{ "metadata": { "name": "", "signature": "sha256:eb130c4d8f037fbebba6347d21c4cd1a969b47c937feb446086afa4bdd6afcdb" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Rossmann Store Sales\n", "**\u041d\u0430\u0447\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u0447\u0438**\n", "\n", "\u0430\u0432\u0442\u043e\u0440: \u0410\u043b\u0435\u043a\u0441\u0430\u043d\u0434\u0440 \u0414\u044c\u044f\u043a\u043e\u043d\u043e\u0432" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# \u043f\u043e\u0434\u0433\u0440\u0443\u0436\u0430\u0435\u043c \u0432\u0441\u0435 \u043d\u0443\u0436\u043d\u044b\u0435 \u043f\u0430\u043a\u0435\u0442\u044b\n", "import pandas as pd\n", "import numpy as np\n", "import sklearn\n", "\n", "# \u0434\u043b\u044f \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0445 \u043a\u0430\u0440\u0442\u0438\u043d\u043e\u043a\n", "%pylab inline\n", "# %matplotlib inline\n", "# \u0447\u0443\u0442\u044c \u043f\u043e\u043a\u0440\u0430\u0441\u0438\u0432\u0448\u0435 \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0438:\n", "pd.set_option('display.mpl_style', 'default')\n", "figsize(10, 3)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# \u0417\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u043c \u0434\u0430\u043d\u043d\u044b\u0435" ] }, { "cell_type": "code", "collapsed": false, "input": [ "datatrain = pd.read_csv('D:\\\\Competitions\\\\Rossman\\\\train.csv')\n", "datatest = pd.read_csv('D:\\\\Competitions\\\\Rossman\\\\test.csv')\n", "datastore = pd.read_csv('D:\\\\Competitions\\\\Rossman\\\\store.csv')\n", "\n", "datatrain['StateHoliday'] = datatrain['StateHoliday'].astype(str) # \u0441\u0440\u0430\u0437\u0443" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "C:\\Python27\\lib\\site-packages\\pandas\\io\\parsers.py:1139: DtypeWarning: Columns (7) have mixed types. Specify dtype option on import or set low_memory=False.\n", " data = self._reader.read(nrows)\n" ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "print '\u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435' + str(datatrain.shape)\n", "print '\u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c' + str(datatest.shape)\n", "print '\u043c\u0430\u0433\u0430\u0437\u0438\u043d\u044b' + str(datastore.shape)\n", "print datatrain[-3:]\n", "datatrain[:3]\n", "#data = data.reindex(index=data.index[::-1]) # \u043f\u043e\u0447\u0435\u043c\u0443 - \u0431\u0443\u0434\u0435\u0442 \u0432\u0438\u0434\u043d\u043e \u043f\u043e\u0442\u043e\u043c\n", "#data = data.iloc[::-1]\n", "#data.index = range(data.shape[0])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435(1017209, 9)\n", "\u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c(41088, 8)\n", "\u043c\u0430\u0433\u0430\u0437\u0438\u043d\u044b(1115, 10)\n", " Store DayOfWeek Date Sales Customers Open Promo \\\n", "1017206 1113 2 2013-01-01 0 0 0 0 \n", "1017207 1114 2 2013-01-01 0 0 0 0 \n", "1017208 1115 2 2013-01-01 0 0 0 0 \n", "\n", " StateHoliday SchoolHoliday \n", "1017206 a 1 \n", "1017207 a 1 \n", "1017208 a 1 \n" ] }, { "html": [ "
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StoreDayOfWeekDateSalesCustomersOpenPromoStateHolidaySchoolHoliday
0 1 5 2015-07-31 5263 555 1 1 0 1
1 2 5 2015-07-31 6064 625 1 1 0 1
2 3 5 2015-07-31 8314 821 1 1 0 1
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ " Store DayOfWeek Date Sales Customers Open Promo StateHoliday \\\n", "0 1 5 2015-07-31 5263 555 1 1 0 \n", "1 2 5 2015-07-31 6064 625 1 1 0 \n", "2 3 5 2015-07-31 8314 821 1 1 0 \n", "\n", " SchoolHoliday \n", "0 1 \n", "1 1 \n", "2 1 " ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "print datatest[-3:]\n", "datatest[:3]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " Id Store DayOfWeek Date Open Promo StateHoliday \\\n", "41085 41086 1113 6 2015-08-01 1 0 0 \n", "41086 41087 1114 6 2015-08-01 1 0 0 \n", "41087 41088 1115 6 2015-08-01 1 0 0 \n", "\n", " SchoolHoliday \n", "41085 0 \n", "41086 0 \n", "41087 1 \n" ] }, { "html": [ "
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IdStoreDayOfWeekDateOpenPromoStateHolidaySchoolHoliday
0 1 1 4 2015-09-17 1 1 0 0
1 2 3 4 2015-09-17 1 1 0 0
2 3 7 4 2015-09-17 1 1 0 0
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ " Id Store DayOfWeek Date Open Promo StateHoliday SchoolHoliday\n", "0 1 1 4 2015-09-17 1 1 0 0\n", "1 2 3 4 2015-09-17 1 1 0 0\n", "2 3 7 4 2015-09-17 1 1 0 0" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "print datastore[-3:]\n", "datastore[:3]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " Store StoreType Assortment CompetitionDistance \\\n", "1112 1113 a c 9260 \n", "1113 1114 a c 870 \n", "1114 1115 d c 5350 \n", "\n", " CompetitionOpenSinceMonth CompetitionOpenSinceYear Promo2 \\\n", "1112 NaN NaN 0 \n", "1113 NaN NaN 0 \n", "1114 NaN NaN 1 \n", "\n", " Promo2SinceWeek Promo2SinceYear PromoInterval \n", "1112 NaN NaN NaN \n", "1113 NaN NaN NaN \n", "1114 22 2012 Mar,Jun,Sept,Dec \n" ] }, { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
StoreStoreTypeAssortmentCompetitionDistanceCompetitionOpenSinceMonthCompetitionOpenSinceYearPromo2Promo2SinceWeekPromo2SinceYearPromoInterval
0 1 c a 1270 9 2008 0NaN NaN NaN
1 2 a a 570 11 2007 1 13 2010 Jan,Apr,Jul,Oct
2 3 a a 14130 12 2006 1 14 2011 Jan,Apr,Jul,Oct
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ " Store StoreType Assortment CompetitionDistance CompetitionOpenSinceMonth \\\n", "0 1 c a 1270 9 \n", "1 2 a a 570 11 \n", "2 3 a a 14130 12 \n", "\n", " CompetitionOpenSinceYear Promo2 Promo2SinceWeek Promo2SinceYear \\\n", "0 2008 0 NaN NaN \n", "1 2007 1 13 2010 \n", "2 2006 1 14 2011 \n", "\n", " PromoInterval \n", "0 NaN \n", "1 Jan,Apr,Jul,Oct \n", "2 Jan,Apr,Jul,Oct " ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "**\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u043f\u043e \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c**" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# \u0441\u043c\u043e\u0442\u0440\u0438\u043c \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\n", "\n", "for i in datatrain.columns:\n", " #addtext = + ' '+ )\n", " # addtext = ((' intest=' + (str(datatest[i].nunique()))) + ' '+ (str(datatrain[i].unique()) if (datatrain[i].nunique()<10) else ''))\n", " print (str(i) + \\\n", " (' c ' if (type(datatrain[i][0]) is str) else ' n ') + \\\n", " 'intrain=' + str(datatrain[i].nunique()) + \\\n", " (' intest=' + (str(datatest[i].nunique()) if (i in datatest.columns) else ' not in test')) ) + \\\n", " (' uniques=' + str(datatrain[i].unique()) + (' / ' + str(datatest[i].unique()) if (i in datatest.columns) else ' ') if (datatrain[i].nunique()<10) else '')\n", " \n", "\n", "\n", "print datatrain.isnull().sum() # \u043d\u0435\u0442 \u043b\u0438 NULL\n", "print datatest.isnull().sum() # \u043d\u0435\u0442 \u043b\u0438 NULL\n", "\n", "print datatrain.dtypes\n", "\n", "# print data['Store'].unique().shape\n", "# print data['DayOfWeek'].unique()\n", "# print data['Date'].unique().shape\n", "# print data['Sales'].unique().shape\n", "# print data['Customers'].unique().shape\n", "# print data['Open'].unique()\n", "# print data['Promo'].unique()\n", "# print data['StateHoliday'].unique()\n", "# print data['SchoolHoliday'].unique()\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Store n intrain=1115 intest=856\n", "DayOfWeek n intrain=7 intest=7 uniques=[5 4 3 2 1 7 6] / [4 3 2 1 7 6 5]" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Date c intrain=942 intest=48" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Sales n intrain=21734 intest= not in test" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Customers n intrain=4086 intest= not in test" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Open n intrain=2 intest=2 uniques=[1 0] / [ 1. nan 0.]" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Promo n intrain=2 intest=2 uniques=[1 0] / [1 0]" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "StateHoliday c intrain=5 intest=2 uniques=['0' 'a' 'b' 'c' 0L] / ['0' 'a']" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "SchoolHoliday n intrain=2 intest=2 uniques=[1 0] / [0 1]" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Store 0\n", "DayOfWeek 0\n", "Date 0\n", "Sales 0\n", "Customers 0\n", "Open 0\n", "Promo 0\n", "StateHoliday 0\n", "SchoolHoliday 0\n", "dtype: int64" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Id 0\n", "Store 0\n", "DayOfWeek 0\n", "Date 0\n", "Open 11\n", "Promo 0\n", "StateHoliday 0\n", "SchoolHoliday 0\n", "dtype: int64\n", "Store int64\n", "DayOfWeek int64\n", "Date object\n", "Sales int64\n", "Customers int64\n", "Open int64\n", "Promo int64\n", "StateHoliday object\n", "SchoolHoliday int64\n", "dtype: object\n" ] } ], "prompt_number": 43 }, { "cell_type": "markdown", "metadata": {}, "source": [ "11 \u043d\u0430\u043d\u043e\u0432 \u0432 test/Open\n", "\n", "\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0441 \u0442\u0438\u043f\u043e\u043c train/StateHoliday\n", "\n", "StateHoliday \u043d\u0430 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0410" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# \u0421\u0440\u0430\u0437\u0443 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u043c\u0441\u044f \u0441\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0435\u043c" ] }, { "cell_type": "code", "collapsed": false, "input": [ "datatrain.Date = pd.to_datetime(datatrain.Date)\n", "datatest.Date = pd.to_datetime(datatest.Date)\n", "\n", "datatrain['Month'] = datatrain.Date.map(lambda x: x.month) # \u0418\u041d\u0410\u0427\u0415 \u041d\u0415 \u041f\u0420\u0418\u0421\u0412\u0410\u0418\u0412\u0410\u0415\u0422\u0421\u042f\n", "datatrain['DayOfYear'] = datatrain.Date.map(lambda x: x.dayofyear)\n", "datatrain['Year'] = datatrain.Date.map(lambda x: x.year)\n", "datatrain['Week'] = datatrain.Date.map(lambda x: x.week)\n", "\n", "datatest['Month'] = datatest.Date.map(lambda x: x.month)\n", "datatest['DayOfYear'] = datatest.Date.map(lambda x: x.dayofyear)\n", "datatest['Year'] = datatest.Date.map(lambda x: x.year)\n", "datatest['Week'] = datatest.Date.map(lambda x: