmtim7z7E6K0FTlYXLt2rXXuHHfRNM3t+xSeFRurJoSPi1OJPwpjMMBNN0liEFfJ+S19co5FRXM86TirD68mJTuFUL9QejToQYy/92U1jI5W3d4zM13fJiDAvit8RWYbMG7bto2EhARrwNi6deti79fRdBfu8uijj/Lhhx9y/PhxvvrqK6Ismd48IC4uzrruKEnQ7bffznvvvYemabzzzjt8/PHHDveTk5PDu+++a7edM1deeSVVqlTh4sWL7N27l++++876mbOEPDqdjuuvv54lS5awZs0aCRaFxxQr1ZGmaW5dRMU0YYJqaSnsOYClzPjxZVOvikLOb+mTcywqgi2ntnDztzdT74N6DP9pOE8uf5LhPw2n3gf1ePjnh8nKyfJ0Fe3ExsKBAyqjsqvLgQOV60FNZGQkq1atot3liV0vXLhAjx492FlQymoXTJo0CR8f1Y7w/vvvl7SaVv7+/tZxgiaTialTp7pt30Xx+++/M2XKFOvrIUOG5CszZswYgi4nI/j0008dBs05OTk88sgj7Nq1C1CtgP369XN6XL1eT+fOna2v3377bUBljK2ZdwC9DUur486dO+3GV8r8iqIsFbll0VzUjCWi0mrXDhYsUJOVa5rj1hmDQd1kL1wok5kXlZzf0ifnuGwdTzrOioMr2Hx+M+f/Pk/vxr2JDa9EEUApWPTPIgZ9P0g9nEU9nDVr6v+4hsb6Y+sZVGsQNTJrlPoceEURG1u5gr/iiIiIYOXKlfTu3ZstW7ZYA8ZVq1bRpk2bYu3TdroLVxO8uOqee+7h3XffZe/evW7ft8WGDRu4dOmS3XtGo5H4+HjWrFnD0qVLMV3+Q/6///2PBx98MN8+6taty0cffcTIkSMxm83cf//9zJ8/n1tuuYWoqCiOHTvGN998w549ewDVlXXu3LmFTjXRrVs3lixZAqj5HMF5F1QLy+dms9nafbZ58+ZUs8385ib79+9nyZIlLs2zGB4eLq2blUmRR0R6qSNHjmjjx4/XOnbsqEVFRWk+Pj5acHCwVr9+fe3WW2/VZs+eXWDCBNtB2q4s9957r1vrf/r0ae3ll1/Wrr76aq1KlSpaYGCg1qBBA+3ee++1prEuLk8kuLG1ZYum3Xyzpul0KgmBXq++6nSa1r+/+lwUX97zq9OZ5fy6mVzDpWvzyc1av3n9NN1EncZE7L7ePO9mbctJOcHFsfnkZs3nVR/r+XS01H2nrrZs0zLtr2N/aalZqZ6ucrlX2gluHLl06ZJ23XXXWctHRkZq2/Jk+7F8VlCCGwvb6S4sS0kS3Nj68ccf891PuTPBjavL7bffXug90fTp0/Odh7xL7dq1tS0u/gOwTVhjWQqb/sJkMmnh4eF221gS5LiDbYKboiytW7d2Wx1E8XltghtvNGXKFF588UWysuy70uTk5HDkyBGOHDnC4sWLmTRpEt9//32J00y7248//sj9999PYmKi3fuHDx/m8OHDfP3114waNYpp06ZhsJ1Xopxo1w5++klNVv7bb2pqgbAwlQhEnhyXnO35Xbkyhz///If27a+gVy8fOb9uItdw6XHU8mX7Ne5gHMsOLWPBHQu47YrbPFnVcmfS+kl257UgGhrxqfE0qtKoDGom3Ck8PJwVK1bQp08f/vjjDxITE+nZsycrV66kbdu2Rd6f7XQX7ta/f386duzIxo0b3b5vZ3x8fAgLC6N+/fq0b9+eYcOGFZiMxmLEiBHceOONfPLJJyxfvpzDhw+TkpJClSpVaNGiBbfccgsPPPAAgYGBLtWjZcuWREdH2yXYKaw7qWXajZ9//tnlbYRwN52mle9Bgx9//DFjxoyxvu7QoQP9+/enTp06JCcns3fvXmbNmmWdByc6Oprdu3dTvXp1u/2sXbvW2qQ+aNAgBg8eXOBxY2Njufrqq0tc/zVr1tCnTx+ys7MBuOmmm+jfvz/BwcFs376dGTNmkJSUBMBDDz3Ep59+WuRjJCcnEx4eTlJSEmFhYSWus/BeRqORuLg4+vbti6/tJJRCeKEtp7bQ8auOmMymAgMaHToMegObhm+iXS3p61sQs2bGaDJyOPEwLT5pUWigWDe4Lp91/IzoWtHgA61iWuHv419Gta14zGazdU68wrolCuFt5PotXzIzMzly5Aj169cv8jCCosQG5bplMSMjgxdffNH6+ssvv2TkyJH5yr300kv06NGD3bt3k5CQwNtvv203wDmvZs2aMWDAgNKosp2srCyGDx9uDRSnTp3K6NGjrZ8PHTqUUaNG0aVLF86cOcNnn33GnXfeWWrTlwghRFlyteVLQyVDm/T7JH4c/KPbjq9pGiZNjV/y0at/hznmHM6knsFoMmI0G/N9rRZcjYZVGgKQmZNJ3ME4h2VzzDk0i27GDY1usJaduHZivjJGs3p9bc1rebz94wCYzCZ6ze6V+3me/Xet25Uv+39p/T6i344mNTsVo9loHY9YXCnZKRIsCiGEsCq1YNFkMrFr1y5OnjxJcnKydUBxQe65554iHWPjxo2kpKQA0K5dO4eBIkDVqlV58803rZmq1q9fX6TjlJavvvqKo0ePAnDzzTfbBYoWTZo0Ydq0adaUzOPHj2fTpk1lWU0hhHC740nH+fnfn13qIglg0kwsPbCU40nHiQ2P5d8L//LsymfzBVI55hyMJiMPtn2Qh655CIADCQfo9nU3h4EXwHMdnuOtXm9Z69Xwo4ZO6/HINY8w7aZpACRnJXP7Qufp8u9tfa81WDSZTby18S2nZbNN2dZgUa/Ts+boGqdl83YVzcjJIMvknoymJrML88QIALKyICcn//uZmQYcdezw8QF/icOFl5DrV7jK7cHiqVOneOWVV/j2229JT093eTudTlfkYNGSTQpUBq+C2H5u6ZLqafPnz7euP/XUU07LDRgwwDpJ7B9//FHoJLFCCOHtVh9e7XKgaKGh8duR37jvqvtIyUrhpwM/OS17KvmU3XbxqfFOy1qCRgA/gx++el98Db4Ov0YF5c4PF+ATQMc6HfOV8dH74Gvw5bpaueOi/H38ebL9k3af227TNLqptaxOp+Pb279V5QqpA8Ceh/dg0BusZXz0PszfM5+Hf3nYtRNrw6BX4+LNmpkzqWcI8QshxDdEuqTlkZUFe/aoLMn29ECow210OmjZUm64hefJ9SuKwq3B4tatW+nbty8XL14sk/kTY2JyJxP+999/Cyxr+3mLFi1KrU6uSklJYcOGDQCEhoZy/fXXOy2r1+vp06cPn332GQDLli3joYceKpN6CiFEaUjJTkGv0xep26QOHclZyQDUjajL5/0+dxrY2ba+1Yuox45RO5yWDfINspatHVab7AnZLtUnzD+MDcM3uFTWR+/DlBucD3/Ia3DLgsfN26ofWT/fe30b90WHrsgBeaifulFMN6ZzOkVNAq5DR7BfMKF+oYT6hxLsG2wNKiurnBxHN9oF0zS1ndxsC0+T61cUhduCxbS0NG699VYuXLiAXq9n6NChdOrUiYceegidTsfo0aNp2rQpR44c4ddff2Xv3r3odDruvvvuYo/B69SpkzWz1F9//cX06dMddkU9f/68dWyjXq8vsBUP4IcffmDJkiUcPnyY7OxsqlSpQsuWLenVqxcjRoygSpUqxaqvrX379lnnrGzTpk2hWU7btWtnDRZ3795d4uMLIYQnhfqFFnl8nYZGmL8aiB8dFM2DbfPPkeZIgE8AV1W/qqhVLNdiw2Pp16QfcQfjrOMyCxMREGEdr6jX6akSWIWUrBSMZiOp2amkZqcSnxqPDh11I+oSHRRdmt+CEEIIL+C2YHHGjBmcPn0anU7H119/zdChQwGsLWA9evSgf//+ALzzzjssWLCAUaNG8e2333LDDTcwZMiQIh8zICCAzz77jMGDB5OTk8MDDzzArFmz7LKh7tmzh6+//pqUlBRCQkKYPn06HTt2LHC/lolWLeLj44mPj2flypW8+uqrfPjhhwwfPrzI9bV14MAB63r9+vmfCudlW8Z2WyGEKI96NOhR5JYvHTq615cEX66a0HkCyw4tQ6cVfp516KgRUsP6Osg3iAaRDdA0jSxTFilZKaRkp5CanUq2KRt/Q27zQmJGImdSzxDqH0qoXyghfiGVvuVRCCEqCrcFi7/88gsAHTt2tAaKBRk0aBAxMTH07NmTUaNGcd1119GwofOkAs7cfvvtrFq1ikcffZS9e/eycePGfPP3+Pr6Mm7cOEaNGkWdOnWc7kun03H11VfTtWtXrrjiCsLDw0lNTWXXrl0sXLiQU6dOkZqayogRIzh37hxjx44tcn0tLl26ZF2Pji786WxUVO4YFdtthRCiPIoNj+W62tfx58k/XSpv0Bm4qclNxIbLxJaualerHQvuWGCdx9JRC6NBp4K62mG1CfYLzve5TqcjwCeAAJ8AqgZXRdM0sk3Z+BpyM2AkZyWTZkwjzZjGGc4AEOwbbA0eQ/1CZcyjEEKUU24LFnfv3o1Op7NmHM3LUTbUbt260b9/f3766Sc+//xz3n777WIdu3Pnznz88cc89dRT7NixI9/nRqORadOmkZaWxhtvvOFwAtWmTZuyf/9+mjRp4vAYkydP5vnnn+eDDz4A4MUXX6Rr1660b9++WHW2TbLjytwotnW2ZIB1Jisri6ys3Mx4yclqjI/RaMRoNDrbTFQAlp+v/JyFt9t9bje7z7rWpV6HDp1Ox9j/jZVru4hubnQz6+9Zzxsb3+CXg7+goVnHiurQ0bluZ6qHVFfdgs2udQv21fuChrUbcfWQ6gT5Blm7qmaZsuyCx1YxrfBFBZfZpmwMeoM1SC2v1C1N0QPgEyc0AgJUZklfX9tFw9dXJRERoqRyctRiNOowGrFbcnJUghso+sV25oxGUBD4+anF11fDz8/t1RcuMpvNaJqG0WgsdDhbXkX5X+q2YPHixYsA1KtXz/4APj6YTCYyMjIcbtenTx9+/PFHli1bVqxgMSEhgYEDB7JmzRoiIyN5//33rd1Q09PT2bZtG++99x5xcXF88MEHbNq0ibi4OLuWOoAaNWpQo0YNJ0cBPz8/3n//fS5cuMDs2bPRNI3XXnvN2qLqTd58801eeeWVfO+vWLGCoKAgB1uIimblypWeroIQTl3IvsBzB58jzZhGHf86nM46jYaGmfzBih49OnQ8E/sM53aeI25nnAdqXP6NDB7JLc1vYVfKLjLMGQTqA7ky9EpqBNbAlG0iNTXVOudvcfjiS6Qukkj/SIxmIxnmDDJMGeRoOWSkZpCBugc4nXWadFM6/np/AvWBBOoDCTAEeHXwqBJ76MnMNJCR4UNmpoHs7OLVNzVVh+OE7OrGXa83YzBo+PiorwaDGR8f+6/qfU0Cy0rGbAaTSYfJpCcnx/6ryaQjJ0dvXde00rk4EhN1JCbavqMDNHx81DVrv+S+J9dr6cjOziYjI4P169eT42gelAIUZcYKtwWLBoPBYWQbGhrKpUuXOHPmjMPtIiMjATXlRlGlp6dz/fXXs3//fiIjI9m8ebPdFBnh4eF0796d7t27M3r0aKZNm8aWLVsYM2YM8+bNK/LxAN544w3mzJmDpmmsXr2ajIwMhy2VhQkJCbGuZ2ZmFlreNtgODXWc1tjihRdesEvik5ycTJ06dejduzdhYWFFrqsoP4xGIytXrqRXr174OpooSQgPS85Kpvvs7lwwXqBhWFM+u3Y9J9P+46v/3mDDOdXyZRnLqENHx5i+DG/4Is0jriEqCmKlF6pbZWZmcuLECUJCQlzq5VJSpy+cBhNkmbPIMmdxiUsABPoEEu4fTs3QmqVeh8JoGmRkqKAuNRXS0lQLjTvUqKFumvO29GRng6bpMJv1mM1gNBYcjOp0Wr7WyYrWWpmdbWnBdY3BQLls5TKZLNeCzu6ayNsiaDIV7Qfp46M5uS7UMY8fL/qFERWloWnqZ2M05l63OTkqWHVGp9NsWiNzWybVoupZxIYxgfr7HRgYSOfOnYv899vS69AVbgsWq1WrxrFjx/KNp6tTpw6XLl1ymsHz2LFjAE5bHgvyySefsH//fgCeeeaZAudafOutt5g7dy6XLl1iwYIFTJkyherVqxf5mLVr16ZRo0YcPHiQrKwsjhw5QvPmzYu8n4iICOt6QkJCoeUvXLjgcFtH/P398XeQ29jX11cCiEpCftbCG2maxr3f3cuuc7uoGliNE28to9fZGCAGWArhx6H+b2j+yZAVhnakO78nxfL75e0DAuDAAQkY3clkMqHT6dDr9WUyrrB51eZkm7JJyVLJclKyU8jMySQjJwMfvY9dHeJT4gnwCSDEL8RujKS75eRgDQwtwWHeaQV0OggKgpAQtej1cPBg0Y8VEaEjOP/QUDRN3cA7ChIcdSPUtNzAwjkVDBgM+YMFSxDh55cbTPj4eE9gmZUFe/cWbXoHb5oHUAX89g8DnP1si/o9OvpZOvrZ6vXOf5hpacX7vmJi7K9fTcv9PrKzHS/qe9SRlWXp/prvuwJyg31fX/UzzB9Uqt87kUuv16PT6Yp1z1eU8m4LFps3b86xY8fyzXfYtm1bdu3axdKlS0lLSyPY5iozm8188803ANSqVavIx/z555+t67179y6wbHBwMB06dCAuLg6z2czWrVu5+eabi3xMgKpVq3Lw8n+J4iabado0dwLmI0eOFFretozttkIIUV7odDrGXDuGbfHbeKfNUoadzZMJOikWdt7ndPvMTEhIkGCxvPMz+BEVFEVUkBoOYjQZrfNuWhhNRk6l5PY4CvQJJNRfZVoN9QstdvCoaeo6SkvLDQ4dde7x8YHg4NzgMDjY/ka1uDfbzuh06pg+PuqhSEHMZteCSksgYjKppbBOTJZAxFFLVN6ltG/avXEeQMu5dOW8F6VFFOwD9oLOu8HgPQE9qLpYAjlHD0EgN3B2FkxaWpBNJsjIUIszlgcczhZvaknPylLXo6t8fLzjQYcjbgsWO3bsSFxcHJs2bbJ7/4477mDmzJkkJiZy22238cEHH9CwYUMOHTrEuHHjrPMt9urVq8jHPH36tHU9PDy80PK2LXKpjgcNuMS2JbCwVj5nmjdvjl6vx2w2s2PHDkwmU4GDU7du3Wpdb9myZbGOKYQQnnZDoxs4/Nhh/tld9O77omLyNfhSJdB+/mINjapBVUnNTiUjJ8O6nEs7B6ikOrXDahe6b7PZPjBMS3N8AxcQYB8YBgR4z01nXnp97s1xQWyDm8JatyzBmeXmvTDOWitLNbgxZIF/CuhMoBkgKxRMJb+7tgQzrgTgpdcKWOJvw2vp9SoIKigQMplyWyGzshwHl5aHJDk5UNBwO0cBpG1LZVm0oGdlwZ49ea6XQq5fb2oZz8ttweKNN97IuHHj2Lx5M2fOnLF28bzxxhvp0KEDmzZtYtWqVQ4DnaCgIJ599tkiH9N27N6JEycK7IYKuV1egXwJblx16tQpa6uiv79/voQ+rgoNDaVjx478/vvvpKSksGHDBrp06eKwrNlsZvny5dbXN954Y7GOKYQQnrDon0W0jGlJkyiVbTrQVwJFUTA/gx91I+oCqpXR0mU1JSuFjJwMAnxym9/SjekcTjxMqF8ogYZQdMYQMtP8SE1VN5WOupTmbTWsiL32bVsrC1ParZWOur263FrpmwahpyEgSb3WyE3kmRkOKTXBaN+s5WoroCX4KArLOS3TQLmCMxggMFAtjlh+ngW1TlquzcIeeNi2hjpbSjp+0q5l3MXrt7RbxkvCbcHiVVddxSuvvEJ6ejqnTp2yGw/4ww8/cMMNN7Br165824WGhrJgwQIaNGhQ5GO2atWK7du3AzB37ly6d3c+WfOhQ4fYvHkzoPr4XnPNNUU+HsCECRPQLl8B3bp1K1F20cGDB/P772o0znvvvec0WFyyZIm1G2r79u2LHaAKIURZ++3Ibwz+fjCh/qFsfWArDSKL/rdeVG6+Bl8iAyOJDFQJ8YwmI3qd/nIiGohPTiHTnElmTiZwXm2kBYBPKASE4GMKJzTYxxogBgWVvCXH0jpR1JYmVwI3TyhOa6WjJD22AWdJWiutQVZAIkQeRt1hX2YbgPkngX8yJDaAzEiOHs2tn7tbAS0BYkVoBXR4/brQ8uWp69f2wYez227L+ElngaRtQOl8/KRiGT/prKury+Mni3j9eiu3/tgnTJjg8P1q1aqxbds2FixYwIoVKzhz5gzBwcG0a9eOESNGULVq1WIdb8iQIXz99dcAzJw5kw4dOjBixIh85c6cOcPAgQOtaWX79etHlSq5XV4OHTrEokWLeOihh5xmCzUajYwbN46ZM2cW+v2CmkLE0pK5Zs0aunbtmq/M8OHDeeuttzh+/DhLly5l2rRpPProo3ZlDh48aPfea6+95vSYQgjhTfac28NtC27DaDbSq0Ev6kXUK/E+i9oKICoOk8nSpdTX2qXUZAJ0UepxvF+Kutn1TQefTLUEn6dBVBPC/NX/9uycbHLM4KcvWdpMf3/VZSz/9WgmJSWN0NBg8s7D6M1jklxle9NeWCL4ErdW+qapG21dAVGfDkBT5RKakZFh38Loke6y5YDt9ZthSiMh8zSpOUn5yoX4hFM1oCYBhmCvv35tWwydcef4Scu14yigNJko1vULTgZ+eliZPSMwGAwMGTKEIUOGuG2fvXv35o477uD7779H0zRGjhzJ7NmzueWWW6hduzYZGRn89ddfzJ4925qIJioqivfee89uP6mpqTz//PO89NJLdO/enXbt2lG/fn1CQ0NJTU1l9+7dLFy4kBMnTli3ef311+nQoUOJ6h8QEMCMGTPo27cvRqOR0aNH8+uvv9K/f3+Cg4PZvn0706dPJylJ/QI/8MAD9OzZs0THFEKIsnA65TR95/YlKSuJTrGdmDVgll0Ck+L63/+gXj1o2BAaNLBfGjYEF4avi3LA0iJlCQotXUrz0ushONiHkJAIQkIiVJINfY7qtno542qwb+4N2Nm0s5xNO4u/wd8uYY6/T9HvgvOOw8rKySI5K5lMQxoGMgnzDyvWfiuKkrRWpqfDWeNp7FpkCt4LhMZTO6gRISFll4inPPP3h3RzIseSDqM5Oc+pOUmkpSbTILIBwf7e2/LlqqKMnyxosc0C63T8ZJWiX7/QqGjfUBnx0g4RrpszZw5hYWF89dVXAKxbt