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846162012-08-10-139.65FalseA15131585.053.494221.9584336.908
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60481472010-02-19-863.00FalseA15131539.932.514211.2891438.106
60491472010-03-12-698.00FalseA15131557.792.667211.3806438.106
60511472010-10-08-58.00FalseA15131563.932.633211.7467547.838
....................................
41959745802010-02-12-0.43TrueB11822127.732.773181.9823178.992
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41960345802010-04-16-1.61FalseB11822154.282.899181.6924778.899
41961445802010-07-02-0.27FalseB11822176.612.815182.3187808.743
41964045802011-02-11-0.24TrueB11822130.303.239183.7016138.549
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1358 rows × 11 columns

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StoreDeptDateWeekly_SalesIsHolidayTypeSizeTemperatureFuel_PriceCPIUnemployment
0112010-02-0524924.50FalseA15131542.312.572211.0963588.106
1112010-02-1246039.49TrueA15131538.512.548211.2421708.106
2112010-02-1941595.55FalseA15131539.932.514211.2891438.106
3112010-02-2619403.54FalseA15131546.632.561211.3196438.106
4112010-03-0521827.90FalseA15131546.502.625211.3501438.106
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42156545982012-09-28508.37FalseB11822164.883.997192.0135588.684
42156645982012-10-05628.10FalseB11822164.893.985192.1704128.667
42156745982012-10-121061.02FalseB11822154.474.000192.3272658.667
42156845982012-10-19760.01FalseB11822156.473.969192.3308548.667
42156945982012-10-261076.80FalseB11822158.853.882192.3088998.667
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420212 rows × 11 columns

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" ], "text/plain": [ " Store Dept Date Weekly_Sales IsHoliday Type Size \\\n", "0 1 1 2010-02-05 24924.50 False A 151315 \n", "1 1 1 2010-02-12 46039.49 True A 151315 \n", "2 1 1 2010-02-19 41595.55 False A 151315 \n", "3 1 1 2010-02-26 19403.54 False A 151315 \n", "4 1 1 2010-03-05 21827.90 False A 151315 \n", "... ... ... ... ... ... ... ... \n", "421565 45 98 2012-09-28 508.37 False B 118221 \n", "421566 45 98 2012-10-05 628.10 False B 118221 \n", "421567 45 98 2012-10-12 1061.02 False B 118221 \n", "421568 45 98 2012-10-19 760.01 False B 118221 \n", "421569 45 98 2012-10-26 1076.80 False B 118221 \n", "\n", " Temperature Fuel_Price CPI Unemployment \n", "0 42.31 2.572 211.096358 8.106 \n", "1 38.51 2.548 211.242170 8.106 \n", "2 39.93 2.514 211.289143 8.106 \n", "3 46.63 2.561 211.319643 8.106 \n", "4 46.50 2.625 211.350143 8.106 \n", "... ... ... ... ... \n", "421565 64.88 3.997 192.013558 8.684 \n", "421566 64.89 3.985 192.170412 8.667 \n", "421567 54.47 4.000 192.327265 8.667 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(30,25))\n", "sns.barplot(x=new_train['Store'], y=new_train['Weekly_Sales'],hue=new_train['Type'])\n", "plt.title('Store vs Weekly Sales')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "260e5835-7a46-4f35-a4fd-f51c0c1db513", "metadata": {}, "source": [ "## Date" ] }, { "cell_type": "code", "execution_count": 214, "id": "8e9d1efa-9b88-4347-b30c-74f9f32bd4bc", "metadata": {}, "outputs": [], "source": [ "new_train['Date'] = pd.to_datetime(new_train['Date'])" ] }, { "cell_type": "code", "execution_count": 215, "id": "00d40de0-612d-4564-9dfb-7c803da8a7d0", "metadata": {}, "outputs": [], "source": [ "new_train['Week'] = new_train['Date'].dt.isocalendar().week\n", "new_train['Year'] = pd.DatetimeIndex(new_train['Date']).year \n", "new_train['Month']=pd.DatetimeIndex(new_train['Date']).month " ] }, { "cell_type": "code", "execution_count": 216, "id": "5b9e4255-867a-4622-a518-d1f6be0cef3b", "metadata": {}, "outputs": [], "source": [ "traindf4=new_train.copy()" ] }, { "cell_type": "code", "execution_count": 217, "id": "1fe52292-7cc7-4bd1-95d3-8d3160dc7bf7", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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StoreDeptDateWeekly_SalesIsHolidayTypeSizeTemperatureFuel_PriceCPIUnemploymentWeekYearMonth
0112010-02-0524924.50FalseA15131542.312.572211.0963588.106520102
1112010-02-1246039.49TrueA15131538.512.548211.2421708.106620102
2112010-02-1941595.55FalseA15131539.932.514211.2891438.106720102
3112010-02-2619403.54FalseA15131546.632.561211.3196438.106820102
4112010-03-0521827.90FalseA15131546.502.625211.3501438.106920103
\n", "
" ], "text/plain": [ " Store Dept Date Weekly_Sales IsHoliday Type Size Temperature \\\n", "0 1 1 2010-02-05 24924.50 False A 151315 42.31 \n", "1 1 1 2010-02-12 46039.49 True A 151315 38.51 \n", "2 1 1 2010-02-19 41595.55 False A 151315 39.93 \n", "3 1 1 2010-02-26 19403.54 False A 151315 46.63 \n", "4 1 1 2010-03-05 21827.90 False A 151315 46.50 \n", "\n", " Fuel_Price CPI Unemployment Week Year Month \n", "0 2.572 211.096358 8.106 5 2010 2 \n", "1 2.548 211.242170 8.106 6 2010 2 \n", "2 2.514 211.289143 8.106 7 2010 2 \n", "3 2.561 211.319643 8.106 8 2010 2 \n", "4 2.625 211.350143 8.106 9 2010 3 " ] }, "execution_count": 217, "metadata": {}, "output_type": "execute_result" } ], "source": [ "new_train.head()" ] }, { "cell_type": "code", "execution_count": 218, "id": "30dfb9db-acf2-4c57-8ca5-20aaa907a9f9", "metadata": {}, "outputs": [ { "data": { "image/png": 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RxFEJRZoIgiCynBUrVuCmm27C7t278fzzz5MRJEF0E1TTRBAEQRAEkQYUaSIIgiAIgkgDEk0EQRAEQRBpQIXgGULTNFRVVaGwsBAcx3X3cgiCIAiCSAPGGJqbm9G3b1/wfNuxJBJNGaKqqgr9+/fv7mUQBEEQBNEB9u/fj379+rW5D4mmDFFYWAhAf9OLioq6eTUEQRAEQaRDIBBA//79ret4W5BoyhBmSq6oqIhEE0EQBEHkGOmU1lAhOEEQBEEQRBqQaCIIgiAIgkgDEk0EQRAEQRBpQKKJIAiCIAgiDUg0EQRBEARBpAGJJoIgCIIgiDQg0UQQBEEQBJEGJJoIgiAIgiDSgEQTQRAEQRBEGpBoIgiCIAiCSAMSTQRBEARBEGlAookgCIIgCCINSDQRBEEQBEGkAYkmgjiKiCpqdy+BIAgiZyHRRBBHCZKiYUdNCyIyCSeCIIiOQKKJII4SVI1BYwyqxrp7KQRBEDkJiSaCOEpgYGAASDIRBEF0DBJNBHGUwBjAGEkmgiCIjkKiiSCOEhgAjTESTgRBEB2ERBNBHCUwxkB6iSAIouOQaCKIowQW93+CIAiifZBoIoijBMb09BxBEATRMUg0EcTRAtOjTKSbCIIgOgaJJoI4StCopokgCKJTkGgiiKMEBoBpoKImgiCIDkKiiSCOEhhjYJbFJUEQBNFeSDQRxFECA6B19yIIgiByGBJNBHGUYDqCU10TQRBEx+hW0TRr1iyceeaZKCwsRFlZGa644gps377dsU9NTQ1uuukmVFRUID8/H6effjreeOMNxz4NDQ248cYbUVRUhJKSEtx2221oaWlx7PPVV1/hvPPOg9frRf/+/TF79uyE9bz22msYPHgwvF4vhg8fjvfeey/zL5ogugkGEkwEQRCdoVtF04oVKzBlyhR88sknWLJkCWRZxqRJkxAMBq19fvCDH2D79u149913sXHjRlx11VW45pprsH79emufG2+8EZs3b8aSJUuwYMECfPzxx7jjjjus7YFAAJMmTcKAAQOwbt06PPLII5g5cyb+8Y9/WPusXr0a119/PW677TasX78eV1xxBa644gps2rTpyLwZBNHVmJGm7l4HQRBErsKyiLq6OgaArVixwnosPz+fvfDCC479SktL2T//+U/GGGNbtmxhANjnn39ubX///fcZx3Hs4MGDjDHG/va3v7EePXqwaDRq7fOLX/yCnXzyydb311xzDZs8ebLj95x99tnszjvvTGvtfr+fAWB+vz/NV0sQR5Yaf5gt31rL6luiqXcmCII4SmjP9Turapr8fj8AoLS01HrsnHPOwfz589HQ0ABN0/DKK68gEolg/PjxAIA1a9agpKQEZ5xxhvUzEydOBM/z+PTTT619xo0bB7fbbe1TWVmJ7du3o7Gx0dpn4sSJjvVUVlZizZo1SdcajUYRCAQcXwSRzWhm9xzl6AiCIDpE1ogmTdMwbdo0jB07FsOGDbMef/XVVyHLMnr27AmPx4M777wTb731FgYNGgRAr3kqKytzPJcoiigtLUVNTY21T3l5uWMf8/tU+5jb45k1axaKi4utr/79+3fi1RNE18MYdc8RBEF0hqwRTVOmTMGmTZvwyiuvOB7/zW9+g6amJnz44YdYu3YtZsyYgWuuuQYbN27sppXq3HffffD7/dbX/v37u3U9BJEK09yS4kwEQRAdQ+zuBQDA1KlTrQLufv36WY9/8803ePLJJ7Fp0yaccsopAIDTTjsN//vf//DUU09h7ty5qKioQF1dneP5FEVBQ0MDKioqAAAVFRWora117GN+n2ofc3s8Ho8HHo+nE6+aII4slJYjCILoHN0aaWKMYerUqXjrrbewbNkyDBw40LE9FAoBAHjeuUxBEKBpeqJhzJgxaGpqwrp166zty5Ytg6ZpOPvss619Pv74Y8iybO2zZMkSnHzyyejRo4e1z9KlSx2/Z8mSJRgzZkyGXi1BdC+M0fw5giCIztCtomnKlCl48cUX8fLLL6OwsBA1NTWoqalBOBwGAAwePBiDBg3CnXfeic8++wzffPMNHn30USxZsgRXXHEFAGDIkCG46KKLcPvtt+Ozzz7DqlWrMHXqVFx33XXo27cvAOCGG26A2+3Gbbfdhs2bN2P+/Pl44oknMGPGDGstP/vZz7Bo0SI8+uij2LZtG2bOnIm1a9di6tSpR/x9IYiuQiPBRBAE0XG6upWvLWCUWcR/Pffcc9Y+O3bsYFdddRUrKytjeXl57NRTT02wIKivr2fXX389KygoYEVFRezWW29lzc3Njn2+/PJLdu655zKPx8OOOeYY9sc//jFhPa+++io76aSTmNvtZqeccgpbuHBh2q+FLAeIbGfv4SB7f2MVqw2Eu3spBEEQWUN7rt8cYxSszwSBQADFxcXw+/0oKirq7uUQRAJ7DgexpTqAMwb0QFmRt7uXQxAEkRW05/qdNd1zBEF0LZoV3CUIgiA6AokmgjhK0IygMskmgiCIjkGiiSCOEhgDdc4RBEF0AhJNBHGUYEWaSDgRBEF0iKwwtyQIout55bP9qPKHMWpAaeqdCYIgiAQo0kQQRwGKquH5NXvwweZa+MNSdy+HIAgiJyHRRBBHAbLKLGNLhRwuCYIgOgSJJoI4CpBUzfq3SqKJIAiiQ5BoIoijANkmmjQSTQRBEB2CRBNBHAXYRZNK7XMEQRAdgkQTQRwFyEpMKFFNE0EQRMcg0UQQRwESpecIgiA6DYkmgjgKkKkQnCAIotOQaCKIowBHIThpJoIgiA5BookgjgIkxS6aSDURBEF0BBJNBHEU4BBNFGoiCILoECSaCOIowGlu2Y0LIQiCyGFINBHEUUBUIZ8mIjtRSMUTOQSJJoI4CrCn51SNLlJEdsAYw7aaZjRH5O5eCkGkBYkmgjgKsHfPUaCJyBZUjVlfBJELkGgiiKMAZ6SJLlBEdsCgR5tIyBO5AokmgjgKcJpbUnqOyA4Y033DSDMRuQKJJoI4CpDU2GVJpSsUkSVojEFjDIxCTUSOQKKJII4CZEW1/q1QpIkgCKJDkGgiiKMAe6SJNBORLejpOUbpOSJnINFEEEcBVAhOZCN6eo46OoncgUQTQRwFOCwH6L6eyBL07jk6JoncgUQTQRwF2MeoKBRpIrIERkXgRI5BookgjgJkxV7TRBcpIjvQjJomCjQRuQKJJoI4CpA1ijQRWQj5NBE5BokmgjgKkG2F4NQ9R2QLDJSeI3KLbhVNs2bNwplnnonCwkKUlZXhiiuuwPbt2xP2W7NmDS644ALk5+ejqKgI48aNQzgctrY3NDTgxhtvRFFREUpKSnDbbbehpaXF8RxfffUVzjvvPHi9XvTv3x+zZ89O+D2vvfYaBg8eDK/Xi+HDh+O9997L/IsmiG5AtkWXNEaqicgOzM450k1ErtCtomnFihWYMmUKPvnkEyxZsgSyLGPSpEkIBoPWPmvWrMFFF12ESZMm4bPPPsPnn3+OqVOngudjS7/xxhuxefNmLFmyBAsWLMDHH3+MO+64w9oeCAQwadIkDBgwAOvWrcMjjzyCmTNn4h//+Ie1z+rVq3H99dfjtttuw/r163HFFVfgiiuuwKZNm47Mm0EQXYg90kSO4ES2wBiDpsebunspBJEWHMui2OihQ4dQVlaGFStWYNy4cQCA0aNH4zvf+Q4eeuihpD+zdetWDB06FJ9//jnOOOMMAMCiRYtwySWX4MCBA+jbty+efvpp/PrXv0ZNTQ3cbjcA4Je//CXefvttbNu2DQBw7bXXIhgMYsGCBdZzjx49GiNGjMDcuXNTrj0QCKC4uBh+vx9FRUWdeh8IItPcNu9zLN1WBwD46QWDMGPSyd28IoIADrdEsWF/E4b2KULfEl93L4c4SmnP9Turapr8fj8AoLS0FABQV1eHTz/9FGVlZTjnnHNQXl6O888/HytXrrR+Zs2aNSgpKbEEEwBMnDgRPM/j008/tfYZN26cJZgAoLKyEtu3b0djY6O1z8SJEx3rqaysxJo1a5KuNRqNIhAIOL4IIltxDuzNmvsk4iiHMVAVOJFTZI1o0jQN06ZNw9ixYzFs2DAAwK5duwAAM2fOxO23345Fixbh9NNPx4UXXoivv/4aAFBTU4OysjLHc4miiNLSUtTU1Fj7lJeXO/Yxv0+1j7k9nlmzZqG4uNj66t+/f2dePkF0KbItJ2f3bCKI7oSZA3u7eyEEkSZZI5qmTJmCTZs24ZVXXrEe04w2nzvvvBO33norRo4ciTlz5uDkk0/Gs88+211LBQDcd9998Pv91tf+/fu7dT0E0Rb2SJOWPRl54iiHwSwGp2OSyA3E7l4AAEydOtUq4O7Xr5/1eJ8+fQAAQ4cOdew/ZMgQ7Nu3DwBQUVGBuro6x3ZFUdDQ0ICKigprn9raWsc+5vep9jG3x+PxeODxeNr1Ogmiu3CIJgo0EVmCOUKFNBORK3RrpIkxhqlTp+Ktt97CsmXLMHDgQMf24447Dn379k2wIdixYwcGDBgAABgzZgyampqwbt06a/uyZcugaRrOPvtsa5+PP/4Ysixb+yxZsgQnn3wyevToYe2zdOlSx+9ZsmQJxowZk7kXTBDdhD09R5EmIlvQaIwKkWN0q2iaMmUKXnzxRbz88ssoLCxETU0NampqLA8mjuNwzz334C9/+Qtef/117Ny5E7/5zW+wbds23HbbbQD0qNNFF12E22+/HZ999hlWrVqFqVOn4rrrrkPfvn0BADfccAPcbjduu+02bN68GfPnz8cTTzyBGTNmWGv52c9+hkWLFuHRRx/Ftm3bMHPmTKxduxZTp0498m8MQWQYSs8R2YiZniOIXKFb03NPP/00AGD8+PGOx5977jnccsstAIBp06YhEolg+vTpaGhowGmnnYYlS5bghBNOsPZ/6aWXMHXqVFx44YXgeR5XX301/vKXv1jbi4uLsXjxYkyZMgWjRo1Cr1698MADDzi8nM455xy8/PLLuP/++/GrX/0KJ554It5++22rKJ0gchkSTUQ2Yg7spUOSyBWyyqcplyGfJiKbOfePy3CgSY/gXn9Wf8y66tRuXhFBAPsbQvhiXyNG9C/BgJ753b0c4iglZ32aCILoGuwDe8mnicgWaIQKkWuQaCKIowAqBCeyEbNzjg5JIlcg0UQQRwGKo6apGxdCEDZe/GQv/vm/XZAUtbuXQhBpQaKJII4C7JEmSs8R2cKbXxzEluoAvjkUTL0zQWQBJJoI4ihA0ah7jsg+zJE+CjmuEjkCiSaC+JbDGHNEmkgzEdmCpBiiSaWDksgNSDQRxLccJS4dR5EmIlsw/cMoZUzkCiSaCOJbjt3YEqDZc0R2oGrMakpQSMgTOQKJJoL4liMriZEm8rQluhszNQcAikLHI5EbkGgiiG85UkKkiS5QRPdjF00qo/AnkRuQaCKIbzkJ6TkyEySygKga82ZSVBJNRG5AookgvuUkiiYG0kxEd+NIz5FmInIEEk0E8S0nmWgiiO7GmZ6jY5LIDUg0EcS3HCmhEBxUCE50O/ZaO5V8mogcgUQTQXzLoUgTkY1EpFhNE0WaiFyBRBNBfMuhmiYiG4najksqBCdyBRJNBPEthywHiGxEkqmmicg9SDQRxLccSSHLASL7iNi756imicgRSDQRxLccOUE00QWK6H4kxVbTRNFPIkcg0UQQ33IS0nMMoKomoruJ2NNzJJqIHIFEE0F8y0lMz9EFiuh+HD5NJJqIHIFEE0F8y0mMNDGqaSK6HfsYFSoEJ3IFEk0E8S0nwdySuruJLMDePUeF4ESuQKKJIL7lSLY7eoDSc0R2ELWl5zSNkUs9kROQaCKIbzmycRcv8BwASs8R2YHd3FIlGwwiRyDRRBDfcsyCW5egiya6OBHZgL0QXGOUMyZyAxJNBPEtxxyj4hb0j7s+RoWUE9G9OLvnQEckkROQaCKIbzmxSJMpmrpzNQSh4xBNjGqaiNyARBNBfMuxIk2iLdJE1yeim7FbYZBPE5ErkGgiiG855sXJijTRBYrIAqK2MSqaRgljIjcg0UQQ33LM7rlYpInqR4jux+4fpmoU/SRyg24VTbNmzcKZZ56JwsJClJWV4YorrsD27duT7ssYw8UXXwyO4/D22287tu3btw+TJ09GXl4eysrKcM8990BRFMc+H330EU4//XR4PB4MGjQI8+bNS/gdTz31FI477jh4vV6cffbZ+OyzzzL1Ugmi25DjuufIp4nIBmSbfxg1JxC5QreKphUrVmDKlCn45JNPsGTJEsiyjEmTJiEYDCbs+/jjj4PjuITHVVXF5MmTIUkSVq9ejeeffx7z5s3DAw88YO2ze/duTJ48GRMmTMCGDRswbdo0/OhHP8IHH3xg7TN//nzMmDEDv/3tb/HFF1/gtNNOQ2VlJerq6rrmxRPEEUKK655jDFR0S3Q78ZEmgsgFxO785YsWLXJ8P2/ePJSVlWHdunUYN26c9fiGDRvw6KOPYu3atejTp4/jZxYvXowtW7bgww8/RHl5OUaMGIGHHnoIv/jFLzBz5ky43W7MnTsXAwcOxKOPPgoAGDJkCFauXIk5c+agsrISAPDYY4/h9ttvx6233goAmDt3LhYuXIhnn30Wv/zlL7vybSCILiVZIThBdDfRhO65blwMQaRJVtU0+f1+AEBpaan1WCgUwg033ICnnnoKFRUVCT+zZs0aDB8+HOXl5dZjlZWVCAQC2Lx5s7XPxIkTHT9XWVmJNWvWAAAkScK6desc+/A8j4kTJ1r7xBONRhEIBBxfBHEkSXf0hFXT5PBpIojuxZ6eo0gTkStkjWjSNA3Tpk3D2LFjMWzYMOvx6dOn45xzzsHll1+e9OdqamocggmA9X1NTU2b+wQCAYTDYRw+fBiqqibdx3yOeGbNmoXi4mLrq3///u17wQTRSXYdDuJwi5Ryv8RIU5cuiyDSwp6e06gQnMgRujU9Z2fKlCnYtGkTVq5caT327rvvYtmyZVi/fn03riw59913H2bMmGF9HwgESDgRRxRJUaFoQsr94kUTo1QIkQVIcbPnCCIXyIpI09SpU7FgwQIsX74c/fr1sx5ftmwZvvnmG5SUlEAURYiirvGuvvpqjB8/HgBQUVGB2tpax/OZ35vpvNb2KSoqgs/nQ69evSAIQtJ9kqUEAcDj8aCoqMjxRRBHknRNKpNZDlB+juhuZPvsOY2654jcoFtFE2MMU6dOxVtvvYVly5Zh4MCBju2//OUv8dVXX2HDhg3WFwDMmTMHzz33HABgzJgx2Lhxo6PLbcmSJSgqKsLQoUOtfZYuXep47iVLlmDMmDEAALfbjVGjRjn20TQNS5cutfYhiGxD1VhaRd3xs+eoc47IBuyRJnKpJ3KFbk3PTZkyBS+//DLeeecdFBYWWvVDxcXF8Pl8qKioSBrpOfbYYy2BNWnSJAwdOhQ33XQTZs+ejZqaGtx///2YMmUKPB4PAOCuu+7Ck08+iXvvvRc//OEPsWzZMrz66qtYuHCh9ZwzZszAzTffjDPOOANnnXUWHn/8cQSDQaubjiCyDY0hzUiT4dPkMLekKxTRvchqXPdcN66FINKlW0XT008/DQBWqs3kueeewy233JLWcwiCgAULFuDuu+/GmDFjkJ+fj5tvvhkPPvigtc/AgQOxcOFCTJ8+HU888QT69euHZ555xrIbAIBrr70Whw4dwgMPPICamhqMGDECixYtSigOJ4hsQU3z1txMz3kEshwgsgeaPUfkIt0qmjqSJkj2MwMGDMB7773X5s+NHz8+ZUH51KlTMXXq1HaviSC6A01rX6TJI+pF45QKIbIB2d49x9KzzyCI7iYrCsEJgmg/GmtnTRNZDhBZhCM9p1FvApEbkGgiiByEMQampZdqU+K752iiPNHNaBqDYlPvlJ4jcgUSTQSRgzCjmLs9kSavKzZ7jiC6E3s9E0DeYUTuQKKJIHIQ02opnTv0hDEqoPoRomvY3xBCjT+Scr940aTqdwEEkfVkjSM4QRDpw4wW7XSyGoqmX6B8bsH4WfJqIrqGqKymFTGSFKdo0jSywSByA4o0EUQOwgAgzY4jM9LkFWMjV2hsBdEV6H5LqQ+uqJIk0kQQOQCJJoLIQcxsRqr0HGPM2sfjin3cyauJ6ApULb2UcWKkiWqaiNyARBNB5CAM+kUm1fVJtoWUvDbRpFCoiegC0m1OiBdN5AhO5AokmggiBzG751Jdn+xeOF4xVsKoMi3Z7gTRKVSNQetwpIlkE5H9kGgiiFyFARraFj920eRz29JzpJmILoAxpDgidSRVdXxPNk1ErkCiiSByELOmKZX4MVu7OS5mOQAgrWgAQbQXxtI7tqKyflzynP69Ruk5Ikcg0UQQOQiDrppSFd2aNU0iz0EUqBCc6Fo0aGkdW2b3nOlSr1IhOJEjkGgiiBzEqmlKsZ9sXJwEnoPLJpoUijQRXYCmpZdqi8h6es4yXCXFROQIJJoIIgcxHcFTGVWaNU0Cz4HjAIHT8yGkmYiuwDwmU2GmjT32SBMl6IgcoEOiKRwOIxQKWd/v3bsXjz/+OBYvXpyxhREE0TqmI3iqmV3mxUnkeXDgwBufeBqQSnQFqsbS6sw0a5rchuGqZt4FEESW0yHRdPnll+OFF14AADQ1NeHss8/Go48+issvvxxPP/10RhdIEEQiVpQJbV9rzJomM9LEG5EmEk1EV6AXgqfeL6oY6TkxdgkiV3AiF+iQaPriiy9w3nnnAQBef/11lJeXY+/evXjhhRfwl7/8JaMLJAgiEWaoJX3+XOr0nBgvmsinicgwzFDxaZlbxqXnABLyRG7QIdEUCoVQWFgIAFi8eDGuuuoq8DyP0aNHY+/evRldIEEQSTCuL6nSc/ZCcI7jIBg93uTTRGQaszkhHe0jyYmiiVzqiVygQ6Jp0KBBePvtt7F//3588MEHmDRpEgCgrq4ORUVFGV0gQRCJmG7g5oWqNSRbpInnYr44lAohMk26zQlAzHLAIZpIyRM5QIdE0wMPPICf//znOO6443DWWWdhzJgxAPSo08iRIzO6QIIgEolZDqSINNlrmsCBN1QT3dUTmcYyqGSpO+gilmgSrMfomCRyATH1Lon8v//3/3Duueeiuroap512mvX4hRdeiCuvvDJjiyMIIjlWa3eKC5RV0yTwDssBqh8hMg0zDkqNS90IJyUpBCfvMCIX6LBPU0VFBQoLC7FkyRKEw2EAwJlnnonBgwdnbHEEQSQnZjmQIj1nXJxEngMHWJEmMhMkMo3ptGRaYbSFObDXJfCUMiZyig6Jpvr6elx44YU46aSTcMkll6C6uhoAcNttt+H//u//MrpAgiASYcZ/U6XnokpsjArHcRRpIroMs8YOLHUxuFlr5xJizQmKSjVNRPbTIdE0ffp0uFwu7Nu3D3l5edbj1157LRYtWpSxxREEkRy7R1OblgNGpEkQTMsB/XGKNBFdQSzalF6kSRR4SzSRkCdygQ7VNC1evBgffPAB+vXr53j8xBNPJMsBgjgCLPiqCv9auRs/uXBQm5cnyRrYyzvSc1Q/QmQaM9KkpYh+ArHuOWekiY5JIvvpUKQpGAw6IkwmDQ0N8Hg8nV4UQRBts2hTDQ40hrH1YHOaY1Q48Pb0HF2giAzDYAt/piCWnuMhGrN9qKaJyAU6JJrOO+88a4wKAHAcB03TMHv2bEyYMCFjiyMIIjlmV5ysaW1epExzS5HXu+fMSBNdoIhME7PBSJ3+tReCU6SJyCU6lJ6bPXs2LrzwQqxduxaSJOHee+/F5s2b0dDQgFWrVmV6jQRBxGGm1xSVtXmBsiJNgu7TJJidSpSeIzKMGWTi0vBpsheC83RMEjlEhyJNw4YNw44dO3Duuefi8ssvRzAYxFVXXYX169fjhBNOyPQaCYKIw4o0qVqKgb0x0QSOLAeIrsM0t9RSloHHIqAugYNo1dlR9xyR/XQo0gQAxcXF+PWvf53JtRAEkSZmKkPWtDY9cSSb5QDPgTqViC7Dshzg0vBpsiJNAgSzpomOSSIHSFs0ffXVV2k/6amnntqhxRAEkR6ylZ5rO9IkqYa5paD7NPGcGWnq6hUSRx2mQz1SH19mTZPb1j0nkU8TkQOknZ4bMWIERo4ciREjRrT51Z7Zc7NmzcKZZ56JwsJClJWV4YorrsD27dut7Q0NDfjJT36Ck08+GT6fD8ceeyx++tOfwu/3O55n3759mDx5MvLy8lBWVoZ77rkHiqI49vnoo49w+umnw+PxYNCgQZg3b17Cep566ikcd9xx8Hq9OPvss/HZZ5+l/VoI4khiGgEqWgqfJiMi5TItBzhKhRBdg5WUS6ODzjouRd5Kz6kKKXki+0k70rR79+6M//IVK1ZgypQpOPPMM6EoCn71q19h0qRJ2LJlC/Lz81FVVYWqqir8+c9/xtChQ7F3717cddddqKqqwuuvvw4AUFUVkydPRkVFBVavXo3q6mr84Ac/gMvlwsMPP2ytffLkybjrrrvw0ksvYenSpfjRj36EPn36oLKyEgAwf/58zJgxA3PnzsXZZ5+Nxx9/HJWVldi+fTvKysoy/toJojNY6Tk1ve45wbQcoE4lootYu6cRf1y0DTeedSzOOK5Hm/vGIk28Xm8HQCIhT+QAaYumAQMGZPyXx7uHz5s3D2VlZVi3bh3GjRuHYcOG4Y033rC2n3DCCfjDH/6A73//+1AUBaIoYvHixdiyZQs+/PBDlJeXY8SIEXjooYfwi1/8AjNnzoTb7cbcuXMxcOBAPProowCAIUOGYOXKlZgzZ44lmh577DHcfvvtuPXWWwEAc+fOxcKFC/Hss8/il7/8ZcZfO0F0BjNSpKhtF93afZrsA3upEJzINO9tqsbOuhas29eIK0Ye0+a+ztlzVGdH5A4dLgQHgC1btmDfvn2QJMnx+He/+90OPZ+ZdistLW1zn6KiIoiivvQ1a9Zg+PDhKC8vt/aprKzE3Xffjc2bN2PkyJFYs2YNJk6c6HieyspKTJs2DQAgSRLWrVuH++67z9rO8zwmTpyINWvWJF1HNBpFNBq1vg8EAu17sQTRCcz0hqJpbbZ3W2kQQc/EGzW3ZG5JZBxTCMmqltqnyRDzblt6jqKfRC7QIdG0a9cuXHnlldi4cSM4jrM6JTjLbVht93NqmoZp06Zh7NixGDZsWNJ9Dh8+jIceegh33HGH9VhNTY1DMAGwvq+pqWlzn0AggHA4jMbGRqiqmnSfbdu2JV3LrFmz8Lvf/a59L5IgMoRiWQ607dMUsxzQzS0FMrckugjzWEsV/bTv6xFt5paM0nNE9tMhn6af/exnGDhwIOrq6pCXl4fNmzfj448/xhlnnIGPPvqoQwuZMmUKNm3ahFdeeSXp9kAggMmTJ2Po0KGYOXNmh35HJrnvvvvg9/utr/3793f3koijCMvcUkvRPafYTQQ5SoUQXUYs+pl69pxsjzQZUVCKNBG5QIciTWvWrMGyZcvQq1cv8DwPnudx7rnnYtasWfjpT3+K9evXt+v5pk6digULFuDjjz9OGAIMAM3NzbjoootQWFiIt956Cy6Xy9pWUVGR0OVWW1trbTP/bz5m36eoqAg+nw+CIEAQhKT7mM8Rj8fjoTl7RLfhuKtPI9IkxHXPkWYiMk3smGzb3pIxZgksryjEop8kmogcoEORJlVVUVhYCADo1asXqqqqAOjF4nbLgFQwxjB16lS89dZbWLZsGQYOHJiwTyAQwKRJk+B2u/Huu+/C6/U6to8ZMwYbN25EXV2d9diSJUtQVFSEoUOHWvssXbrU8XNLlizBmDFjAAButxujRo1y7KNpGpYuXWrtQxDZgqYxS/Qoats1TVbtiOHTZF6gNOpUIjKMJZpS1NnZ/ZjslgMyHZNEDtChSNOwYcPw5ZdfYuDAgTj77LMxe/ZsuN1u/OMf/8Dxxx+f9vNMmTIFL7/8Mt555x0UFhZaNUjFxcXw+XyWYAqFQnjxxRcRCASsguvevXtDEARMmjQJQ4cOxU033YTZs2ejpqYG999/P6ZMmWJFgu666y48+eSTuPfee/HDH/4Qy5Ytw6uvvoqFCxdaa5kxYwZuvvlmnHHGGTjrrLPw+OOPIxgMWt10BJEt2C8uqVIhjoG9iNU0UaSJyDSyZYPR9jFppowBwOuilDGRW3RINN1///0IBoMAgAcffBCXXnopzjvvPPTs2RPz589P+3mefvppAMD48eMdjz/33HO45ZZb8MUXX+DTTz8FAAwaNMixz+7du3HcccdBEAQsWLAAd999N8aMGYP8/HzcfPPNePDBB619Bw4ciIULF2L69Ol44okn0K9fPzzzzDOW3QAAXHvttTh06BAeeOAB1NTUYMSIEVi0aFFCcThBdDf22g9ZZW2mQuyz53jedoGiQnAiw8QiTW0fk3bR5BGFmLklHZJEDtAh0WQXG4MGDcK2bdvQ0NCAHj16WB106ZBqPtH48eNT7gPoacH33nsv5XOlqrWaOnUqpk6dmvL3EUR3ItvSG4qqQWvjDl2KsxwQTMsBuqsnMowphtJNGfOc3tVpmlu2dRwTRLbQoZqmePbu3Yuampq0BA5BEJ1Dtt2SK7b6pqT7KrEuJYDSc0TXodi659qywTDFlSjwEGx1diTkiVygXaLp2WefxWOPPeZ47I477sDxxx+P4cOHY9iwYdR6TxBdjDPSlMKnSYtZDgA2R3C6QBEZxtnR2fp+lmgy0sWx9BwVghPZT7tE0z/+8Q/06BGbKbRo0SI899xzeOGFF/D555+jpKSEDB8JootxiCatbfdlMyplRpp4M9KU0n6QINqHKdDtx2cyojbRJPAcBMOmPsWPEURW0K6apq+//hpnnHGG9f0777yDyy+/HDfeeCMA4OGHH6ZuM4LoYuS4QvDWLjaaxizncLc5RoUiTUQXoaRpbinZXOodkSY6JokcoF2RpnA4jKKiIuv71atXY9y4cdb3xx9/vGUbQBBE15AYaUqumhSNWc7hsUJwqmkiugZ7ei69mibOOdqHDkoiB2iXaBowYADWrVsHQJ8Dt3nzZowdO9baXlNTg+Li4syukCAIB3bLAUVlrV5sVI1Z+3pchmiiSBPRRdiHSLclmsz0nIvXRZNoCXk6Jonsp13puZtvvhlTpkzB5s2bsWzZMgwePBijRo2ytq9evbrVYbsEQWQGu6MyQ+szu1TGoJiF4LzTcoAuUESmUWw+TW2KJlkf6C7yPDiOs2bPUaSJyAXaJZruvfdehEIhvPnmm6ioqMBrr73m2L5q1Spcf/31GV0gQRBOlLgipmgrRU2SrFlpOCvSZIgnuj4RmUY2h0irrG3vMFt6jqf0HJFjtEs08TyPBx980OG2bSdeRP3nP//Bd7/7XeTn53d8hQRBOJDjIkvmnXs8EUWx/u1OqGmiCxSROTQtliaWVa1Nd++ozaeJAxWCE7lFRswtW+POO+9EbW1tV/4KgjjqiB9sGlWSR5oisnNcBQCYhv0kmohMIjmaE1ibA6Gjii7yXTxnuILHxqiQQTKR7XSpaKIPAEFkHilOJMV/b2JenACbIzgNRyW6gHhvJqkN0yV7pAm29Bw1JxC5QJeKJoIgMo+cIJqSX2wikn3Gl+EITpYDRBeQkDJuRcgDMZHvEjhwsJlbsrb9nQgiGyDRRBA5RvxdvaxqSaO6ESPSJBjjKgCbIzhdnYgMkhBpklNbDog8rwt6W00THZVEtkOiiSByjPjUh6xqSSNHEVtrt4nl00RXJyKDxKeIo6rSyp5xkSbbwF5NY1TSQWQ9JJoIIseIT4VIrUSagpJ+4RINE0HAFmki1URkkIRIUyspY8BWCC7ERZpIMBE5QJeKpgEDBsDlcnXlryCIo474u3pZTT5+tyWqiyaXqJsIAvZIE12giMzRnpoms6tTtGqaKD1H5A4dEk0333wzPv7445T7bdq0Cf379+/IryAIohXiLQf0mqbE/ZqCMgCgwCOCNyNNluVAV66QONpIjDSlYTkg8OB4xKXnum6NBJEJOiSa/H4/Jk6ciBNPPBEPP/wwDh48mOl1EQTRCvHdc3KSAamqxtAUjokmDlQITnQdyersWqtPijq655zpOYo1EdlOh0TT22+/jYMHD+Luu+/G/Pnzcdxxx+Hiiy/G66+/DlmWM71GgiBsxKdC4kUUoIumgF00GREm8sQhuoKElLHSetTIbFDQa5pilgNt+GESRNbQ4Zqm3r17Y8aMGfjyyy/x6aefYtCgQbjpppvQt29fTJ8+HV9//XUm10kQhEEyI8H4C5SqMQQiek1Tvkcw4kzO7jnqVCIyRdJjspV9o7IZaeLBOQrBk6eZCSKb6HQheHV1NZYsWYIlS5ZAEARccskl2LhxI4YOHYo5c+ZkYo0EQdiIT4UoamJaQ9E0NEeMSJNXtArBKT1HdAUJkSat9fRcxKpp4oxIk1kI3rVrJIhM0CHRJMsy3njjDVx66aUYMGAAXnvtNUybNg1VVVV4/vnn8eGHH+LVV19tdbAvQRAdR4lPzyXxadI0oNmINBW4bek5sxCcim6JDBIvmpRWvMMAZ6QJiLnVk5AncgGxIz/Up08faJqG66+/Hp999hlGjBiRsM+ECRNQUlLSyeURBBFPfKRJSnJXr0eazPScGEvPmZEmgEpuiYyRWAievKibMWYrBOfjIk0k5Insp0Oiac6cOfje974Hr9fb6j4lJSXYvXt3hxdGEERylKTpOSeqxhA0fJoKvaI1RsVM01EhOJFJEoZIt2KDoWjMqn/SHcFtdXYadc8R2U+HRNNNN92U6XUQBJEmCd1zqgYWVw+iMmaZWxZ6XIndc8wcWcGBIDpLfCG40opPk6IyKyrlFvUGBecx2aXLJIhOk7Zouuqqq9J+0jfffLNDiyEIIjXmBYrjAMaSF4LLihYTTb6YTxPNniO6gngHcFlL9A7TH9dikSZjkLRZ00RjVIhcIG3RVFxc3JXrIAgiTcxIk1cUEJbVpI7g/rBsCaMCr2gFlOzdc3SJIjJFfKSpNZd6RWVWI4M+3geWT5OqUZ0dkf2kLZqee+65rlwHQRBpYl6gvC7eEE2JAqi+JarvI/Jwi7w1PsVoWKKaJiKjJE0ZJ9lPUWORJregz0QUE1LGBJG9dMhy4D//+U+r2+65554OL4YgiNQolmgS9O81LSEVUh+UAACFPhc4xArAeYe55RFaMPGtx7QRMJHV5AJI1hgUQ7B7XPrlhwb2ErlEh0TT3Xffjffffz/h8enTp+PFF1/s9KIIgmgdyUzPGRcdRU0soLVEk0cEb1U0xUQTXZ6ITCKratz3yX2aFFWz0nNuwSmayKeJyAU6JJpeeuklXH/99Vi5cqX12E9+8hO8+uqrWL58ecYWRxBEIvGRJj0V4rzgNIZ0N/BCo57JFEux2XMknIjMIcWl5xSVJS1QisgqFGPInEfUj1/HMUmHJJHldEg0TZ48GX/729/w3e9+F+vWrcOPf/xjvPnmm1i+fDkGDx6c9vPMmjULZ555JgoLC1FWVoYrrrgC27dvd+wTiUQwZcoU9OzZEwUFBbj66qtRW1vr2Gffvn2YPHky8vLyUFZWhnvuuQeKojj2+eijj3D66afD4/Fg0KBBmDdvXsJ6nnrqKRx33HHwer04++yz8dlnn6X/phDEEUJOSM85L1D2Yb2FXjM9p2+Lpefo6kRkjsRC8OSeS2FJtSJNZnouNnsuudAiiGyiw7PnbrjhBvz+97/H2LFj8d///hcrVqzASSed1K7nWLFiBaZMmYJPPvkES5YsgSzLmDRpEoLBoLXP9OnT8d///hevvfYaVqxYgaqqKof9gaqqmDx5MiRJwurVq/H8889j3rx5eOCBB6x9du/ejcmTJ2PChAnYsGEDpk2bhh/96Ef44IMPrH3mz5+PGTNm4Le//S2++OILnHbaaaisrERdXV1H3yKC6BLMmhCfLdJkT4UomoZAxBlpMiFPHKIrMM0tTQGkaMm754KSYukirxiXniNzSyIHSLt7bsaMGUkf7927N04//XT87W9/sx577LHH0nrORYsWOb6fN28eysrKsG7dOowbNw5+vx//+te/8PLLL+OCCy4AoHfxDRkyBJ988glGjx6NxYsXY8uWLfjwww9RXl6OESNG4KGHHsIvfvELzJw5E263G3PnzsXAgQPx6KOPAgCGDBmClStXYs6cOaisrLTWfPvtt+PWW28FAMydOxcLFy7Es88+i1/+8pfpvk0E0eWYd/WmaIr3adI0IBA25s55dDdwLr57jhQTkUHs0c+WqGII+fiUnYaIrWDcLZqRJsNygI5JIgdIWzStX78+6eODBg1CIBCwtptdOh3B7/cDAEpLSwEA69atgyzLmDhxorXP4MGDceyxx2LNmjUYPXo01qxZg+HDh6O8vNzap7KyEnfffTc2b96MkSNHYs2aNY7nMPeZNm0aAECSJKxbtw733XeftZ3neUycOBFr1qxJutZoNIpoNGp9HwgEOvy6CaI9KFYhuBFpirurVzQNLdFYpIlDLC3Hk7kl0QXItuaElqgeDY0/xBSNodk4LjkO8Lrjapoo+knkAGmLpq4u8NY0DdOmTcPYsWMxbNgwAEBNTQ3cbnfC4N/y8nLU1NRY+9gFk7nd3NbWPoFAAOFwGI2NjVBVNek+27ZtS7reWbNm4Xe/+13HXixBdAJZSxZpiqFqzBrWW+BxARyXMLCX0QWKyCDmaBSzuDuZuaWsaqhv0bs6i70uuPj49ByVNBHZT4drmgBg586d+OCDDxAOhwGgU8ZkU6ZMwaZNm/DKK690ZklHjPvuuw9+v9/62r9/f3cviThKkOMiTYrGHGaVdtFU6BXAI7lPE0FkCtmoafK5bTYYiE/PMTS26JGm4jyXdSw6CsEJIsvpkGiqr6/HhRdeiJNOOgmXXHIJqqurAQC33XYb/u///q/dzzd16lQsWLAAy5cvR79+/azHKyoqIEkSmpqaHPvX1taioqLC2ie+m878PtU+RUVF8Pl86NWrFwRBSLqP+RzxeDweFBUVOb4I4khgWg7ELlDOziVViw3rzXOL4HnOupu3d89R0S2RKcxIk1c0o59JIk2ahsZwLNJkHpOOQnASTkSW0yHRNH36dLhcLuzbtw95eXnW49dee21CcXdbMMYwdepUvPXWW1i2bBkGDhzo2D5q1Ci4XC4sXbrUemz79u3Yt28fxowZAwAYM2YMNm7c6OhyW7JkCYqKijB06FBrH/tzmPuYz+F2uzFq1CjHPpqmYenSpdY+BJEtJNQ0xZlbyqqGoE00mRcywJkKIYhMEW+DIWuJ6V9FZfAbVhglSSJNNA+RyAXSrmmys3jxYnzwwQeOqBAAnHjiidi7d2/azzNlyhS8/PLLeOedd1BYWGjVIBUXF8Pn86G4uBi33XYbZsyYgdLSUhQVFeEnP/kJxowZg9GjRwMAJk2ahKFDh+Kmm27C7NmzUVNTg/vvvx9TpkyBx+MBANx111148sknce+99+KHP/whli1bhldffRULFy601jJjxgzcfPPNOOOMM3DWWWfh8ccfRzAYtLrpCCJbMC0H8tyxMSr2y419WG+eW4BbjDVn2Lvn6KaeyBRmytjnTt7RaT7WZJiuFvtcto7OWMqYZiIS2U6HRFMwGHREmEwaGhosoZIOTz/9NABg/Pjxjsefe+453HLLLQCAOXPmgOd5XH311YhGo6isrHTYGwiCgAULFuDuu+/GmDFjkJ+fj5tvvhkPPvigtc/AgQOxcOFCTJ8+HU888QT69euHZ555xrIbAPQo2aFDh/DAAw+gpqYGI0aMwKJFixKKwwmiu4m3HFA1BtV2sWkwim29Lh48x1mt3QCZWxJdgxVpMo61ZD5NUUW1Ik120WRaDgBU10RkPx0STeeddx5eeOEFPPTQQwD0IlNN0zB79mxMmDAh7edJJ3/t9Xrx1FNP4amnnmp1nwEDBuC9995r83nGjx/fqm2CydSpUzF16tSUayKI7sSMNBV49I+vojKotnzb4aBuhVHkdUFjDG4hSXqOzJeJDGIJeXfsmIwX5mFZtUxXS/LdVnOCIMQioQrljYksp0Oiafbs2bjwwguxdu1aSJKEe++9F5s3b0ZDQwNWrVqV6TUSBGHAWCyqlG+IJoZY9xIQG9Zb5HUBHHNclKyBvXRHT2QQKz1nDpFOUtMUVbRYes7rAm+m52zefqpKxyWR3XSoEHzYsGHYsWMHxo4di8svvxzBYBBXXXUV1q9fjxNOOCHTayQIwkC2XVTyPbEIUtT2eKMpmny6saVZaAs4LQdIOBGZIn6IdLKOzogUizQV57lguocJtuNTpUATkeV0KNIE6MXa999/fybXQhBECuyDUc1CcACIyioAXQg1hmLDehk4h2iyuy8TRKaIpedi3mHxHZ0NIQmMATwHFHkEK9IkOkQTHZdEdtNhc8v//e9/+P73v49zzjkHBw8eBAD8+9//xsqVKzO2OIIgnNhFk9clWheeqKKLJlVjCJjGlh4RAsc5Cm0d3XNHZsnEUUAsPWczXLWpJkVjqG/Ra+1K8tzgeN4aJM3zMcd6mWqaiCynQ6LpjTfeQGVlJXw+H7744gtrBpvf78fDDz+c0QUSBBHDnp5z8YDLUEFmek7RGJqNDqUCrwieRys1TSDLASJjmOaWeS49eaFqzFHUragaGoL6cVma7wYYQ0wqxSKgCkWaiCynQ6Lp97//PebOnYt//vOfcLlc1uNjx47FF198kbHFEQThxIw0CTwHQeAt0SQZ0+P1ESqGaLIiTUnSc3RxIjKIabjqs9XZSbbmBEVjaAzptXaleW6A42A7LK3jUqVIE5HldEg0bd++HePGjUt4vLi4OGHkCUEQmcO8OAk8B57j4DKiSFFVT88ptvRcvluEIPCOQlvH7DnSTUSGMMV8sjo7QBfpfmOESmm+Cxxi8xABW6SJuueILKdDoqmiogI7d+5MeHzlypU4/vjjO70ogiCSY6ZBREM0uc30nC3SZM6dy/cIrUaaqKKJyCSm2Mm3iaZIXKTJtBvokecGh1YiTXRYEllOh0TT7bffjp/97Gf49NNPwXEcqqqq8NJLL+HnP/857r777kyvkSAIA7NOxIo0GQ7MZipE0TTHsF6XwDnu6K1Ik0bCicgMqsYsJ2+vOxbZtKfnVC02d65Hvhsch6Q1TXa/MYLIRtplObB7924MHDgQv/zlL6FpGi688EKEQiGMGzcOHo8HP//5z/GTn/ykq9ZKEEc9smKk5zgOHAcr0mRGoBSV2Yb1Co4RKgDA27rnCCIT2Ds63YIAl8BB1ZjV0QnoheD+sH5c9shzARzA2Q5N0appouOSyG7aJZpOOOEEDBgwABMmTMCECROwdetWNDc3o6WlBUOHDkVBQUFXrZMgCMTEkXlnbooiWWFgjKEpLFnDen1uAZ440WS6LzNQMTiRGRyiSdSbEyKyBkmJHV+SqlmRppI8N3gOtjiTvXuOIk1EdtMu0bRs2TJ89NFH+Oijj/Cf//wHkiTh+OOPxwUXXIALLrgA48ePpwG3BNGFKDbRxHE20aTqA1JNN3CfSwDPcZZDs4nDfZmiTUQGcNhgCFzMBsOWagvZ3MD1mqZYqhigQnAid2iXaBo/fjzGjx8PAIhEIli9erUlop5//nnIsozBgwdj8+bNXbFWgjjqMS9QotU9F0vPMQCHW3TRVOjVP9p2kQToRoImNLKCyARmpInnAJEXrI5OSY2l5w63RC038EKviLCsgrMXghvfyHRQEllOh8eoeL1eXHDBBTj33HMxYcIEvP/++/j73/+Obdu2ZXJ9BEHYkLVWIk2anp4zXZf1Yb1wuIEDccNRKdJEZACz4FvkeQi8rc7OFmk61BxzA+c5rtVIEx2TRLbTbtEkSRI++eQTLF++HB999BE+/fRT9O/fH+PGjcOTTz6J888/vyvWSRAEYt1FAs+BQ8xyQFE0aAzW3LkiX/JIk/17jepHiAxgr7PjOc4S8qZoUjWG+hbTo8kNVWO6OavtWLQKwSk9R2Q57RJNF1xwAT799FMMHDgQ559/Pu688068/PLL6NOnT1etjyAIG+aYCZFP7J5jiLkuF3pd4OOG9QJwpEQoE0JkAodLPW9PGZujfTTUB2Nu4IrGIAq80z/MFP851pwgqxqCUQUlee7uXgpxhGiXT9P//vc/9OzZExdccAEuvPBCfOc73yHBRBBHEOsCJfAJheCqxhAIx0ao8IJz7hxA6Tki85g2GGJcpElWNDDGoNpHqOS7oagafC7B4R9mCqhcq2nyh2XsrQ+B0WfpqKFdoqmpqQn/+Mc/kJeXhz/96U/o27cvhg8fjqlTp+L111/HoUOHumqdBEHAWQjOgXOIJlllCBheOMnmzgFx3XOUCiEyQHx6zow0ySoDY0gUTRqD1xVXa5ejoknTGGRVQ44FyIhO0K70XH5+Pi666CJcdNFFAIDm5masXLkSy5cvx+zZs3HjjTfixBNPxKZNm7pksQRxtCO3ajnAoKhabFivV0ioGwH0eV8cdJ8mheXWBYrITsxjUhScx6SkqmDQRZM5QqU03w2VMfhczkuPGQHNNXNLlTEoGoOiaRB4IfUPEDlPh8aomOTn56O0tBSlpaXo0aMHRFHE1q1bM7U2giDikAyXZT3S5EzPKRpDIGob1stxCd1zQOyunswtiUwg2+YhArE6Oz3SxBxz50rz9dofl5g8Airn2DGpMb0Oi3oqjh7aFWnSNA1r167FRx99hOXLl2PVqlUIBoM45phjMGHCBDz11FOYMGFCV62VII56HOk5joPHLKBV9TRBSyQ2dy5ZpAkwW70ZpRSIjBCLfvLgeVtHp5G20uxz5/LcAGMJYl4UcrN7TtP0CC/VBx49tEs0lZSUIBgMoqKiAhMmTMCcOXMwfvx4nHDCCV21PoIgbEj2CxQHeEQ9JSBrGhSVWaIp3y0kuIGb8DwAldyXicwgKfY6uziXejBElJgbeEmeC6rGLGFlEhujklvHpKrpkbRcSysSHaddoumRRx7BhAkTcNJJJ3XVegiCaANFiaVCOHBwu8wCWn1AalDSRZPPI1gFufGYpoIq1TQRGaD1miZ9tE99s2S5gee5BYQl1YosmZiRp1wbJC2rGjQSTUcV7RJNd955Z1etgyCINDC9b0RBn3jqsaVCmkKylXLLc4kJHUomsaLbrl8v8e1HUpKbW5qRzNrmCABYXkaibT6dSa7OnpNVBo2RaDqa6FQhOEEQR5b47jkrPafGim19LsFhMhiPOX+OTvREJpDU2BiV+PScxhgOmyNUfC7IKoPA89Z8OhPLETzHop+Kpvuj5VqEjOg4JJoIIoewp0J4joPbFbtA+cO2Yb1c4ggVE/NhhUJNRAawZs8JzuYE06epwfBoKvK5khpbArbZczkm5BVNo0jTUQaJJoLIIWLdc/pdvceWCmkKm3PnXMY+yUWTZTlA53kiA9gtB5xDpDUw2OYhekWoGoPPnXjZES0bjCOz5kwhKwwqyz2xR3QcEk0EkUPEX6A8tguU33Zx4tBWpCk37+qJ7MSKNMWl5xSj3sdMGxd6XVAYS9rVaUWacijNxZjuz8Q0+iwdTZBoIogcQrJ3KoGD26hpUlQGv9HWXehxgW/F2BKwX6By7LaeyEqkuJSxxz4PUY3NQyzy6n1HyWrtROOxXBIfqsaggYHjsn/8iylsic5Dookgcgizu8gsBPeKse45a+6cV4TAI6Gt24Sn7jkig8jGBdnF847