x.week)\n", "\n", "datatrain.DayOfYear.plot(color='blue')\n", "datatest.DayOfYear.plot(color='red')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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nmwthBwZq8eOPXO0i58IJF1mM+Ql1XnihAuvWFWHlSi88+KC4N0ll3KTHVWPWp48RZ88W\nYPToKsTGqvHKK9L6QeOqcZM65nARidywYdU4eNCAs2fd0LWrDrm5HE5EbeXtDXz6aSkSE4uwYoUX\nAgO1yMpiziRJH78hyGLWPM/tLFdcde5sQm6uAf36VWPgQC02bxbfJe7MK5GehmLmLGPGUhER1Th/\n/joGDqzGyJEavP22t+hXuzjWpMnpc7hkV6446qlJJJzliisvLyAlpRgvvVSOiRN98N57Cpf7ciT7\ncJYxYymlEvjqqxIsW1aMjz9WICREgxMnuE5A0tTsO/f48eNISkrCunXrcP78eQDApk2bkJKSgpSU\nFBw9erT2vvn5+Vi9ejXWrl2LS5cuNfm42u7d4Zab28bukz0xP6FxNZukrlhRjPnzvTFunI9orrRi\n3KSHMbvR2LFVOHPGXAh7wAAtPvpIIcrVLsZNmkSTw3X16lXExsZi3LhxOHLkCABAoVAgOjoa0dHR\nCA4Orr1vVlYW4uPjERcXh8zMzCYftzo8HNqBA+G+b18bXwKReDz8cBX0egP27PFAaKjW6UqXEDmK\nTicgKakYH35Ygnfe8cZf/qLBpUscXyQdzU64Bg0adEub0WhEUlIS1q9fj+zs7Np2pVJZe1sub3qP\nouLkZFRMmADNiBHwTElpSZ/JQZifYJkePUw4ccIAjUZAQIAOe/Y49vJ2xk16GLPGTZ5sLoTt5SUg\nKEhchbAZN2myV9ws/ibYvn07+vXrBwAYOXJkbfuWLVtqbwv13vWens0kD7u5ofTTT2H094fPlCko\nzc9HxXPPWdodkjixfEDailYrYM+eQsyYocSYMWosWFCCKVMqHd0tkjBnHzMt4esr4IcfirB0qRde\nfVWFNWu8sGZNMe64g/9JJF4WTbgyMjLQrVs33H777bf8rf7Eylivsq+smexOvV6P8PBwVEyfjp8L\nCtDn9dfhdv48yt55B/rduwHUzTprzq/y2LHHNW3WeLzffgtAly4dRfX6bHH88celUKl+xsyZPXHo\nkAcWLSrFnj327c+SJUsQHBwsiv8PHlt2fPToUTz//PM3/B2IgEwmjv6J5fi55yrQvv1PmDOnPwIC\ndPjyy2LccccOh/Xn5s9KR///8Lj14+3m+9c/g9daMkFo+nfTrl27cMcddyAwMLC2LS8vD507dwYA\npKamYsyYMQCA5ORkxMTEQBAEpKamIioqqsHHTE9PR0hIyA1tHj/+CHVsLCpHjkTJqlWAh0ebXhhZ\nn16vr30TttW77yoglwOvvSaSzHIby8pyx8iRGgQGGrF1ayE0Gvs9tzXjRvbRUMw+/9wLZ8+64f33\nyxzUK/EymYD331dgwQJvDB5chRUrSqDV2n+1i2NNmiyJW3Z2NiIiItr0PE3mcF25cgW7d+/GiRMn\nkJKSgq+//hqAecKVmJiIxMREBAQE1N4/LCwMCQkJSEhIQFhYWIs6Uj1kCAp37oR861aohw+HaC7x\nolr8IGm9fv2MOHGiANevy9C1qw6nT9vv0nbGTXoYs5ZxczMXwv7pJwOOHXNHly5apKXZ/0c74yZN\n9opbk+/IO++8E//4xz9uaW8okR4AfH19MWHChFZ3xnjffTAcOgRN//7Q9uyJwj17IDRwGpNIiu68\nU8DBgwbEx/ugb18tVq4sRlRUlaO7ReQ0AgJMOHbMgNmzvfHoo2pERVViyZISWOFsEFGbiW4HOVOn\nTig4cQKCWg1tUBDcTp92dJfof+rnJ1DrKBTA+vXF+Mc/yjBpkg/mzrX9JqmMm/Q0FDMmzVumphD2\njz+aC2H36KHFzp32We3iWJMme8VNdBMuAIBGg8I9e1AdGgpt375wP3TI0T0iG3C1XbPr+/vfy7Fi\nRTEWLfJGbKwPKnkBI5FV9exZVwg7OlqNl19Wot51XUR2J84JFwB4eaE4NRUVcXHQDBsGz82bHd0j\nl8f8BOt6+OEq7NljwE8/eSAoSItz52wzHBk36WHMrEOpNBfCXr++CCtXeiEoyLaFsBk3abJX3MQ7\n4QLMe3V99hnKZs2Cz8SJkC9f7ugeEVlVYKAJJ08WoEMHE3r31kKv59W5RNY2dGg1zp27jrAwcyHs\nOXO8eYqW7E7cE67/KZ81CyUffgjVzJnwnj2byQwOwvwE21CrgbS0IjzxRAUefliNzz7zsupbnHGT\nHsbM+nx8gJUrS/DFF8X45BMFQkM1yM217lcg4yZNrp3D1YDKyZNR9O23UCxeDNWkSRBl5VKyGOfM\nN3J3Bz75pBQff1yCN95QYupUFaqrHd0rEhOOGeuIjTUXwr7nHhMGDjQXwub/LdmDZCZcAFAdGYnC\nbdsgT02FeuRIMNPYvqx9ntuVk+YbM3FiJb77rhDJyXIMHKhBQUHb/5OYVyI9jcWMY8Y6dDoB69fX\nFcIeNEiNCxc41lwVc7gaYbz/fhgOHID7oUPQ9u4N2fXrju4SkVX1729Ebm4BSktluPdeHbKzbZfk\nS+TK6gphA8HB4iqETc5HchMuADDdcw8MJ09C8PSEtkcPyM6fd3SXXALzE+znrrvMm6SOHl2JyEgN\nvv1W3urHYtykhzGzH19fAWlpRXjnnVK8+qoKI0eq8ccfrVvtYtykiTlczRC0WhRmZsJ4333Q9ewJ\n9yNHHN0lIqvy8AC+/roEr79ehueeU+H113llFZGtvPhiBfbtM+DaNRn8/XVISvLkeCOrkuyECwCg\nUKBo2zZUjh0LzZAh8Ny61dE9cmrMT3CMmTPLsW5dEZYuVeChh9QoKWnZv2fcpIcxc4wuXUzIzCzE\nzJllmDrVB7GxPi3Ko2TcpMnpc7guX7ZS9qdMhpJly1A+bRp8Hn8cHnv2WOdxyab4y7Flhg2rRna2\nAbm57ggK0lolwZekhWPGPmoKYev1BuTkuOPee3XYsYP741HbOWzC1b27Dl9/bb0ExbI5c2A4eBDV\nPXta5wHpFtY+z80rrlrGz8+E3NwC+PubEBysQ3q6ZV8CzCuRnsZixjFjPz16mHD0qAHPPFOOsWPV\nmDRJ1ezqMseaNIkmh+v48eNISkrCunXrcP5/yen5+flYvXo11q5di0uXLtXet7H2hsyZU4rp01UY\nM8YHV69a51PE1LmzeXc7IielVALbthXhpZfKMX68GosXezm6S0ROSy4HPvigDBkZhdi2zRM9euiw\nezdXu6h1mp1wXb16FbGxsRg3bhyO/C8xPSsrC/Hx8YiLi0NmZmbtfRtrb8i0aRXYu9eACxfc0K2b\nDqmpnm18KWRrzE8Qj7lzy/DZZyWYPVuJp55SNVmUl3GTHsZMXIKDjTh9ugCjRlUiKkqNGTOUDW5M\nzLhJk2hyuAYNGnRLm1KprL0tl8ubbW+Mv78JBw4UYvr0cjz5pA8efdQHhYXN/jMiAhAXV4mMjEJs\n2CBHaKim1ZeyE1HzlEpgyZJSpKQUYdUqLwQHa7FvH/fII8tZnMO1fft29OvXDwAg1Eu88vSsW5lq\nrL0p7u7A7Nll2LWrEAcOmBMUd+7kkq0YWfM8NxOArSM42IhTpwrg4QH4++tw9OitXwDMK5GehmLG\nMSMOgwZVIy/vOvr2rcaIERq8/Xbddi0ca9IkmhwuAMjIyEC3bt1w++23AwCM9c5fyOplcTbW3pD6\nL1Cv1+P69Qzk5Bjw5JOViI5W45FHSlFWVvf3m+/PY2kf//bb+doEYDH0R8rHOTm7sGDBFkRFVWLw\nYA3mzMm74e9Hjx4VVX953Pzx0aNHG/y7TCaO/rn68eHDeqxaVYLly4vx8ccKBAXJkZPjJpr+8dg6\n462h47aQCULTv5t27dqFO+64A4GBgbVtycnJiImJgSAISE1NRVRUVJPtN0tPT0dISEijz5md7Y7h\nw9XQaASsXl2CBx5gFV9nM3euAmo18PLL5Y7uilP57DMvvPGGEk89VYEFC0p5VZsT+fRTL1y86IZ3\n3y1zdFeoHoNBhilTVNixwxNvvFGGl18u57hzQtnZ2YiIiGjTY3g09ccrV65g9+7dCAwMxIkTJ1BU\nVISJEyciLCwMCQkJEAQBkZGRtfdvrL2lQkKMyMsrwIwZKowercbUqeV4770yuPN0OVGTXnihAv7+\nRjz6qBqHD7tj48Yi1EutJCIr02rNhbBXrJDjlVdUSEnxxJo1xejQgeeA6UbNrnDZQnMrXDfe1wPj\nx6tx990mfPNNMfr0aeJyLLIpvV5vtas5uMJlW3l5bhg6VI3KShn+/e8f8fjjvR3dJWqBhsYaV7jE\nb8OG/Vi8eCiysz0wf34ppkyp4GqXBFjy3WaNFS7Rl/aJiKjGr79eR69e1YiI0ODddxVMHnUCgsBP\nIVvq3NmE48cN6NOnGi+9NBTff89tV6SOn3vid9tt5UhLK8LcuaV47TUlHnqo9YWwyfmIfsIFABoN\nsGZNCT7/vAQLF3qjf38NfvlFEl13Ktbeq0Qm4zeILXl7Axs2FOOFF8oxYYIP3n+fP1akorGxxtUS\ncauJ20svVSAry4Dr11kIWwpEsw+XmIwfX4lTpwrwpz+Z0L+/Fp984sU3MVET3NyAefPK8NVXxfj3\nv73x6KM+qKhwdK+InF/Xribs3VtXCHvcuJYVwibnI6kJFwC0by9gw4ZizJ9fijlzlIiIUOPSJb6J\n7cFal8aSfen1ejzySBUyMgqxa5cHQkK0OHtWckPfpXCsSdPNcZPJzIWwd+0qRG6ueZ/JH35o8lo1\ncgB7jTfJfuo+/XQFDh82QBCAoCAdVq2yXiFsImcUHGzEiRMG+PkZERqqxeLFXjCZHN0rIucXFGTE\noUPmQtjjxpkLYRcXO7pXZG+SnXABQMeOJuzYUYTZs0sxY4YKUVE+uHaNq122Ys3z3Jwc20/9uOl0\nAjZvLsaHH5rrMA4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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "pd.crosstab(datatest.Date.map(lambda x: x.dayofweek), datatest.DayOfWeek)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 49, "text": [ "DayOfWeek 1 2 3 4 5 6 7\n", "Date \n", "0 5992 0 0 0 0 0 0\n", "1 0 5992 0 0 0 0 0\n", "2 0 0 5992 0 0 0 0\n", "3 0 0 0 5992 0 0 0\n", "4 0 0 0 0 5136 0 0\n", "5 0 0 0 0 0 5992 0\n", "6 0 0 0 0 0 0 5992" ] } ], "prompt_number": 49 }, { "cell_type": "code", "collapsed": false, "input": [ "pd.DataFrame({'DayOfYear': datatest.DayOfYear, 'DayOfWeek': datatest.DayOfWeek}).plot(kind='scatter', x='DayOfYear', y='DayOfWeek')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 54, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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cOnUKjY2N2LJlC7Zu3YotW7agtbUVDQ0NIuujMLv9nS0kP2YuHjMXj5mLx8xj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\nk4uZz96djvMdO3ZAo9EgOzs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"text": [ "" ] } ], "prompt_number": 54 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# \u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u043f\u043e\u043a\u0443\u043f\u043e\u043a \u0432 \u0440\u0430\u0437\u043d\u044b\u0435 \u0433\u043e\u0434\u044b" ] }, { "cell_type": "code", "collapsed": false, "input": [ "datatrain.Date[0]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 55, "text": [ "Timestamp('2015-07-31 00:00:00')" ] } ], "prompt_number": 55 }, { "cell_type": "code", "collapsed": false, "input": [ "data1 = datatrain[datatrain.Date>=pd.Timestamp('2015-01-01 00:00:00')]\n", "data2 = datatrain[(datatrain.Date=pd.Timestamp('2014-01-01 00:00:00'))]\n", "data3 = datatrain[(datatrain.Date" ] }, { "metadata": {}, "output_type": "display_data", "png": 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6hLZ8uXmvf8WKxHjv4znWslVUQNGklnHyojNGjEDW9debXQ2KItYdHpvCH2Dn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\n6TG/RDsAAAAAeEl5ebncdtttlo5ROiM4Gh1YmUvTtMS2Hqu/FAAAAAD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"text": [ "" ] } ], "prompt_number": 58 }, { "cell_type": "code", "collapsed": false, "input": [ "figsize(15, 5)\n", "data1.groupby('Month')['Sales'].mean().plot(color='g')\n", "data2.groupby('Month')['Sales'].mean().plot(color='b')\n", "data3.groupby('Month')['Sales'].mean().plot(color='r')\n", "\n", "data1[data1.Sales>0].groupby('Month')['Sales'].mean().plot(color='g', style='--')\n", "data2[data2.Sales>0].groupby('Month')['Sales'].mean().plot(color='b', style='--')\n", "data3[data3.Sales>0].groupby('Month')['Sales'].mean().plot(color='r', style='--')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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IM0ESERHlgfvQUelkNEL3wQewTJwIBOf+tD1fVitCevUClEqY5s4t1PK4bye8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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "data1.groupby('Week')['Sales'].mean().plot(color='g')\n", "data2.groupby('Week')['Sales'].mean().plot(color='b')\n", "data3.groupby('Week')['Sales'].mean().plot(color='r')\n", "\n", "data1[data1.Sales>0].groupby('Week')['Sales'].mean().plot(color='g', style='--')\n", "data2[data2.Sales>0].groupby('Week')['Sales'].mean().plot(color='b', style='--')\n", "data3[data3.Sales>0].groupby('Week')['Sales'].mean().plot(color='r', style='--')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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dV9ZUhsiASLCM9X/mX+Z+iYzKDJvrao3AQBGjR7s/qfvj/j9ie9F2o/vmzdPj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\nQUWr8PB8CoNWrtdrI0lL4wkPDBj3nKMj5Dt3mlXsV1BA9YuKvuuPfwQ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M6W4KQnrkCMYN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AbJybqDPM3q9l9VRYCQt+PrLEC+davJa25RtaAsfjEcUv+jky7XF+Ge4VqGwOHDOdhJ1byzwABd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uttkLiGBBUFBEFOwFFXtBRUUslJk5M+f3x2GGGaYwVLNJPv8xc2bOGWbOOe/7fp/v8/A8fzzR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\nJ48ejXjmTM2g0w3iwYOYXqDuvz7U/l5TU3VMm/b3K4N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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "data1.groupby('Month')['Store'].nunique().plot(color='g')\n", "data2.groupby('Month')['Store'].nunique().plot(color='b')\n", "data3.groupby('Month')['Store'].nunique().plot(color='r')\n", "datatest.groupby('Month')['Store'].nunique().plot(color='k')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 70, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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JF3mioQMAACgoM3QAAAA5YYYOAACgRmjoCsz+bVKSL1KSL1KTMVKSL/JEQwcA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\nRK5CYII=\n", "text": [ "" ] } ], "prompt_number": 70 }, { "cell_type": "code", "collapsed": false, "input": [ "print np.intersect1d(datatest.Store.unique(), data1.Store.unique()).__len__()\n", "print np.intersect1d(datatest.Store.unique(), data2.Store.unique()).__len__()\n", "print np.intersect1d(datatest.Store.unique(), data3.Store.unique()).__len__()\n", "print np.intersect1d(datatest.Store.unique(), data2[data2.Month==12].Store.unique()).