From 80366f88f48b8a4b659f41192726729f97f2abf4 Mon Sep 17 00:00:00 2001 From: Sanskriti Agrawal <96240350+sanskritiagr@users.noreply.github.com> Date: Thu, 23 May 2024 02:10:58 +0530 Subject: [PATCH] Added LSTM and ARIMA I have added lstm and arima. I have also made some changes in prophet code because it had some errors. However, it is working fine now. --- Facebook Prophet/FbProphet Nifty.ipynb | 2876 +++++++++++++++++++++++- 1 file changed, 2875 insertions(+), 1 deletion(-) diff --git a/Facebook Prophet/FbProphet Nifty.ipynb b/Facebook Prophet/FbProphet Nifty.ipynb index 910ecb0f..311c3a9c 100644 --- a/Facebook Prophet/FbProphet Nifty.ipynb +++ b/Facebook Prophet/FbProphet Nifty.ipynb @@ -1 +1,2875 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyMJ2UPBG5uMTvSVmadSJeZo"},"kernelspec":{"name":"python3","display_name":"Python 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GOEL","userId":"05293688636234307555"}},"outputId":"e3a50107-0b80-47ef-ccdd-8f06d6aa73f9"},"outputs":[{"output_type":"stream","name":"stdout","text":["Cloning into 'Hedging-of-Financial-Derivatives'...\n","remote: Enumerating objects: 221, done.\u001b[K\n","remote: Counting objects: 100% (144/144), done.\u001b[K\n","remote: Compressing objects: 100% (115/115), done.\u001b[K\n","remote: Total 221 (delta 42), reused 98 (delta 25), pack-reused 77\u001b[K\n","Receiving objects: 100% (221/221), 32.95 MiB | 20.69 MiB/s, done.\n","Resolving deltas: 100% (60/60), done.\n","/content/Hedging-of-Financial-Derivatives\n"]}],"source":["!git clone https://github.com/tejasvinigoel/Hedging-of-Financial-Derivatives.git\n","%cd Hedging-of-Financial-Derivatives\n"]},{"cell_type":"code","source":["import warnings;\n","warnings.simplefilter('ignore')"],"metadata":{"id":"hjSi1PePywmb","executionInfo":{"status":"ok","timestamp":1715500426728,"user_tz":-330,"elapsed":439,"user":{"displayName":"TEJASVINI GOEL","userId":"05293688636234307555"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","source":["#pip install pystan prophet"],"metadata":{"collapsed":true,"id":"ohDqfi-HywyD","executionInfo":{"status":"ok","timestamp":1715500833519,"user_tz":-330,"elapsed":387,"user":{"displayName":"TEJASVINI GOEL","userId":"05293688636234307555"}}},"execution_count":13,"outputs":[]},{"cell_type":"code","source":["import yfinance as yf\n","\n","data = yf.download('^NSEI', start='2020-01-01', end='2024-05-01')\n","data.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":342},"id":"CyQzInLzzAeP","executionInfo":{"status":"ok","timestamp":1715500490512,"user_tz":-330,"elapsed":2212,"user":{"displayName":"TEJASVINI GOEL","userId":"05293688636234307555"}},"outputId":"8b9f1b42-0e99-4f12-e711-d6a5d961ff1e"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stderr","text":["\r[*********************100%%**********************] 1 of 1 completed\n"]},{"output_type":"execute_result","data":{"text/plain":[" Open High Low Close \\\n","Date \n","2020-01-01 12202.150391 12222.200195 12165.299805 12182.500000 \n","2020-01-02 12198.549805 12289.900391 12195.250000 12282.200195 \n","2020-01-03 12261.099609 12265.599609 12191.349609 12226.650391 \n","2020-01-06 12170.599609 12179.099609 11974.200195 11993.049805 \n","2020-01-07 12079.099609 12152.150391 12005.349609 12052.950195 \n","\n"," Adj Close Volume \n","Date \n","2020-01-01 12182.500000 304100 \n","2020-01-02 12282.200195 407700 \n","2020-01-03 12226.650391 428800 \n","2020-01-06 11993.049805 396500 \n","2020-01-07 12052.950195 447800 "],"text/html":["\n","
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OpenHighLowCloseAdj CloseVolume
Date
2020-01-0112202.15039112222.20019512165.29980512182.50000012182.500000304100
2020-01-0212198.54980512289.90039112195.25000012282.20019512282.200195407700
2020-01-0312261.09960912265.59960912191.34960912226.65039112226.650391428800
2020-01-0612170.59960912179.09960911974.20019511993.04980511993.049805396500
2020-01-0712079.09960912152.15039112005.34960912052.95019512052.950195447800
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Close
Date
2024-04-2422402.400391
2024-04-2522570.349609
2024-04-2622419.949219
2024-04-2922643.400391
2024-04-3022604.849609
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n \"name\": \"df\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"Date\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"2024-04-24 00:00:00\",\n \"max\": \"2024-04-30 00:00:00\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"2024-04-25 00:00:00\",\n \"2024-04-30 00:00:00\",\n \"2024-04-26 00:00:00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Close\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 110.07571829466822,\n \"min\": 22402.400390625,\n \"max\": 22643.400390625,\n \"num_unique_values\": 5,\n \"samples\": [\n 22570.349609375,\n 22604.849609375,\n 22419.94921875\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":6},{"output_type":"display_data","data":{"text/plain":[""],"text/html":["

Distributions

\n",""]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["from matplotlib import pyplot as plt\n","_df_0['Close'].plot(kind='hist', bins=20, title='Close')\n","plt.gca().spines[['top', 'right',]].set_visible(False)"],"text/html":["
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\n"," \n"," "]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":[""],"text/html":["

Values

\n",""]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["from matplotlib import pyplot as plt\n","_df_1['Close'].plot(kind='line', figsize=(8, 4), title='Close')\n","plt.gca().spines[['top', 'right']].set_visible(False)"],"text/html":["
\n"," \n","
\n"," \n"," "]},"metadata":{}}]},{"cell_type":"code","source":["import pandas as pd\n","import prophet\n","import matplotlib.pyplot as plt\n","%matplotlib inline"],"metadata":{"id":"FIlsFCLUyw2L","executionInfo":{"status":"ok","timestamp":1715501188147,"user_tz":-330,"elapsed":388,"user":{"displayName":"TEJASVINI GOEL","userId":"05293688636234307555"}}},"execution_count":25,"outputs":[]},{"cell_type":"code","source":["df.plot()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":451},"id":"HHSzOA8Zyw5g","executionInfo":{"status":"ok","timestamp":1715500632899,"user_tz":-330,"elapsed":1298,"user":{"displayName":"TEJASVINI GOEL","userId":"05293688636234307555"}},"outputId":"484ad6a0-0f3f-4780-dccd-1899e523e05b"},"execution_count":9,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":9},{"output_type":"display_data","data":{"text/plain":["
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10682024-04-2622419.949219
10692024-04-2922643.400391
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kks4++yzi7PQZ555Jtdffz0XXnghn/3sZ3nooYe44447uOeee4r9WLhwIaeeeiqHHHIIhx12GNdeey2pVIrPfOYzY/K5iIiIiIiIbG9hGBKG0Jd1yXk+PVkX1w8wDYPyeITuTB5DZ3Nvd2Maujds2MCnPvUpmpubKS8vZ7/99uP+++/nfe97HwDXXHMNpmly4oknksvlWLBgAT/5yU+Kz7csi7vvvpuzzjqL+fPnk0wmOfXUU/nWt75VbDNr1izuuecezj//fK677jrq6+v5xS9+wYIFC4ptTjrpJNra2rj00ktpaWnhgAMO4L777htSXE1ERERERGRn5AchqzvTdKbzhIBtmnSmXYIQbNOgtsSheoyPCJuoxt053TsrndMtojEmo09jTEabxpiMNo0xGW0jjbGn1nYRApm8j20ZdKZcLMvAMgwSEYuEY41dp0egc7pFRERERERkp+AFIam8TxACBji2Sc4LMCwwx12lr4lFH6+IiIiIiMgEF4Qh7ak8WdcnCEJs08ANQoIwxNY+7lGl0C0iIiIiIrILKHUs8n5AAFiGgecHZL1w3BwRNlFpebmIiIiIiMgEFQQhzzf34vkhUdsk5wd4fohtG1TEI1gGqlg+yhS6RUREREREJqicHwzs5Q4xTQPTMMj7AYmIpWrlO4iWl4uIiIiIiExAeS9gZXuKjFsooGYyELq9AK0o33EUukVERERERCagNV1pXm7tpyfrFUK3CZYB+SAY667tUhS6RUREREREJqCM6xO1TbKuV1hebhhUl0Qpc2yitqLgjqJPWkREREREZALK+QGOZVCZcOjNeTiWiW0aTCmLqXjaDqRCaiIiIiIiIhOMH4Tk3ADTMKhKOkwe6w7twhS6RUREREREJpCejMvKtZ34WDqDexzQ8nIREREREZEJJJX32dDv4odgK3SPOYVuERERERGRCSLvBbT258i6Pq4fKHSPAwrdIiIiIiIiE8CGvhytfVl6s4Vq5Wk3UJXycUB7ukVERERERCaA1V1p8D3CMKQm6ZAJQlUpHwcUukVERERERHZyQRDi+gFWGGIYUJV0sOzIWHdL0PJyERERERGRnV5fziPnBfgBWJrdHlcUukVERERERHZyL2/oJ++F+GGAZSrmjSdaXi4iIiIiIrITC4KQjOuTynvYgKWJ7nFFX4GIiIiIiIjsxDKuT9YNyLg+eT9EE93ji34dIiIiIiIiO7G065PzA2zTJJUPiNrWWHdJNqHQLSIiIiIishPqTOfpTOfJuD5hGFJb6kAYYptaXz6eaE+3iIiIiIjITmhle4owhOqkg2FAWSxC0oa+7sxYd002odAtIiIiIiKyE8p7AVDY061jwsYvhW4REREREZGdjOcH5PwAk8IZ3ZaWlI9bCt0iIiIiIiI7CT8ICcKQ3qxHKufjhSGTQPu4xzGFbhERERERkZ3EspY+cp7PlNIYQRgyOenQnXGpTjpj3TUZgUK3iIiIiIjITiLj+nhBSG/OAyAesYhHdETYeKbQLSIiIiIispNw/YC8H5DOG6h22s5BoVtERERERGQnkPN8sl5AxvWJWCa2UvdOQaFbRERERERkHAvDkA39eXqzLv05j7wf4li+KpbvJMyx7oCIiIiIiIiMrLUvx9PruujOuHhBSBCE9Oc9ko7mUHcG+i2JiIiIiIiMY409GbrSLhXxCBHLYFZlYqy7JNtAM90iIiIiIiLjlB+E9GQLs9qpfKB93DshhW4REREREZFxKuf5eH5IedwmlXepSETGukuyjbS8XEREREREZBwKw5CcF+D6ARUxh/KYAvfOSKFbRERERERkHFrW0kfW8/GCENvSIuWdlX5zIiIiIiIi40zO82nrz+H64Vh3Rd4ihW4REREREZFxZn13lraUq9A9ASh0i4iIiIiIjCNhGNLYk8E0wA0CglDBe2em0C0iIiIiIjKOpPI+6XzApHiE/qyHZeqYsJ2ZCqmJiIiIiIiMIzkvIOf5VCdj2KaBoyJqOzWFbhERERERkXGiN+vS2JMhBAzDoCSqyLaz029QRERERERkHMh7ASvaUiqeNsEodIuIiIiIiIwDL2/ooyfrag/3BKPNASIiIiIiIuNAd8ajrT9PJh9gKHdPGArdIiIiIiIiYyzr+mS9gDCEnqxLVMXTJgz9JkVERERERMZYzgtwfZ+ZlXHKYzZVSWesuyTbiUK3iIiIiIjIGPOCEM8PsU2DmpIo5i6yvjyd93l8TRe9WZdfPrmWb9z3Mi292bHu1nalQmoiIiIiIiJjyPUDujNu8ZiwXYXrB3zuzud4pS016P6n1vXwntlVrOnKcMWxe3L0HjVj1MPtQ6FbRERERERkDL28oZ903h/rbuxwf3ulbUjgBmhP5bnz+WYAujLuju7WdqfQLSIiIiIiMkZea0/RnXHxg5Bd5XTuVZ1pvv3ACp5v7t1su/3rStm9JrmDejV6tKdbRERERERkjDT3ZVnTmSbnBYThxI/dYRjyjfuWjxi4rU1W1394nynUlcV2UM9Gj0K3iIiIiIjIGMi6Pql8wOSSKH05D8scn/u52/pztKfy2+Vay1r6eHlD/6D7akujxZ/nVL8+sz0pHtkurznWtLxcRERERERkB/ODkJ6shxcElEdtujIudZuEz/HiqXXdfOmPL+IHIQfXV9CdcfnvA6Zywj5T3tT1lqzvGXLfXpNLaO3LAYXQvXxgn3eFQreIiIiIiIhsq5zns3R9L0EY4gchtmUOmuEdT3706CryfmHZ+5PrugH4zt9XMK+2hN1rSrb6OmEYcusz6/nxv1YDhWXkA5fl4wdOpaEizqzKOLWlUe5f3sb0ijhlsYkRVyfGuxAREREREdlJrO3K0NidoTIRIQjCQfuYx4t/rerktmfX8583LAXf6FdPrePKD+y11de79Zn1XPvoquLtQxoqeGJtN7UlDvvVlXFwfUXxsb9//ggcy6S1P/em+z+eKHSLiIiIiIjsIDnPp7E7Q8b1CcIIPuPvbO6V7SnO+9OyzbZ54JV2+rIvcO47ZrHH5M3PeHt+wM1Prxt03/t2r+HM+TOYVZkgYg0uNVYSnVgxVYXUREREREREdoCudJ7ujEfOC6ktjeKH4Pvjr2L57UubBt0uGyEEP762m4vvfRk/2Px7WLK+h+6MN+i+SfEI+9aVTbiAPRyFbhERERERkVEUhiHPNHazrKWPVR1p/DDAsUyCICQYh8eE/Xt156DbkU3Wv1fEB4fktd0Z/vFq+4jX8vyAf73WOeT+6qTzFnu581DoFhERERERGSXpvMczjT10pl1a+3KkXQ8vCIlYJm4QbHGWeEda153h0vuXs6F/8PFgfhjyqYPrKY/ZnDV/5pDnPbiifdgvD17tSHHiLUv47cDM+WENFVgGHNpQzl61W1+EbWc38efyRURERERExkhrXx7XL1Qpz3kBXlCo2m2bBum8P2gWeSx1pvN85Oan2TQ67zOllBdb+vjw3lM49x2z+OI7ZxGGIVc+tHLQcx94pZ1/vvYYX3nXbvzXvnVAYXb/W39bwfrebLHdflNL+e4H9qQkamOOs33so0mhW0REREREZJT4YUjO8wnCkLqyKFkvwPdDLNOgxLGYlBgfy6zveK5pUOA2gO8cuwcr2lK8a3bV6/cbBkfNqeKhlR0cPr1QgRwg5wX84OFXqUo6PN/USwgsa+0b9BoVsciEOXt7Wyh0i4iIiIiIjALPD+jJuGS9gCAMcSyT/rxP3g8AmFIWG+MeQnfGZVlLH3e90DLo/hCoL49TXx4f8pwrP7AXy1r6ME2DJ9YuLd6f90MW/vmlEV9rVwzcoNAtIiIiIiIyKv6zoZ/1PVkMA8IQIpZJOu9jm2O7tLon69KdcTEw+NRvn6U/72/T8y3TYL+pZbT2bfkc7apEhI60C8DMysSb6u/OTqFbRERERERkOwvDkPb+HCEhQVCYObZMg6pEhKSz42PYP1a28+S6bvadUsZV/1g5YtA+pL6cpxt7OPcdM7d4zUmbzFw7lkF+mOPP3j27iua+HHvXlrLnFs7znqgUukVERERERLajIAhpS+UJKJxx3ZF2i1XKx2IP93NNvVxw938AuPO55s22/d5xe7GuO8O+dWVbvK5jm3z8wKn89tkmPrz3FO58vnDtpGORGgj1U0pjXPzeuW/xHezcFLpFRERERES2ozVdGdb3ZAhDME2DiphNLGKNQT/S/N/TjfxpWetWP6civm3Fzr78rtmcdth0OtL5Yujec3IJSxp7AJiU2DX3cW9KoVtERERERGQ76c95rOlK05fzcCyTqGWOyex2zgs4964Xaerd8r7rqGWSGyju9mZUxCNYmxwBdmhDBS+19uFYJu+YVfmmrztRKHSLiIiIiIhsB34Q0tafpyOdBwwiJpjm2PTl4dc6Nxu4Y7ZJ1isE7bPeNoOfP7GWbxz95peBl8Zsrj5+L5Y09vDR/er4yL5TiNkWCWfHz/CPNwrdIiIiIiIib1FnOs+KthReEBK3LXpzHr5tYrLjK5WHYcgTa3uG3D+lNErLQMXxebWlPLO+0OZ/Dq7n4wdOw3qLVdXfPaead8+pfkvXmIjG6HsXERERERGRiSHr+qxoS9GRzuP5AY5l4AchQRiyo08HW9ud4cx713LPy21DHnvnboWl3pWJCGfOn8GB08q4ZGB2+60GbhmZZrpFRERERES2URCELGnsZreqJCvbU3RnXFw/wLNNLNPAMgxyXoC5A8NsGIZc9reVvNr1+rLy2VUJXu1IA3D222ZyxPRJ7Dm5hNrSKD//2P47rG+7MoVuERERERGRLQiCENM06M26xGyL3qxLZ9rFNNLk/YD2VJ64Y+EHELEN4hGT/ryPaey40P1Saz8vbUgNuu/UQxpY0tjNsXtOpiRq867ZVTusP1Kg0C0iIiIiIjICzw9o6cvR3Jtln7oyXmjuY1I8QtKx6M64lMci+EHIlNIonWkXPwiwTJup5TGy7puvCP5mLF7TNeS+PSYn+cBek3doP2QwhW4REREREZERvLyhn1Tepy/nsXxDP829WUwD/CDA9QM6M3mitolpgBcGeIGJbRiYhrHDKne7fsDtS5u4cfGaIY9NTkZ3SB9kZArdIiIiIiIib9DWn6OpJ4sbBKzvzWIBpVEb1w/ozXoEYeF2xg2wTZOIbVBXEiPj+djWjq1XfeVDK/nzstbi7ePmlPNEU5qPHzSN0pgi31jTb0BERERERGQTzb1ZXmrpozPtMn1SHN8PMC0TLwipiEfIegHxSEg8YtGVcQmCEMs0SToWpTs4Yq3vyQ4K3AAHTIlz6fv3wrIjO7QvMjyFbhEREREREaA/55FxfXqzHi19OWIRCz8IKYna5LwAPwixTYOMGwzs3Tbww5C8H2CbOzbgZlyff6zs4E/LWoY8Vh5VzBtP9NsQEREREZFdXhCEPN/cS1fapbbUocSxCAE/DDENgyAM8QaCdhCG+CFETAPHMknlfewdfDTY+X9axtONPcM+XhHbMXvJZesodIuIiIiIyC4tDEM603k6Unn6cz7VSQfTMAgpFCmzTQPLNMi4PiWOjW0apHIe1UmHGZPiO6yfzzT28Isn1tLYk6GpNzfosYPry1nS2EN5zGZGubPD+iRbptAtIiIiIiK7rHVdGVr7sxgY+EFI0rGKM9p5PyDnBcRti5pklL6cR8KxiEUsUnmPWGTHzSin8h4X3vMS3Rlv2MeP2b2Gzx7WwO6VMYxs7w7rl2yZQreIiIiIiOyS+rIey1r6iFgGZTEbwwDbNMh6hdDtYNKVcamuLsx8R+3CDLJpQHlsx+zhfqWtn6/d+zKruzKbbVeZiHD49En4nktfdod0TbbSjq1lLyIiIiIiMg5kXJ+OdJ6U69Od9ch6AY5lFkK362MZMLnEYXZVEtPYcfu1NxWGIZf/7ZURA/fu1cniz1NKdR73eDWmofvKK6/k0EMPpbS0lMmTJ3PCCSewfPnyQW3e/e53YxjGoD9nnnnmoDZr167luOOOI5FIMHnyZC644AI8b/Cyi4cffpiDDjqIaDTKnDlzuPnmm4f054YbbmDmzJnEYjEOP/xwnnzyye3+nkVEREREZGxlXJ/nm3rpSOULt/MeGTcgYhZmvC3DoDRqYxjGDi2Q9kavdqRZ3pYadF9ikyXtR+9ezdzqJP+9fx17Ti7Z0d2TrTSmofuRRx7h7LPP5vHHH+eBBx7AdV2OOeYYUqnBA+v000+nubm5+Oeqq64qPub7Pscddxz5fJ7HHnuMW265hZtvvplLL7202GbVqlUcd9xxvOc972Hp0qWcd955fO5zn+P+++8vtrn99ttZuHAhl112Gc888wz7778/CxYsYMOGDaP/QYiIiIiIyA6zsj1FW38OPwyxBpaKZ1wPxzaJWCY1JVFsa+yiUhiG/G7pek7+zTNDHptb8/rs9m6VCX77Pwdx4XvmYIzRbLxs2Zju6b7vvvsG3b755puZPHkyS5Ys4cgjjyzen0gkmDJlyrDX+Nvf/sZLL73E3//+d2praznggAP49re/zUUXXcQ3v/lNHMfhxhtvZNasWfzwhz8EYK+99uJf//oX11xzDQsWLADgf//3fzn99NP5zGc+A8CNN97IPffcwy9/+Uu++tWvjsbbFxERERGRHSwMQ/pzHt0Zl6qkg2FAQEjWDYgkx8fu2/uWt3H1w68Vbycdi1TeB+AdMyvJewHVSYdDp1eMUQ9lW4yrQmo9PYVz5iorKwfdf+utt/Kb3/yGKVOm8MEPfpBvfOMbJBIJABYvXsy+++5LbW1tsf2CBQs466yzWLZsGQceeCCLFy/m6KOPHnTNBQsWcN555wGQz+dZsmQJF198cfFx0zQ5+uijWbx48bB9zeVy5HKvl+nv7S1UCHRdF9d13+QnMLpc18XzvHHbP9n5aYzJaNMYk9GmMSajTWNs7IRhyIb+PJYBHX1p4iZkc3nwPKqSDh2ehxl6+N7Yzxj/+ul1g27Pm5zkqcZC3jhoapJPHbRxQjLE9waPJd9z8T1vyP07o2Dg74rrjo8vQ95oa/8ej5vQHQQB5513Hm9/+9vZZ599ivd/4hOfYMaMGUydOpXnn3+eiy66iOXLl/OHP/wBgJaWlkGBGyjebmlp2Wyb3t5eMpkMXV1d+L4/bJuXX3552P5eeeWVXH755UPub29vHxTGxxPP8+jq6gLAtsfNr14mEI0xGW0aYzLaNMZktGmMjZ3erMuyln7KYza9/TlitkVvHnJ+SC6MUAL096THupu09ru80j64H7PKLN7/zjoSEZMZMZe+7s4Rnx/4Hpn+XgwDTGvnHmPZvhzdnQFGdsdUit9WfX19W9Vu3PwWzj77bF588UX+9a9/Dbr/jDPOKP687777UldXx3vf+15effVVZs+evaO7WXTxxRezcOHC4u3e3l4aGhqorq6mrKxszPq1ORu/iamuriYSGZ8DV3ZuGmMy2jTGZLRpjMlo0xjbscIwJOP6xCMWHa39pO2Q2rI4MSNP0jHJeQGllklp0hnrrgLg+gH3v9Q45P7ailKO33/qVl3D91zCEErKJ2HZO/cY6yFLReUkasZpZfZodOv6NS5C9znnnMPdd9/NP//5T+rr6zfb9vDDDwdg5cqVzJ49mylTpgypMt7a2gpQ3Ac+ZcqU4n2btikrKyMej2NZFpZlDdtmpL3k0Wh02A85EomM6/+B2rY97vsoOzeNMRltGmMy2jTGZLRpjO04zb1ZXmrppzrp0NzvkYg6hKaNaQdgWWTyLuXJKNY4WHWQzvt8+o7nea2jMMs9tzpJc2+W/rzPe+ZO3qYAbdk2lh3Z6UO3aXvj+u/K1vZrTBfHh2HIOeecw1133cVDDz3ErFmztvicpUuXAlBXVwfA/PnzeeGFFwZVGX/ggQcoKytj3rx5xTYPPvjgoOs88MADzJ8/HwDHcTj44IMHtQmCgAcffLDYRkREREREdi5NPZlicM16PhXxCK4fEIZQEY9QErVJOtaWL7QD3Pbs+mLgBphSFuU3nzyQuz97KNMnxcewZ/JWjelXOmeffTa33XYbf/rTnygtLS3uwS4vLycej/Pqq69y22238YEPfICqqiqef/55zj//fI488kj2228/AI455hjmzZvHKaecwlVXXUVLSwuXXHIJZ599dnEm+swzz+T666/nwgsv5LOf/SwPPfQQd9xxB/fcc0+xLwsXLuTUU0/lkEMO4bDDDuPaa68llUoVq5mLiIiIiMj45wch3RmXmG3SnnIpjdr4QQiAbRr05TxMo/DzlHGybDkMQ/70Ysug+ypiEerLFbYngjEN3T/96U8BePe73z3o/l/96ld8+tOfxnEc/v73vxcDcENDAyeeeCKXXHJJsa1lWdx9992cddZZzJ8/n2Qyyamnnsq3vvWtYptZs2Zxzz33cP7553PddddRX1/PL37xi+JxYQAnnXQSbW1tXHrppbS0tHDAAQdw3333DSmuJiIiIiIi41MQhDzX1ENnuhC2c15A0rHwg4AgDIlFLLozLrXjJGxv1NqXo7lvcDHmivj4XFIt225MQ3cYhpt9vKGhgUceeWSL15kxYwb33nvvZtu8+93v5tlnn91sm3POOYdzzjlni68nIiIiIiLji+sH9Oc8NvTlaU/lsCvieGFIxDLJ+yF+UJjdrq8YP7PHWdfn239fwf3L2wCoiNt0ZzwA9plSOpZdk+1o7CsGiIiIiIiIvAVru9Ks6crgWCZeEDC1PEbeD/H8sLikHDY/4TcWFj25rhi4ASaXRFl45Gx6cy5Hzakaw57J9qTQLSIiIiIiO7Wm3ixruzJMLYviByFx26ItlQdCoraJaRhMG0f7o59p7GFDf47fPDP4eLCKeIQP7DV5jHolo0WhW0REREREdlp5L6A/51MRs/FD8EJwbJOkY1ERtzEMY1zs4U7lPfpzPv9a1cmVD60ctk15TPFsItJvVUREREREdkrNvVk8P8QPCjPafhAWK5WPp0Jkz67v4Zy7XiTnBUMeK4va9OYK+7ij1pie6CyjRKFbRERERER2OhnX5+XWPhzbxAtC4lGLvpyH6w8NttsqDEO6Mi6VCedNX8P1A657dBUvtvTxYkvfiO2qkw7zakt4tSPN6UfMeNOvJ+OXQreIiIiIiOx0lm/op6U/R02ysI87apk053xi9pubLXb9gBdb+qgrjfLtv6/gibXdHLtnDfvXldHSl+N/Dq7fptnzW59Zz++WNm2xXcQy+PF/7YMXFCqty8Sj0C0iIiIiIjsVzw/oSOWZFIvg+gF+GGJbJlWJCKXRbY84YRiy8M8vsXhN16D7//pyG399uVBd/NmmXq790N54QcCkEWbAgzDkx/9azaOvdbC6KzPi60Vtc9BSc8MwiFjGNvdbdg4K3SIiIiIislPJ+wF+CDHbojfnFfdxjxSGR7K6M82iJ9fxanuKV9pTm237XFMv77lxMY5l8L3j9uLI3V4/0mvjGeH/XNXJr5c0buYqA0J4x6xKnlzbxZfeOWub+iw7H4VuERERERHZKbT353i1I40fhARBSMQxSff7RO1tmyUOwsLzz//zMtZ1Z7fpuXm/MCs+r7YEyzA47fDp/PCRV7fqOtMr4qztzjCnOskPPziPrOeTdBTJJjr9hkVEREREZKfQ1JtjZXuKykSEIAyxDJvdKhNY5taH7gdeaePKB1cWK4aPpCoRoSPtAmAA4Rsef6m1H4Dz/rRss9eZVhZjfW+WqGXytffO4ZFXO/jY/lOxTEOBexeh37KIiIiIiOwUujN5qpMOWc/HwMAyDUxjy4G7rT/H/y1pxMDg9qXr8d+YoAdMK4+xvqcwYz2nOknH2m4A5lYnt7j8fCSfO3w6dz7fxJnzZ3BIQwWHNFS8qevIzkuhW0RERERExrUwDPGCEDcIcSyD7kyAY5ubDdx9WY87nm8iZlvc81LriKE5apnkBo4Z23dKaTF0v3NWJU+s7cY0YP9pZcXn15Y4tPbnN9vfg6aV88z6HqqTDh/cu5YP7l37Zt62TBAK3SIiIiIiMm7lPJ9X2lKk8z5+AI5tUp106M8PXR7uBSH3/qeVvB/y0Mp2nhyYqd6cuTXJ4jna751bzUH15ZQ4Nu/bvZp5taU4tsm67gx3PtcMwF61pbT2dwBQmYjQObAE3TIozqAvfNdu3P1SKycfOHU7fAKys1PoFhERERGRcau1L8fyDf2UODYBIZZpUeFEhj0z+0ePruK2Z9dv8ZrVSYf2VGG2+u0zJxXvO3z6JBKOVWy339QyAHavSXLZ+3YnJKSxJ8vDrxZC94xJ8WLoPnJ2Ff9YWbh/z8kl7Dm55C28a5lIFLpFRERERGTcyXsBEcugK+NimwZeEBDCkKJprX05zv/zMl7rSOMFI2zWBhzLID8wFb3X5BIeXdUJwKyqBKcfMWOzfTENo7hE/D+tffy/55upKXGYV1vKs+t7ATjn7TOZVhbTUnIZQqFbRERERETGFc8PeHZ9D7ZpkMr7JCIWadcnBOw3hO7rHl3FK23D79e2TKN4hvfc6hKWtRaWke9TV8p+dWU4tsl7ZldvU9/2qi3lgc8fQRBCT8YlHjE5YGo5MyYlOO/I3bb9zcqEp9AtIiIiIiLjQtb1cSyTroxLW3+OslgELwiwLQM3G+IGQbHtPf9p5eGVHfxjYKn3cGZXJYqBfG5NkvZUjt6cx+HTJ7HPlNI33U/TMDANqEo6nDl/5pu+juwaFLpFRERERGTM9Oc8DCDvBzzX1EttSRQvCOjJunhBSNKxidoGjmVQGi3s4358TReX3f/KsNebXhFnbXcGgMp4hCmlUVr6chwwtYzzj5yFaRjEI9awzxUZDQrdIiIiIiIyJtJ5j6fWdmGaBiWOzfqeDGnXpzRqU5OM0pP18IKAhGlTXxEvPu/WZwYXS4vZJlmvMAtuGrBbVYLXOtIcOr2CS4/ZnZ6Mx9ya5A59byIbKXSLiIiIiMgO5foBL7X0EbVNOtOFQmm2aVKZcMh5Aa5dWFIOkPECKk0TgObeLHe/1MriNV2DrmeZRvH87FlVCS5892xa+3LsPaUUwzCYXBLd4e9RZCOFbhERERER2WFcP+DF5j7WdWeYWh7FtgzCEPwgxDIMvCDECyBum9SXx3CDANs06M64nPTrZ0i7/pBr+kHIxe+dy/PNvXziwGlUxCPUKGjLOKHQLSIiIiIiO0TG9WnqyfJaRwo/DPF8sA2DfBjiBwGWaeAGAXnPpyxqEbFMHAqz3Hc81zQkcO9eneSV9hQHTSvnHbMqecesyrF4WyKbpdAtIiIiIiKjrjvj8nJrP5YJtmVghcZAZXKTjOfihxAxDSKmSW/Oo64sVnxuGIY8MkyV8oXv2o1/r+7i04fW78i3IrJNFLpFRERERGTUvdreT2NPhvryOLZh4IYheb+wdNwyTNJ5n8pEhBmT4oTh68/72eI13PrM+mGXlR/SUMEhDRU77k2IvAnmWHdAREREREQmtv6cR3vKJecF+GFhGbkXhGQGzuWeWhYlHjGJ2SamYWCZhSJqj6/p4udPrB0UuGdVFqqY71f35s/ZFtmRNNMtIiIiIiKjqjOdJ533KYla5L3C7HZlIkJfziPhFM7Mrkw4xfb9OY+XN/Rz81Prhlzr60fP5d+rujjl4Gk7rP8ib4VCt4iIiIiIjIr2/hy9OY+8F2AaBoQhOS8kahuUxSKUxyLFtjkvoCudx7ZMPnnrM3Sk3WGvecDUcg6YWr6j3oLIW6bQLSIiIiIi210Yhixv66e9P8/U8hgYISYG3VmX3SoTAPzxxRb+vbqT982t4fp/r6KpNzfGvRbZ/hS6RURERERku0vlffqyPinXxw8KR4PVlERp7c/yu6VNdGdcfjWwfPwfK4dWJt/UiftO4a4XW/jae+du8XX9IKQ361IWixT3hr/R2u40ZdEIZTGb/pxHwrGxR2gr8lYpdIuIiIiIyHbXl/PIej5lUZuc52OZBkEYcu5dy1jTldmma33l3bM55+2zKI0NH1/yXkBrf44ppVHWdmeYFHdo7svi+SFeEFJT4mBi0JHOU5mI4Fgm3VmP9lQe2zTYkMozpypJ1vVp6ctRnXQwDYOobY4Y3EW2lqqXi4iIiIjIZnl+QBgWqo2v68oQBOFm267tSrOhP4dhQMQyyXqFiuUPrmjf6sBdMlBgDQrXeGPgDsKQ9lQePwhZ250hHrF4rTNNeSzC5FIHzw8pidrMrEzQ1p+nJ+timwbre7LEIhb15TH8sNCmxLHJuD6NvVkqEhEae7J0pvOs69m2LwdEhqPQLSIiIiIiw8q4Pi+39vGvVZ0saezhmcYenmvqYX1PFs8P6EznCTc5VDsMQ17tSPHU2m48PyQMIR4xWd+d5X8feY1L7ls+5DUi1uszybUlr1cw/9j+UwH4zKENw/atN+uR8wLW92RJOhbVSYekY2FbBlNKY9imgWMZTJ8Ux7ZMJiUcJpdGMQyDqGVSnXSwDIOIZVARt1nTlWFy0qEsahOGIRWJCPGIRc4LcP1ge32ksgvS8nIRERERERmiM53npZY+WvtzxGyL/pyHZRr4YciLLb009Tp0pvMcOK2chGPR1JMlYpm82pEm6wW4fohhQNKxWfTUWh5b3TXs68ytTvJSaz8AsyoTtPbnAThz/gw+ceBUJm1ylBhAb9alJGrTk/WYVh6jubfwujMmxWntz2EbBjHbxLYMbMskYhrYBsRsk0mJCOu6szi2STxiYRoGiYhFZSLCqo40U0pjRCMmhmFQEYvgByGd6Tx9eY+6ktiIy9tFNkejRkREREREBnlhxWvc99hzVNfPYJ+5swrHfW2iN+vS0pcl6xZmmtOuz9quNLvXlJD3AioTEXK+j20YrO5MDwncMybFi8vMD5haXgzdZ75tJjn/Nd41uwrLNIYE7nTepzPj0dKXozRqM6U0WtiXbRkkHIuIWQjbEcvANk0soxC8LbPweHksgm0VZrot08AaeJ5jF/7EHQvTANs0KIna5IOADX15qpJRWvtzlEQtDEN7vGXbKHSLiIiIiEjRokWLOOOMMwiCANM0+dr3ruWEk08Z1KYsFqEsFqG1L0fOC2hP5SmPRfAG9npbhkHOC7FMgyfWdg95jbfNnMSargwzJ8U5c/4M9p5SwqzKBLvXlPDzj+0/Yt/aUoViaT1ZD5NCMLZNA9s0iEcsko5VCNGWiWMZWJs85tgmEcsgYhqYA/fbhkHCsYlYBknHJGabBCFEB9pGLRMvCEg6FmEYIesFxCPWiP0TGY5Ct4iIiIiIANDY2FgM3ABBEPDdi89n/ruOorZuWrFda/N61q16jZLaBkqnN2BQKHbmBeFA8TSDxu4sf36pld8/3zzkdY7ZvYZTD2mgImZjWyYL9pi8xb6FYYhlFPZrp/JpDAr7xW2rEKANw+DQ6RWEIdiWyR6TSzENcCyTsphNTdIZCOMmYQiWaZB0LCKmgeeHlEYjJAcKqm1ceh6zCyWwKuMRvCCgpS9HImIxucTZKWa8816hz/UVsSGrFWTHUegWEREREdmJ5TyfFW0pSqI21UmHvpxHbUkU800cdfWt711dDNwbBb7PutWrqK2bRmvzen636EZ+/fMbIAwxDIMvX/G/vO34k7BNg5xXeG5p1OaPy1r4wwstxescMLWMpU29GBT2cce2Yca4K52nO+MRi5hUJiKs7YIQiNkWiYhFabQQayLW63Wip5bHij8fVF+BZRqFAmnxCLZpUBa12XtKKZUJB9cP6Mt5JB2L6MDe75ht4voWsYhFSdSmN+eS9wPKYhHW92SpK4uN++PEOjMufhiyrjvD9Io4OS/Yps9dtg+FbhERERGRnVA679Gf8+nLebzSniIMQqqTDlkvKCzVnlyyTddbtWYtP7/humEfi8fj/PF3v+aKi740pFr5D7++kDkHvYPqObPYkMoTt016cx5/XtY66Brv272GTx1Sz16TS4YNfmEYDlm+7QUh3RkXLwgojdn4YUjEMnFsiyAMMU2D/erKthgkN4ZjwzDYb2oZ9sAS8yllhWDu2Cb71JUVfjYNDh4I6X25NEnHIh4xidkWllGodN6bdenKuFQnnRFfcyzlvAA3nSfEoiwWoS/n0dybI+36VCUiVMQjO8VM/USh0C0iIiIishNaviFFY08Gzw8oj0Uoi9l0pPJkvYCVHSlyPRv4z7NPA/C2t72N+vr6zV7v3r8/MuJjf7r9Vv7421sGBe6NwjDkP0uf5pB5c5hiOkRMk7+vaCvu796oMhHhyN2qhjw3PbCcuzPt0j0QZCOWQXNvDss0CELYvSZJRyoPQaHI2d5TSvEGjvFKRrct0mzNnuyNIb00alGVdKiIR2hL5bFNg9JoYal63g/w/ML546MZYMMwJOcHdKRcKhMROtJ5sm7AnOokYRiSyvuUbPIZpPM+XRkXxwrIBQGzqx28IKA361GddOhI5QvV2eORUeuzDKbQLSIiIiKyk+nPeWzoz5F0LEqcaDEk1pREAbj5V4u44ZsXFEOyYRj8/Oc/57TTThv2eldffTUXXHDB0AfiZXDEyfyhPQ7v+yJM3RNWL4GHF0H4+jL0snghVryyIcVlf1vOuu5s4XUpLAMHBs0KN/ZkMClUDk+7Pm0pF8c0qC2N0pF2MY2QmZUJ+vMe/QNHg3VnXKAQiHdUYKwuiVI98Jk6loltGlQnHXoyLhnXZ1VXhhLHoq4sNuh5rh8MWur+VnSkXTrSeSaXRFnXnSGk8MVBX9ajLZUjCGHaQLE4oLAEPmpTXhphbY9LiWOTyvvEIyblMRuDwnFwqbzHtPL4iK/r+QE5PyDjBpREC9fuz/njdnZ/PFPoFhERERHZyazvzpDK+8yYNDQ0tTav5/pvXgBvWAb++c9/ngULFgyZ8f7BD37AhRdeOPRFbAc+9HWYttfg+ydNhX0XQNd6WHoPvPQP7Bn7057Kc8l9L9PUmys2fcesShav6WKvySXsO7B8uz/nYZsmeT+guTfL7jUl9Oc9mnqyzKiMD5yN7VJfEWNlWwrbMoqBNwxD7DHaR20YELEL/bAtk460y5SyKO0D54pv5PoBr3akmVIafUtfDvRlPZr7soQhVCYcymM2G/pzVMQjTIpHeLU9RdyxmRQrnFkehCEZNyDn+iQci6RjY1s+ZTGbzkyemG2xT10Zz6zrwTQKs/OvdqSojEdIuT5TSqLYm3xRsLIjjWEUKtF3pPOEA1XdFbq3nUK3iIiIiMhOpK0/x8qONFWJ4QPdL3509aDAvZHv+yxevJiPfexjxfueeuqp4QP3fsfCISdARV3h9ppnIfChfErhPtuBmlnwvnPgfedw2T9b4J8tQy4zr7aEy47ZnRLHwhrIyt0Zl2kVMfJeyDovYEpZlKaewl7tiniE7oxLZGPQHjhvO2IZA3u5zTHbi1weK4TdiGUSMQv9q4hF6M/5hGFIa1+OpGPTl/NIOBZZL9jyRTejNZVjalmM1v48lckI5fEIlmFQlXBIOhamaVCdiBC1LVp6+0nlLSoTEbqzHlWJwpnlcdssFIezLAghZm88x9ykNGqTdQPa0y4x2+TVzjRBEFKVdCiN2pQ4FiGFlQUGFCvThwMF9GTrKXSLiIiIiOwk0nmPV9pSBEE4aB/vRv9344+469abR3z+SSedRG9vL6eddhqLFi3i9NNPH9po9uFw9FmFn/s74f5rYc3S1x+fNA32Pxb2PQYisaHP38SkeKFol+sHhWJvYWHGuCoRJeP6NPfliNqFs7XtgeO8Ns5qRywTyzCxrcJS7Y0F0MZKVdLhoGg5UdsqBG+rsMy9pS9HX87DMA02pAqz3hXxCH4Q0Jt1SeULS7Ltzez99vwA2zLJej6rBmaYy2KFoJ3zQybFC8eZWaZBVdIhZpsDRd0iRAe+iJgxKY5lQluPSSwS4oYBcccmGbWxLQCr+PqOZVIStejOGNgYJB0bxzaL+8H7cj5Jx6I8ZtOb84haJlHbpDvj4odgK3NvE4VuEREREZGdgOcHLGnsobWvMAO6qWVLl/Dog/fzi+uu3uw1Ni4z32+//TjjjDOGLYzGQR8EYFLHcrpuvxyy/YMf71oPD/8CWl+FY88f8vSapEPbQPisGliKnMr71JZGidkmjd3ZQvVwA2K2gWMV9iNHTAPHNrEtE9s0cSyDWVUJ/CAcCLlb+0mNnqi9sROFZe4lUZuIZdLcl2PmpASeHxKGIeUxm5Xt/ZimQdy2aOzJ4gUhpmFQGbfxQ/CDkMklTnHP9uyqJOt7clQno6TyHuWxCPvVldGWypN0LFJ5vzDjbxrFJe4Jx8IyDaK2yZTSKFHbZENPGtsMyQeFQnAx22SvyaXFwnalUQsvCJhVmaSlN0cITErYdKY94pHCLHYiYmIahYDfn/OxTIOGiji9OY+ejMukRETnfm8DhW4RERERkZ1Ab86jO+MytSxG1H597+1nL/gGz/cn4Lm/8nrZspH5vs8///nokPO4AdjzXdCwH4QB3X+8emjg3lS6e9i7D5tewUMr25laFuOIGZMAyLo+9RVxorZJS28O2zIojdlUJ6OURm16sx7lcRvbNJhWHiNiGgMz4OMzrgRhoZhZadTCsQwq4w6zq5P05TzyflA4BzwWIQhCKpMOqZyPH4ZMKY3yWmeqeL74io4UQVCYGd/QlyNmm9SUOOR7AhKOiTlQXA4Kn2HMtnBsk4hlEo+YWKaBZRRCdzxiUR63C2eMGz4zqpP4RmF2e9MK73OqSwgJi19m+GHIblVJujM9WIZJadTAMgojqb48zrruLJZpUFPiYLYa9Ls+XR0us6sSWma+lcbnKBYRERER2YU0NjayYsUK5s6dO6TQWdb1Wd2ZpjPtEoThoMB9+Q+u5fm694Jpwe5vg0wvrH4W/nET5FLDvpZhGPhlUzAMY/BMd8O+2Md+EQ/4YL3JX3pah33+Rh/60Af588DPc6oTrGxPA7BbVYKvvOtwYgOzpa19OVJuoXp2xCoszS5UAY8ypTSGZRrUV8SxLYMSx6YsFhlSDXy8mVYeozLhkHBsHKvwPmuSDo5l4AUGdWWFautZz6fEscl5AUYANSUO67ozOJZJdYlDX84rBto1nRkmJSLMrk7SkXaJ2YOn9t2BLQXxiEXSsaiIRQjCwuqFwlniFlHb4sBpFXR2tJOM2kQiQ/f9OwPjxw9CHMsg70PUMjENME2D8phdPA4taptYA8XUrIGzzcuiNnk7IO+HRLXOfKtsnzr2IiIiIiLypixatIgZM2Zw1FFHMWPGDG686ee09efIeT6eH/BMYw/L2/pZ15NhysDxVf05j2/f+xx/YZ9C4AYwTEhUwLz3wHvOGPH1wjDkos//z+DAXVKJeeLleEaEg+vLOf1tszY7i/nFr13OF75wdvH2XpNLiz/XlcYojRVmrRt7Mji2iReERCwL04Bk1MKxCvuQNx51ZpkG08rjmGO4Z3tbTEo4TC0vfDHg2AbxSGFW2inutS68f8sw2b0mWVgSbm1cjl5YHl5XGsM0CsemVSUKgd0eCL371pXSUDG4Mn1VwqGuLErZwJL2PWtLmF4RLy5zTzqFcWBt5WdomQaObRGxCjPlplGY4d69JjlQcG2gUrtp4NiFGfVCAIeIaeL6b61Q3K5EM90iIiIiImOksbGRM844o7jUOwgCzj7rLOxZBzFvziyitkFLf47yqM2UUrtYSOxbD7zCQyt7IRKFtc/BPT+A0ho49COwxzsLwXv5o5x/ykeYPnMWC0/7xOCQ/ca93PsuIDBt5k6Kct0Je9PTNrQS+UaGabLgwydSlYgwf8YkXmzp48T96pheEccyDY6aWw1A2vVJRGwq4jad6UJF8spEofp3WWzixJD9p5YXf45YhcJv1kDItoPXq67jB8QjFrZpDgTZwuyyZRTO/t4Ycg3DGHam37FNdqtKFm9XJgr75Rsq4kwujb6pLyxmVyXwwxB7YLYes7DUfVZlgq6MW9iT7lhUxJ3Cexron2mG5N9idfZdycQZ7SIiIiIiO5kVK1YM2VsdBD659vW01U3FNgxqEg4J5/Wlxut7sjy0sgPCAP52Pbz0UOHnTG8hfPe1wyH/BSdcQsMR9Sz5483DF0zbKJqEvY8G4B2VOWK2xYurXhvxOWEQsG71KmrrpvHj/9qneITUPlNKB7VL530q4hFqklHWDxRPSzj2uN2n/WZFNjnbuirhEAQMFIIzCUKwTYPda0rozuSLM94bA6xpGpgDe7IjlrnVs9SbMk2DuPnmqsxN2STcmwZYZmEFQnVJlOqBVRX7TCklZhf2hjt24T1NijusaEtRmXhTL7vLmVgjXkRERERkJxLa0WHvLy1JUl8+eHlxa/N6nnvqSW5eFwVKYc1zsOzvQ5/82K2FY78mTeWCvzfi/+Evm+mBAccuhLIa6GnliLqZADTM2m3onu8BpmlSP6PQLgjDIVWss55PW3+e/pzH1PIYIRT2PtsTf2frrMoEVcnCrPB+U8voShdmi6uSTrGSezJiUxK1irPclglR2xyoND52Jdo37rV/o02/JHGswlaBSYkIISEtfTmSEYvSCbRyYTRM/JEvIiIiIjJO/eL/fjvs/ZlMpvhza/N6rvvONzhu/v587fZ/8opbCr4L//q/4S/q5eEv34PeNnxMOPIzI3fgiP+G3Q4FLwd/uZLQzQJQWzeNT55+9rBP+dhnzyKfqKK5N8uqzgxZzycMQ/qyHn4QsqE/T11ZDMMoVPguj9lMSthUxIYW9ZpoTLNwdjYUjhebMswy8YPqy9l7SmmhMJlR2PdtGAYH1Zczb0rJju5y0dyaJHtO3vzrz5tSyt5TSomYBgaF+gBtqdyO6eBOTKFbRERERGQM/GflKn636IYh95umScPMWQD88Xe/5vgj9uXXN10Pb/tkYc82wD9vgQ2vjnzx9tXw+0sKAXzmQbDP+4a2mXkQzP944ee//xSzY03xdT0/4L3//RkMc3BcME2Ty7/6leKe4xmT4jT35FjbnSXnB6zqTBMbOL4qahcqlU9KOBzSMGmnKZI22hx7oIicYWCbsHFyO2pbm5wDvuNVJpxBR4sNJx6ximeT25ZBeTwyaHm9DE+fkIiIiIjIKGtsbOSOO+7gxhtv5M9//jMvvLKK+x9/btjl2588/Wxq66bR2ryeK756XqFNJA4HHl9o8NDP4Nk/D3neEN3NGI/dWvj5mHPh+Itg43L2ynr4wFcKFc+f+yvm8kf42pXXUFs3DYCW/jx7zZnFD667AcsaqIptWdx0003sMXsm+08t44Bp5dSVRfHDkKpEhIaKOAEhk+IRakocYrZJxFLQHollFs7Pnlwy/BaD8axQgd0kZpvk/cKZ3zIyLb4XERERERlFixYt4vTTTx8SsBd87BQM0yTcpJCaYZqc/NnPA/DbRTcWHjMtOPosiMSgsxGW3jPkNUzT5JyLL+PH3/1m8XUMw+Dij72Hu80ynm/uhd3fXjhSrHoGxAaWETe9zGf3LePE7z5XDNyuH2AYhfO2Dz/nTE464XhWrlzJnDlzimeIxyMW9RVxmnsLBdJikUJFcsswiUUKx2aVxyMkImM3czveGYbBfnVlg85d31lELJOKeIRYxKIqGaEtlWNK6fg+W30sKXSLiIiIiIySxsbGYQM3wP13/hqgWLDMtCzOuehS1q16jfbWFm79+Q0w5wj4wJcLM9SBDw//YtjX+e/Tv8hJp53Dgg+dyPNLngJC9jv4MGrrpnFMzuOWpxv51VProH7v15/U3wF3f4+5V/2wGLgBWvvz1JdHi0dS1dfXF8P2G9lmoRJ3PGIVq2/HbIuqpMM8s5RJA9eQ4cV20i8lIpbJ/lMLXxi81mHxQnPvWHdpXFPoFhEREREZJStWrNj8cV0w8LjBIUd9gB99/9tQO7dw1vbRX4B9FxQa+R7cfy2sfmbYaxz4tiNZ253BiFQw/fCjmV2ZwB7Ya1sStTn77TOZEslx5W//BvEy+MfPoW0Vhpthv4MPLfajJ+sRs01mV5ds1fFVG0O3M1D52rGMYvjeWK1bJqaNXxgkHQs/CPH8oDjmZDCFbhERERGRUVJSspXVqPd9H0/u/VnY9/Shj3Wth1vOhcAb9qmGYbDn3LlMrykh4/nkvYDXutLMrUpibHKc14mH7YH12pOFfeJBgGGafP371xVnuVv7cnhhyKzKRLEC95YU9vVamAPBO+lYb+qsadl52Wbhi5YV7Sn2qi3d8hN2QQrdIiIiIiKjpL+/f/MNph8Acw6H/Y8tFDUD8FxYuxQ610FfB6x8fMTAvdEek0vYo74cgKaeLF4Q0p1xhyzvPuHkU5j/rqNYt3oVDTNnDVpWng9CZkyKM6c6udXvLx4xmVWVoL48RixisV9dmc5s3sXYlknCsci4Pl4QDnvW965OfyNERERERLajxsZGHnvsMTo6OoBCkbNgk2JpRXu8E4674PXb656H5+6Dppegv3OrXy8MQ5rXrWaP2TMBmFoew/UDnlnfQ8bNMrV8cIGr2rppg8I2gB+EGMC08jgJZ+sjgm2Zg0J69U5YiVveGoPCly/lsQirO9PUlUVJbsMY6s26BCFbvbpiZ6TQLSIiIiKynYxUqXwIw4QjTir83LwclvwJXvk3sPnnffWKH/L9S74y6PqWZTFnzpxB7Roq4rSn8rT0ZelK5zdb0MwLQpp6s9SVRamIKx7ItonaZuFPicmkRITm3uxmQ3feK3wB1dSbZVp5jPU9WaK2RUU8gheEdKXz1EywL2+0011EREREZDvYXKXyId5xClRNh3wa/t9l8Mq/2FLgNi2LI979Ps7+5tWY5utnZ//sZz8bUl3cNA0Oqi9nUtyhL++T9fxhr+n6AY09hfCz/9RyovbOWU1bxk4sYnFwfQWHNExialmMnBewuitNf66wJaIn69KVzhfbr+pK82pHCtsyWNOVwTAMSqIW/TmP1r4cPVmvGMwnCn2VJSIiIiKyHWxNpXIME475Iux9VOH2Az8pBO8tME2Tr115DUFpNR/9xKf47H9/mJ6WdYPOzh7yUobBIQ0VLGvtY3VnmuqEQzxiDiqu1pbKU18eGzj+SYFb3pyNY8oaqGZflXDozrokHIuujEcQhExKOGRcn/KYTVfapSrh0JP16Mt5lMUiNHZncP2ASQkHLwiZSLXvFbpFRERERLaDuXPnFs/cHtGeRxYCdxjCv38Ny/8JhoEBm33eD39xK4e9+xi6Mnn2qSujKlkNe87eYp8c22SPmiQ9GZeujEvaNakeOMqrP+dhmQZzqpMK3LJd2KaBOVDNPAzB80PiEZMwDMm6Put7sjRUxOlKu1TEI0Qsk1TeZ1I8QhCGrOvOEI+YdGcKgX2i0PJyEREREZG3qDvjEquo4evfumLzDQfO3T7jiAbu+fE3ufH2v3DP4y/w9e9fh2mNHDJiiSQd6TyVCYdJ21hwKuHYHDitnGnlMXqyhSW8qzvTtPTl2K0yofO0ZbuxTAOLgfBtGPRkXWzTpDQaoaUvR2XCIWqbxYrn1UkHy4BJiQjxiEXENInaFhktLxcRERERkY3yXsALzb3c9dtfc91ll4zccLdDoX5vDOD4PWuonVRSrCJ+wsmnMHfPeZz6oaOHPM00TcxJdcRsiz0nl2C+iSOZyuMR9p5SSixisaojxYzKOBHTZGZlYpuvJTKSjcvLTaNQjXxdd5qpZTGqkw5ru9LUlcWYXBJlTXcG2zQwMHBsE9MwiFgGtmUQs01itkmwNbURdhIK3SIiIiIib5LnB7y8oY//vLqKay/9MuFwR4MB1M7B+fBXyQMf2bOC2tKh1Zkz6eH3dp/46bN42767U1sa3WwV8i2JRSzm1ZZQk3Qoi9nEIhNn+a6MD/bA0vJ4xCJimdimSUnUJhYxiVgmtaUOtmUQtQxs08QyDWK2hWmAiUHENKgtjdLan8PzFbpFRERERHZpvVmXFW0p1nRlyLU1jhy4ExXw4UvIGxHmVCU47cDqIU3CMMSunIZhmoOuY5gmX7/wfPapK9sufTYMg8nDBH6R7SHpFI7+cmyTqqhNa1+Ohoo4WS+gNGZTEXcwDShxbEJCYrZFwjFx/RA/DInaFiVRG9s0yfsTZ4m59nSLiIiIiGwjPwhZvqGflzf0U1vq8Ozjj47Q0oD3nwcllUwvi3DDCXvhWEP/Cd7al2PmzAYu/f61WNbrx4H9/Kab2H+PLRdMExkPDMPgwGnlzK5KYhoGFfEIZTGbIAyJD5znXRGPMLs6SXXSKcyC2xblMRs/CEk4FqVRm4gJ7ak85fEI5RPg7Pid/x2IiIiIiOxgjd0ZWvpy1JY4LLrmu/zqx/87tJEdgbd/CmYehE3ADz68LxXxCH2515v0ZF26sy7lsQj715Xx3q+cy+dO/i9Wrly52ePARMYrxy58qTS5xCFmmyQcGz/IEotYOFbhyLr6inix/cENFQA0VMTpybpYplEopuZmqUxEJkRlfYVuEREREZFtkPcCVnelsQyDv/zfjcMH7pJqIqdegxstB+CrR+/B7KokvucWm3hBSG/WY+/aMurKopTFClXJ6+vrFbZlp2cYBuUDlfanlccIgYg1chHAyaXR4taHpFPYE14R27ZK/eOVQreIiIiIyDZo7s3SkXJxMh386LuXDX6wqgHq94G9jy4G7s8c2sCH964d1CznBbRlskwrj7FbVYLIMEvORSaKhGOze03JVrc3TYOaEoeakolxnJ1Ct4iIiIjIVmrszvBKW4oSx2LJv54a/GD9PvDRb4M5sBw28Pl4chVnv/2dg5p5QUhTV5p9play95RSBW6RN5g5KcG08hgJZ2LE1YnxLkRERERERlnG9Xl5Qz+uHzC5xKG4UHaPd8I+74Npe78euFc/A0/cwft/+qMh1+nLejTUVDCrKlHc/yoiryuNTayYOrHejYiIiIjIKOnOuPTnPOrLYxiGQfP6dVC3Bxx3weuNWlfC/7sMsn0c99GPs/cBBw+5Ts4PaCiPUxGfGPtVRWTzFLpFRERERLYgDEPa+3MYRqFAVGvzen589ZXwX5cXGrSsgMd/x3GHzGH3Cy/mgEMOGzZw9+c8bNOYcDN5IjIy/W0XEREREdmM/pzH8g39NPdmqYwXCjs9vuw1wo9dCbWzIZeGe6+G7mY+eOWlHDL/HUOuEYYhzb05PM9jekWc8glSlVlEtkyhW0RERERkM1Z1pGnszoABCcci5wXc+JpdCNxuFu66HLqbMS2Lhpmzhr1GWypPxDKZU1lCWWhimiMfnSQiE4sqN4iIiIiIjKAv69Hcl8OxTaaWxQC4fWkTbWmPUtPD+M2XoOk/mJbF1668htq6aUOukXV93CBk3pQSdqtKYhgK3CK7Es10i4iIiIi8QUcqTzrv09qfJZUvLAkH6Mm6/OqpdQAsfO88DvvYA6xbvYqGmbOGBO4wDOnNefRkPWZXJWioiON53g5/LyIythS6RURERESAnOfj+iFeEPL0um5yXoAbBNQPzHADLHpiHX05jznVCT6w12Qs0xgStv0gxDINujMuvXmf8pjNbM1wi+yyFLpFREREZJcWBCF5P+Cllj46My62aZBxfWqSDhHLxBrYf33zU+u47dn1AJzz9lm0tzaxbtVrNMzarRi8817A6u40QQAlUZuG8hgNFXGSUf2zW2RXtc17uk899VT++c9/jkZfRERERES2ShiG9GTct3yN3qzLs+u7efS1TtZ0Z0jlPVw/YGpZjFjEKgbujlSemx5fA8BnD2ug7fF7+OD8/Tjz5A/xwfn78cff/RrPD1jXk6G2JMrMygSHT6/g4PoKpmwyUy4iu55t/sqtp6eHo48+mhkzZvCZz3yGU089lWnThhaMEBERERHZnjw/IO36pPOFZeBPvrQSp6+Fffbag0mT66iIb/0xXP05j5XtKZp6s+S8gIqYzZSSKI49/JzU/cvbyPsh82pL+MhMmw994jyCIAAgCAK++9XzmX7AfPbffTb1FXEmlzjYlmoWi8ibmOn+4x//yPr16znrrLO4/fbbmTlzJsceeyy///3vcd239m2jiIiIiMgbuX4h3K7uTPPEmm6eWNPFt678Ph975/586NhjmD1rJhdcdgXt/bmtul5nOs/zTb281pGmLGozvSJOWSwyYuBu7s0WZ7k/sNdkGlevKgbujYLAx+hu4aD6cqaWxxS4RaToTf3foKamhoULF/Lcc8/xxBNPMGfOHE455RSmTp3K+eefz4oVK7bqOldeeSWHHnoopaWlTJ48mRNOOIHly5cPapPNZjn77LOpqqqipKSEE088kdbW1kFt1q5dy3HHHUcikWDy5MlccMEFQypDPvzwwxx00EFEo1HmzJnDzTffPKQ/N9xwAzNnziQWi3H44Yfz5JNPbtsHIyIiIiLbVcb1eXJtN8839bK6K0N/zuOB237OL35wOWEYAoVl4r/4weV884rv8WJzL+t7MsXHNurNurzS1s9zTT08vqaLtd0Zaksd4hFrs6+/dH0Pn7vjOfrzPvtMKeWj+9bx0vPPDmlnmCbHHL6/wraIDPGW/q/Q3NzMAw88wAMPPIBlWXzgAx/ghRdeYN68eVxzzTVbfP4jjzzC2WefzeOPP84DDzyA67occ8wxpFKpYpvzzz+fv/zlL9x555088sgjNDU18ZGPfKT4uO/7HHfcceTzeR577DFuueUWbr75Zi699NJim1WrVnHcccfxnve8h6VLl3Leeefxuc99jvvvv7/Y5vbbb2fhwoVcdtllPPPMM+y///4sWLCADRs2vJWPSERERETehO6MS1c6z8sb+mnszrCirR8/CHEyHdzwvcuGfc5PrvoWjz7/Cs829rC2K8OazjQvNveSdX1WtKVY15Vh+YYUpY7N3OokMXvzgdv1Ay69fzmt/XmqEhG+c+wedGxo5sdXfnNo4zDENFWdXESGMsI3fg24Ba7r8uc//5lf/epX/O1vf2O//fbjc5/7HJ/4xCcoKysD4K677uKzn/0sXV1d29SZtrY2Jk+ezCOPPMKRRx5JT08PNTU13HbbbXz0ox8F4OWXX2avvfZi8eLFHHHEEfz1r3/l+OOPp6mpidraWgBuvPFGLrroItra2nAch4suuoh77rmHF198sfhaJ598Mt3d3dx3330AHH744Rx66KFcf/31QGFvTkNDA+eeey5f/epXt9j33t5eysvL6enpKX4O443rurS1tVFTU0MksvV7nkS2lsaYjDaNMRltGmPbV2NjIytWrGDu3LnU19dv9fPa+3M819SLH0I67zG5JEp0YOn3FV89n7tuu3nE5954+1+om3cIjmWS8XzyXsB+U8voSOVZ05WhvjxGyVZUEs97AT97fA23PN3IpHiEOz91MBXxCE8/9ihnnvyhYZ/zj3/8g3e/+92bva7GmIw2jbEdZ2sz4DYXUqurqyMIAj7+8Y/z5JNPcsABBwxp8573vIeKioptvTQ9PT0AVFZWArBkyRJc1+Xoo48uttlzzz2ZPn16MXQvXryYfffdtxi4ARYsWMBZZ53FsmXLOPDAA1m8ePGga2xsc9555wGQz+dZsmQJF198cfFx0zQ5+uijWbx48bB9zeVy5HKv7xvq7e0FCoN8vO5td10Xz/PGbf9k56cxJqNNY0xGm8bY9vOrX/2Ks846iyAIME2Tn/70p3zmM58Ztm0QhITAq239JBybpr4Mrd1ZqksiTC2JAD6+59Pa3LTZwG2YJlPrG6iKm+S9gElJi55syH+aujEMmFnuELFCfG/zv99rHl3N755rKd7+/OH1lEbA91ymNkzHMIwhy9cty2LGjBlbHDsaYzLaNMZ2nK39jLc5dF9zzTV87GMfIxYb+eiDiooKVq1atU3XDYKA8847j7e//e3ss88+ALS0tOA4zpAAX1tbS0tLS7HNpoF74+MbH9tcm97eXjKZDF1dXfi+P2ybl19+edj+XnnllVx++eVD7m9vbx8UxscTz/OKqw9sW2dFyvanMSajTWNMRpvG2PbR1NRUDNxQ+HfeF77wBQ466CCmTp1abOcHIas70+SDgJKIzYr2QuhO530ml0Sxcln6Nvln1SsvLt38C4chj9x/N8eeUFgh2Q9YQDlACNm+NNkRnrqkOcW9K3voSPu82JYBIGIanHvoZI6uj9DX3QlAIh7jqA98mAfv+WPxuYZh8P3vf59oNEpbW9tmu6gxJqNNY2zH6evr26p22/xbOOWUU7a5M1vj7LPP5sUXX+Rf//rXqFx/e7v44otZuHBh8XZvby8NDQ1UV1eP6+XlANXV1VpqIqNCY0xGm8aYjDaNse3jhz/84ZDq3r7v093dzf7774/nBwRhoYp4qx/gmNCdC6mbPJmM51MbjxAZpiDZ7vscAIYBI+yODMOQa664jHctOJ7auqmDHlv23LM899TjNMyaTTyRoGHmbpRV1/LX5e10pl1++XQTfvD6dU/ct5YvvX1GcVn7xmvc+ZubefCePw26tmEYfOQjH6GmpmaLn43GmIw2jbEdJxqNblW7cfHVxznnnMPdd9/NP//5z0H7faZMmUI+n6e7u3vQbHdraytTpkwptnljlfGN1c03bfPGiuetra2UlZURj8exLAvLsoZts/EabxSNRof9kCORyLge3LZtj/s+ys5NY0xGm8aYjDaNsbemsbFx2IK6pmlSUlrGg/9+grv/9g/2Pvhw9tjvQJyITdKxSUQsHNukYjPXfvLf/8QAQsOEPY+ETC+sfmZQm8D3aWpcx9SGGcX7Llv4Be75/W8HtTNMk72+eisvZZPF+5KOxbF7Tubw6RW8a3YVplEojLZs6RK+f8lXeOn5pcP2KwgC1qxZw6xZszb72WykMSajTWNsx9jaz3dMQ3cYhpx77rncddddPPzww0P+R3XwwQcTiUR48MEHOfHEEwFYvnw5a9euZf78+QDMnz+fK664gg0bNjB58mQAHnjgAcrKypg3b16xzb333jvo2g888EDxGo7jcPDBB/Pggw9ywgknAIX/eT744IOcc845o/b+RURERCaaFStWDNnvDIV/W80/4vBB9x1zwkl8+9qfYm1F1e+Va9bynX9vgI9fDdEkTBqYyV7+L3Cz0LoSniv8e6+zvY3W5vXU1k1j2dIlgwO3E4f9jyOcdXAxcE8rj3HM7jWccvA0ymKD/xF90Vmn8uA9f95s3yzLYs6cOVt8DyKyaxrT0H322Wdz22238ac//YnS0tLiHuzy8nLi8Tjl5eWcdtppLFy4kMrKSsrKyjj33HOZP38+RxxxBADHHHMM8+bN45RTTuGqq66ipaWFSy65hLPPPrs4E33mmWdy/fXXc+GFF/LZz36Whx56iDvuuIN77rmn2JeFCxdy6qmncsghh3DYYYdx7bXXkkqlRiz4ISIiIiJDlZSUbHXbv/3xdg465FDe+b73U1s3bdg2Lb1ZnlrXw0/vexZmHza0wR7vKPx3n6MhDKBxGV8793SMMODci7/JM088Nrj9cRfArEMKPwc+x03OcPn/vHPY177hqm9vMXAbhsHPfvazbarOLiK7lm0+Mmy7vrgx/Leav/rVr/j0pz8NQDab5ctf/jK//e1vyeVyLFiwgJ/85CeDln2vWbOGs846i4cffphkMsmpp57K9773vUGFAx5++GHOP/98XnrpJerr6/nGN75RfI2Nrr/+en7wgx/Q0tLCAQccwI9+9CMOP3zwN7Ij0ZFhIhpjMvo0xmS0aYy9dXfccQcnnXTSNj3HME2+/r1rOeHkwbWDXmnr5zO3P0fO22R/+PJ/QftqWPMsxEphjyNh76MGX7B5Odz7w8L+7+4WKJsM8z8OFXUwba9Cm+f+Cs/9lYNmT+OmO+8e0qfW5vUcd/g+W+z7X/7yF44//vitfq8aYzLaNMZ2nK3NgGMauicShW4RjTEZfRpjMto0xt66n/70p3zhC194U8+954kXqa2bxgOvtPHQynaeXNtNT9YrPLj6GXjq/8G6F4rtP/LJz3DXbTcTYsBhH4PDPwa2M/ii3S1QWgXWJr/Pf/8GnrijePOWP/+dvQ84eNDTNnce90annnoqN9988za9R40xGW0aYzvOqJ3TLSIiIiKyqcbGRlasWMGSJUu48MIL39xFIjG+cfkVvPOUc7nuqfbi3VWJCIc3/ZV7//CjIU9553uPIZFM8pubrocnbi/s6a7fG445txC+7ShUbFIU99m74T//gJYVg66z9Oknh4Tuhlm7YZrmkCrsG23rDLeI7LoUukVERETkTVu0aBFnnHHGiOF0i+yB02BO+h7PTN6NZwYC99Q4vH/3So6dXcbH3jE0cAOsXb2Kj592ZiF0A2T7YOXjhT8ApdWw37EQePDSP6CnZdjrTJ85uJhva/N6nn58MSd8/FPc9dv/I9zkvVmWxc9+9jMFbhHZagrdIiIiIvKmNDY2bjFwf+STn+EPt/5q8J2GWVju/dFvw9Q9Bz/mu/CfR2h66Gf80s/z7GHzR7z2AYccRm3dNC656kd858IvDm3Q1w7//vUW30c8+Xrxtz/+7td858IvAUN3YH7lK1/hS1/6koqmicg2Mce6AyIiIiKyc7ruuuu2OMP94ZM+yT1PvMgXLvxGIWwffxF86f/BF+8cHLjT3XDnJXDDx+FvPwIvB2HIs2+sPj7gvcd9qLgk/ISTT+GWP/99xCK9m2NaFg0DM93PL39tILwPX/JouPPHRUS2RDPdIiIiIrLNGhsbufrqq7fYrqlxLWbd7qzb/Xgqv7QnnWbp6w/mM/CPm6CzsXDOduBv1Wu//7/+m+9c97NB9+19wMF8/fvX8d2LzyfwR76OYRgYhkEQBBimycmnnYXrBXSm8yz55wObfV3f91m5cqVmukVkm2imW0RERES22WOPDT8D/UYp3+QLf3iRv7zU+nrgfvx2uONrcOOnYNmDhSO+tjJwG4bBuV+9FD8I6UrnCTY5iOeEk0/hL489x5U/+RWGMfSfuaZp8vXvX8dfFj/PKZ8/F4Dbbrqe/3rnAdz/+9tIb1i72de2LIs5c+ZsVT9FRDbSTLeIiIiIbH+2A/u9n1+21dKXc4lHTD44p4w7v/5pwg2vvenL7jZvP9x4JY09WUqjNo09WSJmYfa6ImZTWzeN9x0/jVR/X3HW2zBNPnn62Xz8s5+ntm4a/3l1Nb/5+Q3FAmlhEPC/31jI5k7S3VhATbPcIrKtFLpFREREZJutWr168w0+8BWYcwRN/S4VcZv//eDe7De1jN27ziuGYdOyOOeiS0kkS/je17/CSHupB73uf17A7WmjvqGB2VUJXD+kpS9LX86jPZ1nSmkMg8Ks9/x3HcW61atomDmL2rppAIRhyIoVKwZVJN94/0hUQE1E3gqFbhERERHZalnXp62lia9dfPHIjabuCXOOAODjB0zl1EMbqE46wMhh2I5E+O5Xz9tiYbYgCKjMd3DEjP1ef7nyGI3dGZ5r6qG1L4cfBFQno0yeMpWaKVMxDYMN/Tm6Mi5Jx2LvPXff7BncG51//vksXLhQYVtE3hKFbhEREREZ0aqOFBHLpL4iTktvllc7Ujz/xLPDBtaLvvNDOivncvs6k95cwPv3qOHL7549pF1t3bRi2N5o0zD+wrNL+Mn3Lx929tmyLHbffe6Q+6eURonPqCQIQ5p6s7zSlsI2DfJeQMQyCEOYVhYj4VjM2W0vvve973HhhRdu9r1//OMfV+AWkbdMoVtEREREBknnPVr6cgC8vKGfiGnSkcrTnsrT0pfDrpqGYZqDlmiblkVbw+H88rlOIGDPySVc9J5tKzpWXTuVysl11M07hHd94L94/pknWb5kMf/vtlsIfH+z+6pty6RqYDY9ZltUxCJYpkFrXw4M8IOQudVJymMRTNNgxowZW+xPKpXapv6LiAxHoVtEREREAPD8ANMwWNWZYXlbPwZQ4lhkXI/VXR5Ry2SPmiR/eugx2GQW2jAMvnLFtdzwnx4APjivlvOOnEVpbMv/1Mx7AVnPJ+HYrOnKELNNorbJgfvM5cPz98GxP0fjdy9n5cqVzJkzZ6tmnktjdvG16yvib+qzME1TlcpFZLtQ6BYRERERAJY09lAStWlP5SiJWFTEC7PFG7U2r+fv/3iSK7563qCl36Fh8GLpvqQ29DKtPMal75uLYRjDvQQA6byPZRpYpsGa7gxR26Qv51Nb6jC3uoSymE0iYmEOvHZ9ff12X+b9tre9DcMwRiygdvHFF2tpuYhsFwrdIiIiMiE1NjayYsUK5s6dq/C0FdJ5j76cR3/OoyfrMa08Vgzcrc3rWfSjq7nrtluGhtSSKnj/+dz7ai8GsPDI3TYbuPuyHn15jyAMyXsh9eUxHMsklffYrTLJ1PLYKL7L19XX1/OpT32KW265ZdjHjz766B3SDxGZ+BS6RUREZMJZtGgRZ5xxBkEQYJomN910E6eddtpYd2tcW9+TpT2VpyxqU79J4P6/n/2IH11x2chPfN85ML1QSfwr757Nu2ZXDdusP+eR8wL68x4NFXHqK+JkXJ+KeITKhIMfhJgjZ/XtrrGxkV//+tfDPmZZlpaWi8h2o9AtIiIiE0pjYyOnn356cUY2CAI+97nPsfue83jn2+ePce/GpzAMae/PMykeoTrp0Nq8nnWrXuMf993N7TffNPITZx0Csw7GIOSXJx3AvnVlQ66b8wK8IKQv5xGPWNSWRJlbU0JFPDKorbUjEzewYsWKYSuwm6Y5YrE2EZE3Q6FbREREJpRH//XvYffpHvmOt/GTG3/Gcccey6uvrtzisnN/IChGbZN4xBrNLo+5lr4cL7+2mv6Wtdz7n+f58Xe/OeJeZwCm7Q3vPw/KawE4vNoYErgBWvty5IIQE9hjcgkNFXGitknEMkfnjWyDuXPnDjmr2zRNHn/8cQ499NAx7JmITDQK3SIiIjJhbOjLsXxD34iPf+HMzxeLZ71x2XnW9fG9gHTe56WWPvq9kK60S0U8wvRJcerL48XCXhOFH4Qs39DPtdf8kF/84FvDB+14ObgZcBJwyEfAd2H/YyFWUnj8hfs5/ewThjzN9QO8EKZXxKgri1FXGhtXn199fT033XQTn//85/E3OY5MgVtEtjeFbhEREZkwmnqyvPLqqs222XTZ+ec//3kWLFjAtGnTeHZ9DwQe7W19ZKyQWKyw17i5N0t/zifnBUwuiVIStXf4UujR0tyb5XtXXcWvr/nO4AesCESisNdR8K7PgJuDaGJwm3Q33HYB9Lbifu79Q67dnXGpTEQ4cFrFuP28TjvtNBYsWLBNx5GJiGwrhW4REdkmqggt41VnOs8/Fz/Ob3905VY/x/d97nlsKQfNT9KZdkllcuD6zKiJYUccAGZMStCVcflPaz9rujLsVpVgt6rkaL2NHSYMQ15Y8Rq/vvaKwQ/UzoGPfBPimywX3zRwb3gNmpfD03dBbyumadIwc1bx4SAM6Uy75P2QfasS4zZwbzQax5GJiGxKoVtERLbaokWLigWqDMPg5z//uSpCy7jQ2J3h2p/8jB9+/fxte6Jh0OubtPTkcGyTmZVx+rozg468skyD6qRDf86jPZVnbVeG6qRDWSyymQvvWK4fYBnGVi/f9vyAle0pbvrJDbDpknLbgfee9Xrg9vKw/FFY90Jh9nvVU9DfOeha51x8GbV104q3m3qzJB2bPWqSTC3bMcd/iYiMZwrdIiKyVd5YEToMQ04//XQWLFigWSIZM42NjTz08KM8uWIdN3z7q9t+gTDkok8ez9e/fx0nnHwKvueO2LQkapNwLNb3ZHl8TTeVCZs9J5dSEh3+n1N5L2Bdd4b6ihhRe/QKsXl+wNPrunEsk+mT4qTyPrWl0WGLvzU2NvLsi//BK5tCeyrPn2658fUH58yHd5wClfWF5eS/uxC61heCN2AYBud+7Ztc/71vEfg+hmly7lcv41Of/2LxEr1Zl6hlccDUMqqSzmbP6xYR2VUodIuIyFb5y1/+MqTIUhiGLF68mI997GNj1KvXadn7rufqq6/mggsueMvXCcOQKy76EvPfdRTVNZM329Y0DBoq4nSk8rzaniYesdl7Sik5z8cyDDJuQHNflrht0dSbpaU3O7AX3CFqW5TGtu8/vTw/4MWWPhq7sxgGdGVcerIe0ytiTEo45LyA6RVxetpbuPgb3+TWW35ZWKlimhz3sf95/e903R7woYsLP2d64c9XQtvgvfHnfu2bfOrzX2TBh05k3epVNMycNWiGOwhDujIe+9WVUl0S3a7vU0RkZ6bQLSIiW7Ro0SK+8IUvDPvYiy++yPz588cs6DY2NvKd73yHm266adiK1DIx/eAHP+DCCy/cfKOKOujvKM7Ubk4Yhjy/5CmOev9xW/X6VUkHxzJZ3ZkmnffozXrUlDhk3IDOdJ4QyOQDYrbB8rZ+1nZZVMQjHDFz0lZdf2us6UzT2p9jfU+WaeUxLNOgP+dREbNp6s3R1JstrAT4zU/4w603D36/QcDdt//f63ccfELhv6uehr9dD6nOYpX3N85o19ZNGxS2ATpSeboyLlNKozRMim+39ygiMhEodIuIyGY1NjZyxhlnjPj4t771Lb797W/z/e9/f7vMOm6LRYsW8bnPfW7QfZtWpNaM98T01FNPbSZwG0AI7/w0HPoR4rhU2AHN3f3wxJ3w3L2buXJh1rettYXl/3mJmXN2HxIuN1UaswkJWd+TJe8H9OU8vCAkCEOqEg6TJxWWV3tBSFt/jr6cR2/W3S57wbOuz8r2FO2pPNPKY0TtwrnXFfFI8b9//N2v+c6FX9zcZQpmHgS7v73w86P/h5Hu4tyvXc6CDw8/o/1GYRjSn/eZW5NkekV8VJfSi4jsjBS6RURks1asWEEQBJttE4YhF154IYZh8JWvfGWH9KuxsXFI4N7I931Wrlyp0D0B3fTzn3Pm5z8//IMVdXDyVZAoL96VIULGA0qiGO/9POHk2bDueVjxb/C9QU+fWj+dH135TW69/U6YfgCse46jz7uKSbP25owjppPvaWPdqtdomLVbMYSWxSLFEJ33ApyB8Lsp2zSYUhplTXeGZS19HDZ90luu6N2ZdunLeexWlcAcZt90a/N6rrjoS1u+0KxD4NiFhZ+X3stx75rPFy68u/j+Nhe2N2pP5SmP2+xVWzrsPnIRkV2dQreIiGzW3Llzi8tMt+Siiy7i5JNPpr6+nsbGRh577DEA3va2t23XANyZznPP3x8e8XHTNJkzZ852ez0ZH+5+6FHO/PznRx6Lh37k9cDtufDcvZz8kQ/jl9fxyGsdbOjPw77vK/x57Uj447dff65pc+pnB77E+eQ1xerdf+8Dnm/mXy+tpuWnZxL2dQDw/hM+xpHvO5b9DzmsGEyHC9wbGYbB1NIYG/rztPXnmPIWqnr35zxWtPfjWOawgRtg3arXtvx3tmIqfOhrYNmFI8AeWcS+37pyq4I2QF/WozvrEo9Y7K3ALSIyIoVuERHZboIgYOXKldx4441cccXrZ/8Od7xY1vXZ0J8rzviZhkHdVgSRMAxZ0dbPyvbUiG1OPPHErQ75nh9gWyOHpa2lQm6Dbc/Poy/rcfOvfskXvzDCDDcUjrOa+7bCz//8Fbz4AEY+zSlXnU9t3TQueM9sfv3vl/nxP1dCogJ2OxQW/rlQpXvpPbDHO6Bs5CJqzV4UTv8VdKyD33+D+/54J/f98U4MwyhWPt8SxzaxDVjTlaGmJPqmZrtTOY8XW3rpSrvUlw//96W1eT1/+/MftnyxAz5QCNzrXoA/fBN8l3ce/f4hzdJ5Hy8IilXaW/pyuEGAbZjMqU4ytTxGZcLZ5vciIrKreOv/yhARkQltxYoVWzXLDWBZFldfffWgwA2FoHzGGWfQ2NhIGIaEYUhrX45nGntYur6Hxau7WLq+h5Vt/WRdH9cP8IOhldKXt/bx8oZ+2vvz9G5oHrEff/jDH2hsbNxsXz0/YMm6bp5e10Pe2/zy+S1ZtGgRM2bM4KijjmLGjBksWrToLV1vZ7do0SKmT5/OUUcdxfTp09/S55HOe9z31EubD9wAh/83xEqhrx2W/Amy/fzXx08tztqahsGp79iLS3brxrj/uteLq0WihRnyTQN383K45Wy4/mS49iPwm/MKYRugqgGO/HSxaRiGfPer59HavH5Il5YtXcKtP7+BZUuXFO+rTDg09WRY0da/zZ9FGIa8vKGP9T1Z6spiwx7H9cff/Zrjj9iXP9x28+YvNnk32G9B4een/wCBxyVX/WjYAmlt6TypvE9TT5Y1XRkqYhEOmlbBwQ3l7D2lVIFbRGQLNNMtIiKb9fTTT29125NPPplbb7112MeCIOB/r72WT3zp6+S8kP5cYT9tImIxpTRGW3+OF1r6WN2VwTJgUsKhIh6hqTfD9IoEPVmPFW0penuyOGEfP7/6WyP2w/d9VqxYQWlVLWUxe1A46cm4vNaRJiBkTXeGMAiJRUysgX23Ndt41NHGQnMb970HQcAZZ5wxIQu5PfXUUzz66KO8853v5NBDDx22zfY6zz0MQ/J+wAvNffz4ym9uvvHct8OhJxZ+/sfPISz8Lk774peHND3h5FOY/66j+PVtv+N3/1oOyYrCcVm+D0/cXgjcuTesotjwGvzmS7Dnu2HBF2Gvd4OTgEcWQXczQRCwbvWqQYH1soVf4J7f/7Z4+6gPfJirbrwZxzapSjqsaE+RcCymT0ps9WfS1p+nqTdHXWkMe5NZ8u6My/PNvcxy0lzxtS8Tmjb4I583zkEfgrd9EuxooVr5qme48ie/5H3Hn1Bs0tSTJeMFRCyDGRVxSmM2pVEbzw+pLnG0lFxEZBsodIuIyIgaGxu56KKLtrr90mX/2ezj111zDXseczJTp9VT4thUJ1+fIaspieIFIem8R2fapTPtErVN+nM+G/ryBCGUx2zKwhj333P/ZmffDcOkP17D043dHDitnJwXEIZgGPBKWz/re7KUOBa1SYcQCsc+uT5ZN0l10hl2BnEkwxWaC4KA6667jh/84AdbfZ3x7tOf/jS33HJL8fapp57KzTffPKTdY4899pbPc8+6Pi+29OL6IS+ueI1H/3rXyI3r94YPDozRV/4NKxdjmCZf/961I+5Nrq2bximfOJnbf7TvVq/iwPdg2d+hpBLe/j8w+zCYcQD87kLM9tU0zJwFFJZ2P/rAfdzz1/vgA1+BfBoe+RUP3fsnfnLVd/jChZeQdGxyXsDLG1JMijtbdXZ31vV5pa0fE4qVyqGw1PvTv1tKeypPwoLwnDsgn4H7rysE6sAfdJ23f+Yi/j1poFJ5+2q494eYlsl+Bxe+RPGCkKzrExCyW1WcpGOzR00J5lss/CYisitT6BYREYBhC599+9vfHjaUjFRYbdnSZzb7GkEQkGtfT91ewxc5s02jWA06DENyfkBdWaxwVrBh4Hsud/zu9/zwW5ds4d2E/PW++3nXh0/mtY4UrX05wCDvB1iGwe7VyUHBuqEiTtYr7DHvTLtUJbd+uexIheauueYavvSlL02I2e6nnnpqUOAGuOWWWzj77LOHzHin84Mrgm/Ul3Ppz3nFfcEjcf2Ale0pVranMYDshs1vE+CwQpA/uBK+8bX/oeWUd2zxiCsoBO+vf/86rrjoS1sfvAGeuKMQZN95KtgOfOjr1NhZ/vByN+2//D/+1F8H5VPh9F+COTAbPPMgWPscv7z1d5x4ymeorZtGZcJhbXeGVZ0p9q0r2+wXPWEY8mpHmrZUvriPuz2V56ePreavL28g7xf6n/YpvGasBD789cKTOxvh3h8W9qxP3Yunq/cGP4SX/gEP/BiTkK9deU3x81rXnSEeMZlbXcIek0vecpV1ERFR6BYREeDqq6/mwgsvLIYPwzC4+OKLuemmm4Ztf9F3rmbmnN158tGH+eX1P9ym1yovLdmqdoZhEBs473djIGltbuJ/v33pFp8bhiE/+85FvOu9R9McqSXhWJgGTC5xRqz2HLMtvCDP6s4UlYnIVs9219fX8+Uvf5mrr7560P0T6diyRx99dNj7//3vfw8J3atbO4dt+9s772LSbvvytn13p7Z06BL+IAjZ0J9jVUea5r4c9eUx4hGL0rlzMUyT8I3H1tkOHHh8IdDy/9m77/Aoqr6N49+Z3c3upvceIJDQqzQRFMSCBRU7iPWJggWxISD6ivqoFEUEsYBi7xXro2JBFOlSBGmBBJKQRnrbOvP+sWRhSQIBSWi/z3VxkcycmT2zHAL3ngZ39EsiMTHxsN7vYcNvICIyivvTrju84L3yM9j4M9z4AgRHkQ/MX1cMAQMgoJ7ywdHQ+TxI7sU7r7/GuIcnAxAd4EdmSQ1hVj+Swqz1vpRb01m3u5zs0hqiAjztV9d1xn62lq3FdgASg0xMOq8dO3LyeXbGDEjs7OmFV1QIT4TrZ3rvZ3frxAebmTbxJqpuGezzAUVxtYMQi4m2UQG0CLMe1ogPIYQQDZPQLYQQpyi3plPjdPPy7JmMHz/e55yu6zz99NP1XqcoCmee61mA6c4Rlx3269bU1Bx+Zff66I156HrjFj3T3G5Kc7NIadWS/NycOvsr1ycqwExOmZ2kUAfR9QTDhtxzzz3MmDGjTnBbtWoVgwYNavR9jldFRUX1Hu/fvz/Z2dls2bKVqMSWPPXEY3z8/rv1lv3pq0/5+evPeeCpGVwx4kbaRnl6UUtrnIRYjFTa3eworqKw0k6LUH8MqkJ+bg7zZz9bJ3D3GjKMVclXercHOyOgjO6pZx72cy348B2ennjv4QXuWtWl8N59cNZ/IPk0zxxv8MwH//N9KC+A7A2eVdV7XQG9hkFAGB8uzeOG3Bxi4hKwmAxUZmXx4aqlXHRGdzqlJtd5mbwKG1kl1VhNBu886uff/pStJbGelde/fJLsrPXsDpjF9nV/wYpPPb8U1TNf/aIHPUPwgZ6JIfROCmXkaQmee7Vu6fNalXY33RNCaBne+HnmQgghDk3Rj+hfGnGg8vJyQkJCKCsrIzg4+FhXp15Op5PCwkKioqIwmUzHujriJCRt7MSyJb+CtVt3MGJgj8MKHWMffpwbR49l1Z+/c/vwSw/7dWuvP1z5uTkMPf2AObiqwdOjV7gTqopgv3OKovDNsr9Z+tsvPD3xXjRNQ1VVJk19/qDbO+0usxETbKZXYmij57FmZ2eTlJRU57jBYCAzM/OE7u3Ozs6mZcuWdeatg2de9zvvvFPvuYaoqoGZXy+lfZtWuDSNSrubqEA/gs1GNhdUkBwegNmosuDDd3hy/AHtJDQO4trR9aZJrC+wATC8YygPnNe5Tq+sruvklNvRdB2rUcWt7Z2uEGTBz6iSn5vDJf26+tRdUVXGPTaFZx5t/DoGXkazZyuyqiLP/O8Dpfb3zD13VPNwWxuXD7uMt+fO5oWnH0PXdVRV5annXuCu0aMIshjRNJ3tRVXsLKnBrene9Q/Wbcsk7eN1EBAO6/4HP7980Gopqsp7v64hOCL6oHuD76lyYFAVTm8ZdsgpAOLfkX8rRVOTNtZ8GpsB5aeqEEKcQtyazvY9VZTUONixM4tvFnx2WIH7ipG3eANzUnJrVFU9rMAFMGfqEwy59MpDzrk9UFbGDk9dQ+Ng6ARQVc8WUYERUFMOH0+Col0+1+zJz/MGbvDMKX/6ofvoN3Bwg68fGeBHXrmdwipHvcOg61M7F/5AJ8MQ8yeffLLBP+MD53k3hqa58avIw2xIJsDPSFSAH4WVDspqnCSGWDHvDcRPTbjH98LkXp55yqqB9QU2DKrCuyN6kBrlO57b7tKocriodroJMhsJ9DNSbncRHWSiyuGZt+9nVNmRnl7nuXRNIzQs/JDt+pyLL+XX779Fc7s9q/PpOrjsUJ7f8INv+xPytkFsKj8VK1S8MpvZT0/e733RePj+sbTtdSaX9etMVmkNm/IrURW8+9fvqXIw6ecsT+AuzIDfD/3+Xz7iRtomt2jwvK7r5FXY0YGecaESuIUQognIT1YhhDiFZBZXsTGvnMVffcSsyePqzpM9hLSxD7Ahr4LfthdxcYdoLrziWp9tkbwUBVVR6g0umtvN9h07mL6yjE0FFfRJCmVLYRUhFiOPnteW+JD6e+P8Y1tAyulwxnUQ2cr3pDUYbpoDThv8Mg82/oSu66xdubzuyuJuNz998yUpAy7k73IDF7WP9nlNP6Nn+7D0PZWeObSH6O2eP38+t912W4PnT+Qh5s888wxz58496vdd+cdv9D5j33DwAz/c8H7AggKnXeLpJU7o4D3fJdrCvYPa1Qncmq6zu9xGkNlIVKAfHaKDCLaYcGs6fkaVwko7Wwsrcbg0TJEJdcK1qhqIaNOF0eMnM3f6E2jelb8VQEdRVO5+aDI33j5279D3GXz+3huNfGod/ngbrvovy8utLP/fr3VKaJqbTVu30TGlFZnFNQT4GQi17uulenFJJvk2PEPXP3/cszL6IfTuP/Cg58tsLgyqQnK4f4N/94QQQvw7Mrz8KJHh5UJIGzue5ZbbyC2zsbvcRlVxPtcNOu2we6gVReGhT5cxfWkBLk0n1GygdN0vUFUKf30FFYUA3iHc/QYOZv3qlUwak7Yv3AdFQfszaXXeSDJtdduIUVVICrXQt0UYYwckU253oQDpRVXcs2ADrv2rvPIzqCyGgh3EXD2BfDXUc9zthHfvg6Jd9B98Hkt+WbjfC/h5Ft4KioYBN4DJTJjVxLDOsZyTGkn7aM8ibzaXmzKbi/6twgmxNtyWDzb0upaqquzcufOE6+3Ozs6mRYsWRzbf+RBUVeXrpesbHG3wdm0v8OnXevaTrpW7hesjCrl3/EP1XpdfYSfAbKBDdBBh/iZMBrVOGU3TKbM52ZBbwYfvvMkr/52AprlRVQO3PjKVS64ajq28lIRAA8X5OSS2TMbPoLJy/SbU8HgCImKICzLzwatzfHqqG0NRFDqNm88Gd6Tn78vrt/vsp60oCm/+tJqgqFj8TQafLfUqbC7Oe2UJLlT46CHI2dio1/tm2d8Nvs9uTSe7vIaO0UG0iw6UhdOaifxbKZqatLHmI8PLhRBCAGB3udmUX0FuuWdF6Jzduw47cAPoXYYwdUk+tVeW2t3Qfm8vWnJP+ORhcDl4auYczhs6DIDzhiZQVVnB0w/dh+YXCCOfA/8QMj3TcWnlV0NqyyRySyv5p7AGlwYZxTVkFNfw6fpcXFo9gS9zjWdYbeEOwDPk/aH7hvLES2/xdWmEZ/Gom+ZA3jaW/PSS5xprMNRUwLD/gxbdfG5XUuPkjZVZvLEyi2cv6cigNhFYjAYKXA6yy2wHDd317dF9oBN1z+5Zs2Y1SeAGz3uSlZlRbxjMz81h9tdL4PrnIbq15+DWJZ75y1nrGfDR1/Xes8bpxq3rtIsKPOgieKqqEObvR9+WYbQYeweDzzufbenb6NSuLVGxCRgVN1b/INq2iMfUbV/veoeUZCpsLv7OK2P91h28MOWxRj2rqqqcfcFQfv7uK3RdZ8Nzo+E/r3g+gOoxFFb57kEeGehHTGjdlcwnvPo5LuI8e2s3InADPDxtVoOB2+XWyCm3ExtkISlUVioXQoimJKFbCCFOcsXVTsptLtpGBaAqClb/I1iZuMelcPataMAlHWO458xk3vhjC+/9vgHCEzzbEo1+C3SNLf6RnLvf1mMpAy/jgtld+XFrIS6DGVwO2PI7rPuOXYU7uHTioyx8ajKYA6DbRdC2P0S3rhO4W4aY2DXlanRbpfeYoqqkjX0ARVG4uEcbvv7PjZ5gHZvq+TViume+rfGAfbeLsiBzNaz9lgv+71W+3+05POv3HQxoFYbRoBLhb2JXSTXxwWbC/Ovft3vVqlWNevtmzJhxQu3ZnZWVVWcLtMMW2xZa94YNP9WZ66yqKkmt6q7UDTD20Slw3ph9B/76ChbNB3RUg6He69yaTnapjXbRgY2eh+9nVGkZ7k9Erw50b9ealmFWVEXB7XZRWOio95ogi5EeCaGsXbb7kB9IKIrCyFFjOOuCSxh9xZD9Kuv0rG4+5B7PVImMVZ72iGd+dX0fRvz5zw5WOCLBACz9qFHP99zr73PWuRfWe86l6WwvriYp1MppiSFY9q6KLoQQomlI6BZCiJNU5d6h2btKajCqCoV5u/l94fes+2vl4d3IEgSnXwPADT0TuHtAMqqicN95nUkuWsNTz4xFP38sxKSAovLm+mLeXP8H/iYD3ROC+TOzxHMfgxns1fDF47B7EwAaMPupvUN07VWw4hPPr7AErnriNWLjE+gcG4TRoNAlNpiv/P7LlIcf8KxEbjAwacpMb0BJSm6NaitH+/gh6HMV9L7Ss13T/txO+PU1WP8/wBOM7j6zNZMiYhn25kqySm0s2JDHVd3iCfAzUlLj4p/8Cvq28ATx/WVnZzNhQuNWudZ1nVdffZXbbrvthAjeH3z6xaEL1SfldOh1OWhuz17RAD2HeRYZs1XAj3MgZyNjHppcJ1hmFlfz1qJ1bE++YO+Bv+D3t70jGhRV9fnz3l9hlQOrScViUg+7xzbQbPRZPMztPkhhwGoyMLBnl/r3Dt9LURTe+PJHUjr14NNPP6kb0Df+Au3O9Ex1uPop+GEWZKwG4J/1f9Gr3wBv0Q15FUz4OcfTltOXwbYlh3ym/ucPJaXP2Wi6jt2lYTH6vi9lNU7igsy0jQqUwC2EEM1A5nQfJTKnWwhpY8eTaoeLFbtKMagKBZV2Fn34KnMaORzWKyQWzrrFM3Tc6EdCsIXPb+6F4YCFxfJzc9iZsYOqoHh22vx4ddku7O4DwkhZvmcRqe0rPAGsEc489wJmvu67SNvurJ2s+P0XrAFBdO/Tr04AW/DhO56h7G43ip+V+ItuJcflDzmboHQ35G31rHS+n5mvf8CZ517AR2t388yi7UT4m1hwS2+sJgMuzbOy8+ktw3x6ULOzs5k3bx7//e9/69T7qquu4tNPP633mVRVZd68eaSlpTXqPWhOuq7jcGtcOewyvv3223rLKIpSfw+vonpC9uWTwXiQv/tOO8FGN2d1bMVd/VsRaDaybs0alq9Zy0f2djhqm03Jbvhoomcv7L3e+uonOnXvWeeWbk0nu8xGizALqZGBB50O0BiN+Tmm6zqTn53DU3vb2v4UReGOyc8w+PLrcGsa25b8wCNj6vnz9g+F656F4GjPBxKv3QqOGlSDga//XOdt2zd/uJYNeRWelc8X/NfnPRk6/CbC45J4d9bT3mkOd90/nvseepTNBRU43Z4F5PS9W47tqXZQWuMiyGKkW1yw7Md9jMi/laKpSRtrPo3NgBK6jxIJ3UJIGzueZJXUsHRnCSYD/PT+q7w09THfApZAGHir52t7JXQYBKW5sHMN/t3OpTov0zM82Or5eZYQbGHGpR1JifRdLbo+mcXVfP1PPi5NZ3eZDWNVEQsfHekJFodp/z29F3z4TqP2287PzWH96pXous62zRt444XnDvk6Z5x9PjNe/4Cr3lpNTrmNK7vEMnFwCoqisLvcRlKIle6JIWRnZzNr1iyee+65Budyv/zyy9x5550NDj8+XvfuziiqYsRVw1i+6Kd6zyuKwt0PPcacqY/7Pnvb/nDunZ4REYDJbeeW/qkUblrNgqn3oCd1h4SO0GGgtwyA2ahid/m+hwZ7Be51P8DyT8BZ4z3+nzEPcOf4R3zK6rpOUbWTaqeb6EA/TksMxXoUem0P5+fYjsxdLFq1nhrFjz05WZQ7XLTr2pOubduQEGIhr8JGoKOUjqmt67+B0exZfyAkBpZ9BH++B8ArH31Nr34DWJNTxm2frPeM0Jj3H6gp87l83o+raNe6FVZbMeX52bRrm0piYiK6rrOrpAazUcXm0thWWEWN002o1YRBVWgZZiUhxCLzuI8R+bdSNDVpY81HQnczk9AthLSx44XTrbE2p4yCCjtKVREXn97FM68ZwBoCLbtD36shouG9e2sZFJgwOIXz20Yd8f69+bk5DD29yxEtylW7yjVQ5x4H9gjW2j+cH47OPXpx+f+9yJN/5KODd1G1SrsLu1tn+6IvuOuO2w/5HCtWrGD9+vWMHj0adwNjlZ977jmuvvrq4yZ4VztcvPftr4y64vwGy0x56Q3OGzps32gCTfcsdHbt1H1z5jf9yrsTb6J9cktg3wcgk8akoSsG6HyeJ3zHd6j7AiW7PVMPSnN9DvcffB6z3vy4TvE9VZ551+2jA4kPsdS7UvmROJKfYy63ht2lsaWwkjCrH7HBZp8PAObPn8+tt95a/8XtzoSLH/R8XVWC8uMsXn1tPp/vsPO/TQXoAP/8Ct/PrHPps29/wR3XDsXf7+B/N6vsLuxujUA/I0ZVOeQ2eKJpyb+VoqlJG2s+snq5EEKcYlxujYziairtLrJKbcQHm3lx9iv7And4Iox4xrNgWa2iXZ69re3VnnIRSURGx9AtMYzIAD8u7xzbqN7tg4mJS+DhabN4asI9PoG1waHK+6ld5Xra/z1Yp6zmdpOVmYF/WAwmg4LFZCA/N+eIAjfAhjWr2HhlP3o//BYrqkP4blM+g9pEEOBnYOuW7Yy5845GfXCQmV/MldfdSPs+Z/LNT78x7YHb0XXf+tx///2MGzfumA811zSdjOIqdhTVsGRJw3OFVVWla8/eAAwbfgNKSl+m/7EbO3uDZX46fDge3C4qbx4Me0N3TFwCYeE79s591mDdd55f1mBo0xcCwyF9OagGKNgB1H1/b9g70gE8bTyvwk5UoJlqh4ueSaG0CDv2Q6SNBhWjQeW0xNB6z6elpRETE8Mll1xS9+SW3z2L/vUcBgFhKJc/yq3fZu07n/MP/PxynctU1UC3ju0OGbgBAsxG/t3fYiGEEP+GhG4hhDgJuNwaK7NKKatxUWZ3khhiobggl/defdFTQFFh0K2ewF1T7llResvivUHHo3ZhsmHDLz/q9Rs2/Abvvt2gk5uTtW8BtUNYteQ3MrZurnNcUVRcwTE4NZ2iagcGVWHn1kNv4XUwuq6x8rXH4brnWJJRQpXDRYCfkbJGbrOmqio1AdH8lV1KOUHYqirR6wmS4PlAYdSoUQwZMuSY9XhnldawIbeCQLMR9SDD/ydNfZ6YuAQKK+3sLKlh5oo9+wJ3+jL46SVwu+pdXTwpuTWqqvq8f4q9En3DQg7lwPvtqXJgMRnIKK4mJTKAuGDLYT7xsRMQUH/sVVWVm7qE8cbCOdD7KrTQWM8JRw38Nh82/VZnHQRVVZnw9HMM6Nq2qasthBDiKJDQLYQQJ7iCCjtZpTXsLrPh0nTaRPijKAobMnZ4emZTTof+N0BEkmdV6U8ehj07Ac+K0DffeS99zzybpFbJDe7pW+c1K+3YXRpJ9ewn3JCYuATOG5pAfm4OD93V+N7dX77/pt7jPfqewRld2tIyzMqm/AoMikp5QstG9aAfjJ6XTowF8m0a/9tUwFXd4unQvu1BV6uuNeLWO1GDInG6ddTKPcyePG7fSIN6aJrGk08+ySuvvHLE9T1SZTVOtu2pIsDPgL20gLdefr5OmbadujDz9Q+Iio1n7tKdvLp8l/dcQrCFay1beX7WNDS3u85q8rVi4hKYNPV57wJ3qsHATXfcw5svzjzkn9OYiY8SHBlLVmkN1Q43EQF+RAb4YTUZaB8deNSGlDeH1NTUOh8+ANx017289eJM0DTYtAjaDoDACM9q5oU7fMoqisJlN47mhtvu5LyeHWTlcSGEOEFI6BZCiBOY062xMa+cPVVOwv1NhO63crPV3x+i28DQCZ7hu047fPcsE++7mw5dulNTU3NYQbtWmc2JS9MJthjZWVID6EQFmPH3a1wAePm56QcNogfaUU8vN8DjD0+gR0IIAN3jQ7CaDJhtwf8qcNca1iGCuWuK+GDtbq7oGkdsfCJ3jp/Mi1MP1juvMOiqm0kIsRBsMbFqXWajesfnzp1LSkoK48aN+9f1bgxd19lcUElBpZ0qh4vEECur1u6ot653PvwUr22s5rvP/vRZ9Oys1uE8MLANCSG9OefsQWRlZhy0Le0/0uG3H79rVOAG6Nj1NAoqHbQMs+JnVEkMsRBqNVHjdDdqWPXxJDExkXnz5nnn+iuKyujx/0f3Hj33LfbncsA/vxz8Pq1TObNbW4IsJ9bzCyHEqUx+YgshxAlK13UKKu2U2Vy0CLXU3Ud61y7oN8ITuHet8+yRXJ5PSNjt9W69dCg2p5s9VQ5UVaFLXDBhVhN55TaKa5wUVTkornEQG2QBXa9Tl1qvznmebz56+4ied3+nnXYaQ4cO9X4fsHeRt9LcXQ1dwnlDL+enb79E1zUUVeWBJ2cQ6m/hkXvvqFO2R0A1AX4GdpbU8NXGfIZ1jiUhKemgdRrz0GN0Tk329r4mJbdudK/7hAkTGD58eLMMM6+wu8gsrqba4faOVKgzBDyyFUp4Ah/l+rM0Jw8Ao6ow6ZwULukY47PqdUxcQqM+uFn62y88OX7sIcvVUhQFe0A0IRYjqVEBBFv2faB0ogXuWmlpaQwZMoT09HTsAdG4/MNRqooa3U50Xeelx8dz/01XERV46IUQhRBCHB9OnHFZQgghvHLKali+q4T1u8sx7V3EaX9bCyuZvzsY2vTxDClfNB/K8/eePbKe4JxyG4EWIx2iA2kZZiXEaqJdTBB9W4RxekvPwmvZpTXkVdrJLbdhc7kprXGi6zq55TbWbt7O3GeeOOhrGAwGLrrookPWZdq0afUeT01NbfCac0ekMe+HFTz/7gIyMjKZPvEerO7qestuWbuSa7rFAzDjt+28+977PFzfXssAisKoBydz8x1jfYY7x8QlcPaFlx7yWcAzzDw9Pb1RZf+t/Ao7NqdGq3B/757rMXEJjHloMqqqQpchcONs9KETWJrjeX9OSwhh7lVdubRT7CG3mXK5NVx792nPKq0hp6yGvN3ZPDXhnsOua3yIlS5xwT6B+0SXmJjIoEGDaN+mFTa3RpW9/hXuG6JpbnZm7Dh0QSGEEMeNE/OjYiGEOIU53RpbCiopq3ERHehXZ15nYaWdUZ+sp9Lh5wnc/5sJezIBT+9h1559Dvs1qx1ugs0mOsUEERNk9gleqqoQGWgmwGyksNKOUVXZWVxNbqVnqa1Sm5NIfz8qqgsOOqxcURQmTJjA1KlTD1oXVVVp06ZNvecSExN57bXX6mzPdOEVw7nmgrOxGFUMameiAs1kZ2djtdY/J71br9506NqS5btK+Ce/kuc//7lO3RVFYeSoMVxz023EJ9btBc/PzWHR918f9FlqGQwGUlJSGlX2SLk1nQq7ix1F1QQfMDT58w/e4YWfN6Ff+QQkdfUe7x4fzC29k+ifHN7o18ks8eyvHRNoxmI0YFAVlm7YfNjD/nVdJ9hWQHRQl8O67kQRG2wmNTKA//217LDeG1VVm7ytCCGEOLokdAshxAmi2uHC5tLYXWajzOYiIcTi7anc39ursql0uKE4C36YDblbvOfunvRYg0OB3ZqOquATqEuqHVQ63Lh1ndTIgDqBe39Wk8G7fVN0oB+55XYKKu1EBXoWvyq2dKl3Ialauq4zderUQ86DnjRp0kGHYdcO4f3mm2/IytnNkCEXctaAfj5l5s+fz6hRo+p9rZ79B+EfGo1BVRjWOZZ/8tOh3Vmw8nOfck+/+DrnDR3WYD2yMuqfJ30g1WBg7ty5jRpaXhvODtXbXJ+/d5djd2tUO9202G8BvPzcHKYs+BP9jOv2Fd65hq/GXUF8QuOGu+u6J9ArKIRYTASYDRRXO4gPttA+OohARzceO8wF7lRVpWP7do0uf6IxGw10iQtG7d+diYdx3fG0v7sQQojGkeHlQghxAtB1nbU55azJKWPbniqiAvzqBO6M4mr+7/vNfLB2t+fA4rd8Ajd4Fqaq5XBpZJd5VoUurnaws6SGomrP/OzsshoKK+3UuDTCrCaSQqy0jw5qdNgzGlSSwqzefZT9/YzehaRUteF/ejRNO+j5iRMncscddedgHygxMZHbb7+dp/77RJ3AnZ2dXSdwK4rCJZdcgqqqrF6yiGsH9WDBB2/TJcgJbhdEt4a49t7y++9bXZ/sshpe3WWFC+4F/9AGy51/1fV8tngNN918yyGfqcLmYm1OOSt3lbKzuJrM4mrKapyHvA7A7nJTXONgd7mNYPO+z9vzK+y8+PsO9D7XeA5s+xM+fww+m8zuXZmNureu6+SU23C4daqcbmKDzPROCmVAcgQdY4IIshjp1yWVp6ccfATDgaZNm3bSh0tFUeic2ppb776/0dc88MADTVgjIYQQTUFCtxBCnAAq7C7KbE7KapwkhViwHjCkfE+Vg/98tI7/bS4E4PrOYZC5yqdM7Z7He6ocni3Gym1E+PtRVO0AFFpH+FNmc6HpEBtkQVEUOsUE0bdlGKclhuBn/Pf/ZKSlpbFz507GjRtXb7g2GAxMmzYNg6HuSuhXXXUVTzxx8DnhjbFtW929vHVd59tvv/Ue1zWNpx+6n4y/V8M/P3sKnX2bt/zI2+6qM2LA5daY9XsGaR+v47p317A6rwY6Dobb34Zb50OHQd4PLRRVZeykxxl+w00s+PxTvli4uOH6FlSyalcpf+WUsrmgkp0l1azOLmP5zhJWZpWyIbecwkp7vb3INqebcpuTTfmVlNQ48TcZCNk7tDy7rIbh7/7Fd7sBgxHSl8I30yHzr3r32z6QW9PRdJ0ap4bZYKB7Qghntg6nS3wwFpOBiAA/7wJ3AH37NPwhhaIo3vagqirTp09vttXcjweTn3iS/ucPPWS5m266id69G34fhRBCHJ9keLkQQhzndF2nsNKBzaXRcu/w7f25NZ1Zv++gwu6Z4z1xcAobPn3Zs+/vXoqiMGnKTIIiYimudtAlLhh/PwN+BhWnWyPQbEQBIgL8CDIbCTQbsDk1QqxHfwGrxMREnnnmGe655x5mzZrFzJkzcbvdGPYOs05LS2PgwIGcfvrpPuH4iy++IDs7G7PZ/K9ev779kusb9q5pbjRdh2UfQYdBEJsK1zwNn09m+H9G17nv6yuzeGd1ts+xmCAz+RV2CI7CcNH9zJn1HEpJDkmtknnpmaeY/bRnC7K3ZjzBJVeP4KV580kIseDWdAqrHNhdGulFVdS4NErzd5O/ZR0oCt169aFFbDxlNhfpe6rYVVpDSkQAbaMDfV7/79xyXJpOQaWDuCAL5v0+OHljRRYVdhdUFcOKT2HNt4COqqr17rft897oOlmlNaiqgqZD63B/ogP9DjoSIjU1tcFVuh944AHuuece0tPTSUlJOel7uA+UEGLhs08/5ftFv/PHH38SldgSW42NhBAL8ZHB5GftpH///hK4hRDiBCWhWwghjmNlNU7yKmxsKazy9lDu753V2bzwRwba3hxzdbyDz564gyW/LPQpp+s6fc86m8IqB+2iAnxWrt7f/j2TZmPj9t0+UvuH7wPDVmVlZZ0Q7Ha72b59Ox07dvzXr7v/fskGg4HLL7+cTz/91KecoqhkZO6EyiJY8h4M/A8kdoZeV7L0t18YNvwGdF3nk/W5fLepgA15FQCc3SaC89tFcUarMMxGA19vzOOpn9Nx6/DCmlLmXdWP7RvX8u2nH/i83teffMCgK27gvLP6U1TtwObUqHa5CTQZWP3dJzw90Xf170emz2bY8BsItZq80wPsLjdh/n6EWEz4GRUq7S6Ka1z4m1SfwP3NP/l8tXHvavbfTIecf7znDjUPvcrhoqTaSZDFRHK4FX8/AzGBDc/13/99nzZtGuPHj/c5rqoq99xzD4mJiadc2K6lKAoxQWZuHHoO5501gMIqO06XTveE4Aa33xNCCHHikNAthBDHqSq7i1XZpZTbXIRbTQSafX9k/51bzqzfMwAw6C7c387gxa1LGrzfD7/+zjXXXEPryIB6A/exUl/YWrVqVZ1yBoOhwVXLD9f++yUHBARw+umn1ymj6xrzn907nH31Aqgp98zRPuM6nsysYNP36zFaAviodg49cGmnGB4+J9Xn/b28Sxyntwzj+vfX8E9+JefMXcYlxm311mvjmpW06tgNf5MBVVFICDJTVJBbJ3ADPDl+LKntO9Kpe0/CrCZ2l9vYUugkKtCJUVVpFW6lzOYizGr0zuPWdZ3HftzKt5sKPDdZ+51P4K719MR76TdwMDFxCbjcGlVONyEWE3uqHNQ43bQK9yfc3+RdOK+xHnzwQe8q9ZqmeUc3nKph+0CKohAfYiE+xIKu60e0YJ4QQojjj4RuIYQ4ThVUOiircdEi1OLzn+/CSjsfrt3Ngg15ngPpy3F/9yy47Ae9X1SAH51ig+rMBz/eZGdnM3Fi3fWcp06dSmJiIoWFhUfldWrD/q+//tqoVcb55xeIaAG9rwBLEJ9tLgPKADirdTjX9UigV1JovZfGBVuYcWlH7vjsb+wujYVqGzCYwO27ENpZA86oM4Vg/aoVDVbppkvPZeykx7nx9rEkhFhxaTqZxZ4twbJKQFEgZL89rn/bUewbuH+dV+99NU0jKzODmLgEcsptqIqCW9OptLtoFe5Pp9ggnz3JD8e4ceMYPnz4KTuUvLEkcAshxMlDxiwJIcRxqNzmJH2PZ0j5/v/5trnc3PbJet5alU2ZzQVFu+CXVw4ZuBVF4bqh5xLu79fUVf/X6lvoDKBXr15N8nq1c7wb5fc3PXO8ywsItxiIDPDjuh4JTLu4Q4OBu1b3+BDeH3kaVpNKmQM63fCQz/mLrxpB5+51n7G0pPig95399GTenjsbAKOq0CbCHwUoqvbsj15L03U+XJMDwJmh1Z52o9f/YYOqqlgi4impdmBQFGKDLNQ4NTrEBNE1PviIA3etxMREBg0aJIFbCCHEKUF6uoUQ4jiTV25jW2EVVQ4XSfvtp6zrOvOW7iK7zEaAn4Fzot18NfuBQwZugDkvvUJKcsumrPZRU99CZwaDgZSUlCZ5vdo53g3t230gddkHTBrWl2HDzzjs10oO92fsgGSm/bqdjJi+TPvwR7Yt+5nIyCjOPO+Ceq8JCQs/5H3nTHmcIZdeSUxcAoqiEBXou9icruvMW7aTVdllmAwKfYJt/H6Q+11/zyRSWrei3OYkJSqQxBALyRGHXixNCCGEEHVJT7cQQhxn8srtZJfVEBds8R77M7OYC15dztt7V8ceOyCZ0f1bNypwv/P+B9x5+6gmq+/RVhuCa7cNa455v7VbmV1zzTUNF1IUrh99N18vXc+w4Tcc8Wtd0SWOnokhVDvdTFpRw/yFq5j6yDgu6deVBR++U6d8QlILzzjxpK4w5B5I7gnxHTwrqhs8Q8drh4PXR9d1xn29ideWZwEw4ewUBvfrddDw3LZLD9pE+NOvVTidYoMIsZqICTr0YmlCCCGEqEt6uoUQ4jjidGsU1ziIDjRj3LsYV6XdxaTvNlPpcGNQYFSPCIJ3LuOb33Yc8n6qqjLozAFNXe2jbv+Fzppr3m9iYiIzZszg008/rdvjrSjcOeEx/nPn2EbfT9u7NZZ6QFA1qApPXtCOmz/4i/wqFwy+HTLXoFUV89TEe0lt35HdWbvQgV05Ocxd8Av0vQb6XuvZT7vTOftultIPvp6KqioN7qv92/YifttRhALc1b8VwzrHAjD4okv4+duv6pRXDQYG9exMdKAZ9ThacE8IIYQ4UUnoFkKI40hBpZ1ym4v4/Xq5X12+i0qHm8QQC1ebt/L8DZfVu9dxfaZNm3bCzptt7i2ksrOz2bZtm3dbK5/3WNd5ZfoTXHz5lQfdvxqgxunGqCrklNlw6Tptwv3r9BBHBZqZ3NHFnd9sh5g2MPI5WPk5+j8/c9Ol54LJCk4bjJgOF9zn+wJup7eHm9R+cP+XJLvzsYZF11uX+Ss8PdxXtA8hIW8VP369im2bN9QfuFUD8+bOpX/Xto14x4QQQgjRGBK6hRDiOFHjdJO+pwqLUcWgKjhcGv/9aSv/2+xZrXtkx2CmX3N3owK3qqpMmTKFcePGNXW1Twrz58/3zulWFKXe91jT3OzK2HHQ0G1zuimscuBwa5gNKmEWEzllNmwuDT+DSkKIxbudWMvWreGn++CqJyEwHM6+FbqcD9Ul0KKb743z0yFjNaz6whPGrcHQsjucexeYzGw3xPDMoh3894J23kt+3FLInCUZ7C63Y1HcfDbuaj4rLzjo+/Dhhx9w9dVXN/6NE0IIIcQhSegWQojjQE5ZDRlF1RRVOUkK9fRyT/kl3Ru4xw5IJtmRccjAffaQC3l04njZiukwZGdn+yyi1tB7rKoGtJBYbE43lga2XSuqdhAfbKGg0k5iiJU2kf7UODV2FFXhcGkUVNq9c/Vj4hK4/Jwz+eLjSXDhAxDZwvOLFvtu6LTBTy/BpkXeQ4qqoleXeo7lboUzRkD7gfxvcwE/byvkhp6J9GsZxsP/24wOWIwKtncmwiECt6qq9OvXr5HvmhBCCCEaS0K3EEIcYyXVDjYXVFJU5SApxIqqKGSX1fD1P/kowJSL2nNu2yjycw89v3bqE4/Rp0+fJq/zyaShLcr2p6oqj0ybSY/2bSisdJAQsi90O90aVQ43NpcGikJskJm4YDPxwRaMBpVgC0QG+FFYaWdVVilVDhcBfp5/fnv3P4sv3n8T3h4D4UlwxnUQlgCZq2HXesjdAo5q72spisLNd93LGy885zlQuhu+m4FSsAPOugWHW2f+iizvkPKeiSFcHVnGxNwth3wfTuSpCEIIIcTxTEK3EEIcI063xj95FeRXOrA5XbTeO/dX13Vm/+5ZibpPi1DObRvVqPvddNNNEriPQH1blO1PURS+/PJLLr74YgoqHVTY3WQW1wBgNanUON0EW0xEBfoRF2Qhfr8h5LUMqkJMkJk2EQH8k1+Bw6IR5u9Ht177/XkVZ8E30w5aV13XCQ2NqHt81ReMve0WFpUHsz63HICYIDP/d14qZRn/HPSeiqIwbdo0mYoghBBCNBHZMkwIIY4BXdfZkFfB1j1VGBRICLF6A/c7q3P4Jb0Io6owpn8r7zVZGfWvVt6jd19WrFjBm2++2TyVP8kcuEWZoiio6r5/HnVd57LLLuP1118nJsjM6S1DSYnyJyHEQmSgH7FBZjrHBdE7KZSkMGudwF1LURTaRAaQFGql2qlhd2nExCUwdtLjja6roih0793Xp37gWXF8SPfWvH5tN54Z2oH7zmrNpzf2JDHESk11dQN323fPESNGNLoOQgghhDg8ErqFEKKJ2Zxuqh0uAIqrHVTaXeRV2NldVkNsoJlQq8lb9rP1ucz+w9PLfUUrIx1igrznkpJb1wlbiqry2Scf07t372Z4kpNXWloamZmZ/Prrr+zatYtly5b5vNeapjF69Giys7MJtpjoFh/C6a3C6NMijP6tI4gLtjRqD2s/o0qvpFBigszkV3r2WL/x9rGMffhx7+upBgO3jLm/wXtExsQyaerzqHs/JFANBiZNmeld4O3slEhGnpaAde+883/WrzlonTRNIz09/ZB1F0IIIcSRkeHlQgjRBKodLvIrHGRnZ7Fi3T/EtWxN59RWFFY5KMrbzfb0dBJbtSY2JZn83BzWr1qBW4eZWyxgCoQVn/Lxc2+z57vLuObGNJKSWxMUEcuYyc8w5/EH0TQNVVV5+ZVXSG7Z4tAVEoe0/xZl9c3zdrvdpKen/+t5z6qq0DEmiDKbizKbkxCLiRtHj2XIpVeSlZmB1erpnS4tKeaL9970uVbXdbIyMxg2/Ab6DRxMVmYGSa2S611RvbZdvTDl4D3pqqqSkpLyr55JCCGEEA2T0C2EEEeJW9PJLbfh1nRyymy8NHsm7896Cl3XUVSVuyY/Q01FGa/P+K/nmKIw+MJL+Pm7vfslJ3WFq58EexUsfR+AX777kl+++xIUhUtuGE1cbAza3tW1dV3HoMqApaawatWqOscMBsNRC6dBFiOtw62syy3H6daJDPBjT34en70zn5++/Qpd9wT+A7cvU1UDalgcDpeGyz+ChE4RxOy3p3utt+fOZvZTkxtVl1GjRskCakIIIUQTktAthBBHSWGlnS0FlaxcuYIP50xj3bLfved0TWPO5Ad8yuu6vi9wKyoMSvN8vXkxuF0cUJiv336lzvWjR49myJAhEpqOouzsbCZOnFjn+NSpU4/q+5wUZkXTdbbtqWLCmNH8/NXHdcrUfjij6zqqauCeJ56lVYsW7C63Ee5vYldWFn/9/Bcmo4FuvfoQE5fA26/MZvbTjQvcAIMHDz5qzySEEEKIuiR0CyHEUeBya6zdsoPxY+/k72W/Hf4Nzr4NopKhphyWvNvoy47WkGexT0NbiPXq1euovo7ZaCA1KpC/162pN3DX0oH/m/UqnXv0JjW5FWajSpsIf378/H3uvH20T0/42EmPH1bglr25hRBCiKYnoVsIIf6lPZV2Zsx5hakP3XtkN+hxCXS/2PP1otfAVtHoS4/mkGfhUd8WYk31PiuKws6/6w5l96Hr9GufzDn9ugCexdiys7PrBG7gsAK3wWBg7ty58oGNEEII0cRkMqAQQvwLJdUOfly9mWkPN7za9EFZAuGMkZ6vF70GmxY1+lJFUSQ0NYEDtxBr6nB65plnHvS8wWCgS8d2+BlV/Iyef7a3bdtWJ3A3lqqqfPzxx2RmZpKWlnZE9xBCCCFE40lPtxBC/Av5FXY+fuMV9HqGIx+Uyerp3e52IZj9oTgb/vr6sG7x1VdfMXTo0MN7XdEoaWlpDBkyhPT0dFJSUpr0g43evXtz00038dZbb9U511DgT01NPaLXUlWVefPmcfXVVx/R9UIIIYQ4fBK6hRAC0DQdVT30Psu19lTasbk01m3N4Mu3Xjn0BbWswZ7VyS+8D1JO9xyrLIJvpuOZvds4V199tQTuJrb/FmJN7c033+Suu+5iyZIl9O/fn7i4uIMG/sTERKZPn8748eMb/RpDhgzhtddek5ERQgghRDOT0C2EOCVpms7uchuBZiOFFXZyym3EBplpGxVIjdONv58BRak/hFfaXazbXY5RVdiydWvdApYgGHAjOGvAVgWdzoHCHeByQPuzPCuV11q9AFYtgKriRtVbURQeeughnnrqqcN/aHFc6927N7179/Z+f6hw/OCDD6IoChMmTKh34bdakydP5uKLL/a5txBCCCGaj4RuIcRxS9d1Kuwugi0mnG6NoioHsfXsSXwkSm1O1ueWY1RVKu1OAvyMbCmsRAdyy20kh/uTHBFQ77V7qhwUVjkwqQoF6f/sO2E0Q3RrOPNmSOjge1ForM+3RhUub2kiRIsi8vxJxMQlsCszgxatkqnBj4xN63n9uSdxu90YDAamTJlC7969m3yoszixjBs3juHDh7N06VKefPJJ1q9fX6fMoEGDJHALIYQQx5CEbiHEcSk7O5sFP/xKYaWd3qefTlh0HJoOgWYjgeYj/9FVu/hUfrkdu0vDYlGJC7LgZ1QpqXaQWVxNqc2JQVWIDDBTUuMgKdSKW9MpqHQQaDZQWGknyGxEqdzDS9Mf99w4KApGTIfACO9rhfmBn8mI0WgkJtCPCrubnokhnJ0SQetwf8L8/YDTferncGkU1zhIu+piHh17a7PMKRYnth9++IHbbrut3oXVZHV7IYQQ4tiT0C2EOO7Mnz/fJ0QoisJt/zed8664joyiKjrHBTc49PtQ0vdUUVLjJL/CToS/iQC/fT8Gw/z9KK1xEh1gprjayersUqocLnTdM9t6bU4Z/n5GKu1OYoLMvDJrvwXUzhjpDdwtjNX83+Wn0yMh5LDr53BrmI0GwvxNmIKab06xODFlZ2czatSoBlcyv++++6QNCSGEEMeYhG4hxHElOzu7Tq+druu89uQEBp97HjuNKq7yPRTn7KRdu7aHFShq53HnldsJtfoG7lqhVhMAZqOK3aWhoLAhrxyDomIyqJhUSAq1Upi3m3fnzfFc1P1i6DQYAOXDB3n5i8+IiTv8wA1QbnMRGeiHySA7OopD27ZtW4PzuVVV5Z577mnmGgkhhBDiQBK6hRDHld9+/6PeXjtN0yjNzeKPX3/ipcfHo2kaqqoydepUevXqRWpq6iEDeFG1gwqbixahVu9+xw2xmgxYTZ59mmucbnQdrCbV28P++8LvPQuiDXsEknt5Llq1gMvP7kdMXMJhP7fLrbGrtIZQqx+pkfXPJRfiQIGBgQ2eu//++6WXWwghhDgOSFeKEOK48eyzz3L9dSMaPL9+1XJe3Bu4wRPEx48fz+DBg2nZsiXz589v8Nq8chvrc8vR4ZCB+0BWk8FnNfO3585m6iPjoMMgT+DW3LD8E1j8Om07dj6se9cqrHIQF2yhW3wwkYHmI7qHOPVUVlbWe1xRFOnlFkIIIY4TxzR0L168mEsuuYT4+HgURWHBggU+52+++WYURfH5dcEFF/iUKS4uZuTIkQQHBxMaGkpaWlqd/4SsX7+eM888E4vFQlJSEtOnT69Tl08++YT27dtjsVjo0qUL33333VF/XiFEw5555hkefPDBg5Z56Zkn982hPoCmaYwePZrs7Ow65/ZU2lmbU47TpRH/L1c/f/uV2cx+ajIYjHDapZ6DS96DJe8AEBIWcZCr69J1HZvLjQ60iw4kOkgCt2i81NRUVLXuP+XTp0+XXm4hhBDiOHFMQ3dVVRXdunXjxRdfbLDMBRdcQG5urvfXBx984HN+5MiRbNy4kYULF/LNN9+wePFiRo0a5T1fXl7O+eefT8uWLVm9ejXPPPMMjz32GPPmzfOW+fPPPxkxYgRpaWmsWbOGYcOGMWzYMDZs2HD0H1oIUUd2djbjx4//1/dxu92kp6f7HtN0thdV43RrRDXQg7wko5iFWwuxudwHvX9+bg4vTHkMAsPh4vGe7cFslbDxJ8DTu9i1Z+O3ZqqwucgsqaG42klcsJkIf79GXysEePbynjdvHgaDZyqEqqpMnz6dcePGHeOaCSGEEKLWMZ3TfeGFF3LhhRcetIzZbCY2Nrbec5s2beL7779n5cqV9OrlmVP5wgsvcNFFF/Hss88SHx/Pe++9h8Ph4PXXX8fPz49OnTqxdu1annvuOW84nzVrFhdccIG3l+2///0vCxcuZM6cObzyyitH8YmFEPXZvHnLUbvXqlWrGDRokPf7/Ao7eeU2Yg7oQf5+cwGvLt9FtcNNYZUDgLaRAVzaOYZWYf70bRHqHU6en5tDVsYOiov2oFtDYOTzEBDqGVb+zXSoLgXg7kmP+cznrnG6MRlUjOq+ldbdmo7TrWE0qJTYnLQM86d1hD+hVhOqemQrsotTW1paGkOGDJHt5YQQQojj1HG/kNqiRYuIjo4mLCyMwYMH8+STTxIR4Rm+uXTpUkJDQ72BG+Dcc89FVVWWL1/O5ZdfztKlSznrrLPw89vXgzRkyBCmTZtGSUkJYWFhLF26lPvvv9/ndYcMGVJnuPv+7HY7drvd+315eTkATqcTp9N5NB79qHM6nbhcruO2fuLEd6RtLCAqvv4TEUkQEgeVRZ650xkroWDHQe81fvx4rrzyShITE7G73GzNL8WAG1V3497bk71tTxX/9/0WDlyubeueKp5d5Ln/lYlubuqbzPLFvzLl4Qf2rRB97l2ewF1eCAtfgF1rAbh74mRGpt2B2+V59hqnm4IKBzoQaDZQZdcAHYOq4GdUcLh0IgNNdIq2YjIoaG4X2sE72gXyc6whMTExxMTEAMh78y9JGxNNTdqYaGrSxppPY9/j4zp0X3DBBVxxxRUkJyezfft2Jk2axIUXXsjSpUsxGAzk5eURHR3tc43RaCQ8PJy8vDwA8vLySE5O9ilT+x+TvLw8wsLCyMvL8x7bv0ztPeozZcoUHn/88TrH9+zZ4xPGjycul4uSkhLA8z4JcbQdSRtzaTqPPjyp7omW3eGKxzwrhNfqexW8ez8UZzV4P13XufnmW/jvC69S5XCzLSOL/O0bUBWFTt168MeOPby5XUfHTEKQiZu7RdIyxA+TqjB/7R7+yPKsCfFZtoHPsndBPhDfEU6/Flp02/dCv8yFnWsBeGTaTAaddyEVpcVommev7dIaJ1GBZmqcLpwuCDUZqXa4aBnmj9Wk4tIh0M9FaXFRo94n4SE/x0RTkzYmmpq0MdHUpI01n4qKikaVO67/FIYPH+79ukuXLnTt2pU2bdqwaNEizjnnnGNYM3jooYd8esfLy8tJSkoiMjKS4ODgY1izhtV+EhMZGYnJZDrGtREno8NtY0VVDn5e9Ac/fbvA94TJQuiwBylVDlh2wmiG88fAJ4+Au+FPFhcv/o23P/iYqsoqPnpx6r4tyHoMhbP3rvlQtIv2Wau49KZ9Cyv2+OEz/njucTjnDui2d+pLTBu45ul9N3e74I+3YccK76HWbTsSFBpOQaUdh0vH7KeSEmWiY0wwigK6DgZVweHSCDAf1z92j3vyc0w0NWljoqlJGxNNTdpY8zGbG7cA7gn1v7/WrVsTGRlJeno655xzDrGxsRQUFPiUcblcFBcXe+eBx8bGkp+f71Om9vtDlWloLjl43uD63mSTyXRcN26j0Xjc11Gc2A7VxtyaToXdharAlqIaXn3pgIUUY1Ph3LsoNQR5Fil74w6oKYOQGBg5E+I7wE1z4MunoGhXg/WYP/WRAyrmB2eM9Hy9eTH8MpefbRVsvuF6OnXvSX5uDnOmPeE5//PLsGkRpPaDlj0gsiW4HLD4DUhf5hnuvh+Hw4HBaMKpu0iJCSA53J9A874txmr5H/LdE40hP8dEU5M2JpqatDHR1KSNNY/Gvr8n1D7d2dnZFBUVERcXB0C/fv0oLS1l9erV3jK//PILmqbRt29fb5nFixf7jLdfuHAh7dq1IywszFvm559/9nmthQsX0q9fv6Z+JCFOKQ6XxsqsUv7MLGbFrlK27tjJ0oVf7ysQFAVXPwXRrfE3wC3x5aiOvVsAluXD11M9Pc2hcXDpQ75Dzw+l+8VgDvDc57sZYPMMB1q7ytNjnZWxY1+POMDuTfDb6/D23TDrCpgzHNZ+Wydwq6pKUqtkCivtBFuMtI7wJ8hirBO4hRBCCCHEqemYhu7KykrWrl3L2rVrAcjIyGDt2rXs2rWLyspKHnzwQZYtW0ZmZiY///wzl112GSkpKQwZMgSADh06cMEFF3DbbbexYsUKlixZwpgxYxg+fDjx8Z6Fma677jr8/PxIS0tj48aNfPTRR8yaNctnaPg999zD999/z4wZM9i8eTOPPfYYq1atYsyYMc3+nghxMiqudrC7zMaiNZv5YeFPVBflY1QUHHsO2FO7xyVgshBQlc/7N/birhuvZczER/cF2Kz18MnDnlXDwxKgdW8URaFDl251X3R/yb1gwI2er1d9Afstoda9Vx8AkpJb17vfMeAJ+pqrzmFFUZg0ZSbugAgURaFzXDCBMnxcCCGEEELs55iG7lWrVtGjRw969OgBwP3330+PHj149NFHMRgMrF+/nksvvZS2bduSlpZGz549+f33332Gdb/33nu0b9+ec845h4suuogBAwb47MEdEhLCjz/+SEZGBj179uSBBx7g0Ucf9dnL+4wzzuD9999n3rx5dOvWjU8//ZQFCxbQuXPn5nszhDhJuTWdn//azF333s8Fp3fhsduu4ZqzuvPFmy+R3CZlX6CObuOdR33/kK4khlg9+2I//VjdHujVCzxf9xvBf+e8zrOvvQc00LMc3wGGjgfVAH//COu+857q1rMva1cuY+Pa1cTEJXDhFdce1rO9+eVCBg0bgdVkoGdiSJ1tyYQQQgghhDimXTKDBg3y/c/0AX744YdD3iM8PJz333//oGW6du3K77//ftAyV199NVdfffUhX08IcXjufXAic56b7nNM13VmPz2Ziooyz4H4DnDJRDCZIWM1fa65CoB1q1bU/zNi1QLofB5Et+Ybmz8h23dAnQ3AAIMJhowFkwUy/4KfX/E5vW71ctatXg7A4Isu49f/fXVYz1ZVVU2pzUmX2GAiAyVwCyGEEEKIuk6oOd1CiBOHw6Vx9nkX1Anc+3tzzkx0awhcPhkCwqAwA759hpydmUCDfdeehdV+ex2AZTnVfFoQUP8c6j5XeYahVxbBN9PrHSJe65fvvjzoh4AHUlUVc2Q8cUEWWoZbG32dEEIIIYQ4tUjoFkI0ibEPTmDRTwcfraLrOnQdAmZ/KNgBH05AddtJapUMQNdefRpekGzzIkZ28iyG+NuuKvSo5H3nFBW6DIF+Izzf//oaOKr/9TN5b68ojP6/6bRo0YIOMYGYjYajdm8hhBBCCHFykRV/hBBH3a5dWcx9/tmDFzKaUdoNwHDGcFwAq79E1ZxMmjKTmLgEAMKi4hjz2LO88Ng4z2bX+9M0zgwsZU+7KH7YUgjXP+/ZCmzlZ56h5z2GesplrIZtSzjz3Av44+cfDqs3+0B3jH+EFq1aE53ale7t29AmIoAQq2zFIYQQQgghGiahWwhx1K39Z/PBCxiMMOIZ9KhWuIDTYq2kPXofrVq/4A3cAAVVdq647kYiW7XlsZsv9QnMqsFAUqtk7g6I4K+sEgqrXdD+LM+vWht+8uytDVx0xTVMfOpZfvjqC2Y/9X9H9Fwxqd1I7X0GFpNKfLBFArcQQgghhDgkGV4uhDiq3JrOL0uW138ytT+cPxauegqiWgFwRoyBmxNqaNW6tU/gBk/ndri/H5edcybPvfASqsEzjFs1GLw94rHBFt4YcRqt/WrAad938dpv4cfZYKtAURS69uxDVGw8KWcMOaI9tFXVQM8u7WkV7k/PxFBZqVwIIYQQQjSK9HQLIY4am9PNmi07ePmZJw84o0CHgXDh/fsO6Rp8NYWlO1bwp66jqiqTpj7PZddeT5nNs+CZoijEBZuJCjTT7a7bOef88/lx+XoCoxNpkZTkvVVskJmP7zyfnJxsvlqylvn/HQdl+XXqV25zERXk16hnGThwIH/88QdutxvVYGD6zDlc1LsTqnr4gV0IIYQQQpy6JHQLIY6arXsqWf73FnRN23ew34h9C5oBVOyB7cvh74VQuMO70ZemaTz90H107HMm4THxGFSFNhH+hO43hLtLamtat2jB5oJKMour0XQddb9e64SERHonZjD/gMCt6zqZO7YT1ykcV1FOo+Z133XXXbz77rukp6eTkpJCYmLiEb0nQgghhBDi1CahWwhxVLjcGsVVDnLSN+07GJu6L3C7XbBhIfw2H1yOeu+hud1sS9/OyE4pJIZa610VPMBspHNcEJUOFyXVTiICfHuuk5Jbo6oq2n7BXzUYMEUkkBhiIapH5zrnD6QoCv369SMxMVHCthBCCCGE+FdkTrcQ4qjIr7STuTObt158znPA6Adnj/J8nb4cXh4JP7/cYOAGz7zp9m1TiQ+pP3DXMhsNJIZYqHC4cGu+vdYxcQlMmvq8z/zvOx6dRtvklrSNCqRVyxbMmzcPg6Hh+0+fPl3CthBCCCGEOCqkp1sI8a85XBrpe6r4/dvPPAcCw+GShyCuHdSUw+LXUV12Gu5b9gTuOydPp3/XVKymQ+97nRhqpaDSQVapjfhgM37GfZ8hDht+A/0GDiYrM4OElq1w+UfQer/tvdLS0hgyZAjp6emsWrWKiRMneuZuqypTp05l3Lhx/+btEEIIIYQQwktCtxDiX8sureH1F2fxzpzpngMX3OcJ3E47fPU0lOby1EtvEBYRyT/r/2LO1CfQ3G4UVeXmO++l5xkDsUQl0q9zKnFBlka9ptlooHNsMKpSTk6ZnaRQi8/87pi4BGLiEsgrtxFhNREV6DsMvXbo+KBBgxg+fLjM3RZCCCGEEE1CQrcQ4l/ZvqeSKdOe4e2Ze1csj2gBLbqB2wnv3Q/FWaiqSteevYmJS6BXvwEAvPD0Y+iaxlsvPY9/VDxpZw6kXXTgYa0OHmQx0i0+BJurhD1VDqID923jVVhpp8TmJNRiokN0IJaD9J7L3G0hhBBCCNFUZE63EOKIlducLNu4nfnPPrHvYOfzPL9n/gXFWSiKwqSpz3v34M7PzWHOlMe9K4hrmsbLj0/AULUHwxFsx2UxGWgbFYhL09lSWMnuMhsuTafS4SY5LID20YFEBsqe2kIIIYQQ4tiQnm4hxBFxuTW2FFSydsWyfQfDE6H7xZ6v1/2Py4bfwKj7JngDN0Dm9u11Vg7XNDfFuVnQrs0R1SU2yExyuD9FVQ4URSG7tIYwq4luCcGNmh8uhBBCCCFEU5HQLYQ4bF8uXMxPi34jqVNPKgt2eQ76WeGCe8Fg9OzDnfkXoz562ydw67qOEh6Hoqq+e3kDq1atYtCgQUdUH0VR6BATRKXdhUFVKKl24mdUJXALIYQQQohjTkK3EOKw3HDjTbz7ztt1Twy6DWLbgq0CFr3GFSNv8QncdpfGztJqklu05J6HJvP8U5N9Lp84cSLDhw8/4rnVBlXxrk4eaJYfbUIIIYQQ4vggc7qFEI322x9L6w/clkDoMNDz9VdPQ1k+aWMfADy927nlNgqr7LQODyDM38TQswfUuYXb7SY9Pb0pqy+EEEIIIUSzk+4gIUSjZBZVMe+Dz+o/2X4gGExQmAk5//DwlJneXu4ymwuryUDH2CDv6uK5hrYoiuJdTA08Q8RTUlKa+jGEEEIIIYRoVhK6hRCHVFBhZ8mGdKoqyuqejGwJZ97s+XrjT8x56yN6DxjkPV1hd5ESGUBc8MH331aUw1+5XAghhBBCiOOdhG4hRIOq7C42F1Ty9ptvMPvR++sWCAiHSyaCyQyZf3HXeT1o37krALvLbZTVOIkNthAf4hu4t23b5tPLDZ6tw9LT02W/bCGEEEIIcVKROd1CiAZlldawdvP2+gM3wHl3QVgCVBTC/56jU7fuALg0HV2HpFAr3eODCff387ksNTUVVfX98WMwGGR4uRBCCCGEOOlI6BZC1Mvp1ii1OVn+68L6C4QnQeveoLnhs8egphyL1R+AKoeLALOBHokhRO6dx72/xMRE5s2bh8Hg2dLLYDAwd+5c6eUWQgghhBAnHRleLoSow63pbMqvYHeZjX9WLDrgrAJt+sCgWz3fZqyC4iwAbDXVAFTa3bQOCSDYYmrwNdLS0hgyZAjp6emkpKRI4BZCCCGEECclCd1CiDqyS2vYUVSNWlnEkp9/8D05eDR0v8jzdWke/PwK4FkILbFlMjanG8UP4oIOvnAaeHq8JWwLIYQQQoiTmYRuIYSPKruL3eU2zEaVV198bt8JRfUMJ68N3FuXwG/zobLIW6Sk2gFGaB3uR1SgH0IIIYQQQpzqJHQLIXz8k19BVqkNc3URX7z/pudgi24wdAJYAgFope8h85tpPtfpuk7GjgwG9O5Gu+gg2QJMCCGEEEIIZCG1U4pb0ymsdNTZqkmIWk63RrnNRVSAiX/WrvIcVFQ4/25v4Gbd/5h0VlKd1cdVg4GElq2ID7YQam14LrcQQgghhBCnEgndp5CSagd5FTaKq53HuiriOLV5RybLlyzms9dfYtJd/wGDEc4fC8HRUFMOL45g7OmxnNazF5OmPo+6d/Vx1WDgzkenk5rcggCzDKARQgghhBCilvzv+BTiZ1SpdrgprLQTGxpwrKsjjjOvvvoat98+Gk3TPAcCI+CapyE0zrMt2E8vcu2Ikdw4eiwAw4bfQL+Bg8nKzCAkNomw6DjaRQegVZcdw6cQQgghhBDi+CKh+xTj1DQyiqsxmkxEB5oJ9zfJ3FvBrl1ZvoEbYMANnsBtq4SFc2DbUuJHXOJzXUxcAsGRsRRVOWgfHUhEgInC6mauvBBCCCGEEMcxCd2nIKOq8HduBSGWGlqFWWkXE3SsqySOsYWLFvsG7ogW0GGQ5+vPHoX8dAC69+rjc53DpVFY5SAlwp+kUCtut6uZaiyEEEIIIcSJQeZ0n4JCLEZah1vRdZ2dpTZKqh24NVlc7VQ1ffoz3HrT9b4H+1/vWUBt6xJv4L74qhF06t7Tp1hRtYP4YAsdY4NRVRkxIYQQQgghxIGkp/sUpSgKkQF+7CqtYUtBFcEWIx1jpcf7VPPMM88wYcJ434NJXSHldM887j/fA2DiUzO46ob/eIsUVzsoqLQT7u9HSmQABgncQgghhBBC1EtC9ylMURQsRgO7K2zY3SbcWqCEp1PIypUrmTBhgu/BkFi4bJLn640/QXE2qqpy5rlDvEWcbo1qh5vk8AAiA0xEBPg1Y62FEEIIIYQ4scjw8lNcZIAfZoNKWY2LkmrHsa6OaCbz58+nT58+dfdsP+1S8POH3C3w66sAjLztLmLiErxF7C4Nfz8jPRJDSI0KbM5qCyGEEEIIccKR0H2KcGs6MxdnsmBLqc9xg6oQG2RGR6eoSkL3qSA7O5vbbrutnjMKpJ7h+XLpB+ByoKgqw/8zGoDSGic7iqrYU+0gwE/FYlRl5XshhBBCCCEOQYaXnyK+31zAU79sR1VgcPtKeiSZfc4HmAzsLrfROjIAk0E+izlZaZrOE0/8t24PN0C7MyEw3LNF2K71qAYDk6bMJCYuAV3XKa1x0ircn5ggM0FmowRuIYQQQgghGkFC9yniog7RXNYpmi83FnDbZ/9wdkoEd/dPpkWYFYBgi4ncchtFVQ5igy3HuLaiqSz5eyuvvjqv7gmDybMvN8DqBUyZM4+uPfsQE5eAw6VRUGUnzN9El7hgLCZD81ZaCCGEEEKIE5h0aZ4iFEVhxtD2tA71LHr1a3oRt32yjnKbE/AMM1cUhexSGzan+1hWVTShdf9srv/EeXdBSAxU7GHCFWdy3tDLiYlLoKjKwe4KO4khFrrFh0jgFkIIIYQQ4jBJ6D6FhFpNPD4wluu6xwFQVO3khT8yvecj/E1kllSzJqcMTfbtPmlUO1xsyC1nbU4Z4fGtUNUD/tondIKOg1F0nScu7szVIzx7duu6ToXDTaswK13iQmSVciGEEEIIIY6AhO5TjJ9B5c5+Scy7qisAX2zI48Mffic/NweLyUB8sIXiagfldtcxrqn4t9yajs3pZmthFetzy8kurSEiJo4LL79mv1IK1ovHAnB51zguOi3Ve6bM5iJk7/7tfkb5USGEEEIIIcSRkP9Jn6JOSwyhu7UCgGc3wcVXDueRsbdRWpiLw61TWGk/xjUU/9a2wkqWZhazo6ialmFW4oItuMsL+d8XH+8r1PFsagLj8Dcp3N6vpc/1ZTYXLcOsWGVIuRBCCCGEEEdMQvcpZHdODhv+WkFB7m7yc3NYO+N2KM31nDxvDN8v+IyL+3Zmydcfkb6nioIKCd4nKpvTTU65jcIqBwkhFixGT3DOytiBpmmeQqHxcNbNAAyJ1Qn33zd8PLushkCzkThZVE8IIYQQQoh/RVYvP0XMnz+fUaNGoWkaiqKQ2rEz2CrgvfvhttchLB4SO0H2BmY8fB8msz9lffpyUe+OBFtMx7r64jDous72omrKalwkh/uj7re11z/r13i+CE+E62aAnxXK8rjpqn7eMjanG4OikBhiIdAsPyKEEEIIIYT4N6Sn+xSQnZ3tDdzgCWVbN/7tOWmvgs2/eb7udpH3mqnjRnPdoNOYMeeVOns6r1y5kueee46VK1c2S/1F4+WV21iVVUr6niqiA/18And+bg5zpj7u+abfCE/gLtjB9dHFJCYmessVVDmICzbTISawuasvhBBCCCHESUe6sU4B27Zt2zekuD5rv4WuF0DbM2BZEhRlAaBrGk88eA8D+p5GqMWP33//nW+//ZZffvnFe+n555/P/PnzfUKbOHp0Xcel6ZgMB/98TNN0Sm1O1udWUFLtICrQr85c7KyMHWgtT4MeQ6HVaZ6DP8xiwJzZ3jKVdhf+JgOpUYEo+wV2IYQQQgghxJGR0H0KCAw8RI/lnp2wdQm07Q/n3AGfPQru2tXLdc4/a0CDl/74448kJSUxffp0HnzwwaNX6VOczelGVRR2FleTX2mnV1IoJoNKtcON2ahSWuMkOsiMrutszKvA5tIwqQrVDhetI3yHlNf6ck0GXP7ovgN/vodavIukVsneQyU1TlKjAmVKgRBCCCGEEEeJhO5TQGVl5aELLf0A2vSFxM7Q9xr48/3Deo3x48ejKArjxo07wlqKWplFVWzbU03tdtp7Kh0Y1XIcbo0ap5swfxPVDjd2l4am62QUV6MqCnaXRkyQX53AvWxnCV+t3cmPVbHgB+T8Ays+hYxVjHn4cWLiEgC8gT4hRBZPE0IIIYQQ4miROd2ngNTUVFS14T/qXmecCUW7YOEcz4GuF4J6+NtETZgwgezs7COt5inN4dLYlF/BtsJKNhVUouk66FDjcJMYamFnaTW5FTZUBXJKa8gps7Emp4y1OWUYVQWTqmCs2sOGFX+Sn5vjve/SzBLGfLGBHzMqPHO4CzPg88chYxUAHbt6hpk73RoFVQ4SQyyEWqWXWwghhBBCiKNFerpPAYmJicybN4/bbrutzqJoAKuXLeGWu+/njTnPw5k3QUAYtOzhDWaNpWka6enpMr/7MGmazrY9VWQUVWF3aQRbjN7tu2oDcOtwf3QdDKpCsNkIioICqAoU5O1m7uxn+eL9t9B1HUVVufHO+8hw+LPKvzOoVqJNLgp+fAPW/Q80z9QB1WDwDi3Pq7DTMsxC22hZPE0IIYQQQoijSUL3KSItLY3q6mrGjh1b55yuafQdcDZBwSHM/mMx9LwMelxy2KFbVVVSUlKOVpVPerUfgGSV1rCtsBI/g0pSqBWDWnc+tqoosPewcb9F1RZ8+A5Pjvf9M9VVI28Vx0FsW8+BikIK3r0fasp8yl14+TXExCVQbnNiNRloGxWI2Xj4IxyEEEIIIYQQDZPh5aeQoUOH1ntcVVUi4ltw4+ixzH90DIrmhlY9IKnLYd3/rLPOIjc392hU9aSn6zp/ZZexYlcpG/MrCDIbiQky1xu4G5Kfm8NTE+6pe6LbRfsC95Y/oJ7ADfC/Lz5md042JTUu2kT4y+JpQgghhBBCNAEJ3aeQxMREnn32WZ+toFRV5fFnZmMKicLmdNMttRUXpoZ5Tl4+GSJbNvr+ixYtok+fPtx8881HueYnj5JqB+U2JzaXxp4qBzuKqjGpyhHNo87K2OE7XcDPCr2ugP4jPd8vnAPfTq83cANobjdr/tlMVIAfSWHWI3kcIYQQQgghxCFI6D7FjBgxgu3bt/Pxxx/z8ccfs3PnTibdeydxIRbKbJ65vmMHdyDE4ASjHwy+3XutqqqMnfQ4r3z0NWMffhy1gcXW3nrrLVauXNksz3Mi0XWdDXkVrMkuY1N+BVUONymR/t7524dr+R+L9n1jssJ1M+Csm8Fohu3LYePPh7xHoH8AbaNlWLkQQgghhBBNRUL3KSgxMZGrr76aq6++msTERFRVITLAD7tbAyAywI8PbumPUQUSO0FsKuAJjcGhYfTqN4AbR4/l66XrGDri5npfY8mSJc30NCcOm0uj2uEmp8xGTpkNvXwPfy39w2e18f1tyq9g/opdFFTa0XUdl7avVzs/N4c3X5y5r3C/ERCeCI5qWPYhfD0VNPch62TSnYT7y7ByIYQQQgghmoospCYAiAowE+BnpMzmJMRiIjrQzFlJgfyysxIuuA8+noReXcrTD91Hv4GDiYlLICYugUHnns83H7xZ5347duxo/oc4zmiajqoqOFwaO4qqKKl2UuVwkRIZwNcfv8vTE+9F0zRUVWXS1OcZNvwGfttexLt/ZWNSVVZklQLw+vJduHVQFHj8/HYkhVpYvHoHemAEnD0aUvrue9Ff5sE/vzSqfqrBwJA+XTEZ5LM3IYQQQgghmoqEbgFAkMVImwgr63Z7FvVSFYXzwir55Z9STw/q7W/Djy+gbVhIVmYGMXEJAAQG1L/F1Isvvsj48eNP2e3DiqocbC+qIjUygJwyG1sKKvH3MxAbZGFP/m5v4AbPVmtPTryPdTmlfG/sjvOAXd3s7n0HJv1v874Tt72+72uXE/58r9GBG2DqlCm0bdPqSB5PCCGEEEII0UgSuoVXYqiVzOIaSmuchPv70bVda5RJw9GvedpTYNCtKLmbvHs7AyQlt0ZRlDr7f5/qe3YXVTvILbdRWOnA5daIDPAj0Oz565aVscMbuAFIPQOGjOVrgz/oYHTbca1cACU5sGMltOoJkS057bIbWZtfg3bgVuu/ve6Zv22rOKw69u7d+989pBBCCCGEEOKQZFyp8DIbDbSJ8PfOPY6JS+DhsaNQXrgasjeCnxX9ppe49bsc/s4tByAmLoG7H3qszr0MBsMpt2e3punsLK4mp6yG/Ao7bk0nxGIkMnBf4AZ4ddaz+y6yBsN5Y8DP3/P9lj9wvTbK02u9aRHYq2DLYljyDnw2mYWjT2f+Nd242bkIZl8FL42E1QvAVoGiKN6V6ZW9i96h1L8F2an45yOEEEIIIcSxID3dwkeriAAKqxwUVjrw9zMwbPgN9Bs4mL+37uCNnWa2FNvJrbDzyP+28NGNp2ExGrjx9rE4XBpzn/0vuqZhMBiYO3fuKdfLva2wki2FVfgZVGpcbhJCrBj323c7PzeHbz/9kNVLF4M5AE4fDp0GgyUQSnPhvfs9IbsBfy3/k+zN61m3bAlvvvCc56DL4T1/96THGHLplWRlZpDUKpmImHj8AoKZ8cj9PiMRVFU9Jf98hBBCCCGEOBYkdIs6ogPNZJXWoOs6iqJ4F00b6Nb4+p98nv45nZxyG5N/2MqUi9qjKgq3jrmX0869BP+qAgb26nLKBTqnWyNv7yrjVpNKVKBnG7D83ByyMnbwz99reOHpx/aF3yH37lsArSwfvppy0MBd6/dfFjJ/1vR6z3Xsepr3z8rp1sgqrWHQsBEMG3oROZvXUlxcTEREBP369Tvl/nyEEEIIIYQ4ViR0izqiAv0IMpsos7kIte7bTspkULmiSxxJoVbGfLGBn7ft4fI3VvHqNV2JDjTTIimJIHMyUM3HH38MwBlnnHFSBzxd18ktt/PX5nRW/72Z0zq3JzDU87wLPnyHpybei77//O2YFOh0jidw6xr8/hZsWAi2yka9XmRkVJ358+Dpvd5/rn2ZzUVUoB+dYoKICIhG6dr23z2oEEIIIYQQ4ojInG5Rh7+fkZggMyU1TnLLbXXO904K5fHzPSEup9zGq8t2AWAxqnz6/tskJSVx7bXXcu2119KiRQvmz5/frPVvTss3pHP3vfdz6RndeOy2qxnWvxsLPnyH/Nwcnppwj2/gPu1SGPkcdL/Y8/1fX8OqLxoduHv0PYOY+ATvvO39jXloMtGx8ewus5FXbqPG6SY53J/IQHO95YUQQgghhBDNQ3q6Rb1ahVtxuN3kltuxOd1YTAaf8xe0jybc38Sdn2/gu80F3D2gFZn/rGXmI/f5lNN1ndGjRzNkyJCTrsf7uTmv8MDYO2G/nmdN03hq4r0MPO+ifT3SsamQ1BX6Xef5vjjbE7Y3LDys11uz/E/WLP+zzvGxkx7nxtFjqbS7MBgU/AwqnSMDSAixHvGzCSGEEEIIIY4O6ekW9Qq2mOiZGEqrMCsFVY56y/ROCiU1MgC7S+Pp977jP8POr7ec2+0mPT29KavbrHRdZ8n6rYw7IHB7z2sai374xvNNj0vguhlw5k1gNEHuFnjzLm/g7j/4vIO+1kVXXd/gCuS1ep7eH4dLo6jaSXSgH6e3DKNluD8GVXq4hRBCCCGEONYkdIsGKYpCq/AA/E0GKmyues9f0y0OgJ+yHaDU35xUVT2ptqcqqHTw5cJf651bDYBqhJ7DYOgEGJTmOVZZDCs+hU//D/Bcd8XIW5j15seMffjx+oeAKwoJqR3rDfb7+2XxHxRU2kkO96dzbLDP9mRCCCGEEEKIY0tCtzioIIuRlmFW8ivtlFTX7fG+sH00/gYgJBZa9673HtOmTTuphpYXVtopLylpuMDA/3h+te3v+SBi1zqYdwv88TY4PXPkFUUhbewDANw4eizfLPubkaPGoKiev5KqqvLs7JeIDjYfsj4Dz+xP35ZhdIkLqjMNQAghhBBCCHFsSZeYOKRW4f4AbNtThdXlxqiq3v2nLSYDF6SE8PmWMhg8GjL/ArfTe+3IkSMZN27cMal3UyiudrC73E5O+ibfEwYTDLgRkntC+N4PGHashC2/w+bF1PZu17p70mPExCUAoOk6Dms4V9z1EJffOAqtZDf9unciMTHRuwp8Qy6/9jouPecsIgL8jtYjCiGEEEIIIY4iCd3ikCwmA+2iA6mwu8gorkZVFKwmA7FBnl7YsYM78sOW36gKioTUM2Dzb95rP/jgA84++2zS0tKOVfWPmj2Vdv7OqyAnK4tvPn7H92S/EdDzMs/Xugarv4TFb3hPq6qKpmkoqsrdEydz4+ix3nOVdhcBfkbaRPrTIjQWo6GL99wZZ5zRYH1efvllbr/99qPzcEIIIYQQQogmIcPLRaMoikKn2CD6tAijVbgVk0Elv8IOQKDZyLV92ngKtunjc52maYwePZrs7OzmrvJRVW5zsnZ3OVV2F7988sa+edZBUZ5F0npd7vl+7Xfw9lifwD324cf5eul6Xvnoa75Zup4bb/cEbpvTTU6ZjT1VThJDLbSOCMBo8P0rmZiYyPTp0+vUx2AwMHTo0KZ5WCGEEEIIIcRRIz3dotH8/Yy0CjfSKtyf3HIbf2WXUm5zEmwxMaBVOK+vyMLSoT+272Z4env3ql29/ESe171hWybfff8ztsIc3p03x3MwNA5GzgSzZ/h9dNk2Cn6Zy4FDyYdceiUxcQne4eTgWQG9oMpBhL8fwRYjqZEBDb72gw8+iKIoTJgwAU3TMBgMzJ0794R+P4UQQgghhDhVSOgWRyQu2EJKRADpRVXUODU6xQYRYjFSZnOhJHRAz97oLWswGE7o1cunT3+GCRPG1z3R91pP4K4opK9fITef25E75tddaTwrM8MbuCvtLirtLty6TpjVRNf4YILNRtRDbO8VFhbmXS1d07SDlhVCCCGEEEIcP2R4uThibaMD6RIXjMPtCYH9WoZ5fr9lAqrqWUX7RO+VnTZ9ev2Bu9O50Gmw5+tvn+HRG4fSonVrVNX3r5RqMJDUKhkAp1sju6wGDQgyG+meEEKo1XTIwJ2dnc2oUaO8oVvX9ZNiyL4QQgghhBCnAgnd4ogpikJcsIUQi5Fym5P+yeEA7PFPYMEfa3j69c9Yu2nrCbuI2s5dWTw0cWLdE0PuhSF7F0Jb/SVjbxnhHT4+aerzqAbPBw6qwcCkKTMJj46jqMpBTrmdlmH+xAdbOC0xlFCrqVH12LZtW53e7doh+0IIIYQQQojjmwwvF/+KyaASH2xhU0El/VqGoQBbC6swhnaifc9IgiNDjnUVj4iu6yxaud7bu+zVus++Hu41X8Nvr9Pxzq+8p4cNv4F+AweTlZlBUqtkYuIS2FlSjUFViAsy0zMpBLPx8PbSTk1N9a5+XutEH7IvhBBCCCHEqUJ6usW/FhVkxqgq+JsMdIoNAuCPjGL8DAp7qhzHuHaHr8bpJqO4ml//XF73ZPeLPL+v+hx+fRVFwTt8vFZMXAJte/Sl1BjC7jIbiqKQGGKla3zwYQdu8KxgPm/ePAyGk2PIvhBCCCGEEKcS6ekW/1qoxUSo1URxjZNBbSLYkFfBR2t3c25KJMXVTuwu9xGFzebk1nRUBbZs38n3y9biMph5e+aTvoU6nQutTgPNDX8vBDw94nvy87wLpbk0HZemUVDpoEWo1bOnuZ+BzrFBmAxH/hlXWloaQ4YMIT09nZSUFAncQgghhBBCnCAkdIt/TVUVWoRZWZNTxtAO0cxbtpPtRdVsyMhi19+ryIzy54JzBh23QdHh0libU8aXH73D1Ifuq3918G4XwqDbPF8veRdKcryn1q5aQafuPbG53GSX2jCqCu2iA0mJDCDAz4CiHHyhtMZKTEw8bt9DIYQQQgghRP0kdIujIinUyu5yGyXVTnonhbIks4SxDz8Bq78EPIuuvfrqq8fVompVdhc5ZTbcus7arTuY8tB96PUF7vBEOHsUqAbY8jus/NzndPdefQAoqHSQGGolMsCPNhH+GP9Fz7YQQgghhBDi5CCpQBwViqIQG2TB5tJoG7y3Zze+o/f88bbNVaXdxcqsUtbtLmdTfgVF2Zn1B26ALud7AnfGagazBdi3uNrFVw4nsX1Xskpr8DcZaB8dSLvoQAncQgghhBBCCEB6usVRFGwxYlQVwh1FgALxHXzO125zdSyHSDvdGtmlNrLLaiiucZAcbkVRFH5L31j/BTEp0O1iAAbFqUyf+BYb165m7aoVdO/Vh+iUzjhcOm0iA4gLMhMR4NeMTyOEEEIIIYQ43knoFkdNgJ8Bi9HAaaktYUM6BIRCWIJ3/vOx3ubK5dZYn1tOVkkNVpOBhGBP4M7PzeGFqY/XvaDDIBg8Gowm2LaUcQ9fB0Cn7j3p1L0nAFmlNXSJC6ZNZEAzPokQQgghhBDiRCFjYMVRYzYaCLIYCI2OpZW/23OwVQ/AM/z8pZdfPqa93Ol7qsgsriHMasJdXsjaZX+Qn5vDB/NfqTu0PCwBzh8L5gAozIQfZ/ssiOZya+ypcmAyqIT5m5r3QYQQQgghhBAnDOnpFkdVfLCF3HI7l/bpyOw/Mmh78c3cdOsVxLTtxsV9Oh76Bk2kwuZiZ0kN7rIC5r/4Gu+8+iLoev2FFRX6Xw8GI+xaB58/BpqbrMwMYuISqLC5KKpxEmox0ik2iDCrhG4hhBBCCCFE/Y5pT/fixYu55JJLiI+PR1EUFixY4HNe13UeffRR4uLisFqtnHvuuWzbts2nTHFxMSNHjiQ4OJjQ0FDS0tKorKz0KbN+/XrOPPNMLBYLSUlJTJ8+vU5dPvnkE9q3b4/FYqFLly589913R/15TwXh/n74mwz0SAgGYKfdwsALLyU2Lp7MkmrcWgNBt4llldbw/rwXuPas7rwzb07DgbvvtXDX+9C2P+gaLP0ANDeqwUBSq2QAyuxOWoRa6N0ilMRQ61HbEkwIIYQQQghx8jmmobuqqopu3brx4osv1nt++vTpzJ49m1deeYXly5cTEBDAkCFDsNls3jIjR45k48aNLFy4kG+++YbFixczatQo7/ny8nLOP/98WrZsyerVq3nmmWd47LHHmDdvnrfMn3/+yYgRI0hLS2PNmjUMGzaMYcOGsWHDhqZ7+JNUoNlIZICJcKuJmEA/7G6NVVllRAb4kV9up6DS3ux1yi23Meu5Gbw988n6C1hDoHUfOGMk9B8Jfv7gcsDX0yDnH1SDgUlTZhITl4Cu62g6JIRYCbZID7cQQgghhBDi4BRdb6jLr3kpisIXX3zBsGHDAE8vd3x8PA888ADjxo0DoKysjJiYGN58802GDx/Opk2b6NixIytXrqRXr14AfP/991x00UVkZ2cTHx/Pyy+/zMMPP0xeXh5+fp6VpSdOnMiCBQvYvHkzANdeey1VVVV888033vqcfvrpdO/enVdeeaVR9S8vLyckJISysjKCg4OP1ttyVDmdTgoLC4mKisJkarrAmF9hZ9nOEt5elcXnf+dxVlIA18VVYYlMoH1KMr2SQjGozdM7XGl38dWyjYw8u0fd3m1LEFiD4dop4B+67/jWJYztG0vPbl2oqakhqVUyMXEJuDWd4moHJqNKv5Zh+PvJ7IwDNVcbE6cuaWOiqUkbE01N2phoatLGmk9jM+BxmxoyMjLIy8vj3HPP9R4LCQmhb9++LF26lOHDh7N06VJCQ0O9gRvg3HPPRVVVli9fzuWXX87SpUs566yzvIEbYMiQIUybNo2SkhLCwsJYunQp999/v8/rDxkypM5w9/3Z7Xbs9n29tuXl5YCnkTudzn/7+E3C6XTicrmavH7BJggwaJzTOozP/85jcWYZix9JQ60p4/ZHphI/9nZigy1NWoda+aXVbNuyuW7gvmgctD/L91hlMWz6Ff58j/bXfUL7zl29p5xOBztLbJgNCm0jgjEp+nH753wsNVcbE6cuaWOiqUkbE01N2phoatLGmk9j3+PjNnTn5eUBEBMT43M8JibGey4vL4/o6Gif80ajkfDwcJ8yycnJde5Rey4sLIy8vLyDvk59pkyZwuOP191mas+ePT5h/HjicrkoKSkBPO9TUzI7q9ALMyF3C8S1g9a90f7+kVeenMiZ/fpwZpeUI54LvXv3bjIyMkhOTiY+Pr7Bcrquk55bgUU5YGXybhf6Bu6CHfDdDCjOAkBVVcLCwqgoLfYWqXK4MOsQY7Hg56yksLDqiOp+smvONiZOTdLGRFOTNiaamrQx0dSkjTWfioqKRpWTP4Uj9NBDD/n0jpeXl5OUlERkZORxPbwcIDIyssmHmtiNgfyy7C/IWO0J3Uld4e8f0TSN9Ox8zurbk6hA82Hf94033uCOO+5A0zRUVeXll1/mlltuqVOuyu4is6Qau5+GxbJ3lEN0axhyD0Tt/RBm1QJY/QVUlfhce+f4/6N1u30rrbs0nZIyG22jAukQG3TYdT6VNGcbE6cmaWOiqUkbE01N2phoatLGmo/Z3Lg8c9yG7tjYWADy8/OJi4vzHs/Pz6d79+7eMgUFBT7XuVwuiouLvdfHxsaSn5/vU6b2+0OVqT1fH7PZXO+bbDKZjuvGbTQam6WOkcEKrVPboWRvQAdo4RmqrRoMJLRKIafCSWxIAOphzO3Ozs72Bm4ATdO48847ueiii3z2/3a5NTYUlFNa46TKpZDarj2oBrh4PITt7Rlf9pFnZXJdq/M6CS1aYTB63h+XppNfWUNiRCDt40IxGWVr+0NprjYmTl3SxkRTkzYmmpq0MdHUpI01j8a+v8dtgkhOTiY2Npaff/7Ze6y8vJzly5fTr18/APr160dpaSmrV6/2lvnll1/QNI2+fft6yyxevNhnvP3ChQtp164dYWFh3jL7v05tmdrXEYcvyGKkXZuW3Hnbf8BRA/6hKAkdmDRlJu3btGJ3uZ0thZUUVzsafc9t27Z5A3ctt9tNenq6z7Eqh5symxOTQaVFqNVzMLmXJ3DbKuD10fDne/UGbg/P/G9N18kpsxHh70f76CD8JHALIYQQQgghDtMxTRGVlZWsXbuWtWvXAp7F09auXcuuXbtQFIV7772XJ598kq+++oq///6bG2+8kfj4eO8K5x06dOCCCy7gtttuY8WKFSxZsoQxY8YwfPhw71zf6667Dj8/P9LS0ti4cSMfffQRs2bN8hkafs899/D9998zY8YMNm/ezGOPPcaqVasYM2ZMc78lJ5WYQDPnXD6cs1OjALjo4ZcZNvwG/IwqwWYD63aXsym/Aq2Re3enpqaiqr5N1mAwkJKS4nOssNKO3aURGeCHxWTgn6074JzbPSc3LITS3AZfQ1EUuvbsA0C5zUWI1UivpFBCrfIpoRBCCCGEEOLwHdPQvWrVKnr06EGPHj0AuP/+++nRowePPvooAOPHj+fuu+9m1KhR9O7dm8rKSr7//nssln0rX7/33nu0b9+ec845h4suuogBAwb47MEdEhLCjz/+SEZGBj179uSBBx7g0Ucf9dnL+4wzzuD9999n3rx5dOvWjU8//ZQFCxbQuXPnZnonTk4hVhN+BoWzkgIAWLyrEqfb07scbDHRItRKYaWD9bvL+Su7jAqb66D3S0xMZN68eRgMBsATuOfOnesdWl5QYSerpIbtRdWE7Q3J+RV2ZmxWIDACirLgzw8AUFQVRanb/O+e9BgxcQnYXRplNhctQ62yNZgQQgghhBDiiB03+3Sf6GSf7rrcms5D02bx7P89iJ72KgRGMDiwmOm3XuYtU+1wU1Bpx61DSqQ/HWKCsJoMB73vypUr+eOPPxgwYAC9e/cGwO5ysySjGLtLw+HWSQzxfDBz/cvfs9keAJVF8NlkKNqFajAwacpMAJ5+6D40txtFVbl74mRGjrqb3Aobbh1ah/vTKTYIk0GGlTeW7Aspmpq0MdHUpI2JpiZtTDQ1aWPN54Tfp1uc+HJ35zDjkQfQNQ1WfgFn38ovpQFs2rGTDq1bAuDvZ6BFmBWHSyOzuIaSGicR/n6kRAYQaN7XPKvsLjKKq/nyw3d4dNxY7+rlz73wEv0vuRZN1ympcRIV4EfU3tD+5z87PIFb1+Dzx6BoF4qq8sYXP9Cpe08A+g0cTFZmBvEtWhESFUtOmY3oQD9aRfgTE2jGKIFbCCGEEEII8S9I6BZNxmfhszVfQfszIa4dX6zZ5Q3dAKqiYDEZaBFqoczmYmthFQ63RmpkANv2VOFy69hcbrbs2Mn/jRvrCfF4Vi+//+67eKH1aUTFJhAXbPbpJZ+/MsfzxZY/YM9OAHRNo6amBvCsTB4QHkP3mHhyymqodmi0CvcnJTKAIIv81RBCCCGEEEL8e5IsRJOpXfjMG7w3LIS4dqwuM6HrOoriu12YoiiEWk0E+hnIKbWh65BZXI3FqHp6vUt2ewN3LU1zo5bl0bJDCnvyd7MxYwdJya0pMYSwrgRPL/eyD32usVqt1Djd7C63YzYoOKscJIZa6BAdRLDFWKdeQgghhBBCCHGkZOysaDK1C5+pexc+U9KXYkRjZ7mTbzcVNHid0aAS7m8is6Sa2CAziaFW7KUF/PT1F3XKqgYDLZJb8/XH73JJv67cPvxShl54AXd8uNJTYPNiKM72uaaqqpqCKjutwqy0jwmiX6swuseHEGI1SeAWQgghhBBCHFXS0y2aVFpaGp37nsWPK9bTs3N7/petMWdJJo/9uJWCSju39E6qN+gGmo209jNQmLeb2bOf5fP33qz3/udfegWLF37P9EfHe3vB9TNvpkIzEmtVyPvjbZ/yiqKgh8YS4e9Hl/jgQy7aJoQQQgghhBD/hoRu0eTatWnFHjWIMKsf10fDj1sK2bqnipf+3EmrcH8Gp0TWe91XH73Lk+PHHvTe33/xCd9/8cm+A4GR0LoXANdFFTOzsogDl+dvGW6la5wEbiGEEEIIIUTTk+HloskFm424SgtZtOhXigpyeenKLgxOiQDgoW83MfaLDSzeUeRzTX5uDk9NuOfwXshkgYvHgaJCzkYiTW4O3BFP13WslYWE+fv9q2cSQgghhBBCiMaQnm7R5N5443VGjRrl3eZr0tTneeLK68gqXce2PVX8ubOEP3eWMOmcFPqEucnblUFx0Z46gfmgkrrCZZPAzx/s1VweXYUCKKrqs/iaajDQtm3q0X9IIYQQQgghhKiHhG7RpLKzs72BGzzbfD390H30GziY16/txgt/ZPDxulwAnv45HezV8Pf38Ptb+24SHA1n3gRl+fD3D9CmL+zeBAUZnqHk1WVw0QOewG2rgG+f4Yuda/kCQFE887h1HdVgYM5LL5OYmNj8b4QQQgghhBDilCShWzQpn72699LcbrIyM+gVl8D4s1O4f2Abpv/wN5//lQkBYdDrCigvhMIMaNkDOg2GoCjPxX2uavjFqkvhtVvB5dh3TNfRgcnTZnLL8Ctp2SLpaD+iEEIIIYQQQjRIQrdoUnX26gYURSWpVbL3e6OqcH5IGZ/PvRl6XgYD/wODR9e9mcsORnP9L5S7BX6d5xu49/PExPtJiggiLS3t3zyOEEIIIYQQQhwWWUhNNKnavbp9twXTWfrbLz7lkpJbo6oKrF4A25fvO2Gvhj/fh3k3w+yrPb+/cA33RGUxyJSF8vEkmDkMPngQ8rY1WA9d1xk9ejTZ2dkNlhFCCCGEEEKIo01Ct2hyQ4YM8Qnduq7z9EP3kZ+b4z0WE5fApKnPo6gq/DAbygvAVglvjYFlH0JlsadgVQlvffYNN4y8jmfvuo5vPvuQVz78kgGDzz9kPdxuN+np6Uf9+YQQQgghhBCiITK8XDS5huZ178rYQUxcgvfYsOE3EBEZxX3/GQFvjwXV4FkYbX+6Tk1NjffbmLgEYuIS6NVvABvXrua12c/y+0/f11sPg8FASkrK0XswIYQQQgghhDgE6ekWTa52Xvf+FEVFD42jyuHyHlvw4Tvcn3ad5xtHdd3AjWfLr/3ng+8vMiaWP37+od5zBoOBuXPnysrlQgghhBBCiGYloVs0uYbmdees+5M9VU40XSc/N4enJtxz0L25VVVl0pSZPr3j+1u3akW910+ePJnMzExZRE0IIYQQQgjR7GR4uWgWtfO6a0Oxrus8PfFebsjaRad+gynNz2k4cCsK148aw4j/jG4wcAMoDRzv1KmT9HALIYQQQgghjgkJ3aJZ1DevW9d13p4zA+bMILlth3qvu+3e8QwbceNBw3atdt17gaLAfuFdURT69ev37yovhBBCCCGEEEdIhpeLZlHfvO79ZWzdVOeYoijewG13aThcGm5Np6TaQV6FHQBN17E53dQ43ShBkTw6fZb3dVRV5dVXX5VebiGEEEIIIcQxI6FbNIvExESmTZt20OC9P1VVuf/J56ixhJNVWkNuuY2CSjt5FXYcmo7FqLKrtIZdJTWU2V0UVTtoE+HP5PvHsHPnTn799Vd27twp87iFEEIIIYQQx5QMLxfNYv78+UyYMKHOEPP6PDvjOToMOI9yUxiJIRbsLjdxwRb8/QwYVRVN94TuaqcbTQM/oyfIRwf6oSgKiYmJ0rsthBBCCCGEOC5I6BZNLjs7m1GjRjUqcBsMBq695mpCImP5J7+CdtGBBJmNGNS6y6SFNUVlhRBCCCGEEOIokuHlosnVt4gawL333ssll1ziHXK+/17aQRYjvZNCCbWa6g3cQgghhBBCCHEikJ5u0eRqF1E7MHg///zzKIrCqFGjOOecc+jXr5/PsHBVwrYQQgghhBDiBCc93aLJJSYmMm/ePBSlbojWdZ25c+dy7bXX8sEHHxyD2gkhhBBCCCFE05HQLZrFkCFD6g3dtXRdZ/z48Tz77LPNWCshhBBCCCGEaFoSukWzaGhe94EmTJhAdnZ2M9RICCGEEEIIIZqehG7RLGrndR+Kpmmkp6c3Q42EEEIIIYQQoulJ6BbNonZet8FgAEBVVQYOHFhv2VWrVjVn1YQQQgghhBCiyUjoFs0mLS2NzMxMfv31V3bu3MmiRYt4+OGH65SbOHGiDDEXQgghhBBCnBQkdItmlZiYyKBBg7xbg51zzjl1yrjdbhliLoQQQgghhDgpSOgWx1R9c70NBgMpKSnHqEZCCCGEEEIIcfRI6BbHRHZ2Nr/++iuAz1xvg8HA3LlzvT3hQgghhBBCCHEiMx7rCohTz/z58xk1ahSapqGqKvPmzSMzM5P09HRSUlIkcAshhBBCCCFOGtLTLZpVdna2N3CDZ4uw0aNHA/jM9RZCCCGEEEKIk4GEbtGstm3b5g3ctWThNCGEEEIIIcTJSkK3aFaycJoQQgghhBDiVCKhWzSrH374AV3Xvd+rqioLpwkhhBBCCCFOWhK6RbOpnc+9f+gGGDJkyDGqkRBCCCGEEEI0LQndotnUN59b0zSZzy2EEEIIIYQ4aUnoFs1G5nMLIYQQQgghTjUSukWzSUxMZN68eRgMBsATuGU+txBCCCGEEOJkZjzWFRCnlrS0NIYMGUJ6ejopKSkSuIUQQgghhBAnNQndotklJiZK2BZCCCGEEEKcEmR4uRBCCCGEEEII0UQkdAshhBBCCCGEEE1EQrcQQgghhBBCCNFEJHQLIYQQQgghhBBNREK3EEIIIYQQQgjRRCR0CyGEEEIIIYQQTURCtxBCCCGEEEII0UQkdAshhBBCCCGEEE1EQrcQQgghhBBCCNFEJHQLIYQQQgghhBBNREK3EEIIIYQQQgjRRCR0CyGEEEIIIYQQTURCtxBCCCGEEEII0UQkdAshhBBCCCGEEE1EQrcQQgghhBBCCNFEJHQLIYQQQgghhBBNREK3EEIIIYQQQgjRRCR0CyGEEEIIIYQQTcR4rCtwstB1HYDy8vJjXJOGOZ1OKioqMJvNmEymY10dcRKSNiaamrQx0dSkjYmmJm1MNDVpY82nNvvVZsGGSOg+SioqKgBISko6xjURQgghhBBCCNFcKioqCAkJafC8oh8qlotG0TSN3bt3ExQUhKIox7o69SovLycpKYmsrCyCg4OPdXXESUjamGhq0sZEU5M2JpqatDHR1KSNNR9d16moqCA+Ph5VbXjmtvR0HyWqqpKYmHisq9EowcHB8hdQNClpY6KpSRsTTU3amGhq0sZEU5M21jwO1sNdSxZSE0IIIYQQQgghmoiEbiGEEEIIIYQQoolI6D6FmM1mJk+ejNlsPtZVEScpaWOiqUkbE01N2phoatLGRFOTNnb8kYXUhBBCCCGEEEKIJiI93UIIIYQQQgghRBOR0C2EEEIIIYQQQjQRCd1CCCGEEEIIIUQTkdB9ApkyZQq9e/cmKCiI6Ohohg0bxpYtW3zK2Gw27rrrLiIiIggMDOTKK68kPz/fe37dunWMGDGCpKQkrFYrHTp0YNasWXVea9GiRZx22mmYzWZSUlJ48803m/rxxHGiudpZbm4u1113HW3btkVVVe69997meDxxHGiuNvb5559z3nnnERUVRXBwMP369eOHH35olmcUx1ZztbE//viD/v37ExERgdVqpX379sycObNZnlEcW835f7JaS5YswWg00r1796Z6LHEcaa42tmjRIhRFqfMrLy+vWZ7zVCGh+wTy22+/cdddd7Fs2TIWLlyI0+nk/PPPp6qqylvmvvvu4+uvv+aTTz7ht99+Y/fu3VxxxRXe86tXryY6Opp3332XjRs38vDDD/PQQw8xZ84cb5mMjAwuvvhizj77bNauXcu9997LrbfeKv9ZPUU0Vzuz2+1ERUXxyCOP0K1bt2Z9RnFsNVcbW7x4Meeddx7fffcdq1ev5uyzz+aSSy5hzZo1zfq8ovk1VxsLCAhgzJgxLF68mE2bNvHII4/wyCOPMG/evGZ9XtH8mquN1SotLeXGG2/knHPOaZbnE8dec7exLVu2kJub6/0VHR3dLM95ytDFCaugoEAH9N9++03XdV0vLS3VTSaT/sknn3jLbNq0SQf0pUuXNnifO++8Uz/77LO9348fP17v1KmTT5lrr71WHzJkyFF+AnEiaKp2tr+BAwfq99xzz1GttzhxNEcbq9WxY0f98ccfPzoVFyeM5mxjl19+uX799dcfnYqLE0ZTt7Frr71Wf+SRR/TJkyfr3bp1O+r1F8e/pmpjv/76qw7oJSUlTVZ3oevS030CKysrAyA8PBzwfJrldDo599z/b+/eQqLq+jiO/5+axMQxD6ROiJJmE2hkBwoNVErrKkKoQOlAJJIpJcSEZKRedkKIlC4EL0wtitCwiAg7WJogDjR2YETpIlALzHLSkpz1XDw4b/PW+9Sb7r1H5/uBuZi9F2v+C/7OzG9m9jLLM2bVqlUSGxsrnZ2d/zrP9BwiIp2dnV5ziIhs3779X+fA/KVVnwHT9Ooxt9stY2Nj9KEf0qvH7Ha7dHR0SEZGxixVjrlCyx6rq6uTgYEBKS8v16ByzBVaP4+lpKSIxWKR7Oxsefr06SxXD5PRBeDPuN1uKSkpkc2bN0tycrKIiAwNDUlAQICEhoZ6jY2Kivqf12V0dHTItWvX5Pbt255jQ0NDEhUV9cMcnz59komJCVm8ePHsLgY+S8s+A0T07bHz58+Ly+WSPXv2zFr98H169FhMTIy8f/9evn37JhUVFZKfnz/r64Dv0rLH+vr6pLS0VNrb28Vk4m27v9KyxywWi1y+fFk2bNggX79+ldraWsnMzJSuri5Zt26dZmvyN/z1zlFFRUXS29srT548+eM5ent7ZefOnVJeXi7btm2bxeowX9Bn0JpePdbY2CiVlZXS0tLCdWp+Ro8ea29vF5fLJc+ePZPS0lJZsWKF5ObmzqRszCFa9djU1JTk5eVJZWWlrFy5crbKxRyk5fOY1WoVq9XquZ+Wlib9/f1SVVUl9fX1M6ob/0HonoOKi4ultbVVHj9+LDExMZ7j0dHRMjk5KaOjo16feg0PD0t0dLTXHC9fvpStW7dKQUGBnDp1yutcdHS0186H03OEhITwLbcf0brPAL167OrVq5Kfny/Xr1//4dIZzG969djy5ctFRGT16tUyPDwsFRUVhG4/oWWPjY2NSXd3t9jtdikuLhaRf77xVEqJyWSSe/fuyZYtW7RdIAxnxPuxjRs3zijg4yeMvqgcv8/tdquioiK1bNky5XQ6fzg/vaHCjRs3PMdev379w4YKvb29KjIyUtlstp8+zokTJ1RycrLXsdzcXDZS8xN69dn32EjNv+jZY42NjSowMFA1NzfP7iLg04x4HptWWVmp4uLiZlQ/fJ8ePTY1NaUcDofXrbCwUFmtVuVwOJTL5dJmcfAJRj6PZWVlqZycnJktAF4I3XNIYWGhWrJkiXr48KEaHBz03MbHxz1jDh8+rGJjY1VbW5vq7u5WqampKjU11XPe4XCopUuXqr1793rN8e7dO8+YgYEBFRQUpGw2m3r16pWqrq5WCxcuVHfv3tV1vTCGXn2mlFJ2u13Z7Xa1fv16lZeXp+x2u3rx4oVua4Ux9OqxhoYGZTKZVHV1tdeY0dFRXdcL/enVY5cuXVK3bt1STqdTOZ1OVVtbq8xmsyorK9N1vdCfnq+V32P3cv+hV49VVVWp5uZm1dfXpxwOhzp27JhasGCBun//vq7rne8I3XOIiPz0VldX5xkzMTGhjhw5osLCwlRQUJDKyclRg4ODnvPl5eU/neO/P5V/8OCBSklJUQEBASo+Pt7rMTC/6dlnvzMG849ePZaRkfHTMQcOHNBvsTCEXj128eJFlZSUpIKCglRISIhau3atqqmpUVNTUzquFkbQ87Xye4Ru/6FXj505c0YlJCSowMBAFR4erjIzM1VbW5uOK/UPfyml1P/7k3QAAAAAAPBr/J9uAAAAAAA0QugGAAAAAEAjhG4AAAAAADRC6AYAAAAAQCOEbgAAAAAANELoBgAAAABAI4RuAAAAAAA0QugGAAAAAEAjhG4AAPDHMjMzpaSkxOgyAADwWYRuAAAAAAA0QugGAAAAAEAjhG4AAPBbPn/+LPv375fg4GCxWCxy4cIFr/M1NTWSmJgogYGBEhUVJbt27TKoUgAAfIfJ6AIAAMDcYLPZ5NGjR9LS0iKRkZFy8uRJ6enpkZSUFOnu7pajR49KfX29pKWlycjIiLS3txtdMgAAhvtLKaWMLgIAAPg2l8slERERcuXKFdm9e7eIiIyMjEhMTIwUFBRIenq6HDx4UN6+fStms9ngagEA8B38vBwAAPxSf3+/TE5OyqZNmzzHwsPDxWq1iohIdna2xMXFSXx8vOzbt08aGhpkfHzcqHIBAPAZhG4AADBjZrNZenp6pKmpSSwWi5w+fVrWrFkjo6OjRpcGAIChCN0AAOCXEhISZNGiRdLV1eU59uHDB3E6nZ77JpNJsrKy5OzZs/L8+XN58+aNtLW1GVEuAAA+g43UAADALwUHB8uhQ4fEZrNJRESEREZGSllZmSxY8M/n962trTIwMCDp6ekSFhYmd+7cEbfb7fn5OQAA/orQDQAAfsu5c+fE5XLJjh07xGw2y/Hjx+Xjx48iIhIaGio3b96UiooK+fLliyQmJkpTU5MkJSUZXDUAAMZi93IAAAAAADTCNd0AAAAAAGiE0A0AAAAAgEYI3QAAAAAAaITQDQAAAACARgjdAAAAAABohNANAAAAAIBGCN0AAAAAAGiE0A0AAAAAgEYI3QAAAAAAaITQDQAAAACARgjdAAAAAABohNANAAAAAIBG/ga21/Yi/AMnOgAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"cell_type":"code","source":["model.plot_components(prediction);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":716},"id":"7Ge3ZZNb2mUj","executionInfo":{"status":"ok","timestamp":1715501484144,"user_tz":-330,"elapsed":1623,"user":{"displayName":"TEJASVINI