mBEVlkDUNzYZLfaFXTxsnFU056FKvMj2S5hJ4SzhmI5KiYVtNAEHj70B0jm4VTR9//DEuu+wy9O3bFxzH4e2333Zsb2lpwdSpU9GvXz/4fD4MHToUc+fOdewTiUQwZcoU9OzZEwUFBbj66qtRW1vr2Gffvn2YPHky8vLyUFZWhnvuuQeK4jyAPvroI5x++unweDwYNGgQ5s2b1xUvmSA6hXlHa16gzFSHosXu6As8IvhW3MABw9wSuXVXT2QvluGqkDhEWlGZNQ8x3xgiHd85B9i753LnmGSG27nIc5CV7F23rGqQFC3ro2G5QreKpmAwiNNOOw1PPfVU0u0zZszAokWL8OKLL2Lr1q2YNm0apk6dinfffdfaZ/r06fjvf/+L1157DStWrEBVVRWuuuoqa7uqqpg8eTIkScLq1avx/PPPY968eXjggQesfXbv3o3JkydjwoQJ2LBhA6ZNm4Yf/ehH+OCDD7ruxROIKip21rXQxbsdyHHpOXsqJGBdnAQIPN96IbgVaaKTKNF5JHudHW9rTtCYIZqMCKhHj4AmizTloiO4aTUg8hzkLP4sKSpDVNFy6r3NZtplbplpLr74Ylx88cWtbl+9ejVuvvlmjB8/HgBwxx134O9//zs+++wzfPe734Xf78e//vUvvPzyy7jgggsAAM899xyGDBmCTz75BKNHj8bixYuxZcsWfPjhhygvL8eIESPw0EMP4Re/+AVmzpwJt9uNuXPnYuDAgXj00UcBAEOGDMHKlSsxZ84cVFZWdvn7cLQSiqqoD0ZRXuSxQvdE28REk5EKsUWazIuTeUffeqTJvKs/AgsmvvWYY1Rcgj5GxWOzwVA0zUoL5bl5iALfimjKwZompnfOuQUeijGcON5KIRuQNQ2SoubUe5vNZHVN0znnnIN3330XBw8eBGMMy5cvx44dOzBp0iQAwLp16yDLMiZOnGj9zODBg3HsscdizZo1AIA1a9Zg+PDhKC8vt/aprKxEIBDA5s2brX3sz2HuYz4H0TVEFBUtUQUROXvv0rIN+8DeePfllqg5d06Ex8W1egKnSBORSWRVBRA7Jj2CraZJ1Swx73OJEJMYWwKx+rtcMonUNIamoAR9+HX2ejXJqoYopecyRrdGmlLx17/+FXfccQf69esHURTB8zz++c9/Yty4cQCAmpoauN1ulJSUOH6uvLwcNTU11j52wWRuN7e1tU8gEEA4HIbP50tYWzQaRTQatb4PBAKde7FZQI0/Ap9LQHHekYn6RCQVwYiCiKwekd/3bUCOd182x6homjWs1+cSEgai2hFy1BOHyE6sgb1G9NMtmqk2DS1RxUoL+dwCvC4+qZjPRXPLfQ0h3PvGVzj92B746YUnQmUsKy+oZnoul97bbCarI01//etf8cknn+Ddd9/FunXr8Oijj2LKlCn48MMPu3tpmDVrFoqLi62v/v37d/eSOs2h5qhVF3MkCEQUqBrQHD1yvzPXMbvnYp1KtkiTMaw3zyNYHUzJiA3spZMo0XlizQlmnV3iaB+R5yDYGhfiyUVzy511LdAYsLc+BM3wbMpGoooKTSPbgUyRtaIpHA7jV7/6FR577DFcdtllOPXUUzF16lRce+21+POf/wwAqKiogCRJaGpqcvxsbW0tKioqrH3iu+nM71PtU1RUlDTKBAD33Xcf/H6/9bV///5Ov+buJqqoCElHpi1V0xhCURUekUdzWAGjC3haWJEmUU+/mek5Br2bB9Dv6M3Hk0Hdc0QmseYhCmZHZ6wQ3LTBKPK5oAHIcycXTblobmmmHYOSAo0xKFmqmsxIfpgi+hkha0WTLMuQZRl8nEGfIAjQjINz1KhRcLlcWLp0qbV9+/bt2LdvH8aMGQMAGDNmDDZu3Ii6ujprnyVLlqCoqAhDhw619rE/h7mP+RzJ8Hg8KCoqcnzlMowxyCpD8AiJpoiiIqqqKPCK+r/pLigt7DVNABLEkc8lwCXwrRaBA/aapty5QBHZi9k957LSc2ZNU6yjs8grgoG1OkTafkzmyg2UaaUQklQoSvZGmiKyBoGnSFOm6NYUbEtLC3bu3Gl9v3v3bmzYsAGlpaU49thjcf755+Oee+6Bz+fDgAEDsGLFCrzwwgt47LHHAADFxcW47bbbMGPGDJSWlqKoqAg/+clPMGbMGIwePRoAMGnSJAwdOhQ33XQTZs+ejZqaGtx///2YMmUKPB4PAOCuu+7Ck08+iXvvvRc//OEPsWzZMrz66qtYuHDhkX9TWqE5Indph5nZPhuR9ILGti66mSAqa5AVhp4FLjQEJURktdXQPRHDvJt1GWIpvnap0Bih0pobOGDrniPRRGQAU8i74mwwFI1ZQ6SLvC4AXKuGq4KQe8dks80ssjmqZGWUTNMYZIXBLQjGAOXs7PDLJbpVNK1duxYTJkywvp8xYwYA4Oabb8a8efPwyiuv4L777sONN96IhoYGDBgwAH/4wx9w1113WT8zZ84c8DyPq6++GtFoFJWVlfjb3/5mbRcEAQsWLMDdd9+NMWPGID8/HzfffDMefPBBa5+BAwdi4cKFmD59Op544gn069cPzzzzTNbYDYQkBd8cCuLEsgLke7rmT6Ya3R+MMUiKBl8rYfRMEVU0aMadp8YYddCliXmBchsXGVHgwXOx4btFPhcYY61enIDYXX0uuS8T2YvpCG4ei/aOTr9puOoVwYNrtUHBqmliDIwBuXBdD0ZioikkKVkp+GRNg8I0uEUeqqZ7NSXrXiTSp1tF0/jx49sMxVZUVOC5555r8zm8Xi+eeuqpVg0yAWDAgAF47733Uq5l/fr1bS+4m2AMCEt6e36XiSYj0qSoDJKqwYeuFU1hSQEX9z2RGsVIhbiF2N/HLfCIGBeuIq8Inmvd2BLITSNBIntxFILbbTA0zWFsKQqxGXPx2H2acuWobLaJprCUnT5IisqgqgwekYei6R10FNDvHFlb00Q4icqqNcW+K1A1BpUxwwit66M+zVHFqm9wCzwCkfREk6RoR/UMJXsqxMRlq2sq9LogCGgzvWp2z2XfKZ7IRWLHpNMGQ2NAYyg2QkU3tkx+XIp87tU0tdjOQ0FZzcr0nKIyKBrTI02MkVdTBiDRlEM0hKQuu5tRNQamARzQ5cMnNY0hGFGtk6tb5BGMphfermuOYHtNsxVxOdqwappsd+z2f+e7BQgcl6KmSf9/Nt4ZdzeqxrC12o+wRJ1G6SLZXOp5nnM0JzQE9ZqmfLcAkePhauW4FGzpuVzBXtMUjChHLN19oDFkva+pkDUNGtNFk6bRZz4TkGjKIYKS4ri7ySRmpInnOES7uDU1qmiQVNU6ubpFHpKipWVy2RxRUNccTfuk8W3DqmmyXZjsdSL6fK/WR6gA1D3XFlFFRVNQQVP46Dy+OoKVnhMSOzobTdHkEeESOasJIR5HpClD64rIKoLRrrMzCdnOxWFZPSI3chFZxZ76EPY3hNJ6XYqqv588x1k1TUTnINGUQ4QltctSU+YF1CXwXSbMTCKyCklhjvScpKYWTYwxBMIyJEVFVVP4qCxkNiNN9guTS4xdiPS5c+nVNOXSXf2RQlYZgrKCwy3R1DsTABKFvF3EN4Z00ZSX0jvMnp7LzLp2HW7B53sasHZvI3Ydasm4ca/9PBmW1C6P0AP6+9kckXE4GLWK7NtCF7T6G8pxHN0oZQASTTmEwHHWnVumMfPxLoFHSFK7tK4gqmhgiNkacBwHBmYVM7f1cxFFRc98Dw63SNYJuT1EZDWnx7Ykq2myX6TyPSLENu7oAfsYFTqBxqOoGhSVoTEo5/RxciSJNSfEPs/m8Wle2PNcgmVFkAyxC4R8c1iBpgHhqIqt1QEcbAxn7LkB3Z/JJCyrXV4vxBhDjT8CryhAURjqAqmFvaRo4BEzwKWaps5DoimHyHOLaAzLXVKoragMYPrFWFY16+LcHiKymtaFOCwpCSF4nuMd4e7kP6dCkpnVQVjtj7Rb3FU3hbHncLBdP5MtMNtQULtQcsfVNLU1dw6gMSptIasMHBjCsopAGnfyROxCbO/odNmKwQHA5xHTmoeoakAmEnT6OUxDnltAj3w3Cj2ujE470DTmEE0hSYXSxRo7EFbQEJJQ5HWhyOdCTSCS8jWFZd2tPGR0K1OkqfOQaMohfC5BH3LbBekzjTFwnH6yU1StQ6HmnbUtqE8jEtYcVeAWeMvmAAA8Ap8y3ByWVWhGhKrY50JdcyTtrjv7czSF5ZyMstiFrOMCZbuDz3ML8Lja/ljH0nMZXqDBoeYomjoQBcwGdAHAgQd31NbNtZdkdXbxzt8FHqFVuwEgZsZq+jR1FknRI4ai5WfGISpnbmitommOsSQhSYGkdq1qOtwShaLqnkv5bgEhScHh5rajTRFZw+8XbsGd/14HWdW6vF71aIBEUw4h8BwUjXVJzZGkaOA4DiLPQVZZu6NZqqbXgkRT3G5pGkMwqoIx4O6X1uHe178CM7o7IrLa5s+HJAW84e7kdQmQFYZaf6Rd6wxJKsKSglAOnjzsoXW7MLJfrHxuEZ4UkaaurGlSNYY99cG06i2yEVnVwHF6Qf3hoESjJwxUjaE2EEmasjSPS4+YPGXMc/oNX5uGqxl2qZcUPVpuijeR5yFrWsbSU6E4X6ZQVIWqdl3KO6qoqAlEUODWp0JwHId8t4gqf6TV16RpDIGQgv2NYTSFZT3lTMdzpyHRlGN4Rb5L7oBlVYPAcZbFfnsvFvpdTOpi7qiiWYXc1f4Ittc2oz4owSPyiMhamxfbppDsEAhFXj3alO5aNU0XgxFFS5kKzEYUW6Sp9Zomvs07ekC/iAFdc4L3h2X4Q/IRHw6aSqynS1hWIfI8fG4BoaiS8eLhZChpNEF0Ny0RBduqA1i/rxEHGkOOz5xiRZrs0c/Y8VnkdYHj2u7ozHRNk6xqYNCsVLRedsAyVqwdf54KSgpUsC5LeTcGZTRHFBR4Y+bGhV4XmkJSq9cDWdNwKBi7qWyJKnQTkAFINOUYPrcAfzjzRaqSwqyLKWPtF02KxqBqGoLRVKJJhawyHGyKFWXuPhyEaAyZ/bo2eZdLVNELuD2OqIqAsJS+2aWkavrdpqJ1eYdgV2A/4dt9mMz3RL+bb/uOHoi5L3dFpKkhGEVLVEH0CI7FicgqtlU3Z+QzEZZUiDbLho6kGdsrRg+1RLGzrrndv+dIElVVhGU9erPpoB8b9jchIquWVQnQug1GoXGhb8s7TMhw91xU0cBY7HMgGuUAmRINzXFlAUFJr+fsipqhiKyixh+GS+AsEQjo75lbEFrtJFZUhvrm2PHbElGs+XNExyHRlGN4XXoue199KKORgoiioq5ZL6wWeQ7BdhZNqiqDqul36m19KCOyBlXTsKc+Voy92yjM7pnvRjCqYEdN4gUwIusRIrtoEngOKks/XSmrek1DvltEQ1DKuZOHaTcg8M7uOPNiVeQTre1tYZ54M31+lxQNtYEo3CJ/RCNNpu9XZ6MI5nBT8/3Lc4s43Cyl7b+jagz7G4JYv7+xXRdnWWFoCmV3t15U1sAB6JHnRkWRD43BKAIR2ZkydthgOF3q+VTeYXysOSETheARWU3aQZqp9FxCpCmqm1tm+kakKSRh40E/agIR9MhzJ2wv9rlQ3yIljdArKsPhYKzmqTkqHzGvJsbYt9aAmERTjsFzHHrme7CnPoj9jaGMPCdjDC+s3oN739iItXsbDduB9okm2fgwyimKyCOyAnAc9tTH1m6KJo7jUFboxeHmKHbWtTg+dPpdrZaQevK0I10pq/psvQKviKCkIJpjoWpZ0U92As85BpqaoqnQ4wKHtu/o9Z/X/5/pu+KmkISWiIxirwuKduROmroxquZIX3YEc7ipGanLdwtoiSpoSqM+KxhVsLnKj01VATS2Mz0ZVVQEo13nwZYJ7CJE4DmAAyKS87PuaqWjs8AjQjTqJVvD3MY0ZCTSFIyqcCUTTUpmjvlmIxpe7NNrjEKSClnLXKE5Y3o0/ssDTfCHZPQp9iUU1wP6Z19jer1ZPLKmORpzAhF96sKR6KCr8kfwzaHc7FJOBYmmHMTrElDodeHruhbUtLMQOhmKxrCvQRcxW6sDcAl8uztNFJVBMwot27rLDkQUiDznaPvfbfu3wHMoK/LiQGMIVbYUnl6DlHgS9LkEBCJyWjUtptGb1yXk5Aw7a1wFH6s9A2KddIVeMeUdPdB1heCHmqPgeV6fc6UeOfdhs57OjMR1FHO4qSk6RYEHxwE761raHKsSiMj4cn8Tqv1hlBd6oWrtq1EKyyrCiprVKeN4EeIWBDSGJMhK8kiTQzSlcVzaI02dRdN0y4j4GyyRa38EvTXMrt3eBR7rsWA0c0N7AxEFX9c0Q+B4lBd5HWm5eIp9LtQ2RxLOZ4rKHPNKmyPyEZk/p2kM1U3hI1IP2B2QaMpRCgzfk+21gU53Kqkas+YoVfkjEA2vpnalGFQNPM9DaaPzzuyc84f1O3HzHFrtDzsuMi6BR4HHhX0NISviFYgoSbvCvC7BGJeQ+iIlGXUOPMdB0xDns6Jg9+FgVlsRWOk5jnPIR/NiZd7RtzYU1SSWnsvcaw1JCg4Hoyjy6mNclCM4HFRWNUSVzl+wzOGm9ot77wIPmkISvq5rfd6hPyQjEJHRp8iMBnAIt+PiHFU08ADqg9npQq5pDGFJdUQ6PKI+OcAUkzwHh0ix1zeZo33ajDQJMcPVzh6VkuHRFP85cAk8wnJmRFOLIQjyPDFftJY052emQ2MwioiiWZGstshziwjLaoKLvaxqDgNgf1g+IvPnAhEZTSEZspK5yFs2QaIph+mR50ZY7vwdqqox6y6luikMl8C323ZAUTXwnO4621p6zuycq27So2PH9cpHic8FjcGKdJkUeUW0RFUcaAhDUfXCbY+tO8dE4HUBlE7USFLs3TSxtB5jepv8nsOtF6FnQ/2TlZ6LKwg1O2oKfalrRwC7I3jm1tYUkhGWVL0YneegGqnQI4GeGun879PTK5rj/TNTxlVNYeypDyY9DhpDEtyCYEX/3AKftn+YqjHIioZ8j4jmiJKVg4IlVYOkOUWT1yUgqqhojuqfF5HnYZfy7jjvsJTzEI3onso6X6gsGw0f8eksUeAQkTJzITcLwX0uAXlu/bwUlJSMRMoUVUNNIGo9bzrku0RUNzntB2RVc6SW/eEjU9N0uCWKkKRY5RrfNkg05QCMsVajSTy4TteO2Iupq/0R8Jz+WLQdZm0RJXaxaU1smZ1zB4xarON65uO4XvkAnCk6QL9Y9chz4WBTCNX+CCRFbXV2lUfkUd+Suq4pLCvWGn0uAc1RBbKq4XCLhKrGCEKymlAfJasatlYFcDiN5+9qZHukyXb9ueaMfqg8pRwXnNzbuKNPzxE8U5EmzfDw8Yi6cNDH4sTW29WEZQVM63yRr6xqQJI0iEvg0SPPjd2HQzgUZyYoKRoCEQU+V+wC5xZ4BCPpRb5kI41Z4BERlbOzqzOqaJAVlmBeKSkMLYZ4SKizi6tpcovOlHI85hDpTER6JUUz0qzO35dJryYzMu91Ccjz6H/7UFTNyI2IPyyjOayg0COm3tmg0OuCPyI7zl8RWUWTLT3XFJLBcVynbi4YY2gM6vPvkv2tooqK2kAURV4XlG/pgGASTVnOjtpmTHr8Yzy4YEvSOzCB5xxppo4QkVREjBbxsO2D1p5RKlFZ93kSea7VqE9E1qAxZhWBD+yVj4GGaEo22iTPLULRmOXF1FrayefW65pS1ZGE5ViRr9fFIyLpr3VPfRA8x6HY60ZdIOo4qTYEJdQEomjIgtSJWT8iCs703DElebjhrGNRkud2tMu3RqZFU2NIQn2LFJdKODKRJk1jiEq6m31nC/v19SZfc55bBA+gttlZQxiSFEQkFT5bVMAt8ogqbRu1Wr/TsOoQeR6MxdI+8agaQ1VTOGN+VO1BUjSojCUcVxwXK4gWheTNCYAxrDdNw1VjmlPn1qtqYECCSMukV5MpFr0ijwJD3IQyFGmqb5HAwJL6rcmqZt102hF4Di6ex/6GkHWMtERlxyigprAMjbEO1/4pqoZv6lqwbl8jPt/TgM/2NODr2mbrGAB0YdYSVVCS54aqwlHz9m2BRFOW079HHhqCEuqDEvY2JH5YRL7zefr47qAqfxh8O+syIopeeOkSeARbEXERWZ85Z9oNDOyZj+N6GpGm+uSdFj3zPcZJRG+RX7atLsE7J1bX1Pp6FaNGy2Ur8lUZQ40/jPqWKErz3SjwiAhEZCuqpxkXKsWIRnW3MZx512Z2L5lwHABOv7AmS2HGY56LM3FXzBhDtdGM4EyHdO6ONl3M1JFXFDr994kqqjXcNBn5HjFhkG9QUqEwZ0rPI/KQVC2tVJuialA1/W/qcwmoT2KFIasadtQGsLUm4IgcdIa6Vty9k9GaUPMIPBpD+mdO5J0pY6doElMel1ZNUwbGqLR2HKTj1eQPpTdiqcUWabJEU1SF2sljPqqoqGuJWs8Zz99XfIO7X/oCq3YeTthWmu/G4ZYovjE6j+v8+nnT/KtIin4O7Eh6MiKr2FIdwM5DLSjyuFDsdUNRGb451ILNBwPWIPnaQASiYWSqgbUr2hySlJxI55FoynJ8bgFjju8JAFi7pyFhu8hziEqsU2HtxriUVFVTGG6RT/sErRgpBoHn9M47JXkIPBDRvUzMi+xxcZGmZJE0l8Aj3y2i2OfGih11mPPhDvxuwRZHlITnODC07dek2w1oDuNHgeNwqCWKYq/bqrngOFjznJrCMupbJJQXeRE8Qu7QbWHvnrNfoHhO/15WNbjFtqNMAKzW8UxEmgJhBXXNkYSCVYHjjkhURDKOPY+L7/Tvi8gqdh5qxqe765Nuz3MLCYN8m4ISXJzzNMoZx2M6IytklVl1VD7D4sBuVxCRVWytDmBvfRiSrFkRjs7AGMOBxnDaDSQRWbXGF9nxiIL1mWgrPZfnFlpNrZvE6uw6H2oKSSrENlKBrV2YmyMytlQHUJ2kfT9x30TRFJbVtKI4TSEpIc0b2yYjGFWsoeR2/GEZS7fVAQAWfFWVsF3gOfQu8GJfQxi7DgVxyIiO9yr0WO+/bjyb3udE1RiaQhL2N4Tw5YEmVDVFUFbohc/4exb7XOhb7EMwqmBTlR/76kNoCEoo9JrngvZFm3cdCmakG7yrIdGUA0w4uQwA8PmexoRtosDpefq4D2t7RjPEi6NqfwRel25QmM5zxFIMeueWoiR23pmdc+aHojTPjWKfC/16+AwzTRV1rZxIinwuFHhEbKkKANBbwD/eccixj0cQ2uw+0t8jZ51DkdcFHpxjNEGBx4VDLVHLhZcZFgVAx9yhM4l5AhJ45yWM4/QLtaKxlBcnwFY/kgHRVO0PQ1Zi75GJyHMJXkXNERk7azPrfC0b9StugTdsLzr+mkKSir8s3YnfL9yKbw61JGznDHFq1o0oqj72x5ekYJfn+LRG9SharI7KI+o3HKb4bwpJ2FodQFVTGGWFHuS7RTSGOm/KqmgMEVlNOzIXjKpJU+MeV8zENL4Q3G4/UGB0VLaFaKXnOn9MBqMKXAKP/Y0hfLC5Bk8s3YH73vwKW6v180drXk31LVEcbo5i9+FgSp86M6rtcwuWwAlJalqRktpABF8dbMKBxlDC3/JQcxQCxyW1GFi6tdaKNm+qCqDaH07Yxy3y6JGndx6bN389890oMW5qglE1LTHvD8tYu6cBa/c0YnOVH+Goij7F3oTieo7TLWI0DfjmUDMiij1VzaUdOWJGXe2hlkhWNN20BYmmHOD8k3uDA7DzUAvq49pKXQIPVdMS6o8OtUSxraY5rVBsYygx0uQRhbRmyQExp20z0pSs887qnLNFmcz19y/NA5BYDB6P3Szt+TV7HZEFn1tAc0Rpdb1m+6v95O1zC+hp81kBdEPDYFTFgcYw6pr1gkZATzEcCqTvDt0VmCcgIc6nibdZEJieTW0R82nq3HpaogpqAxGU5CW2RQs8l1Bj1BJVUB+SMhqBMo97UdDd4TtafK5qDIcCUUsEvL+xOul+BW59kG9UURGUVIRkNUEwAnrqKp1Ijr2OijP+jo0tEnbUNOOLfY2ob5FQYVgZeFx8RkxZFVXvakqn6FzTmB65SVJfo/u5GaJJ4GDXRaZ45wDkuYQ0DFdjHZ2dMR1QNYaoomHhxmr8+KUv8OTynfhwax02VQWwcGN1q15NkqKhxh9Fj3w3WiIK9rbSKWlivnc+F48ibyzSlI4QDUoKJFnD1upm7DkchGoMYa9q0ksFCr2JUSaNMSzaXANAr8cEgKVb65I+f55bhNcloMaImPXMd1uf0ZZIevPnglEFjSEZpfluHFOSh54Fnja9okrz3fC6RJT6YudTgePSvnE3zXADYaXTNbpdDYmmHKBXgQfH99ZFRny0SeA5KEkK7iKSisPN0QRBlAxzH/OkV+WP6CNKjBNmKlSN4bNdDfjL0q91LyQkuoKbnXOmtcDAXnnWtoE9k3fQ2ZHV2OiVQo+Iwy1RvLMhFqL2uoQ2u49kleFwcxSzP9jeppM6Z/gcNYUkRGQNeW79BFbgEdESVdJuJe8KTNHk4p2F4Bz0LkqBR8q5c0DmCsHrAhGEJdV6j+yIPJ/g0xKRdHuMSAbn0umDWZl1vHa0nVxWNUek86Mdh5LWyFmDfMMKgoYvT2tOzWE5dTG4pGiOOiqvS8D+pjB2HQ6iwO1CeZHXEhTmMR6/rpCktMvBX9G0tMcPmZ5HrRVym+93fJ2dGWnK96RnuCo6LAfSeRWtrFfRoKgaNlX5AQDH987H2QNLAQB1zVGIrXg1NYUk+MMSCjwieua7cbAx0mbHrCm8vC7BilSHJCWlaDcbF4q8LhR5ReyobcbnexqwdncDNh5sgqKxpJ+njQf8qPZH4HMJuP284wEAS7fVtXq8F/tc1vvYs8CDEp8+gqUlmt78uYjho5fs2G6NAo/oiLqKPJf2Z93sIg1JSsJcv2yDRFOOMLJ/CQAk1FvwnFFwFydSmqMKWqJKWjliMz1n1hdV+8NgjIHnubRqKGSVYcHGany04xDW7W3UvZriRZzROWcWs5sF4Pbf25Zo2lsfslqz7xinnzReX3fAJvj0OpJQKyaXsqph+fY6rNx5GC9/uq/N11PkdaHGH7HuIAHDDwoa/N2YopPV2AXKftPHGxesVAaC1v5cbDhqx9eiocYfQYE3McrEjE6reJ+WZmOQb7o1FekQkVUIHA+B0yNN8S3Oe+uDrdaP2FE0hkMtsc9KVNGwbFvinbx9kK8/LFupznjMVFuqi0ZEUR2CotjnQqFHxDElvoS0H89xYAwJNzJ7DgdxoCExVdMaqsagqmi19tCOZIxFSmWYKvJcXHou5lLPIfVxaQaiOmtuKSl61N38m99x3vH43qj+AIBDzRG4kng1mc0MIq8PDfe6BPAchz31wVajMuZ5xusWrBqekKSmHNNi97zKc4voWeCBrGgo8IroW5yHskJv0p9734gyjT+5N8afVIZ8j4DDLVF8eaCp1d9lppF75rtRbESaApH0vJqaI0rKjsdU6AI1vc+6rOj1TyLPoyHU/Z3KbUGiKUcY2b8HAODLA01JQ55y3EkgJKko8Ig43BxNWcDcFNY/XIPKCsFzusBpDMnwinxaNRSKplnCq9ofgcDxSQbu6u24prWAKZTs/97TSgcdAKvG5ITe+Rh3Um+cWFaAsKw6BJBHEFqdQxeRVTQE9TV+daCpzSiL1yWgvMhrK2jUyXOJqG2OHlGX26aQhI3G31y2CsH5hHZqntPraFLd0QO27rlOvAxV01NhnrgaqsVbavD/5q7BtpqA4+Rs1rRJaQiJ9hCSVMtmQTXGoNg51BxFTSC1oFBUDYeMifCmQHh/U3XSY98c5NsUlJOm5oBYp1YqgRiRVYeg4DkuaaTBxCXwjuhxWFJxuEVqV5OCrDKoTIOsqClTfVFZg6pq+LquBXuTfD5NAS7yvCM957K51POCbsjaFmakSe+S7fiBGTUGN5vu2BVFXpQV6ikj89wQ79UUiChoCEZRZGtmKM13oyEoJT2fmOdXQDeVNFP4+tDetr2mzMYFMyLsEQWU5Lnb7C5sDEr4ZJd+s3zxsAq4RR7jT9LrXJdurW3158z3oGeBB3nGcdpszJ9rq0Bb0/Sbz/ZEmZKR7MapNUxj2UKPCw0tmU3hZxoSTTlC3xIvyos8kFWG9fubHNs4AJLt5Bw1CrELvSIiioZDgbaVuzmfqEeeC72NE4xZ1xSR1dR3y5JqM8cMG15NzoM+EFHQHNY7g0SewzElPqgaQ31LFMf1zDN+NuLw/LATE00F4DkOt55zHABgxY5DVp2R1yWgOZp8Dl1IUq2LTcCoWWiLZBfDfCNF19oaM40/JGNLVQB7G3RTRfN1CnGeOEAsypSqdgTITPecqulF1/Y6B40xzP98PyRVw4b9TVA1WGs2a9rcIm+J9M5iXrze31SD+Wv3Jxhqmu3ljUE5Zfu/rDJruOmFg8vhdfHY3xjGpoP+hH3NVG1YUdp2bWZo87PDGIMkM2iMpf238Ln02j3zQtQY0o0GI2lEjUxM0S8pqV3/JVVDICLjV29txLT5G/DZ7sQOXsD0aYodC+bnp8AjWv5tbWEX+52pG5RVhsZQFBrTo189jCiLS+CgMSAQlhO8mupbopDimhkEngMPLulnXVGZdVPo8wiW2ApJKlSmtVnMLiuaEVFJfXNj8uHWWqgaw8nlhRjYqwAAMHFIOQBgza76VrMB5vFcZMz+A4xIUwqvpqiiQVJbNxNOF30yQHqDtGVVA8fpHaQhSc3qFB2JphyB4zicOUDPzX8Wl6IT4jqVJNsYgUKPiOoUniz+sH6AFnpF9C32AdC9mjwu3W8mVb1ErU2UVfsj+ownSbXuuMwog1kE3r80D6LAIyQpaJEUuEUBx5Tov/cP721NKnpM0TSoTD9pnHJMMQo9+sylr+v0bV6XgIikJZ1DF4lz+/5yf+LFMBUugbdGunQ1/rCMrdUBhCQVRV4XDjaGbZ1KXEIDuG6ZkPqOHshM95yiMajMebHbdNBv1QU1BCVHg4JZ01boERGMqJlxflY1+MMS5q/dj5c+3Zcw+0syhERLVElZlG2f03VsaZ51J//eppqEfc1UrW642vop1CXw8EdaF4iyyrCjLoBb532OV9fub3N9JmbHWkjSR/scao4a9WOpo0ax36vpqTSudQ8mk6isoqopohfqagyz3t/qEE7m263bYMR+bsLJvTG4ohDnndg75QgV8+dNOuMiHZVVNLTof+uyQo9lx2EO1tWPy5hYjMj6eSlZi7/XxaM+KCUcq80R2UohFroF9MiLRZramr0JxGxD2nJHt7Ny52HMN46Ni4ZVWI+f0Dsfx/XMg6wyrNiRmEZmLHYTUJznQmm+kZ4z5s9FZM36fMRjflY7G2kSeQ6yll5zhqzotWwCr08T8GfIj6wrINGUQ5xxnCmaGhwXBxfPO+ocorIGxTihF3pFBCOy9QGKR9MYWoz5UQUeF