__len__()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "856\n", "856\n", "856\n", "676\n" ] } ], "prompt_number": 75 }, { "cell_type": "code", "collapsed": false, "input": [ "data1.groupby('DayOfYear')['Sales'].mean().plot(color='g')\n", "data2.groupby('DayOfYear')['Sales'].mean().plot(color='b')\n", "data3.groupby('DayOfYear')['Sales'].mean().plot(color='r')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 76, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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vr+h94+MMAwPNewb+4i+2IRpV+OlPF2v6HOP0aZgvvYTcFq6CGv7Up5D+sz/T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OtTV4lJRF1d4V6P9hhrFTYqWFTmJnW517+zU52ers66maKI0dRUkAov7dmDumGDKykrNYUVTOpy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TKx21UtoDR/tNLebiOPv293fzSFFqSlr4iVFAxQUkcvY8VJTU0wEK2wM0pSlBgqA6LDeABU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\nb6FQKKCnpwebNm2q++zomX60SXuWND7zyYULF/DEE09g+fLlAIAPP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"text": [ "" ] } ], "prompt_number": 76 }, { "cell_type": "code", "collapsed": false, "input": [ "figsize(15, 5)\n", "ax = data1['Sales'].plot(kind='kde', color='g')\n", "data2['Sales'].plot(kind='kde', color='b')\n", "data3['Sales'].plot(kind='kde', color='r')\n", "ax.set_xlim(-2000, 20000)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 77, "text": [ "(-2000, 20000)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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KZZEQCgt9GB0RERERETUFLDqpRqrSAhSHizXOdFbX59A6tDXycRQF7igIRezrpOaH/T0k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\nsE6Zki/5NJlgwIAAW7ZkY7PpdOqQgHHz46y/fRO6rtN2dlv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5NEloEomoSxyp7xGlVdjH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"text": [ "" ] } ], "prompt_number": 77 }, { "cell_type": "code", "collapsed": false, "input": [ "figsize(15, 5)\n", "ax = data3['Sales'].hist(bins=500, color='r')\n", "data2['Sales'].hist(bins=500, color='b')\n", "data1['Sales'].hist(bins=500, color='g')\n", "\n", "ax.set_ylim(0, 5000)\n", "ax.set_xlim(-1, 25000)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "(-1, 25000)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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tkYhaIhHd/sSnk9GQbt8qzaUKRV8KTEVswmTEJ7yESh82VZdIyJfMbZaRDYW0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\n8Mi/6frslCRp355bsv4wrWN7mjXyh9y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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# \u0410\u043a\u0446\u0438\u0438" ] }, { "cell_type": "code", "collapsed": false, "input": [ "figsize(15, 5)\n", "ax = data1.groupby('Week')['Promo'].mean().plot(color='g')\n", "data2.groupby('Week')['Promo'].mean().plot(color='b')\n", "data3.groupby('Week')['Promo'].mean().plot(color='r')\n", "\n", "ax.legend(['2015', '2014', '2013'])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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FLIgIO/m8Bv6SiBnvPiDen5wJcUWEChOW7EONENRek5xeRsISQBIBLLzCXqyB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\n/T4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"text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "np.array([1,2,3,4,5,6,7])/7.0" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 21, "text": [ "array([ 0.14285714, 0.28571429, 0.42857143, 0.57142857, 0.71428571,\n", " 0.85714286, 1. ])" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "figsize(15, 5)\n", "ax = data1[data1.Sales>0].groupby('Date')['Promo'].mean().plot(color='g')\n", "data2[data2.Sales>0].groupby('Date')['Promo'].mean().plot(color='b')\n", "data3[data3.Sales>0].groupby('Date')['Promo'].mean().plot(color='r')\n", "\n", "ax.legend(['2015', '2014', '2013'])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 24, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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HkgxDvZB3g2HOz54XpV88mi82+TIBwPDwOUcOhj5Zy/79BzJzMNhz0tK2oe+P\nOLShnp8ak5akTME5aVk48qpxZoctTlri+9GYtCyctEJsn3gnzSrpBZeZMOA/cvRIzBHUOlB8EhAN\n9okTJ0gyqh1Ek3JtWL+B7jhq6s3yBf8ODBZi0sbCOWmlQGMvu6NLB8OUP7hGKZeOXM7ISevnyElL\nXI9SxWZ/liKGQIeWP8s+ouBPNJbTKBOizmPJZACVqhGdy6WehzIwIfgdlCxMqKNiDIHgmgtdY3SI\nF/lR4yb7oSt+lUz8enZZVO3r4TP8OSUGtUw2JHMkbNLHA4juAql20jQOFK/TKKkHaxPqTppB/XjH\nlZKpMSwTQYbdeRsrnzuWAo39nTTZNUsZz/OcYcjewEsxdMTLsE6ahFd6ThpH1tkrmeshlskiWKfb\nAPtS5owKa10GZZ0+fXqqGPxTqqGhIRsbQhGz6KJ/cteEMWkckQ91VvA7G8sa/osXLUodgyXdOV8O\nTZg/+zBlE2aBwd6nnJOWtExVVeP5aZKgK8f9VvNfdNFcEkaSIZ6mDXmqqKiwtiGV3/fzsX2mMkmn\nyUIsVby9TfS7Gmcux5/vYzQmzUyXi3ZlY9LiunzpdRXJsjvOap4V59U4UFTsqdPiBxtTHEFdmfj7\n119/fSbZHatrqpX8ZYoTJbtjaThpQPy1SxoypY7B8xezfjbb1pRX4KbYSW1IxR5rGDK8NMpkgZFJ\n5kVDIu2K8xhZtJ8U2mxCz8CEkbfsVIxSGWZpTZPmumg2lJXDhOfCtaEZny2G2/r5wusmuorxGC/I\nWm59OS4HgNhuj+5vdblykX/566J7Kj2j4GbYxJ0mq/qxu1xUDMOGYj8ZFV0vk57G3OeO/MKOdDgt\ne01AieJY2J8KGecxaQpd0nPS+MUx1YaBDHOdEpOWJPthgLdVlCFTRzIbKviPnzwZxbBtJxN+5E+y\nN3qVmAADo+OmmDFpTseAgBKNM5ZfQ2+/9Vb6/ZAh/oyqFE2YKF7MlF90flM6Qzn/6RstnipaJt3n\nZwFfQOfOneWnyYh+dXl5bDX/gQNZxKSlb0NeZmTELiYtuEedJvfv3xfBoJSVOv6yjkkL+EQYSad7\ndjmyZ8/uiC6KHpu1O3tOmsvDrEVJL44ePZosu6MB9omT8Zg0bVk5x5ESc7d+/XqjncWkh1mfGTwT\nu14mNVE+dyyNFPw2M1nAR5FxvEBNzM/LMPw538dI2tgBHy9jq4vCL3PM036qBfxJypuzeIlguvqw\nLRMMHHOpVXSeAAAgAElEQVQL25ITgWTRfgFfmhgO+ghpzEjUpAmdZLpIY/rkZcz5C0z07mmWeMLV\nIpiVoThQvKxNWdUyWdvQF9ow4FXpYcm+H8oNae/oxm2Y3RiIX3OBLcMo2FCsMOkSIqJL4axQY9JY\npySS3ZEY/2Xj3AR6IzIajIisgQPEx4tRnFaSTK6AIbpeJjWNycQhpJlaJKOYBTzPS551zgDD6Yys\n0CWNSUtqQ1Zm9Lrneclmd1PsUYzly5ZF+VJ6qk1varLGMNqlDPSOUsOUKdrVB/kQb4kNlTFpFv1T\nlQhEe05acE2DYeoAOx9nElq0cGEMg+SYE1clfDxQmtUL4lhcLeBoGGpB2wUqe8ZXmu8QAKC6uiqz\nBXhLy0UC58a1g5G9DceNq7SyIdWhDGTmz29lZEwygJqXiZcJzklz00fU7a0ayzZHJQR8PL/vA4sW\nLWR49DbkdVKdNOU5abKdNA2IbCdt1qxZsUWzMl7MImlJ49RGWnZHiwySrE1uuP4GEr9pPfidtKrq\nqtj1C50GBwcTyVOOKyidnTSTa0lkbF7jOMDQLeykySJc1M/Whi50OcS2tiEVmyKTRf98J2MoSNgf\nqOO7FPpIqtA6Zyh+v9hDQFSuUu2erqZJHfELcJ2OsTTEbWxYpMf4hfIotcbOwoZSXYTkFkYZFgX8\n1CQdNkk9hHqoyUks62fKL7um0smekzYWqKOjA48++ihqamrQ39+PW265BU3MS/t169bh0KFDOHfu\nHN7//vfjmmuuAZB3zB588EF0d3dj2bJl0sOr165di46ODnzjG9+QloFiq9LYSQPs9sYNdx7Cb5up\nOxUWGFJZEwyeX4JtEpNmvRPDXTeOSWPlbdvP97Ft27bI9bQSTxw/cUJcDhMMU2L4u3t61LwO289p\nTBpfFk5G2+8dt1+IlyIGAOzevTuTfhiQKibNhFgZ3VtuXRyLikyrJ8YwezBRTZjLifF0+inEypw9\nOwQg71AmGbImNj948BC5nWzb1daGNtPnyMh5a1022Pv27TWW4e1l2q4BJY1J4zGTjGWXSUt2736b\npMumnVhi50Rnh1kjugsU0NH2eEyaVg9xF+/kyZNkGZtPKgN6+eWXjfiSJicZGhoiyxeTnn76aaxZ\nswarV6/GmjVr8PDDD4f32tvb0dnZiTVr1uDee+/FD3/4w/BeTU0N7rrrLtx2221S3S+++CIuv/xy\nzJkzR1uOsZeC35WDQeE3ea1EkeH4TZN3CBNuiJ4UaT2dKX/LiF99UPhZGct2SpS0RHZNVl7bvqMj\nxw4USVZG1BVL0nHG9gMFf6mexUbqhypdCbuCjvLVoy3gMjBhpCw2Q5k4RSceytRP71h5G+eGuti1\nHeIUG4p06GWCHQzaJ3lZPMYDHgq/SEbHIyP6o1T8ssDFVMzyp91Ocl1RQdlh1iJeEYkOs2avB3/r\ndjussiJSEof48c88dRSJFzOog9XnjhyGTFep0q233hqWc3BwEDU1NeG9zZs346abbgp/t7S05JO+\nGdCZM2fwq1/9Ch/4wAe0vGM/Js1i5lVlhLSOYwn4DGQSxcqI+BVPQqOYtAQ2ZBebYUyajhyt4JYt\nXerOhgr+GTNn0jEI9Yss2AFMaWzMbPVhGpNmlUWVK5c2Js2mHsE1AUnHmY6I7bdwwYL0+yFDrmPS\ndFhpm9Am7i24ZzONZBuTVg3fz2XRDTFnTgvRhvQ4pGLYcNy4cYwNzV8W2D7GFyyYT5KJY+gW1AUZ\nVUxawGuqy3ycxV8WuHTSfB+4+OLC2ZFp2JCnMCZN4kjwzoSxgyFYHM+cNTPuECnHAN2BapzaiNjO\nmM4RpDpQTLm8Gzyt02p71hxb3/FV44XXddTYOCXx/0mov78fDzzwAG655ZbwWk9PD+rq6sLfM2bM\nQF9fn5G+f/3Xf8Xtt99uxPuOyO6Yeda5LDDYRXMx6+dydleRDCNtbP6+61Uwzz8qo3SIUn6JYM1f\nhH6YRpZKp/3TRMbEAZaQi+7pulltMAI+Uwxxvc0XxzI9Kn6zevOZ+/ySmCbl+vmylooNWRk7G2bz\nGBe3tw1GFn1E9rLA5UsEOxuy/HobynXFF//C7I6m6eNHCxbJ7ujTdpSs0uMLHDvdYdZWmReTZHc0\ndXRzBQzRdRPq6uo25nVN7e3teOihh/A3f/M3qK2tDa/X1dWhs7MTLS0tAIDe3l7U19cb6dy3bx++\n//3vAwA2bNiAbdu2YRmfCG+ULoydNAMZ00+enJxhZoIhKrvt4l+B7Somjd/tET1Z2tra6DsuCWy7\nfevWxDY0Keux48dj2BQMqiPY1d2d2epDFpMWa29BObUYnIzwnLQIqL4elBcuzs8jlNCet99OhGGc\nAXSUxso5aWliiB0MszIlO+PLDCOgs2eHFAtwc4fIBPvgwcOZOTEUG7JkjlFgOn9+2MqGtvXbu3eP\nsUzSPpL8nLSccR8Rj7O8Y+5yjPs+8Pbbbxnrio9l0nQIINtz0to72mkOlEXq+s6uTpJDZOMIBnwA\n0PZSG8lpBQiOLhPXNxTG6I6N7I7bt2/HI488gnvuuSfioAHA1Vdfjeeffz78feDAgcjOGgCpfb7+\n9a9j9erVWL16Na677jqpgwbQHNrS2UkzuZZEJgMMq6xzMpli1s+FLpe2pc7urvuO6H5C5yaVMr2D\nMYxeIqRZJhsMp9D8m2YbDL2DkRzDHb8rDB2NlWnShr/YGOX6Jacs+mcWNpTqEnyiKFsoFzW7o4Fz\nkxiDUD9Tp5WMMcazO95+++1YtWoVHnzwQQDA8ePHsXbtWgBAU1MTZs6cifvuuw8DAwNYtWpVKDc4\nOIiHHnoIXV1d2L9/P44fP46bb74Zra2tEf3/9m//hg0bNmDr1q1Yvny5sAyUBDCl4aQB9J00gozn\necCePeljrF+fDIPnl+iSxhy5rN/o357nAd/7Hk1XAuxlS5cCGzaIeQx0mWbha5o5EwOWGDb1mzJ1\nKs4S+JPYUNo/HGIEJMSywDDNvOp5HvDjH7sdZwJasHAhsHWrPQaReDvaVc834vc8D9//fvztuxmG\nWZk8z8NvfkOvh435crloPBUFwwavpqYawDmBLrc2BICWljkXjA1ZvvHjxwmvm9jQBnvhwgUAhoxl\nbG0IuBrLZvye5+HZZ8WyrrEXL74YGH2KZTHOWDsaZ3c0GYJh/QqyM2fOBCLl1RdYVg4ZNTbGY9L0\nRaUbLpD5Le+3gE3m/BQ89nPHqqoqVlnJ0wsvvKC8/9GPflR4vaamBnfccYdW/2233abMABnQ2Dsn\nLcm+vImMgD9p0gQRPznrXMDH44qwdWXldVJfmwUySdvDpv2CazY2FOmi8JtMyDb1iyig988sxgC5\nf5r0Q+rTOaGtTLOoUtov9gmmqJwJMUzUBKpMZFh+112HlzHjL73MfbbTpAgjqa5SHuJUDB2pHjWi\n6xTsUrahbf900Ufi12nxiSx2UhsG12xI+EkeghdS3HXdbpbkc0fh54sKXdaxXLwMFcOkfoEDZTAw\nbQ+zFvGPlc8dxxqVRkwaT44XwaI4FvLCzgLDZob1FbN74FQax6Q5WH0Yn5OWdBE8KrOdOyctrZVP\nh0VMGjnNP1OPrq4u8sqA/BJh9JrTc9IE/TPH9w/HGKmPMwP+Pbt3p5/mn6FixKSxlBYGvzOS1uI4\nyRlf1O45NDRotQDndZnwHzp0OHUbBjJZ2nB4WBWTZq7HDDuHPXt2p4xRkAli0mx0UcelKvbT5Rj3\n/RzeemsXqR42Y5mlVM5J86PxVIGD0dHRQYoxUzmOMurq6iLJ2GCw9Qtj+pQNBZJzyvIF/4YxaZLM\nmWWKEyUmrSScNHKmRiCr2b24GFSn0qWTlkCXaaIRXdISq3rYPA2oMqZlosjInHVVMWQ2NMRIZQwE\nPGlipO1h2JRJhJGA0h4CWQyz4k2fctsnSVHPX8vGhsXYjVTvuLiwodvsjuqxJms/GoYSQmlDXpde\nTwGsiI9xzklLfyzLdYl3uaySXnCZCSM7aZwjqEvqwZLxLleSnTRi/WRlVfFTd98i56T55o7HO53G\nZnZHk2uWMuHZSkQMSiIQWwypjEKXKA4oraQlIRZVlyX20ksuMeNNiD2TPScNEvslxGCfUo1Tp9Ic\nD1MMwTXlOWmOMAKKxV+U6Fjm7+vae8H8+fGLrvsIQ/w5aWlCB2crJceQP2RsMGwWcYGMzn6qe9R6\nT5hQo5uijXXpHIzZs+eQMJKUKUsbjh8/3sqGttj5mLR0MQIKz/fKoH6qcWZXD26Bzzhp+Zg0M102\n2Dyx56TFdCF+TpqMV0UB/4ymGfF7KgdKcE+H3TClgSRjldSDezabpPk3uaa6P27cOKOylalAFFuV\nhpMGJI/lMvHgbbx8qgy1TCoZ4is40+QLrIyzV3A8pk37BTJJbJjU5sXC4G1uQqJ2cskv4rPZSbPB\ncM3P8pVSHxGQaKeCCp1k+JlhmD1ksmxW03JRDk9WlctmOEXTq9ufv0Utq47o7eTGhnbY4nLYYIvI\nrl0pj1K1QhdLoTQepVksheS6xLs9iT53ZM/48uO7Vko9FrtcorLrZKjxYoFekbwRv2niEIENKfJl\nMmsboFScNJezooDCOBaWTGY/guMjjZXRkYWjJI05cunojv4txeLVsOW1rTeAHdu30+vBYxvwtx87\nVviZEgZbj87OTvrqyvLprGwzF/2TIVFMmpMXLrqxzJdd97BjZEzae68oG6zrPsIQb8f4J08GD1vD\n4SeKYzEh3nlUVc/+nDRzflYmy3PSBgfPSBfB1K6uoyNHDpNkkzyC0rQhX5Zz585ZvQ+0GPrwfWD3\nbvOYNL6sVOeGjUmL69LtUtCwZeNMpCu4psf3Qz3BvOP7wK5dxYlJU37umMBRYp2e48eOkx2iyCLb\noI90dXfpmRiiOo5A1Hlsa2vTx73ZJA7hPhk9e66Qt7r8uaMZjc3PHZM+OYNraWLkNLFWjjCcPL10\nZXWJzfKZ8oucZlmZdERcHMfskoGTZtR+NmXiZVyWyUaG4ycfhG6BYVoP0+MZpBgUGZtViRSatuOS\nRrMWZHwSP0tZOFBZOBiyaTLQb6rLrH6lmSEzOYZdTBpPpVu/oI/kQIkxS7N/UscsO++4sKEtZXGY\ndeLsjgbYsSQdGofI5jBrqoyNo8snX5HpKpOcxlziEKuFHWA8a4RxLElmrNFypYJBnGGFMUcCG5Jn\n90APo8vzPHMHw8Eq8ZIlS5LZ0JB/ZnNz6hhsPaZOm6aXcdB3cr4mJs3xCi6GlfIq0clYNuCf39oa\nvZBGH2GIjwdKcwiIzsOyWRyrKIiVoSzU7Oqdd2LYOtEXweqC8TK1tROsFsFUpxUAmptnX5A2rK6u\nij02WF5dWaPYSmj4PrBo0cKIDKWs1PHneZ61o0TlF42zQE8gT6kHL8PqW7JksZKH508yvwDRmDSR\n4xFzMDROT75c0aQXYUzajBlxDJUuP+qgmDg39Q31MRldWVky2kljbBLGpOkcQaKzye+kVY6rjF0v\nk5rG5k6aybWkMmljOKwHOQGDSxu6wNaRQCZngy26n0bf4SdMR3V2rs9xHylqP6RQsce+6L5Nm2YE\nXYoYWXSdtDEu9Pq5xigetnyBZIcR11fc+rkd41nYUK4rLihNHKIB4WXYnTSKLqukHi4wiPWzwiAk\nJ2H5TT41vVBocHAwkfyYTBxCep0mklF48GG8h83+exExZPFwxuek6Uj1umv0uvE5aSxZvLILdv52\n7twp5THSZcjf3tGROgbLd7KzU83rJ0/84rNtZsBv9WqVkxFilfo4M+Dft29f6hgs6c5J0xEro9vZ\nEJ2HRe0KujLJMEz1m/Ln+fwEZ3yZzWuszJkzAwDo7ZTnL+CZlPXIkaPkXSu7ds3WhucicSxiHrke\nmg0BYPfut41leHuZj7+8YBCTFjhK1PagtLduLLucwnbt2hnjMSWbDZbIOWmS2CzKzhSQdyRESS+O\nHT9G+lRPuIunadienh7yzh+VP+ADCjFppvz83yblyuVyGB4eFpa3VKmjowP//M//jK997WtYu3Yt\njjH5CQBg3bp1+PKXv4y1a9di48aN4fXBwUH8y7/8C/7+7/8eTz75ZEzvU089hfvvvx9f//rX8cUv\nfhFHjhxRlsPUVuOMuNIm1w6GgIRnsTnGEM7uJq+uRBhJZ3dReXQyJn+LyIGDEf5tU+/4ClXPzxIR\nw/VB6BEeCr+tjEhWRtS25esdXKPImIwznn9kxBzDsv1IsXXUtuAoyVBOMvxMZeyHgBwo6dA3kXGN\nkXSImxDFIcrqMZfUhoC7c9J0FJfRx3i6mIp1f5uWVUfyR2n801DbaZJqQ9v3gUJdiuQWVk4M42Cw\n/NTP/qgOIlVGdA6cjqifgFrFpEHs6I6Vw6yffvpprFmzBrlcDufOncNXvvIV/N3f/R0AoL29HZ2d\nnVizZg0A4O6778Y111wDAKipqcFdd92FQ4cOCV9O33zzzeHfR44cwbPPPotPfvKTwjKM+Zg010/n\nII6FnHXOAoO6sJMe5K3ANolJc+UgGsekOcJesnhx5LpJfGIss6QB9qzZs+PloZSXyD9t+vTMbDjm\nY9IU5HmefMyYYhjwt86bF+uHOhlyP2TIdUyaDivpgcQ6fnFMmvuFXSBjG08VXDPBCKi2ttaZg6HD\nnjWrmYzBkqkNgWxtWF1dnZkNfR+4+OJFqWMExMekseTatrLYz4Jt/dh1XT1kY/ySS5ZY18PGSSuc\nNxcVlB1mLeKNlYuLpwpo+vTpUkdQqofoINbX15N232wPsw5EjGPSCPXmZXK5HCoq824E9TDrKY2N\nif+3oVtvvTUs5+DgIGpqasJ7mzdvxk033RT+bmlpQU9Pj7Hunp4erF27FmvWrMEnPvEJKR8lJq10\nd9JsFo+uMXi9xJnJdMdF6DyK5LJY5Kuup41t89Qe1RXa0LHzLZQxmYiKaUPXGCxl5LDnfMWjQjRm\ndGThyCeaL2xWJQmgZYs7mWlcL+BMykQ1SQl3z9Hr8cx9VD1p2LBUpxFTG6ax+C9G/USPs4DXLbb4\nhYuLx1zAn0UfkeoydCSMHQwuM6Hv+/Tsjn6cn1wP6m6dSf34cukcQcE9UnZHRYZMHXV30Y4kcE39\n/f144IEHcOedd4bXenp6sHz58vD3jBkz0NfXh4aG+EHkImpoaMC9996LtrY2PPHEE/jjP/5jId87\ncidNteMiPcPM4dMrEQZLBjOscUyapQ1zzCLYKCbN4ZNz186dyWxoyH+0vZ2OQVih8n3xxMmTmdnQ\nNCbNKj1+cG2UROekueiHqYwzQvvtF8Wk6dqPJeKqhI9Jo6qKm0S+a6U6W8kUQ1cmm7i3JLt7KvuJ\n+G0wAjpz5jR8P5fJwvXoUVFMmgpjbNjw7NkhxobpO7pvv/0WSSaOoS4YW64kMWlU/sJYjtvQ5Rj3\nfWDnzh3G5eLxTGzIk+yctOCadfp4zhA+fBw/Hj8nTanHIj1+LCbNwhGkOKGh/VLcSQOA8+fPC6+X\nMrW3t+P+++/HXXfdhcmTJ4fX6+rq8mfajlJvby/q6+vJ+j3Pw6FDh6T3L4zsjhq6YLLOyTBc1E9H\naWJnVW8BGTkeVAz+vgE/fy6X9oy9pGUykUkbI4t6ZNR+SctklbHTAtpGZoyY0GhxnBxDCSEsQ3bT\npBibhvFOtyEVg2ZzFcZYe5TKxngWNpTqkmQgdJlhsWjZHTUOFKVMIjJxBKkYYz274/bt2/HII4/g\nnnvuQW1tbeTe1Vdfjeeffz78feDAAdTV1UV4RPUcHh7G4cOHw98nTpyI6Y7oIGR3VH7u2NHRgV/8\n4heorKzEjTfeiFmzZkl59+3bh9deew0jIyNYuXIlWlpajAsBwM0ugoQ8zwPeeIP+WomK8Z//6RZD\n8rdxTJoOVvbajrnueR7w5JP6BaejXaDFS5YAe/fqZWW6DG3e3NyMM6JyOMRg+abPmIFzKl6L9pPJ\nyGLSrGK5+LJwMtL4N5EsBUNCnucBP/hBsnFmwD+vtRU4eZKEQf4EkyFdTJoWm9C0nudh+/ZkXUFX\nJs/z8Pzz9HrYZO7L5cRnv6n46RiFck2cWAtggNxONsNv1qxZyOUK2R7MdjD8yN+m7UqxIS9L5aup\nqQJwNnY9rfZbvPhiIZ6I8u0UtaGO2LYtxFLZtTmlfp7n4Yc/lO9auZwmly69BBh9itHbib6AZ+fE\nNLI7sjLTpk0jfb5os4snjElz/LkjK+N5HnJvGqwDiZ9tsny5XA6VlZVk+WLS7bffjlWrVuHBBx8E\nABw/fhxr164FADQ1NWHmzJm47777MDAwgFWrVoVyg4ODeOihh9DV1YX9+/fj+PHjuPnmm9Ha2orK\nyko8+eSTOH36NCZMmIChoSGsXr1aWQ7TXUelk/bqq6/iT/7kTwAAP/rRj/ChD31Iyrtz50780R/9\nEQDgpz/9Kc1Js1yVkBKB2MyWVBmeP7hGwUhSXpYM+aULS+ZvfkcorsSdg5G4nVyvaGUYxHY1ik90\n7EAJi0VdgWWwEiU7j0VoP2qZjA+Tl5CLrqCipEM2i+nTxMGwwWAp6XQhWxzLKMmi2URG9jihyKQ3\n/KIOuNyJkVcgi8d4wEPhF8no/jYtq45E40amy3aatOsj8fa2IdWnhUlS1MdkchBfN9Fj6iASZKzi\n3kTOIyUBiuknlaP1iMWkUSefItALL7ygvP/Rj35UeL2mpgZ33HGH8F4ul5Pek5GTzx3Z7bqqqiql\novPnz2NkZATnz5+nb3umPPNmFZPmaqciPNRZMlunFZMmenKmFpMmcWjfso1J4500TXmPEGPSbDJI\nsnTixInMXiIU9Zy0lF+4yMay6/T4B/iYtECHiX4Tfo6Sn5NmnoBBHJPmax0MigllcW+uTRjIsDFw\naQwzlgYGTofTJEtpZK88erQ9dQcq4EtiQx3x+oaGhjKzoe8Db721y1jGdigHMknPSeN1mowzkYxr\nJ23Hju3GuhJOhwDkMWmBIyFMxKEB4R2QQObEiRO0eDGL7I49pwTnpBEwkINR/dhz0gC1jFVMGtMe\nuVwOw+eHtThlKlD4gsHQoVXupLFGHz9+vFLR8uXLcd999wGAMvWkBCj62+bJafFkISdNMMBImubf\nt51hXaw+WGzRddfYEgcx8VEJsmvsPZZM3/4kcNKydHRTxdDZymU/NMQgJ0BJ0j8p/JaUlQkp/Hy5\nzPijjqMIV6bfFCPgE/3tCkM2zLKZonNCbLcY2Txq4i8FioWd6eOMiJ3saAwem6W8zdVpCFROWhYv\nC2Rkek6ajmTniFF3lES7YlonxUdchopBzO6oJR8k55SnsXhOWrGJEo8GaHbSgqwtgH4AvPHGG/jb\nv/1bfP7zn8dvfvMbLTD75vg3Gzdi6OzZ8PfmzZtxuq8vwsvyt7W14eSJE5Hfvb294SzA8wPAG5s3\nR/i3bd8u5Q9/i+77vpA/uGfKz95//fXXI/c3rF+P48wp6G1tbejq7o4sRHl9m15/PfL7zTfftK7f\ngQMHwsw0nueh/ehR7NmzR1x+AOtffhkjzCmZGzduxNDgoJS/ra0NHUePRn6f7OwEfB+LL74YJ06c\niPAfPXJEbj8A54aG8Oqrr4KlthdflPLv37cvwnv4yJHItVh5GV0A8Morr+Ac019F9Tty+HD4lFL2\nj9Hfr77ySuT3pk2bwvamtl8E04Bf1z+3bt0aub/ptdfC357nxeS7u7sjv48fO6Zsv4GBAWzatCn8\nPXzuHF7ZsEHI73ke3n7rrcj4OLB/Pw4zmZRE9Rk+V4gIfOmllyIrBuF45u4fPXpU2X4vcb83btyo\nH38sHkM7d+7CyZOF+W3v3r04cqRdKT80NBT5nc9+JubP64z290OHDkv5g9/s/Q0bNij5AQjv+76Z\nfhP+4P7bb78dqdvWrdu1/Y393dPTq+Tv7u7Gtm3bIhibNm3OpH4zZ87Cnj27I/d37NiptMfg4GDk\n/qlTfcr6nTzZhR07doQxQKdOncKWLW9K+bdseRN9faeY8uzAyZNdUv62tjacOhV9ngdl9X1g//59\nEf5du95S1u/s2bOR+/39A8r6HT9eGEtAPsve1q3bpPybNm1Gf//p8Pe2bdvQ3d0j5W9ra0N3d28E\nY2CgIH/gwIEI/+7de5T1O39+mOuvZ6T8nueho+MYdu/eHd7v6urCtm3brcfThg0bYvxdXd1YunRp\nyN/X168c/3z/2bVrl3Z+4X8H/fHI0SPYy8SpnzxxEjt37gSE9dM8z5Bfn7C/X3rppcjCua2tDb2n\nekNnRaRv8xvR9eT27dtDHTL8yXWTSeUV6dPVz4eP10afz/nz+nJ4ef3LSv6Ojo7Iff6wZh5v+Pww\nNjDPZx/+6PxWKG9vb3Q8lKlAL7ZF15OsbUWk3Ek7cyafWsH3/fBvANi6dSsqKirCQQsUPoesqKjQ\n7roB0aDQq6+5BtXV1QiW9VdceSVqJ05En4A3+D3xO9/B2dFFsOd5mNTQEMqL+CsnTAAeeyz8PW5g\nAFi/XsofUi4H74Yb5PfZ3z/7WZ4/+D268FfqB3DVu96FkUWLQrzrrrsOE378Ywyz9WtsxJBE3vM8\nVDQ2hk6B53kY5/vAM8+o8b/61Wh5R193zW1pAc6fD+05a/ZsjLS2SvFXrlyJCiZ49Jprr0VNVZWy\nvLVPPonzTHknTpuGs6ODfPqMGZEyNTc3Ywqjg9c3vqoK165YEU6zPlsnAf+8efNQMXFimDhkzpw5\nGNHYN7QPgBXXXRfp4yL+Cc88gxGmfrWPPYZhBX+uvT3SfpVTpij1A0Du0Uej7Xf//eryjybPCX//\n8peAHz/8mv+9/NJLMRwEw+dyuOrKK3GeOUuE55/S2Bix2Qy2PQX8tRMm4MqrrkLg5o+rqsIKpj15\n/kWLFmHcyZMYGP09t7UVFV1dYXuK6jNu3LjQvjdo6ut5HmpefRV+f3/4e8JPfxqWT2ivs2cj7Zdj\nXkLo7Mv/Xrx4MfbsqQKQX+gtWDB/9A34Gal8VVU1crmh8HdFRS5cFIn4t2ypRuDX5pN81Cj5A8rl\n8ueF36sAACAASURBVL97enLC++zv557Lv70Pfv/gB2r+kycL+gFg5059eYD8QcWeNzcs37JlS+F5\nF0v5J06sjSTJqK+vV/bPhoYpWL58GTA6gidPnogrrrgCzzwTLe9TT6nL298f5T94ML8IVtXP94GF\nCxfA81rC8i5evASet0Ba3gkTaiL1mzRpsrJ+U6c2YunSSQiSQtTX1+Gyyy4FcF7If9lll6KurhYY\nfUIvXXoJtmwp9FdRfSZPnoxcbiD8PWFCDYD8+GptbYXnNYflvfjii+F586Tlra6uitSPbU8R//Tp\nM7BkSUNYv4aGBixbVmhPnv/yy6/A5MmF+i1fvgwvvFAor6h+9fWTkMsNhr8nTpwI389/Fjtv3lx4\nXlNY3gULCu0p0jduXGWkfjU1E5T1a2pqwqJFUxEkRpk6tRGXXDIJXV3R/vbaa2L5+PP8OkyZ4mN4\nuHB/ypRJkfmlrm4SgAGhvOd58P1x+NnPCr9PnBiPXbvM8PnfzbOaMb9hfvh7+vTpWDJ/yah9Cs+z\nbZu3afX58HHttdeiedJof0MO119/Pb7b912wCTcajjUI5YPf1e3VWPfrdeHv0/tO45U3X1HjP57H\nC9t2X35nTMb/kz0/ifDv3bpXyR/Q1VdfjQUNC8L6rVy5EvXV9VL+WbNmMf0th5aWFngr5f2tsrIS\nK1euDPkrKirgeR7uf/L+sD2OMs+/MkXJu8FDblP0+fk6s8nCk3InbcWKFVi3bh3WrVuHFStWhNfX\nr1+Pl19+OcLb2tqKJ554Ak888QTmz5/Pq1KSMJZLR4T99LY2cRyLy+8knGNw19lEBFLP2+W3Quwu\nEPEbIqPkFL74QOK3du1K/3sWAIfZSSTtb8OQzyCklZG0txJGUG/lmxkX44yhGNZYGGc5/eeRB/bv\nz/T7Ht6OLoeyCCvplKsrkwyDakLTMgX2y2PIBV18Tnb6dGEXgaqLWr+OjnhMGqWsdjZUxye6sOHg\n4KDoMWc5zNSV9H1g1y7zmLSAh8LPyrS1tUGWpdR1+6nGsoNpMuT3fWD79m0xXko9CNMhAER2e0Sf\nO9rEhQEQftbY2dlJTqBBTerRe6oXlMQaonprZfzoOWkmh1lbnTUXxKQhh/MjzDlpo9erq6ux+8hu\nra53Eg0MDKCyspKcYEW5k9bc3IyPfexjseu33npr7NqSJUuwZMkSY+AIiRbsrhfmonsaDCdZ53Rk\n6KTpsHMubchfD3hN9ej4KdhZ9AXdoj2r/unKhhR+HVn0QyceRpq2SqHeTlYlCVRl091yjAlpiUZs\nymRXb5PEE9EFdJKpqqIifp1WVp0NaQ5RBkPcyoZ8WdzFpKWTAbRIj3GnYz/5GC84wEWcDpWOBDlx\niK9w+ATXpXoUGSdNKe3DrE1kkh5mzTunwfWpU6finqfvwZ1n74zs4rHUPdiN9v52LJ2W/yLvxMAJ\ndA12YXHjYin2pmOb0FzVjKYp+Z3pjR0bcdn0y1BdWS3kPz5wHL1DvVg0Jf+l2tH+oxg6P4TW+lYp\nxqvtr+LKpisxvmI8ent7sa1/G1bOXil1xA/3Hcb5kfOYWz8XAHCg9wDGVYzD7MmzI3yVlZWYMWMG\nhkeGSbF7SictM3IxMwXXBOR5HvDqq1YYpmcfeZ4H/PjH6c2wjC5++1mpxxZ7dPXheR7wk59k9mS5\neNEigIk3SmuVMaelJfw8Trtr5aB+M5qaMEx0HI0weBlI+oegTC5W/zGslB1az/OAPXvI9Yhl5xTh\nMjT3oovynzCaYiRclUQ/cRNlanTnEHmeh02bkvvSKn7P8/Dss3HZtIYZ+3lYGs3EykyePAm+Hz8n\nLdCvwja5xlJT00wg/FB67NqQl6mtnQDf77da/Jtc4+8vWbIY7BlfadbP8zzFY1y3S0nD9jwP69a5\ncRAL+H7Iz15ftmwpgr6YhqPLU9AfVTtmTpwY38fUqVMTZXcMrqlo0uRJqTuCrIznechtT3knLZdD\nIM7revv02zhTewaXNF0i1LNt/zZ8e9+38fhljwMA1r+1Hj859BM8vPxhKfaqX67Cw7/3MJqn5j9X\nvedn9+DZjzyL5snNQv5fbf8VXj76Mh5clj8T7T82/QcOnDqAL13yJSnGXT++Cxs/sRGNExrR3NyM\nd3/j3Wj/y3aMqxC7Sz/Y+AP0n+3HFy75AgDgoX0Pob66HncuvlPIT91JU6f6yYpcPDnTmnk5PN2O\nSxZOmqkebca7QC+vJ+lrMFPHSiSTgiMRK54D21o5UFn1nRLCIGdetMAwrUfsM1yq06zRn2jMKFVl\ns1tgYg7ez6WWicpf7HqrZGx0jaX6ZYVBGZY8vy22bVmpMpSjMVxhB9cCeYoulthHchZ9RKpLkmpf\nlqlRqcuX7KRJrhvrITo3oYwGgyWbc9IAtfOY5jlpNpkiyTbUDGZRu+pI2Bd0Djuh3tQMnKXjpHFk\ntLAzuYZ4tjYdf0lgKHQJY45Swg6xdE6PI+y333rLmS4V/6HDh0n85DIBkafUsWPH7J9SMpKMG2lM\nWgpjQBiT5hiDJVLddKSQOXjgAA3Dto+MEluvlE0otaHL6rHZDNPCyN/PhXj2GLoHffR3X1+fFEON\nbf5gDqijo4PEP1ZseObMGd1jTqInjmMyNnbt2knAoJWJv89nr6TocjnOXC8J+AynNnooxGY0jOka\n/S+OoXcwRDInO0+SdZnoZqmPyVjOCJH0UerX1tZmtCNock1VhtBJk7STSg91N9KHH0uyQa4f0Ya6\ncpHrbRA3yVJpOGlA7O07dRFs9GrXZv+dL1fKGEZ/i4h7dWWavMPo9WYar4gFMkJnL6kNqbIu9RNk\nnCXPofLbjDNqXzChLMYyQ6mM5YRlCshVV0hjyFLKJMJwzV9MDLvhVzCy2S4JPUmHiyHuml/Fl/Uw\nM2knCn9eRtxOWY1L08e4CblqJxOdxvKSJB38DoaORLtZAISfL5L0aHZbRGU02fmzSoxCtAl1p4nV\ny/NTz62jljWGoZGRtTdVRte2SdpVR6XhpPEzmY2MYjbjU6jH/naFIZrdTV5dCTBUiUCkMUd8nZI8\nnUf/9jzP6KlmGrsXKZvAqVy0cCH9KUV9Evo+5lx0EYnfyKFUyDTNnKmtBzmWK+Bj5f14il4TWSmL\nZiUqikkj90ObcZZyH7mopYXcp5J4Pbwd01xo51Nkp+tgyDBcmzAol308Ff1T0smTJzt7l6WjpqYm\ncjvJ8FQyWdswH5NmNXXH+qGOfB+45JJCUrM8hlrQbvwVns+ax6qyrBR+1Vh2M00WErzkj6FgdckL\nl3A6BMDFpHGOhLPsjqMyUxsFMWm6hTbRwYjFpJk4GAmc0Hw/NPhskxqTxtidtZMwTk+zy2Xj6L7r\nXe+KyqTo6Hqep28nweeOFH4dXTiJQzQyVlnnsltlxGXK2Ml1mfIH1wz5jXZ6i2lDxxgk59FFPYJr\naWK4dsxdrEokqoJrLmWK1z3dLuzSHvoqjOLY0G3iCRuZsf+oMckASsdgia2f6DqtrLrFvMy2yY9K\nYGXStqFcl8PsjrL4NmKSDhsHkbr7JktyosQQ1Y+anIQSk8bwC+P0qA4iNabQ4HNOqz5CaNtY7KCu\nXf2xGpPmYjaRUBAvlnSnQiUjO79Jt+MidR5FcqPXpDFpKTw5w3PSMnpq73777ZhDZG1DBXYkJs1m\nZacjTl8Hm7HSBCOBDZVxW65WH6OU2jlpEmpra0v9XEUAOHTwYKwfavsIS8RVCR8PlKIJR+NYkqd2\nV/GLz2/SL+xYonTP6Dlpav6ktu3vP5WZg3Hs2LFMnBjA3oasDlOZM2cGMrMhAOzcuSNVDFYmfz6V\n2AkNeE2xdfyq8wjz1/3YddN68Lq2bdtqrMuFkxaJB4roKuykRSgHMwdDsECmnpNm8xldX39f+g6U\n4NmscxhMrvH32Z20SHkpzg13zyipB3y8/lohJs0oQ6aFIxhQGNdHaKfgGoVfRaXjpJlcSyIz1jCK\nhW0i5wJbpqcU28m2TNSnMxXDVE8SjCL1Q+2ulQOM1NvDpv0socUy8gdBMYe4S/7iTpO0Fzd22HGM\nsg2TY19Yj3FxH3E1Pm0fy0n5C3JiR8LWwYhdEzl8ujLZJKSglldkc2I5qY6SCYas7lSb8LtiOn7Z\n/bRtqMOglomakKY0nDSA/macIGMdk5YQwyg5Ac9n8LfxOWla4LhMzvcjOxVhTJquYznapVwoikkz\nIGpMXEtLCw0jYd+ZOWuWmtdR+wG0c9Ksj2kYJSFWBuOMHANJLFeLKCbNoX6eouekydXKKN608l2r\nQuyRz/DTh7iK2PgmUxkb/oDPOA4zAUZAdXV1AAKb+0IeEYmGq87mM2bMIMvYTsVZ2nDixFprXTbY\nS5cWzmpKA4NtW/U5admOM5fT5KWXLifpSjAdAoj2R9lOFTlmS7A7BQBTGqcIr0v1+PRdrkmTJtHj\n3oifO7IyJvFUAEj15vliiUOI7UFO6gEfV199tbGMrL1NZUzi+vhyuE4cUroxaUQZ7WdxNrMlVcYW\ng6WsZncBny/522r1oSOVjM0qgyXX7WTRFqrEL8pyU/htZGRtLCNq28r6MwEji8PFXbeHVXu7gZbK\nqMimWdOfPt3G0Ljgl8vkwr8pulwumsVljdtQRzY25Mtna0ORo1uaQ99ksWumS0X2j9L4ywKXtnIz\nzswXphFdis/oqE6PUMaX6NI94y0cDJIjmNDBCGTSPMyaxSWfYWbxOWdQxkh5U3R0+b9FJPqkUstv\nOvmjVHbSLBfBpjKyeDGXs3sYU8Ib33anQoFtdE6aoxk565i0PVxMWshrUw8F/8EkMWkW9Wvv6Mjs\nJYI0Ji3g4XVYYASUWkxaEccyABzmYtJs+ojRLuUopRGTJpNRxbG40J8Mg1+wax54oxiUeCqWzBbB\nuUi5+vp6HS5c1djHjh1PaEPzxBPpxvVFnceBgdOZ2dD3gR07thMwcgIb6jGCcqli0rIcZ66dtK1b\n3yTUg39ZoLchT2xMWtqHWXd1dZEcBpuEFH39fYnj3ijJSYzjqagYsvYg2sQqMYrv47XXXivI6NpJ\n0t46jEAmP5bLh1lbOxiZZ53LCiMjbOnbf05XJruUwTVXunT8LKXVrllgEGSsd3uS9kOd+mKNMwpG\ncM2Q3/isR8Oi2si4NGFxpk96avcshnJwTTzE5Y3lwrlx3W1ZvbYY5v0z7viIbeLahukOfVYvj2GD\nzeukP2ryjrlrJ41uQ9+YX10msSPhJHMf42CwRHYwDBb/gd6IDGHxjxzM6sd1XpKDYVOPoD04HHJW\nRFMHkeDYWWfITOJMG9rQlErHSUtx5s3ibCXP85yl+c/JZkW2PgnKGpFhiZ2RWawMV3ALFyxwZ0MF\n/0Vz50YxLMpKkZnZ3Jy+DUevUWLSko4B7TlphhimzqNsLFPPrdOVa86cOclXdgTiY9LsFvNmi6Lg\nbCWWXKd2F53fFOgxxdDxs2WxP+OLPgQaGuokC1f3acmnT5+eyIaU+qVtQ5YmTZoocXTd29D3gWXL\nlhrLJO0jrmPSqONM8Bi3qgev67LLLjXWZTuWWYrEpAkcCZGjpCOZI9HQ0EBfmBMdxNqJtXGZFHfS\n2HPmSBgqp2f0nuiTSqudNIEeFfnwcc3V10RlCPVDTm2PUCbH2VBTriRZO3VUGk6aiGxfu7xTycZe\nIhnR7G6j31V53imUhb1ctGuZUieXQzlt3HcyZTH8yu2aPaU9/sqP0tIjJ9kdLXZPqJn+qPwUZ2As\nENleNm3iYBeMWk4VlYaT5uLVnELG9gwzyusg67PYOIzIZ1ISXRfyOWl7du92a0MJ/4FDh2gYLFmU\nqb29PTMbOj8nTTFunMWksWQylllxBzuCPB0+dCjZThqxT/F2TKBKK5NdTFrys9h0FMiw8VQm/KZl\nEsmcOpVdTNrx4ydSx6DakOexseHp01nHpG2LXXONEcgEMWkyXWo9tDFDi0kzj08U6XrzzS3G5Uo4\nHQKInvMVS8zgA/AFOxgaENluT3d3N2lXh/ppHwD09/eTPotLGi8WxKTpiJrMRHAx/Nwx9Zg7+PjN\nb34TlVG1k80nsUy5wpg04ueOpvpNqDSyOwL2T2dWhjBrpLGwS8tRCq5rnUqbWVFmd9qThdx+0gOJ\nXdrQlDT8rj5j1cpQ21sgQ8XQkmjcuC4TVSaD9iDH77lYlbD4DoeyiOiLR1uTF5hKoFlDHlcYaQ+/\nPF/UhtSy6qjEHnMpYEeNkEYfEcno/haRaMzoKItHKe88BrxUPTakiptKHBcGiS4Dh4Ga3TEooylZ\nZXcUOAwuszuKHIzI544JYu6s4/qI7WTTR1QkcgQp/DoqiZ20tBfBYRyLSIdrDFdPSIVTKY05SuHJ\nGWIRHWCTXUrRInjB/Pnpr9R8H3PnzSPxJ93dmzV7tt6G7E8DDJkjQYpJ05HGtq5i0hKPM8d9ZM7s\n2emvHhlKHpNmLuMiXiyvX95/VLEyLurAy0TjqeTlcpHmv6GhPjMHY9o02jlpSYY4e36eaxvyZZk8\neaK1DXmdJrtDy5cni0nTESuTj0mzS95B5dfFpNk4tDJdl19uH5Nm46Sx8UDCZB++5S6