45169Y5LNu0aVPmz59Po0aOfxhZWVksW7aMZcuWOT1eWFgY77//PsOHDy955YGePXuyYMEChg8fzqVLl/j555/tsrxaPPDAA3z66aduOaYQQpSmlKwU+s3rx4nkEzSNasqPg3+0G2NWEmYzHD6sFkeqVMkfQFrWa9f23m6AlZ3ZrJ7i205h4WhaCD+/3LGGISGqdSt/i5APEQERRARE5Ns+x6yaArNMWWSlZ5GQrhLW+Rn8CPULpW543SJPIZKWncbplNMkZeW2zCQkqf1a5o4M9vPOFgNv4Ki10uCXxdmU/C1dzncCBFwiIDiLkJDKG6AXRVp2GocTnQeKFhoahxMP08zQrFJcx66Mn7R0u3baSmnKyh2j6IrL16/RnAV43/Vb7v9t+vv7M2PGDMaMGcOsWbPYuHEjhw8fJjk5GT8/P2JiYmjbti0DBgxg4MCB+Dl4xHXFFVfw66+/snnzZjZv3szRo0dJSEggMTERf39/oqOjad26Nb169WLYsGFun9j+1ltvpX379nz66acsXbqUo0ePkpmZSY0aNejUqRMjRoxwOp5RCCG8SY45h4HfD2THmR3EBMcQNzQuX6bLkoiLUwlJLAHj4cPw33/q67lzcPGiWv76K/+2Pj5Qt27+INKySKtk2cnJyZ+l1GzOX852bsOQkJJPul4/sj6x4bF2CXPSjGlkm7JJzkpGZxN5nk09i16nJ9Q/FH+Dv91nFokZiQXecCdlJZGcpVpmLGMuKyNLrgfLOdQ0jYycDMyaGbNmRtM0TJrJup6SVUjmHCfSTSlkpFxEQ0OHDp1OZ/fV1+Br9xAhKVPd0Dsqq9fr7R5yGU1G6/eQt3x5dDrldKGBooWGRnxqPI2qeGfLV0E0TUNDc/rVT+9nfUCUbcomKyfLaflQ/1D8DH74+oKRdDK1ZDSDhj5Qw1/T8Eedq5TMdNKKMWQi3ZRCREUOFo1GI5999hmaptG5c2euuuqqQrfZuXMn69evR6/X88gjj5RoQuCrrrqKDz74oFjb+vv7c8MNN3DDDTcU+/h5HT16tEjla9Sowauvvsqrr77qtjoIIURZS81OJTkrmUCfQH6+62e3J7SpVg2uvho6d3Zw7FQ4ciR/EHn4sHo/O1u9999/sHJl/u2rVHHevbV27ZJnyKusLAklbFsNHWXRNBjsA8OgoNI55wa9gfCAcMID1NMBk9lEanYqJs1kF8zEp8ZbWyJ99b6E+ocS6hdqDR4tWVjLc8uM5UbYErSZNTN6nR4/g4rKTWYTSVlJdp/bLsG+wdb5MnPMORy6eMjuc9sgMCowivqR9a3H3Xd+n9N6+esD7bNGuvTNqPqez4jHrDl48gCE+IXYBYtHLx3FaHbQhA0E+QbRvGpz6+v9CfvJMjnOihLoE0iLmBbW1/9e+JfMnEyHQaifwY+GVRpay55MPklWTpb63FL2cnmDzkCtsNx5yC9mXCTblO04uNXp7R5IpBvTMZlNDoPbHFOOXUu4Ky5lXrLWM8ec4zT4CvMPsw45SM1SU984C76qh1THoDdYv7fkrGSn+60XUc96XZ5LO8f5tPNO99s0uilBvioTzpnUM3ZztubVLKoZIf4hgHr4cyL5hNOyjas0ttYhLTuNk8kni3QOC3T5+vVGbgsWf/rpJx5//HEMBgOHDh1yaZsqVarw9NNPYzabqVevHv369XNXdYQQQnhAREAEq4at4u+zf9OuVjun5ebOdf+xQ0KgVSu15GU2w+nT+YNIy2LbKmkzra2Vj48aK+msi6ubO5yUa2azGsdjGxw6Skzk728fHHpqbkNL8GjLrJmpGlSVlOwU0rLTMJqNXMy4yMWMi4DqXgqUasuMpmnWm3K7IA311d/gb52Gxmgycj79vNOgLjIgkqrBKplgVk4W/yT8Y/0sr5jgGGLDYwEwaSYOJzrp8w1EB0Vbg0UdOlKznc9hbXssnU6Hr94XnU4FOXkXk0lHlrmA7CKO6NTPsmpQVRWoOggk8naHD/QNxNfs6zDg8NHb3yIX9LPO+1m2KZtsk+MUsHmD0+SsZNKNjge++eh97ILF82nnSclOcVhWp9PRNrCt9fWp5FNFDggLk5KdQnJWsvX3wJGrql2F3qCCxQsZFzifft5p2eigaGuwmJadZu0W7ojJbILLD4+MJiMZOc6vD0tLdkEswbPtz85H72PtReAoILe9JgJ8AqgSWCVfgK9DR1pWpsOEQQVXCOu58DZuCxYt4+w6depE3bp1XdomNjaWzp07s2bNGn788UcJFoUQopz67+J/1qflgb6BtK/d3mnZKVPUUpb0etU6WLu241bJlBT7VknboPLoUdUqeeiQWhyJinLevdVTrZLHj0OC83svQLX6+fio4E6nK162Q6PRvjtpWlrBcxtavnrz3IYGfW6LjslsIs2YRkpWijV49DP4FXgT7MilzEskZyVzPi1/UGdp3aseUp2Y4Bi7ro1bTzl4egHUCKlBLV9Vx2effZYP3/8QAF8/X16b+ho9+vWwlm0a3dRu2w/nfEiHbvZJ+iytU7rLzXlHjx6lfn3VEnj1dVezMG6htbXLEtRt/2M79fvUt+4jJDSEHXt3EBMTky8ANOhyfwm+/vpr7r//fgDGjRvHpEmT7M9VShYpxkQXziqMumMU/2fvvuObqt4Hjn/STVtaSsveyB4CIoqs0lJA2cgUvwwBUUBRVFRE+DIqol8E+SkKIkuQJUsFlD1kb8oeUkBkFrp3m/v745LbtE3StE2bFp7363Vf3jTnnpykseTJOed5jh84bvZ+V1dXihcvTp06dWjbti2vvfYaJUuWBNBqv1rj6VJPm531yujuubsEBagJCRs+05Bd+3Zp7TMm+irtWZrrN67zTK1ntJ+N+mAUY8aPydTWy9ULZ0c1uF25ZCXj3h0HQIfuHZg5b2a6ts6Ozrg5uWUaq2HGV0Hhh69+YN6MeQC8/t7rDHt/mMXXIFWfipODkxbomwqojGeDizgXoZhbMZPtDO8lA283b5wcnMz26+yY9gfD192Xoi5FzS4JNk4sVcqjFCU8Sli1dNjX3Vf78iMrRV3VVQamREQnciX6tFX9GHN3NN2fvdksWDx69Cg6nc5kiQhLWrduzc6dOzl8+LCthiKEECIf7bq2i/ZL2/PBCx8QHBhscQ/P9OkwZox67uj4KMW4ldzcwM8vl4M1o2hRePpp9cgoNTVtVtLUzOT9+/DggXqYmpV0ds48K2kILKtUyZtZyRs3oGbNrIumV6oEc+aoAZ9Op6bTtxQwKorap/Gsoal6ZU5OmZeUFtbMlI4Ojni5emnlN/R6PWHxWUThZkQnRhOeYD4IMix7NWYI4jIezo7OpKamMmzYMC3Jn7uHOz8u/ZHWbVqna5vR/P/NZ1jvYTg6qIGfYYbPnCJORdItnTS47Ho53e2Y6Bi+mf4Ns2bNMtuXNYq4uKoFy10js7cU1YTExERu377N7du32b59O1OnTuX777/PUXZ+UwGRKS2btcTd3Z24uDhOnzoNiVDMu5jJtsWLFGfj4Y3pfnbswDHKe5XP1LZM0TLa+dnDZ7Xzri92zRT4WipVFBYXxrWIa5afhAmODo5U9KyozTxnpaRHSUp6lLSqrfH/Y1lxc3KzOmmag4MDDuTvHx9nh2y+fxUgsRjO3gVvvyLYMFg01BQ0l2nUnKpVq6a7XgghROFx7v45uq/sTlJqEpceXtISS5jy5Zfw0Ufq+X//C4MHZ575SklJZu/efbRo0Rwnp/RTT35+UNG6zyg25egIFSqoh6lcY4ZZSVPLW0ND1UDs8mX1MMXPz/zy1nLlcjYrGRaWdaCYkSHLn3GwmJqaeUmpqQC/SJG0GUNPT7WPQpr3I0sODg5WLXMzea3OgQpeFUwGf8Z7BY01LtvYRE+QlJREnz59WLNmDQA+Pj5s2rSJpk3Nz+obhJwKYe0va21azsxgzpw5jB49msqVK+e4D1dXqFaqLFcio7C+/IBai7pevXrpfhYbG8vly5dZtWoV58+fJyoqiv/85z/4+fnRrl27HI/REhcXF5o3b87WrVtJTU1lz549dO7c2Wz7Xbt2pbt9+PBh4uLicDdXgR7SZf4PCAjI1viKuuRsBiun1z2RosuCq7XvXx1El4FSeT2onLFZsJj46KtF12yuYTFkJ40zW6hECCFEQXQ7+jYdfu5AREIEzSo046duP5mdnZg2DcaOVc8nTlSDRcgc/CUnw+3bkTRqVLCXKRrLalby339NL2+9elUN6gyHqQU2hllJU8tbq1ZVH9uWUlLUfZuGwNB8bcO0wNDD48krSZLTvUXOjs74ued+ejw2Npbu3buz9VGmpjJlyrBly5ZMgVJGbm5uJCUlodfrGT9+PL169cLZRv+jeXh4EBsbS1JSEuPHj2fJkiW56q+YhwdPOVS1KomQQYsWLcyucBs/fjyDBw/mp59+QlEUxo8fn2fBIqgr5wy/n127dlkVLHbo0IFNmzaRnJzMvn37aNu2rcn2ly9f5t9/1aQt5cqVo3r16tkam6uTq7bv1lrF3Io90XVDs8PJCXQpHijhVcHnKqCYnmFUAHQQXhVdikeB/Ttqs2H5+Phw//59bt26la3rbt++DYC35CwXQohCIyYphk7LO3E98jrVi1fn176/ask2Mpo6FcapW2uYPBnGj8/HgdqZo6MaEFesCKY+w0ZFpe2VzDgzee1a1rOSJUqYXt4aG5uz8Zp6HGfnzLUNC+uSUlux58xMeHg4HTp04ODBg4C6Qmvr1q3aSi1LfH19CQoKYvHixVy9epW5c+fy1ltv5XpMAB07duT48eNcuXKFZcuWMWbMGJ429Q1KNvgU8aGWY61MdSwNirkV07JeZsXR0ZEZM2bw888/k5qaatXsXW4Yz/bt3LnTbLt//vmHq48Kxw4cOJCzZ89y/fp1du7caTZYNJ6JzO6sokHZomWtbqtDRxnPMlk3FIA6M16vHqSk+JCQWov7CbdMJrwp6lwMP7cyuBVTA8Wc7BnPDzYLFp966inu37/P1q1bGTVqlNXXGb51yc1yBSGEEPknRZ9C39V9OX77OH7ufvzx6h9mZ0uCg9OCw+DgtKBRqLy8oEED9cjIMCtpannr33+reyTv31ePQ4dsNyZDbUPD7KGLS8FYUrptG4waBf/3fxAUZN+xGGZmspNt0hYzM7dv36Z9+/acPq0mz6hfvz6bN2+mTBnrP8hPnjyZFStWkJiYyJQpUxg0aBCenp65GheAs7MzwcHB9O3bF71ez9ixY9m4cWPWF2bBw8WD6r7VSUxJJDopmlR9Ko4OjhR1KYqrk2u6JClZ8fX1pWTJktpERXR0tMVg8datW3z33Xds2bKFq1evEh0dTfHixalbty5du3Zl6NChFDFTvb1JkyZ4enoSExPDqVOniIiIoFixYpnaGQd+rVu3xt/fn59++inT0lRz1+Q0WPRw8cDHLevanzp0VPWpWuDKvhR0rq7q4YEHvl7m37+Fgc2+GwwMDERRFP744w+OmNrhb8KhQ4fYtGkTOp2ONm3aZH2BEEIIu9t+dTsbL2/EzcmN31/53WTiC0g/i2g8uyisY5iVDAiAIUPgs89g+XI1MAwLg4gIOHEC1qyB//0Phg+Hdu2gWrWcZ1+tWRPq1FEf19e34Ow9VBT45BM4f179bw63DNpU2aJlze7PzcgWMzOhoaG0aNFCCxSbNm3K7t27sxUogpqJfsSIEQDcu3ePGTZMTdy7d28aN1b3WG7atIk9e/bYrG9XJ1f83P0o5VkKP3e/HH3QTklJITJSDfDd3Ny0rKimLFiwgOrVq/PZZ59x5MgRHjx4QFJSEnfu3GH79u2MGjWKmjVrcvToUZPXOzk50aJFC0BNimS8x9CYIfCrXbs2JUuWxP/RxugjR44Qa2aJQG72KxoztxrEoJhbMWr51UpXv1HkjC3ev/Zis2Bx6NChODur6Xy7du2aZcB4+PBhunfvjqIoODo6MnToUFsNRQghRB5qX609P7/8M8teXma2RIbxvkTj/YrCdry9oWFDePll+OAD+O472LxZXUp64EDO+iyoy0u3bEnLNHvkiHrb3jxcPKjqUzXLgNEWMzNnzpyhefPm2nLFdu3asW3bNnx8cvYhfty4cXg9SsM7ffp07t/PXhkQc3Q6HdOmTdNuf2TIaFVALFmyRMuRERgYaDZz8/z58xkyZIjWtm3btsyePZsVK1Ywbdo06tatC6hLSFu3bk1ISIjJfoz3T5qbKTT83BAkGv6bkpLC3r17M7U33q9YqVIlrbxJbpX0KEkl70r4OftRybsS9UvWp1rxajKjKGwXLFaqVIn33nsPRVG4e/cuzZs3p1evXixdupTjx49z6dIljh8/ztKlS+nVqxctWrTgzp076HQ63nnnnWxnURVCCJG/jDNA9qvfj+61u5toowaJkyapt40zoIr8Y4+6jnlFUdQZasNzcnRUbxeE2UWfIj7U8qtlNlmILWZmDh06hL+/v7Z0smfPnvz+++94eOT8Q7yvry8ffvghoC7FzFjnMDeCgoIIerRO+ODBg6xbt85mfedEXFwcISEhfPLJJ7z55puAmifj888/N9n++vXr2nYqnU7H/Pnz2bJlCyNGjKBPnz589NFHnDx5ksGDBwNqsqFXX30VvV6fqa+s9i0a71c0BJZPPfUU5cqVM3uNLZagmuLk4IRvEV+KORfDt4hvoZr5EnnLpnl3PvvsM/7++29Wr15NSkoKa9euZe3atSbbGj509OzZky+//NKWwxBCCGFje67vYez2sazutTpdrS9jigITJqh7E0Gtqfj++/k4SJGnFMV0dtS8tm1b+vqVqanq7d9+y9+9i+7uppfkGu+pi0qMIjYuFg93D7xcvWzygTsoKIiYmBhAXcU1d+5cHGwwBfzuu+/y7bffcufOHZuUuzA2bdo0mjRpgqIojBs3ji5duuCYD99gZBU8eXp60rVrVyZPnkytWrVMtvm///s/bUZx+PDhWlBozMnJiblz53LkyBFOnz7NmTNn+P333+natWu6do0bN8bLy4uoqChCQkJ4+PAhxYsX1+43Dvz8jerytGrViuXLl5ucjcyrYFEIc2y64MTBwYFVq1Yxffp0fH19URTF7OHn58fMmTNZuXKlxQLOQggh7OtC2AW6rejG/n/2E7zH9AyEosCnn6YFijNmSKD4uImLS58VNb+Obt1Mj6dbt/wdR1aBsquTa57MzBgCRTc3N9577z2bBIqglrqYMGECgFbuwlYaN25Mr169ADh//jyLFi2yWd+54eTkhIeHh8XA1TDJodPptNlXc32NGTMm03XGHB0dadmyJaBOkmTct2iYOaxZsyalS5fWfm4IHI8dO0Z0dHS6azImxBEir+XJ7oT33nuP69ev88svvzBq1ChefvllgoKCePnllxk1ahSrV6/m+vXrvPPOO3nx8EIIIWzkbsxdXvr5JcITwmlavinT203P1MaQfGTqVPX211/D6NH5O04hHlf169cHICEhgcDAQM6fP2+zvocOHaptA1q2bJnZvXc5ERwcjNOjwnETJ04kISHBZn2bM2XKFNatW5fuWLlyJV9//TXdu3cnOjqaRYsW0bBhQ37//fdM19+7d49r164BUKNGDSpVqmTx8dq3b6+dG0qZZGRp36Lhdsagz9y+xUuXLmkl6qpWrUrFjIVqhcgDeVb+0d3dnR49etCjR4+8egghhBB5KDYplk7LO3Et4hpP+TzFb31/y5Q9T1Hg44/VvYmgljV4+207DFbkOXd3eDTJlS8UBfz94dQpdelpRo6OasmR3bvzJ2NrHpXjy9KOHTto06YNISEh3Llzh4CAAHbs2EGdOnVy3XdelbsAqF69OkOHDmXOnDncvHmTb775Jt1MXF5o0aKF2dm2d955h/3799O+fXtiYmLo27cvISEhPPVUWjZnw75QUIPFrJQsWRJvb28iIyPTXWvM3L7FGzduEBoaCmQOFmvVqkWpUqW4e/cuO3fu5KWXXgJkCaqwjwKa90wIIYQ9pepTeWXNKxy9dRTfIr788eoflPAoka6NosCYMWmB4rffSqBYUPj5gZtb9q7R6cDJwlfIOp1aezG/jn374Phx04EiqD8/flxtlx/jsdeOGT8/P3bs2EGDR8U47969S0BAAGfPnrVJ/7179+aZZ54BbF/uYsKECVodw88//5yIiAib9Z0TzZo14/1H6+Pj4uIy5cwwXvJpbQIhQ43KGDPfpDRq1Eirr3jmzBkePHgAmN+vaNCqVatM7SRYFPYgwaIQQohMJuycwO+XfsfV0ZXfXvmN6r7V092vKOqexK++Um9/9x2MHGmHgQqTKlaEixfh2DHLx5o1UKYMVK0K9eqpdRULgowZUM0pSJlR85Kvry/bt2+nYcOGgLpcMiAggDNnzuS674zlLj7++ONc92lQpkwZ3n33XQDCw8P54osvbNZ3Tr344ova+datW9PdV7RoUe3cXI3DjAxBoiFozMjBwSHdvkVDwGf4b40aNUzWyjQEkMePHycqKgqwXX1FIbIjT4LFiIgI/ve//xEUFETZsmVxc3PT1q0b27FjB8uWLWNLQSiYJIQQQjOs8TDqlazHzy//TLMKzdLdpyjqnsSZM9Xbc+aoBeFFwVKxIjzzjOWjbl1wcVGXWBaUQBHS6iqam1U0MGRGfRI+RhgCxkaNGgFw//59AgMDOX36dK77btu2rVbu4sCBAzYtd/Hhhx/i6+sLwKxZs7Q9d/ZiGAug1Ss0MA7aLl++nGVf9+7dIzIyEoCyZcuabWdqKaq5/YoGhpnF1NRU9uzZk26/Yo0aNSw+nhC2ZPNgceXKlVSuXJmPP/6YnTt3cufOHZKSktLV5zI4deoU//nPf+jevbv2rYkQQgj7q1SsEseHHadHnfT7zhUF3nkHZs1Sb//wA7zxhh0GKB5bhllFa5N+Ojg8GbOLAMWLF2fbtm3aslFDwGiLxDTTpk3TstOPGzeO1KwidSt5e3vzySefABAfH8/EiRNt0m9OhYWFaecZl5qWLFlSKx9y8eJFrl+/brGvzZs3a+fPP/+82XbGweKuXbvS7Vc0tQQVoF69elpgu2vXLlmCKuzGpsHiTz/9RL9+/YiKikJRFEqXLm1xg/CgQYNwcnIiISHBZFYqIYQQ+Wfvjb2sO582