/oY4qW6KaLXSzGkzEvbXZJN0SRpqnWCMKMMtUY3xwCjW86Mhkmqhp9POhl5bgGbqwL44/vbHB9mRdWseqcTeuuiiec4DO9XDABWXl/g9bqW+EJZWdUQlFTHhbOtWoC2EHi+y+eDhSQFW6sDaIkqKCv0oNjnQlNYstYf3z0HGF5NadY0ZWL2nKYxMA2OC+WHtlRBQ1ACOM66o40qGjSm6cXMqopIB8Lvh1ui2FkXsyyQVYZaW81ec1h23NXqNw8MAsclDDONR1EZGozC396FHlwyXL9ArdlVn9CxCgCleR4UG8W1doJRxRIiHpFHS7h1gahoGjYeCIABSeunkuEy0n4hSUFzVE8rlea7IaupU4Em5rmDgx4lbouWqGIVRPMcbMKp3ngNZvei03JgQM98PHDpUAw7psiINKXXPQegU6aoLVHFEr/lRbH6oDLj36aol1W9YHzXoRY0R+SkHWs+t4CIpCac//w2byq3yKM0Tz8OQpKKsNy2n1uqmicTVWN4Yc0e/GnRNkQVDSP7l+D8k3pb2zmOw6Sh+jH65vqDCeLHTIUDQKHHhdJ8fY1NYRmypmFrdQCf7q7HZ7sbUNXkTF+bn9V0Uv1toc8FZWm5gttHXOW5BBxqObJlEO2BRFMOMaSiEIUeEYGIYnyYYu2+kqJZJ2dJ1axOFo7j4BEFVDWFkx6EihbrotEjTfrJpcrwABE5zmHml4xamxnc4ZYoNKZHGMw7X/PO5aDx4TQtBqKqhgKPCEnRMKisAA9cOhRukcfavY14bMkOa737G0OQVYY8t4CK4tiJ8LR+JQCArw7EokbuuJoPQD9BHoobf7G5KtChNIBb4K0hpV1FIKzAH5JQVuixvIG8omDN14u/qwf0OiWBT6+mKRPdcypj0JhmibeQpGDVN7EIqC7SY7UTUVkDY/pFRlY7VtfUEpFR449YolVWNEeUMxBRHH9TfQaZhpI8FxqCUptiN6rE0re9CjwY2KsAp/Qtgqox/HX5zoTaJrupocYYvtjXiIff24obnvkEP3/tSzCme2ZF1dZTDbLK0GD8zmp/JKk4SwbPcWgOK/CHZEQVXYgypD9GJqqoVio3Wfu9iZn+NIuqJw/vg3MH9YKiMfxp0XY0hmIWHGJc95z+LWeZ3rYn0tSZi2VYikWUy2yiySw7MEVTRNaw61AQ+xpCKCv0Jm2ndws8ompit2LAiMznuQUIAm/ZljAYXbpt/B2DktKm8Sagv++zP9iG19YdAABcOfIY/PayUxIiP5NOKUdpnht1zVHHDQsAy7Ou0CMappf6Gv0hGeWFXnhFfbRN0BDedszPakeRVQ1vrT9gZBYSmzOSEZE16xjI94gISkpWzmEESDTlFKLA46cXngiR57BmVz0eeGczWiIKRJ6HosXy9GFJcdz1FftcaAxKSc0fNcZiJ3UG9CzQ70jMuw+PS4A/rLR6t6ynCJwipT4oQzXGSPjD+hBJjcUG9ZqiCdB9hcy7pFP6FuPXFw+ByHNYufMwPjA6Rr6pi0WZ7Cc3UzRtrQ7EagzcAgJxXiSywlBnXFyPKfGh0Kun9XbUJRoYpiJZ902mCUYV8HHRpJI8t3USib+rB4wi8DRqRwC7T1Pnaprs5/5VOw9DUjTkGzU+DUEJPGIu3YGIBJfAgze63NLtqrETiOh38WZNlKxqlusxAAQjisO4zxzA63PpTt5tpegCEdmykzAvsHeffwJcAod1exvxfpI0HaCnUae+/AV+++5mrNlVD40Be+pDqA1E9Q46WcOGA43YUdOc8PsVW0oQ0IV8OnhFHg0hCdX+MPJcunDjgLQ9cSKyZkVJWqJqq40ekjF6yLwp6l+ah59POhn9S/MgqRo2HfTbIk1OIc9xHDhejxqlN9rHnp7ruNeWXidpRppinkFmMfih5ihEjkNDMIpdh1vQM9/TahrK9M2KF73mTaTP6LIr8IqOTrP4UTt2wrKSMu21s64Fq7+ph8hz+Pmkk/HDsQOTik6PKOB7Z/QDALy6dr/jnGe+Bz0L3FBUDb0M0dQcVcBBP0/muUUUeET4w87xJc0ROS3rktZ4fd0BPLtqD174ZC8YS21wyYzzgekFpnv9aSlv1rsLEk05xujje+LBy4ch3y1gS3UA9775FSRVt+83D85gVHV8iEVBv6BWNyW6rSpGvREA8IKeogP0O1/GGLwu3cCutYucojE0xomxan8YDHod0ud7GvB1XQvcgl5YCwDH9siDopqjI3jHHerpA3rg1rHHAQDmf77fGG0RKwK307fEi14Fbigas9x+fS49pG6vw7J305QVenDqMUZazyio1xjD2xsO4vMkY2ricQl6nVdXdnc0hqQEk0qB5yyRI/LJCsGRcpK8iXn+7Wz3nP0PZ453uGR4HwCG0Z/hSq+7/cYKS4U03bLtmHVxihoTwJKqWRcHQE/N2C8cUVkFB/3iJ6ZI0R00jk23GDMrHNAzH7ecMxAA8K9Vu5P6e32yqx77G8PwuQRcOrwP+vXQ09tf1zWD4zj0LfHBIwjYXd+CDfsaHWtQNOZw4ze9hVJhzloMhBXLI8gt8GkXz0rGZ89lRKjtRdF1gQg2H/Sj2q+PWZE1zTJJ7Ffig8BzOM1Ii2+uCtg6OpOljPXjJJ3RPnpEVf93R29ITP+pQ8Z7XG5r3y+zIk0RuEQetf4IeuS5W+1+NPGKAhriOojN99nn1kWTS+CQ59GfR1FZwqgdE1VjiEhaSkHykTHtYMwJPR0puWRMGlqBXgVuHG6RrJtMADgcjHXOqYwZ5pT6Nrt4N28oTAsFxhiao0paQjcZqsaweIu+jhp/GBzX+ixAE2vElU0Y5rtE7GsItct/7EhBoikHGX5MMf541akoyXNhf0MIn+9pNFx+WasOvsV5LhwORhPudiM2QVToFlGa5wLP6aH+hqCkh6gVtVWTS0VlaEwyhqVnvgc8OJTmudG32AfZKL4UeQ4VxV49rSDyKMlzGwadsQ/WxcP6oKzQg4aQhAVfVTvsBuxwHIdTjykBEEvRCTwHhWmOocGKpllpkN6FHpxmeF6ZdU0vf7oP/1q5G39ctC1lSNgl8JDT6DrqKFFF/3uYrr92RGvYcOJJV+C5tH1VrO65TqgmVWOWc3NVUxibqwLgOT2F4zMuRC0RGRFZs7o5zVb+dN2y7Zh1cSV5bjSGJMMk01nc3xxVHAIgLMc8kAq8YqspOlVjljDoXeBxXPwvPbUPRvYvgaRoeHTx9oS75o1Gd93lI/rizvNPwHBDkNvHsOR7dA+eqKI5RvHIqvP7LWlGmjyGcabdWNMl8AhFUxfYmzUmlnu/pllpPdOvaE99CF/tb8KWqgBChus7APQ16h1P6au/xi3VASv9KvKJ0+nMqHC6XVjm36qjheCaZji7Gym4ckd6LlbTVOxzoaLY16a1g4lpZmq/aTRrmnwuAS5BT3PmG88VlFTHqB07stGg01Z9l6ox/O9rXTSNTyGYAP29veYM3YfqtXX7rQiXFWnKd4OBWRExwDmgXRR4qCqz0rTxn9X2snZvg1UDV98iQeBTu4IrmtFRaPudxT4XmiMK9qRwZu8OulU0ffzxx7jsssvQt29fcByHt99+O2GfrVu34rvf/S6Ki4uRn5+PM888E/v2xbx5IpEIpkyZgp49e6KgoABXX301amud+d19+/Zh8uTJyMvLQ1lZGe655x4oivPi+NFHH+H000+Hx+PBoEGDMG/evK54yRnjuF75ONsoDNdPErpa183o1IQLqEcUoKgswezS3qWQ73FBFHnLYK3KH9EvIBxarQeRNc36EJqpGX12ne6Ua57U9xumlv16+KwRGz63gEKvaE2FN3EJPG48+1gAwBtfHMAuowjc7Jyzc1p/ZzE4oBfGN9lOWrLiLPI103rba5qxfHud1Z0iKRpWbHcW5P5r5S7c9eI6a6ix3t2hpV0/ArQ+IDQZYUlFVNaS3ukxW6QpvgaD57iUd80mse45dPiEpGoMMOoezCLmEf1L0LPAY6V4/WEZsmLMObO5SrtFvl2zzwAY++tOyhFZn/kWkuJEU0SGosTmzwWlmNeMz6W3MicTa3rNm36hNVNzJjzH4WcXnohCj4hvDgWxeEvs3MIYw0ZDrJtiyYyGfp0k9et16XVp5vqicSnDvQ2htFISHMc5insB/T2V1NQddLIRjTFFk6JoiBr1ZUHDlqOs0IO+JXnId4v6jRjTO8nM3ze0TxEA3VTT/Ozr6TnnMWmasKYz2sfcH+i45YCi6cI6VtOUPD0HpO907TGOVXtHrhVpcglwCXodYb4RaWqJKtaonfjjW3dXZ20Kki8PNKExJKPQI2LksT3SWuPEIeUoK/SgMSTjPWP8T73N2BLQ/w6mn1R8Z5rIc1bKO2pEHjtqbLnIlsZuCsu67UaKqLys6HVPdjHJcZzlzG43p61viWLP4ZZuFVLdKpqCwSBOO+00PPXUU0m3f/PNNzj33HMxePBgfPTRR/jqq6/wm9/8Bl5v7A5i+vTp+O9//4vXXnsNK1asQFVVFa666ipru6qqmDx5MiRJwurVq/H8889j3rx5eOCBB6x9du/ejcmTJ2PChAnYsGEDpk2bhh/96Ef44IMPuu7FZ4DethMBA2ekjVr/YJb4XKgNRBzRFDMCk+8WIIocBI6ziq3Nuia3IKAxJCW9+Ksqs+6WBxsn0+qmRDNBUzRZReCKimKfCx5R0Duq4k4w559UhmNL86yUi88lWHe6dk41BNA3h1ps86AE+MN6XUEgIqMlKlvRsN4FHvQp9qJXgQeKxjBnyQ4AsCwPFm2usT6Qew4H8faGKhxsCmPVN4et38kYZ11oUiGrGrZWBdL2dgrLqnVRi8eqH+H5hPRcgUd0mPO1hd2nqaPnHtlI8ciqhiWGkLhwsO4dY15cAxEZCtNb/vU7SZtoUrR21TVFFQ2aMS7FK/KoDYQNY8fYCbU5okBhmjXHSlI0uIwTMcdxcPEcagORhGiMPX3bqyCxI65ngce6m1/5dWxQdFVTBA0hCSLP4eSKQgDAiYaw/6Yu8cTucwkIG/PqAKAmoPsJcYDVgLGlOnm0qb4liu01sc7BYp/LIZLNmY+p0sZm3Y91fHGcdcPiD8cKywFd5JkCpG+Jz4rAlea70afYCwZYPlZiEu8wnkvfBgOIRVI72jmlR5kkMOjHWInt89Az3211/8UPKG8L/TVzCNqaP1qMz7LXiDQJPGc1BbRElNionbjPvGSMFUo2x89kxXb9+Dr3xF5pCzuXwOO6M/Xj8z+f77Nm2AH634qHfkNVaEWanFEwr0tAU1CGYpQd2NeoGYbEXx5osr4+3V2P9zdV48VP9uK1tfutFFptIIJ1e/UxX+bhFYjIiEptD9KWVN3YMv6c53UJcPEcdh0OIhCR8XVtMzYcaMLBpkin52Z2htTxyS7k4osvxsUXX9zq9l//+te45JJLMHv2bOuxE044wfq33+/Hv/71L7z88su44IILAADPPfcchgwZgk8++QSjR4/G4sWLsWXLFnz44YcoLy/HiBEj8NBDD+EXv/gFZs6cCbfbjblz52LgwIF49NFHAQBDhgzBypUrMWfOHFRWVnbRq+88lmhqieoGl0riQW8nzy2iMSjhUCCCAuOO2BQ8BV4RolG8aRZQmlO0i30uVPvDcAkcTiwvdHyYZU2zCmhP6VOEdXsbLT8mO+bMuf49dNHEAMsbpdAjJtz9CDyH748egIff2wpAnyGVrMOlV4EHx5T4cLApjI0H/RhzfE/rjn7d3kZEFBWKLQ3S2+hIO61fMZZuqwODHiX4xUWD8cN5n2NPfQhf17XgpPJCvGLzztmwvwmXntoXgH5n1lbXkZ2ooqE5qiAYVRMcxpPRElGQmOjQsRfdxu9h7xRKhRlp6szdmqxq4DkOK7YfQkNIQmm+G2NO6AkgJpr8IQWqqndncpzNIkPgoZgt8saFTVK0NtM4enODToFXRFNINym0p439YVl3O9Z0HyJZ1ay0CQD0yHejrjmCw0GvY1xFTVMEh41mht5xA5xNxpzQE/9atRtbqgPwh2UU+1xWau7kikIrMnhsaR5cAoegpPv/2IW+16XXxwSjCgo8Iqqb9M9JSZ4Lp/YrQZW/BpurAhh9fE/H795WHcDMBZsRiqp48obTcaytkcJEn72XOgJq+i2ZxwAPDmFJAWP6bMb4CINZ63VM3A3L0D5FqPZHrI5YV5KUk97RmV5zgvkaAF2MHmwM4die+Sl+womq2euZnGlWUeBRmu/B4ZYo6pojjihdKsy/23HG92akyevirUiTJZqisdb5ppBkFWADqSPOEVnFGsP5e/zJZWmvDwAuGFyO5dsPYeNBPx5ZvN2KcpXkuSEIeprRvKmKF40+t4DGsISQrEe5NY3hg801+HxPAzZXBVKWLKzceRgzLzsFi7fUgkGPONcGIqj2RxCIyOhV6NGnB/DJI46Kphmdh4m+Zz3y3aj2h7H5QAD+SGKtZ3eQtTVNmqZh4cKFOOmkk1BZWYmysjKcffbZjhTeunXrIMsyJk6caD02ePBgHHvssVizZg0AYM2aNRg+fDjKy8utfSorKxEIBLB582ZrH/tzmPuYz5GtmB9I0+AuJKWeYF3odeGgP2Z2aUZgzMGaLoG3TpDfHNLTYi5BT9ntawhje02z43coKrNSCkP76pGmuuZIQojdLKI9tjRPv9M1uprM352sjmH0wFKcXK7fwQ/qnZiaMznVKEz9ykjRuQQe+R4BPDj08LnRp8iHw8GYaAJinle9Cjy4t/JkFPtcGDtIv1gt2lyDvfVBrNoZiy5tPOi37n5dIp92O2xUVtESUSwvrLZgjKEpLCeMJjGJtXcnjlFpD/buuY7KJklh4MDw5oaDAIDvntbXOuH1zNff48aQBEVjCEsqRM75mvRuL/311DVH8NWBpjYN7QK2WVgeUdC7uuLEeSAsW/PnJMN52X4Sdgk8BI7H/oaQ9bdsCkk42BSybCR6FSYXTeVFXhzfKx8ai5nLmqLJbCwA9IuzORbIXtdkwnP6Ohljlr9Zz3wPTjE+O5vjisG/3N+E37y7CcGoCgZdvLdOGvUjKkNzWMauw/raXAKHlohqpeYK4kwezWhzvGgy12t/3YkpYz7t0T76/vr/PSKPXYeCaVswmJgTBgBnPZNJfIounmXbavHK5/sSzl1eF4+WiIqwpHvNmXYsXiM9BwCFvphoAvQb1EMBKcECY3OVH7e/sNYqlrbz+Z4GhGUVZYUeDDEil+ki8BxmfOckFHhE7KxrsW5SS3wuiDyPPJdgRd6a4lLALrOuKaoPfv7mUAueXL4Tn+5uQEtUgc8l4NjSPAwwvgaVFeDsgaW4eFgFSnwu7DocxD1vfInFRiH6RadUxHyhjBuntry3ZIVh4cZqXPN3ffySHZ7j0DPfA1nV0Kc4cR5jd5C1oqmurg4tLS344x//iIsuugiLFy/GlVdeiauuugorVqwAANTU1MDtdqOkpMTxs+Xl5aipqbH2sQsmc7u5ra19AoEAwuHkc6ui0SgCgYDjq6vgOT30HR+ytkeaBF6/CIUlPdL0n8/2JR0VUugVDb8b/XWZF6oCt+7n4TE+IIDeAWR2bOnCyYMDjWHsqG22TgYBI6QPAMf3KoBb5KExOCbGM8awvyHm0RRVVLhEzpEG4JA4eZvj9BPBJcP74IqRxwDQ61bq4jyXzBqlL21+TYVel1VTZbcgMIXm2BN64ueTTsbsq09FiWFOV3mKbhb38Y5DmLd6DwBg9PGlyPfo9TBfG8aKLoFPa9gpEBuKmk5KIKrofz9PkiJwIPb3T+bT1B5i6bmOP4esadhUFcD+hhB8LgEXnRJzKzZPmI0hCSrTrTBcIo/6lqh1UTfdsg82hbH5oB81gUir0Ts1ySysPJdoCXHzQt8UlqGpespYUrWkac4eeS4cbo7ikDFDcG99CKoGay5ha5EmAFYE6JNdDXo908EmALF6JpM265pEAfVByZES7FngtoqrvznUYtUPfrKrHjP/uxkROWblsLWV9B2gRyBTpYEVTcM//rcL//faV/jmUIvl3t8YlBypOZODrYimoX2crzlZek7gYfhBtS895xUFqIzh67qWdhnJKhqzipCTRV7L4rya7FQ1hfHE0q/x0qf7MOv9bY4bQ7Nb8ZtDLdh4wG/VN/lcgnV8FRtRZFM0maN2AraOxpCkYt2eRtQEIvjrsp14a/0BxxqWG/WU55/Uu82bIlnVktqF9CrwYOqEQY7HinwiRF4/15qiKdnNCWf48TVHFFQZEdCTywvx6PdOw39uH42nbjgdTxpfc64ZgfsnD8WPxw/C7P93KvoUe1EbiKIpLKNHngtnDyy1zrONQclIl7d+sgnLCjYfDEDRWFKTV69LQI98d9JMQ3eQtaJJM7w6Lr/8ckyfPh0jRozAL3/5S1x66aWYO3duN68OmDVrFoqLi62v/v37d9nv8rp4FHjFhPZL88A0h6BKiobmiIJ1exrw8mf78MgH25MKkSKvC/sbwwja3HPzDBO0Qo+I8mKvnmKIqlYKAXAKJ/MO1Oys8bkE+NwC+hgnK3uK7nCLZHUy9Sn2WjVKZkTF6+LhEvmk0aa+JT7cff4J1ms1w9/2eUvDjykGB71uKlnXinln2SPPZV14OY7D+Sf1dhT+Du1ThP49fIgqGtYaufkbzhpgdeiZoswtpD+2IiKr0AyTwFRRgLaKwAFYI0ni53y1F8tyQEsUqunAmH4SNIs+K08pd4yh6GmIpoagBA66CWV9SxQ/emEt/rx4OwC95qQ5rGBrVQAuQYBHFBJMBE2iiopo3Cys4jyXdWE7qbzA2E9DWFZsnmWJr00UeHhEAfsagqhqCqM2oKdqzGOkNN+N3YeTX6zHGKJp/f5GfHMoiMaQDJfA4eQKZ9RlkK2uKR6fW0BYUhAIK466k96FHpQVeqAxva7pxU/34uH3tkLRGMYc3xP3XjQYgL6ttb+ZRxTa9F0C9EiTeVHcXtNsFZDXNUeSFv+a+8bXE/Yt8Tpqhlx8YqRJ4DnwPNKONJn7qYyhV4EHTUHJurlLB1WLGUuWJ4kYxhtc2nlz/UHrJuKzPQ343X83W+db83UdaAyh2Oeybl68Lt66ASn2OUWTPmqHOaJlwajimMzw7Ko9ePHTvdiwvwl///gbfLGvCUDbqTlF1X2z7IbCdsYO6oXvDNUDAG6Bh9clwC3yeo1XnukKnniO9LkENAT1GYbmc5/WvwQnlRe2+ffrU+zDn64+1coEXHRKBUSBt2oDG0L6OCWpjRvMsKRZ78t64z3IZrJWNPXq1QuiKGLo0KGOx4cMGWJ1z1VUVECSJDQ1NTn2qa2tRUVFhbVPfDed+X2qfYqKiuDzJRYfA8B9990Hv99vfe3fn97sqI7AcRzKCr0O4z5AFzHm3KPGkARZ06xZSoDejZOssLTQ60IwqqKqKWyJpgK3XtToc+tpLfNueYdtbIX5O4u8InYfDsIflq1W7RJjHX1KTNEUO9mZReB9S3xWlKbY57Iu/PoHO7EYPBkMQGmeG/5IzDulyOfCQMOO4Ksk41HMOof4zqh4OI7DJFvEZMzxPTGwVz5GmBYFRmpE97dJz3agOaIg3yMiakQB2yIsq1axczKsSFNnp49znYs0qRrDzkMt2Fyt2wxcdlpfx3ZTNNUHJTCmO79vr22GojGs39cEVdPd3c10kN4QwKPJSFvFY94Q2EUTz3FWavnY0nxrWyCi6F1UsppgAGpSkudGQ1DGgcawleozi9KLvC7ke8WkEZsBPfPQp9gLWWV4fs0eAMDgiqKEWiyzGHznoZaEiIBHFKyZeQ3G+s33a5gRbZr9wTbM/1wfQHzxsAr84qLBGNqnCAKvt7LHR3FNt3/Td6mtz5GsatZr298QsgrIm8NKQmouJClWo0i8aOI4zkrHA/p5IZnlQDojVEzMlnNVY1Y3aKAdg1sVNXbxNdNzqsbgD8uo9octYV8XJzjqW6JYajhq/2D0APhcAr466Mdv3tlkFdaXF3nRt9gHr0uwxJTPLVqfJVOQ2IV/oUdEbXPUqjOVlFiX5thBvQDoXnS/eWcTFnxVDVVjOGNAj6Q1a9ZagxJ6F3ogCK2nYu8473icd2IvXHtmf6iaLu4EnnOMUolH92tSIClqzJerR/JrXzw98tyYddVw/O6yU/A9o2HCTNHXt0Qd45TiYYwhEJGtLtKaQMRx7chGslY0ud1unHnmmdi+fbvj8R07dmDAgAEAgFGjRsHlcmHp0qXW9u3bt2Pfvn0YM2YMAGDMmDHYuHEj6upiYb8lS5agqKjIEmRjxoxxPIe5j/kcyfB4PCgqKnJ8dSWFXj3MGp9vN4WAWT8iq87REmYLajw98lw42BS2WunzPHoqyyPqZpMnGbVEO2qaE3620OuCpGrYfajFMhrsYZw0+hgDf+2Rpn1mPZPxIVQ0zRGZcAk88tx8GiZoun9InxKfMY8t9uFPNlLFxGonL/Do3UttFHFfcHIZ3KJ+Abj+rP6O5zadx00bhlSdSpqRVvKKAlRoVtdUa7RElIS79a3VAXxdq/8NzBNPR9uBTfhO1jQpGsN7X+nH1Xkn9nYUVQOx9FyDMUpFVjQcMNKzkqrhYFMYLoHHsaX51nHgFfWLUbILvm6QiYT3xkzTVhR5rKiHOX8uKCloiShYtq0uIa1tFu42hSSU5Lms46PQI0IUOOSJIhTGEgQPx3FWis6sLYpPzQF6s4NL4BCS1ASLDwDgoTtxN1pt4fpn2BQhIUn36fq/75yEH48fpHcMugTLp8yeolu4sRp3vrgOCzdWw20Zr7b+OapviVpieV9jyJrXGEmSmjOjTCU+V4KgAmLWA0Br6TkOgpB+TZMVaTJrBw3vqXQ76exmp+VFXtQHozjUEgHP6aKvyKg7iq9peufLKigaw5A+RfjeGf3x+yuGodAjYket7swNmCUS+vpMDzg90qQ/hxVpsom8fI+IYFRBU0jWhbmkWJHwO887HneOOx48p7+/3xlajt9MHoJfXTKk1dcXkhTwPHB87wL0KfImjIsy8boE3Fs5GNec0R+Kpll+VGa0PlmpgDneSFYZDhjF/2bTTjp4XQJOH9AjVtdoRJoOt0gAa32eoKyyhGhitkebulU0tbS0YMOGDdiwYQMAvfV/w4YNViTpnnvuwfz58/HPf/4TO3fuxJNPPon//ve/+PGPfwwAKC4uxm233YYZM2Zg+fLlWLduHW699VaMGTMGo0ePBgBMmjQJQ4cOxU033YQvv/wSH3zwAe6//35MmTIFHo9+EN11113YtWsX7r33Xmzbtg1/+9vf8Oqrr2L69OlH/k1phQKPiHy36DBtBGI1GA0tEhRFN7i0K/XV39RbJ2c7eW49+uG3eY54RD11IXCclWKIjzSZ9Mr3oCYQscLhPfJ0OwPzrjlZpKl/aR4Y0+8ifXEn6CKvK6Voisi6AOmR58KxPfMRkmIn1FhdU1NCtMLuwdMYltCYJDxtrcPnwsNXDMdDVwzDwF76e6A7j+sWBaYBIQekHJAqqRokTa/FETm+TQ8evQhcgtcWtVi6tRa/eOMr/PLNjahvicaMBDsx4gCwR5o6aCLIGNbt09OXl53aN2F7D+MYMAuyOY7DHlt93a4kBdIelz5yJJmJalhSEy7IACzBXlbktSKdzVF9/lxY1vDGFwcw58MdWJjkxqHY50K/HnngbU7hvQs9ul2HyCHfLVguyXbGxHW2DUsimkSBx/HGsbOz1RRdbNZdqXGBOWNAD+S7BRzXMw+PXTMiIU0zxEgDmtFjxhgWGOL1qwNNulGh1rbtgP1mxvxcugTOqpmyY9UztRJxMOuwzOdINkS6PTVN8aLJnN2Xrvu+PWJRXuSBpKgYXFGEMweWoqLYa4nTuuaodY5oiShWmvl7o/SRJCeVF+LCIXqKK5nhqBkx9rkEW6TJmZ6zXj/Hoa45AknVUNMcjdkh5Llw6al98dKPRuP5H56Fn15wIs4a2LNVmwGNMTSGJBzbIw+l+W70LfG1GW0yYSzmSWX6VvlbiegKHI+WcOw9jK9jaw+mQKsPRsHbDC6jioo6m+2HrGrW59hk/f7GDv/eI0G3iqa1a9di5MiRGDlyJABgxowZGDlypOWhdOWVV2Lu3LmYPXs2hg8fjmeeeQZvvPEGzj33XOs55syZg0svvRRXX301xo0bh4qKCrz55pvWdkEQsGDBAgiCgDFjxuD73/8+fvCDH+DBBx+09hk4cCAWLlyIJUuW4LTTTsOjjz6KZ555JqvsBkSBR69CN8KyM0oSKwaXwHF6LYcZXu1T7IWiMSyOG+ZoUprvjkWa3PoAR7fIwyVwGGi0++46FExa8CwKPIq9buskXJLnRkRRrZNHspPzsaW6K7Jb5BO6IPLcIrQUcY+IrKHQJ0IUeJQXetC70G3N0zPTF3XNUev1m8Sn50SOb/Pu9eSKQkuEAXqEYUSciabIp+6gi8oaZEUf3Oo1vKNa8yuJGikis57po+11eGLp12DQxddb6w9aNV+djTSZFyfG0CGfpqBtXEn/0uQnVnMUCQNQUejB3vrYCJI9SRoUeI4DQ/KZdM22zjk7ZvdZWaHHcacfkvR6s73GcffxjkMJP2vnkOXR5IGi6lHQXgUetEiJIvfkikLrGHcLvNXdGc8JZa0Xg5upkKa49FzPAg9e+OHZ+Mt1I5Pe5Q8xIjtmpGl7bbMlbMzPGBja9BCzz4lsDMlojsjoXeC10kt2zLrFZP5oADCwV75189PaMekWYnU/qTDFlWITTbLC0vZEMyNjPpeAPLcAQI8ougTdGqBXof4awzazyoUbqxCWVRzXMw9nDIiZSZpRv2TlDWbDQr7RPAPAinTGnxMKvS40tEhoCkmoM86J5UVeS2AWeMS0CpybQjJK8tzoZ6Tuin2uNqNNJhzHrPSxOVZG/f/tvXm4XFWZ7//d81BznfmcnCFzQiZIgBhkiBiTICIRG0VRBLkiCu2A0l547hWe7tsiKCra9vXCr8XWxmawEbpRoYEwiUFJTAhgiAFCEpKcDGc+p04Ne+/1+2PttWvvmk4lZ07W53ny8FC1T9VeVavWetc7fF9fk3Y/yZDqpYDUhtVRVar58xpFUO/pof40tu7txesH+rwwqmUTHPLlEwI0WnC8AqcTwaQaTatXrwYhpOifX437s5/9LHbt2oXh4WFs27YNF198ceA1dF3Hj3/8Y3R3d2NoaAgPP/ywl6vEaG9vx29/+1ukUikcOXIE3/3udyHLQXfz6tWrsXXrVmQyGbz11lu48sorx2vYx03MVIqSdz3ZgcEMCBGoFU9o2e5lZ1BV7cdfO1jSSNAVydv8TE2C7BlNIpIhBRGdSgHsPlq8yQFUL4eFjJjYHnPLdvalaasNQrzwXGuCGk2aLEEvSHamFXSVvR8520HcoK8vSyJaXfkC2yEwVMnbwApDdEd94TkBgO6e9I8FZkRtc42mkZqdAvRUxSq4mLJwOUHHFEsCV0T8/s2j+P5TfwVBvrT7d693egtktaJ35fCH544Hdh+