JwDGob6gn\nOQw28VQTaickcoioSS+Cc9LI9SDGU1XkKgqOLt8eDuPhAplrr702dk2JQXQE2TqG56RR2onIr6OS\ncNJcLILDa6b8hovgzFYZvAxRl1XmPlezO7UtqNg6ctBOqWSvNLkmw9Dx25QrA+cmk11HC1vFyqWj\nLGzrUFXaxS3SsLSot0niCZ/hpzsYsqkq0K/Cjuo0+/yML0eRh7iVDdN61JhmAGWphB/j1tOIi/6p\n08XzuJ4vpLpEOzSixCGmnwNKHIOkO0om2JEcFjaOIMHBYMsq5Sc6StKdNNHnjgb1E+lRkTALJwWD\n6OiaYpD5CQOiZJw0o2s2eiCOYzHCIJTBKYZoVmR4jc5JM8GWlYeRC7Eoqw9THAHt3bOHrt/CITpw\n4ACJ36pMzEA8ahKTRiVVfzflT2hbYUyaYwyWrMeZgFSO+RH2HD0TSlim6Dlp8QmcuphXwQdxLKb8\nVFxbjCRdhz9nLg2MgHp6enRTtDPsEydOpI5RDBv29/dLZdLA3r59e+yaa4yACrFUMl3ysUzFVo0z\nF/2Tvbdly5bYNYou6vzCnpMW1xVP+S7j5eVEMt093SRdsjKpaGBggIZhMSGzMkbxVKJ6EPlHRkYg\nOsaAL49IF8WhDO5v3LjRvLwObKjTQ643sUyl4aQBbl4fueYH4rtTKWBIZSi6bF5dyV61iXRROpbN\nLgIr49KGEmJLZxVnRS2TtkCW7UfBs21Xogx5zIgwXPPbyqRdJgHlm6lg4zR2rXi9CTb+jKlUmrVY\nUzQFLyDR52cUjBJ6lEr50hiKcTIfTy4epYUdKL799Dt/SdsvKI9IlwmZtFOG0+GofHSnQvi30XNf\nHOcl+iyOVCaDXaBYeQ12dXhZE35qrByZn7ONrA2o2KZEStJhE9dnsYNJ+cwz4DGl0nDSXM6KAkoU\nx8JSTv5ZnPNYGYUu05g0q8QT3N/hOWm2emQkafP5ra1xvbY2lBXV9zGPxdFhOHBumnUxaRx/EgdK\n2j9E/DrSjE1dTJppfGKqY1mwYtHF/M1ubqZjJPB6eDtSF3ZxGT0WpSuIEgeoyiWLlVFj2E+f2Z6T\n1iBdBFOHuI6mTZuW2IY6KoYN6+omWb8PtKnf8uXLSDI8HmX8BeekFa6n5yDqxpnNNMlSXiYfW3f5\n5ZcZl0v0/pD6EkgZkxZ87sgvji2cGN+Pn5MW4FL06KhmQk2mDkYYk0bYzSKfOwagsrLS6nNH+HTn\nBkAkJi3M9KkgG8eYj+tTETm7I8ZoTFqaC7sIj+hvQrlIs1xKTpqTsqqwg78NsZ3GIbnUpeBPmrkv\nk/5pgaGNrePxUrBt4nqIysqTm9WHeZlSdtKSqkq7uHn+KEMpmNBFmv8kaclp2LnYgj2NdmWpVG0Y\nXLOzoTm/vLzu+FUyYw+bH+N+ZvWQ6pI4ErJYNaUuiSNhlT7exkHkZEhlNYm5IzpK5Jg0gYMRJnKh\nxsOJ2k9jQ2qbkx1H0NtW+LLggoxJoy7SCLOA7Jy0UsZQJQIxOictuGaBzV43PSfNxdlmOd/Hvr17\nM1mh7qfGpPH6dcTpO3L0qBLDReKXwDF3eU6azgHXnpMWXFNR2uOMt62BzNEjRzJdlfDxQElNqJJx\ncU6aTsYWw1R/tFyFPk9vJrPEE6xMb293ZgvXkydPZrTIz9aG/f19ThwJ0/pt27aVk5HP4XY2LDjg\nwTlpWfQR2jlpycb4li1vcNfd2pAn1Tlp1tkdJbtvPb09cUeQ6mBoFv8DAwMkp0SV5EQpw67dRq+Z\n8JvUQ+RgjIyMWDu6LJk6oWxMmpUDRXAETc9Ji9RD167+BbCTlsbC3Gq3J+AzlXFZD+pKLU3sYtbb\ngSMhxI4osKifSI9OJisbOsZI/bwwF/Wg6LfEcL5LaQ5d9K7gyIQpLI6T14OKEVzLZviJYprc25Cl\nLGyY9Q4Nxal0aUORHA3bLAOo+FGabIeUr0faNpTqgg9EdBV20qKFVTskgS5RVkZyhj6BQ2JSjyQ7\nLlY7hTonRuQoER2MyE4a1Qnl6qcj8k4asV1FZbHZGbvwdtJSJmWMzhjCUGLZzIAyGea6db0sy9Pa\n2mqHR6R5WeAwA3H27NlqXtsnmICU56S5wHXRPywpK7zm5uZMcALiz0mjEkXmQpsPs8abMmUKAHo7\n2Qy/qVOnkmVs+bO04eTJdZlhAcDy5cuNeZOOv0IslZspV8UvazOHj5OQLr/8cvdKFZRGf5Q5DXV1\ntP5ok91xwoQJZJkk/MEZX2lTZWWltSw1cYjonDQdP1U/S2xcZBI9Sag0nDRXr1A1/M7OESPw62KX\npLtALnZ7bOtXnNebQmyj+ESZLlV5eVnqK0aRHpUMdbenFLZPAhmTa0kxCLZKfH6hhYxRPKqjV8fU\n7imHV+24uHvLrqKsdzBk15JiiLonNfNiKQ9xys7YWHvU2MiUSv1MSN4/82OOv07BznpJINYl2P3y\nHX3uOPq3VQINF7tcusQaFrtALJF3gTS7kapdIPJOocge1PYzkKF+zimSdxn3duF87mgjI2msYsWk\nmSbviMXLaGZFacwR1YYqmdG/w5g0FblqPwD79+2zc7iIMvvYmDSLJyd10X74yBH3KwOJjLR/iPh1\npGlb7TlpluNM5pgH4yzRJ5gGMkePHk1/ZccQb8fkXUEuUIhjcbOAU2OY8YvKQek69vFU9O7Z09PF\nTDtRG1Lrp6POzk6yjO0Qp9iQx6PasK/v1Oj1bBzdrVvfJMkkGX+6sawrK4U/P87ENnT5Lsv3gTfe\n2Gysiy+7jZPGxlQJk33YfsomcAxO9Z6Kf76oqx/xc8eBwQGhgyijpNkdw3gqheFdHGY9cl4Sk2ZR\nP5P2e/WVV6Pl1chQHUGWv62tTdu2on6o5TddnwMYZ8yZJjl4cmp3XEr1FZxI3vbVlUiPiiQ2JCex\ncGlb0ZOCUm/T8lL5iYv8WF/M0oYqoowZGwxHY9kphm37ETBEY8ZoB9iguGl0hQxMaIGRTeY+lihO\nTBQjl9HQoO54jqXsh4ENzR3d4o0NzcLL8HGW3mM8bkPXTlraNpTrku+ekLMD8rpYh4/gMAj5tQ1F\ncxhcZHcMyiovEjEWT+BgBHWn7nLxOEY7aQJH0OWOJ88fymjqQaq3oI1UVDo7aSwZzEyURZTzM8xM\nMQIdNhgKbGlMWgqOUnhOWtpPztFr8+bNIz8NhIdRa2Ra588nYdisUNlyzWlpyewlgjImjdo/A72S\ncunOSUuwChayWp+TRmy/WbNm0WxlU2+G+Ji0FE0oPVvJpQntMfjFptniON0zvqKp8xsbpzhcuKqx\nGxsbE9pQn3gi0JvEhjrincf6+smZ2dD3gcsuu5SAwR+VoM9eGegFCuekZVE/1Thz7aRdeeUVBF2i\nhDdyfhGF8UASR4L6eZ1Ul+9jct3kCB81Fb0JdnVNNT3pBdERZGVM4qmsPvPkHIxx48ZJd9LInzsa\ntN91110XlaG2E4E/PGvO5eeOxE9WS9NJk11LIjOWMEzkHGALnYZgRjbhTYAtlXFhcx25sK1OD9Uh\nyqB/StvbIYbTfphmmUoBwxF0/n58pVzs6mUxfaZdJpWM+LrcYynR4VdUjAvdhsXDzjkd48Uay1L9\nEGR3TKJLUDhK2nXZNZ0+MobBThpL1DT4sms6CnbSKLqEWRGLbEMZPjlxiKO+CZSKkwbQX48B8U/y\nJBR+I27zpruYGJK/jc5JM3z9LvyskdHV1tZmFltn0X4imQP799PrIXr9p6F9+/enjsHSocOH1QyW\n7SfiU52TRk6ew5eFwxNileI4I7Zfe3t7Mgxi/1Cdk2ZrQlnTitrMZNeKYkI2volC/Nt3UxkKXoJm\nAgB0d3cBiNtXp0vUrrrh19nZRXrXIyqH6RBP24Zse546dUqr1yU2H5OmIsm0aizDnpPG47l+lIrH\nsnjXKuk0uXnzJqKuZAtVtm6y2CxSDNSoUUS6TvWdkmIIdVns4g0ODsZldC8w+U8XDQYzf8aXKb8I\nz4TOD59nlVnrMoq583288sorxjKxIxd0Y59rV5Oz5vhyUJOZ6Kg0nDTbBSpLrr8jEMmIcNkiuMDI\nMbEsac7uOnmT6wG5cDCCv6k2FLURa0OJTOSuCQZPafQ3R44uiV9H1La1HAPkGEiWDNpbuPpwOZZl\nKzvL18eOfWlhsSgOkYUJnQxlHWXUPaUyvA1dDz+qjKupOI1HKUuBjKgfpoPtC67JyeX4o7ZHiT1K\nJe3kvo/Idbk7zJonaXwbUZfpopucWIPoQNk4j0mcUxbD5jBralkDvogMwSGycYxNnH/qy4KxGZPm\n8snJkSyOxWXShAAjaZp/32BWvCBj0kZl5s2dmzhzn8nO3/wFC2jlTbhCnXPRRZnZ0DgmzcE4E2Il\nfToTxzI50YhBuWbNnJl4hWO0Az1Kupg0l+8QsotJS5bmn9I9TeOpAh4bjICmTm3MbOE6ZYpNKp8j\nuQAAIABJREFUTFqUX0ciG+ooqRPT0FCXmQ19H7j88stSxwhkgpg0mS61HtqYocWkqeMTdU7aVVdd\nGeM31WXzGIjEpEkciSQHGwfyPnxMmjSJ7mAQ46mqqqtiC3hyTJrB545BucJz0pTtlDy74/jx42F9\nmDWh/QKZldetNJYhJ0bxxTFpujLJ+qQJv45KI7sjkKqTFvKzP9PCsH1C8hg2TmUKTlqEl6An0flw\naa4eJeVV8cfKaoqRkD+TzIs6EjhERc+imlEfSTvNv4ro0FGGEjEhxkbmPjuMpM60GTafxKJsQ5ay\nsqGO3D7OzMvqHjt6raAr/Rcucl1yR4KcVY+rYJbZHZM6REbZDwWOqEtHULWTFsiLrgt1cXUxzu7I\nO7qENqdmajSS4duJyK+jkthJSzuhQXiG2VjCUOiSxqSlgB1iUZ6cJiTBPsDGitnqUV0fvbd3714S\nvw0G+5Q6dOgQHUNjV9m4UcWkUTF0Mtpz0hxgsGQ1zizar6O9PXUMlviYtDShgzPMxgKGadeJ2k/+\nAKQmWBFRZ2eXboqWYJuVh6Wuri4HGEqITGzI3+/t7c3Mhr4PbNnyZuwaDUMJEbkfxrE4St6h4pfN\n9a5sy+p6/fXXE+uikCoeSJY4xCarnu/76OvrE16X6hLc0+0CDQ0NkWSo9ePvB2d8ketB5D83fC78\n3JFSXqpDGdxfv349CYNaJpZMYtJc9UMZlYSTBsDutQthy9CKn5cxkafyq2S4HQylCtGrKxvsYEZO\n8hoskNW9FZFhJLG5oYxp0hkhv225lAA+qb0DGVI9bNuVKuNyDJjwU/XbyKTUD0VEHco8fyBDaaZA\nD4XfhIo5faaHkTeUyO4qspmibc49Sz7E9QJJbZhElw02mIWRzTSp1R6T8a0fpS6n6KTTpMHSxLhM\nSUgW80M6RNgXf+4IxB0Go0/WLGLYqLtv1MOsbWSocW8yG8b+NsEmllUUx6bjl5VVql/0SayunRLE\nyemoNJw00WLT4eLR9pw0iuPj/Cw2hS5ZTFrSeLjwGnPdKiaNvW4qM/r33IsuotnQZoXq+1jAxaS5\nTjzBy7RQY9JMiNfHtpkJRpL+OUo8lqvkOU7Hsqz9FDSzqSkbT2mUojFpyT4t0snYxqTxpDJJgGFa\npgDDtusU4qlMEk9EF+zU7jlt2lTp+ySLKU8p09AwJfI7GxuaYCSz4ZQp9VJHglY/fbIW3y9OTJr8\nMS4fOFRs0VgO9CR918rrYmPS0rAhT+w5X6LPGsmfmck+ZQti0ngHivLZX06/QzK+anwUO63PAdmY\nNB0GNWZLYMOq8VWwPczaJnslOSaN4Ajy/EFcHwmDGPemo5Jx0sivXZIu1Axn3kRxKSk5aVJy4ejq\n/haR4Cmh3QmSOBiJV3YWMmkkngh50uR3gaEj6th08bIgixWAiWPO8afSR6TF4xfBarsTfdAYD5U/\n/5uWiIA6jZRK15EtggN5ii4TO6tkbGyoo2LY0PYxJ2oLHdnYhCW3j1LdItvtFE2zbS6Gxz6Wqe3E\n67GcCqWOhFUmQ8UuCdVhsEldT87uSHAwhDImjhLFORU4GGFcn8hpVrWHDxI2yxf+ncYul2KnUETk\n7I4C51RFpeukOXw6h3EsNrMfS4qFnTBWJqWnl+k5aYkST4xeb2trs1t9WD7pDx44kPyprZHJ+T52\nszFpaTmCDB00iUlzNAaMY9IcjDNhTBrnAJP7oaisPB7BVqLELzrHvKOjI/V+yJL6nDRaWnL2ugyL\nvugSL+DcYtgPAfaMr7SHWVfXSSfv0fK/1W3b3d1NdtJ4vFK0YU9PjxMbmmJv2fKGsUzS+rHnpKWd\n+EU1zuzGX5QhL5OPrdu06fXIdRXZ2JAnNh5ItJinZgdUORh9fX00h4F3MAwW/0Nnh2IyKrLJIMnK\nGMVTiTB0Th1X7nNnz0G0kxboV+liyTQxyob1GwoyOoeI6Djyu7ZGcX3UnTSBnVRUGtkdXSzs0pjd\nORnyjktKTpqJnkTZK4nY1tkPU6i3sUySstrIpLX64GRKLvNicC1NDAN+YUwhpU9T+5SJjEJVFkPA\nzQLOLQZFf17GRdY53YNe3KXtHF2qDbM4xiB7G9pP9/QYvbSnF5XMWMbOyxReIqRdD7kuR9kdJYtj\nYfp4orNCTY8fylAwDJ2YxFkqiQ6GdCeN+Nkf1QkNZTQ2rMhVkPhljrxxmXTtKnhZoKLS2EkTke2I\nFpA0RschZYGhxLKxl0gmmN15LFf6FZTzfVx00UV0HAtasHBh+iDMZKarl/alhIgkMsqYNEMdprhZ\n9vss8ZqamjLBCYg/J41CMn7ZdZkNHU65F2y/AIBp06YBSL+dAKC+voHET9XPUpY2bGiI1ytNuvzy\ny4157abEwlxfiKVyM+WqHOAsxnJAV111lXulCnLdH1UL7YkTJ9J0WRi4qqqKVCYhLoHf5IwvFySq\nlylRdpSAfP1XXr9Sz8jwk/Rz7cqe1UfSQ+RXUWk4aaJXOFSZLF9RZYCRE739z2oHQ3Rdo4e6U8Fj\nmBzibVQHWxkqv44s6pE0eU4aO71WO0rFGGcU/bYYrvshQVXaQ6AUTWjedQpMdAyzxBPp7VTo60jZ\ntXpn2NC8rCxfVCYbG1KdNOq4VJXXZf8U63JrQ6kuxeeO0bJafO4IyaeTxE/WrHa5bOLFDIxI3dXh\nZam7QGEiF9Huoq5+hFguET55l8tgt44nk3ZiTWK7oyuj0nTSbGcmCbW1taWedU4a92a7COblGF3S\nmCOqDVUyo3+HMWkqks3uFtiHDh7MxEnbs2dPYgzKp4UHDh6U87LlMC2TQkbaP0T8OhI54AzpYtJK\nYpxZ9JFjx47FMJxnAGVI1WbUhbzoN4+VtpPGxjdF+d0vjlk89poJho5fJNPZeSKUoQ4n6jTZ09MT\nc4goZTV9lALZ2rCnp9uJI2HaR7Zs2czI6J3KJA5GEJMm06UrK4VfNZZFn4ZSsAOZoJ1ef/015jot\nTtbGSSucNxcXDLM7cgWmpj4PFvmnT58WOoJKXUQHY+jsUMxhUJHIwdDxs2UJ46kony/mQP7c8ezZ\nswVHl3dCHcbDBcSek0ZNd0899iA/lmntpNu8HJufO6a8sAv4i5F1zugzNtETL6unl3h2z8RRkjqn\nzHWj+ESeTPpCkrKOlksrkwQjo/5pvAqmYFD4ZeVSUOLdPQMZHiO1DKAGqmyh1RjppvkXyaSxsHMx\nBHRUitOkirKwIY/n8lHjsqw25XXRD4NrLvpIcJ1a3vx1P3adgi15LKfSD6XlksR/We1+CXaB4Asw\nRq9LdYkcDIMdGrIjSOCX3aPsjNnupAl1EctrFNdHbHO2fCb8sj5CkXGdOOQd4aQ5P8PMEMN4IW/g\nrLDYRjFpSerHXLc+J83ySdjS0kJqJ2HSkkC/AnvhokX2ZbWQmTtvXmZOmtNz0gI+iUwMy1E9ZI55\nMM4SHY1hIDNjxoxkqxJTmVHiY9KSV0+eHr9wtpKbBZwaw7weAQ+FP8CgnPHF41G75/Tp00enyWSZ\n+0xk6usbEjuhadgw6RBvbJzC2NBcly32lVdeQZJJMk3qz0lTlzWuV/5yIz/OxDtmbuaRQj2uvvpd\n1rpsnDTn56T58cVx4BjU1taSHSLqDs24ceMSOUTUnSnjM74SOhjV1dWQnZOmdHRtPhn1fdxw/Q0F\nGWKbU7M7hjZUYVA/YyUOhNJx0kyuae6Tzj2yxCDPNNQyBdep2A5tKLSjbT0oMq7qbYvtEEPoPJZg\n/zTKokrBoI4PVxhF7iNSO1rYw9UUM8ZMKHQqTbIGplkmuUxuDNlQzk/Bda3PlQ2zmMJs++GF8ijN\nwoZSXYJFtSgmTcaruxc4GKLr1DKpyEV5qWWykbFxMILsjqZlCnTxu1Yla0NNPZKWSUWl4aTxZPGG\n3yhuRvS6iYChkhFi2JAMj/nb9Jw0LXEybPKOwJ6pnZMmkvF9HD50iGxDYdISDe3mY9J0ZIHBlmv/\ngQMa5uTtB7bNDPiNjmngy8LJCLESjrNUxjKx/Y4fP07GsOmHAanPSdPgCt4HqJpWHi+mxqFUT4ah\nI9uuI8JzjRHQyZPHAaTfTgDQ09PrYDdSX8msbdjT08Vc94U8LrHfeIONSVPzUmO58jIFvug5aW7G\nmX4s+0J+l9Pka6/9xlqXzbKInRNlsVlJzh1jZU6fPp04Xky3Q3Lu3DnS54ABjy1/EJOmI+qB2bzO\ns2fPCu8Z6SJi+/Dx8ssvS8sS4xe0E4VfFRfJErld3wkxaWMm65yGX5oVMYP6KZOWcNedJ00gYJP0\nGMpE7pqsrniyqF/qZ5jJyhqoJPJblasUx7JFH7HaCbVZiRioSmkIZI4RXFPz0xbsPF86jwHxZ428\nXDo2zCW0oX3mRVf8eRlxPbJ6jAPx9lNjuLNhFuMszh/fpUyCTW8n3tHV21BFpodZ2+gNd+Vy8esy\noibJEJXRJv6LHC+mq4fI2STuAkWyO1Lqx8ekGX7uSP4slRgnF/sk1iTujVhvZzFpHR0deOyxx/CD\nH/wA7e3tWmV79+7F448/jqeeeiriXWuJ+kpyVMY0LsVZTFpwzRWGbFbU/C2NOaLWD4jbkCPP85Q7\nG3klmnqYyIz+PWfOHLc2lMgsuvji5BiEJ+fc1lZ9e1i0n0hGdb6Mrr3jAuqx6SQmjddrMpZ5Wcft\nN336dCf90DTpDW9HGxPK5EVYIhOqiGpCm5g0WVczkUk7noqlGTOmKxbgakNSp6r6+jrSo9HmXUFW\nNmQdn6lTg5i0KJ/OhrbYV/3/7L3pjx1HciAe1eyD7OZ9i6QkUjxFSuIh8ZLejL8Y8NfBYAzMeOBv\nM/4b/B8YWGCBXezHhb27hm2NjR9sr3fsHdsY21o9Xs1TZJMim/fZZPNqssm+2Hz1+/BeVldlRURm\nZEVVP1IKfmC/rIiMzMijMioyIvbszpVxIFGMbRrjk4bVpf0qxddZjNZVVEnbu/czYV1xrkwCGZ80\nxGpF+apxgB7A45ZPmtAyxtWLwZzOOSKlUqqE2od/kydNaq1zgY0zd+5c9Lqj1P/LV9GtfTHzrgwZ\nc4lVzPikcYD5RvIEWR4u6OQe9vf3w89//nMAAPj7v/97+NGPfkTijoyMwNDQEPz+7/++N/MENN6c\n5b1ZvGm0os5F1X5izNNo7u7C9ubyw5V1OK6if1L8kudn6MeQQqcMXzkV7Edlll4BD+/rpAVZGxz7\nt6x7dKARDD+Mh3yZceUUDw40lxkuQ/96fPi34xK3cUKmOS9DfSVtNmRIvUpdoDVHtJU0ieIaMk5k\nXUiQjuRvqZUEue5oFAxxkA6hgoFZUDStdVRo9yqiOybh/yV12ZY0x/gZmiJjHiJDaTAV55VKTUta\nb29v8rcrq/iZM2egr68P/vZv/xYGBwe9G5BAiTtvklvJ4ucVNEHIQ2Sp4A52DG9vnzSF04eXT5ri\n6ePO7duFlTSfqJqDV6748zA49m9Bu27cuCFW6kLnp69PmsY68/JJk/TbQYPlSQsKj0/xbsFDzCdN\new2kwJajjHX2Op6LhsqtpNm9Jg+NMP9+ik/an0qylH2HKE3z8OFw8CEYq5ejefbseWEFw3eJ+8pQ\nYxt58uSJigx9eZ8+fUrEo0j/0nnS5P3LXwsNXctFFWC7rhMnjgv6UVxJS/sDaVjSuOiOY2NjOUVQ\nfI3O0cHp6elCCpHXNTrLn0pqfQu5Djg5MTlz/bSAUul73fHQoUO5MpaH3T+XDCNEhuxcD4gyquWT\nlmbU1dXFVjQ8PAwjIyPw4x//GC5fvgyNRsO7EQTzYvTfQxiYHRkrD6mrTPx2B8HXklmTbwBfcd66\n70EEWsvmu778yoYqxkkjWuP34yoDra34+1dpe4FmxD1pRD81vkJ8iTIwGyBtX9nyConuqIHPAauk\nvX79Ovnbxzz3wx/+EAAA1q5dC0+ePGFx01+OLwwMwJORkeT3ocOHIU4pefV6PYNfr9dhbGwsY+25\nNzSU7Ew2PgDA5cHBDP7xEydI/OR363NQ8jtlqbDxAUCEj9YPABBFcO7sWXgxOppp7+27dzOHY7u+\nwYsXM/jH+vuD+/fo0SO4eOkSADTv5F65cgXu379Pjsc3Z87A6IsXmefTqbmD8R999izT3pu3bwPE\nMaxbuxZu3LyZkcfIyAje/pbMX01PZ56/HBuD06dO4fgAMPzgAaRh8PJleJgqs/FPnzwJL8fHM89f\nvXrFynfk6VPSGonhnx8YyODXU1+LqPGLiPFLeNr00vnZku+x/v6Zr5pRBJcuXkx+12q1HP6du3cz\n4/dydJStP261ycCzZ89g4Nw5FL9Wq8G9u3fh+o0byfMLFy7A09R+Y/fneH8/TL16lXk+NjHBjkf6\n2m29XofLV66w+GdOn86On698IW9Fu3XrDty6dTP5PTBwDkZGnpP0R44chdevpzPPX758kRzUsP3w\n/v0HmS//ly5dIvHr9TqcPImvpzim+9OcbjP9N9OTkkfaomOeN38fIuUXx/nIfdev32TxHz16mKl/\namqaxAcAmJycguPH+zPyGxwczLU3tH9Hjhwl+S9YsBDOnTubwb916zbbvydPnmTwp6cbbP/Gxyfg\n5MkTiQ/Q/ftDcPnyVRL/8uWr8ODBjI/6yZMnYHx8gsSv1+swPf06Z2kySsyFC+cz7b1z5w7bv2fP\nRjL4cRyx/Xv5cizzvWxo6C5cu3adxB8cHGxGd23B8eP9MDk5ReLX63WYmprO8Hj0aBhM8I5vv72Q\nae+9e0Ns/0ZHn2Wex3EDDh06jOLXajUYHR2Fs2e/SZ7fuXMbbty4qTI/AQBOnjwFExNTsG/f3gR/\nePgBu19cvXotM95pS6bPfliv15P5OPJsBAYGBpLnt27eglu3byWWo6R/LcsN3b8sPkBTSTh9+nTy\nt8EfGhpKFDGsvstXLmfwTxw/weLX63XomNMBUer9aywuZHtbVp00Ple/jW/8qb45+w0z32K4dvVa\nRh6PHj9i8acmpzLPIQI4ceJETr7GKifpH4c/wy7KtHfg/ADb3hs3bmTwn448ZfFfvXqVWV9jL8fg\nFHOefDD8AC4PXk5+Xx68DA+G6fPkqdOnmvpL6jkHndzD8dbBNI7j5G8AgIGBAejo6IDt27cnZVu2\nbIFr167Bpk2b4OnTp7Bjxw6WcdpRfsf27dBz9CiYY/4XtVpGv7ad6mu1GvTOmwcvWpO2VqvBvH/8\nR2i0FgmG333tGsDx48nv6M6d5NCF4bc6DhBFM7//7M8A4nxghuT30aNZ/FOnePyJiSw+AEAUwccf\nfQTz+vpgLNW/uf/2b2x7u4eGAFoH11qtBtGTJ/L+ffklQBzD8qVLYeGHH4I51m7avBk6nz+HMZu+\nBTs/+QR6FyyA0dTzzs7O5kGX4L9gwYJs/44cAZiaAohjWL9hA7xjaKIIFi9alKkjU18cQ1d3d6as\nb/582L1rF7zG8AFg5YoVsHTrVjCv3S1bt0Ln7dtk//bs3g29fX2Z/nX19MA4I9/5ixbBRKp/PadP\nA7QUQQy/c2IC4Kuv0P5x4xenx++f/5nH/6u/yo73gwc8fovH/gMHIF6+vPk7imDrli2wgRmPde++\nC8tS49fX18eOn70GFi1ZAh/t2AHTGD4ArHnnHWi8+y5Mtn5v37ED5tbryf5h4+/97DPo7umB8dTz\n3t5eeMGMX9//+B8wlRq/7ps3AR49IvHn9PUlSlot1XenfJHf69atg/nzAQCaB99PPvkYfv3ruQCt\nHtr4+/cfgK6uma28ub7mQxyPkfy+/LIXomg6+T083AWXL9Pt+/bbjuTQZQeYoPrzX/9rE8f8PneO\nx//qqyy+4fH5519A+iKHnfh79+5dsHPn6wT//ffXQ622msCPYOXKFZk+dHZ20vMTALq6umH//n1g\n7rysXr0SNm1aClevZttr9Hiqf8eO5fsHAHDgwAFYuJDu3yeffAwHDsz0b926d6FWW0HiL1++NNO/\njo4Otn89PXNbQSGaH0bXrFkNGzeuBGitMBt/48ZNMDk5B6C1Y+7d+xn09MwFaO2oWP87OuZk5s/y\n5X0Qx038jz7aAbXazEeGNWvWQa22jOzfkiWLM/2zcWz+8+b1tQKHNPu3du1aWLWqQfZv06YtMDzc\nmfRv//590NXVDdDaQdD9u7Mz05Y///NeiONpiGOAHTu2Q622OWnv6tXvQK22mOzfokULM2Vz5nTA\nwYOfk/2bP38B7Nq1E6D1xnv33XehqwvgyZPsfPvXf+Xn5507+fqjCGD37j3Q3d0DUTQjr7/5m2b/\nKHkMDPSY4wjUajUYHOxIlDrpfrhw4UL45ONPkt/r16+HF1MvEqXA4NfvNBUxqr7H448hst41URTB\nzl07Ye6DuYkSVKvV4Ndf/TqxhmD1XRm4AqcfnE5+3xm9A/FN/rwVn8u290//6U8hBrq9h48dzvw+\nef8k27+xV2OZ+gGaSsnHH38Mn6/F508MMWzauAlqO2sJ/tKlSzM4Nv7cuXMzZb1ze2HPp3sgvhFn\n5PtX//JXbHtPnzqdae+FRxdYfKME/+AHP5jpXxTB9u3bobaebu+GDRugtqeW4C9evJjtX093T6Zs\n/vz5sGv3LhQfAGDFyhWw9f2tye+tW7bC3Vt3Sfxdu3bB/EfzM8/TSqANrCVt//798OWXX8KXX34J\n+/fvT8qPHDmSyVVgGJ85cwb+7u/+Drq6upzXIzOQ+moNAH7XxMxnnzQNYeOv1+s4vgPQQCAEkDz4\nuyz8JXCiLkrzFvlypfGYv+v1ultWSD+8IkIi7bhr3hTp8lAZMjSDly9n8NUDT1hw3eWTZurEePtC\nesx8eISusxTYvLSC54jXsouHDY6+P3z40LtNCY8CcyQnR+FSxli7eEmmAtU9jgexxMU8fMQ+0ycf\nH7YZBB/Z2u1KWxHKHCcAgNHRvE+apK2SJZ61Trnwi8nw8ePHrtecVz3mbxfNmTP+Pmk2SF+lxmpl\nl9t/U20NWWc+/ELnpxmn48dlPmlYPRJIrBtE8IeQMPhU0Ivx8fHcM0kUQB9I30wDAAjxF5Pgp61D\nEh5Sf6qJiQk8+Erk9knLQARe1wRtq5pkzL2iQdp+fa5AIEi/WXwkgA0HrCVtzZo18LOf/SxX/stf\n/hLF/8lPfuLNOAPSnTqEJpCHOIhFGkpS0rzqKirDEg/aLO+SD/mGJv00KPCE9nhQiq42jzSUtM4K\nR+fE2mqDwumDU8zLVjY5aAYPmLnu3ayG3tRDRBiyXeS7ZwIR4IQVLeXKt0lTptM/uQxdbc3W3zav\nUpXt3uC46refueh92hpCky+vLoqqfFzxoCWuvyVtCgEuuIVUKaDyiEkDaECcPYx7Bb3QCKyhHZlQ\nygNRMKg8aaZ+DsT5xZDx4yBEcaTSNLDtkowrIicO2ieZtQVeke18yiBvbnThc0C1q1aridrEPjM7\nLIGP9kdThqny9NU6MUj7Hsewds2a4vU4aKI4hq1bt2YLlXnYb6kNGzZUJkPRfC+4znK8pPNQKNuQ\ndUbyZ2iWL1uWL9SeIymwrzyVybpWy+dJc/PAXyq6PGTl6Wcu+XHPpEtg1apVri1aBBzN/PkLc2Vl\n9a9KGS5btixIhqFzZM+ePYV4SPo3cz0LXzdVrWU92TZ96/bu3VuoLunasK+5ZevK5+WicJNn5IeQ\n5hU+jbo46OhAjtusHlisf7VazW0Zw3gIA6zMmzcvsaSJ6kKUSh/Lm33mEPdPKEPfdnnzEC6E9lDS\nAGSfaUJpQnhQ9GW0iaMP+XTlAozG7O4KlgoRDWfFcwEnQ1/es83DlnkITVmfNwvMBee1V7t+7LdP\nm4Q8xO0qa79AID9MvLypqRO6/Hzwsd8+PKRQ9lQo8qqRLz9ZeHWKh/a4YjTa+BxN8a3Y3cHZfZXG\nuXLftobQFHuVxtZv99++bSoCtrVnpl68HAPOgoFZlNi6bHyX5Q2p14dGjI9YgZxtinB5evMgxkBa\nV8j4SWmk42raqD5OguuO7aGkUbui0tsryI8F4cFdPyvdJ83gA+FzJGgryR/h7eOTlrsalq5LwDuK\nY7h3966eDBmaS3YuPykPIc2169dZ/CAZGpzU31E8y3nSmHnrVb+jXUH+pXGcV8ocfX/06FH58zAF\n2WhupYrQ6cdC88gf4KQ89JdyU/GR+VPZ9bte3Fma4eH7Qd+ypDIEABgdHS0kQ78lXr0MHz9+FChD\nuaILUEWetJl2pSMplr0GuHWmwztO6kpHOC1DhjZkfNIsRcJcUcy2Nfw64PjEeE5JEyeadnRw+vW0\niEbKw+5fOmKiL01IMuvxsXFIrjtK6rLxHS+hdPTINI32dc40JFFDHf1Ii0Q6ri5gfdIqA+oQLKEp\nZ+ctlwezI6dDgHu3VypDm8bnbwyoQ7CAdxy1llI1J7vsUgzlwYFdn4c8pIqEXa+XYi4ZVyCURw4q\nGr+yecymT1quLQFL30/pCscPaVd5UyHOlfnycAUawWlmeAiXk3icpDyk4zpDMzsyrELRbT6bQfBR\nKkMUDNtiFgJaRyGuXMKbHye6Qg0lbaauPKEpK+IDZX4n/m2IIsjWJbQaSWmwZN0h4FRKMuMk96ci\n/fo8/OEy9fgE9bB5C2l8ko5zlkIMcoqrc50pJrOuDJDdIShoAgG1Wk1+6KJ4EDSJr0zRU4kpxw75\nrTLSJ02jf1Z5rVar9KC95p135DK0wYNm67Zt4W1t0UgiQn6wcWNlMmR90gLmCPexwOmTpqwAq60z\nB82yZctyPMqMAGr7A5XZPePHMjs8/A92vu0y/Hzxix6CV69ejZaXsU3On78AUYh0D8chMvQp49q1\nYsVy8vAvqce3vZ999mkK3ycCqH/9hsZA1idNZ45QwK1l2+pYZH7GMbTSUJhyfRnakPYHoixpoqAQ\nTNCLnrk9hSxKXlEGOyKREgMgUxxtOdVqtSDLmBS/t7c38UkrMh6++HaKAXF0RwF+IkNJP4RWWBe0\nryUt8IDK4YstU0V3WNfBDoP0rlhEWSnSvypOHxyPVHnsI0NK0Q3h7YMPgR8RqpShBj5o4jO7AAAg\nAElEQVQGbdDvSqxcFk0pEUA9q9I+2DVp9A5wvjQ+FpcqloCkfo5HOy5xgyPBl9JIFSuO5m2XYdH5\n2aQJiwDaLI8z5UWUtCpkiLeLvkYnVqysDprfOauVY1JLQ9e7+uGNL73OKVWUAhSMCCKAGJFJq9y3\nrhCF0itlgETRJeaIiIdHPyTQHpY0CkJXtQWujN5vCg+WV4isMBqzI9u8tOp34N+7d0/OJwAuXbpU\nPpPUwr167RqPqyhf0VwsyLfKeV8lv8ePH1fCx4DtkyYBCp+yuJB5FnW2W5ZHWVAlv/v37wMALV8K\n6HGiaUZHX+TKtOaHDVXK8NGjh24kRTh58qQ3btGteCY/Ff2KLVJ/GqpYywaOHTumXykD2vORO5xP\nTE4UrstloWnEjVyZNEqk5IBf1XoeGxsLppVc+zOykvRLLF/EJ02jniLQHkoa/vlo9q0IBT8fub6+\ns8EiZql/URzPiqXClKEyCZUhw7twLq/A/pXKIwDfK01DmZ/ZiX67rhaWPX5B16NLtKRJ8Js0PteR\ndL6y+9K0I4+wbXImmEL5Mixm8WziO6wCsyBDU1aVRTf9Sb/Ko0I1awCXoSbvKuYIWRdh7Smadyyh\niZGreiFWLo8Oiq/3SaxAhJVLO5m1Dcl42DIRWq2C+ycY8xBrnSln22X3W4DvgvZR0gq+nblrcUF+\nLFi7GBqUh6mDqZ8MFsHwLssnLU7xNu2q2iftnQCfNHHAjTiGbbZPGgdYXR6H/HS7Nm7aVJki6OuT\nVigCaAtQn7SCJwOuXVX5pC1dulS0lnOBfjxo0vDd8UnjeIRF7ouicJ+0kCXwzjvvgMkdVfYBvK+v\nT/hKyR/YXWDaVa4Ms+1auXJFSoZlK7oAe/d+JsDHlB5/RbeZn2qGRzXrLC9DbSXtwIH9wXX5yNCG\njO8RcpgXRwdEDvOmru6e7kIKg4+vE0SQp1FUBG38JE+aVIkR+vX19fUBlszaKypiCnz7Z88Ldb+3\nyJKh1HfwO+WTxkBha0/I29mUafFw9Vv6tpX2z5efjxIjHD9UVlR5RQqiOg8LX+xb53tCDcX3AWqc\nOPx00s43efw017IQQpayhDUyPZ34RUWI8c3jyzpazWsgsg7BuJUyZPmFbOscYAd2F1QhQ7staWuk\njVP2UjZlfFvd452nkf2NQeirFMPXlG3RDy6+MsTrYnzSBEqBjc/R+FrGqHoxwCxNLL6tELnmAXH4\nl0Y/lPJIlGakf+LojgJlKKERjrkTH/F740A8rvF3yJLme+VJK0+aOo/AXdEnT5pP/8gw/ym6er3u\nDt6heAi+f+9eJYfji2mftAqUtCtXr1amSFB3ttHxdoFDSXPmSQvVMFzrzBMfbZMHzZPHj1XmoW/g\nIC5Pmnb3qshhpsuDnqeGJp3ji4PQ10Aa7t8fYrZod1vT4OL/4sXLwjLE+oDRFMuTxuMbPAMPHz6s\nTIZxDHDixHERvs/WSNG48qS5oPg6awYa0T6OHDt2NIfP1xXnyiTA5UlL/hYoBTa++R1DDJOTk/Ig\nHbaC6OCNBaXQtNahedKUrwNCnJfh2MuxIEU36DonCPOkSS1pITJExskFEkta+yhpknLqmSZ+AI04\nkiOBH1mKkg9v1f5p8A6hUeTtVCoVeIjfeFXJUAs/lEaAT46TsB/i8Q5pl/b4CSCkGvlU4A/HOjxk\n+No8pPVzNO3YPy0eUght05siw5BtUot3CI22bLXqCgEqTxqXP823nqQu5BDuOphLeIfQiPtHXOcU\nt0nYb1MurivOW5RCx09CI5WhOg/h4mgPJQ1A/nnMRZ8C1EfHV5P1/AyW8ND4bOb4m/Q5kvLG6M2O\n3KL38knD+ElpWvioT5pPu7nfCGz78MPSeaRxNm7ezONisgoxCwAzPzB8nzXG0DjXlrJs1daZA5bY\nPmkBPFAfNQJcPmkcSH250r5HM/jy8Pgc4DzcdPl+uOdnFOH8fHiEvAbWrHkHALBxchzSiCXOyb23\nt49bfs62mnb50JQtwzSsWrWCqEt+uvfhv2/fXm986fqzadI+aSFbbvG1PIOvuRUfPHgguK6QOWLn\nw0L/FlgwqKt6AADd3XmfNLauWGahodpeRY4vZ5sE/cZw5vfNx+vy4U2MKwZm/MjzDUMj5WHA+PW5\noKhFl4M3W0mTWiqsXaOMyHZFo86lg3dIeYvfBhQN0q5SPv8RvEVX8jgZSnlzIJ2fRcevCh6Bc0R0\n9VW6Zjxp0jzKyGFWSYRTz6r8WGcRypg6NrhpZiMX2+xtk+X0782XITc/3+JtMrB/4cFz3LxNvjW6\nD1R5FTIk6yKuxRW9ygYwo/iIg3TYvD18o0ICa6j4i3E8pP3GZBgF+qRJrzsy4+dLUyQCKNsP6dzx\nUPwMtIeSRu28EhpmF8D8xTQi27l4FHrjMIdjMk9EyK5IyblVXq/XgxQlFw16CAaA+0NDlby1v714\n0Rs/NMx/Gq5cuSJXBH0AkRWbR0SiAAPg6yYFhX3ShLJF15mph+Nhg6NdT548KfyxQHIyseUoXcqS\n5Yf5sbhA2r0ZHrEXfgiPNE1Z/lQYzdDQvYRGMg0xfBeMjb3MyZCDIq/SMn3S7DYMDw+jMixL0ZX4\npEnbZNMYnzSqLg4ohZYCbi2HbJP0cSSCo0eP5Mp96wpR0mbyzeGH4JAw+FTQi6mpKZHCYNfle+gW\nWY6svvjg2/5UACDz2RL6XwEAvHzxEqqI7mgg55PmXMypPz3GKY3TXMseco9k4/rGWdKCD8FFd3dp\nuxQVR7JNhJJWinVI7/Nf0MkAPQSXfMhPeEvxQw7gCv3grFbiQCCac6Qs/Dbh8eZZ0uSsqxgmip8m\nj3w/aEZSyxTNY+bv0Lb60kjxi8vQZXHRs+5pKBIuaNYn+1iAtdXFA5PhbG+HZY1TGTIk6yIUCXFg\nDaCtJNgzsfXEYaEByCt2YkuTq022EhpgravMkibENziZ38Ixl1rFgnj4jOubpqQFHYIFu0ZwnjSD\nJ+Fh05awK2J3cslIjRx47O6hedK8IkJmOtDksXrVKrRcwtuHZvuOHRn8sqNXbtq8OUiGIW9C1icN\nwWfBsW5sXirKDdZWm5/G6YOBJYsX5/FLVNK086SZcoqX1uGRgipysaVpZnxzeP+rJr7/gR1r15o1\na4IPrsJpCPPm5X3SXG21QS5DH3yZ0mO3e9WqlaoydF3jK+qTJpkjRXzSpGuAW2ch/eB42z5pSscz\nEsx8LPW6Y4umq6tLpkDFSKRGx+HfhrKv6vnk+NLIk7Zg/gLALGmmfg6kMoxAmCctRHGMEBlKFF2f\nK6OuTSgF7aGkURD66eW7CCGywmjM7l5W/Zr47Q6ChThr8q2C7/cgAmnSV2o4vuvLr2zQkpfUT+j7\nJVsulP8qla3vkDZ9P955CIlaWDqIx1VGIFEGZgMkFiVp3wHk48pFryyTLwftoaQpWCo4/GB/MYNX\nJo8AS5pvnrTgwCip8sQnrcgnOAHv+/fvV/L5/cK338781DZVIDSXQ3zSpHJv4ZM+aUU/ESM0mE9a\n0eA56uvM4Fi/ufXx9OnTsP3C5un5YsnnSbMtFfxBXjJ1QnKYGZzsb/paXGieNIynz/SZDZ80ne2e\nt/yNjY1VZo2s1iftgaK1xx29skieNOkcyeZJs6+G+lh6s2Wha1k+TnjQEtMu2yeNgxAZ2uDlkyax\nYBABG+I4hqlXU4UCaBSx4rHtlV6jS/UvyfElkImUBwDAixcvwq87WuPHgeGd8UmDiFV0Q6xcaTA+\naapzQXjdsdMbs0ygDsESmsADLVs/Qq8d2c5bSaPaxPF2gWR3l9STrkvIuwpfIPHV0ND+SfGVZKiG\nr8CjskToDGA+ry7FvL180nQPdjgPV5vkUeeqEKHOEnAcDojx0DoES2jaV4ZhbapqjqRPcuVsk/g4\nNesK512kvWGyzSKY9VHFq4asi1EkSo3uKPEXC/V1kihQQsUxXY8vTVB0R8KvTxw4pAxFV0GBKmUu\nCPSd9rakSWiYXSDIJ80+yAN/sAvlEfL2EuVJkyqu1t+JTxpXRcj4EfxWrVwplyFWr4Mm45NG1ZN+\nVvDNuXnLFho3XaeEh03TUojYPCKSkzkQY5uCHK+iHxdMu0peyy6axYsWVaqk5Xz7BCLE8LmhpfxY\nOKAPcDQPu95yDqjNw7Ht0+fLw2ebsmnWrl2b8JDWJYncBwDQ2zsvYJxsni6a4jKUWnpXr15VoaIL\nsH//Pm98gyPBT9MYn7QQcGy3OeDWctgaz5alP0h8/vnBTF1lK2mJTxqhSMRxDOnzdHB0x1juk2b4\nUfXagPkhiXOxeVia0mByfDmveWbGSW5JW7BgwYyPoK2sKCqIpn12/jzJmEvxffKk5aJwCsfVBW2r\npIm/wCsqdVSb1HcmakeOYx1rjymXtreCQ7DNIxnvN2WclOdbbrwD2lVKBFCDJ2mTTduu46d5Uiuo\npNlVSappVxFWxyMW4mfrN+USmjdtq9KWYbb+cEtv2R8LMP5SpTJkmzT1zOYc0eRdlQzRuixFonnD\nDYnIGOUVFbse0pImtQJhCoZQuXHRAFgKho/iiPEQ9MOUSfAL5UkrauWSKtM+4xRiSbNlKJwLHLSH\nkkZB6Kq2gM0bpQRV8GB5hciKokmVJ7w062fwHwwPy/kEwIXz58tnklqIg5cv87iK8mV90pT5Vjnv\nq+Q3MjJSCR8Dtk+aBKT4lAyVtluWR1lQJb+7d+8CgN44cfWMjY0j+P4veB8eBqqU4YMH9yvjBQDQ\n39/vjVt0XGd8qfS2XAqqHLMjR464kRRBu2+c8vHq1StZXcgh3JnMuiGn8eFLgU+OLw0YHR0NppW0\nz8hKMi/EwUbItSwcJ8VF3h5KWgWfGCvxMQnhkWtohO/uAXUFW1ZmUVZlh3DneIt4REJLr7RNIe0q\na34W5cEB1W8JTUXzU923zp91202dcB7+X999eRTBd5Vj7TKWnNmRoTtIRtFpGLrlhuBXJcP06Usq\nw6KvcZ265FYr7Xx2ZcqQA61k1qg1q/Ub83tj28T4yZF9EFrSNPzFTFtJmhBrFmGtK+qnV4lfX0j/\nhGPrM64SaB8lzQbFU4bxYykzWASVv8kZYZHbFYn2oj5Hmie1VHlonrRQ3istnzTntVdDK+Rt50mT\n9k+qAG/ZurUyGUp80kS57JA2OX3SSlhnVXxwsX3SnONt6sR4e4ArTxoHdPdwwqYfS7kBKXBfmXIU\njCiS5viy6WXX9datW6d+CKZg7ty8T1pZ20ioDEPa9M47q4OVmJD+HTiwP5iHH352TyyipEnmpztP\nWpwrl/GeqeuLLz4PritEScvkSUOurIX4QNlgDvlz5swpft3RoSx0RNnjdlAyawG+V44vTMFw4Nuw\ncOHCmboK+On59i/nk1aiopv2i2TbZSu6QmWTg/ZR0rDdQUJTxZtFSCOOIGfzkO5yoSccyd8YaIwf\nV15Ehj68fdqaY+zBQ4KPtSOEJnS8MYgJPzkHjcY6cymPlUTnLJsHA0UPOLbfjg3YAc6Nn2/jbItw\ntnlIE2NLl5ONU8VWXKXM2zF6pcHJ4vNC5GRe/vjlZYjVVVRJK3OOuMA3mbWzHsanqYj/l2/4eK4t\nORpEwZDgp3mz7dLw2YrDLGlYPRwU9kkTjivG00XjNU4+G38L2ltJEypE1MFOLYeZKfflweCbZ2Sw\nCEaR8MqTlq6L4Y/JMB3EwitPmuKb8+GDB+JxCgm4cf7ChfC2etDYyuOlwcHKZCjKk8aBR5uwPGlF\n1xn3cUM9HyEBz0ZGRGs5KPBLCvJ50vyrkXYvNIdZUR6mHppHPnKfm6bJIzTHlx9Ntl13794GE5Zc\nVo+c9/j4RNvLMKTf9+8PwUxod39FN3Sb7O8/livz5SHdJtN50mz68tZZXoaa8zOOAQ4fPhRcl4+i\na0MVedIMzfT0tNgylqnHcfiP4zjnkya1uHjhW+dEF42pF/vbhwcAwOjz0RlFV3J10mqXl1UsyudJ\nU01jYMk8kaHEWufCf2MtaZJyAFwhc+0aRfFDaULwK2gvKcPZkpUmbymU0D/70C6+WhjSLk0e7dim\ninio7C+B8JaIsJKlrLXlhtTzNstQs01cPe0pQ/wAFbJNVjE/q3iNa8gwdIuUBMtwhpsnytFAIMKr\nk6G8JTRB1zml/eCUGOKZtBwAV/jaUYZcuas+DWgPJQ1A/nnMpmG+AFD+YkFtqpIH8bfIJ03CH/kE\nZ3zS1P3CCN4rsDxpLgjo946PPiqdRxq2btvGI4SMn03T+pvySSNznnHj5GgTyks6fi6eEn6+dTpo\nFmJ50pR5pIHLk6Zg8GR5ufCpdnDtovKkuUCaR8zgYPw4/BAeBt59dx0AkMuPBOk4AQD09MwVWWKa\nOHkZ+lzXC5VhyBJfs2a1s14f3r40tk8aB81xmpGhdFyL+KRh/MLWcpSrq6hsa7Uv3BUQtK7r1xhk\nfI8Ia4/oumMMOQuG+T1nzhy0nK5KZqHBeADwh3+AfJ8k1wF9cnzZNF5X+yycRYsW4VdGhXX55hej\n5gVHk2LI40PeJ02cKsHn2qZg02wPJS3k7WVbKnzs78L6Q9ok2pE5Hpp1UfgGx8FbHCXS5uFDU1W/\nOd4l8vCSoQ0l9EOSoD2o3wYnFN+HRmP8THmZPCKPjxsKrA2O/VvePfrFMYsiFLWrrG0Sww+RIVWX\nb3vD+icLjBKipLmsKrLXXPvJkOJN4ZvfVaxlmyadgHp2jyPyvQ+vq8TrjhHhTxUpX3GzlYUQHj6K\nI+YvJgg2opmLTT2oBzJ+ph5fmiIRQEkahbnAQXsoaQBhO5MNBD7lx6IZUrter6tFnXMldSZ9jko4\nfXj7pFF1cTRI/x4OD8tODCGH4ziGgXSetLJOwSm4dOlSZcqmt0+ai4cHflGfNGnglyrWMgDA82fP\nCq9lr4iQLSjmk0YfgileeR7ug7wNch7lKRi+/lQGx/7NL4Hswzt37hAHV5kylC6nYGJislQlNE1T\nrk9aFmFoaEhNhj78jx07KmyvzYNul42f9knTVJQw4NZZCG+qPI4BDh1K+QIpzxEMEp80QpEQh4/H\nFKWWIjH9Wu6TJsVvNBp53hIFw9U/xCet9YCmkSpKiAyfP38ODWjIldAAv74ILJ+0AEVXgl+v10uZ\nCxJLWqc3ZplA7UwSmpBdI6RNDh5Fo87FoTuswRG0NxfogKuLA63xA8gHYCjjcBxby7TMk48vvsHB\n6vGlCZ0jFFS0LkMCv6R5lGGlRD+4cBAyRxiQD6v9wuPxKYVBgi9VHtthmel8p5g5sJe5/DCc0Gko\noala5lXMkfRJtYRXKStz2fjhH1x4GpwHrgDTlXGyLbqWC2yFrCIhORw320ErEoWiOzoGiVIQJTQh\n0R2lQSxC86Q14gZarmnlwsCLJjMP3RtukCUtKjZOHLSHJa3kt7PJk0buZAptInmEvnGQuoy1QCVP\nmifvsvKkUYfgFcuXV/LW/viTT8Lb6sPD4LRg67ZtYf3ggJAhmSdNYY7YUVRnI08aSqM8RxYuWFB+\nmP8UuPKkabKm/MW0eTRpsodjDoq8BorlSZNtk++++y6qYBh8Ld4AAN3dc3MyLEvRrTJP2tq176Cv\nOYMvqctNE8Hnnx8QtdcGyRwpnicti+C3zvA+aM7PH/yghpZTdVH1+IJ6njTqOmAcQ0dHR+6Z2Hri\nUOpyfm8eCpGtYEiUnrLypNlyWrx4cVNJK3qd01NBFOVJC7FyASJDbUX3jVPSKAj99PJdBKmsuDeO\nRv0h8LaNt8dXmwQC+i72d9Ia27dtnNoMvh/WNwOqGCetMfl+bP1Bb1zzaRpC6tds03cZQqIWauGT\n9TgUu6L4kmt1RSBUHmW3T2tcZ2t+ALSJkqaWkJjAJ3OYmXp86jc8CFDP32Q9S1/pwnyOxDL05F0k\nT1pIQuKHDx/698HVD4bm3MCACL/olbyLgXnSQmTI+qTZEDpHWlBGnjSyrWl+GuuMgefPn+fxtedh\nCrTzpJlyipfmVsXx8MUP4ZGmyfpT0WMr9d/D2nTnzu0CVpI8bw4mJye922p42CCXoetaXPFrrEND\n9yqTYRwDHD2a9Ulz4ReZI02fNP3gHRho+6RxvN94nzTMktaied14jfLgALvuSB7yIYbGa6FPWlzM\nXyzxp5JamoQyfPbsWVBQD8Mvw9ujfyKftILXOb1lKLHoxm9oMuuih+CQHUji2O/NQ4rvqaSpKxLK\nvMWyJWSlFXxFOnfEgSewPrieueZaFfNTa45QTZil8WsLHjaEnExA5xBcxiEq5HBctgjzPHwCT2QR\n5Esg7ABucPK8OYWoPad60SuYprwKGba4FWqv7qvUf7xD2hv6Gjc4Pry11z5fV3nRHU394mtxMX5l\njczlhRzMvRJHF/QXM7x9abyuKNr9aMkq5LqjBCh/OE6XDrnOaYPzmqk9PwM+FnDQNkqac9W7aJhd\nAM1h5qCRWqaq8EkzdZE+R9LdnTt1tf5OfNJcID3BEfyWL1tWyakk7ZMWlGJASLPtww/13pAUTQuf\nnB8UDwqofqcA80kr05eL9S/lAOHBKeYL588vfx6mIJ8nzT5U8n2UDCvmxyI9dJk2Uu2ieJS1zKr0\nSXvvvfcS/OKHYJ6gp6dHYZz8aKr1SVsTpEhwSjNH8/nnB715GBz7t++r1PikYc9c4y09CnFrWS5b\n3MrcaEQQRdn3ivYcwSDjk4YoElIlBgBwnzSIoSPqyCtpAksaVncaYoihszMbp88rpL6lYLD4loC9\n/KkIBZhtk69PmlBp9h0/O0+aZMyl+EaGHIjHiVCmKWhfJa2KN4Xj7YxZpkQWF00lzeBL6uJAqiCG\n1uVL46GckvXY4KBBFfCSlbRKZajFg5pTAh52oJHCbcJoAsZbrJiXrKTxrMsJSy6bnrJrgli9ZSpp\nZfFo121Sl0d+bOVtYg6oQhm+XXMkgqoCv+R5h8zPLKOmkla+zPl20Za0TGANYZCMZrsC86RRVycJ\n/qSlydXeggqU1PqmHt1RU0HExk+qCAZYW6UWQem4uqB9lLQSaRJ/MUk9wnKSh1TBMOVMXajPEVEX\neUD25D2Ta8NxCJbwoJ7FMTx+9Kh4PR40Z8+eLZ1H+i118eLFcnhYEMVCn7SC5ahPmm89AbzV1xkB\no6OjpfNIg+2TViZrzF/sTeTRfBYl/IrwkODfunXLtUUTdeEvZo5mcnJKyENWnoYqZXjv3l1Shnxd\nchnGMcCRI0dE+EXKE1+qoDkiK+fWmRZvk97L3usDXu8iSPuk5epq/cPKyTZRVxEhn8MMIH/49nnG\n8ZienvbGJ/kK+ueV4wt5JsUfGRmBBuTlh7XJfpaLqOnRv9w8LFmGUpoQfA7aQ0kDQD/VOKPXST4T\nETwk+GxesdA2adVlf7py0XD4IZ/BFD6zJ+Nd9rjOAg/XsiSv13KAjZME39Bw41R0XH2ggvFD/TWV\neQT1A4GQQ3DZVq4mTmz9dret6qXsA8WnZ1MOYcsvL0PBt56qtmIRFB2jdtvuQ7Ziqp4QZUVz/IrL\nNg6Wh+5RKGMyS/0Z4TgIcLnKMJ80ti7MauVQiKT4ANk+SYOZYL9d4GPhofqBWfGcdUUFx09IE5Rr\nTjhOph4JPgftoaQhu4DmdSQytxLHQ4iv7ZPGJXUm86TZRaH9Sz3zzZOmlZB4mYZPmilnaCR50oLe\nUhbNh9u3VyZDtTxpGFj4aJ40G58DoWzVfT8JWDCLPmlaujfHq2wRVuuTFov8qWxo0uACw9r0/vvv\no8/K6F9XVzfCgx7ckNecwSnik5auy6dN69attV81At5yRTfvk8YvKpkMs9dFi+ZJc7UlDdw605yf\n6fkxU+4vQ+lrBiDlk2YRZgKH2JYYhgl7lS0SKgzCa3FxHENXV1e+H4rXAZvdmMFP+/Sx/chqveLr\njkuWLCGvQYpzzXng5/KkCcZcqug217JyvjfhQmgfJc0GRSUNAHRD1HOgtStih13NE4CnklYKb4ym\nHXgLeTh9rYq0KYRGOj8dNGWnxkDx25iHegRQf9ZviwhVD8cUvbwftM9f+22TvH+iqdOXh8arl6uL\nwk8rdu0mw7BXKa446vWPXjf0q1QnSizukyaTYYiSluFnH+YB8SMTBtZIaGK5QiS1uMyWv5hpK0kT\n60Q/pJJZc4D6cgX4w6n7vSHzqAxl0xfaR0mjdnFfGmYXMH4saiHqGR6ig52pk+JB9I/0OZK+vTiZ\nt/5O8qRxoDF+LXjy6FGm3Bl4AuPl8TY6e+6crK12kfCNd+Hbb1UVKJSmhU/OD4oHBdSaSUEpedIc\n66yKMP8vRkdz87CU8WuBLceiBxxuWJt+LPkDHAdSEeL5m+SHY1PuosnmSZPxkL4Gbt266dqiSZBu\nk69evVIZJx4/+16pQtG9e/dOpYrukSOHvfENjoRHGr+ZJw1/FjZ+NGMqT9pMXXGmvIiSls1PpfsR\nCAM2T1qct6QFRXdM0RS+WsgcvDGfNOnVOyl+cx6Wnydt5OkIHTjEpawIFESDI8mTZmhE+JElQ58r\noMKPBW/FdUf1XUDj7WzKPXm4DnaspYLaeT15Z+qS4lf15sR4YHWFypDhnXlaZf/K5GHKJPgcTVX9\ntsGlmNvKYwmyrSQCqGdV4Ydm5tCgdIBrtyVQzWsgbm1V1UfuM2USfI5Gq03hrxoda497iylvnFz4\n5fcPl6Hm2tBZl/4H02xduCKhErnPXJ0MsIbY4LruiOK72msrGIH940DsF0bwEFsKiXEN4U3ShMyR\nov0QKsYuaA8ljYKAAw4GbN4oJaiCB8tLKisCP4rjzAE54RUyFgFtWrpsmZxPAOzcubN8JqnNYfv2\n7TyuonxZnzQNwOZHRVAVv7758yvhY8D2SZMAd3h08fLBD4G3dV4AAKxfvx4Ayh8nAIDOzq5cWVlb\ncZUyXLduXWW8AAC++OILb9yi4zrjS1XKlovy8sUvwvtNX9PSqHpsXYSAOR7dXd2F2yTB98nxpQFL\nli4Jl62geYaHZF6IE2Zb+JRfZJXQHkqawpdu9XxMWp8YObAtAoYHVlcFn/8Sy7/krPQAACAASURB\nVF8FlgqyfwH9FgfcMDihbfWg4QK/aPHQmiNsCgVqfpbYprbIYSbkkRtvHx4MVGNdKJ+HzAokz8WG\nDRMHIdukDcYqMBsylFpVDE2ZbXLRuGTYftbIvAw54NpU3VaVl6He/MTlobkuOcCuOyZ/CwM2eF93\n9Ln2J7DqBPmLSa1Ajv750ARZmggaceCQguOnwoPqn8R3MMCiy8Ebq6QlOB74ZG4lRSWN8kkL3pGZ\nusg8aUUPicjubnzS1IMmEP178vixzqnLQfNNOk9aBafg899+Kws0EtKuFj7lkyZO6uzRb5RXiacS\ndC2H8DDlBLx88UKnH55g56gq82BH+bFoijCcRxbBd/mX5ZOGteHmzRvBB3Csbo7m1atpFRn6RK9M\ny9AFRWV4587tYEUCq9tFc/jwIRF+qAwBsj5p0jlicPK8cVxs/80qwP68qbUR5pOG+7xKjiMz+ebo\nZNZinyZEsWrE+Rxf2gpDHMfwaupVYR4c2AqGb46vor54T588DU5mncP3UG7y+fpkCpEkkIqXX589\nP10yjEE0ru2tpHH4No722zn8k5ZOm8re3Sl85G9nfjjqzemiQfhVERQC4oqsXD5ldp1FaDzmiChf\nWKACXPq8rWiOaPBwBr0hQEOEHBDLj8XHeFYzTHTjyp5utt9ZE38mSEaeNy9Igd6O0kjHtUnDHTCK\nLw0XjctCKpFh+FY8gxA2R/igN56v0sDxk9FwefykrywAKrqjXNHleHBAKRJSKwlA/nBslLSg3FgI\njW8fXPgYTVBaAIiA1RcIBdgX37SrAXh0R00rFwbiwCE+QUAE4wqAjJMQ3wVOJe3+/fvwl3/5l/Cr\nX/0KhoaGnBWOj4/Dn/zJn8C9e/e8GwEAcgVKUF5VnjQtBSNyKGnknVxBe9HrWaZNKd5ePmmKh+Cl\nS5aUfziOY9i1a5c/D4Nj/xbQbP/oo8pkqJYnzQMfzZMmGD9p4BcqT5q2lbKvt7fw6corImQLXHnS\nNKcnnlvJJ9BIUR4hS8AvImRoji8XDYa/YcN64juabmh3AIA5czqVFF03frkyzD587711ajI05RzN\nD35g5/iS8ZDMkaJ50rTWmRZvo6Tl86RJ63Knj0hD2h+ItKRJFQxbiWkd8iU5zwAIhShirjvGMfR0\n92TxhQqRNNy8V46vkOuAVr+XLV1WSXRH0z9RnrRYZim022RkKFJ0mXmA4bvAqaT19/fDz3/+c/jp\nT38Kx44dc1b41Vdfwe/93u95N4CFkM8u31WQyop742DPgj6BfcfHT/C1pBL5Sj96aPH9HkQgHw58\nnn0/rO0FIcvv+624engbXqWa4/22zB3qcI5ddwytq8xAIADAHv4xqCJwCIC8XQak1zmloDUeZY8r\nB04lrbe3N/m7uzsfnSYNT58+hd7eXpg7d66sFQGfriRO+qi/mHKb0FxsAZ+b0sE7qM9gKj5pLvzW\nsyRPmvYnYqJ/T5480ZMhQ3Pmm28K8ZDSXLhwQZ0HarkFJo+e0hxJW6008qQVXcviQCMe7Rp7+bLc\nT+AWFPdJyyJwNJTvkWb3qsjFlqapMk/ajRs30C3a4GvxBgCYnn5dqgzT+FXKMO2TVvYyi+MIDh2S\n5fiyQdI/45MW1j9Z8BzM9zPdh7yVkp5AnGzTa8yvH4W2QwCw8qQhFiXUEiP1IzOWGIss6NofQxND\nDFNTU1l8D6sORDJ81J/K1Y8Aa1Yanjx5ggfccLXX5u3Zv8w81PZ7s/pn8qSpJ7MW6CJOJS3NrKsr\nHw44DfV6PSxsqraCIaBpt8h23O5eWfRKrX4wQF0NrconTcIjNBdb5idSxrbJ8HCBVFYYvWCOVBJ5\nkWprGso+HdvKYxWnEqKqMkRY3TKLhfghPMLxXTQ4vsmT1p4ytKGiV6mIhymvQtE1ONjfGjxo/NDg\nHdbBMnANaMm2gRiatOchB6hPWoxcd/Q55Hv6UzVdufjGSg7azSr9lTqAvMIQokAB8P2gFGBffEOD\nXXc0bfIFp1UtRmQoHPPga6wCmpCPBRw4lbTXr1/PMHdMygcPHsA//MM/QL1eh4GBARY3rQ3fvH4d\nbt+9m3k2Nj6erOh6vZ7BP1SvZ0RQr9fh8pUrJD4ANH3kWu03z82B08av1+twvL8/8zttUcLwASDP\nn8FPWwQyz6MIrl69CnHKW7der8OlwcHMDmfXd+f27Vz/OP7Hjh4l8cfHxuDkqVMA0LyT+83ZszA6\nOppvfwuuXL4M94eHM8+fj44mSiXGf3p6OjkE1+t1+PbiRYA4hiWLF8OFCxcy8ng1NYXLryXzkWfP\nMs8fPnwIg5cuke19+eJFZv6cPnMGxl68IPEvXbwIw48eZZ6PjIyQ861er8PU5GRGvuk3FIZ/4/p1\ndDwiav58/XUiH3v8Ep52f4j5duzoURH+ndu3k9+1Wi03HpcGBzP4Zg6i8o1jeDk2lnl+b2gIrl+7\nhuLXajUYefoUBs6fT54fP3ECJicn8foB4ML58/B0ZCTz/OHjxyR+vV7PWQvPfPMNO36XBwfz9bnW\nf+p3Gh4/fgrffnsh+X3s2FF49WqapD979hw8f/4883x4+EGyXWD74ejoi+RAVq/X4fTpUyR+vV6H\nixcvZfCNtYDrj12fmZ6UPDD+UQRw+vQZUn5xnI/cNzz8kMGP4ObNG5nnr15NwbFjyH7fqn96ejon\nv7t37yaHWt/+mfbZv8+ePUfiz5nTCUdT6zOKAB49esLK486d25nnk5MTcPz4CRK/0WhAvT7zgfXq\n1Stw7959FB8A4N69+3Dt2pXM80ajQc6f48dPwOTkRAY/rUgcP96f6d/Tp0/Z/t27dzfzfHz8JZw6\ndZrEt+HKlUG4f38YxQdoju2NG9czz6enp8n+HTvWD69eZa0k6QigJ04cz/Tv2bPnbP/u3x/KPH/x\nYhTOnPkGxa/VavD6dQOOHDmcPB8cvAgPHz5Sm5+XL1+FRmM6mR/1eh2uX8f3Z/P7/v376H7h4p/+\nbfi9evUq42rz7YVv4fGTxxnLSr0+Y/Gg95csvoHLly+DbYG6euVqomBg9d29dzc5aM/0r3k4x/D7\n+/uhp6cnh8/13ygYPvUn+Kn+mTxpV65eoecbxHDu3Mz+E0URjE+MM/Mzzq3PRIYCeSTjYfUPAODr\nr79m+2fKAJoK0fXr19n2ps+TEUQwOTXJ4o+MjGTW18Phh3CJOU++ePECzpw+k/w+c+YMvHjJnCcH\nL8HDhw8zzznoZJ9CMxCIabz5GwBgYGAAOjo6Mkl6f/GLXwBA82rX4sWL2XrTFrf1778P8OIFTKSe\n9fb2wgsEFwDgi88/h6hjRr+s1WrQfeMGwNGjKH6tVoN5v/41NFoDnDxv7RoYfnTnTnJoTp4fO0bi\nAwDAn/4pQJRybJyc5PFPnszit9q0ccOG5nRP8e968ACgdXBF+/fb38r6lwp1nzxvhaWfN28efPrZ\nZ2A+oO3ctQt658+H0RR9GjZt2gSdL17AWOr5/EWLMuNp8++cMyfzu+v5c4DTpwHiGLbv2AFbUn3o\n6uzM1JGpL45h8ZIlmbIVq1bBks2bYQrDh2ZQiN179oD5/LB7zx7o6+2F5wT+1i1boPPOnWz/liyB\nidYmjvWvu6sLJlLy7ZyaAvj3fyfxe06dAmgpgonDNDN+6dNH8vxXv+Ln229+g863/fv3Q7xiRR5/\naAjFX7duHSwjxiOKY9i6bRtsYOagPX598+dnytasXQuNtWthEsMHgMWLFsFHH38MRm3Zu28f9HR3\nk/Nt+/btMLdez+wnff/zf8IUM3698+bBi9T4zZk/H+B//S8Sv/vGjdz4wX/6T82+/+AHOXzu99Kl\nS2DHjj4AaIZsPnjwAMyZ00nif/zxx7B48VyAVg9rtRr89V/3ArQkhPHr65sPUTSW/L50Kbuf2vgP\nHnTB1avZ5//tvzWnIdefKJr5/f/+H49/9mwW39Dv3LkLdu16ncMHMPV9AZ2dBj+G5ctXkvMtjgE2\nbHgfarXVSVlPTzfs3bsPAPLzIY4Buruz+88HH2yAnp4OOHcu297jx/n+XbmC9++TTz6GAwfw/gE0\nx3/Bghn8ZcuWsv177713oVabWc/z5s2Fzz77DKC1o9v4nZ0dmbLNmzfCxEQnAIzl8AEAVq9+BzZt\nWgHQ2mFrtRp0dnYkW5KN/+mnn8G8eXMz+F9/PTdRYvbv3wcrV8ZJ/xYtWkL2DwBg3bq1UKstTX73\n9fXB7t17AFo7ej4IT3b/2bJlC9y/T/dvzZq1sGZNA6C1A9VqNeju7iT7t2/fPujp6QaA8eT5yZM9\n8PSpeb4X3nuvkfRv4cKF7PitWfMO1Goz56cFCxbAzp070f416+yAL774PPm9bds2uHixG548yc43\nE8uNmp//8i/4/Pzgg43Q2Zl9X58/32OOI2h9f/3XvRBF2f3HKGmu/c/+PadzDhw8cDD5vWPHDjh2\n7liixBj8pxNPIQb6/ff17a/zgSeiCD7Y+AF03M3uf9cGrsHx+8fJ9v2f//g/icKQ9G8gIvFvPb8F\n0a3s86P99HkVAOC//+N/hyj1/p2YnmDxjw/l2xtBBB988AHUdlLzLYadn+yEg2sPJvg9PT30/IQY\nli1dlilbvnw5fPDuBxA9zPbvzKkzEMcx1H6At/cv/+UvM/0z8EXtC+iI8u+j84/Oo+O3fv16qH1K\n7xcf7fgIau/XEvyuri52f1myOLv/rFq5Cra8t4XE7+3rhT179iS/9+zeA32P+kj8zVs2w9Dtoczz\nUy2jCAZOS9r+/fvhyy+/hC+//BL279+flB85cgQOHz6cw3/ypPmVz2VJy4De/QIUvV6vi2mkV9xQ\nHtJ7Cmka5q4Cqnlj+CmaUN71el3/fghG08IfefpULkMbPGhOn5n58lGGT5NNk7b8kCBcA5QvF/ll\nRmOdmfIW5HjZ7Yp0r+lqrjOuXWNjY3pr2QPScrTDvjerodeglHXzK2a+exzgPGgfF4pHWcss/eVf\nkweGf+PGdXSL1pYhAO6TVlb/qpTh7du3SBnKedNRA+35Ec7Dv3+2pTDbP90oqtw6k8sW94drNKLS\nZYhB2rqhkSeNClFv6sq2NezqJBfdcWoS8UlztVfq62T7U/n0Iy1DIT4AwJPHT4LzpIn8+mLCJ00w\n5lJ8Lxna89M1rki/OXBa0tasWQM/+9nPcuW//OUvUfylS5fCH/3RH3k3gAXJiv6ug1RW3BsHexYy\nFlptelPBdWpLQxWy4sa8bN7fgzdoLuUy+X7XoYpxmq2t+LsMuq/S/DvgTXuVvi1zh4zuCAHRHSlF\nouQogOI8YgJloAiERjMsO7qjFGZrXDl4c5NZC/CT62EKlgrq6zvKI8QKZMqZumzzaUKjJcPUs1qt\nVu4ncAt/8aJFpX9+j+IYdqfM00k9ijxsmo8+/rj8z9MtfHR+KPMwkOOlY14g2xSyzjCruMt62jtv\nXqWWtPwVrXQ1uvm3arWQHGayqHNhPEKWWbNdtvwkPDgaDP+DDzaoWio4mo6OOZVZ0orIULqNvP/+\ne6QMOQjlbV/h0+5fGpLr6