GOEL","userId":"05293688636234307555"}},"outputId":"b7470eed-6829-43fe-c320-ed66c20ad749"},"execution_count":39,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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GOEL","userId":"05293688636234307555"}},"outputId":"28064c8e-d3bf-4b86-e115-7d157bd85e59"},"execution_count":40,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" ds y\n","0 2020-01-01 12182.500000\n","1 2020-01-02 12282.200195\n","2 2020-01-03 12226.650391\n","3 2020-01-06 11993.049805\n","4 2020-01-07 12052.950195"],"text/html":["\n","
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dsy
02020-01-0112182.500000
12020-01-0212282.200195
22020-01-0312226.650391
32020-01-0611993.049805
42020-01-0712052.950195
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"df","summary":"{\n \"name\": \"df\",\n \"rows\": 1071,\n \"fields\": [\n {\n \"column\": \"ds\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"2020-01-01 00:00:00\",\n \"max\": \"2024-04-30 00:00:00\",\n \"num_unique_values\": 1071,\n \"samples\": [\n \"2020-09-25 00:00:00\",\n \"2022-04-22 00:00:00\",\n \"2021-03-30 00:00:00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"y\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3423.883342575417,\n \"min\": 7610.25,\n \"max\": 22753.80078125,\n \"num_unique_values\": 1067,\n \"samples\": [\n 18269.0,\n 17312.900390625,\n 11333.849609375\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":40}]},{"cell_type":"code","source":["from prophet.diagnostics import cross_validation\n","df_cv = cross_validation(model, initial='1000 days', period='70 days', horizon = '365 days')\n","df_cv.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":915,"referenced_widgets":["6c46af0c72884b0991a9f6c0788bd230","337b46628f94416383168ba2ce9117f3","5ba29a9e6e684901b2415c8a81b52cb3","3d9d5d212fa44bc0b1e7e164d80f7861","f4882aa96df741b580bc6262e807ba83","9d8839dca66645708599d47364d883f6","137b0667ec394e249013e0435d93fee9","e5d84aeebab34442b09ab4cfe77d7322","04f73c4002944e33bd0309e142a46218","c5af377bf9374931bde65ec4b7c6304a","6430b80a5c84410f8f62e3dda3d9810a"]},"id":"mWfOGcxY29Bu","executionInfo":{"status":"ok","timestamp":1715501642933,"user_tz":-330,"elapsed":2548,"user":{"displayName":"TEJASVINI GOEL","userId":"05293688636234307555"}},"outputId":"a6b0b0be-b987-43ad-f8ab-3d9ceebf00ad"},"execution_count":45,"outputs":[{"output_type":"stream","name":"stderr","text":["INFO:prophet:Making 4 forecasts with cutoffs between 2022-10-03 00:00:00 and 2023-05-01 00:00:00\n"]},{"output_type":"display_data","data":{"text/plain":[" 0%| | 0/4 [00:00\n","
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dsyhatyhat_loweryhat_upperycutoff
02022-10-0417449.96088316906.58369417996.90312717274.3007812022-10-03
12022-10-0617494.57110516992.30542318002.64908217331.8007812022-10-03
22022-10-0717480.22678716971.35986118002.44899317314.6503912022-10-03
32022-10-1017539.12748516997.44585118019.86845317241.0000002022-10-03
42022-10-1117612.30324517115.90050418164.12513616983.5507812022-10-03
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horizonmsermsemaemapemdapesmapecoverage
036 days478278.495490691.576818562.6829780.0312090.0290860.0312610.515306
137 days491182.280054700.843977568.9223240.0315290.0283440.0315730.513605
238 days503643.739974709.678617577.7204000.0319940.0290860.0320270.510204
339 days518727.864750720.227648590.6193380.0326850.0312520.0327110.500000
442 days530005.038741728.014450601.0658750.0332330.0312520.0332540.484694
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horizonmsermsemaemapemdapesmapecoverage
036 days478278.495490691.576818562.6829780.0312090.0290860.0312610.515306
137 days491182.280054700.843977568.9223240.0315290.0283440.0315730.513605
238 days503643.739974709.678617577.7204000.0319940.0290860.0320270.510204
339 days518727.864750720.227648590.6193380.0326850.0312520.0327110.500000
442 days530005.038741728.014450601.0658750.0332330.0312520.0332540.484694
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\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"df_p","summary":"{\n \"name\": \"df_p\",\n \"rows\": 236,\n \"fields\": [\n {\n \"column\": \"horizon\",\n \"properties\": {\n \"dtype\": \"timedelta64[ns]\",\n \"num_unique_values\": 236,\n \"samples\": [\n \"133 days 00:00:00\",\n \"302 days 00:00:00\",\n \"289 days 00:00:00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"mse\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1480214.508962906,\n \"min\": 365605.4987615207,\n \"max\": 5239596.143542381,\n \"num_unique_values\": 236,\n \"samples\": [\n 882556.56867444,\n 3362859.333463285,\n 2523647.82413772\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"rmse\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 494.97332784483956,\n \"min\": 604.6532053677718,\n \"max\": 2289.0164139958415,\n \"num_unique_values\": 236,\n \"samples\": [\n 939.4448193877275,\n 1833.810059265486,\n 1588.5993277531372\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"mae\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 440.3208356274065,\n \"min\": 492.80291043027535,\n \"max\": 1970.525920474611,\n \"num_unique_values\": 236,\n \"samples\": [\n 851.6401969053412,\n 1627.846888321096,\n 1332.864827642737\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"mape\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.01937481315968413,\n \"min\": 0.025819570786615426,\n \"max\": 0.09190568213483152,\n \"num_unique_values\": 236,\n \"samples\": [\n 0.04630217799880285,\n 0.07899422175198961,\n 0.06560938260061903\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"mdape\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.02496694387543507,\n \"min\": 0.02030839745756774,\n \"max\": 0.10376590319701497,\n \"num_unique_values\": 158,\n \"samples\": [\n 0.08312862330179245,\n 0.05433312279926583,\n 0.09818689913699853\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"smape\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.021098432187839192,\n \"min\": 0.026292788554913026,\n \"max\": 0.097672018138767,\n \"num_unique_values\": 236,\n \"samples\": [\n 0.046696844696261446,\n 0.08314525270734259,\n 0.06880386060319604\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"coverage\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.24873459506729595,\n \"min\": 0.1683673469387755,\n \"max\": 1.0,\n \"num_unique_values\": 130,\n \"samples\": [\n 0.5739795918367347,\n 0.2755102040816326,\n 0.34183673469387754\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":48}]},{"cell_type":"code","source":["from prophet.plot import plot_cross_validation_metric\n","fig = plot_cross_validation_metric(df_cv, metric='rmse')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":447},"id":"IFK9Wgae29GJ","executionInfo":{"status":"ok","timestamp":1715501704260,"user_tz":-330,"elapsed":1702,"user":{"displayName":"TEJASVINI GOEL","userId":"05293688636234307555"}},"outputId":"21ee541e-5ea7-4fe7-b5e9-7fce0f7672af"},"execution_count":49,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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"%cd Hedging-of-Financial-Derivatives\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "executionInfo": { + "elapsed": 439, + "status": "ok", + "timestamp": 1715500426728, + "user": { + "displayName": "TEJASVINI GOEL", + "userId": "05293688636234307555" + }, + "user_tz": -330 + }, + "id": "hjSi1PePywmb" + }, + "outputs": [], + "source": [ + "import warnings;\n", + "warnings.simplefilter('ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "executionInfo": { + "elapsed": 387, + "status": "ok", + "timestamp": 1715500833519, + "user": { + "displayName": "TEJASVINI GOEL", + "userId": "05293688636234307555" + }, + "user_tz": -330 + }, + "id": "ohDqfi-HywyD" + }, + "outputs": [], + "source": [ + "#pip install pystan prophet" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 342 + }, + "executionInfo": { + "elapsed": 2212, + "status": 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OpenHighLowCloseAdj CloseVolume
Date
2020-01-0112202.15039112222.20019512165.29980512182.50000012182.500000304100
2020-01-0212198.54980512289.90039112195.25000012282.20019512282.200195407700
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" + ], + "text/plain": [ + " Open High Low Close \\\n", + "Date \n", + "2020-01-01 12202.150391 12222.200195 12165.299805 12182.500000 \n", + "2020-01-02 12198.549805 12289.900391 12195.250000 12282.200195 \n", + "2020-01-03 12261.099609 12265.599609 12191.349609 12226.650391 \n", + "2020-01-06 12170.599609 12179.099609 11974.200195 11993.049805 \n", + "2020-01-07 12079.099609 12152.150391 12005.349609 12052.950195 \n", + "\n", + " Adj Close Volume \n", + "Date \n", + "2020-01-01 12182.500000 304100 \n", + "2020-01-02 12282.200195 407700 \n", + "2020-01-03 12226.650391 428800 \n", + "2020-01-06 11993.049805 396500 \n", + "2020-01-07 12052.950195 447800 " + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import yfinance as yf\n", + "\n", + "data = yf.download('^NSEI', start='2020-01-01', end='2024-05-01')\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Close
Date
2024-04-2422402.400391
2024-04-2522570.349609
2024-04-2622419.949219
2024-04-2922643.400391
2024-04-3022604.849609
\n", + "
" + ], + "text/plain": [ + " Close\n", + "Date \n", + "2024-04-24 22402.400391\n", + "2024-04-25 22570.349609\n", + "2024-04-26 22419.949219\n", + "2024-04-29 22643.400391\n", + "2024-04-30 22604.849609" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df=data.filter(items=['Date','Close'])\n", + "df.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "executionInfo": { + "elapsed": 388, + "status": "ok", + "timestamp": 1715501188147, + "user": { + "displayName": "TEJASVINI GOEL", + "userId": "05293688636234307555" + }, + "user_tz": -330 + }, + "id": "FIlsFCLUyw2L" + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import prophet\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 451 + }, + "executionInfo": { + "elapsed": 1298, + "status": "ok", + "timestamp": 1715500632899, + "user": { + "displayName": "TEJASVINI GOEL", + "userId": "05293688636234307555" + }, + "user_tz": -330 + }, + "id": "HHSzOA8Zyw5g", + "outputId": "484ad6a0-0f3f-4780-dccd-1899e523e05b" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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DateClose
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1071 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " Date Close\n", + "0 2020-01-01 12182.500000\n", + "1 2020-01-02 12282.200195\n", + "2 2020-01-03 12226.650391\n", + "3 2020-01-06 11993.049805\n", + "4 2020-01-07 12052.950195\n", + "... ... ...\n", + "1066 2024-04-24 22402.400391\n", + "1067 2024-04-25 22570.349609\n", + "1068 2024-04-26 22419.949219\n", + "1069 2024-04-29 22643.400391\n", + "1070 2024-04-30 22604.849609\n", + "\n", + "[1071 rows x 2 columns]" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dropna()" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": { + "executionInfo": { + "elapsed": 4, + "status": "ok", + "timestamp": 1715501083170, + "user": { + "displayName": "TEJASVINI GOEL", + "userId": "05293688636234307555" + }, + "user_tz": -330 + }, + "id": "VAdHUQbDzgv2" + }, + "outputs": [], + "source": [ + "df['Date'] = pd.to_datetime(df['Date'])" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "model.plot(prediction);" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 716 + }, + "executionInfo": { + "elapsed": 1623, + "status": "ok", + "timestamp": 1715501484144, + "user": { + "displayName": "TEJASVINI GOEL", + "userId": "05293688636234307555" + }, + "user_tz": -330 + }, + "id": "7Ge3ZZNb2mUj", + "outputId": "b7470eed-6829-43fe-c320-ed66c20ad749" + }, + "outputs": [ + { + "data": { + "image/png": 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dsyhatyhat_loweryhat_upperycutoff
02022-12-1318274.33652917745.03474618830.36329218608.0000002022-12-12
12022-12-1418299.49325017751.73465518833.37975418660.3007812022-12-12
22022-12-1518277.03331817731.84121218793.14752118414.9003912022-12-12
32022-12-1618246.48522517692.90113818851.13479318269.0000002022-12-12
42022-12-1918247.96613917737.92860218792.14886618420.4492192022-12-12