igCKPIUCLA5gR0zWUpZuzb5F++0jp+SSV8MZZtoOhLDWaXt3f54VWB13tKwCoj+Q3/UG35UXWPdEC1LgoV2YOBD2RFqH5VjVhDYQUV6yKgoCVM6m3aUFjpKy21Fw3J7CU7IAqixhyjTsgH55jz5VL8mfhsD1dKQxmrEClUWd/Glm3PUql8HNh5SnrB1kKf+Uc83T457skCljhGhqlSvxFd95XC/PasM9cFGgy9UiK0oyDnlGiwXao90uRmUyFSAVgXWP+8AAV+f3PVw4AAD66fEbgc2ef9d7uVFF+G/veTC1fPce8q0Nuex+GoUoYzjnoH7ZwxDUUGqOVcysLSWVpe6COmpAXQmV9DeUK3ib6XeU9faYmeb/XUnlNiiR6Xp8ZxxCaK0XcpGKiDqFG5kDGwiv7epHO2rAcapA7bsHGEXdOrpyZRESXkcoeXzP1iWLK5jRxionqCgxVDmy8zHtydCCDkCZ7wmstcQPnzK1FVJdxdDCLP5VpRuudmtx8DkkUoKsiLCef18RyakrRP0z/PmrIUEQBcUOluVcOQddQBj2pHIYyNkSBuvlztkM1lApOn5os0pyMMiE6hxAIAgKnn5ihwFAlb9FgjURfKUgG91dGiaIAQxGRylWfYArA61f39hGaAK9IVDyxUlUIzS0h3vgyVnkV7O4h6ro/PJDBd/97JxwCrFlYj299ZAnm1IWRtRxvUxi78BxwPFlNPW55fliTizb4jEXzcZjR1D2U9bxMbIPZXcLTBKCkNy5jOchZDrbv78XNv34V33+KKrizhTaqyzDU/GYwkLFo09b+DLK+PIo/+BTdCyn0RCoSDZ+wsvFCPrq8Bae2xvGxM8pXzDJP05uHB0seWNi9qbLoteAYiURIRWM0r8T9wq78mBxCNyJNFtGTypV8T6uE9IXnoSoBE7ZsjhtIZWj1Z1dBqP8ra+bijo8u9RTR/YRUyQs9VoMkBY0mwNXzquKAY9l53a6GqA7Lcegh0NebTxFF75B5aCCDHz69C/1py10rg33eYobihad2HBwIvA9bo/yepvqIhmRIBUFev4uhy3S9qaQhVY5U1kLfcA5z6kKe6LD/HhsreJtsh0DyGY6yKHp5XTc//Cpu/vWr+P9eeDtgFDIZj2qTwMvhTzynVcE2asMabbPkVquyLhNdnjGp4zR3nf3z3qkbouNG0zRCVyTEDCXQB6nO52mKGYr3A2pJ0Eq1tadQr9tjrxwo6RVhiYshXyVIRFOQsx3Mcxf+nRWMJvZ+UV3xkj7ZovDa/j685CrcNsUMt1LHQaREUqmhSIi7TYVLeYGylgNNFl23O0WTJUR1xTNElvqSwZkXJWfnm/XGTRWKKCBmqMiVqeYoR8JU0e66xl/d3wfFTbqtlIc1mLE8UUdBEEAIKTm27qEs9nanEDcUvPourS6bWx/G9e+bC1EQcOnpMwLXq6M0mjzJgeP0NLGS5VLJwYNpC2Fd9jw/XYNZLxx3WmscokBDDaXy7Jg3zu9ZYH3rWAuRP77djcMDaa/YoT6qI+1rzNvvajUdLAjR+oVKC2FGdW1YAwjxvK31Ua2kDEJTzMA/XLw4EMItpC1peo11//b+rXhmZzAhnc2bmpCKrO0EEogrwTwg9/1xDwYzFmpCqudh3deTQkiTMZi2SubPWQ4p2mD3ljGaCCGep2lG3EDWdpAIKXBAAp+JJkuoj2glQ0xxU/UKQ6pBKuEBVSQx4KUsh02IV1XYENXdVlKi106KHQZZ2Oj+l/di09tdkEUBX/vAvJLJ6qVCdP6cO1OTvHHLkuiJ7L5ccECNGgp6hnJeknpjlUbTcNZGbyqL2XVhdNSGig4ogiCgKWZAFIWSeV+WQyAL+UbesiRghdvPrnc4h1f39+HRVw543jYAXhL4aD1NQN6D2jucQ31EDzSXBqgnM+s2hgfob/m0Vnp/26ZwMjg3mqYZtREtkGPkVc8NUavdfzoEaMmyLArYvr+v6MdsO8RLLA/7XM26IsF2SL6C7lB5Vykr+47oCk36lATvRPT9p3bh/z73FoB87gsBDY8VIooCFjZHMacujP50Dl2DmYCRl87Z0BWpKByUDKneBkTbWYjoG85hr+vdYAuVKlFVXNmVaZAF8Zjj5ovcpN9dhwbyrUBGMJoUX3iC9fDzk7UcvH1kEMSheV1vuqGrxS0x7/t4z6war2cfMIbhOef4es/1pegmVqotTNqyYSgyYu6J1u9pmt8Y8ebl2yVCvppMPY3+jSltOSAgXn4SAfDUXw55YaYG9/eQdI20gbQFmzjeBjq7LgQBwI7OgUCfOj+eyGRIhSSKAWVzqUTFajVIooAvrp6DkCphX3cK33vyr7jul3/2vn+2USRDKvpSOXQXhL7KwfKa3nE/0/fNr0dbDZ0bTELAJk5JvTLbZzQxT4LfaNpxsB+f+emfcOOvXsFPX3wHwznqIW6M6ci6ofGZNSH0DgeVrglQMlH/WGHSBH7jUpVEDKXtir3L2N8c9uW4WbYDU5UChoahyF4YjYWIr3pvB+aWyUtjBmopo4l5xtlvVBIFT5pk856ewHepSCJ0WfS+k2o8TTnbQVcqg9n1YcwsYTAx4qaC+ohWsiLOcttpsfCcLAq4ZPkM/Pv/WIk7L12Gi12pENYvDqBaVMDoPU1Avo8jW4ML7/vwQAa9qaz3fH1Ew6ltcQBUWLnafp0TDTeaphkRXYYi5/MWYoYCRRJAQPNH/KdDgFrvG06latr3vLA74Bnxhx7CmuItWkx2gC0m+3uHS4YpHJJv1hvWqCSCKok4oyMJSaQVco1RHYuao/jIaTNACIEAlBVv1GQJc+rDWDojBkUWPXVfgG6eCVMtWjxMVYIowtWpEb0cIBaiY2Eclq+iyiKihgJdlbw2HtXCkuPziczljaacW/rtN3BoOwYrsOG825PC0cEMalyPIRNE9LeNEQXBq+wBULFHWzXkT/TH9/fM0xQq8DSlczY0mYbmku4ps3soi3e66efVXhPyWoyUypMTBAEOyVcn5WwHR/rTkAXRMxIA4Mkdh71S/nrXq8AW6D5XcuCI62la1BzzDI1SITqHEG/RZr8ldjKPGorn/RzJK0eFZXM4OkgLERxCcP6CevzLZ87AFe9pR0SXsb93GE+5RRmsgKEmpMEmBGGtuvm4sCm4wb9vQT1amQHkHphCKpVRKDT2LJt4atDMK+sPz/3nKwfQncrijc4BPOK2x2EeAofQvMG2pImmmIHDPgOUEFRdIVeJwuo5AJ74ZjU99Y4OBj1NZsHhLKTKnjQKQHNoSlV/MpjRtOtQvnVUXqNJ8nSo2L0vao5CkQQcGcgUefBqwprn0azG0zSQtlAb1jCzNlwxkZ55mwiKe9tZtuMeZJmnSYQkApoiYV5DBJcsp2vKm4cH0TecQ85XRHQscgOlIIR4+a1srvvRZMnVaLK8/KqGKK1Sbk2acEiww8NUghtN04ywKqMhomM4Z+NA3zC6hrKBHnT7S1S8fOz0VtSEVHT2pwPS/cySN1UJiix4OQWqLEISaOUJ+4GXKp0eSFtel3ZTo6EzTZFw9pxa/Me1Z+HBz6/CPVecjm9fshSnNEWRtR2oTAuqDIIgoD6qY15DhCaBuqE3hxCE9eJwUEiToSuS555e6pMeAIL5KrSBK+0XFTfkorymkfRgOmrpQvLOUbogCm6z01LQXBw7UFWkKxLSlo3uVBZ9qRw6+9LY25VC3FDdhqv5pHsm+cA4d24d2pImZFE4ppBHKUShOAzS2Zf2DOCR6PO8i8HvYyhjIWYqSIRUL5/hyGDG25g7akyf0VTae6lIghdaerc7hc7+NBRJ8E7pIVXC0cEMnnMr4urd77XW9W72p3NIWzaODOZFGVlPwRff7Cp6P9bmQRRoiFkuCOnMbYggbtKmoeU8TgPpXF4+IKR6YUaAzs9LT2/F5Supthw71TNDrSasgoDA1KSKCdyM1qTp5UDNqQ+jLWl6G9y73fm2MgOZfOk4w3Ic7zHWL69rKOtVQ7J7+8QZrTh3bh0aozouWOwW1RACTaae2tn1YRiK5B2kCMioFOoZzPCyC7w0ObuyjAJAvabMA5oMqXAIKdKdUmTBk0+oDWv48vvnVrzvphiVsrAc4rVQGvLJDYii4Bk0kiDAVGVPhmGzz3sD0N8GCzNW42kaztloiulVaVzVhFQkQ0qRt4kVyDBk936ZdEkypGJmbQgEwNa9PTQ5m9D9gIkmHy9HB7PeIfxoCU8TAMQN1TskarLoJekvdz129/1xT8DbRAjBI9v2V8xPnAi40TTNEEWqxHt6RxKLW2IIaZJ3etrbNeSFy/waG4Yq4ar3zgQAPLjlXa+qiOVRhDXZVe6lP1C6ONJEZ9ai4q8l8ppYXkrUUCCACvCFVKp4XOrHnrMIFLmy0cSoDatoTZjoGqInZrooFXuodEVCRFM87wTLM3ltfz8O9A57YZq6sEYXEXchjZvBvKbuIdq4tVI/OabU253Kom84B12W0JsqrXmSydnI2QQPbN6L2x9/A5bbwTudc/CqGyp9ZV8vHBDPY7O3O4WsG1ZojAUXVkkUcPtHl+L/bFjsneCOl1KSAwf7hkvmGZWCbbyFOU0Zy3E9E4Ln+dnTNYScTaArIhqiekVPE0BFLvuHLRwZyOCdriHEDRX7e/NhF6afw5Si6yM6bOKgNpQPzw1l85VzzTEdZ82m6ss7DvYXNYFlBRJtSRMOqCfSr7geMxQsbo6hKWagcyBdModtMGOho8bEmTOTWNYaR1gv9hqxKrMdB2nX+C5P2FIFIECX5aqqxERB8Ob4B9zPgoVu97vK4JIogBAUhehsh6DP3YRmJAzPsN3Xk8K2fb0YztmoDav4xJltuHHdfNxzxem4ZPkM5GwHsix6PRHDmoxESPGMPCo8OuKtjwjzynb7NllJFOAQMqIXznKI13Q5aiiAUCyDoEoi5jWEcfMFC/Ddv1laMrzsRxCEohAdOyQZigRVzg9aEgX3u3GNpoJUCNaahBWvVCKVtWAoovf9jIQoCpiRMJGzg0KgOd96B7A+gGLAKF3u5jj9eW+PL5/JGJURnLMd2MRBMkQ/33JhcZYGAtDfNnvPS5bPQG2Ytuv6x9/uQM6mnS5uf2InHnh5H+55frcnhzEZcKNpGiK4XqCWOF34mG4MK4ePm0pR6OTcubVY1BxF1nLwLy/uBgDv5BN2+84xD4TqxutztuOF6H776kE8/lpnYNNgp+uEqXgiamFNKav+mrUdGKpYVRsQQRDQXmMiZijo7E9DV4q1nRjJkIqMTTecmbUhRDRaYfj5f9uCf/8TFUqti2ggIFDdRSSsyV5eUyprIWc7aIjqJXMD+odzbo5E3vO2p2sIuiK5JcbFC3rGopV1v9ryLn7/5lFPW6c5ZiBhqKgNa2iOG6gL540jduqaXRcumVgb1mRaATjKU32huCX9DGz0DVeXjNxbwmjyh+YUUUStG55ja3hbkgpJMtHH/b3DJb0HmiIiY9HmqA6hnhrWeLotaWLtKQWNtaNURiJhal5ejS6JnrHcEjdQG9awoDECAuDFglMqC5e9f0EDLJvAKNEs2VAlLGyKoi1pFoUamExK1FS8eZ0w1CIDqDGqu6X7tB0PM2gSpgpJEBDSJEgj6Icxrj13Nr6xfgHWu16guogGze3dyMKWYU3G4YFM4Pfq1yeKm6p3CNjXncKmt+nn8p5ZNUUbZq6EhzgZ0rxDB0H1/eUqcd48WsH26CsHAonsBEB6hGrXoYzl9WYMa7QVVGEYW5Fpj8vTO5JeOHwkPKPJFbn0e5r87WEEQYAiCV6fyr+4xjGDhb0KK+BK0Z+2UBfRPCXvaqgJqUiE1IB3kRR422Q3B8s/x1a4OURb9/bmK+fiowvN9aZySJiqlwheKr/Ou9a9X3+D5WRIxa0XnQJTlfD6gX7c8cQbuPFXr+DFN49CEgV86j1tZbXDJgJuNE1zNDnvaXrVjQGXUnIVBAGfP3c2RIGqhL91ZNCTJ2ALNvM0sUqTnE1wzpxaJE0VXUNZ/PjZN3H1v77sbTTMqxU3VQgCNZqozkzpe83aDiJa9W5fXZFoTF8QENLksrlQIU2CAHoilUQB171vDhY2RSGLgrdpt9eYAAQv9BLSaKn6kKvM3FFr0tOa4wQWlZSrMcJ+3F6IrmsIuiIibTmebIOfdM4OtKxgJ1VJFKCUaS3x5pG80VQOQka/QbHvh7ZRoVopOdvBoGs8jgTb0PzhUhaaC2syRFFAbVQNeB/a3XywhKkgbihwCLwEcYcQ731VScSwRVuMsLAzy2fqqAmhvSaEBb7y9pqwCgEiZEnwjLj9vcOw3F5stW6hhLchbzvgvdeeriH89dAgJFHA6vl1gZYThaiyGOhnxhjO2dBVKTCvCw8sDOZt2rKnxzO+4oYCSaQbhaFVpx+WCKk4e06tZzyLguAl7rKNz2vh4VO/P+oKW0qigIgue7lQ73Sl8Mfd1DNSqHgO0Hwt1Ve+D9A0AXboYCr/o+WTZ7aiNWFgMGPhFy/t8R5XJXHEHnRsY2YK5IokFBVMqG5SdLlDXSmY0bSjsx9HBzPe2qe7Yf7A68siasIqWhPUOGatdoC8p2mkfCbboe176iLVyxIA1CBqSZgYztne/CYolifRZSkwfxc0RWEoEnqHc3jelbCYUUaw1g9b3w70pQKGmmU7sBwHNWHN+/0eLSjq8cMON/UFfUHba0K4+YKFkEQBL73djXe6UoibCv73had43ubJghtN0xxVFlHjukHZKaic/P3M2hDOnkM3j0e27vflNMmQZSGQcBhSZeRsOvn/76eW43+cPRN1EQ29wzn8aOMu7Oka8nJgqKeJQJaomB0zYAopjLFXQ31EQ0vCqBhjZ3lNLI/kvXNqccdHl+KBa1bh25cswf++cCFNThcEaBJ9f0USETNkHB3MoDGqo70mhGRIRUxXAnH0nlQOjTHd84p0sGTwoyl6IifAYIkqj4G05W1SAPCXg+VlGxgsb6wwnymAgLKNaKulMBGcKZdnrfLim3760yU8TZaDOp+LPaTKnlYTQPOZAGq8d/hCdF2DGXzlgW248t4/oW84B0GgWl/1Ed3biJmnqd19DeZtiuhM7ZmGbqNuuIV91o0xw3uNNQsbkDRVHB7I4Mm/0I2PbYBndiQRN1WvxUU5oroCU5MDuUfDWdvVT8vPa1OTobrNc/34jSa2yUdNqnBvqBIShlIxrymVtcpuPiyvieWPiYIQaBEDAJ39NKQRMxSIguCF9Z7ZeRgDaQsRXQ60RmFkbQcRPajJFdKo6nYqa4+JIQ8AiizhM2d1AACeeL3T04dTJBFDmcoVdN7nqSuwHWoslDKaVFGq6mDAmFUXhq7Q97/237Zg+7t9kEUBZ8+p9Q5g3uvL1FO4oj0JICg9wCQyRspnGsxYiOmKFz04FhoiGprjOg4P0EIEAcWVtqocbJ6r+KQS2NwpJTfgEKoifrg/jQN9KQxlLUQMGXPqI8jatmc49Q7nkAypaIrpngJ7ziZljV6vCjaqo3soG5j/y1rj+NL5cyAKtAn29z92akk9sImGG03THFUSvUolRqWeQR85jVbSPb/riFf2HdLkovi/qcpe7NtUZVx8agvu/tQKrJyZhEOAe//wjheeixluqbZI8x4UWSi5MAnCsVd+iaKABY2RirohuiIhostFp3RVFrGoOYYzZ9bAdqhRp/jyEBIhDQ1RHbPqw56XrCmue56j/uEcQhrVoZFFGq7sKKig02TR04FiOA6hbQN86stvdPZXDL0EksAreJoEjL6826+HQwgNJTqENuscqZcVAM9DyRLBU1kLhioGKpOYphiDeZoAYJZrNL30dhf+7j+2Y/fRIfSnLWx3w8thTfbmCSF5uQH22Z83rx7rTmnAZ1Z1IGcTyLKIkCZ795MPheY3KF2RPL2rBzbvQyqbV9Re4zu5VpqfqiyiLqwWSSLUFoR6DEWCrshFBuji5pg3X/KhJFq1qkoiEiEVuTJzpDeVRW+qOLmbwQwg5mmiry3jcF/Gy+NieV7sAMLCc+z7fM/MmpLGj2UThAs8xLIkIh5yNdLGwJAH6Nw+pSmKs+fUgAD4yfNvwSHEbURsVxSS9YwmQ3Ybe4tF36UoCjBUyWvTUg2SKGCB2/MvYzmYWx/GDz5+qlspV2yUOQQ4o8PNE9rT4x0e8+G5kY2mxph2XLIisiRibj0tXDg8kIEoCFDE4OvoioRCiboVvvYxQF5uIGc76E1lcaBvGIf607AdB40xHctmJHBGRxLL2xKYXRfGgsYoMjb1DmctG62uRpmh5hXYC3MJGV7/yIiG4ZxVNL/PX9CAf7uaSiQU/s4mC240TXMUWfQaMTJaEgZst1lqIayk3yG0vxngVs8VnJpCmgwBwVCELIn47HtnQhYFbNnT43UAj7khBtkt11Yk2jPKj+Umh5cLsVVClkbOg0qYipfXVAqmWeJfjOrCGk5pjnoeCoBW1RiqhMG0hYFMDm1JE/URDSGVyvuzjXtPd8rznA2m7YCxkbUdZG0bnX35hSKVtcsKCQL5JHBDkdAUL7+wHqceZYDC6jk6TwRXfbnyKdzft4p5mvrTOdRFtEBYijYlzRtRHT6jiSWDb97T47nngdJ9vo4MZpDKUvFKVvmkyiKuP38u1i1qhGVT0VNdzhtprHVJYd7DukWNqA1r6B7K4lu/3YH+tIWkqWJFe4KGdn1CgOVIhFTYjgOH0PY9sigUJcRLooCYKRc1dFZlEUt8DX6juuw1rxYEAWFXTqTwwDGYsZCx6IZVLlmchdr2decTZEOaDIcAuw4NYjBjeZWkCVPFgd5hL1mf8Z4SoTmA9i/TSuR6JUzVPViRMdFpElzj67Iz2mAoEv56aBDP7jzi9aCrZNCzcGdEp9Vu5Tzahioek6cJANYvakR9RMNVZ3XgO3+zDO01ITf5PThoJs1wSlMUpkpDXq+4ITp/eK5vOFdSEmIwbUGVBSRCx28cGKqEufVhKK5mnv+Q6N0jgu/LksEBOnebojotVhjMQpFFzKkL47S2BM6YmcSilhgaYzrdH9zxN8cNLGyMIkccJF3Fb8Gd10wXq1BJnsE8TbVhejAlQJE3NaIrY1KdOVZwo2mao0hCkdHUHDfQk8qis3+4pHeDeZvYU6YiFZ3KTFWCoUpFybrNcQMXLmkCkI9HRw0ZkkjzSmioQSw6FVYjNzAawrpSNiwIUKNNEYMue1UWA94QgG40DREdhwfTiJsqGmM6ZInmKqRzNhpjOtWOsRx09qU9uQO/SnLfcA7prI2DfXQDY7liO0oYBYx8Eniocn6IgKoboJbD8zQ5NO9hMJOj350ooi9duYLOdoiXTBzWZHfhF7xmoAzWigSghQn+z5kZTQAwqy6Ez587C0Bpo4nlPc2IGyVP30yPR5YE7z2YJ6G5QJpBkURc5rY+YRow5y+odwUsiZsLU3l+RnVaZJHK2q6HTSophREzVORI8ebsbwpb4zYIZgZJSJU945yRztnoH85ibkMYDVG97PxmnqZ3e1OBa2rDKvrSOezs7MfRQZaDqMAmDiRR9BrNGorkiTP6sR0CUSj9uw1pMm0nZI2V0SQAAs2RvMgVXty6r8etoHMqajWx1j5RXXalRUrnlZmqXNbjSwhBT0GICKDh/n/5zBm4ZPmMvCdOKA5JiqIACPRwdv6CegDAw1v3wyHEM5oaotSTHXVTA44OZtA/nMP+nhSyto22pOl5Z46XmrCG2fUhr1mxH1kSiryCDVHd8y41uetdKmOhOa7jzI4kZteH3WKD8gfe5riBxc0xzK4LewdcU5W8+VWqgi5nOz6RVyqOzNpNTWW40TTNUSURIVXxQhOiQE8zWZuKQZZSVV3RlvBaggAsB6O4gW5YKw55AcBlZ7QFWqFEddkrZwXybVj85Gxazj1uRlNBXlMhlkO1cKqBiay115jeQkE3Gqrnwz67d7qGaFNRJ68U7DgE7/akIIuip5m10j3BlzIKGNUkgVPIqAMhrHqOgFZ+DaQtz6AdHLYrhhFZA12Afub9aQtxUwl4lQBqKLIFk3mZbIcglbXQmjSxalYNzppdg29tWOIlH79zdKhow3qnIJ+p6H4cqr0lS0JRHkhzCY/d+xfUB5JxWWguZzsl82AK0RXaT20wQxvuJkJKyb8xFQlyiWo4lu8C0Ion1iAYoJtwTUhFKkubvnYPZdE1lMHM2jBaE1SfSSnTn7EpZkAWBaRzTmCDEgRq0B4ZyKDH9caw5tpZ2/FCdCvaEyVDkzTUVdpDHFJlmKo8ZjpN9H7pf+fU0Tnzrus5I6CNaYnr4SvMb2KpAhFdAQFKesYAajiXu9W+4Rwg0OT+/b0p9FZQaRdAiowmWcwbJBtObYEo0GTwze90I2fTtYN591qTJpa2xhHR6ec3tyGCFR1JzKmPjMln2RI3saCpOIQoiULJbpPM28SMJ8shiBrKMR3QGqJ6QCZBV6RAO6VCugazcIjbrUGVIcv0v8faTH2i4UbTNIe5QdlkbYhSBV8BtLqpVGWXIAjY4HqbAHoikKTiH0e5kFdYl3HZmflmpWFNgSLnK8L8+huMrOUgrEnj5mYt1ZfPT6XTZyFxU8GCxgjqfd6TsC5Dl6nOEjMCWONZ1dcioWsoi+4huvimsrQNxfvdU2clT1O5JPCcTT1a7PMUIIz6VM/SHByHGrNZ26EGrVvuXykM0pfOeSHCkCZhOGeVFOGTJRHL2xOYVRvC+kW0NL5/OIdD/WkQAtz8wYW46YKFCGkyasIaGqIaHAK80RlMmGeeJn9OlB+avC1B8XlNGM1xA4f704E8CVkScfnKNgC0wXOLb5PwC1tWoiakueE5J5DH5cfUJO/z9NMY072cQ9YHzb+xxQwFkiRgKGshpFGpg1l1IYgiFU805OJcKcum4cKmeHGIDqAbZX1ER5fnjXHV/wnBOXPrYKoSPrS0qeQ4aOWcVPKwI4kCkq5K/1j/qmf4crQcQqCIIvb3DOOlt7vx0ttd2Lav1/tNEEI8qZCoQeVPyuWmqbLo6pMF1yfbIUjlLMyqC+H0jiQWNkUhCCgpQULfszg8R/Wx6Os2RHWc6zYBvucFKvHCcnIkkWraNUR1nNoaxxkzqTenVC/H40UsETYGAEUUIUIoGv8lp7XgvXNq8TfLW93nisVBjxX/QeboYAZ/3tuDm3/9Kr7lai+xnM/6KNXQU0Sq7zZchV7ZZDJ23xJn0mBJuHu6Uq4WDIEAATVh2pNoKGMVlUGfN68O9/1xD44OZt1E5xK6QLoCuD+wQmPngsVN+P2uo+hPW6gNq4FFVVNoGxY/OccZUUxutNRGNC/hspCRKqP8CIJQpONiqjKihoK+VM6THWBVXYYiYSCdQzpn40DvMAQg0HF9UXMUokDDmUcHM0UJjbZDPANsdoHRdGQgg5Auo8+tSgFGn3Trz2lKuyXKIZV6CzO2g+GcXbZsnhmHqiTCcvvl1ZTIwVAlEW1JE7d/dKm3+GYsB1FdQdZyinJOTmmK4lD/Eew42B/IsWCfcUcZTxNAv1dRFJD0fa6qTMUBO/vTyGVzgfDg6vn1qItogVYRlu0gohe36SlFzFBgKBJsxym70Wky9dT2pXJFMgZnz6nFA5v3YZbrVfQbTcmQiqUtcYQ0yct1YkiigERIwbs9w4HxHBpIQ4CAtoSBfd0p7OtJFSX3KlLegIu4nmFJFPGBUxo8vadS5GwHiZBa1uMQMxXosjQmkgMA9ZQTQtAU1el8tBwcHcggEVIxlLEguM/3D+cwnLMR1mi4za85x9o5lUJx83yYJAWjeyiLGrcwhOrNySCEYOehASQQNIzZelh4UJAEAaIges9fsrwFz/71iLcmNcZYI2HBWy9lSZzQTViWBIgSisZfE9bwP9cvAEANZUUur4tXLYqULw557q9H8LRbeAEAP9+0B22utEF9RIPlEMRZqNvVPptKeUx+uKfpBIBuXHm3L530AhKm4iUeFqJIIv5xwxLcctEpaIrpJRe9kJr3rpT6+9suWYr/e/lyz9vF0GQJkhAUURNQvufcWBHVaal3uZYLIyX5jkRtWEPGX0HntlPRFQnDWQcHeodxZDCDuKngXTc01xI3YKqyl8dTytu0rztFDQlFClQ+9g/nYKgSGqMa0pbtnQBHW93tr57LWLRqThYFCAJVkq7kHmctVMK6jP50Dg1RreTiyvLb/HPAAYGhSSWTmReWaI5q2Y6nUlzK08RCaswYrvMlNjfHdDiuOrYuFYdtFzXHqHI0ey2nuFdZOXRFQiJEc5sqeS/jhoJMiaTjT5zZhts+sgRrFjZAEoTA5iVLoidsWGrTiBpKQNGZbXCCQPLemTIFB0zxPazLkFzjoVSozw+TGygH+wzGan8TBcHVFxI9z9nenpSbI6ciZtD8uKztePPUcggG3DUupEnUaKrgaWKVsN4YLapg3VZjBgzYSJk8Scf1MkmFniZJgCDmi2dm1oYDB4AGN21ClaRRr0XHiyyKkAvW5kKylgNNlqCPMpVCcXNBAdeT60o1AMAj2/bjqR3UiKqP6PTgpslemsVUzmviRtMJgCKJWHNKAz66fAY+vKzZp+BLXcCyXNqQaI4bWNGWgOgTtvSjK7SUu1y4RnI3WtvtS8XQZDGwIDPP13jlMzHCmoyIXhyicwiBiJHzVUYiotN2M6wZcmd/GqmsRVV2Ce3r5Tj0s8i3JKAbWSmjgLHpbVqFOMuXBG7ZDgYyOcysNdESN2EoVIiT0PruUZH3NMGdF/lTnSIKXjuKUnT7GjRLglBWhI+JDLKkbKYbo8mlF0QmIrizc8CrKmIilYYiFYnfAW6+jZgXXfTnKjXHDe9UHzHkkg2n/TjEOaZwRHPMQGvSrJjzEXKNjcJQiCQKWNwSA0F1yeeB11RlN3Gdfkb96RxiugJRENHmzrXXD/SXzMVhYrQRjXqHNFmqWMYPUA9tpc/FVCSE9LHzNHlvCqDNDZ2+WxBuZMa9vy8lk00wVQmyLJb9TL3qXp/AZXcqQ/MYCzymTAC38BDhEAJRRFFKgyKKUEQh8Np/szyfBtEY1d3OAtKoizmOF1kSilTBC8lYNvU8j3K9VCURCxoiOKMjgQsWN+LuT5+Ob6xf4BUSsbWwPqp5kQBDkRAqk0s7VeBG0wmAItEE0s+sakdtWEPWosrGkiggasioDWllY/O2QyBKxQsAQBenhFncEqIYElCeperBeRE55vkql5w5VgiCgLqIVmTkWe7meawaUYWENdmt1BKR9Pr90VO9Kkk4OpBF3KCPv8taErgLf2EPK8bWvT24/2Xa6oVV3AA0N6oxqqMpZrjeJt0TlRwrcUuAepX8r6cptPdbuQTYfv+JXhKgl/lOBUGALkve5k5PryIiulyyAqw1aSKsychYjqcfls9nMiEIAlJZK6D3Qo2ivNHkb8XQHDO8U31DVEfW89SVRijRdqMSNWFtxMbJpipDk0RaTZkrTrD3tMOOYXMy3bDdsJsUnbFsJEMqFEnA4pYoVJkWIOwqaLCdzuWFS0PuPA5rUkVPE/EM3fL3J4oC5tZHqu6TNhJ+WSFWEbi3p9hzJksC+ly1c8sXnjMUCWqFz5R5xT2jczgHRaSh5EJDRleoYGphDhmtKCz2NOmKiIgRFD9d3BLDfLcV1czaELJ2+ZDuRMDCskNZq+x3n7UdxIzR36MiCTA0GTd8YD6+uHoO6tyDz1Xv7QgUIrHKW9pNgu5lUzmviRtNJwCKLEKS8qf6nE0Q1unpUBAENMV1EJCS+iQ2IZAglPQ0AXCrO4pPy0GCf0+TViUMZS1YbosO5vkab6K6EjiJA9VXRo2ELNE8meGc7WunQhf0qCG7gm50jP7ml0DeaPJXiHX2pXHHEzvhEGDNwnqvAWsqa0EWqXI2O+3VRTSvEeuoxS19L8BaZDA0WUQmZ5dtkMrayYRUqjFUSQnaUPPhuYzlQFNoCbKI4pOuKAhY2EQ3lx0HqaeEeeDYAts/bMFy8no9had2U5M9I645nj/VJ0MqDaGW8ZiyuT3a+VGIqUioj1H9mVTWwqGCpPScTagobBXJ5wxFEhE1aDL4UJbmnjXGdKgS7YXGKhGf8eWPAPnvjfaVpNVwUV2tqFnk5d+M4IEzVGlMFMEBaryymVGocu5HlyUMuJWetk285uO6Io0YZg1pEnIOQd9wDsOWjTkN4aLqT0YypBZ56R23bUyBbiQ9tIV1pH3GiCAI+N8fOgU3f3AhTm9PgIBAH2Wu0GhgB0tTkdGfzmJ/73Cgzx/DOIa+d+WQJTrXCvWoNFnCjevm5z3EMT2gkUblY0bacyYPbjSdABT2VHLgBCZ9rZvgWEorw3YIRLH85hfS6Gm5XIyZnUYLXblNcR1RQ0HXUBZdQ1nP8zXeRHSaYzHkc+8eS2XUSIR1GZaTz2t6+yg90WtyXsgtnbNxxNWwYuG5mrCG+gitELvul1vx42fexP/5zV8wmLEwryGML5w3xwuRDWVsJMNqYCGPGQoVjUNx1c6x4l/sMzmnSLsqaxHPwCAkWN7NcppYmEgu3Dl86IoEy134MjkbUV2m6vNK6VwafwjzV3+mjY5FAXif64FzCEHS15Q05xCEfDIStPqGnmbba/KnelOVqUxAmVYOlufxGdv5KYoCTmmKYeWsJM6cWYPZ9aFANavlipkea8JrwqTGzkA6h3o3/8nUqGf3/Pn0s3pu15GAQdTrNQhWILjCh7RgI7gxDaYtHOwbxtHBDHqHs1Dk0pVz44Uo5Cu7/CrnhRuov9JzMGN5YUZDkUaskqUGtIWMbWNhU7RitwGaWF6Qm0fod1voacpfHzQUYoaCVawRMhl9buVomVMfxpmzkji9I4n5jRHPSwfkvWjlPMjHiq6UVmBvrwnh7y9ehC+uno22pBHIQwtr9ABa7uA22XCj6QRAlWgLE8tx3MUlmD8kigLakyGoshgQYQRo2blUZgEA3JYQann9I9shkCShqDFkfUSnUvvtCZzSFEVdZGzc9yMhSyJqI2rARX68m1MpDIXmb8x1q9xeP1Cco3SwbxgEQESTA0J1G05tgSqJODqYweOvd2JPN21CefMFCwOhoVyJUnZRFNAUM6Cr4uh1mnzGa9qycGggjXtf3I3hrE11p0DQm8piX3cKW/f14LUDfd6mxU6lzLtQyRCmhjT9O8shiOgKNFeLpVTIl3njNu/pwc837QEAXHPubCxqjnmLOUveztmOlz/mf78rV3Xgq2vmYm59OHCqr4/oyDmk5Ok1ZzuQxfJ5MKOFte+IuaFbFp6kytXH/p4hVYYk0FAGMxIjuoys7WBZaxxJU8VA2sLmPT3e3/R4fSLpPcgSDZ9KBVpSfZksZiQM1IRVWjGqFwskjieyL9+mJW5AFOghoqcgvYC2VnGQchtuA3Rea4oAdQTPGO3XqeGUpmjFllMAPSQV5jU5DvXOl5r7EV32evIVkrMdyK60x2RDmzYrqIto0BXRG1/GsqHK4qjlBhimKpVtkLyoOYYLFjfBchDIQ2O5tCU9w1PA+cQlB04ARFGArlJhQlZKWng6jJkKWhMmdh0egKHmEzdtt9FuuaQ/0RXcY5VihVgOgVyixxHg6riE1DHLd6gW6qEZ8tzoOYcgNEYucV2hlS/z3DyFvd1UBM/vFfKH5giAg73DqA1ruGhZM9YuasCr7/Zh854e7OkawlXvnRmQN7AdmrRequQ/EVIQN8qXf1eLGAjPEdz/8j78aXc3IrqCv1kxA5Ig4O0jQ95cEgRgIGMhqiu+8JwEVa58H9RzIwR0XwRBQExXSubYza2PQBbzXqiLljZ5SaNZy4GqCGiO6xhM52hbBiGYbyNLAjrqQqhxtYNA8s/HDAUhjSbTF+aUDGVsJEPKuHtUIroMwxVgZb0dDeXYl2BTk2CoYqBVja5IIKC/udXz6/Dw1v3Y+MYhL1zHjI6YGx5VJbp5qzL12JiqjIxlQ5NEzEiaiOpKxQa540VNWMO+nmHac04W0RDVcbAvjX09qcA64k8G7/Ka9coQhJE9yjUhFXpLrKgbQCkUiep/dfalPeV3hxCoiljyEMa6B+zrHg5UZwLFhQtTgbAmI2GqODqYcTtAONCVsRMh1mSprIo9g6niM6OJhRCPDvYja+X7UFq2g750FjMS5qgriEfD1Pn2OKPCUGj7AJajUip/qCVhIG6qXukxQE9NI21+9MdPSkoX2G5Zd6GnaTKJuGGgg33DONg3TJOQx+jkpCu06khXJE876NX9fYFrmNHUkjCQtRwQEM/Dp8kSTu9I4trzZuO2S5Z6xhcjY9nQVbFkXoYmS1jQFBl1mwW/0ZSxbbzjJl7/1e0qXxeh/aNa4gbqIzqyluOF5fp8nqZShrIfRaResYxFxTNZvle4TDK4KoteF/PT2xO4+uxZ+fu0bBgKTYJujhuwHLdXnN9o8lXssVM9e15XJNSEVQwWVAbaDkHWttEUN8ZdF4YJsPq9EMfzu9FkqrTcFDM8b4cmi14eCCso2PxOj/d9MW9M3FAgSXRz19zPh1V7DaYtRA3FU/sXRWHCq7wSIYWK8rq/l7YKMgqyJKB/OOeFHiN63iCshCwVt0+qfE9qIMTkEFSc+wmTXl/o1RzvrgjHS31U86IUWctBzBi7Xm80ubvyNawVkp/muIG2GhNHBtPIWDR37VB/Gk0xA3MbwpOq4TS1vj3OcWOqNH8ka1MDoVQlkK5IXgUHy3ewXbXdStSGNSxoioKA4EDvcCAfxXJoMmu5RPLJQFckLGiMYHFLDHPqw5hZZ1bUmjkWJFFASKcnsqUz4gDKG00zEiZyNhX1HLkCkTLsekLKucc1efRhRn9YIZWxvR6Cuw5To0kUgp5HU6EGqO3kS7sNtfQc8yO7YdvhrA1NljwtL0ORSiaDA8Dnz52NK1a14+/WLSgII+YXc+a9lKVCo4nOQ4cQX/FB/vnGqAFRFAKh5oF0DnFj4ryhgcRiQo479DW3IRxoSKwptOl2ziZorwlhdl0IlkPwwq4jABBQzJZc41IQBER12buftG2jPqJP6oakyVSXjElEsHyjUs2uNZlWeh4dYM16ZUhScU+40RLSZMhuI2XHNSwq1bSEdRmGUpyTk3MLE6aaaGPcUGEotOehTUhZYdvjQZFKK7D7sRynSABWkUTMq4+goyaEo4MZHOwfRn1Ux/zGyIQUFFWCG00nCGzxzVmVS1rrwjQpnCk72w4ZcfOTRAGtSROntsbRkjBweDCdN7ocAk0RptxCUBPWMCNhYlZdGKc0xcpWxxwPcYMm4rKO9dvfLTCaevNyA6zUvtpAR8a2kTDHVzndv6cc6M1r4BwdzAa8kIywLqN/2MJAOuf1MmQet0ooEm2tQ1uC5AsBDFUKJIPbDjXGM5aNmbUhXLqitUgw0yaOq1BPPQUtcQNhTQ54FRRJgCSIsGxSJEcA0CTolpiBrqF8QcRQljYmnai8HarGTfvHSaMI1WhysGKNaqPldZfOX0ArMR/bfhB9wznP08RaqLDxRnQFluPQXBZJRGyc51411IY1iG6YlqlGs4OIH91NBj/iFrgw7bBKxQnHQ1iTYcoyjgxk0Nk/DFOTSqrgM1j3gMI+ijnbCfTsnCoYqoTasOodiMYqnwlwD06yUDIZnEF7BZYSyBUxtyGCWbW0YfCCpsiY3tvxwo2mEwRFor2kLFLZaBJdA0gQ4WnHVGu5R3QFC5uiaIzq3snVchzok2z5TzS6Qo2gxc0xCKAijEw/yCEE+5mnKW5Sz59M8yxGUl9mSfzhcW43IwiCZzjt7w22nWHeJj+KJMImtBHsoK9dxUgnekWi6ssZK6j7orkidsz7dnggjZAul61uY+KkftX5hqhOc6B8RocgUJVr2w3PFfY6FAQBM5ImTFXGQJq2FzJUCbUlhDPHCyaYOJDOUWHLEULj1aJIInRZRM6dY+fNq0NUl7G/dxg3/uoVz1MT0WVqXPrCeoQIGExbiPlCc5NJVFeQMBUMpHMVZQdUSUTGdrwQJJuTY+1pkkQBdVEVNWEVS1riOL0j4amVl6M2rBV5l8sZB1OB2rAGmzjQJDHwOxsthZXd5SiXhyaJAuY2hLFsRrzIGzVZcKPpBEGVRUiiCMepLEYH0BN3k+ttEoRjc2dLooCWuAHLcahGijP6xo7TDV2VPLHOWW43dhaie6NzABnLgSwKtAktCOKmWrLRaiHpnANdFqtuLDwaWF7Tgb7gCf6vBaKIjJCq4Eh/1jOaDFUaMR9HcsuIVVkILHiCICBuqMhYDnpSWZiqhNqQWlbWgnnr/Iu5JAolvSK6Ino5TaU+x7Amo73GRH86h97hLJqixoQuxookIhFS0J+26Cl8DL0irIIOoAnf375kKeojGg72pXHQ7YUY0YOhX02h32MqN/mhOQarFM1Ytlfd1jucK9ITYsn+fWmfIV9FIvjxMMttidIcN6o6ZDKPIpMeYOGpqZbPxIiZCsK6MqaVcwCd76yyuxS2m5uoSeXfUxBGr7E3lkydO+GMClUSPQHHkX7U7MStKbRs91iTUVlOSW8qSzuQT6EJPRHosgRNoiGWJS1xAMD2/bQs/94XaUfz1fPraJsZUKHPWEhGZkSjiYoVjpVGSiWYocySwBe6Cdi7DpU2msKajN501svTCFXhaQLgJhtLRSfssE4LFzKWgzn1EbeCsLQkABPGrOZz0RUJNiEgBGVFBBtjOuKmClkSUR+dOC8TI2GqkESMmXYYw1TlQJ5Ya9LEd/9mGWbX5fv2hTQ5YHyySildmRqhOUYypMLUZDiApyS9r4wyeK8bejQ1epgZD8PvWJPiaUsn2fOCsUrU0XYlGC80WUJ9WKN9CcfQU8cOTuXCc57w8Bh5XCeCqfkNco4ZxTWYqm1XEtUVtMQNqG7eybEgSyJaEobXjPRkM5pYJRhNBqd5Ta++24cX3+rCG50D0GQRn1rZnpd/UKhGT45UDs+lLRsJVi4/zrCv/Ogg3XA+cArNgdl1eKCk4SKJAlI+jS/Tbco8EoZCG38WuvwNRYKpSGhPmmiIaghp1LAq5W3K5GzEq6zo0WQJtuNAEMqLCGqyhFm1ITTH9GOqohorWDuesdIOY1CxyuBjiZCK2z6yFOcvqMfqeXWIm0rgUMWS5aP61AjNMXRFQl1Yw1DGQqurqr+vmxYjvH1k0AvlsmRwAAir8pQxSmRJRIev6CZnUxHZqXJ/pZiRNNBRW9wYe7QYFbSa8sLDU/dzKWT63CmnIrL7g1Sl6hV8WxIGrUI6jhBBbVjzNpypJDcwUcQMBVnLwaLmKESBNu+9+/m3AACXnNaCGrcHINuUQqoEuUBI0A8hhApijlGV30j4ZQdo9/E6yKKAgbSFQwPFyvH0Jt12JaoExe0WPxK624CzcLMI6zLaa0PoqA15/cBMtXSrE4sQTyNnJGgzUriK1+U9rvVRHQubopMSjgqpVKXcGGOPouYasoVzzFAlfHXNPHxt7Xy3MjKY55UwVTTGpkZozk/MVGA7xMtremDzPnzinpfw5Qe24Zv/+RoAanyznoyGOrHq5SNRF9bQGKOdGNhaMJU0mgqhYqZjf4gwFMkLz9EK3Jx3MLO8nM+p+7kUMn3ulDMihiIipFV/ejVVGQuaoogfx2lbkUS0ukm1U0luYKIwVRkOCExVxtx6GtrqSeWQNFVcsnwGANr4UlckKBL1TOmKWFZZPWPRJExzgk77fu/ijARtCsxaw+w6VJwMDgCOWwMY1uSSXd5LwTyahSiSiJm1Ic+YYlICpfp8CUDVyamyRHuCVbNBTZaRIIoC6iMaQmO8QdEKusoFBwTFh5zZdeERlbEnAyqvAbS5emhHBzOeUb3r8CAG0jlXnJOO11TlSS9H9yOKAtpr6BzvG84d09p8IqG61cOprIXOflp5zSoeczYZ88PDeDOpd/v888/joosuQnNzMwRBwCOPPFL22muvvRaCIOAHP/hB4PHu7m5cfvnliEajiMfjuPrqqzE4GMzL2L59O8455xzouo7W1lbccccdRa//0EMPYcGCBdB1HUuWLMFvf/vbsRjihBLRlWMON9AN8Ph+yHVhDXUR9aRLBAeCWkNMegAALn9Pm/d55CzH85BoskT1msoYTemcDV2lIauJwP+dM2NpbgNtDbOrTDI4C4mEvNLukedNzFRQH9WruqeIrhSJXmYLhDFHQhFFT/RyKodCOtzw4FiiyTSfkSWDF8KqEAt12URx6kmGADTfSpVEvGdmDT52eiuuOqsDP/j4qWhyP7c33XnKZDDCmjzlvN4xg3ZigICKVc0nMqokwnEIBjIW5tSFsLApCkkU0Decg+WULtiYykzqqjI0NIRly5bhxz/+ccXrfv3rX+Oll15Cc3Nz0XOXX345Xn/9dTz55JN47LHH8Pzzz+Oaa67xnu/v78fatWvR3t6OLVu24Dvf+Q5uvfVW3H333d41f/jDH/CJT3wCV199NbZu3YoNGzZgw4YNeO2118ZusBPAjIRZsfnkWKPKIhY2xU5Ko0lX8lpDZ85MAgBm1YXwflcfBwAsElwQEqaKjF1sNBFCMJS1UOfq00wE/nwklscwr54lg5f2NLHKuZDbd260jYMLMVXqlfN7SmhbB6lqWQtZEiBJwpTfoARh7A0VQaBFB7kyRhPtEzl9wumaLHmK0p9+TzsuWT4Ds+vCXt/HNw8PIms5+eIEXRpzjaaxoCVhoDGqT1m5gfFGVyU0xDQsmxHH7Pow6qM65tSHkcpasBxnxF6BU41JXVkuuOACXHDBBRWv2b9/P/72b/8WTzzxBC688MLAczt27MDjjz+Ol19+GaeffjoA4Ec/+hE++MEP4rvf/S6am5tx3333IZvN4qc//SlUVcWiRYuwbds2fO973/OMq7vuugvr16/HjTfeCAD4h3/4Bzz55JP4p3/6J/zkJz8Zh5GPD2OtT8IpD606oqf6hU1RfP9jp6Ixqge+A0KCSfmGKkFwe7H5N8y+4RwiuhJQeB5v/MZZuxv+YJ6mt44Mee1x/DDxO9Mt7R7rsKypyp40A/MSZXI2kiG9amNSFmmJc1ibOpVgE0lEk9HZly75nGXT73S65I9IIpWqYNVxjDn1YTy/66gXogNoYYMhH3tRy0SgKxIWNkWntOdzPInqCk5rTQTWvJa4gVTGxt6e1LhIRIwnU/pbdBwHn/70p3HjjTdi0aJFRc9v2rQJ8XjcM5gAYM2aNRBFEX/84x+9a84991yoal4Ret26ddi5cyd6enq8a9asWRN47XXr1mHTpk3jMSzOCYAgCIgaeRmBOfXhQLKy7RDIohDIsQhpNFHVXyFmOwRDWRvtNWbVIaixwO9pmumG52YkTNrxPGdjv6sUnrUcL2nT72mS5bHvSyaJAuKhfAgznaNtHZIV1JcLkSXBa2Z7MqKrEi0qKFEBSefk1Gp5NBJ+7SnGHNcj+uaRQS8JPKorkERpyo4tpMnTxlgdDwq9qoIgYGZdCO1Jc9qF56b03d5+++2QZRlf+tKXSj7f2dmJ+vr6wGOyLCOZTKKzs9O7ZubMmYFrGhoavOcSiQQ6Ozu9x/zXsNcoRSaTQSaTrzLq7++vfmCcE4KIpmAfKW7vAFBjQ5GFQDWPoUgI6TK6BrOoD2uQJRHdQ1nUhlU0Vpn3M1awNSykSV7fNUkUMLsujNcP9OMnz72F3uEc9nWnsO6UBlx//ty8sKUijVsVUMxQsLcrBdsh6BrKoKMmhPpjUOyWXe/ERBqgU4mEqSKkU/HMwvxGy6H5YfI02rwNVUKh/Te7LgQBwJGBDPZ1099fRJchStUVJ3CmBorbJmW6MWV/PVu2bMFdd92Fn/3sZ1MySfG2225DLBbz/rW2tk72LXEmGNbrqpSMAG2fEiyBFgQBc+sjaIhoODSQQfcQFQdtrwlN+EbGwhjtyVDg98XyRV7d3+e1rnjqjcPoHsp6ieCmJo2bSz2kUnG9Q/1p1EU0zKwLHZNHSxAEnNIUnRT9pamArkhoTRgYzFhF3qbpqN6vK7SCzl8gYKoyWlztpj/vpdGCsE5/iyM1H+dwRsuUnWEvvPACDh8+jLa2NsiyDFmWsWfPHnzta19DR0cHAKCxsRGHDx8O/J1lWeju7kZjY6N3zaFDhwLXsP8f6Rr2fCluuukm9PX1ef/27ds3qvFyph9hnXo0ChtzAuU7mscMBYtbYljcEoUoUnXq2vDYNROuFhaea0vSfKaBdA7pnI2LljbjvbNrcPGyZtz8wYWY3xCB7RA8veOQz9M0fiKCpibRKkJNwpz64+toPhUPWRNJQ1RHRJfRX9DLz3LIhKjNjyWaTCvoCmUUmHHvGU0alT6ZijlNnBOLKfsL+vSnP43t27dj27Zt3r/m5mbceOONeOKJJwAAq1atQm9vL7Zs2eL93caNG+E4DlauXOld8/zzzyOXy/ctevLJJzF//nwkEgnvmqeffjrw/k8++SRWrVpV9v40TUM0Gg3845xcKJKImpCKoWxxRVyljuayJGJGwsSK9gTm1IcnZZNn3htmNPW5vdjqozr+5wUL8T/OmYVVs2pwwWJ6cHjiL51e0q2pSlAr9IoaDYokoiGsYW595KT1Fo2WvLcpF/DQ2GR6eppUWSyqCJzj00YD8n3npmpOE+fEYVKNpsHBQc8gAoDdu3dj27Zt2Lt3L2pqarB48eLAP0VR0NjYiPnz5wMAFi5ciPXr1+Nzn/sc/vSnP+HFF1/E9ddfj8suu8yTJ/jkJz8JVVVx9dVX4/XXX8cDDzyAu+66CzfccIN3H1/+8pfx+OOP484778Qbb7yBW2+9FZs3b8b1118/4Z8JZ3oRN1U4JdqjEJTvfcYwVXnSNrEZCQOCACxsiiJn01yXUsnD751Ti5Aq4VB/xmvma6rSuOaOzG2MoHGMNYxONhpiOuKG6vU+o5Bplc8E5CvoynmaGGFNHpfiBA6nkEn9BW3evBmnnXYaTjvtNADADTfcgNNOOw3f/OY3q36N++67DwsWLMD73/9+fPCDH8TZZ58d0GCKxWL47//+b+zevRsrVqzA1772NXzzm98MaDmdddZZ+OUvf4m7774by5Ytw69+9Ss88sgjWLx48dgNlnNCEtZlaJIUEK1kKtZTSZ24kLsuOxW3X7IUzXEdmZwDXZYgScUnel2RsHo+LbZguVssl4szddFkCTOSBlJZyxc+FqZdeTdQuoJuZm0IfvvIVOUp3aKEc+IwqdVzq1evLnm6Lcc777xT9FgymcQvf/nLin+3dOlSvPDCCxWvufTSS3HppZdWfS8cDkDL70O6jOGMnVcCt/M956YqYU1BU5x6c2ijYBoKy+ScotLodYsa8JtXD3r/byhTUw+HE6QhqiOVsfFubwoDaQsCMC0TpUtV0OmKhLakiXe6aLECbfg8/cbGmX7wWcbhjAJBEFAXVjFs5ZNue1M5xEyl6n5pkwUze7K2jWRIQ0SXkbaK87Nm1oYxryEfDonoKs8dmQYokoh5jRGc2ppATViFOQXbjFRDqQo6gGqjMUxVgsY9TZwJgM8yDmeURHQFois9MJi2IEsCZtWGp3R+BYuuEQKA0NN8wixumMtYewpNCBcFQFdFroczjUiGVCxpieGUpuiUby9TClZBVy4ZHKBSFdMtX4szPZl+vyAOZ4oR1mUYioTBjIXBTA4Lm6KImdOg8kugvfM0WXLlEajnrLDNCwCcN68Oz+w8jMaoDmWaqUpzaMUmEzGdbrAKOjZXGf5k8LA+Pb1onOkHN5o4nFGiyRJipoK3Dg+ho8ZEywT2kDte2PYynLMRNWgoURDgtXkprOrTFQnfvmQpUlkLGcsZ82a9HE45yvWg66gJwVQlWDZB1FCmZLNezokHN5o4nDGgJqRhIGJhZm14WoQJBEGAACBj2YgZBkRRgKFI0BVaCVhOCsEhdBPjnibORBLRZRzqT2MwYyGds+E4BHURDbd9ZAkylgNDmbp95zgnFtxo4nDGgJqwCl2RpkdYzoVtMVFXRFIQBCRMBXu7S/fTA6jsgMSVlzkTjKlJUGUBNiFImAp6UzlkLAez6sKwbAfdw1meZ8eZELjRxOGMAbTP3NSulvPDthddkQJVfhFdgeOkyv6d47biONlblXAmltqwhuVtSRgq7Xv4x93dnkfUcggkgXs/ORPD1I8jcDiccUGAAE0WYar5s5OpSpDE0k2IAdqKY7z6znE45VAkETFTgSpTg70mpCKdo9V0DuHeT87EwVc/DuckhDmKDFUKNHFl/+9XOPfjOGRKi3ZyTg4iuuK1L7JdT9N0FO7kTD94eI7DOQkRBAEQgLihBkJtmiwhpMnoTeUgiQIsm0AU4XmjbEJ4uwrOpGNqEhS3ka/tEOiqNKV10TgnDnz143BOUhRJQFgvPjclTAW2QzCUteCAoHc45wkLkmnY9JVz4hFSZRiyjOGsDdvhhjxn4uCeJg7nJKU2rCFmFFf7NcUNJEwNqkx7zG1/txf9wznUhDUAPHeEM/lIooBYSMbBnjQA8Dw7zoTBZxqHc5LSURtCqERbDSbWaahUibk5biBj217vL16lxJkKxAwVFiGwCc+z40wcfKZxOJyK1IRVhDQFg2nalJh7mjhTgZAqQRIEWI4DhYfnOBMEn2kcDqcimiyhOaajP51z9XD4ssGZfExVhq5KcBzwvnOcCYOvfhwOZ0TqIhoMRYIoAtxm4kwFVFlERJMhSTzPjjNx8OWPw+GMSERXUBfR3L5zfNngTA2SIRWKJPI5yZkwePUch8OpisaYjozl8FAIZ8pgqhLCmsw9TZwJgxtNHA6nKpIh2pSYJ91ypgphXUZIlXj1HGfC4EYTh8OpCkEQSkoUcDiThSZLWNwS4w2kORMGN885HA6HM23hBhNnIuFGE4fD4XA4HE4VcKOJw+FwOBwOpwq40cThcDgcDodTBdxo4nA4HA6Hw6kCbjRxOBwOh8PhVAE3mjgcDofD4XCqgBtNHA6Hw+FwOFXAjSYOh8PhcDicKuBGE4fD4XA4HE4VcKOJw+FwOBwOpwq40cThcDgcDodTBdxo4nA4HA6Hw6kCbjRxOBwOh8PhVIE82TdwokAIAQD09/dP8p1wOBwOh8OpFrZvs328EtxoGiMGBgYAAK2trZN8JxwOh8PhcI6VgYEBxGKxitcIpBrTijMijuPgwIEDiEQiEAQh8Fx/fz9aW1uxb98+RKPRSbrD8YGPbfpyoo7vRB0X40QeHx/b9GU6j48QgoGBATQ3N0MUK2ctcU/TGCGKImbMmFHxmmg0Ou0mU7XwsU1fTtTxnajjYpzI4+Njm75M1/GN5GFi8ERwDofD4XA4nCrgRhOHw+FwOBxOFXCjaQLQNA233HILNE2b7FsZc/jYpi8n6vhO1HExTuTx8bFNX0708TF4IjiHw+FwOBxOFXBPE4fD4XA4HE4VcKOJw+FwOBwOpwq40cThcDgcDodTBdxo4nA4HA6Hw6mCk9Zouu2223DGGWcgEomgvr4eGzZswM6dOwPXpNNpXHfddaipqUE4HMZHP/pRHDp0KHDNl770JaxYsQKapuHUU08t+V7bt2/HOeecA13X0draijvuuKOqe/zxj3+Mjo4O6LqOlStX4k9/+lPg+bvvvhurV69GNBqFIAjo7e09Yca2evVqCIIQ+HfttdeeMON766238JGPfAR1dXWIRqP42Mc+hkOHDk3Y2NLpNK688kosWbIEsixjw4YNVY0LAB566CEsWLAAuq5jyZIl+O1vfxt4/uGHH8batWtRU1MDQRCwbdu2E2JcV155ZdGcXL9+PYCJm5PjOb5Dhw7hyiuvRHNzM0zTxPr167Fr164JG9uzzz6Liy++GE1NTQiFQjj11FNx3333VTW2qb5WjufYpsJaOZ7jK7dWThYnrdH03HPP4brrrsNLL72EJ598ErlcDmvXrsXQ0JB3zVe/+lX813/9Fx566CE899xzOHDgAC655JKi1/rsZz+Lj3/84yXfp7+/H2vXrkV7ezu2bNmC73znO7j11ltx9913V7y/Bx54ADfccANuueUW/PnPf8ayZcuwbt06HD582LsmlUph/fr1uPnmm0+4sQHA5z73ORw8eND7xwyW6T6+oaEhrF27FoIgYOPGjXjxxReRzWZx0UUX4dlnn52Qsdm2DcMw8KUvfQlr1qypOB4/f/jDH/CJT3wCV199NbZu3YoNGzZgw4YNeO2117xrhoaGcPbZZ+P222/3Hpuo72w8xwUA69evD8zJf//3fz8hxkcIwYYNG/D222/j0UcfxdatW9He3o41a9Zg48aNEzK2P/zhD1i6dCn+4z/+A9u3b8dVV12FK664Ao899ljFsU2HtXI8xwZM/lo5XuOrtFY6jlPxtccNwiGEEHL48GECgDz33HOEEEJ6e3uJoijkoYce8q7ZsWMHAUA2bdpU9Pe33HILWbZsWdHj//zP/0wSiQTJZDLeY9/4xjfI/PnzK97PmWeeSa677jrv/23bJs3NzeS2224ruvaZZ54hAEhPT88JM7bzzjuPfPnLX674OtN1fE888QQRRZH09fV51/T29hJBEMiTTz45IWPz85nPfIZcfPHFFa9hfOxjHyMXXnhh4LGVK1eSz3/+80XX7t69mwAgW7duLXpuOo7rWF5vuo1v586dBAB57bXXvOdt2yZ1dXXknnvumfCxMT74wQ+Sq666quI102GtLMVYjW0qrJWlGIvxHctaOVGctJ6mQvr6+gAAyWQSALBlyxbkcrnAaW7BggVoa2vDpk2bqn7dTZs24dxzz4Wqqt5j69atw86dO9HT01Pyb7LZLLZs2RJ4b1EUsWbNmmN6b8Z0Hdt9992H2tpaLF68GDfddBNSqdQJMb5MJgNBEAIicLquQxRF/P73v5+QsR0vmzZtKvJwrFu37pjfe7qO69lnn0V9fT3mz5+PL3zhC+jq6ir5etNtfJlMBgCdhwxRFKFp2qTOyb6+Pu99SjFd1spy7zVWY5vstbLce412fMeyVk4U3GgC4DgOvvKVr+C9730vFi9eDADo7OyEqqqIx+OBaxsaGtDZ2Vn1a3d2dqKhoaHoNdhzpTh69Chs2y75d8fy3sD0HdsnP/lJ/Nu//RueeeYZ3HTTTfjFL36BT33qUyfE+N7znvcgFArhG9/4BlKpFIaGhvD1r38dtm3j4MGDEzK246XcZ3Is7z1dx7V+/Xr8/Oc/x9NPP43bb78dzz33HC644ALYth34u+k4PrZR3nTTTejp6UE2m8Xtt9+Od999d9Lm5IMPPoiXX34ZV111VdlrpstaWchYjm0qrJXjNb5q18qJhBtNAK677jq89tpruP/++yf8vV944QWEw2HvX7XJc9UyXcd2zTXXYN26dViyZAkuv/xy/PznP8evf/1rvPXWW4HrpuP46urq8NBDD+G//uu/EA6HEYvF0Nvbi+XLl0MU8z/JyRzb3r17A2P71re+NWavPV3Hddlll+HDH/4wlixZgg0bNuCxxx7Dyy+/jGeffTZw3XQcn6IoePjhh/HXv/4VyWQSpmnimWeewQUXXDApc/KZZ57BVVddhXvuuQeLFi0CcOKslWM9tqm2Vo7l+KpdKycSeVLedQpx/fXX47HHHsPzzz+PGTNmeI83NjYim82it7c3YIUfOnQIjY2NVb9+Y2NjUaY/+//GxkZ0dHRg27Zt3nMNDQ3QNA2SJJX8u2N57xNpbCtXrgQAvPnmm5g9e/a0H9/atWvx1ltv4ejRo5BlGfF4HI2NjZg1a9aEjG0kmpubA2NjbvZyn0m1730ijWvWrFmora3Fm2++ife///0Apvf4VqxYgW3btqGvrw/ZbBZ1dXVYuXIlTj/99Akd23PPPYeLLroI3//+93HFFVd4j59++unTdq2cyLFNxlo5nuMbaa2caE5aTxMhBNdffz1+/etfY+PGjZg5c2bg+RUrVkBRFDz99NPeYzt37sTevXuxatWqqt9n1apVeP7555HL5bzHnnzyScyfPx+JRAKGYWDOnDnev0gkAlVVsWLFisB7O46Dp59+uqr3PhHHxn5wTU1NJ9T4amtrEY/HsXHjRhw+fBgXXXTRhIxtJGRZDoyNbb6rVq0KvDf7TEZ674n6zkZiLMf17rvvoqura0Ln5ESMLxaLoa6uDrt27cLmzZvx4Q9/eMLG9uyzz+LCCy/E7bffjmuuuSbw3HReKydybJOxVk7E+ArXyg9/+MPHdH9jxqSkn08BvvCFL5BYLEaeffZZcvDgQe9fKpXyrrn22mtJW1sb2bhxI9m8eTNZtWoVWbVqVeB1du3aRbZu3Uo+//nPk3nz5pGtW7eSrVu3ehVXvb29pKGhgXz6058mr732Grn//vuJaZrk//2//1fx/u6//36iaRr52c9+Rv7yl7+Qa665hsTjcdLZ2eldc/DgQbJ161Zyzz33EADk+eefJ1u3biVXXXXVtB7bm2++Sf7+7/+ebN68mezevZs8+uijZNasWeTcc889Yb67n/70p2TTpk3kzTffJL/4xS9IMpkkN9xww4SNjRBCXn/9dbJ161Zy0UUXkdWrV3vXVOLFF18ksiyT7373u2THjh3klltuIYqikFdffdW7pquri2zdupX85je/IQDI/fffTy699FISjUan7bgGBgbI17/+dbJp0yaye/du8tRTT5Hly5eTuXPnknQ6fUJ8bw8++CB55plnyFtvvUUeeeQR0t7eTi655JIJG9vGjRuJaZrkpptuCrxPV1dXxbFNh7VyvMY2VdbK8fzuyq2Vk8VJazQBKPnv3nvv9a4ZHh4mX/ziF0kikSCmaZKPfOQj5ODBg4HXOe+880q+zu7du71rXnnlFXL22WcTTdNIS0sL+fa3v13VPf7oRz8ibW1tRFVVcuaZZ5KXXnop8Pwtt9xSdhzTeWx79+4l5557Lkkmk0TTNDJnzhxy4403emWn0318hFDpgoaGBqIoCpk7dy658847ieM4Ezq29vb2kteMxIMPPkjmzZtHVFUlixYtIr/5zW8Cz997772TOifHY1ypVIqsXbuW1NXVEUVRSHt7O/nc5z7nLe7TfXyEEHLXXXeRGTNmEEVRSFtbG/lf/+t/kUwmM2Fj+8xnPlPy+fPOO2/EsU31tXK8xjZV1srx/O7KrZWThUAIIeBwOBwOh8PhVOSkzWnicDgcDofDORa40cThcDgcDodTBdxo4nA4HA6Hw6kCbjRxOBwOh8PhVAE3mjgcDofD4XCqgBtNHA6Hw+FwOFXAjSYOh8PhcDicKuBGE4fD4XA4HE4VcKOJw+GcNFx55ZUQBAGCIEBRFDQ0NOADH/gAfvrTn8JxnKpf52c/+1mgwSmHwzk54EYTh8M5qVi/fj0OHjyId955B7/73e/wvve9D1/+8pfxoQ99CJZlTfbtcTicKQw3mjgczkmFpmlobGxES0sLli9fjptvvhmPPvoofve73+FnP/sZAOB73/selixZglAohNbWVnzxi1/E4OAgANrN/aqrrkJfX5/ntbr11lsBAJlMBl//+tfR0tKCUCiElStX4tlnn52cgXI4nDGHG00cDuek5/zzz8eyZcvw8MMPAwBEUcQPf/hDvP766/jXf/1XbNy4EX/3d38HADjrrLPwgx/8ANFoFAcPHsTBgwfx9a9/HQBw/fXXY9OmTbj//vuxfft2XHrppVi/fj127do1aWPjcDhjB2/Yy+FwThquvPJK9Pb24pFHHil67rLLLsP27dvxl7/8pei5X/3qV7j22mtx9OhRADSn6Stf+Qp6e3u9a/bu3YtZs2Zh7969aG5u9h5fs2YNzjzzTHzrW98a8/FwOJyJRZ7sG+BwOJypACEEgiAAAJ566incdttteOONN9Df3w/LspBOp5FKpWCaZsm/f/XVV2HbNubNmxd4PJPJoKamZtzvn8PhjD/caOJwOBwAO3bswMyZM/HOO+/gQx/6EL7whS/gH//xH5FMJvH73/8eV199NbLZbFmjaXBwEJIkYcuWLZAkKfBcOByeiCFwOJxxhhtNHA7npGfjxo149dVX8dWvfhVbtmyB4zi48847IYo07fPBBx8MXK+qKmzbDjx22mmnwbZtHD58GOecc86E3TuHw5k4uNHE4XBOKjKZDDo7O2HbNg4dOoTHH38ct912Gz70oQ/hiiuuwGuvvYZcLocf/ehHuOiii/Diiy/iJz/5SeA1Ojo6MDg4iKeffhrLli2DaZqYN28eLr/8clxxxRW48847cdppp+HIkSN4+umnsXTpUlx44YWTNGIOhzNW8Oo5DodzUvH444+jqakJHR0dWL9+PZ555hn88Ic/xKOPPgpJkrBs2TJ873vfw+23347Fixfjvvvuw2233RZ4jbPOOgvXXnstPv7xj6Ourg533HEHAODee+/FFVdcga997WuYP38+NmzYgJdffhltbW2TMVQOhzPG8Oo5DofD4XA4nCrgniYOh8PhcDicKuBGE4fD4XA4HE4VcKOJw+FwOBwOpwq40cThcDgcDodTBdxo4nA4HA6Hw6kCbjRxOBwOh8PhVAE3mjgcDofD4XCqgBtNHA6Hw+FwOFXAjSYOh8PhcDicKuBGE4fD4XA4HE4VcKOJw+FwOBwOpwq40cThcDgcDodTBf8/Ij/P2u5WdVAAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('Date vs Weekly Sales')\n", "sns.lineplot(x ='Date',y = \"Weekly_Sales\",data = new_train)\n", "plt.figure(figsize=(10,10))\n", "# sns.set(rc = {'figure.figsize':(40,10)})\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 219, "id": "0f709e6c-e965-49cb-a1d9-b39735f5de11", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plt.figure(figsize=(10,10))\n", "sns.barplot(x=new_train['Year'], y=new_train['Weekly_Sales'])\n", "plt.title('Year vs Weekly Sales')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 220, "id": "75712b3f-b82d-4d7a-b2d3-0b224042be26", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 220, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "month_wise_sales=pd.pivot_table(new_train, values = \"Weekly_Sales\", columns = \"Year\", index = \"Month\")\n", "month_wise_sales.plot()" ] }, { "cell_type": "code", "execution_count": 221, "id": "ec3a0c51-04bf-4b58-9ed3-00360e46eff2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 221, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "week_wise_sales=pd.pivot_table(new_train, values = \"Weekly_Sales\", columns = \"Year\", index = \"Week\")\n", "week_wise_sales.plot()\n" ] }, { "cell_type": "code", "execution_count": 222, "id": "1b026975-e40a-486c-b710-4ec07ff25d49", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,12))\n", "sns.barplot(x=new_train['IsHoliday'], y=new_train['Weekly_Sales'])\n", "plt.title('IsHoliday vs Average weekly Sales (plot-3)')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 223, "id": "cfd6b425-818a-4948-9d78-9f0351f23fd3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,12))\n", "sns.boxplot(x=new_train['IsHoliday'], y=new_train['Weekly_Sales'])\n", "plt.title('IsHoliday vs Average weekly Sales (plot-3)')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 224, "id": "2ef7e7a2-aa2d-4c1d-aded-94a84319d7a2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('Fuel Price vs Weekly Sales')\n", "sns.barplot(x ='Fuel_Price',y = \"Weekly_Sales\",data = new_train)\n", "# plt.figure(figsize=(40,25))\n", "# sns.set(rc = {'figure.figsize':(40,10)})\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 225, "id": "a078ed76-68e1-48ac-b787-0254128e49f7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 225, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fuel_sales=pd.pivot_table(new_train, values = \"Weekly_Sales\", columns = \"Year\", index = \"Fuel_Price\")\n", "fuel_sales.plot()\n" ] }, { "cell_type": "code", "execution_count": 226, "id": "2c02c9d0-7aed-4892-9c1c-ef4979ba7fb4", "metadata": {}, "outputs": [], "source": [ "# Fuel Price categorizing\n", "def fuel(x):\n", " if x>2 and x<2.25:\n", " return 2\n", " elif x>2.25 and x<2.5:\n", " return 2.25\n", " elif x>2.5 and x<2.75:\n", " return 2.5\n", " elif x>2.75 and x<3:\n", " return 2.75\n", " elif x>3 and x<3.25:\n", " return 3\n", " elif x>3.25 and x<3.5:\n", " return 3.25\n", " elif x>3.5 and x<3.75:\n", " return 3.5\n", " elif x>3.75 and x<4:\n", " return 3.75\n", " elif x>4 and x<4.25:\n", " return 4\n", " else:\n", " return 4.25\n", "\n", "\n", "list_of_fuel = new_train['Fuel_Price']\n", "new_list = list_of_fuel.map(fuel)\n", "new_train['Fuel_Price_Cat'] = new_list" ] }, { "cell_type": "code", "execution_count": 227, "id": "9e4509dc-c922-4730-976c-6cde3114018e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('Fuel Price vs Weekly Sales')\n", "sns.lineplot(x ='Fuel_Price_Cat',y = \"Weekly_Sales\",data = new_train)\n", "# plt.figure(figsize=(40,25))\n", "# sns.set(rc = {'figure.figsize':(40,10)})\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 228, "id": "21fc252a-e73f-4f68-844c-1fbd3f49726e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 228, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,5))\n", "sns.distplot(new_train['CPI'])" ] }, { "cell_type": "code", "execution_count": 229, "id": "cd7825d0-b3b1-49bb-a9b1-151f1cde3558", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Weekly_sales vs CPI')" ] }, "execution_count": 229, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,8))\n", "sns.scatterplot(x=new_train['CPI'],y=new_train['Weekly_Sales'],hue=new_train['Type'],\n", " palette='bright')\n", "plt.xlabel('CPI')\n", "plt.ylabel('Weekly_Sales')\n", "plt.title('Weekly_sales vs CPI')" ] }, { "cell_type": "code", "execution_count": 230, "id": "c40e00d2-5025-4d60-a2d2-b99bda14c8e2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Weekly_sales vs Unemployment')" ] }, "execution_count": 230, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df1 = new_train.groupby('Unemployment')['Weekly_Sales'].sum().reset_index()\n", "plt.figure(figsize=(15,8))\n", "sns.scatterplot(x=df1['Unemployment'],y=df1['Weekly_Sales'])\n", "plt.xlabel('Unemployment')\n", "plt.ylabel('Weekly_Sales')\n", "plt.title('Weekly_sales vs Unemployment')" ] }, { "cell_type": "code", "execution_count": 231, "id": "1cdbaa2f-3d4e-4e01-9be9-5be3adc99006", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 420212.000000\n", "mean 7.960000\n", "std 1.863879\n", "min 3.879000\n", "25% 6.891000\n", "50% 7.866000\n", "75% 8.567000\n", "max 14.313000\n", "Name: Unemployment, dtype: float64" ] }, "execution_count": 231, "metadata": {}, "output_type": "execute_result" } ], "source": [ "new_train['Unemployment'].describe()" ] }, { "cell_type": "code", "execution_count": 232, "id": "70ae172d-4fa4-409f-8b9f-f2037b24eb7b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 232, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,5))\n", "sns.distplot(new_train['Unemployment'])" ] }, { "cell_type": "markdown", "id": "afa36290-4a85-45ed-a626-b25c330aa475", "metadata": {}, "source": [ "## Bivariate Analysis" ] }, { "cell_type": "code", "execution_count": 233, "id": "d4d8d065-4547-4877-8e03-9142898cb27a", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(30,20))\n", "sns.barplot(x=new_train['Store'], y=new_train['Weekly_Sales'], hue=new_train['IsHoliday'])\n", "plt.title('Store vs Total Weekly Sales with hue as Isholiday(plot-3)')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 234, "id": "59a15d70-c837-4e82-a4a2-3fa64fc431e9", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(30,20))\n", "sns.barplot(x=new_train['Dept'], y=new_train['Weekly_Sales'], hue=new_train['IsHoliday'])\n", "plt.title('Dept vs Total Weekly Sales with hue as Isholiday(plot-2)')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 235, "id": "80e002db-0df1-42ba-a418-96430cdc9043", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20,10))\n", "sns.barplot(x=new_train['Fuel_Price_Cat'], y=new_train['Weekly_Sales'], hue=new_train['IsHoliday'])\n", "plt.title('Fuel Price vs Average Weekly Sales with hue as IsHoliday(plot-3)')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 236, "id": "4476d4df-64fb-4967-bcbe-667cde4349bc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Type vs Averag weeekly sales with hue as IsHoliday (plot-2)')" ] }, "execution_count": 236, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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p3HrrrSYIAliGrL766vn3v/+dbbbZJr/61a/SqVOn/OQnP8mDDz6Yyy+/vOjyYIlUUXLHRgAAAAAohJFzAAAAAFAQ4RwAAAAAFEQ4BwAAAAAFEc4BAAAAQEGEcwAAAABQEOEcAAAAABREOAcAAAAABRHOAQAAAEBBhHMAAAAAUBDhHAAANVRUVMzzcfrppxddIgDAUqFO0QUAALDk+eCDD8p/vvnmm3PqqafmtddeK7c1atSoiLIAAJY6Rs4BAFBDixYtyo+qqqpUVFSkRYsWady4cdZcc80MGTKkWv877rgjlZWV+fTTT/P222+noqIiN910UzbbbLM0aNAgnTp1yqOPPlptm5deeik77rhjGjVqlObNm+eAAw7IRx99tDgPEwCgcMI5AADmW2VlZfbZZ58MHjy4WvvgwYOzxx57pHHjxuW24447Lr/61a/y3HPPpWvXrtl5553z8ccfJ0kmTpyYbbfdNhtssEGeeeaZDBkyJOPGjctee+21WI8HAKBowjkAABbIIYcckvvuu6986ev48eNzzz335Gc/+1m1fgMGDMjuu++etddeO5dffnmqqqpy1VVXJUkuueSSbLDBBjnrrLPSoUOHbLDBBvnrX/+ahx9+OP/5z38W+zEBABRFOAcAwALZeOONs8466+Saa65Jklx//fVp3bp1ttxyy2r9unbtWv5znTp1stFGG+XVV19Nkjz//PN5+OGH06hRo/KjQ4cOSZI333xzMR0JAEDxTAgBAMACO+SQQ3LppZfmxBNPzODBg3PwwQenoqJivrefMmVKdt5555x99tk11q2yyiqLslQAgCWakXMAACyw/fffP++8804uuuiivPLKK+nbt2+NPv/617/Kf54xY0aeffbZrL322kmSDTfcMC+//HLatGmT9u3bV3tUVlYutuMAACiacA4AgAW2/PLLZ7fddstxxx2X7bffPquuumqNPpdeemn+8Y9/ZNSoUenfv38++eST8n3p+vfvnwkTJqRPnz55+umn8+abb+a+++7LwQcfnJkzZy7uwwEAKIxwDgCAhdKvX79Mnz69xkQQs/3hD3/IH/7wh6y33np57LHH8s9//jMrrbRSkqRly5Z5/PHHM3PmzGy//fbp3Llzjj766DRt2jS1avkrKgCw7KgolUqloosAAOCH57rrrsvAgQPz/vvvp169euX2t99+O23bts1zzz2X9ddfv7gCAQB+AEwIAQDAAvnss8/ywQcf5A9/+EN+/vOfVwvmAABYMK4ZAABggZxzzjnp0KFDWrRokZNOOqnocgAAftBc1goAAAAABTFyDgAAAAAKIpwDAAAAgIII5wAAAACgIMI5AAAAACiIcA4AAAAACiKcAwAAAICCCOcAAAAAoCDCOQAAAAAoyP8DQrsR/FDSyHsAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,8))\n", "sns.barplot(x=new_train['Type'], y=new_train['Weekly_Sales'], hue=new_train['IsHoliday'])\n", "plt.title('Type vs Averag weeekly sales with hue as IsHoliday (plot-2)')" ] }, { "cell_type": "code", "execution_count": 237, "id": "99878edc-5e91-4137-b12a-3cf0f55fb9f9", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,8))\n", "sns.boxplot(x=new_train['Type'], y=new_train['Weekly_Sales'])\n", "plt.title('Type vs Total Weekly Sales')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 238, "id": "1d664e82-be08-44a9-acb4-33af5f5d8570", "metadata": {}, "outputs": [], "source": [ "def maping_type(df):\n", " df['Type'] = df['Type'].map({'A':'1','B':'2','C':'3'})\n", " return df" ] }, { "cell_type": "code", "execution_count": 239, "id": "3f129ce1-03c4-4e28-bde4-de49b793d394", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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StoreDeptDateWeekly_SalesIsHolidayTypeSizeTemperatureFuel_PriceCPIUnemploymentWeekYearMonthFuel_Price_Cat
0112010-02-0524924.50False115131542.312.572211.0963588.1065201022.50
1112010-02-1246039.49True115131538.512.548211.2421708.1066201022.50
2112010-02-1941595.55False115131539.932.514211.2891438.1067201022.50
3112010-02-2619403.54False115131546.632.561211.3196438.1068201022.50
4112010-03-0521827.90False115131546.502.625211.3501438.1069201032.50
................................................