o+Ds6JzufkVR9yR+8426f+vHH+H11/N7lOJxl5QEN26AiRrnJun18M8/6nVPAkPA2LhxY0ANfgIDAzl16lSu+s3LchcjR47UMncuWLCAixcv2qzv7Nq0aZN2bipJkCExo6Io/O9//zPbT0pKCtOnp2WHtpTQ8emnn9bqK549e5ZffvlFu8/czKJOp9OWr+7cuVOCRWE3NgsWb926xZtvvomiKJQtW5YtW7bw77//Wlyf7uPjo02z79ixw1ZDEUIIkU0Xwy7SdUVXeqzqwYZLGzLdr9erexJnz04LFIcMscNAxWPP1VVdWprVfkvj48iRgrWMNq/5+Piwbds2mjRpAsCDBw9o06YNJ0+ezFW/xuUuZhrWmduAq6srkyZNAtRlld98843N+s6Ov/76ixkzZmi3+/Xrl6nN22+/rSXl+f77700GzSkpKYwYMUKb0a1Xrx6dOnUy+7gODg7a511AS6xTvXp1i8tJDbOOJ0+eTLe/Uuorivxks9IZ3377LQkJCRQpUoTt27dTs2ZNq6577rnn2LFjR66/ERNCCJEz92Lv8dLPL/Ew/iHPl3uewCqB6e43BIpz5qiB4oIFMGiQfcYqngwVKqiHMK9YsWJs3bqVdu3acfjwYS1g3LZtm7avMbuMy11Ym+DFWgMGDGD69OmcPXvW5n0b7N27N1PG1eTkZG7fvs3OnTv5/fffteW1L7zwAsOGDcvUR6VKlfi///s/hg4dil6v57XXXmPFihV07doVX19frl+/zk8//aQlF/Lw8ODnn3/GIYt10wEBAaxfvx5Q9zqC+SWoBob79Xq9tny2Tp06lCpVyvILIYQN2SxY3LJlCzqdjn79+lkdKAJaMVhDEVQhhBD5Jy45js7LOxMaEUpVn6r89spvuDunFZTT69XkNT/8oAaKixbBgAH2G68QIo23tzdbtmyhffv2HDp0iIcPH2oBo2FfY3ZNmDCBn376ibi4OJuO1cHBgalTp9K1a1eb9mts/PjxVrXr0aMHCxYsMJl8EWDIo2UTo0aNIi4ujs2bN6fbn2hQvnx51q5dy9NPP53lY5paOprVDGGDBg20Oo6W+skp43wijlmlHhZPLJstQzVs1G3RokW2rvP29gbS17YRQgiR91L1qfRb04/D/x6meJHi/PHqH5T0KKndr9eryWt++EFNIvLTTxIoClHQGALGF154AVBLVAQFBXHs2LEc9Wdc7sLWunTpQvPmzfOkb3OcnJwoXrw4jRs3ZuTIkRw8eJDVq1fj5eVl8bohQ4Zw+fJlxo0bx7PPPkvx4sVxdnamVKlSBAYGMmvWLC5duqQtBc5KvXr18PPzS/ezrIJF47Ib1l6THfHx8dq5udIfQthsZtGwpCC7bzbDG9Utu9WDhRBC5JiiKLz757v8evFXtZZi39+o4ZuWkEyvV5PXLFiQFii++qodByzEE8RUBnlLvLy82L9/v836++yzz/jss8+ybNe6dets9713795stc+KceIXWytbtizBwcEEBwfnui+dTsf9+/ezfV1eJoC8ffu2dl6yZEkLLcWTzGYzi4b0vnfv3s3WdYY6NiVKlLDVUIQQQmRBQcFBp/4TsKT7EppXTPu2PzVVTV5jCBSXLpVAUQghHjeHDx/WzuvXr2/HkYiCzGbBoiH98J49e7J13e+//45Op9NSQAshhMh7DjoHZr00i6OvH6VX3V7azw2B4qJF4OgIy5bBK6/Yb5xCCCFsb82aNVy6dAlQk/pIsCjMsVmw+NJLL6EoCr/++qs2W5iVFStWaGmeO3ToYKuhCCGEMONC2AWSUtMK0jUum/ZFXWoqvPYaLF6cFij26WOPUQohhLCl5ORk1q9fz9KlS3nzzTfTlQ0ZM2YMOp3OjqMTBZnNgsWhQ4dSvHhxkpKS6NKli5bwxpyVK1fy+uuvo9PpKFu2rMlaN0IIIWzn8oPLtFjQgpd+fonIhMh096WkwMCBsGSJGiiuWAG9e9tpoEIIIWwqNjaW7t27079/f+bOnUtSkvql4aBBgxgxYoSdRycKMpsluPHy8uL777+nb9++XLp0iXr16tG9e3dcjarkzp49m3/++Yc///yT06dPoygKjo6OLFiwAGdnZ1sNRQghRAb3Y+/z0s8v8SD+AdGJ0Tg5pP35T0lRs5wuXw5OTmqg2KOHHQcrhBAiT7i6uuLn58fzzz/P4MGD6dixo72HJAo4mwWLAL169SIiIoK3336b+Ph4li9fDqBNbY8aNUprqygKLi4uzJ07l7Zt29pyGEIIIYzEJ8fTZUUX/g7/myrFqvD7K7/j4eIBqIHif/4DK1eqgeKqVdC9u50HLIQQwqaKFSuW7cy1QoANl6EavP766xw5coRu3bqh0+lQFCXTAeoexUOHDjFw4EBbD0EIIcQjqfpUXl37KgdvHsTHzYdNr26ilGcpAJKToV8/NVB0dobVqyVQFEIIIUQam84sGtSvX5+1a9cSGRnJvn37uHbtGhEREXh6elK+fHlatmwppTKEECIffLDlA9ZdWIeLowu/9v2VWn61gLRAcfVqNVBcswY6d7bzYIUQQghRoORJsGjg7e1tdZbTf//9l3LlyuXlcIQQ4onyT+Q/LDi5AIDF3RbTslJLQA0U+/aFtWvBxUUNFDt1sudIhRBCCFEQ2XwZanbduXOHt99+m+rVq9t7KEII8Vip4F2Bva/t5fuO39O3Xl8AkpLUchiGQHHdOgkUhRBCCGFans4sWnL//n2mTZvGnDlzSEhIsNcwhBDisZOqT8XRwRGA+qXqU7+UWmw5KUkth/Hrr+DqCuvXw4sv2nGgQgghhCjQbBIsXrp0iUuXLhEfH0/FihWpV68eHh4eJtuGh4czbdo0vvvuO+Li4gA1M6qTk93iViGEeGz8/fBvOi7ryLzO87RlpwCJidCrF/z+uxoo/vortG9vx4EKIYQQosDL1TLUjRs3UqdOHWrXrk3Xrl3p27cvzZo1o0KFCkyaNClTit5Zs2ZRrVo1pk+fTmxsrBYkvvbaa5w7dy5XT0QIIZ50YXFhvPTzS1x8cJGPt3+s/Q1OTISePdVA0c0NfvtNAkUhhBBCZC3H03k//fQTgwcPTlcOwyAiIoLJkycTGhrKokWLiIqKomfPnmzfvh1QZxJdXV0ZPHgwH330ERUrVszdsxBCiCdcfHI8XVd05fLDy1TyrsSa3mvQ6XQkJECPHrBpkxoo/v47BAXZe7RCCCGEKAxyNLN479493n77bfR6PYqi4OzsTMOGDWnatCk+Pj6AGhAuWbKE7du307VrV7Zv346iKLi5ufHee+8RGhrK7NmzJVAUQohc0it6BqwfwP5/9lPMrRibXt1Eac/SJCTAyy+rgWKRIrBhgwSKQgghhLBejoLFxYsXEx0djU6no0ePHty6dYvjx4+zf/9+7t27x4wZM3BwULseMGAAu3fvRlEU+vXrx99//8306dMpXbq0TZ+IEEI8qT7c+iGrz63G2cGZ9X3WU6dEHeLjoVs3+OMPNVDcuBHatLH3SIUQQghRmOQoWDQsJ61atSrLli3D19dXu8/R0ZF3332XN998E0VRuH37Njqdjq+//pqlS5dKkCiEEDb0y9lf+OrAVwAs6rYI/8r+xMdD166weTO4u6sziwEBdh6oEEIIIQqdHAWL586dQ6fT0a9fP5ydnU22GTJkCAA6nY7nn3+eUaNG5XyUQgghTOpcszN96vZhauBU+tXvR1wcdOkCW7eCh4c6s9i6tb1HKYQQQojCKEcJbh4+fAhArVq1zLYxvq9Hjx45eRghhBBZcHNyY1mPZejQERcHnTvDjh1pgWLLlln3IYQQQghhSo5mFg31Ec3VUgQoUqSIdi5JbIQQwnauhl9l0q5J6BU9AA46B+LidHTqpAaKnp7qElQJFIUQQgiRGzkunZEdrq6u+fEwQgjx2HsQ94CXfn6JSw8ukaJPYUrgFGJjoWNH2L0bihaFP/+EZs3sPVIhhBBCFHb5EiwKIYTIvYSUBLqu6MqlB5eo6F2R4U2GExOjBop79oCXlzqj2LSpvUcqhBBCiMdBjpahGuh0Opu2E0IIYZpe0TNw/UD2/bMPb1dvNvXbRFHK8tJLaYHili0SKArxONDpdNphjQ8++EBr7+rqyurVq832p9Pp+PPPP7Ps89q1a1r7Fi1amGyza9eudP16eXlx//79LPtetGiRds2nn35q1XM0Vrly5UzPKSdH5cqVzT4Xa46JEydme+zGWrdurfW1a9euLNsYH46OjhQrVoxKlSrRuHFjBg8ezDfffMPff/9t9eMb/x4Mffr4+ODo6Gj2OS9atChXz9nYgwcPmDdvHn379qV27dr4+fnh7OyMj48PtWrV4pVXXmHu3Lk8ePDAZo8psi9XwWK3bt1wdHQ0ewAoipJlO0dHR5ycZJJTCCHM+Xjbx6w6uwpnB2fW9llLxSJ1eekl2LsXvL3V7KfPP2/vUQoh8lNqaipDhgzhq6/U8jkeHh5s2LCBnj17Wrxu7NixKIpi8/FER0cTHBxs835FZnq9nsjISG7cuMHx48dZuHAho0aNonr16gQEBLBjxw57D9Gs+Ph4PvnkEypXrsywYcNYuXIlFy5c4MGDB6SkpBAREcHFixdZsWIFb775JmXKlGH48OHcuXPH3kN/IuU6QrP0x8b4G7G8+KMkhBBPgu+OfMf/9v8PgPld5vOsbyAvvgj790OxYmqg+Oyz9h2jECJ/JSUl0a9fP9asWQOAj48PmzZtoqkVywtOnjzJ8uXL6devn83HNWfOHEaPHp1u1s7WfvjhBy3Zoindu3fXztetW2e2nbu7u8mf161b16qg11JVgLwwZcoU6tWrp92Oi4sjIiKCq1evcujQIQ4cOEBqaiq7du1i9+7djBgxglmzZmkTOJYEBATw1ltvER8fT5EiRXBwMD2f9Mwzz+TqOdy8eZNu3bpx7Ngx7WdPP/007dq1o1q1ahQvXpzIyEhu3rzJtm3bOHjwIMnJycyZMwdXV1e+/vrrXD2+yL4cB4vWBH8SIAohRO75ufvh4ujC+Fbj6VK5P+3bw8GD4OOjBoqNG9t7hEKI/BQbG0v37t3ZunUrAGXKlGHLli3pAglT3NzcSEpKQq/XM378eHr16mW2XnZ2eXh4EBsbS1JSEuPHj2fJkiU26deUdu3aWd22W7du2e7fz88vR9fltRYtWtDaQuHc69evM3XqVH744QcURWH27Nno9Xq+++67LPuuWLEi3bp1IyoqCi8vL7PBYm5ERUURFBTExYsXAahRowazZ88mKCjIZPuJEydy48YNpk6dyo8//mjz8Qjr5OidoNfrbX6kpqba+rkJIcRjoXfd3oS8GcJbT49LFyhu2yaBonhC3LgBCxfC//2f+t8bN+w9IrsJDw8nKChICxSrVq3K3r17swwUAXx9fenfvz8AV69eZe7cuTYbV8eOHalWrRoAy5YtIyQkxGZ9C+tUqlSJuXPn8tNPP2k/+/777/nll1/sOKo0Q4cO1QLFRo0aceDAAbOBokHFihWZM2cOu3btonz58vkxTJGB7b82EEIIkWvXIq7xb9S/2u1STjVp317HoUNQvDhs3w65XA0kRMF3+DB07gyVK8PgwTB6tPrfypWhSxc4csTeI8xXt2/fxt/fn4MHDwJQv3599u7dS9WqVa3uY/LkyVpJsylTphATE2OTsTk7O2tLN/V6PWPHjrVJvyL7+vfvz7vvvqvdnjRpEnq93n4DAo4dO6YFre7u7qxatYrixYtbfX2LFi344IMP8mp4wgIJFoUQooB5GP+Ql35+iabzm3Lu/jnCw6FtW/Vzs68v7NgBjRrZe5RC5LG1a6F5c/jjDzBsazF84FUU2LRJLSi6dq39xpiPQkNDadGiBadPnwagadOm7N69mzJlymSrn4oVKzJixAgA7t27x4wZM2w2xt69e9P40XKHTZs2sWfPHpv1LbLnk08+wc3NDYCzZ89qXzDYy8yZM7XzgQMHarPQouCTYFEIIQqQxJREuq/szoWwCwDo470JCoKjR8HPTw0UGzSw8yCFyGuHD0OfPpCaqh6mGO7r0+exn2E8c+YMzZs35+rVq4C6Z2/btm34+PjkqL9x48bh5eUFwPTp060qd2ENnU7HtGnTtNsfffSRTfoV2VeiRIl0ezvNlebID4qisGXLFu32wIED7TYWkX0SLAohRAGhV/QM+nUQe67vwcvVi+UdNzGgWzmOH08LFJ9+2t6jFCIfBAers4dZJcoztHmMyzUcOnQIf39/bt++DUDPnj35/fff8fDwyHGfvr6+fPjhh4Dty10EBQVp+9AOHjxoMRupyFsvvPCCdn7Ejl+oXLx4UftCws3NLdcZVUX+kmBRCCEKiHHbx7HizAqcHJxY+OIa3u5TnxMnoEQJ2LkT6te39wiFAGJjzR8JCda3jY833fbCBdiwwfyMYkapqfD77+p1sbGQsaRCXJz5MWRsGx9vup0dBQUF8fDhQ0BNELJy5UpcXFxy3e+7775L6dKlAbXcxbVr13Ldp8G0adO08mnjxo0rdEkMd+/ebbYoveEw3hNYUFWqVEk7z2r2ePHixTg6OuLj44Ojo6PJ55zTshX//pu2/75SpUo2y8Ar8ocEi0IIUQDMPTqXafvU5VszA35k8qAgTp6EkiXVQNGKRIdC5A9PT/NHjx7p25Ysab7tSy+lb1u5svrz2rWznlHMSFHU6zw9oUmT9Pc1aWJ+DHXqpG/bqpXpdnZkSEDj5ubGe++9Z7OSBh4eHkyYMAFAK3dhK40bN6ZXr14AnD9/nkWLFtmsb2E942XKDx48sNs4jB+7WLFidhuHyJkc11kUQghhG8mpycw5NgeAMU0m8sOIgZw+DaVKqUtPM36eFUI8OerXr8/p06dJSEggMDCQHTt2ULt2bZv0PXToUGbMmMGVK1dYtmwZY8aM4WkbrXUPDg5m7dq1pKSkMHHiRF599VUt4UpBV7du3SyX5j711FP5NJqcM653bpjpNScgIIC33nqL+Ph4ihQpYvJLifo5XN4iddcLNwkWhRDCzpwdndk1cBez/lrAqvfe5ewZKF1anVGsVcveoxMiA0ulFhwd09++d89824wfRg3LIJcsgeHDsz+uOXPgP/+BjB+KjxwxP1OZse2ePWkZVwuIHTt20KZNG0JCQrhz5w4BAQHs2LGDOjb4FslQ7qJv375auYuNGzfaYNRQvXp1hg4dypw5c7h58ybffPMNY8aMsUnfec3Pz49u3bpl65qwsDD27t1rsc8WLVrkcmTZEx4erp37+vpabFuxYkW6detGVFQUXl5eNpvBzvjYERERNutX5A8JFoUQwk4SUxJxdVLrnSVGebNq9GjOnoUyZdRAsWZNOw9QCFOyk1glJ207dFCDuOzMRuh06rJWU4/n7m59P0WKWN82n/j5+WkB46lTp7h7964WMNatWzfX/ffu3Zsvv/yS48ePa+UuWrVqZYORw4QJE/jpp5+Ii4vj888/5/XXX39slyGeOXOG7t27m73f398/3zOSGu9DLVGiRL4+trFy5cpp59evXyc5OVn2LRYismdRCCHsICIhgmfnPcvMAzO5c0chIADOnoWyZWHXLgkUxROsYkXo1CnzLKU5jo7QubN63WPK19eX7du307BhQ0CtjxgQEMCZM2dy3XfGchcff/xxrvs0KFOmjJYIJjw8nC+++MJmfYusHThwQDt//vnn7TaOWrVq4efnB0BCQgLHjx+321hE9j02weK1a9cYP348LVq0wM/PD2dnZzw9PalatSovv/wyS5cuJTk5OUd9X7hwgSJFiqTLCGULu3btyjLblvExaNAgmzyuEMK+DLUUz9w7w//2fYV/+wjOnYNy5dRAsUYNe49QCDsbP16dLczq31tDm08/zZ9x2ZEhYGzUqBGgZrcMDAzk9OnTue67bdu2WrmLAwcO2LTcxYcffqgtQ5w1axa3bt2yWd8FSevWrVEUxeyR37OK9+7dY+vWrdptf3//fH18YzqdLl3Nx8WLF9ttLCL7HotgccaMGdSqVYvg4GD27dvHgwcPSElJITY2ltDQUNatW0f//v2pX79+tr+F0+v1DB48mISM6cCFECIHFEVhyG9D2HVtF57ORXFds5FLIT6UL68GitWr23uEQhQATZrAypXqrKG5GUbDfatWZc6A+pgqXrw427Zt0+rUGQLGkJCQXPedV+UuvL29+eSTTwCIj49n4sSJNulXWDZ16lQSExMBePrpp+06swgwevRo7Xzx4sVcuXLFjqMR2VHo9yx+++23vP/++9rtZs2a0aVLFypUqEBUVBRnz55l0aJFxMTEcPHiRQICAjh9+rRWWygrs2bN4sCBA3h4eBCbh7WW+vTpQ9++fS22qfgYL7ER4kkxfud4fj79M446R7w3r+bawQZUqKDuUSwEyfWEyD8vvwz798OUKWrdRUVRk+Lo9epsYseO6oziExIoGhgCxrZt23Ls2DHCwsIIDAxk+/btNGjQIMf9GspdrFq1yublLkaOHMmsWbO4ceMGCxYsyDLZisidJUuWMGvWLO32f//7X5utisupZ599lh49erBmzRri4uLo3bs327Zto3jx4lZdv3//fg4cOJDuM7/IH4U6WIyPj9e+rQKYN28eQ4cOzdRuwoQJtGnThtOnTxMWFsaXX37JjBkzsuz/77//5tNHS1uCg4PTfStia7Vq1cp25i0hROEy79g8PvvrMwB89//Av3vaUbGiGihWrWrnwQlREDVpAr/9BjduqHVkoqLAywsCAx/rPYpZ8fHxYdu2bbRr144jR47w4MED2rRpw7Zt27R9jTlhXO5i5syZNhuvq6srkyZN4rXXXiM1NZVvvvnGZn2LNDdu3GDq1KnMnTtX+9lbb73Fyy+/bMdRpZk/fz4hISFcvnyZEydO8MILL/D9998TGBho9pp///2Xzz//nLlz5zJy5Mh8HK0wKNTB4r59+4iOjgagSZMmJgNFUDNAff7553Tq1AmAPXv2ZNm3oigMHTqUuLg4nnvuOUaNGpWnwaIQ4vF2IewCwzeq5QB8QiZwb/NgKlVSA8UqVew8OCEKuooVQfbtp1OsWDG2bt1Ku3btOHz4cLqA0bCvMbuMy13YejXVgAEDmD59OmfPns3TlVqPs71796YrPREfH09kZCRXr17l4MGD7N+/X1s+rNPpeOutt/j666/tM1gTvL292bZtG127duXkyZNcunSJNm3a0KBBA9q1a0f16tUpVqwYUVFR3Lx5k507d7Jv3z5SUlLsPfQnWqEOFu8Z1W+qnsVGH+P7YyzViHpkzpw57Nq1C2dnZ3788Ueb1psRQjx5avnVYvxzM/jq55OEr51I5cpqoFi5sr1HJoQorLy9vdmyZQvt27fn0KFDPHz4UAsYDfsas8u43IUtOTg4MHXqVLp27WrTfp8k48ePz7KNTqfD39+fCRMmEBAQkA+jyp6KFSuyb98+Jk2axOzZs4mNjeXUqVOcOnXK7DWurq68/vrrjBs3Lh9HKgwKdbBYsmRJ7fzSpUsW2xrfn1Vdohs3bvDRRx8BMGbMGOrXr5+LUQohhLqK7qeRo4i+qlClio6dO6FSJXuPSghR2BkCxhdffJEDBw4QHh5OUFAQW7dupXHjxtnuz1DuYurUqTYfa5cuXWjevDn79u2zed9PGgcHBzw9PfHy8qJEiRI8/fTTNG7cmA4dOvBUAd8A7+7uzhdffMGYMWNYs2YN27dvJyQkhPv37xMVFYWnpyelSpXimWeeISAggF69ej229TkLA52iZKfqbcGSkJBAhQoVCAsLA8zvWbx//762Z9HBwYE9e/bQvHlzs/2++OKLbN68mRo1ahASEoKrq1o023hzsC1etl27dmnf+tSrVw9HR0euXr1KUlISxYsXp169erRt25YhQ4ZYvQHYlKioKLy9vYmMjMTLyyvX4xYFV3JyMps2baJDhw5S8LYAiEiI4KOtHzGy5jS6vehDaKi6N3Hnzid6u5VF8h7OXwkJCYSGhlKlShXc3NzsPZxCT6/XExUVhZeXl6xIEoWOvH8Ll9z8/c5ObFCoZxbd3NyYM2cOffv2JSUlhddff51Fixaly4Z65swZFi9eTHR0NJ6envz4448WA8WFCxeyefNmdDod8+bN0wLFvJaxpMft27e5ffs2W7duZfLkycyaNYvBgwfny1iEELmXlJpEj1U92BG6g582XCUhdCtPPaUGihUq2Ht0QgghhBBZK9TBIkCPHj3Ytm0bI0eO5OzZs+zbty/T8gZnZ2fGjRvHG2+8QQULn9Ju3brFe++9B8Drr79Oq1at8nTsoM5WPvPMM7Ru3ZratWvj7e1NTEwMISEhrFq1in///ZeYmBiGDBnCvXv3+Pjjj/N8TEKI3FEUhaG/DWVH6A50yZ4k/PY/qlVTA8Xy5e09OiGEEEII6xT6YBGgVatWfPvtt7z33nucOHEi0/3JycnaJtqpU6dSpEgRk/0MHz6ciIgIypYty5dffpnXw6ZmzZpcuHCBGjVqmLx/2rRpfPTRR1omq08++YTWrVvTtGlTi/0mJiZqhVhBnWoG9XVITk62zeBFgWT4/crv2b4m7ZnEkpAloHdEWbGaap4N2Lo1mVKlQH41lsl7OH8lJyejKAp6vR69Xm/v4RQuSUmQsXC9ouCYkABOTugz1rVzdAQXl/wbnxDZZNhiZfibIHLB1N8HS3Lw90Gv16MoCsnJyTg6Ombr2uz8G1uo9ywChIWF0bt3b3bu3ImPjw8TJkzQlqHGxcVx7NgxvvrqKzZt2gTAc889x6ZNmzIVhF22bBmvvvoqAGvXrqV79+6ZHsvWexatNWDAAJYsWQJAhw4d2Lhxo8X2EydOZNKkSZl+vmzZMtzd3fNkjEII1bYH2/j2n2/VG7/No9zdPkyZsp/ixRPsOzAhTHBycqJ06dJUqFABFwlkrKZLTsbrxg102fgsoOh0RFWsiCJ7cYV4rOXX34ekpCT++ecf7ty5k+3yInFxcfTr18+qPYuFOliMi4ujcePGXLhwAR8fHw4dOmS2hMZbb73F7NmzAXjllVdYtmyZdt+9e/eoW7cuYWFhdO/enbVr15rsw17B4s2bN6lYsSKKouDq6kp4eLjZ2VEwPbNoSAQkCW4eb8nJyWzdupW2bdtKchA72Ba6jc4rOpOqpMLuT6l5azJbtqRQpoy9R1Z4yHs4fyUkJPDPP/9QuXJlSXCTHfHxOJw/n+3L9LVrg4V/v4WRfJiZeaKZmRmPjYnBw9MTZGY85/Lp70NCQgLXrl2jQoUKOUpw4+fn9/gnuPnuu++4cOECAB988IHFWotffPEFP//8MxEREaxcuZIZM2ZQunRpQA0kw8LC8Pb21gLKgqR8+fJUq1aNy5cvk5iYSGhoKHXq1DHb3tXV1WRiHmdnZ/nw9YSQ37WdRFWCqHJwtRW17kxm5y4dpUvL7yEn5D2cP1JTU9HpdDg4OEj2w3zgACCvc9YSE+HsWcjOF/M6HdSrB/mUmLBQs/D6FjV3jby+eS67fx8cHBzQ6XQ5+vcyO+0LdbC4YcMG7bxdu3YW23p4eNCsWTM2bdqEXq/nyJEjdO7cmcjISH755RdArb84f/58qx47ODhYO3/99dcpVapUDp6B9UqUKMHly5cBiIiIyNPHEkJk36VLMLRrHVIjD1O7ig87d+rI4z8LQgjxeEpJyV6gCGr7lBQJZqwhr6/IhkIdLN66dUs79/b2zrK9cUHPmJgYIP1y0v3797N//36rHnv8+PHaeadOnfI8WDTUkgQKTWHSGzfAaNjcjrvBkbDtxKZE4+FUlCZ+bSjjnlZszs9Pas9lh6nX9+C9LZy5dIqjqfdpWrKdvL65ZM172NPZm32XzjLzvWaEhUHduqXYsR1KlrTfuIUQQgghbKFQB4tFi6ZNlv/zzz8Wl6ECXL9+XTvPmOCmIPv333+1WUVXV1cqV65s3wFZ4cYNqFkTEhKAcoeh1RSosRF0CugdwEEPig4udYLd4+FWE9zc4OJFCWiskdXru/60vL65ZfV7OM4X3MKh5HJ0D3qxZIkEikIIM+7cUfd96XTWH6AuTbN0f3b6EuJJoCj2Ox6zbN6FOlisX78+x48fB+Dnn38mMDDQbNsrV65w6NAhQF3j++yzzwLqLJ21yWrsleBm/Pjx2uMFBAQUioymYWGPPmTXXgs9+wCK+iEb1A/ZoN6utgmq/QGrV5Jw/mXCwiSYsYa8vnnP6tfYIwwUoNg17d8JYaWMU7cAKSl4//03nDgBThn+iZLpcVEQKArEx+fs2vBw244luwxBo6ng0/h+ex9GSfqyRVGylxTnSZXTf6gSEtKuL+iHsJlCHSz269ePxYsXA7Bw4UKaNWvGkCFDMrW7c+cOvXv31tLKdurUieLFi+fp2CpXrqzNZO7cuZPWrVunu//KlSusXbuWN99802wWouTkZMaNG8fChQu1nxkvfy3wyh1WP2Q7pKZ9yM7IMVWdnenZB+bvB5rk6xALNXl98541r7FBm0/gWmvkNbZSuqnbNM5Aa3PXyPS4sAe9HuLiIDpaPWJi1J/lhJ+f+iWIvT4oG+5/XGvoPUp6KPJIaKi9R5A7xl+K2Gq23tSRkgL379vvedpYoQ4W27VrR8+ePVm9ejWKojB06FCWLFlC165dKV++PPHx8Rw9epQlS5ZoSWF8fX356quv7Dtw1D2TH330ERMmTCAwMJAmTZpQpUoVihYtSkxMDKdPn2bVqlX8888/2jWfffYZzZo1s+Oos6lVMOlmY8zRKWq7VsHAr/kwsMeEvL55z+rXGOQ1ziZt6jYbEhKQ6XGR56wJDh0cchZwlSgBHh62Gacl9p7RMQSklu43dRhe09TUxzegLcycnCwHWQXhAPsvxY6IyFmwWECXrxbqYBFg6dKleHl5sWDBAgB2797N7t27TbatWbMmK1asoFq1avk5RIsSExP5448/+OOPP8y28fLyYubMmQwePDgfR5Y7t+NuQI0NWX/INnBMhZq/q9chHwSzIq9v3pPXWIgnhF4PsbFpgaGp4NDJCTw9oWhR9VAUyEEdtXxjyw/GhiAu4+HklJYZMyVFXWJrqp1eD15eYMgVkZQEly9nbmMIJEuWVPs2SmJotaJFoXhxcHZW94Ya9oeK9OLjczYLW716/nzZUVgYlj0nJaUdfn7ql005ERcHBTCJZaEPFl1dXZk/fz5vv/02ixYtYt++fVy9epWoqChcXFwoWbIkjRs3plu3bvTu3RuXAlJQtHbt2vz5558cOnSIQ4cOce3aNcLCwggPD8fV1RU/Pz8aNGhA27Zt6d+/f5YFMwuaI2Hbrf+QbaBT6LuuO/5fb8dFXwyA0OLzuFvUfCDd8N/vcUtRM9He8PmJW17rzbZ9+tbXuCerH+JvFlvJTe+VZtvWvT2Nokk1ALjl9Ss3fBabbVv77iS8E+oDcLfon4QW/8Fs25r3PsEnXt0ve99jJ3/7fWO2bbWw9/CLbQHAA/f9XC4xXbsv2uE6eOXs9a0/bwqlozsAEOV6lnOlzS9trhjen7JR3QGIcbnCmTIfmm1bPrI35SP6AhDvfJNTZUeZbVsmqguVwgcBkOh0jxPl3jTbtlR0e6o8fAOAZIcojlUYZLZtidjWPBWmPm6qLpEjFV8x27Z43AvUuD9Gu32w0svp7s/pa3zkwQ46Yn6MQgg7Mw4ODQFixqWbTk5q4GEIEIsUSR90xMbm75gt0evVD6nmAjUPj7RC34mJcO+e+bYlSqgfdkH94Hr+vPllrWXKQLly6nlKChglEczE0TEtWATLez71+pzvOzT8To05OalBo4+POmZQn1NsrPpzZ+cnL6B80p5vThn+33JxSat/GBYGDx+mBYcZv1jy8sr5+7eA7rct9MGiQcOGDfn666/z9DGyk9Tm2rVrFu93dXWlffv2tG/fPpejKphiU6LTMkZmQ4zXcTb+mQiGf4c7nIIK68y2v73oK4h4dCPoLLSw0HbZZLj36Ib/BQiw0PaXj+DfRzeaXYZ2FtqufxuuPbrxbCh0stB202C49OhGgxvQ3ULbrX3g7KMbdW5Bb/NtrRXjdZwDe6/C4Uc/qBQGr1kYw5HnYd+jG2UjYJiFtifrc2TXoxt+0fCWhbbnqnJ8y6Mb3vEw2kLby6U4ufHRDfck+NBC22tFCVn/6IaTHj610PaWA2eN756Y+9cXvQOxyVG570cIYTvZCQ4Nh5ub5Q/UOV0uFhGhBmymAjUfn7RZm5gYdWbNXFBXoYIa2BnaXrpk9iEpXz4tWExJgbt3zbc1/mJap8v8Ojk4pD8MHB3VGZGM9xsO48R8Tk5Qo0b6+w17yAzH7dtZvZKmubur/Rt/kE9JUQ9Pz7R2KSnpZ9YMs5CGGUkvLzCUZDO8BhJgPb4Mfx+MZwiTktT3CUC9eurfBFB/HpXh33nDFxKGQveOjjkbR06vy2OPTbAoChYPp6LZDhQB6qUOYNj0org8+pt8Jakvt1Lqm23fZKovRR79e3U1qTs3U6qabdt4Ylk8HrW9ntyR68mlzbZt+EllvB79P3szuS1Xk+eYbVt/TA18HrW9ldyKKxba1n2nPr6P2t5JacqlJPNtaw1vTMlH/4feT3mG80ZtQ8L3c8bxJ7PXmlMvdQDd+7em3KMVzRGp1QlJND+GKn2fp0J/9TxaX4kTCebbVurRmErqxCKx+tIcs9C2fKenqfpoIi9BX5zDFtqWaV+H6p3V8yTFg4Px5tuWCqhBzRfV81TFmX0W2vo1r0IdowTKe+LSt83Ra+ygx8O5cK0CEOKxk5qaPjiMjc0c9Dg7p19WmlVwqNerAWJysrr0Mrv7bQ0sBUGurmnBYmpq5g+kGcdjYC5AMxzGK6qcnaF0afNtDR+IDeN5+un0AZ2518jZGazd4uPgkD4oNSWnWd/Llk1bxpdxiaDx65Caqt5OTlbbGdoYKEpasJiSAiEhaQFlxsPNTQrVF0QpKeoXMxkDwKQk9fdeo0ba+z0y0vyyZweHtKAR1PeX8e/f2TlzkOfllbNl1AV0FaFOyc8aEMIuoqKi8Pb2JjIyMt+Ws27ce4NO2ypnbymqomND0DU6tpD9XlmR1zfvyWucx44fh8aNs39d27bQqpX6TW/dulC1aoH9NrYwSEhIIDQ0lCpVquBmHCgUJtYGh8Yzh8Z77VJS1PsNpVpiYtSlmobgMDk5/fKwqlXVnxkloLOai4v62KYCNR+ftNmvpCT1ueh06vs74+ybqQ+oj5PY2JztCa1dO3t76hRF/V0aBxFJSep7xBB0ZjWWkiXTkm6lpKgZQzPOVBoO49lYe8qv1zevZNwnaDjKlk37f/vWLcsBW40aacFZZCQ8eGD6ywBHx5zNKl+8mHlJtCVeXuqYsiE3f7+zExvIzKLIE2XcK6oF4attUhN/ZCXVES53pEwX+ZBtDXl98568xgXU1q3qYeDmBnXqqMGj8VG+vCwby+jGDdi+Xf0AU7QotGmjftAtbFJT1YDOEBzGxZmfOfTyUp9raqqandCQpTAlJW1WCdQA0FBSKzlZ3ZOUkU6X+2VmZcum7Qm0xMUl/R6/J42Tk+llsJbodJlrs1pzjSEoMMfdHerXNx2cJCWln41NTFQDD3My7vMMC8s8S5Uff7fy6/XNCcM+QcPh7Z32/929e/Dvv+b39vn6pgWLpoJ1w89cXdP/3ry902aSbaV8eXWpszWvsU6X9r4ogCRYFHln93i1ILyiszw7o+gAHez5FMaYbyYykNc378lrXPC88476gf/MGTh7Vl0OePy4ehjz8socQNarl7bP60ly+DBMmQIbN6ofXAxlH3Q6GDhQfU0LMkNwGBmpzoiYSi5jmHUzZO5MTlZn6gwBYHi4+sHcFEPdQwN3d/WDnrNz+sN4hiGnReOLFs3ZdU8aV1f1/9fwcLh5M+v25curv++8WA6q06n9WtO3iwtUqpQ2S5mYmDZbqden/5IhMTHzczN8IeHiov6tMnxhoNerf+sMM+C5DSjt9foaZnINJThA/f/6/v3M+wQNatRICxYdHNICRUdH0zOBBn5+1n0xk1c8PNQvoa5etRww6nRqu4IwY2uGBIsi79xqAqtXqkXNUUzPzqQ6Ajr4ZZXaXlhPXt+8J69xwTNgADzzjHqemqou+TpzJv1x8aK632v/fvUwVrJk5gCybt0Cu1ck19auhT590te4M+x3UxTYs0e9v0yZ9N+05xfDWAwfHOPj1eVgcXFpH7RN1dszLOc0LPMy7E8z0OnS33Z3V2f1MgaAxh9aDVxd1X19lri6qjMRlmaRMipWTPa2ZYfh91C0qLqc0NRrXayY+t4tKB+0nZ1NfyGlKGoQZBzkOTioX2YYz6IZ7580LqEQH5+2bNSwD9V41szbO20Js6JYF0ympKizdNb499/0y7ezkpCg/g02NRML6ZeAJierXwAaMzzHjKVPihVT/14blocWdD4+UKtW4Xn/miHBosgTfn7q546E8y/D/P3gPyWtZp0hS6qig8sd1dmYW01wc7Pvl0CFiby+eU9e40LA0VFNqlGtGnTrlvbzpCQ1O2TGIPLqVXUZ044d6mGsYsW0wNEQRNaunZZFsjA6fFgNBFNTzX+zbQiobt5UP2za4kNLxuyRCQnqh0HjPYDGewErVVI/+EZHp2ULNcfXN21fUkKCOiORMQDMOAsIavuyZXP/3IyVLat+ILZ2mZmhbIPIHg8Ptb5fYqL6HklNVX+/2Qle7M14CbNBkSLqjJJBxv2Txkl+UlPVLzZSUtJmGY2TLDk6pgWLcXHq3z9LCXmcndUAxtplqIqiti9f3vxy3MqV02bOY2LUZe/mXgvj2UNPT/XvrzX7BJ2c8mcprC09Bu9fSXDzBLBHghtQ/04Yr/q5HXeDIw92EJschYezF018A9V9YY/4+aXtERdZM/X6Hrq3ldOXTlK/RkOeL9lWXt9ckvdwHsppgptjx9JmFrPLkNQhYxBp7tt1Bwd46qnMM5HVq2f+4FcQdekCmzZZrN2VUKkSoXPmUMXPD7dixazPaJmYqAZKpgLA5GT1g6NhCV1EBFy5kr2xOzmpH2o9PNQPVYaSCAUlQYhBeLj1y8x8fKzuVmf0Qdmaj2kffPABX331FQAuLi78/PPP9OzZ02R/AH/88QcvvviixT6vXbtGlSpVAGjevDl79+7N1GbXrl0EBARot4sWLcrff/9NiSyWey9atIjXXnsNgHHjxhEcHAzAoEGDWLzYfF3j7AgNDaVy5cpA5uefFX9/f3bt2pXjx544cSKTJk0C4L///S8TJ0602CYjT09PvLy8KFasGHXq1OGZZ57B39+fZk2bml7iWrx4WqAWHs61v/6iSteu2RrzwI4dWWRinNao3KUL13NQ7uTEiRM0bNgwR48pJMGNeAxUrJjxg3NFKVZuQ6Ze33bJA9i0yY8OHTrgXBg+zBZw8h7OQznJxAc53ysGauDx7LPqYSwiQt3/aBxAnj6tLoe8fFk91hnV4XR2VpcWZQwiK1cuOMHMjRuwYUP2ElhERKg1+AwzHMZHSopa288QAMbHWy7CblyH0MlJnT0wLj+RkZtb+lIWlhKOFCQmlpkpgBaa5PEys9TUVIYNG8aCBQsA8PDwYN26dbRt29bidWPHjqV9+/bZDqKyEh0dTXBwMLNmzbJpv0+amJgYYmJiuHXrFufOnWP16tUA1KxZk9GjRzNs2DB05va/entnO6um1Rwc1NkwU0ljxGNLgkUhhBD5KykJPvkkZ9eOHQs1a5q+Lzg4bb/QunXw55/m+xk/Xl1SBbBvH/z2W9p9NWqos4fx8erMUaNGcOeOGkSeOqX+/PRp9TDm5KQuXX32WXU5q6LAyZPqrJipD+UjRkCDBur5wYOwcKH58Q4ZAs89p54fPw5z55pv27+/GuDmZOGQpXIQxkGeq6saCJlaAqrTqUvkbtxQl13Fx2fuy80tLTD09Cw8waEpRsvMlKgo4mNjKeLhgc7LK0+XmSUlJdGvXz/WrFkDgI+PD5s2baJp06ZZXnvy5EmWL19Ov379bD6uOXPmMHr0aG1WLztGjRpFN+Ml5Rl8+umnnD17FoApU6ZQr149s21Lmsn0u874ix8z/PJ5P0GfPn3o27evdjspKYmIiAhu377N4cOH+euvv4iOjubixYu8+eabrFy5kuXLl1OqVKnMnWWol1miRAl++OGH9G0iIjIlfKqY1T5dUDN2mnpMo79vc+fONfvaZ2SYuRYFmwSLQggh8tekSeb3s1ii08Hu3ephyocfpgWLhw9Dxg9IxkaOTAsWjx+33HbcOHjhBfX8q6/ggw9Mt0tJMR1EmtOxY1qwePmy5TG0bp0WLF67Zrntc8+pS26zmxof0grDmwoCjQO6IkXSlqwmJ6tBYWSkulcpq+CwaNHHcybC1RXF15ckZ2fcvLzQ5eEsc2xsLN27d2frozIyZcqUYcuWLRaDJwA3NzeSkpLQ6/WMHz+eXr162WwVioeHB7GxsSQlJTF+/HiWLFmS7T6eeeYZnrGwzPzrr7/Wzlu0aEHr1q2z/RiWglF7qVWrlsVxRUVF8cMPPzBhwgTi4+PZuXMnnTp1Yvfu3bgb7200wd3dPXPfYWHq35HssiKpTLt27XL0RYEouCRYFEIIkX/274dp03J2raJA9+7m9ywayiQAtG1reemf8bfjrVurpSXMqVAh7bx5c9NtU1PV2nw1a6pJV86cUfdXXr9uOpsnwNCharBYr566dGzYMDVbq6nZqPr1087r1LE83saNYdu2nM0sliiRdSZQQ3BoOIwTbRgUKZI2a5iT4DDjhuGsPEEbhsPDw+nQoQMHDx4EoGrVqmzdupWqxslSzPD19SUoKIjFixdz9epV5s6dy1tvvWWTcXXs2JHjx49z5coVli1bxpgxY3j66adt0veTzsvLiw8++IB27drRunVrwsPDOXr0KGPGjGH27NnZ7zCnJVyk9MsTSYJFIYQQ+SMmRi19odfDyy+rS0WzWxT666+tCwoCA9XDGi1bqoc1mjZVD2slJqqlPDIm1QkNVYPKbdvUw1jlypn3QxonnqlVCz791PLjWpsSPyNTSRKSktSgMCYm6+DQECDmZrbqxg016Db1OJbGffHiYx8w3r59m/bt23P60ex1/fr12bx5M2WykWl18uTJrFixgsTERKZMmcKgQYPwNGTSzAVnZ2eCg4Pp27cver2esWPHsnHjxlz3K9I8/fTTLFy4UJsp/PHHH/n444+pYPyFljWk9IvIBgkWhRBC5I8xY+Dvv9Xln/PnqzNUWWTr1Dg6qss2C1sw4OoKTz+tHsZiYuDcucxB5O3b6vKwa9fUBDUGhjIhpoJIU6nkc1qmwdk5LTg0HKaSCrm7p585tGU6+7Cw7AWKoLYPCyt8749sCA0NJSgoiKtXrwLQtGlTNm3ahE82sqwCVKxYkREjRjBz5kzu3bvHjBkzmDBhgk3G2Lt3b/73v/9x7NgxNm3axJ49e2jVqpVN+haqrl270rhxY44dO0ZSUhJLlizhk5zsAZfSL8JKEiwKIYTIe3/8AXPmqOeLFqnfUo8fr/48q711Op16ZDWbVph4eqp7Cw37EA0ePMicmfXMGTXRzsWL6vEooQmg7iOsXTtzEGlu6WtWrlwxna3UEBwaAsTCVuuskDtz5gzt2rXj9qPyBO3atWPt2rV45DDL6rhx45g/fz5RUVFMnz6d4cOHZ1nuwho6nY5p06Zp2Vg/+ugjDhw4kOt+RXqvvvoqx44dA9TyJTkKFj081JIu1pZ+KeCF40Xekb/2Qggh8taDB2o2T4B33oE2bdTzRo1g5Uq1cLyimJ5hNBRnXrUKmjTJvzHbi68vtGqlHgaKkpaN1fg4e1ZNZHPqlHoYK1IkZ49vCBQ9PNJmDSU4tKtDhw7RoUMHHj58CEDPnj35+eefcclFBllfX18+/PBDPv30U5uXuwgKCiIoKIht27Zx8OBB1q1bR/fu3W3St1C9YEi4BRw5ciTnHdm59IsoHOSvvxBCiLw1cqS6vLJWLfj8c/Vnhw9Dv36weLGa9GbKFK0uoKLToVMUNUjs2FGdUXwSAkVzDEvAypRRE/cY6PVqAp2MQeT586YzklqjQgU1WYyprIeKAnFxOes3O3I69vh4NXjOK+ZKoOSxoKAgYmJiABg6dChz587FwQaZVt99912+/fZb7ty5k6tyF6ZMmzaNJk2aoCgK48aNo0uXLjhakUkzP2RVW7JBgwacPHkyfwaTQ5UqVdLOIyIiSE5ONpvV9vr161k+565du7J+5UqblH6xthyGv78/u3btynb/Iv9JsCiEECLvLF+uzh46OsKSJeqMV2Qk9O2rJnn59lu1zW+/wY0bpGzdyvmDB6ndtClObds+1nvQcs3BAapUUY/OndN+npysvp49e2a/T09P8+nx4+LU+wuqFi3ytv+YGLvMsBgCRTc3N9577z2bBIqglrqYMGECI0aMyFW5C1MaN25Mr169WLVqFefPn2fRokUMMawuELmWcZ/qw4cPTddczI58LP0iChcJFoUQQuSNmzfVwvOg7k989ll1dur119VAsXJl+P77tPYVK6IMGMBVPz9qdejweNbiyw/OzmoAKR4L9evX5/Tp0yQkJBAYGMiOHTuoXbu2TfoeOnQoM2bMyJNyF8HBwaxdu5aUlBQmTpzIq6++ipupbLv5bN26dRbv9/b2zqeR5JySYY+hpZnDEiVK8IOluqyQrWy6WZk7dy4lS5bMsp2fn5/NHlPkLQkWhRBC2J6iwODBEBGhLiE1JGD44Qf45Rd1D9zKleqeGFE4uLurs2t57eTJnM0S7t0LDRvaejRpsih+nld27NhBmzZtCAkJ4c6dOwQEBLBjxw7q1KmT677zstxF9erVGTp0KHPmzOHmzZt88803jBkzxiZ950amAvVWWL9+vc37zI3w8PB0t4sb15jNwN3dPV/H165dO5stZxYFgwSLQgghbO+772DrVrX+3U8/qbNdp0/Du++q93/+eeZMoKJg0+nyZxlmTpPzFCnyWCbi8PPz0wLGU6dOcffuXS1grFu3bq777927N19++SXHjx+3ebmLCRMm8NNPPxEXF8fnn3/O66+/TrFC+AVRVgl6Ms705bVr165p5z4+PjhJAiqRh2RBshBCCNu6dEmtqQjw5ZdqYpvYWOjdW62H99JL8N579h2jEIWIr68v27dvp+GjmdN79+4REBDAmTNnct23odyFwccff5zrPg3KlCnDu4++IAoPD+eLL76wWd9PMuNyJM8//7wdRyKeBBIsCiGEsJ2UFOjfX81MGRSkZkI1/LxOHbUQ9OLFanIWIYTVDAFjo0aNALh//z6BgYGcPn061323bduWoKAgQA1EstrXlx0ffvghvr6+AMyaNYtbt27ZrO/8oiiKxSO//fzzz9q5v79/vj++eLLIv9ZCCCFsZ9o0tSyGtzcsWJAWFHp7w+rV6n02KP4tsuDnpy4Bzg6dTuopFnDFixdn27ZtPPPMM0BawBgSEpLrvqdNm6YlShk3bhyppuqe5oC3t7dWND4+Pp6JEyfapN8n1fr16zlx4gQArq6uDBgwwM4jEo87+VdBCCGEbRw7BpMmqeezZ6s1+yIjwctLDUR0OihXzr5jfFJUrAgXL0JYmOV2iqIGiBUqqPv9clBXzeYMgW5CgvXXuLmp1z0BDAFj27ZtOXbsGGFhYQQGBrJ9+3YaNGiQ435NlbuwlZEjRzJr1ixu3LjBggULtJlGkT0hISG89tpr2u1hw4ZRtmxZO45IPAkkWBRCCJF78fHq8tOUFLW+X79+kJgIAQFQowbMnavOLor8U7Fi1nUqExLUMibu7gUjUATrA11jfn5PVE1OHx8ftm3bRrt27Thy5AgPHjygTZs2bNu2TdvXmBPG5S5mzpxps/G6uroyadIkXnvtNVJTU/nmm29s1veTIDo6mnnz5vHpp58SHx8PwHPPPZdur6kQeUWCRSGEELk3bhycPw+lS6u1E3U6NcnNiRPwzz9qyQUJFoW1rAl0n3DFihVj69attGvXjsOHD6cLGA37GrPLuNxFbGysTcc7YMAApk+fztmzZ23ed2F34cKFdOU5kpOTiYyM5NatWxw5coTdu3cTHR2t3R8YGMjy5ctxt1M5F0u2bNliVZ1FUGuIPvXUU3k8IpFbEiwKIYTInZ07wTAL8eOP6izP+vVgmD1YvFiWnwqRB7y9vdmyZQvt27fn0KFDPHz4UAsYDfsas8u43IUtOTg4MHXqVLp27WrTfh8HK1euZOXKlVm2q1WrFqNHj+b111/X9pcWNG+88YbVbWfOnKllyxUFlyS4EUIIkXORkTBokHo+bBh07Ag3bsDgwerP3n8fOnSw2/CEeNwZAsYXXngBUEtUBAUFcezYsRz1Z1zuwta6dOlC8+bN86Tvx4m7uzulS5emdu3a9OjRg88++4z9+/dz/vx5hg0bVmADRfF40in2yPkr8lVUVBTe3t5ERkbi5eVl7+GIPJScnMymTZvo0KEDzs7O9h6OeBIMGqTOHFatCqdOqfveWreG/fvhuefgr7/AxcXq7uQ9nL8SEhIIDQ2lSpUquGU3e6rIRK/XExUVhZeXFw5SHkYUMvL+LVxy8/c7O7GBLEMVQgiRM+vWpdVM/Okn8PRU9y7u369mQF2+PFuBohBCCCEKFvnaQAghRPbdvasuOwX48EMwLC1r1w7KllX3Llatar/xCSGEECLXZGZRCCFE9igKvP66Wtrg6afBuMi2v79a9sDT027DE0IIIYRtyMyiEEKI7Fm4EH7/XV1iumQJODvDtWtp90ugKIQQQjwWJFgUQghhvdBQeOcd9XzKFHVmcdo0qFdP3aMohBBCiMeGLEMVQghhndRUGDgQYmKgZUu1LMa+fTBhgnpfYqK9RyiEEEIIG5KZRSGEENaZOVMtheHpCYsWqTUWX3lFDRT/8x81kBRCCCHEY0NmFoUQQmTt9Gm1LAaoQWOVKtCtG/zzD1SvDt99B1IoWgghhHisyMyiEEIIy5KSoH9/9b+dOsGQIfDNN/Dbb2qSm5UroWhRe49SCCGEEDYmwaIQQgjLJk6EU6fA1xfmzYOzZ2HMGPW+6dOhUSO7Dk8IIYQQeUOWoQohhDBv/3744gv1fO5cKF1aDRpHj4bLl+Gtt+w7PiGEEELkGQkWhRBCmBYTAwMGgF6vLkPt0UP9ubOzWi5Dr5d9ikIIIcRjTJahCiGEMG3MGPj7b6hQQd2jePiwum/RwEH+CRFCCCEeZ/IvvRBCiMz++APmzFHPFy2Cf/+F1q3V+ooPHthzZEIIIYTIJ7IMVQghRHoPHsDgwer5O+/ACy/Ac89BfDx4e4OPj33HJ4QQQoh8ITOLQggh0igKDB8Od+5ArVrw+efw7rtw5gyUKgVLlsjyUyGEEOIJIf/iCyGESLN8OfzyCzg5qYHh77/DDz+oiWyWLlUDRiGEEEI8EWQZqhBCCNXNmzBypHo+fjwULw5t2qi3x46FoCD7jU0IIYQQ+U6CRSGEEGoZjMGDISICmjRRg8MXX4SoKGjeHCZNsvcIhRBCCJHPZBmqEEII+P572LoVihRRl586O8PcudC2LSxbpi5LFUIIIcQTRYJFIYR40l28qNZUBPjyS6hZUz2vVg22bIGKFe03NiGEENmm0+nQ6XS0bt3a3kMRhZwEi0II8SRLSYEBA9SyGEFB0KUL7Nxp71EJ8UQzfNDX6XRWtf/ggw+09q6urqxevdpsfzqdjj///DPLPq9du6a1b9Gihck2u3btStevl5cX9+/fz7LvRYsWadd8+umnVj3HjIYOHar18e2332bZPjg4ON1Yr1y5kuU1LVq00Npv3rw5R+MsyEJCQpg+fTrdu3enevXqFC1alJIlS1KmTBkCAgL47LPPuH37ttnrO3furL0+X3/9dY7GUK9ePa2PTZs25fCZFDyXLl3iyy+/5MUXX+Spp57C29sbFxcXSpYsyTPPPMOwYcNYu3YtiYmJ9h5qliRYFEKIJ9nnn8Phw2r9xHnzoH9/NanNvHn2HpkQIgupqakMGTKEr776CgAPDw82bNhAz549LV43duxYFEWx+Xiio6MJDg62eb+mBAQEaOe7du3Ksv3ODF+CZXVNXFwchw8fBsDZ2dlswFwYRUREUKNGDRo0aMCYMWNYv349V65cIS4ujuTkZO7du8euXbv49NNPqVatGrNnzzbZz5AhQ7TzhQsXZnschw4d4uzZswCUK1eO9u3b5+wJFSA3btzglVdeoXbt2nz00Uds3ryZq1evEhUVRXJyMvfv3+fEiRPMmzePHj16ULZsWaZPn16gg0bZhCKEEE+qY8dg8mT1fPZsWLgQ9uwBT0+QpUtCFGhJSUn069ePNWvWAODj48OmTZto2rRplteePHmS5cuX069fP5uPa86cOYwePZrKlSvbvG9jxsHi7t27URTF7ExsUlISBw4cSPeznTt3MnToULP979u3j+TkZACaNGmCh4eHDUZdMCQkJHD58mUAHB0dadmyJS1btqRy5co4ODhw//59Vq9ezeHDh4mLi+Ott94iPj6eDz74IF0/nTp1olSpUty9e5eQkBCOHTtG48aNrR6HcYA5cOBAHB0dbfME7WTPnj307NlTm113dHTE398ff39/ypcvj6enJ2FhYVy5coU//viDCxcu8PDhQ8aMGUO1atXo1q2bfZ+AGTKzKIQQT6L4eHUWMSUFevWCMmVgyhT1vrlzoXp1+45PCGFWbGwsnTp10gLFMmXKsGfPniwDRTc3Nxwc1I9+48eP14IhWzAEU0lJSYwfP95m/ZpTtmxZqj/6OxUWFsaZM2fMtj106BDx8fEAdOjQAch6ZtH4fuPA9HHh6+tLcHAw//zzDzt37mTy5MkMGjSIbt268f7773Po0CE+//xzrf24ceMyLd11cnJiwIAB2u3szC7Gx8ezYsUKQF0mPXjw4Fw+I/s6efIkL774ohYovvjii5w7d47t27czYcIEBg8eTO/evRkxYgQzZszg/PnzHDhwgHbt2tl55FmTYFEIIZ5En3wC589D6dLq7OJ//gOKopbPyIPZBiFy40bkDRaeWMj/Hfo/Fp5YyI3IG/Yekt2Eh4cTFBTE1q1bAahatSp79+6lXr16WV7r6+tL//79Abh69Spz58612bg6duxItWrVAFi2bBkhISE269sc4yAu4zJTY4bAr2jRoowePRqAW7ducenSpSyvyfg4jwNfX1+uXbvGuHHjKFOmjNl2H3/8sTbblZSUxNKlSzO1MQ7yli1bZvVyyjVr1hAZGQlAq1ateOqpp7LxDAqW2NhYunfvrn0h8dprr7Fx40Zq1Khh8bqmTZuyefNmvvvuO9zc3PJjqDkiwaIQQjxpduwAQzKCH3+E0aPh9m2oXRv+7//sOjQhjB3+9zCdl3em8teVGfzbYEZvHs3g3wZT+evKdFnehSP/HrH3EPPV7du38ff35+DBgwDUr1+fvXv3UrVqVav7mDx5Mq6urgBMmTKFmJgYm4zN2dlZ26+o1+sZO3asTfq1xNp9i4b7WrRoQYsWLbTnb+6auLg4jhxR31suLi40a9bMZLt169bRp08fKleujLu7O15eXtSuXZs333yTY8eOWRy7cQKhQYMGAWoAO2HCBBo1aoSvr2+6+4ydP3+eYcOGUaVKFdzc3ChVqhT+/v7MmzeP1NRUi48L6u/K09Mzy3YAffr00c5NfQFQq1YtmjdvDqhfZKxfv96qfo1nIY33Phrbs2cPw4YNo3bt2hQrVgw3NzcqVKhAjx49WLNmjdX7bvV6PStXrqRfv3489dRTFC1aFBcXF8qUKUObNm2YMmWKVQmPzJkzZw7Xrl0D1P8nv//+e20G3xrDhw/nxRdfzPHj5zlFPPYiIyMVQImMjLT3UEQeS0pKUtavX68kJSXZeyiioIqIUJQKFRQFFOWNNxTl11/Vczc3RTl92t6jk/dwPouPj1fOnTunxMfH23somaw5t0ZxmuykOE5yVJhIpsNxkqPiNNlJWXNujb2HqklNTVXCw8OV1NTUXPUDaIfB1atXlapVq2o/b9q0qfLw4cNs9VeuXDlFURRl9OjR2s8mTZpk8prQ0FCtTfPmzU222blzp9bm1VdfVfR6vdK4cWPtZ7t37zZ53cKFC7U248aNs+o5mHL79m2tn+LFiyt6vT5Tm8TERKVIkSIKoHzxxReKoihKy5YtFUDp27evyX63bNmi9duqVatM99+7d0/rw9yh0+mUESNGKCkpKSYfw/j1HThwoLJlyxalePHimfoZOHBguuvmzZunuLi4mH3cVq1aKREREdptf39/q19PU+/fjRs3an29+OKLJq9bsGCB1qZdu3ZZPk5oaKii0+kUQPHy8lLi4uLS3R8eHq506tTJ4utreK7379+3+FinTp1SatWqlWVfxYoVs+IVMq1cuXJaPytXrsxxP9mVm7/f2YkNJMGNEEI8SUaNgn/+gaeegunTwcMD5s8HnQ6sWMYmRH44/O9h+qzuQ6o+FQXTswepSio6RUef1X3YP3g/Tco1yedR5p8zZ87Qrl07rYxBu3btWLt2bY6TrowbN4758+cTFRXF9OnTGT58OCVKlMj1OHU6HdOmTaNt27YAfPTRR5kSy9hS6dKlqVWrlpYoJCQkhAYNGqRrY7xf0d/fX/vvX3/9xe7du032a2kJakxMDK1ateLChQsAlChRgtdee40GDRqQlJTEnj17WLp0KcnJyXz33XdERUWxZMkSi8/jypUr9OzZk+joaHr06EFQUBA+Pj7cuHEDJ6e0j+pr165l2LBh2oxaYGAgPXr0wNfXl6tXr7J48WL27Nlj0/1/p0+f1s4rVapksk3v3r155513iI6OZtu2bdy8eZPy5cub7XPhwoXac3jllVcoUqSIdl9UVBTNmzfn3LlzAFSvXp1evXpRu3ZtXFxcuHr1KsuXLyckJIQ9e/YQFBTEwYMHTS7jPHToEG3atCE2NhZQM6726dOH+vXr4+Hhwf379zl27BgbNmzIcTbSM2fO8O+//wLqMueXX345R/0UaNmPY0VhIzOLTw6ZlREWrVmjziI6OCjK3r32Ho1J8h7OXwV1ZrHzss5mZxRNzTB2Wd7F3kNWFCVvZhYPHjyYbsapZ8+eSmJiYo76M8wsKoqiBAcHaz8fNWpUpmtyMrNoEBQUpP187dq1ma6z1cyioijK8OHDtb5mzpyZ6f7JkycrgFK0aFElOTlZUZT0M4fnz5/PdE2zZs20+3ft2pXuvhEjRmj3NW7c2OTM1tGjRxUfHx+Ls03Gry+geHh4KNu2bTP7PCMiIpQSJUpYfK6JiYlKr1690vWbm5nFpKQkpXr16lpfv/32m9lrhw4dqrULDg42206v1yuVKlXS2h46dCjd/X379tXumzhxosmZ2dTUVOX999+3+B6KiopKN+P3xhtvmP07l5KSoqxfv97smC35/vvvtcdo06ZNjvrIqfyaWZQ9i0II8SS4cwfeeEM9HzMGDh6Ehw/tOyZRKMUmxZo9ElISrG4bnxxvsu2F+xfYcGkDqUrWe69AnWH8/eLvXLh/gdikWOKS49LdH5ccZ3YMGdvGJ8ebbGdPQUFBPHz0/+rQoUNZuXIlLi4uue733XffpXTp0kD6PVe2MG3aNK2Mxbhx46zaR5dTWe1bNPysefPm2ixds2bNtPOM18TGxmr7Fd3c3NJlmL1//z4LFiwAwN3dnTVr1uDn55fpMRs3bsz333+v3Z42bVqWzyM4OJg2bdqYvX/x4sVaps2ePXvy7rvvZmrj4uLCokWLqFixYpaPZ43PP/9cK7HRsGFDOnbsaLat8b7DRYsWmW23fft2rl+/DkC9evV47rnntPtCQkK0DKlDhgzhv//9r8lyGg4ODkyfPl3bK/ntt99mmhn87rvvtBm/jh07MmfOHLNJZBwdHenatavZMVtieAxAS/D0uJFgUQghHneKAsOGQVgYNGgA5crBBx/Ac89BAS4ELAomz889zR49VvVI17bk9JJm277080vp2laeVRnPzz2p/V1ts0tPzVFQqP1dbTw/96TJvPTLUZvMa2J2DHVm10nXttWiVibb2ZMhAY2bmxvvvfdethJnWOLh4cGECRMA25e7aNy4Mb169QLUZCyWgofcat26tRaY7tmzB71er92XmJioLYM1LEEF9bk/++yzQOYsqsb1FV944QUtGQ7Apk2bSEhQvxDp06eP2WWZoC7NNGT4PHHiBKGhoWbbFilSxGLNR1CXoBq8//77Ztu5u7szcuRIi31ZY+PGjUyaNAlQE+L88MMPFt97TZs2pU4d9f+nK1eusGfPHpPtDME2kGm57OLFi7XzDz/8MMsxGsp2REZGcujQoXT3GS/9NS4BYmsPHjzQzosVK5Znj2NPj02weO3aNcaPH0+LFi3w8/PTMj1VrVqVl19+WVs/nhMXLlygSJEiWtYqc0Vfc+P27dtMnDiRxo0b4+vri7u7O0899RSDBg0y+z+cEEJYZcEC+P13cHGBTz9VZxYBRowAow9CQoiCp379+oBaSD0wMJDz58/brO+hQ4fmWbmL4OBgbfZu4sSJWpBlayVKlNCClPDwcE6dOqXdZ7xfsXXr1umuMwSPGfctWtqvaByQZFUfT6fTpWtjyGBrSqNGjSxmJ1UUhaNHjwLg6emZbjbOFEszlNY4evQor7zyihZ4f/XVVzRpkvWeYOPgzzgoNIiIiGDdunWAOgtqKONiYPi86+bmxrlz51i/fr3Fw3hWz7DHEeDhw4ecPXsWgCpVqmj/D+UFxcqMrIXZY5HgZsaMGXzyySeZpqBTUlIIDQ0lNDSUdevWERwczOrVq62qRWSg1+sZPHhwnv2RA/j111957bXXCA8PT/fzq1evahuW33jjDWbPnm1yOl4IIcy6ehUMy5XGj4dx49TZxI4d1ZIZQmRTzFjzpRYcHdL/G3Xvg3tm2zro0n9ffe2dawAsCVnC8I3Dsz2uOR3n8J+n/5PpC90jrx8x+4EuY9s9g/agV/Qm29rLjh07aNOmDSEhIdy5c4eAgAB27NihBUi5YSh30bdvX63cxcaNG20wajUxydChQ5kzZw43b97km2++YYzhiyobCwgI0IKDnTt30qhRIyAt8PP09NRmEg38/f354osvuHv3LufOndNeT0vBoiHBEJBlDb2MbYyvzchSMhhQZ84MSVqqVq2a5exybpZDnjlzhq5duxIdHQ3A+PHjefvtt626tn///owdO5bk5GRWr17Nt99+my4IXr58ufZ5ukuXLpmW8BqWQickJNC9e/dsjfuh0bYK4yDSFv+fWOLr66udR0RE5Olj2Uuhn1n89ttvef/997VAsVmzZkybNo2ff/6Z77//nrfeekt7o168eJGAgADu3Lljdf+zZs3iwIEDOc44lpWdO3fSu3dvLVDs2LEjc+fOZenSpbz33nt4e3sDMHfuXN566608GYMQ4jGVmgqDBkFMDLRsCRcvwqVL6jLURYvUDKhCZJOHi4fZw83Jzeq2RZyLmGzboXoHdGTvvalDx0vVX8LDxQN3Z/d097k7u5sdQ8a2RZyLmGxnT35+fuzYsUPL8nn37t10wVFu9e7dm2eeeQZQl1nacjXThAkTcHdXX+PPP/88zz5Mm9u3aDg33qNo0Lx5c+0LeEO72NhYbQbP3d090wyeIYACrPpcaBwoGV+bkXE2UFOMa2EaXk9LcvqZ9fTp03Tr1k0LvMaOHcvkyZOtvr5kyZJ07twZUF/LlStXprvf0hJUyF2wlZSUpJ1HRUVp59bWk8ypcuXKaee5qdVYkBXqYDE+Pp5PPvlEuz1v3jz27dvHRx99RL9+/XjzzTf55ptvuHr1qjYFHRYWxpdffmlV/3///TeffvopgFZo1pYSExMZPHiw9gb/5ptv2LBhA8OGDePVV1/lq6++4vDhw+k2oO/YscPm4xBCPKZmzIC//gJPT+jaFZYuBQcHWL4cTCRlEKIgqOhdkU41OuGos24ljaPOkc41O1PR2zZJPQoiX19ftm/fTsOGDQG4d+8eAQEBnDlzJtd9G8pdGHz88ce57tOgTJkyWiKW8PBwvvjiC5v1bczf3z/dvsXU1FQSExO1pZ8Zl6ACeHl5aTOQhn2LxvsVmzdvnimRUNGiRbVzw0yfJcZBnvG12WUc8MTFxVloqbJmbBmdPn2atm3banvwPvroI6ZOnZrtfowT3SxcuFA7P3PmjBaIly9fnvbt22e61vA8ixcvjqIo2TomTpyo9ePl5aWdG/8O8kLLli2188OHD5OSkpKnj2cPhTpY3Ldvn/ZNTZMmTcxuDi5RokS6za3WfGumKApDhw4lLi6O5557jlGjRtlm0EYWLFigTbl37tzZ5MxhjRo1mD17tnbbELwKIYRFp0+r+xNBDRoN/2hP3BKXCgAAPlNJREFUnKjOMgpRgI1vNV7NEZDFDKMONY/Apy0f/38bDQGjIcC5f/8+gYGB6erg5VTbtm0JCgoC4MCBA9q+Mlv48MMPtaV6s2bN4tatWzbr28DX11ebFIiMjOTEiRMW9ysatGrVClD3LSqKYnEJKqjBr4EhS6glly5d0s7Lli2bZXtzvL29tdnCq1evZrlPLrszXKdPn6ZNmzZattX333/fqgyuprRv316bbdu3b5/2OhnPKg4cONDkUlrDctyIiIhcBXnlypXTvjww3suYF+rWras93+jo6HSJiB4XhTpYvHcvbS9E9erVLbY1vt+aN+CcOXPYtWsXzs7O/PjjjzbLPmbMkB4Y4L333jPbrlu3blSuXBlQ/4gbUg4LIYRJiYnQvz8kJUHnzjB0qDrDOHkyGK3GEKKgalKuCSt7rsTRwdHsDKOjzhFHB0dW9VxFk3JZJ994HBQvXpxt27Zpy0YNAaMtEtPkVbkLb29vbRVYfHx8uhkgW8q4FNUQ+BlnPs3IkOTm/v37nD17Nstg8fnnn9fOt2zZkuWYtm7davLa7NLpdFqCmZiYGA4fPmyx/fbt263uO2OgOHLkSKtX4Jni6OjIoEGDtNsLFiwgOTmZpUuXAupzMbUEFdJ+H3q9ns2bN+d4DMWLF6du3boAhIaG2uQLFXN0Ol26MibBwcGZcqgUdoU6WCxZsqR2bvztjSnG9xveQObcuHGDjz76CIAxY8bkSRal6Oho9u7dC6hLE1pa+KbfwcGBF198Ubv9xx9/2Hw8QojHyKRJcOqUutR03jx1b6KPj5rgRpJkiULi5dovs3/w/nR7GA1JcXTo6FijI/sH76d77ewlwijsDAFj48aNAXV7TWBgYLosoDmRl+UuRo4cqdX+W7BgARcvXrRZ3wbGwd3OnTvT7Vd0dnY2eU3Lli21yYANGzakyzhqKsDs2LGjVqtvxYoVFr+8/+WXX7QZvkaNGlGlSpXsPykjxglfZsyYYbZdfHx8uhqPlpw9ezZdoPjuu+/aZNvV4MGDtS8efvrpJ3799VftMfz9/alatarJ6wylMAAmT56cq+SSxn2NHTs2x/1YY/jw4VoZldOnTzNixIh0JVyy8sMPP+QqOM5zSiEWHx+v+Pn5KYACKPPmzTPZ7t69e0r9+vUVQHFwcFD27t1rsd/27dsrgFKjRg0lISFB+7nhcWzxsh08eFDrq1WrVlm2nz9/vtZ+xIgR2XqsyMhIBVAiIyNzOlxRSCQlJSnr169XkpKS7D0UYS/79imKg4OigKJ8+KGi/PCDouj19h6V1eQ9nL/i4+OVc+fOKfHx8fYeikXXI64rC08sVGYdnKUsPLFQuR5x3d5DMik1NVUJDw9XUlNTc9WPNZ83wsPDlSZNmmjtfH19lRMnTljsr1y5chYf99KlS4qTk5MCKB4eHtp1zZs3N9l+586dWptXX33VYt8LFy7U2hr3PW7cOIvXWevhw4eKg4ODAihFixZVihQpogDKZ599ZvG6Bg0aKIBSsmRJbUwvvfSS2fYjR47U2j377LNKWFhYpjbHjx9XihcvrrVbtWpVpjahoaHa/QMHDszy+UVERCglSpTQrvnmm28ytUlMTFT69u2b7v3j7+9vsr+zZ8+me86jR4+22ftXURQlICBA67ts2bLa+ZIlSyxe16tXL61tu3btlHv37pltq9frlb179yrvv/9+pvuioqKU8uXLa3298cYbZv/OpaamKr/99lv2nmAGR48eVdzc3NK9hy5dumTxmiNHjigvvfSSAijr1q3L9mPm5u93dmKDQl06w83NjTlz5tC3b19SUlJ4/fXXWbRoEV26dKFChQpERUVx5swZFi9eTHR0NJ6envz44480b97cbJ8LFy5k8+bN6HQ65s2bl64Yqy0Zf6tmzbdNxm3y4hs5IcRjICZGXX6q18PLL8PcuRAZCe7u8Oqr9h6dEDlW0bsigxoOsvcwCpRixYqxdetW2rVrx+HDh3nw4AFt2rRh27Zt2r7G7DIud5GTJCmWDBgwgOnTp3P27Fmb9w3g4+NDgwYNOHHiRLrMo4aljeb4+/tz6tSpdFubTC1BNZg2bRrbt2/nwoULHD16lNq1azNkyBCefvppkpKS+Ouvv1iyZImWvPA///mPNmObG97e3nz//ff06tULRVF4++23Wb9+PT169MDX15fQ0FAWLVrEhQsXePnlly3unbt58yaBgYHac27UqBGtWrVi/fr1xMfHU6RIEZPbr9zd3bOsL2kwZMgQLXGQYZ+qt7c3PXr0sHjd/PnzuXTpEqdOnWLLli1UrlyZHj160LRpU0qUKEFycjJ3794lJCSEbdu2cfPmTZ566immT5+erp+iRYuyevVq2rRpQ2xsLHPnzmXDhg307duX+vXr4+7uTlhYGCdPnmTDhg3ExsbmKhtr48aN2bRpE7169eLBgwf88ccfbNmyBX9/fwICAihfvjweHh48ePCAK1eusGXLljxdHmtT2Q5FC6Bdu3YpdevWTfdNivHh7OysjBs3Trlx44bFfv7991+lWLFiCqAMGzYs0/3GfebWrFmztL5MfSOS0alTp7T2jRs3ztZjyczik0NmZZ5wb7yhzihWqKAozz6rnjdtqiiF6P0g7+H8VVhmFguL/JxZNIiIiFCef/55rb2Pj49y7Ngxk/1lNbOoKIpy69Ytxd3dPd0YbDGzqCiK8uuvv2b6jGarmUVFUZT33nsvXd/u7u5Z/i1Zs2ZNpjEdOXLE4jX37t1TWrRoYfZzJ6DodDpl+PDhSkpKisk+sjuzaPDDDz8oLi4uZh/X399fiYiIsDizaPx7y85RqVIlq8cZHx+vfaY2HG+++aZV10ZHRyv9+/dXdDqdVeMyN3uqKOosb7Vq1bLsw8fHx+rnZkloaKjSu3dvbZY7q6NkyZLKzJkzlcTExGw/lswsZkOrVq349ttvee+99zhx4kSm+5OTk5k9ezaxsbFMnTrVbD2b4cOHExERQdmyZXO1udcaxkl2DOvfLTEes6VaPaCW5DDeXGuoN5OcnKylhBaPJ8PvV37PTx7dH3/gNHcuAKlNm+L4yy8oxYqR8tNPaoNC8p6Q93D+Sk5ORlEU9Hp9tvbYCNOUR1kqDa+pLWTVT9GiRfnzzz/p0KEDBw4cIDw8nKCgIDZv3qzta8xOf6VKleKdd95Jl0Xe3HXGP7PmOXfq1InmzZuzb9++bF1nLX9//3T7+V544QUcHR0t9t+iRQt0Op32u/P29qZBgwYWr/H19WX37t2sXbuWlStXcujQIe7fv4+TkxNly5bF39+foUOHavsebfHaGQwZMoRmzZoxc+ZMtm3bxp07d/Dy8qJWrVr069ePIUOGaPUjTT2WufFYy9prXVxceOWVV9Ltnxw0aJBV17u7u7No0SI+/PBDFi9ezJ49ewgNDSU8PBwXFxdKlChBjRo1aNasGS+++CLPPfec2X4bNGjA2bNnWbZsGb/++ivHjh0jLCyM1NRU/Pz8qF27NoGBgbzyyis2eR9WrFiR5cuXM3HiRNavX8/OnTu5cuUKYWFhJCQk4O3tTcWKFWncuDEvvfQSHTp00PbUZvfx9Xo9iqKQnJyc6Xeelez8G6tTlCzy7xZwYWFh9O7dm507d+Lj48OECRO0ZahxcXEcO3aMr776ik2bNgHw3HPPsWnTJi2Ns8GyZct49dEyrbVr16bbSGygMypgnduXberUqYwbNw5Qs45ltaH48uXL1KhRA1DLaVhaijpx4kQmTZqU6efLli2zqpirEKJwcY6KIvCdd3ALD+fW889T9tAhAA5/9BG3X3jBzqMTBZmTkxOlS5emQoUKmWrKCSGEKLiSkpL4559/uHPnTrbrO8bFxdGvXz8iIyPT1aU0pVDPLMbFxdGyZUsuXLiAj48Phw4dSlciw9vbm8DAQAIDA3nrrbeYPXs2hw8f5u2332bZsmVau3v37vHOO+8AarYpU4GirRkXWLUm25OhVhBkXdh17Nix6UpxREVFUaFCBdq1a5flG0IUbsnJyWzdupW2bduazf4mHjOKgmO/fjiEh6NUq0aZv/8GIPXNN2k0ZQo527lkP/Iezl8JCQn8888/eHp6WrXKRVimKArR0dEULVo03RfMQhQG8v4tXBISEihSpAitWrXK9t9vw6pDaxTqYPG7777jwoULAHzwwQcWay1+8cUX/Pzzz0RERLBy5UpmzJhB6dKlAXjrrbcICwvD29ub2bNn58vYixUrpp2HhYVl2f7BgwcmrzXF1dXVZGIeZ2dn+fD1hJDf9RNk2TJYswacnNANHAj//S80aIDjzJk4FuL3gLyH80dqaio6nQ4HB4c8qSf8pDEsIzO8pkIUJvL+LVwcHBzQ6XQ5+vcyO+0LdbC4YcMG7Tyr7EweHh40a9aMTZs2odfrOXLkCJ07dyYyMpJffvkFUOsvzp8/36rHNl42+vrrr1OqVKlsjb1mzZraeWhoaJbtjdsYXyuEeILdvAkjR6rn48fDp59Cy5ZQujTILJEQQgghcqlQB4uGVLygLjnNivGMnCHBjPHew/3797N//36rHnv8+PHaeadOnbIdLNapUwcHBwf0ej0nTpwgNTXV4ubUI0eOaOf16tXL1mMJIR5Dej289hpERMBzz8Enn6g/zyJNvBBCCCGEtQr1HLPx3r1//vkny/bXr1/XzjMmuMlvRYsW1eo9RkdHs3fvXrNt9Xo9mzdv1m6/9NJLeT4+IUQB9913sG0bFCmiHlev2ntEQgghhHjMFOpgsX79+tr5zz//bLHtlStXOPQoQ6CDg4OWzrhYsWIoimLVYcz45w0bNszR+Pv27audf/XVV2bbrV+/XluG2rRpUypXrpyjxxNCPCYuXoQPP1TPq1aF3buhXz8o3MmthRBCCFHAFOpgsV+/ftr5woULze43vHPnDr1799bSynbq1InixYvn6dgqV66MTqdDp9Oxa9cuk20GDx5MxYoVAfj9999NJte5fPkyIw17koApU6bkyXiFEIVESgr07w/x8VCjBpw9C66uMH8+SPY6IYQQQthQod6z2K5dO3r27Mnq1atRFIWhQ4eyZMkSunbtSvny5YmPj+fo0aMsWbKEiIgIQF1+amkWLz+5ubkxf/58OnToQHJyMm+99RZ//vknXbp0wcPDg+PHj/Pjjz8SGRkJqIl0goKC7DxqIYRdTZ0KR45A0aJpS09nzIAGDew7LiGEEEI8dgp1sAiwdOlSvLy8WLBgAQC7d+9m9+7dJtvWrFmTFStWUK1atfwcokVBQUGsXLmSwYMHExERwYYNG9JleTV4/fXX+f777+0wQiFEgXH0KEyerJ4XKQLR0dCjBwwfbt9xCSGEEOKxVKiXoYJaU3D+/PmcOHGCd955h2effZbixYvj5OSEu7s7lStXpkePHixZsoSQkJAc7y/MS927d+fcuXOMHz+ehg0bUqxYMdzc3KhSpQr9+/dn165d/PDDDxazpQohHnPx8ery09RUqFAB7t2DSpXgxx9l+akQQggh8kShn1k0aNiwIV9//XWePkbGJDeWXLt2LVt9lylThsmTJzPZMGsghBDGxo6FCxfUGoqlSsHt27BiBRiVBBJCCCGEsKVCP7MohBCPvR07YNYs9XzBAti/Xy2b0bSpfcclhBBCiMfaYzOzKIQQj6WICBg0SD1/4w0w1Fn197fXiIQQQgjxhJCZRSGEKMjeeQf++Qe8vNQSGUlJ9h6REEIIIZ4QEiwKIURBtXYt/PSTmsAmKgq++QaOHbP3qIQQQgjxhJBgUQghCqI7d2DYMPXc6dGOgU8/hRdesN+YhBBCCPFEkWBRCCEKGkWB11+HBw/UeorJydCyJUyYYO+RCSGEEOIJIsGiEEIUNPPnw4YN4Oio1lf09YVly9JmGIUQQggh8oEEi0IIUZBcvQqjR6vnqanqfxctgvLl7TYkIYQQQjyZJFgUQoiCIjUVBg6EmBioXRs8PNTAsVMne49MCCGEEE8gWdMkhBAFxYwZsHcveHrCxo3q3kWZURRCCCGEncjMohBCFAQhIWq2U4Cvv4YqVaBqVXBxseuwhBBCFD46nQ6dTkfr1q3tPRRRyEmwKIQQ9paYCP37Q1ISuLlB5cr2HpEQwo4MH/R1Op1V7T/44AOtvaurK6tXrzbbn06n488//8yyz2vXrmntW7RoYbLNrl270vXr5eXF/fv3s+x70aJF2jWfGr4ky6ahQ4dqfXz77bdZtg8ODk431itXrmR5TYsWLbT2mzdvztE4C7KQkBCmT59O9+7dqV69OkWLFqVkyZKUKVOGgIAAPvvsM27fvm32+s6dO2uvz9dff52jMdSrV0/rY9OmTTl8JvZl/H7OztGtWzd7D90qEiwKIYS9TZyozizqdJCQAKtW2XtEQohCIDU1lSFDhvDVV18B4OHhwYYNG+jZs6fF68aOHYuiKDYfT3R0NMHBwTbv15SAgADtfNeuXVm237lzZ7rbWV0TFxfH4cOHAXB2djYbMBdGERER1KhRgwYNGjBmzBjWr1/PlStXiIuLIzk5mXv37rFr1y4+/fRTqlWrxuzZs032M2TIEO184cKF2R7HoUOHOHv2LADlypWjffv2OXtCIk/JnkUhhLCnffvgyy/Vc0WBunVh5kz7jkkIUeAlJSXRr18/1qxZA4CPjw+bNm2iadOmWV578uRJli9fTr9+/Ww+rjlz5jB69Ggq5/EKCeNgcffu3SiKYnYmNikpiQMHDqT72c6dOxk6dKjZ/vft20dycjIATZo0wcPDwwajLhgSEhK4fPkyAI6OjrRs2ZKWLVtSuXJlHBwcuH//PqtXr+bw4cPExcXx1ltvER8fzwcffJCun06dOlGqVCnu3r1LSEgIx44do3HjxlaPwzjAHDhwII6OjrZ5gnYUEBDAqFGjrGpbpkyZPB6NbUiwKIQQ9hITAwMGgF6v3i5SRJ1VdHe377iEEAVabGws3bt3Z+vWrYD6oXPLli3Uq1fP4nVubm4kJSWh1+sZP348vXr1wtnZ2SZj8vDwIDY2lqSkJMaPH8+SJUts0q85ZcuWpXr16ly+fJmwsDDOnDlD/fr1TbY9dOgQ8fHxAHTo0IFNmzZlObNofL9xYPq48PX1ZfTo0QwePFgLWvR6PVFRUXh5eTFmzBimTZvG2LFjARg3bhzdunWjWrVqWh9OTk4MGDCA//3vf4Aa/FkbLMbHx7NixQpAXSY9ePBgWz49u6lYsWKhWV5qLVmGKoQQ9vL++2pdRYNvvoE6dew3HiEKiBuRNzh++7jVx43IG/Yecr4JDw8nKChICxSrVq3K3r17swwUQQ0Q+vfvD8DVq1eZO3euzcbVsWNHLZBYtmwZISEhNuvbHOMgLuMyU2OGwK9o0aKMflTH9tatW1y6dCnLazI+zuPA19eXa9euMW7cOIuzWx9//LEW+CQlJbF06dJMbYyDvGXLlpGYmGjVGNasWUNkZCQArVq14qmnnsrGMxD5SYJFIYSwh02b4Icf0m6/8go8Jt+sCpEbNyJvUPPbmjT+obHVR81vaz4RAePt27fx9/fn4MGDANSvX5+9e/dStWpVq/uYPHkyrq6uAEyZMoWYmBibjM3Z2Vnbr6jX67UZqbxk7b5Fw30tWrSgRYsW2vM3d01cXBxHjhwBwMXFhWbNmplst27dOvr06UPlypVxd3fHy8uL2rVr8+abb3Ls2DGLYzdOIDRo0CBADWAnTJhAo0aN8PX1TXefsfPnzzNs2DCqVKmCm5sbpUqVwt/fn3nz5pGammrxcUH9XXl6embZDqBPnz7auakvAGrVqkXz5s0B9YuM9evXW9Wv8RJU472Pxvbs2cOwYcOoXbs2xYoVw83NjQoVKtCjRw/WrFlj9b5bvV7PypUr6devH0899RRFixbFxcWFMmXK0KZNG6ZMmWJVwqMnlQSLQgiR38LCwPCPY82a8NRTMGeOmuBGiCdcWFwYCSkJ2bomISWBsLiwPBpRwRAaGkqLFi04ffo0AE2bNmX37t3Z3vdUsWJFRowYAcC9e/eYMWOGzcbYu3dvbRnipk2b2LNnj836NsW4LIRh32JGxvsVW7dujZubG8899xxgfjbSeL9i06ZNKVKkSLr779+/T6tWrXj55ZdZtWoV169fJz4+nujoaC5cuMDcuXNp0qQJI0eOtCp4A9i6dSv169dnypQpnDx5kocPH5ps9+OPP9KwYUPmzZvHtWvXSExM5N69e1pgFRgYqM3Y2YKXl5d2bljKm5FxsLdgwYIs+7x27Zr22nt5eWVKyBQREUHnzp21APjChQtERkaSmJjIzZs3Wbt2LT179qR169aEhVn+/z4kJIS6devSt29fli9fztWrV4mJiSE5OZk7d+6wY8cOJkyYQJMmTbIc95NK9iwKIUR+UhQYPhzu3IHateHoUYiPB6N/kIUQwtiZM2do166dVsagXbt2rF27NsdJV8aNG8f8+fOJiopi+vTpDB8+nBIlSuR6nDqdjmnTptG2bVsAPvroo0yJZWypdOnS1KpViwsXLvDw4UNCQkJo0KBBujbG+xX9/f21//7111/s3r3bZL+WlqDGxMTQqlUrLly4AECJEiV47bXXaNCgAUlJSezZs4elS5eSnJzMd999R1RUVJb7N69cuULPnj2Jjo6mR48eBAUF4ePjw40bN3BySvuovnbtWoYNG6YFxYGBgfTo0QNfX1+uXr3K4sWL2bNnj033/xm+nACoVKmSyTa9e/fmnXfeITo6mm3btnHz5k3Kly9vts+FCxdqz+GVV15JF4xHRUXRvHlzzp07B0D16tXp1asXtWvXxsXFhatXr7J8+XJCQkLYs2cPQUFBHDx4EDc3t0yPc+jQIdq0aUNsbCygZlzt06cP9evXx8PDg/v373Ps2DE2bNhg9fLZJ5IiHnuRkZEKoERGRtp7KCKPJSUlKevXr1eSkpLsPRRhztKligKK4uSkKEeP2ns0BY68h/NXfHy8cu7cOSU+Pt7eQ9Ecu3VMYSLZPo7dOmbvoSupqalKeHi4kpqamqt+AO04ePCgUrx4ce12z549lcTExBz1V65cOe1nwcHB2s9HjRqV6ZrQ0FDt/ubNm5vsd+fOnVqbV199Vft5UFCQ9vO1a9dmum7hwoXa/ePGjcvWc8lo+PDhWl8zZ87MdP/kyZMVQClatKiSnJysKIqibNmyRbvm/Pnzma5p1qyZdv+uXbvS3TdixAjtvsaNGyv379/PdP3Ro0cVHx8frd3KlSsztTF+fQHFw8ND2bZtm9nnGRERoZQoUcLic01MTFR69eqVrl9/f3+zfWaU8f2blJSkVK9eXevrt99+M3vt0KFDtXbBwcFm2+n1eqVSpUpa20OHDqW7v2/fvtp9EydOVFJSUkyO8/3337f4HoqKilLKlSuntXnjjTfM/p1LSUlR1q9fb3bMWTF+Pw8cODDH/WRXbv5+Zyc2kGWoQgiRX/75B0aOVM+rVYMqVew7HiGyQVEUYpNi8/yITza91C0r8cnxeTouJQ/qElojKChIW5I4dOhQVq5ciYuLS677fffddyldujSglru4du1arvs0mDZtmlbGYty4cVYvxcyJrPYtGn7WvHlzbZauWbNm2nnGa2JjY7X9im5ubulKkdy/f19bZunu7s6aNWvw8/PL9JiNGzfm+++/125PmzYty+cRHBxMmzZtzN6/ePFi7t+/D0DPnj159913M7VxcXFh0aJFVKxYMcvHs8bnn3+uldho2LAhHTt2NNvWeCnqokWLzLbbvn07169fB6BevXrakmBQl4waMqQOGTKE//73vybLaTg4ODB9+nRtr+S3336baWbwu+++499//wXU5Etz5swxOfsIavmQrl27mh1zdixevFjbi5rVYU190IJAlqEKIUR+0OvhtdfAsJckOlpdkipEIRGXHIfn59YlxbCHFgvztmh6zNgYPFzyv9aeIQGNm5sb7733Hg4Otvme38PDgwkTJjBixAibl7to3LgxvXr1YtWqVZw/f55FixaZTWKSW61bt0an06EoCnv27EGv12uvUWJiorYM1rAEFdTn/uyzz3Lw4EF27tzJm2++qd1nvF/xhRde0JLhgLoPMyFB3U/bp08fs8syQV2aOW7cOP7++29OnDhBaGgoVcx8QVikSBGLNR9BXYJq8P7775tt5+7uzsiRI/noo48s9peVjRs3MmnSJEBNiPPDDz9YfO81bdqUOnXqcO7cOa5cucKePXto1apVpnbGexozLpddvHixdv7hhx9mOcYBAwawb98+IiMjOXToULrHM34vf/7551n2JcyTYFEIIfLD7Nmwfbt67uAAK1aAr699xySEKPDq16/P6dOnSUhIIDAwkB07dlC7dm2b9D106FBmzJjBlStXWLZsGWPGjOHpp5+2Sd/BwcGsXbuWlJQUJk6cyKuvvmp2Zic3SpQoQZ06dTh79izh4eGcOnWKRo0aAen3KxonwwG0rLIZ9y1a2q946NAh7bxdu3YWx6XT6WjXrp02w3jw4EGzwWKjRo0sZidVFIWjR48C4OnpmW42zhRLM5TWOHr0KK+88gr6RzWAv/rqK6sSwAwePJgPPvgAUIPCjMFiREQE69atA9RZUEMZFwNDQiQ3NzfOnTun7Vs0xzBzCHDu3Dnt8R4+fMjZs2cBqFKlitn6m3khICCAUaNGWdXWmnI3BYEEi0IIkdcuXIAxY9JuT54MLfJ2FkQIW3N3didmrG3KLFhy8s7JHM0S7n1tLw1LN7T9gB5xd3bPs74t2bFjB23atCEkJIQ7d+4QEBDAjh07qGODmqyGchd9+/bVyl1s3LjRBqNWE5MMHTqUOXPmcPPmTb755hvGGP8dtKGAgAAtONi5c6cWLBoCP09PT5599tl01/j7+/PFF19w9+5dzp07p72eloJFQ4IhgBo1amQ5LuM2xtdmZCkZDEBkZKSWpKVq1apZzi4b6l3mxJkzZ+jatSvR0dEAjB8/nrffftuqa/v378/YsWNJTk5m9erVfPvtt+mC4OXLl2szs126dMm0hNewFDohIYHu3btna9zG2WONg0hb/H+SHRUrVtRqUz4uZM+iEELkpeRkePVVMOynCAyEjz+275iEyAGdToeHi0eeH0Wci2Q9GBOKOBfJ03Hp7FTaxs/Pjx07dmhZPu/evZsuOMqt3r1788wzzwC2L3cxYcIE3N3VIPvzzz8nIiLCZn0bM7dv0XBuvEfRoHnz5tp+OEO72NhYbQbP3d090wyeIYACrMpEaxwoGV+bUcbSHBkZ18I0vJ6W5DRL7unTp+nWrZsWeI0dO5bJkydbfX3JkiXp3LkzoL6WK1euTHe/pSWoQK7eH0lJSdp5VFSUdm5tPUlhngSLQgiRl6ZOhePH1XNfX/j5ZzCxYV8IIczx9fVl+/btNGzYEFDrIwYEBHDmzJlc920od2HwsQ2/zCpTpoyWiCU8PJwvvvjCZn0b8/f314L5PXv2kJqaSmJiIgcPHgQyL0EFtb6fYQbSUPPPeL9i8+bNMyUSKlq0qHZumOmzxDjIM742u4wDnri4uCzbWzO2jE6fPk3btm158OABoJY9mTp1arb7Md6bunDhQu38zJkzWiBevnx52rdvn+law/MsXrw4iqJk65g4caLWj3FtSOPfgcgZCRaFECKvHD0KU6ao5yVKwLJl8Cj7oBBCZIchYDQEOPfv3ycwMDBdHbycatu2LUFBQQAcOHBA21dmCx9++CG+j/Znz5o1i1u3btmsbwNfX19tX1pkZCQnTpywuF/RwLDHbffu3SiKYnEJKqjBr4EhS6glly5d0s7Lli2bZXtzvL29tdnCq1evZpmZ98qVK9nq//Tp07Rp00bLtvr+++9blcHVlPbt21OuXDlADb4Nr5PxrOLAgQNNLqU1LMeNiIjIVZBXrlw57cuDrPY9iqxJsCiEEHkhPh7694fUVOjdWy2bkUVCBCGEsKR48eJs27ZNWzZqCBhDQkJy3Xdelbvw9vbmk08+ASA+Pj7dDJAtZVyKagj8DJlPTTFkSL1//z5nz57NMlh8/vnntfMtW7ZkOaatW7eavDa7dDqdlmAmJiaGw4cPW2y/3ZBMzQoZA8WRI0fy5Zdf5nisjo6ODBo0SLu9YMECkpOTWbp0KaA+F1NLUCHt96HX69m8eXOOx1C8eHHq1q0LQGhoqE2+UHmSSbAohBB54cMP1cQ2ZcrAd9+BUfp1IYR5fu5+uDllL2umm5Mbfu6Z6909jgwBY+PGjQEICwsjMDCQU6dO5apfQ7kLQCt3YSsjR47Uav8tWLCAixcv2qxvA+PgbufOnen2Kzo7O5u8pmXLltoM14YNG9JlHDUVYHbs2FHL6LpixQqtXqApv/zyizbD16hRI7OZUK1lnPBlxowZZtvFx8enq/FoydmzZ9MFiu+++y7BwcG5Gieo+xENXzz89NNP/Prrr9pj+Pv7U7VqVZPXDRgwQDufPHmylgwnJ4z7Gjt2bI77ERIsCiGE7W3fDt9+q56/8oqUyBAiGyp6V+TiWxc5NuyY1cfFty5S0ds2hcgLAx8fH7Zt26bNNj148IA2bdpw8uTJXPUbHBysJYKZOXNmboepcXV11Wr2paam8s0339isb4NWrVppgd9ff/1lcb+igY+Pj7Z8debMmdp+xZYtW2ZKiANqsiHDnry4uDh69uyp7fEzduLEiXS1G20RrAwcOJASJUoAsGrVKr41/BtjJCkpicGDB2tZRS05d+4cgYGBWhA3evRovvrqq1yPE9SMrYbX/datW7zzzjvafZbqbT733HPaFxYhISF07dpVG58piqKwb98+rVyHsTfffFNb1rpx40befPNNs8GnXq/n999/z/J5PamkdIYQQthSRAT07Zt2u2VLuw1FiMKqonfFJyr4y4lixYqxdetW2rVrx+HDh7WAcdu2bdq+xuwyLneRkyQplgwYMIDp06dz9uxZm/cNauDXoEEDTpw4kS7zqGFpozn+/v6cOnWKe/fuaT8ztQTVYNq0aWzfvp0LFy5w9OhRateuzZAhQ3j66adJSkrir7/+YsmSJVp2zv/85z9aAJQb3t7efP/99/Tq1QtFUXj77bdZv349PXr0wNfXl9DQUBYtWsSFCxd4+eWXWbt2rdm+bt68SWBgoPacGzVqRKtWrVi/fj3x8fEUKVLE5J5Cd3f3LOtLGgwZMkRLHGTYp+rt7U2PHj0sXjd//nwuXbrEqVOn2LJlC5UrV6ZHjx40bdqUEiVKkJyczN27dwkJCWHbtm3cvHmTp556iunTp6frp2jRoqxevZo2bdoQGxvL3Llz2bBhA3379qV+/fq4u7sTFhbGyZMn2bBhA7GxsTbJ1nvjxg3Wr19vVVtnZ2c6duyY68fMc4p47EVGRiqAEhkZae+hiDyWlJSkrF+/XklKSrL3UJ5cPXooCqjHsGH2Hk2hI+/h/BUfH6+cO3dOiY+Pt/dQHgupqalKeHi4kpqamqt+AO3ISkREhPL8889r7X18fJRjx46Z7K9cuXJZ9nfr1i3F3d093RiaN29usu3OnTu1Nq+++mqWff/666/p+gWUcePGZXmdtd577710fbu7u2f5t2TNmjWZxnTkyBGL19y7d09p0aJFpuuMD51OpwwfPlxJSUkx2UdoaKjWduDAgVY/xx9++EFxcXEx+7j+/v5KREREutsZGf/esnNUqlTJ6nHGx8crxYoVS3f9m2++adW10dHRSv/+/RWdTmfVuEw9R4Pjx48r1apVy7IPHx8fq59bRgsXLszR6+nt7Z3jx1SU3P39zk5sIMtQhRDCVn75BdasUc+rV4dZs+w7HiHEY8/b25stW7bwwgv/3969B0dZ3X8c/2zCkpDbkkAgXJJAUIKXFIggyE1DENpooYi0Du2IMiBaoFTFcURacAYszFC0M5RKw7VQW2aAttM2FbmkgHTCNUCCGBUQ0QQIENhcyZLs74/9ZZO42dxg8+xm36+ZnTlP9jzh6zNn1nz2PM85j0lybFExbtw4HT9+vFW/r+52F/faxIkTNXLkSI/8bsl1RrCx5xVrjBkzpt4emhaLpcmZ2ejoaB08eFA7duzQ1KlTFRsbq+DgYIWFhal///566aWXdOTIEa1Zs8a5l+O9MmvWLJ08eVIzZ85UfHy8goKCFB0drdGjR2vt2rXau3evLBbLPf03WyM4OFjTpk2r9zN3C9t8V1hYmP70pz8pNzdXb7zxhh599FFFR0erQ4cOCgkJUXx8vMaPH68lS5bo8OHD9RYm+q7Bgwfr7Nmz2rx5syZPnqzY2Fh16tRJHTt2VM+ePTVu3Di9++67ys7Ovpv/3HbNZLc3sf4ufJ7VapXFYtGtW7fq7T2D9sdmsykjI0NpaWlN/g8S99jly1JCgmMVVLNZys2V+vc3uiqfwxhuWxUVFbpw4YL69u3rXLgDrVddXS2r1aqIiIgGb+MDvBnj17fczed3S7IBIwEA7pbdLk2d6giKkpSeTlAEAAA+jwVuAOBurV8vffKJFBgoTZokTZ9udEUAAAB3jZlFALgb589Lr77qaC9fLm3fbmw9AAAA9whhEQBaq6pKmjhRKimRxoxxhMY6CyUAAAD4Mm5Dhed8/bV07VrtcUGBdPSoVFoqhYZKQ4dKPXrUvt+1qxTHvlrN1sD1NWVl6cHcXJmOHZOGD+f63q2mxvDx49KZM46A+PLL0rffco0BAEC7QViEZ3z9tZSYKFVUNP+c4GApL48/tpvDzfXtIOl+SWpoQ1iub8u0ZAzb7dK0aVxjAADQrnAbKjzj2rWWBUXJ0b/uLA7c4/p6HtcYAAD4OcIiAAAAAMAFYREAAAAA4IJnFuEZBQWtO2/ZMsfm5h07Oo4vXJCuXHHff9Agx3NikuMZs/x8932TkhyLkkjSN984Xu489JAUHu5o5+c7frc7DzwgWSyO9pUrjprdSUyUIiMd7cJC6dw5933vv1/q0sXRvn5d+uKL2vcaO68xy5ZJqalSTIzj+NYt6exZ9/1jY6VevRztkhIpN9d93169HP0lqaxMOn3afd8ePaT4eEf79m0pO9t9327dpIQER9tmcywq407XrtJ99zna1dXSkSPu+0ZFSf371x5nZdV/v7XXuLVjHwAAwMsQFuEZR4+27rydOx0veAbX1/OOHpWeesroKoAWsdvtRpcAAGiBtvrcJizCM0pLW3ee2SwlJ0sd/n9ofvutY1bNnQEDamchL1+Wrl5137d//9pZyCtXGp+xvO8+KSTE0S4sbHy2KCFBCgtztK9fd9TsTp8+UkSEo11UJF265L5vXJzUubOjfeuWdPFi7XsVFY5ZtpYym6V+/WpnLEtLG59B69FDio52tMvL689uflf37o6X5JgtzMtz3zc6unZbj8pK6bPP3Pft0qV2dvPOHenTT933jYysnd2srm58JtRiqZ3dlFxnQlt7jVs79gEDBAQ4nkaprq42uBIAQEtUVVVJqv0c9xTCIjyj5nbPllq4UFqy5J6W0i4tWSK9807Lz+P6Nl9rr3Frxz5gALPZrMDAQJWWliqUsQsAPqOsrEyBgYEym80e/XdY4AaeMXRo257nb7i+nsc1hh8wmUwKDw+X1WrlVlQA8BF2u11Wq1Xh4eEymUwe/bcIi/CMmlsM2+o8f8P19TyuMfyExWKRzWZTfn4+gREAvJzdbld+fr5sNpssNQssehC3oQIA4MdCQkLUu3dvffPNNyovL1dERIRCQkIUGBjo8W+s25vq6mpVVlaqoqLC488RAfca49d72e12VVVVqaysTFarVTabTb1791ZIzfoaHkRYBADAz4WHhys+Pl63bt3SzZs3db2xhcXglt1uV3l5uTp16kTQhs9h/Hq/wMBAhYeHy2KxtElQlAiL8JSuXR0rj1ZUNP+c4GDHeWga19fzuMbwMyEhIQoJCVFMTIxsNhsrpLaCzWbTgQMHNGbMGI8vOgHca4xf7xYQECCz2dzmQZ6wCM+Ii3NsnXDtWu3PCgoce9CVljpWjBw6tP7zXV27Os5D09xc3zuHD+tCTo76JiWpw7BhXN+7wRiGnzKZTOpYsyURWiQwMFB37txRcHAwf2zD5zB+0RDCIjwnLs71D2c2K793Gri+9vHj9WlGhvqkpTn2VMTdYQwDAAA/xtOrAAAAAAAXhEUAAAAAgAvCIgAAAADABWERAAAAAOCCsAgAAAAAcEFYBAAAAAC4ICwCAAAAAFwQFgEAAAAALgiLAAAAAAAXhEUAAAAAgAvCIgAAAADARQejC4Dn2e12SZLVajW4EniazWZTWVmZrFarzGaz0eUALcYYhi9j/MKXMX79R00mqMkIjSEs+oHi4mJJUmxsrMGVAAAAAPAGxcXFslgsjfYx2ZsTKeHTqqurlZ+fr/DwcJlMJqPLgQdZrVbFxsbq0qVLioiIMLocoMUYw/BljF/4Msav/7Db7SouLlbPnj0VEND4U4nMLPqBgIAA9e7d2+gy0IYiIiL4oIdPYwzDlzF+4csYv/6hqRnFGixwAwAAAABwQVgEAAAAALggLALtSFBQkBYvXqygoCCjSwFahTEMX8b4hS9j/KIhLHADAAAAAHDBzCIAAAAAwAVhEQAAAADggrAIAAAAAHBBWAQAAAAAuCAsAj6quLhYO3bs0Ny5czVixAhFR0fLbDYrIiJCAwYM0PPPP6+PPvpIrGEFX/PCCy/IZDI5X0uWLDG6JKBR2dnZeuONNzR48GBFR0crKChIvXr10pAhQzR37lxt375dVVVVRpcJ1PPVV1/pV7/6lUaNGqWuXbvKbDYrLCxMCQkJeuaZZ7R161bZbDajy4TBWA0V8EGrVq3S22+/rYqKiib7jh49Wlu3blVcXFwbVAbcnf/85z9KS0ur97PFixcTGOGVrFar5s+fr82bNzf5xVxRUZE6d+7cNoUBTVi1apUWLlyo27dvN9ovMTFR27dv18MPP9xGlcHbdDC6AAAt9/nnnzuDYq9evTRu3Dg98sgj6tatmyoqKpSVlaWtW7eqpKREBw8e1BNPPKGsrCx169bN4MoB96xWq2bPni1JCg0NVWlpqcEVAe7duHFDEyZM0LFjxyQ5PoufeeYZDRw4UBaLRcXFxfriiy+0e/duHT9+3OBqgVqrV6/W66+/7jweMWKEJk6cqNjYWFmtVp05c0abNm1SSUmJ8vLylJKSopycHMXExBhYNYzCzCLgg1555RWdP39eCxYsUGpqqgICXO8ov3jxoiZMmKC8vDxJ0osvvqgNGza0dalAs82ePVt//OMfFRsbq6lTp2rVqlWSmFmEd/r+97+vXbt2SZJef/11LV26VMHBwQ32zc/PV7du3dShA9/Rw1jl5eXq3r27iouLJUnp6emaOXOmS7/CwkKlpqYqJydHkvTqq686P5PhX3hmEfBBy5Yt065du/Tkk082GBQlKT4+Xtu2bXMeb9u2TWVlZW1VItAi+/btU3p6uiRpzZo1Cg8PN7giwL1NmzY5g+Irr7yilStXug2KktSzZ0+CIrzCoUOHnEFx6NChDQZFSYqOjtZvfvMb5/GBAwfapD54H8Ii4IOioqKa1W/gwIFKTEyUJJWVlenLL7/0ZFlAq5SVlWnWrFmy2+36yU9+oqefftrokoBGrVixQpIUFham5cuXG1wN0HxXr151tu+///5G+9Z9v6SkxGM1wbsRFoF2LiIiwtkuLy83sBKgYW+99ZbOnz+vqKgo/e53vzO6HKBRhw4d0meffSZJmjRpUr3PWMDb1V274PPPP2+0b933H3roIY/VBO9GWATascrKynof9vHx8QZWA7j63//+p9WrV0uSVq5cqe7duxtcEdC4/fv3O9vDhg2TJO3cuVNpaWmKiYlRUFCQevbsqaeeekobN27UnTt3jCoVcFGzTYYkHTt2TOvWrWuwX2FhoRYuXChJCggI0GuvvdZmNcK7cAM90I59+OGHunXrliQpOTmZlczgVSoqKjRjxgxVV1crNTVVL774otElAU2qWf1Ukrp3764pU6Zo586d9foUFBSooKBAGRkZeu+99/SPf/xDffv2betSARfBwcH64IMP9Nxzz+nOnTuaNWuWNm3aVG811NzcXG3evFnFxcUKCwvTunXrNHLkSKNLh0EIi0A7VVhYqDfffNN5vGjRIgOrAVz9+te/Vl5enjp16qS1a9caXQ7QLAUFBc52zRju2LGjnn/+eY0aNUpms1mnTp3SunXrdOPGDeXk5CglJUUnTpxo9vPmgCdNmTJFe/bs0Zw5c3TmzBkdOnRIhw4dqtfHbDbr7bff1uzZsxUbG2tQpfAG3IYKtEOVlZWaMmWK80H2H/3oR5o8ebLBVQG1jh496lyG/Z133lG/fv0MrghonqKiImc7Ly9PkZGRysrKUnp6uqZPn65p06ZpxYoVOnPmjB588EFJjq2Mam7pA7zBmDFjtHr1ag0ePLjB9202m37/+99r1apVrHfg5wiLQDtTXV2tGTNm6ODBg5Kkfv36sb8ivEplZaVmzJihqqoqJScn8ywMfEp1dXW945UrVzb4B3dMTIw+/PBD5/GmTZtktVo9Xh/QlGvXrik1NVUpKSn66quv9N577+ncuXOqrKzUzZs3tXfvXqWlpenmzZt6//339cQTT+j69etGlw2DEBaBdsRut+vll1/Wn//8Z0lSXFyc9uzZo8jISIMrA2otXbpUubm5CgwMVHp6ugIDA40uCWi2unuAhoaG6mc/+5nbvgMHDtTw4cMlSbdv33a51Q9oa2VlZRo9erQyMzMVGRmpw4cP65e//KUSEhJkNptlsVg0duxY/fvf/9acOXMkSUeOHNG8efMMrhxGISwC7YTdbtfPf/5z58bmvXv31r59+9SnTx9jCwPqOHXqlHNfutdee03JyckGVwS0TN0v35KSktSxY8dG+w8ZMsTZPnfunMfqAppjzZo1zq1fFixY0OheiytWrFDnzp0lSdu2bdPly5fbokR4GRa4AdoBu92uOXPm6IMPPpAk9erVS5mZmTwHBq+zadMm2Ww2BQQEyGw2a+nSpQ32O3DgQL12Tb/ExERNnTq1TWoFGjJgwADt3btXkmSxWJrsX7cPt6HCaP/617+c7fHjxzfaNzQ0VCNGjFBGRoaqq6t19OhR/fCHP/R0ifAyhEXAx9UExT/84Q+SpJ49eyozM1P33XefwZUBrux2uyTHc1/vvvtus87JzMxUZmamJMcm6IRFGGngwIHOds3WRI2p26c54RLwpPz8fGe7OeOxZmZRkkpKSjxRErwct6ECPuy7QbFHjx7KzMxs9LYSAEDr/eAHP5DJZJIk5eTkqLKystH+dfdlTExM9GhtQFPqPnN76dKlJvtfvHjR2e7SpYtHaoJ3IywCPmzu3LnOoBgTE6PMzEz179/f4KoA995//33Z7fYmX4sXL3aes3jxYufP//73vxtXPCDH8+CPP/64JKm0tFRbt2512/fUqVPKysqS5PgjnY3NYbSkpCRnu2YxPHe+/PJLHT58WJIUEBBQ7/lb+A/CIuCj5s2bpzVr1khyBMX//ve/fGsNAG2g7i3UCxYsUHZ2tkufK1eu6Kc//anz+Be/+IU6derUJvUB7kybNs3Z3rhxo9avX99gv8uXL+vHP/6x7ty5I0l6+umnFRUV1SY1wrvwzCLggxYtWqTVq1dLkkwmk+bPn6+zZ8/q7NmzjZ6XnJysuLi4tigRANqtxx57TG+++aZWrFihoqIiDR8+XNOnT9eoUaNkNpt18uRJrVu3Tjdu3JDkWBF10aJFBlcNOBa1efbZZ7V9+3bZ7XbNnDlTW7Zs0aRJk9S7d2+Vl5fr2LFj2rJli27evCnJcfvpb3/7W2MLh2EIi4AP+uSTT5xtu92ut956q1nnbdy4US+88IKHqgIA/7F8+XIFBgZqxYoVqqysVHp6unProromTJigv/zlLwoODjagSsDV1q1bFRERoQ0bNkiS9u/fr/379zfYNzExUX/9619ZNM+PcRsqAABAKyxbtkzHjx/XvHnzNGDAAIWHhys4OFhxcXF67rnnlJGRoY8++qje3oyA0YKCgrR+/XplZ2dr/vz5GjJkiKKiotShQweFhISoT58+mjJlirZs2aLTp09r0KBBRpcMA5nsNeuYAwAAAADw/5hZBAAAAAC4ICwCAAAAAFwQFgEAAAAALgiLAAAAAAAXhEUAAAAAgAvCIgAAAADABWERAAAAAOCCsAgAAAAAcEFYBAAAAAC4ICwCAAAAAFwQFgEAAAAALgiLAAC0MyaTyflqjgULFjj7BwUFafv27R6uEADgCzoYXQAAADBGVVWVXnrpJW3YsEGSFBoaqr/97W968sknDa4MAOANCIsAAPihyspKTZs2TTt27JAkRUZGKiMjQ8OHDze4MgCAtyAsAgDgZ0pLSzV58mTt3r1bktSjRw99/PHHevjhhw2uDADgTQiLAAD4kaKiIqWlpSkrK0uSlJCQoN27dyshIcHgygAA3oawCACAnygoKNCECROUk5MjSUpKStKuXbvUo0cPgysDAHgjVkMFAMAPXLhwQaNGjXIGxeHDh2v//v0ERQCAW4RFAADaudzcXI0cOVLnz5+XJI0fP1579uxRZGSkwZUBALwZYREAgHbs8OHDevzxx1VQUCBJevbZZ/XPf/5ToaGhBlcGAPB2Jrvdbje6CAAAcO+YTCZnOywsTCUlJZKkmTNnau3atQoI4LtiAEDTCIsAALQzdcNijeDgYJ04cUIPPPCAARUBAHwRXy0CANCOJSUlSZIqKio0duxYnT171uCKAAC+grAIAEA7tm/fPn3ve9+TJF2+fFkpKSn69NNPDa4KAOALCIsAALRjXbt21b59+zRw4EBJ0pUrV5SSkqIzZ84YXBkAwNsRFgEAaOe6dOmivXv3atCgQZKkq1evKiUlRbm5ucYWBgDwaoRFAAD8QE1gHDx4sCSpsLBQY8eOVU5OjsGVAQC8FWERAAA/ERUVpT179ig5OVlSbWA8ffq0wZUBALwRYREAAD9SExgfeeQRSdK1a9c0duxYnTp1yuDKAADehrAIAICfiYyM1J49ezR06FBJ0vXr15WamqqTJ08aWxgAwKsQFgEA8EOdO3fW7t279eijj0qqDYzZ2dkGVwYA8BaERQAA/JTFYtHHH3+sYcOGSZJu3Lih1NRUnThxwuDKAADegLAIAIAfqwmMjz32mCSpqKhI48aN0/Hjxw2uDABgNJPdbrcbXQQAAAAAwLswswgAAAAAcEFYBAAAAAC4ICwCAAAAAFwQFgEAAAAALgiLAAAAAAAXhEUAAAAAgAvCIgAAAADABWERAAAAAOCCsAgAAAAAcEFYBAAAAAC4ICwCAAAAAFwQFgEAAAAALgiLAAAAAAAXhEUAAAAAgAvCIgAAAADAxf8BAYQIq3T2NkoAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"# k 값\n",
"k_values = np.array([1, 2, 3, 4, 5, 6, 7, 8, 9])\n",
"\n",
"# BoW, TF-IDF, Word2Vec 실험 결과\n",
"bow_c = np.array([85.1, 85.1, 85.1, 85.76, 85.78, 85.84, 85.75, 85.72, 85.58])\n",
"bow_e = np.array([84.43, 84.43, 84.43, 84.95, 84.88, 85.00, 84.95, 85.00, 84.94])\n",
"bow_j = np.array([85.36, 85.36, 85.36, 86.10, 86.09, 86.16, 86.10, 85.87, 85.78])\n",
"\n",
"tfidf_c = np.array([83.66, 83.66, 83.66, 84.37, 84.37, 84.42, 84.44, 84.38, 84.44])\n",
"tfidf_e = np.array([83.66, 83.66, 83.66, 84.42, 84.33, 84.46, 84.45, 84.45, 84.46])\n",
"\n",
"word2vec_c = np.array([84.43, 84.43, 84.43, 85.03, 85.04, 84.91, 84.93, 84.92, 84.93])\n",
"word2vec_e = np.array([85.69, 86.04, 85.85, 85.88, 85.84, 85.81, 85.84, 85.86, 85.84])\n",
"\n",
"# 그래프 설정\n",
"plt.figure(figsize=(10, 6))\n",
"\n",
"# 글씨 크기 설정\n",
"plt.rcParams.update({'font.size': 22})\n",
"\n",
"# 도형 크기를 1.5배로 설정\n",
"marker_size = 9 # 기본 크기가 6이므로 1.5배로 설정\n",
"\n",
"# BoW (C, E, J) -> 색상: 파란색, 도형: 원(circle), 사각형(square), 삼각형(triangle_up)\n",
"plt.plot(k_values, bow_c, 'bo--', label='KNN BoW C', markersize=marker_size) # C: 점선\n",
"plt.plot(k_values, bow_e, 'bs-', label='KNN BoW E', markersize=marker_size)\n",
"plt.plot(k_values, bow_j, 'b^-', label='KNN BoW J', markersize=marker_size)\n",
"\n",
"# TF-IDF (C, E) -> 색상: 빨간색, 도형: 원(circle), 사각형(square)\n",
"plt.plot(k_values, tfidf_c, 'ro--', label='KNN TF-IDF C', markersize=marker_size) # C: 점선\n",
"plt.plot(k_values, tfidf_e, 'rs-', label='KNNTF-IDF E', markersize=marker_size)\n",
"\n",
"# Word2Vec (C, E) -> 색상: 녹색, 실선, 도형: 원(circle), 사각형(square)\n",
"plt.plot(k_values, word2vec_c, 'go--', label='KNN Word2Vec C', markersize=marker_size) # C: 점선\n",
"plt.plot(k_values, word2vec_e, 'gs-', label='KNN Word2Vec E', markersize=marker_size) # 실선\n",
"\n",
"# 그래프 꾸미기\n",
"plt.xlabel('K')\n",
"plt.ylabel('Recall')\n",
"plt.legend()\n",
"\n",
"# 그래프 출력\n",
"plt.grid(True)\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"# 데이터\n",
"C_values = [0.1, 1, 10, 100, 1000, 10000, 100000]\n",
"BoW_scores = [84.74, 89.12, 89.36, 89.36, 89.36, 89.36, 89.36]\n",
"TFIDF_scores = [69.54, 88.67, 90.02, 90.02, 89.87, 89.33, 89.18]\n",
"Word2Vec_scores = [29.1, 51.54, 71.46, 79, 77.62, 87.28, 87.12]\n",
"\n",
"# 플로팅\n",
"plt.figure(figsize=(10, 5)) # 가로 8, 세로 4로 상하 크기를 줄임\n",
"plt.rcParams.update({'font.size': 22})\n",
"\n",
"plt.plot(C_values, BoW_scores, label='SVM BoW', marker='o', color='blue')\n",
"plt.plot(C_values, TFIDF_scores, label='SVM TF-IDF', marker='s', color='red')\n",
"plt.plot(C_values, Word2Vec_scores, label='SVM Word2Vec', marker='^', color='green')\n",
"\n",
"# 로그 스케일로 C 값 표현\n",
"plt.xscale('log')\n",
"\n",
"# y축 범위 설정\n",
"plt.ylim(67, 93)\n",
"\n",
"# 제목과 레이블\n",
"\n",
"plt.xlabel('C')\n",
"plt.ylabel('Recall')\n",
"\n",
"# 범례와 그리드\n",
"plt.legend()\n",
"plt.grid(True)\n",
"\n",
"# 글자 크기 설정\n",
"plt.xticks()\n",
"plt.yticks()\n",
"\n",
"# 그래프 출력\n",
"plt.show()\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "torch",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.14"
}
},
"nbformat": 4,
"nbformat_minor": 2
}