\n", + "" + ], + "text/plain": [ + " ds yhat yhat_lower yhat_upper y \\\n", + "0 2022-12-13 18274.336529 17745.034746 18830.363292 18608.000000 \n", + "1 2022-12-14 18299.493250 17751.734655 18833.379754 18660.300781 \n", + "2 2022-12-15 18277.033318 17731.841212 18793.147521 18414.900391 \n", + "3 2022-12-16 18246.485225 17692.901138 18851.134793 18269.000000 \n", + "4 2022-12-19 18247.966139 17737.928602 18792.148866 18420.449219 \n", + "\n", + " cutoff \n", + "0 2022-12-12 \n", + "1 2022-12-12 \n", + "2 2022-12-12 \n", + "3 2022-12-12 \n", + "4 2022-12-12 " + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from prophet.diagnostics import cross_validation\n", + "df_cv = cross_validation(model, initial='1000 days', period='70 days', horizon = '365 days')\n", + "df_cv.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 226 + }, + "executionInfo": { + "elapsed": 15, + "status": "ok", + "timestamp": 1715501673204, + "user": { + "displayName": "TEJASVINI GOEL", + "userId": "05293688636234307555" + }, + "user_tz": -330 + }, + "id": "z4EOdqdD3Qxc", + "outputId": "8cdd10b0-a51a-4343-ef3e-38b2d1a02522" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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horizonmsermsemaemapemdapesmapecoverage
035 days770684.826317877.886568786.8503610.0436970.0472010.0438900.333333
136 days790340.553836889.010998798.8532650.0443620.0473670.0445330.324201
237 days804697.798899897.049496806.8443060.0447760.0524860.0449400.324201
338 days820785.342574905.972043818.4382770.0453850.0525690.0455410.315068
439 days832032.941834912.158397824.2280700.0456670.0546200.0458130.315068
\n", + "
" + ], + "text/plain": [ + " horizon mse rmse mae mape mdape \\\n", + "0 35 days 770684.826317 877.886568 786.850361 0.043697 0.047201 \n", + "1 36 days 790340.553836 889.010998 798.853265 0.044362 0.047367 \n", + "2 37 days 804697.798899 897.049496 806.844306 0.044776 0.052486 \n", + "3 38 days 820785.342574 905.972043 818.438277 0.045385 0.052569 \n", + "4 39 days 832032.941834 912.158397 824.228070 0.045667 0.054620 \n", + "\n", + " smape coverage \n", + "0 0.043890 0.333333 \n", + "1 0.044533 0.324201 \n", + "2 0.044940 0.324201 \n", + "3 0.045541 0.315068 \n", + "4 0.045813 0.315068 " + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from prophet.diagnostics import performance_metrics\n", + "df_p = performance_metrics(df_cv)\n", + "df_p.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 226 + }, + "executionInfo": { + "elapsed": 10, + "status": "ok", + "timestamp": 1715501687327, + "user": { + "displayName": "TEJASVINI GOEL", + "userId": "05293688636234307555" + }, + "user_tz": -330 + }, + "id": "46yEbRqV29EM", + "outputId": "1d9abdab-b5f7-44bd-c5ce-bb8fc8678746" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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horizonmsermsemaemapemdapesmapecoverage
035 days770684.826317877.886568786.8503610.0436970.0472010.0438900.333333
136 days790340.553836889.010998798.8532650.0443620.0473670.0445330.324201
237 days804697.798899897.049496806.8443060.0447760.0524860.0449400.324201
338 days820785.342574905.972043818.4382770.0453850.0525690.0455410.315068
439 days832032.941834912.158397824.2280700.0456670.0546200.0458130.315068
\n", + "
" + ], + "text/plain": [ + " horizon mse rmse mae mape mdape \\\n", + "0 35 days 770684.826317 877.886568 786.850361 0.043697 0.047201 \n", + "1 36 days 790340.553836 889.010998 798.853265 0.044362 0.047367 \n", + "2 37 days 804697.798899 897.049496 806.844306 0.044776 0.052486 \n", + "3 38 days 820785.342574 905.972043 818.438277 0.045385 0.052569 \n", + "4 39 days 832032.941834 912.158397 824.228070 0.045667 0.054620 \n", + "\n", + " smape coverage \n", + "0 0.043890 0.333333 \n", + "1 0.044533 0.324201 \n", + "2 0.044940 0.324201 \n", + "3 0.045541 0.315068 \n", + "4 0.045813 0.315068 " + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_p.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 447 + }, + "executionInfo": { + "elapsed": 1702, + "status": "ok", + "timestamp": 1715501704260, + "user": { + "displayName": "TEJASVINI GOEL", + "userId": "05293688636234307555" + }, + "user_tz": -330 + }, + "id": "IFK9Wgae29GJ", + "outputId": "21ee541e-5ea7-4fe7-b5e9-7fce0f7672af" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from prophet.plot import plot_cross_validation_metric\n", + "fig = plot_cross_validation_metric(df_cv, metric='rmse')" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Date', 'Close', '20MA', '100MA'], dtype='object')" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# df.reset_index(inplace=True)\n", + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(215, 4)" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_data, test_data = df[0:int(len(df)*0.8)], df[int(len(df)*0.8):]\n", + "test_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "plt.figure(figsize=(12,8))\n", + "plt.title('Prices')\n", + "plt.xlabel('Dates')\n", + "plt.ylabel('Prices')\n", + "plt.plot(df['Close'], label='Train')\n", + "plt.plot(test_data['Close'], label='Test')\n", + "plt.xticks(np.arange(0,856, 215), df['Date'][0:856:215])\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n", + "\n", + "ts = df['Close']\n", + "# Plot ACF and PACF\n", + "fig, axes = plt.subplots(1, 2, figsize=(16, 4))\n", + "plot_acf(ts, lags=50, ax=axes[0])\n", + "plot_pacf(ts, lags=50, ax=axes[1])\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Performing stepwise search to minimize aic\n", + " ARIMA(1,1,1)(0,0,0)[0] intercept : AIC=13958.534, Time=0.32 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] intercept : AIC=13954.538, Time=0.02 sec\n", + " ARIMA(1,1,0)(0,0,0)[0] intercept : AIC=13956.536, Time=0.04 sec\n", + " ARIMA(0,1,1)(0,0,0)[0] intercept : AIC=13956.539, Time=0.05 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] : AIC=13956.305, Time=0.03 sec\n", + "\n", + "Best model: ARIMA(0,1,0)(0,0,0)[0] intercept\n", + "Total fit time: 0.522 seconds\n", + " SARIMAX Results \n", + "==============================================================================\n", + "Dep. Variable: y No. Observations: 1071\n", + "Model: SARIMAX(0, 1, 0) Log Likelihood -6975.269\n", + "Date: Thu, 23 May 2024 AIC 13954.538\n", + "Time: 01:59:33 BIC 13964.488\n", + "Sample: 0 HQIC 13958.307\n", + " - 1071 \n", + "Covariance Type: opg \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "intercept 9.7405 5.300 1.838 0.066 -0.647 20.128\n", + "sigma2 2.69e+04 678.858 39.630 0.000 2.56e+04 2.82e+04\n", + "===================================================================================\n", + "Ljung-Box (L1) (Q): 0.01 Jarque-Bera (JB): 1049.09\n", + "Prob(Q): 0.94 Prob(JB): 0.00\n", + "Heteroskedasticity (H): 0.47 Skew: -0.83\n", + "Prob(H) (two-sided): 0.00 Kurtosis: 7.56\n", + "===================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n" + ] + } + ], + "source": [ + "import pmdarima as pm\n", + "\n", + "pl = df['Close']\n", + "# Automatically determine the best parameters for ARIMA\n", + "model = pm.auto_arima(pl, start_p=1, start_q=1,\n", + " test='adf', # use adftest to find optimal 'd'\n", + " max_p=10, max_q=5, # maximum p and q\n", + " m=1, # frequency of series (if monthly, use 12)\n", + " d=None, # let model determine 'd'\n", + " seasonal=False, # No Seasonality\n", + " start_P=0, \n", + " D=0, \n", + " trace=True,\n", + " error_action='ignore', \n", + " suppress_warnings=True, \n", + " stepwise=True)\n", + "\n", + "print(model.summary())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Testing Mean Squared Error: 18651.343662102277\n" + ] + } + ], + "source": [ + "from statsmodels.tsa.arima.model import ARIMA\n", + "from sklearn.metrics import mean_squared_error\n", + "\n", + "train = train_data['Close'].values\n", + "test = test_data['Close'].values\n", + "\n", + "history = [x for x in train]\n", + "predictions = []\n", + "for t in range(len(test)):\n", + " model = ARIMA(history, order=(0,1,0))\n", + " output = model.fit().forecast()\n", + " out = output[0]\n", + " predictions.append(out)\n", + " obs = test[t]\n", + " history.append(obs)\n", + "mse = mean_squared_error(test, predictions)\n", + "print('Testing Mean Squared Error: ', mse)" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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42020-01-0712052.950195NaNNaN
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" + ], + "text/plain": [ + " Date Close 20MA 100MA\n", + "0 2020-01-01 12182.500000 NaN NaN\n", + "1 2020-01-02 12282.200195 NaN NaN\n", + "2 2020-01-03 12226.650391 NaN NaN\n", + "3 2020-01-06 11993.049805 NaN NaN\n", + "4 2020-01-07 12052.950195 NaN NaN" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [], + "source": [ + "time_series = df['Close'].values\n", + "scaler = MinMaxScaler(feature_range=(0, 1))\n", + "scaled_data = scaler.fit_transform(time_series.reshape(-1, 1))" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [], + "source": [ + "train_test_splits = []\n", + "train_test_splits.append((train_data, test_data))" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [], + "source": [ + "def create_sequences(data, seq_length):\n", + " X = []\n", + " y = []\n", + " for i in range(len(data) - seq_length):\n", + " X.append(data[i:i + seq_length])\n", + " y.append(data[i + seq_length])\n", + " return np.array(X), np.array(y)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [], + "source": [ + "X, y = create_sequences(scaled_data, seq_length=10)\n", + "\n", + "train_size = int(len(X) * 0.8)\n", + "X_train, X_test = X[:train_size], X[train_size:]\n", + "y_train, y_test = y[:train_size], y[train_size:]\n", + "\n", + "X_train = X_train.reshape((X_train.shape[0], X_train.shape[1], 1))\n", + "X_test = X_test.reshape((X_test.shape[0], X_test.shape[1], 1))" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import MinMaxScaler\n", + "from sklearn.metrics import mean_squared_error\n", + "import tensorflow as tf\n", + "from tensorflow.keras import Sequential\n", + "from tensorflow.keras.callbacks import EarlyStopping\n", + "from tensorflow.keras.layers import Dense,LSTM,Dropout" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From C:\\Users\\sansk\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\keras\\src\\optimizers\\__init__.py:309: The name tf.train.Optimizer is deprecated. Please use tf.compat.v1.train.Optimizer instead.\n", + "\n" + ] + } + ], + "source": [ + "model = Sequential()\n", + "model.add(LSTM(64, return_sequences=True, input_shape=(X_train.shape[1], 1)))\n", + "model.add(LSTM(50, return_sequences=False))\n", + "model.add(Dense(25))\n", + "model.add(Dense(1))\n", + "\n", + "# model.add(LSTM(units = 64, return_sequences = True, input_shape = (X_train.shape[1],1)))\n", + "# model.add(Dropout(0.2))\n", + "\n", + "# #Second LSTM Layer\n", + "# model.add(LSTM(units = 64, return_sequences = True))\n", + "# model.add(Dropout(0.2))\n", + "\n", + "# #Third LSTM Layer\n", + "# model.add(LSTM(units = 64, return_sequences = True))\n", + "# model.add(Dropout(0.2))\n", + "\n", + "# #Forth LSTM Layer\n", + "# model.add(LSTM(units = 64))\n", + "# model.add(Dropout(0.2))\n", + "\n", + "\n", + "# #Output Layer(Dense)\n", + "# model.add(Dense(units=1))\n", + "\n", + "# Compile the model\n", + "model.compile(optimizer='adam', loss='mean_squared_error')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "WARNING:tensorflow:From C:\\Users\\sansk\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\keras\\src\\utils\\tf_utils.py:492: The name tf.ragged.RaggedTensorValue is deprecated. Please use tf.compat.v1.ragged.RaggedTensorValue instead.\n", + "\n", + "848/848 [==============================] - 18s 12ms/step - loss: 0.0036 - val_loss: 9.6444e-04\n", + "Epoch 2/10\n", + "848/848 [==============================] - 10s 12ms/step - loss: 9.6213e-04 - val_loss: 4.7552e-04\n", + "Epoch 3/10\n", + "848/848 [==============================] - 8s 10ms/step - loss: 7.7805e-04 - val_loss: 0.0018\n", + "Epoch 4/10\n", + "848/848 [==============================] - 8s 9ms/step - loss: 6.9458e-04 - val_loss: 4.2785e-04\n", + "Epoch 5/10\n", + "848/848 [==============================] - 7s 9ms/step - loss: 5.5304e-04 - val_loss: 1.8895e-04\n", + "Epoch 6/10\n", + "848/848 [==============================] - 7s 9ms/step - loss: 3.7007e-04 - val_loss: 2.5061e-04\n", + "Epoch 7/10\n", + "848/848 [==============================] - 7s 9ms/step - loss: 4.5490e-04 - val_loss: 1.3905e-04\n", + "Epoch 8/10\n", + "848/848 [==============================] - 8s 10ms/step - loss: 3.5685e-04 - val_loss: 1.6975e-04\n", + "Epoch 9/10\n", + "848/848 [==============================] - 8s 10ms/step - loss: 2.7971e-04 - val_loss: 1.3318e-04\n", + "Epoch 10/10\n", + "848/848 [==============================] - 8s 10ms/step - loss: 3.8560e-04 - val_loss: 8.5423e-05\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.fit(X_train, y_train, batch_size=1, epochs=10, validation_data=(X_test, y_test))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "27/27 [==============================] - 2s 6ms/step\n", + "7/7 [==============================] - 0s 6ms/step\n", + "Train RMSE: 194.04\n", + "Test RMSE: 139.96\n" + ] + } + ], + "source": [ + "# Predictions\n", + "train_predict = model.predict(X_train)\n", + "test_predict = model.predict(X_test)\n", + "\n", + "# Inverse transform predictions\n", + "train_predict = scaler.inverse_transform(train_predict)\n", + "test_predict = scaler.inverse_transform(test_predict)\n", + "y_train = scaler.inverse_transform(y_train.reshape(-1, 1))\n", + "y_test = scaler.inverse_transform(y_test.reshape(-1, 1))\n", + "\n", + "# Calculate RMSE\n", + "train_score = np.sqrt(mean_squared_error(y_train, train_predict))\n", + "print(f'Train RMSE: {train_score:.2f}')\n", + "test_score = np.sqrt(mean_squared_error(y_test, test_predict))\n", + "print(f'Test RMSE: {test_score:.2f}')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(213, 1)" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y_test.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 848,848)\n", + "\n", + "plt.plot(x, y_train, label='Training labels')\n", + "plt.plot(x, train_predict, label='Training Prediction')\n", + "\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Close')\n", + "plt.legend()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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