42156545982012-09-28508.37False211822164.883.997192.0135588.68439201293.75
42156645982012-10-05628.10False211822164.893.985192.1704128.667402012103.75
42156745982012-10-121061.02False211822154.474.000192.3272658.667412012104.25
42156845982012-10-19760.01False211822156.473.969192.3308548.667422012103.75
42156945982012-10-261076.80False211822158.853.882192.3088998.667432012103.75
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420212 rows × 15 columns

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" ], "text/plain": [ " Store Dept Date Weekly_Sales IsHoliday Type Size \\\n", "0 1 1 2010-02-05 24924.50 False 1 151315 \n", "1 1 1 2010-02-12 46039.49 True 1 151315 \n", "2 1 1 2010-02-19 41595.55 False 1 151315 \n", "3 1 1 2010-02-26 19403.54 False 1 151315 \n", "4 1 1 2010-03-05 21827.90 False 1 151315 \n", "... ... ... ... ... ... ... ... \n", "421565 45 98 2012-09-28 508.37 False 2 118221 \n", "421566 45 98 2012-10-05 628.10 False 2 118221 \n", "421567 45 98 2012-10-12 1061.02 False 2 118221 \n", "421568 45 98 2012-10-19 760.01 False 2 118221 \n", "421569 45 98 2012-10-26 1076.80 False 2 118221 \n", "\n", " Temperature Fuel_Price CPI Unemployment Week Year Month \\\n", "0 42.31 2.572 211.096358 8.106 5 2010 2 \n", "1 38.51 2.548 211.242170 8.106 6 2010 2 \n", "2 39.93 2.514 211.289143 8.106 7 2010 2 \n", "3 46.63 2.561 211.319643 8.106 8 2010 2 \n", "4 46.50 2.625 211.350143 8.106 9 2010 3 \n", "... ... ... ... ... ... ... ... \n", "421565 64.88 3.997 192.013558 8.684 39 2012 9 \n", "421566 64.89 3.985 192.170412 8.667 40 2012 10 \n", "421567 54.47 4.000 192.327265 8.667 41 2012 10 \n", "421568 56.47 3.969 192.330854 8.667 42 2012 10 \n", "421569 58.85 3.882 192.308899 8.667 43 2012 10 \n", "\n", " Fuel_Price_Cat \n", "0 2.50 \n", "1 2.50 \n", "2 2.50 \n", "3 2.50 \n", "4 2.50 \n", "... ... \n", "421565 3.75 \n", "421566 3.75 \n", "421567 4.25 \n", "421568 3.75 \n", "421569 3.75 \n", "\n", "[420212 rows x 15 columns]" ] }, "execution_count": 239, "metadata": {}, "output_type": "execute_result" } ], "source": [ "maping_type(new_train)" ] }, { "cell_type": "code", "execution_count": 240, "id": "479b6ba7-6175-42f5-a4c7-8960c78eabf2", "metadata": {}, "outputs": [], "source": [ "def convert_to_int(df): \n", " df['Type']=df['Type'].astype(int)\n", " df['IsHoliday']=df['IsHoliday'].astype(int)\n", " return df" ] }, { "cell_type": "code", "execution_count": 242, "id": "e79734fc-3400-4a07-a5a7-95ac40a8662a", "metadata": {}, "outputs": [], "source": [ "# from sklearn import preprocessing\n", "# label_encoder = preprocessing.LabelEncoder()\n", "# # Encode labels in column 'species'.\n", "# new_train['IsHoliday']= label_encoder.fit_transform(new_train['IsHoliday'])\n", "# new_train['Type']= label_encoder.fit_transform(new_train['Type'])\n", "# new_train" ] }, { "cell_type": "code", "execution_count": 241, "id": "28860771-cfed-430b-bc05-d49d16cc47c0", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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StoreDeptDateWeekly_SalesIsHolidayTypeSizeTemperatureFuel_PriceCPIUnemploymentWeekYearMonthFuel_Price_Cat
0112010-02-0524924.500115131542.312.572211.0963588.1065201022.50
1112010-02-1246039.491115131538.512.548211.2421708.1066201022.50
2112010-02-1941595.550115131539.932.514211.2891438.1067201022.50
3112010-02-2619403.540115131546.632.561211.3196438.1068201022.50
4112010-03-0521827.900115131546.502.625211.3501438.1069201032.50
................................................
42156545982012-09-28508.370211822164.883.997192.0135588.68439201293.75
42156645982012-10-05628.100211822164.893.985192.1704128.667402012103.75
42156745982012-10-121061.020211822154.474.000192.3272658.667412012104.25
42156845982012-10-19760.010211822156.473.969192.3308548.667422012103.75
42156945982012-10-261076.800211822158.853.882192.3088998.667432012103.75
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420212 rows × 15 columns

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" ], "text/plain": [ " Store Dept Date Weekly_Sales IsHoliday Type Size \\\n", "0 1 1 2010-02-05 24924.50 0 1 151315 \n", "1 1 1 2010-02-12 46039.49 1 1 151315 \n", "2 1 1 2010-02-19 41595.55 0 1 151315 \n", "3 1 1 2010-02-26 19403.54 0 1 151315 \n", "4 1 1 2010-03-05 21827.90 0 1 151315 \n", "... ... ... ... ... ... ... ... \n", "421565 45 98 2012-09-28 508.37 0 2 118221 \n", "421566 45 98 2012-10-05 628.10 0 2 118221 \n", "421567 45 98 2012-10-12 1061.02 0 2 118221 \n", "421568 45 98 2012-10-19 760.01 0 2 118221 \n", "421569 45 98 2012-10-26 1076.80 0 2 118221 \n", "\n", " Temperature Fuel_Price CPI Unemployment Week Year Month \\\n", "0 42.31 2.572 211.096358 8.106 5 2010 2 \n", "1 38.51 2.548 211.242170 8.106 6 2010 2 \n", "2 39.93 2.514 211.289143 8.106 7 2010 2 \n", "3 46.63 2.561 211.319643 8.106 8 2010 2 \n", "4 46.50 2.625 211.350143 8.106 9 2010 3 \n", "... ... ... ... ... ... ... ... \n", "421565 64.88 3.997 192.013558 8.684 39 2012 9 \n", "421566 64.89 3.985 192.170412 8.667 40 2012 10 \n", "421567 54.47 4.000 192.327265 8.667 41 2012 10 \n", "421568 56.47 3.969 192.330854 8.667 42 2012 10 \n", "421569 58.85 3.882 192.308899 8.667 43 2012 10 \n", "\n", " Fuel_Price_Cat \n", "0 2.50 \n", "1 2.50 \n", "2 2.50 \n", "3 2.50 \n", "4 2.50 \n", "... ... \n", "421565 3.75 \n", "421566 3.75 \n", "421567 4.25 \n", "421568 3.75 \n", "421569 3.75 \n", "\n", "[420212 rows x 15 columns]" ] }, "execution_count": 241, "metadata": {}, "output_type": "execute_result" } ], "source": [ "convert_to_int(new_train)" ] }, { "cell_type": "code", "execution_count": null, "id": "2bfaab3d-93c9-45bc-8a29-3430c7dd08cb", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 243, "id": "fc272442-ed44-48ba-a4dc-edbfb6434d71", "metadata": {}, "outputs": [], "source": [ "new_train=new_train.drop(['Date'],axis=1)" ] }, { "cell_type": "code", "execution_count": 244, "id": "540fe92f-c74c-4314-8061-dbc21488b931", "metadata": {}, "outputs": [], "source": [ "X=new_train.drop(['Weekly_Sales'], axis=1)\n", "y = new_train['Weekly_Sales']" ] }, { "cell_type": "code", "execution_count": 245, "id": "7be65509-69ec-4350-b3b0-3aec690840eb", "metadata": {}, "outputs": [], "source": [ "from sklearn.ensemble import RandomForestRegressor\n", "from xgboost import XGBRegressor\n", "from sklearn.tree import DecisionTreeRegressor" ] }, { "cell_type": "code", "execution_count": 246, "id": "bdcf7667-d0d4-4cf4-9c69-4ffdfdfc01df", "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "code", "execution_count": 247, "id": "8fa56601-cbce-401d-a82f-4d9b1f7e33e4", "metadata": {}, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=0)" ] }, { "cell_type": "code", "execution_count": 267, "id": "757aca74-cb29-469d-bf28-29ba43dd8ff5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Store', 'Dept', 'IsHoliday', 'Type', 'Size', 'Temperature',\n", " 'Fuel_Price', 'CPI', 'Unemployment', 'Week', 'Year', 'Month',\n", " 'Fuel_Price_Cat'],\n", " dtype='object')" ] }, "execution_count": 267, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train.columns" ] }, { "cell_type": "code", "execution_count": 248, "id": "c46c0e09-90d2-4b2b-9b49-1ad7c46aa012", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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StoreDeptIsHolidayTypeSizeTemperatureFuel_PriceCPIUnemploymentWeekYearMonthFuel_Price_Cat
38934441830119632133.002.712190.9931447.508482010122.50
758318600115507868.723.467219.7885816.42538201193.25
1626551740129318832.813.445129.8364006.617472011113.25
1873572010120374278.092.793204.3625667.52727201072.75
24134327123739251.653.409223.7536436.8336201223.25
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" ], "text/plain": [ " Store Dept IsHoliday Type Size Temperature Fuel_Price \\\n", "389344 41 83 0 1 196321 33.00 2.712 \n", "75831 8 60 0 1 155078 68.72 3.467 \n", "162655 17 40 1 2 93188 32.81 3.445 \n", "187357 20 1 0 1 203742 78.09 2.793 \n", "24134 3 27 1 2 37392 51.65 3.409 \n", "\n", " CPI Unemployment Week Year Month Fuel_Price_Cat \n", "389344 190.993144 7.508 48 2010 12 2.50 \n", "75831 219.788581 6.425 38 2011 9 3.25 \n", "162655 129.836400 6.617 47 2011 11 3.25 \n", "187357 204.362566 7.527 27 2010 7 2.75 \n", "24134 223.753643 6.833 6 2012 2 3.25 " ] }, "execution_count": 248, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train.head()" ] }, { "cell_type": "code", "execution_count": null, "id": "dd98b500-d2b0-4cd5-a558-d9b9face7c1e", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "40d3763e-f817-4b0d-b240-3df363b1b3d1", "metadata": {}, "source": [ "## Feature Importance" ] }, { "cell_type": "code", "execution_count": 249, "id": "de324195-1207-46ce-9f8a-44e89cff4d9d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
RandomForestRegressor()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "RandomForestRegressor()" ] }, "execution_count": 249, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imf = RandomForestRegressor()\n", "imf.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 250, "id": "e99ed7c9-1bfd-4778-bcd3-e03dd62151c8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
imp_featuresfeature_names
10.624393Dept
40.190064Size
00.059055Store
90.043448Week
70.027751CPI
\n", "
" ], "text/plain": [ " imp_features feature_names\n", "1 0.624393 Dept\n", "4 0.190064 Size\n", "0 0.059055 Store\n", "9 0.043448 Week\n", "7 0.027751 CPI" ] }, "execution_count": 250, "metadata": {}, "output_type": "execute_result" } ], "source": [ "feature_imp_df = pd.DataFrame()\n", "feature_imp_df['imp_features'] = imf.feature_importances_\n", "feature_imp_df['feature_names'] = X_train.columns\n", "feature_imp_df = feature_imp_df.sort_values(by='imp_features', ascending=False)\n", "feature_imp_df.head()" ] }, { "cell_type": "code", "execution_count": 251, "id": "ce3b2a8f-abbb-4bb9-8fa8-64d44e0e4ac5", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "plt.bar(feature_imp_df['feature_names'][:10], feature_imp_df['imp_features'][:10], color='skyblue')\n", "plt.xlabel('Feature Names')\n", "plt.ylabel('Importance Score')\n", "plt.title('Top 10 Feature Importances')\n", "plt.xticks(rotation=45, ha='right') # Rotate x-axis labels for better readability\n", "plt.tight_layout()\n", "\n", "# Show the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e82b5592-7463-4b38-9ed5-0a80ef5f32ae", "metadata": {}, "source": [ "## Model Building\n" ] }, { "cell_type": "code", "execution_count": 252, "id": "744d8b42-a4b0-4961-ba5d-e5182da67962", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Random Forest Regressor Accuracy - 97.61510575333348\n" ] } ], "source": [ "rf_acc = imf.score(X_test,y_test)*100\n", "print(\"Random Forest Regressor Accuracy - \",rf_acc)" ] }, { "cell_type": "code", "execution_count": 253, "id": "52b13af0-7c91-4cfa-b4bb-eee86ddaccee", "metadata": {}, "outputs": [], "source": [ "y_pred_rf = imf.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 254, "id": "3dec1430-a0d8-4769-b8b4-33c1e7756180", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ActualPredicted
19855618526.4618610.1016
34249184.00130.2605
26764527025.5630615.5619
16904448324.5445113.7760
451022968.683262.3205
.........
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1448081109.83885.0905
40557519.7678.2843
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1459947.9638.5749
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\n", "
" ], "text/plain": [ " Actual Predicted\n", "198556 18526.46 18610.1016\n", "342491 84.00 130.2605\n", "267645 27025.56 30615.5619\n", "169044 48324.54 45113.7760\n", "45102 2968.68 3262.3205\n", "... ... ...\n", "276446 46104.16 36210.2767\n", "144808 1109.83 885.0905\n", "405575 19.76 78.2843\n", "66690 307.84 344.8282\n", "145994 7.96 38.5749\n", "\n", "[126064 rows x 2 columns]" ] }, "execution_count": 254, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rf_df = pd.DataFrame({'Actual': y_test, 'Predicted': y_pred_rf})\n", "# rf_df.to_csv('./predictions/rf_real_pred.csv')\n", "rf_df" ] }, { "cell_type": "code", "execution_count": 257, "id": "8596e23b-8003-4e61-8964-e2063f12bf5b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
XGBRegressor(base_score=None, booster=None, callbacks=None,\n",
       "             colsample_bylevel=None, colsample_bynode=None,\n",
       "             colsample_bytree=None, device=None, early_stopping_rounds=None,\n",
       "             enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "             gamma=None, grow_policy=None, importance_type=None,\n",
       "             interaction_constraints=None, learning_rate=None, max_bin=None,\n",
       "             max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "             max_delta_step=None, max_depth=None, max_leaves=None,\n",
       "             min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "             multi_strategy=None, n_estimators=None, n_jobs=None,\n",
       "             num_parallel_tree=None, random_state=None, ...)
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" ], "text/plain": [ "XGBRegressor(base_score=None, booster=None, callbacks=None,\n", " colsample_bylevel=None, colsample_bynode=None,\n", " colsample_bytree=None, device=None, early_stopping_rounds=None,\n", " enable_categorical=False, eval_metric=None, feature_types=None,\n", " gamma=None, grow_policy=None, importance_type=None,\n", " interaction_constraints=None, learning_rate=None, max_bin=None,\n", " max_cat_threshold=None, max_cat_to_onehot=None,\n", " max_delta_step=None, max_depth=None, max_leaves=None,\n", " min_child_weight=None, missing=nan, monotone_constraints=None,\n", " multi_strategy=None, n_estimators=None, n_jobs=None,\n", " num_parallel_tree=None, random_state=None, ...)" ] }, "execution_count": 257, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xgbr = XGBRegressor()\n", "xgbr.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 258, "id": "f6fc3008-bfb6-452e-ba6b-22a4c1601d00", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "XGBoost Regressor Accuracy - 94.41371720008624\n" ] } ], "source": [ "xgb_acc = xgbr.score(X_test,y_test)*100\n", "print(\"XGBoost Regressor Accuracy - \",xgb_acc)" ] }, { "cell_type": "code", "execution_count": 259, "id": "c255fed2-4689-4fb5-812b-d337ee0031ca", "metadata": {}, "outputs": [], "source": [ "y_pred_xgb = xgbr.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 260, "id": "627c0651-a553-4fde-ab19-994d94725467", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
DecisionTreeRegressor()
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" ], "text/plain": [ "DecisionTreeRegressor()" ] }, "execution_count": 260, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dt=DecisionTreeRegressor()\n", "dt.fit(X_train,y_train)" ] }, { "cell_type": "code", "execution_count": 261, "id": "173d2027-6a63-4836-9dcb-eaf5c894691e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DecisionTree Regressor Accuracy - 95.78448230525325\n" ] } ], "source": [ "dt_acc=dt.score(X_test,y_test)*100\n", "print(\"DecisionTree Regressor Accuracy - \",dt_acc)" ] }, { "cell_type": "code", "execution_count": 265, "id": "0b2779e0-75a4-4f74-8652-8d330030cc69", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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StoreDeptIsHolidayTypeSizeTemperatureFuel_PriceCPIUnemploymentWeekYearMonthFuel_Price_Cat
1985562180214016754.682.720210.8733328.32411201032.50
3424913620013991042.872.971210.2379738.3952201112.75
2676452850120630254.203.813129.82683312.890462011113.75
16904418130212065321.332.788131.5279039.2025201022.75
45102542023487552.472.732211.5718926.56612201032.50
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" ], "text/plain": [ " Store Dept IsHoliday Type Size Temperature Fuel_Price \\\n", "198556 21 8 0 2 140167 54.68 2.720 \n", "342491 36 20 0 1 39910 42.87 2.971 \n", "267645 28 5 0 1 206302 54.20 3.813 \n", "169044 18 13 0 2 120653 21.33 2.788 \n", "45102 5 42 0 2 34875 52.47 2.732 \n", "\n", " CPI Unemployment Week Year Month Fuel_Price_Cat \n", "198556 210.873332 8.324 11 2010 3 2.50 \n", "342491 210.237973 8.395 2 2011 1 2.75 \n", "267645 129.826833 12.890 46 2011 11 3.75 \n", "169044 131.527903 9.202 5 2010 2 2.75 \n", "45102 211.571892 6.566 12 2010 3 2.50 " ] }, "execution_count": 265, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_test.head()" ] }, { "cell_type": "code", "execution_count": 268, "id": "0fdd6fbd-8a0f-4269-b1fc-aa733c484261", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([18610.1016])" ] }, "execution_count": 268, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imf.predict(X_test.head(1))" ] }, { "cell_type": "code", "execution_count": null, "id": "08af1ea5-c956-41fd-9271-0e3842236923", "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import FunctionTransformer\n", "from sklearn.compose import ColumnTransformer\n", "train = train_df.merge(store_df, how='left').merge(feature_df, how='left')\n", "test = test_df.merge(store_df, how='left').merge(feature_df, how='left')" ] }, { "cell_type": "code", "execution_count": null, "id": "f85a5e1d-eda5-4529-bb4b-f48b502ddeda", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "faf47706-eafb-4773-a346-0d4bad912e61", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "e4f14e92-130c-4166-8c3b-c3fa4a739ccf", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "d49d78d2-4608-4879-9f85-d052faf4130e", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "8d12f084-df30-4f3a-b2b7-6b185521b5e8", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "9d85b35c-ceda-4bf1-9230-b2d5506959da", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 264, "id": "ce55f1fd-a90f-46a2-a40c-8ce35f5d7b52", "metadata": {}, "outputs": [], "source": [ "import pickle\n", "pickle.dump(imf,open('model.pkl','wb'))" ] }, { "cell_type": "code", "execution_count": null, "id": "8d50f4e7-3a20-42f4-889b-a88eb6a7aadb", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.0" } }, "nbformat": 4, "nbformat_minor": 5 }