kn/Yha/CG9qnWF1+fU7i2BoypYhBokcCWuPfRCWWjwAZiwrczrmoOVk\nXUQADe6Qb0c990qYXcDKVavVvKw6kjZhMly+fDltWVQM0oHmSZNauYSBUWq1mtdcSHe98uiOlQCx\nosWRF0t+s1QS2a5FExTl0IZQGSocgkOUtKStRWVoyhkalch9HNj1actQumYYGu/ThwufonGVKyn4\nHL4kzH8oj8KnklRVUvyQ6al1gNPlkS3zEaHCNiluE/bsTZahtE0SUHzViBVdjTnlQ8P1T1JP6JaL\nyVBn7sSQimHmXZfBkdLg7corAEHJrAmlAL2q59hAQxWMDL7wOmBp0R0LKIKmXaHJrG1wKbriCJnC\n/hkc+7dI+Y8cMhcugvZR0uyikDcn0fkQn7QgHgbHp34fHkRdpM+RVKnkTnatv3190tBDsIMmjWPo\ng3zSAg7gp0+fFuEXVSTODQw431BiRYIYbzZakHScHPiYT5poHgo1DHXfTwLGNXzSTLkH2HKUsLbx\nsd82L0yEHEhFWIVPWnqbLO5PhQsAw79+/ZpriyZBuvwajYZonKQ80kpPlTK8desm+kxb0TX15/2p\neEEW2YqNTxr2LHSdUcCtZa31Z5Q0iQw1PhZQ7zEqT1oIGAWjYeUZ8LJyIQoDBTHEMDkxmSmTKoI+\nfbX9qQB4pYBSgDl8Gx4/etxU0hBLGgeo4upQiKR50gxOBl8wrq7IiwB55dF1hVM6b50+aZVAyQoU\nAKhZKqSftNQsG2WccCj8Kj7fEjzEFkSDI+Sds6RxQIyHaGyrHD8OBDQqFlIXjeLcUWsTwYMdb1On\nhIc/a2dTsaa0oQjFh2NTD1U/Ri/vhzvwhI3faMyWDOWBJ0w5je+v9FA85DKs5lUjbWsYj4iVoUb/\nOKBkiCWTL6KkZct1ZcgBlScNwDqAOw74nFJQNBGzaQvr02TLI8SSFtg/kiZEwUB4hFrSpDIMGifp\nHLHbFHkodpE1TkLFmIP2sKRRELKiESB9dBRBlYej36RPmgYP8+a0eQXtrvI2LXKkbtCCPbt3l88k\ntXA//vhjHldr/ICZi5LTrifvKtZWGqriN2/evEr4GPD1B8JAOqyUDJW2W5ZHWVAlvw8+2AgA5Y8T\nAEAU5V/RZW3FVcrw/fffr4wXgKxvRcfV9kkrWn+TBj/UVbGWTV1v+pomA4fEDZgzZw76TFoXpwDM\nm5t/p0ivvknwjT9V2WB80kJAFDik1XfRWi4Y8CPtF1mkniLwnbGk5awnITxMOcMj9+nKBUSbil4f\nTNclxp+NT8SmzCqPNa2RFE1AW6v0T/TGN+USHhyNdM1QPFz9sMHBI8hfs2A/SknT4FlVOGvO4qLz\nlV22BLQtGFpWoNBtcjZkWF3/NHnYMLuWtCrniOxIgNflWjf4PLTXR5F+ly1DDjiLktiCgVhu0v+L\n6hJYdVSsXD74QmuWqdebBybDlqUpxMolsS6G9E+cpgHrh5DG6xrrG2dJK3nnrcwnjdqRCRr2OhnD\n2ztPWkD/ojh75TDxSavo9PFsZARX3ggIupIHAKeq8ElLgdMnTXF+ivOkSduUAh+ftNB5iIFZZyqB\nXxiaifFx0Twseiop4pMmPdjN+LHoHOB4Hvl6tHik8dP+VBxoKBjXrl1VPwRT0GjEsyLDsreqmzdv\nVKLoGnx7fUl5cDQ2Pp8nTX+dGRwb36YpqqTNWp40xjdLrMQQV/Vev36dLXddLaSuLxIdjCGGiYmJ\nfLlQweDAVhbS8vOlCYlq+ejhI5QmKHCIh6KbnYclKLqWDL0iQkoUQaFP2lujpKlbXDQUj3Q5gY+G\n+Q8Jp6Rw+kisBRqHYIIHSdPigVpJOCBk6KIp9c0JeeUxNvVwPHKVVDA/uXUT+qZVWMsiWVU4PymI\nQuahDmuNbwjtIMLcgd1Fo7gEhDyafmEhMrRB2t5QGfrW78KncMLGKQpSdLG26M4RPRmWvZZNOaWk\nafA2yawp3r51hYJWMmuArIJnaKigF5r+X1qWNFOXD743D0sBVo3uKJWhyycNmVSqyaxjwlKo6PfW\n1O/fFiVNAswOlORWEtBId0sqF1tQZDuHkkbeyZW+jTxknuRJ44CSrYsGUcYWLlxYyQl1z6efls4j\nfWj/ZOdOeeAJw9sXv9Um9s42Nj8p8FiXzjxpqXaJeEjWWQnjN7enp/x5mAJbjhLWNj722+YV8C0E\n5Um1KzxPWhbBd3oa+YXKSrLMNm3ayB6OJbxdEEV5SxMHVcgwZKrb+Bs2vK+itLpoDL4kx1cTJy9D\n7vpwuk3N/FT4s1AFmIIvvsjv9UUURAzMcUSWJ4364OK/AHzypIkOx5A/HBsFo7OzM1euHd2xt7fX\nG9/QSCwutoLhleOLUICZRuXavXLlSmhAgKIboFQC2PNQPuYuSOP7+PVhiqAE3wXt4ZMGINp50Stu\nAFV8Qq2GR1WJSSh8q12V+oVVcAAX8zA4Eh42y6rmDsODtPbM5howz4vwCDl9hPDggOi3UzH3ZK09\nPdtxmdE8cNlXs0VLI/cxB7VZkyEdEbI6GeL4eP9kMjTlGm2lado5eqU9P2csvRq8wy/2YO2iaei6\naEVCdFUvpq0kYusJRUPwD7oOGBOWJsKniVJ6OJjVPGnYeHCWNEoeAh6h48oaxuz5ycwDDN8F7WFJ\noyBkRSPgk+ugrXg4+k36pAmAveKG8QrbXcUkz58/l/MJgJMnT5bPJLXYz509y+NKZcXgsz5pyryr\nWFtpqIrf5OSkG0kR0v3SmgpUOSVDyVduF7yt8wIA4MqVqwBQ/jhRz8raiquU4Y0bNyrjBSDrW9Fx\nnclPVf740WtZzsPF+01f01x0x+npaZW6OAVgfGxchE/y9hxc409VNgw/HPZukw2i6I4tWYnWslC+\nNr6PX58GXw7aw5IW8PlIJeqcKddoExAWvlBLRQVWPPSqG/b5z5Rr8cZoWvhakftmNYeZoUn/RMoK\n8aDwOdCcn0o8VHKxScc7kIe0307rqRprmS9XGmfmb/28R1g/ONC0YMh4hC2BfP/KkGHIdUd/HtXJ\nMP+wChm23xzRftXwa1+Ld9ky5ADL5UVGdwz0gVKJ7ij0pwq21jEKothnK5Zdd5RY93z6Z4O0fz5j\nnsNXHNekXRIZflcDh3D4lL8Y+8bD6mLwDY+i18niKArzSSvpzZL4pIXsyAxQytjCBQsKBy3xuVr4\n6WefFeIhpflk587KTgZsnjQFHmmFSMMnjfxYgEDCL0VTRnj8ud3dZZ+uMmDnSZOzxg/BFC+suZrd\na/KoJnKf4Vc2DwPGJ61sGaZxfPGp11a7yXDDhvWVyNCU2/5UHBSRoeEVrqTJPrh8/vkXaH9oBZju\nPCXbRmOmX/79yJdJlTTWJy2O8wqGj9KDKBINaEBXV5fVWFyJsGkxHhRvzCfNpTDkeAquAzbnoTyZ\ntVRxXLVyVdB1R4C8DH36J/FJK3qd01uGBT8WcNC+ljQpfuCbJYoJcVbx+YjbFR2HYxSk7eUUK+pv\nDAKUNJKH3d4KFCgXvooPpPQ0hv12gfQt6OJBKcAcaH4skPAIaZODRvyxwIaQ8UCaV8bUwaanBN+n\nXbbyWKaCIWuTHo8qlniZW/FsyzDsg4SsvUUV41Aerr8xwD64hIwf9SxEttQ3Yw4KfrOy6tLJk2bj\nU/V71yXx/4qF+EArlSy+UFESKzGYrCI8QqZL0ZUqK4ZXloVsnHzwOXoMvhN50lSvCSKQ3GHFDpya\nPDRPGUxbvfOkmXIp79SzUvKkMSec58+fl//WjmM4kfZJ88Aver32m7Nngz8ikEC0SZwnrcAaKCtP\nmnOdlTxHcj5pZczDFNg+aWV2D8thJlUWXDTYHCzz8J/N8cUcZBTC/F+9ekVVweDwbahGhi6LS3EZ\n3rhxPUiGBof7nW9rdk8sWwlt5knTC95hyjE4dOiwSAF2AXccaac8aSHRHckw+HGc80nzsoYgCgOJ\nD3HOJ83r8I8pJZS1zhKuV44vTAF2KXVWu4cfDAcpuiFXQCPI50njQGxttfATGUoU3QBrJAdtoaSR\nEPLZ5W2AgH6Lo8hxbxwluau16U0FwUIUVx32SVJWLq3ne1ABzaVcJt/vOmjJSzp+mkv/e8hD2a/S\nKsZPc7zflrnDBQ7RqktqpQkJuCGhkSgDRSA0UIYocEiIrJQCfojrUVw07aGkSS0Vws80rE9agKVC\njQeHz9RD+aSpyTD1zMsnzdCmq/expCG8F86fL//0SNTF0Xy2d28Gv+zAEzt37aJxCR4uGVLjXbZP\nWho/l9+rBB5pCMqTZnB82wQAPbPqk4b5cnGWDRnr8Bxm7cUjjT/jT+UTeCKPIJmemzdvCrJU0P3D\nCbG2ViNDHx7+7cLa9MEHG0gZhvWPk6Hcn0oqwzS4fdL01vLBg5+LLGmh/Y6iuFQZYpD4pMU6yay5\nwBPdXd1WWwMCTDBWmjiOoa+vzxs/aS8RpMMHP8mTVqLPFgDAqtWrcmPhaisAIUPOJ63FOzMPhVdc\npSH7vXzS7PkZYNHloG2UNJWDnSIPlahzLhqKN3YJnMEP5k3JsILTFalQls0boSkj8ETuWZmnqzJ5\nSMpbzySBQFT6EdjvWY8AylY1Q6e8taE0Yd2TBSJ4U5dAuVtV+0WvNOVl8uBkyMGbIsOZ/tkfXKqJ\nXok9c/cbv8baaMijxypuh+x1x2z9YUoB5k/lpdwEKBi++AmOTeNQBGcrumNoMmsbnP2T8sD6pziu\nCU3BjwUctLeSJsUnBIP6sThoKEWCOtiF8iB2RbYeb5+0UBmmnpXmk0bgj46OFj/5mHICojiG4ydO\neONrvOnPBPqkhciwLX3SKNBYy46xwD64uBTzqcnJSpU0Lk9a+tClwZrySQs5wOnyCJ+evnnmNJbA\nlSuX0WfaMmyW2wdR/f4ZyPr18Tyk5Xabrl+/pqjounlL/KkMjpSHATtPmm11lMqW43348BGRAuyW\nbX6+meNImTLEIMPPOjhTljQOKB+oRtyAV69e5cpD6uIUjLGXY1n8MixNtj+Vj6KUmSNyS9rwg+Fq\nklm3+mfPC9XAKBa+lwxje83I8F3QPkqaDYoHuyCagINdUmcBHsmuiNUr/QzFKJVkW11/Y9VoHcyx\nuso4HGM8OJD2j6LRfqsh+EERQCkI7bddxLVLQ7Ye4104r2LIPDTlASCtSkOEbvxiCkPJeq43D4xG\n1qYZa4ikf4bWlzf23IUfQqP1Kg3Br0LRDZlTCluxF54NsytbfK47vhmL2iXdDs2B1jdwSJrGB1hL\nmqMejIYCymrEAaUIsm1Cnmtb0nI8KRn69E9oGZNeqTQ4GXzhuPqAyLfujbSkERAUHAEB0kdHEVR5\nOPpN5knT4GE+wdm8QsZCSBPFMcxfsEDOJwAyPmllQWoh7nL4pGkGWRHPxQK8q1hbaaiKX3d3txtJ\nEew8aRKQ4lMyVNpuWR5lQZX8Nm/eAgC6Wy5Vjh+6ZHx9aaqU4QcffFAZti13YAAAIABJREFULwBZ\n34qugxlfqnLqT8PBgwdL52HqetPXNGehke73XC4vCub3zUd5S8GXxvhTlQ3GJy0EJO0zPGRrWbpJ\nZ3+m/SJF1SguwPZQ0qRWq1mypFXKQ4F3sAzLtlRwba3KklYEP6RdVcrQt03pcgrehHVW1hyp2gzE\nVsX73djQDt2T8jA4WD14/Zq+MvhhQXmbVFoazBd74RJ/M2WYRahChjwPWoazN0d0eZctQ7IezAKV\nDhyCWDB8A2s02xSJry4mdQmsOkE5zJD++SR79m1T0q6CViDDIyhHW4HrnADycQoaVykP17VbYt5S\n0LZKmubBrl6vV5OLLWRnwvAbDfzAnuZVsL2+u3tlPmmt8heIT5p6Em+ArE9aYP+cgSdScOabbyp7\nO2v5pPmsGZU8aTnGwnVWgobxamqqknlogMuT5qpKil+FvxjNQ/NwPHNgl/hTFVWAL18erOwAHlvh\nwcsJPFG9DK9fv1qpEpP1p5LLkOrHDH52T+QUJQ6kChHvk4ZFiZXzxn3SdOchBs09hFY8pIoB5wM1\nNTXlXU9Sl0BhiOMYXr546Y0PIFdKMH8qw5uDosmsHzx4gKYxCPHN8lF0RT5psfw6pzhPms0jYFw5\n+E4oaYamcIh6U87wcO7CLnzTpoD+qR2Oq3pzIvioTxoHGrIK6J/UahWbMgGPSuangwf3sUCLh3T8\nZsNvsZQIoAzoiJBTiHQOcLJlVl1ku7J5aB6CZ3mJV/KqofoxGzKskofOVsWtG5cVL86Vy3hXI0Oy\nHodflliJQfBDozva52zt6I7iwBqMQsvykCgxjPWraFREALeiG2RJkypQmMyFlrTvozsKdwD1HGZC\nHtQXeNJS4fDUJe/kSndFTuatv5M8aRxoKacAzVwigpNJaKqEvfv2ifCLKhK79+yRv6FCxi9m8qRR\nNBR4rEuUl8I6o9aMWWexPVel42fKCejq7MzTlHgqyeWbK7yUaeSZHGbZAxwHUhFiedI4fIqH79SR\n5fgK42Fg69YtCb7kEIyBS+5z5mRf0aFKqA9+WoYuKCrDTZs2pmToV4+pC2uLi7e9vlzjVGT9mTxp\n2DPt8Ttw4ADZFru9oWvDHEckMgz5wGBDcw+hD/9SJQYAUPxG3ICenp4cnjhwCDNQcRzDgvmWv71r\nLoRcRUzhe+X4UrgO+M4779DRHUMsaY7xy89DxzgxSj2Kj8iQA8ySJsF3QXsradzOaxcxBzuKRlNJ\no2hCEhKjedIqOH0YGUYhh2AbQmWrJEMWdD5vyt702oqE5udNKX4F81A038oYP2yOMJBbMx40vqxN\nVdpToQi+L41sCeBWAd/6fXhgdYbJNlKZhqZcxpvjUX70Q735GSV/V89bziMEX7oGMF58/3T94TDQ\nzJMmBc7aEnQdkLA0FbVAuWg0LDQAbkWwqN+bM/phjCinEJ4nTTp+NoRY0gBoxS7Yr89SBJ0RJwWL\noT2UNAqknyUJIH10FEGVh6PfKry4t1rqWcIrZCykNHEML1++dOMpQH9/f/lMUgvx9OnTPG6ArChg\nfdIQKBJZsoq1lYaq+E1PT1fCx4Bvni8MBN+ycrx88EPgbZ0XAACXLl0KopOOUxwDvH6d9/XQHKc0\nVCnDq1evlNYPDCR9464J4/g4L+tVSuKH8DBw5MgREX4ImLre+DVNKaFxAyYnJ4VV0Yd8CkZHR0X4\nUt42mBxfZcPQ0FBQPwBkyorhIVvLsnbZsvX16yvKl4P2UdKkn2o0Pu2Ycl/8Kj/zlc3bPPfBjzys\nlBr91qxL9xO/vE12ETiUoQr6LU7q3G7zkOLRHmagMLOOUlVFLUpVGSPd+FmEdp6eVWwjYbnpMBr8\nMDRbMjT1YHjt8RrXkWH520hEtlWTt1yGlPVNqgDrXXckrXJYPS4LjZBGw18soeH6J7hGl9CkrUA+\nlinCIhhixbNBHN0x0P9LZPF0KJLiwCHIuHLQHkqacBdA/ZBMPQjMtk+amEeIT5qmDFPParWaftAE\nBr+vt7cSJW3f/v3++AZH0iYLdn/6aTUyBMZnMVYInmPh53jNxjqLlD8iAEDnnDkqJxxfK6WdJ63M\nJYD5i7kOUFo8OKB5uA/H5fmk5Q/B27ZtYQ7gejKMY4DOzjk5fA5wHnzkxWpkmC3bvHlj6zXnrwyF\n8W4+T6+vsP75yRBgxietCiVt//4DbFs1eDcaM/2S1WWPLR84yIZarcZeiZNeU6SUnkbcgLk9c/P1\nuA7/yEGbUzAWWDlgtcPB2/i1Wk39uiMmwzVr1pDJrFWvO7YU48w81FZ0LXwvGdpXKgMVRwo6vTHL\nhICdV3TYDOSRA4dg1cL8V+STRsoQq6siJU1LhqJDexWyNfUo8qhijpTNQ/rBJVMn9rdCm1CagH47\nP24oNRc7BJt6fHmUEVJbJ3Kf/+E4nIdsCZjyEBl2WJ9FvwNLnDiwU685/QigNvhsFxhNiAwreNUI\n5meYAlzFcYSsx2GhKRKi3uA3AAl64VAwDE6uXVKfNIdClOMpUDBMG0U+WyF+ci1FV9o/0z5fGqlS\nZ2hsXTpkjmj6pL09ljQpPrMDsDnMlHmoJCR27IrknVzprsjJo/V3kieNAy3ZAsDLly8rSep8LO2T\nFvLGMeWe+KfOnJEpHthvF7T6IbrLHzhOBjTypEnGm8yTZngTPKRr4/X0tPx0ZYPgVGLLUb6U84dg\njlfJW24m55YPvuFhg+/SL5bjSzZ1BgcvJfj2M+0l/vp11jcyVMHg8GdDhleuXEFfcwZfm3c2x1fY\nOPm+Sk2eNOyZe/xkwXOOHj1G4lPbJM2bV9JsGbrqskGqpGnnSTPP822NYXIi75OmHd3xxegLb3wA\nWmHwxffK8SW97oiMx9DQEGpJgwiClBWORponzeDYv319xowMORBHdxReS20PJY0C6WeX7zKIP1Ex\nb7XZkvvbNN5SBUtr/EJohHWJA418DyLQXMrfQ3kwW+OkufS/hzyU/SqtYvy+H+88cBYotbo8g3oU\nAQkPqY9a1VB2YBOtgB9FA5AUgfZQ0jQ+zTH4yR1WhIY8cIbwKPIp2MZn2urtk2bKpbxTz5I8aZqf\nNzFo4ffNm0c+U+Mdx7A/nV/Gga9xBXOPT540DUtozORJU+iHbaVsC5+0dF0SHgx0dnQUz8UmWAPt\n4ZNGt08qwi++yOfcKtNCU2WetG3bttrbZFKPCyQyjOMIOjuzHglviww3b94UvGSk1sgo0vBJ8+/f\njE9aaPCOPAJFs2/ffp/XuFddhharq2wZYpD4pCHWJLUQ/C38eXOz547Qa3/c2XzhwoV5HpyVC7E0\nua47psErT5ptBQrwxVuzZo24rVRdzhQDYPmkBVitgvz6pNcdXf0WKKdt4ZOm5ssl3DVmPbIdhY/c\nA3Fd4VOVofTNYnCs3+Ik3tSbxdUPrC2ScfLAF1/BxNrEgUMxz1U3m/OzDXk4r7gWPTFUcSoJrEpD\nhKGH4zKXpQ8PHJ970cv89zS3ybD+xd744Txs/FgsQ6XXXAn9o6IfavLIlxnfumrmCI5Pjy2tvM3W\nONH18If/wtEdKX+qKECB4g7/QvykvcRVT198U87ySCsYPm1CZFVFMuuQ662mfd48QsbJVnSF+C5o\nG0uaStQ5AlifNKWDXRAPqtxxWR/1OdKUYepZ4pOmrABTbR0bG6vkhHr02LEMftnh8U+dPl2ZDNk8\naRrzM1We86XiTgAKbQpeZ8I5EuSTVuBUks2TpnMIpvAxnzTt7n39db1SBWPGn8on8IR/u7A2Xbp0\nUfkAjr+74hj3SStLwZD5pOURJDK8cuUyefjnIESGUSTzSSu6vRiftOYcwYLncAqwjLfEJ03aD4Nv\nonCWKUMM6vW6riWNUPgacQMmJiZy5UEKFKNgjD4f9cZPcIi+ozziAJ80W8EIsO4N3Ruik1lzdQWO\nX3YelpB0HIQy/C5Y0qRKV+jBXEIzm5aKKOTTlcGR0HAyp/7GQGv8IEDuUqUAoakixUDsapOp05dH\nCD5FQ4F0XFs02mH+C9NQ60zCw6dNktB9DsAOwTw+/9sGrHsS/CYNZ3GRKZo0j1KXfhAPbpuULz/X\nIY3/bYPGVmzKpTzkh3+tOaIbAdTgSGg4GWfnCM8Y48GPOR1oRD5OeF0h44S1O2Q7dF6js3k4Dsik\nFUhw7Y6ri4I4jtG2ckD1ncQXKj0JTVrBEOKbNoVa0ooGftFWdCl8DsSBQ4SLoG0saWUqaaE5zLDD\nJnWw4/zegj5d2ZCqh/RJw2go4OSRelaKTxqDP2/ePLW6KIjiGA4cPEg+9+YhwP/0s88qk2GZPmk2\nPuqTZoOiIhiylsVJvAFgTkeHXEmTnnZTYPuk2dBkj8tFOqxhPmmyg9rnn39RiZJmQOJPZYN0CXz4\n4TZ7m/TmLe1fV5fMJ83gSHgY/CpluGXL5qoyzUAUyfypDI6Uh4F0njSsLs3+7d27z+c1LuhHnMM3\n4zQbPmkoREBa0jjADuZGkeid15svZxobYqFZvHBxFj9EIYr8rwMa+UnC/PsojjasXbs2SNEN9RcT\n5UkLsHim8RMZcs6GFoT4M3LQHkoaBdLPLm8LhPRb/omKLseezWab3kQQLEIAmF1ZfZfHqQ1htobj\n+2GVgXycaCVbo5znLacpG9qxTQC6r1KN+kNoZvP10K5AHcwbMfJR3FUXcyVPox4tmrKjJxoIiZAJ\nIGufZhROmkCnnlB5YNAeShrxaU4r8qKWHwv39V3dV4aph/JJw2iCZJh65uOTppmAerwin7QjR4+K\n8HPg+4m/BSdPnapMhiKfNKK9HI80vk+etLgN1rLoCiYANF6/LtdMYkHWJw2rir/SZQPHOtwnLf+V\nneZxKEgcUmOkwS+a40uCf/Hit6ilQluGcQwwPV3cJ82UUzAbMrxyZTBw6w7z1yzbnyqNb3zSqAsx\nHEhle+xYv7IlzcaPK5OhDaRPWssSIg7ewVimxsfHvesh6+IsaXEMz58/R/tB8sD6x9HEWUuYGS+X\nUodd1ZME77h3915QUA/SssnxlvqkMT6NPvjNtaxrGXtjA4dIFKLQg3kVh38VHkoe1cEyDDh9qCWg\nLvqG9MG3aSoY19iUMzyqSOJdumxDZIXxbLe1HKJhSE8lBGtXVVV0T86jCp80TR74/spNz7JlSCt1\n9LvgTZEhQJGogTJFV9JWisaU4/i0DMsOnsOts7KPI5rzkK5HL5k1V5c4fHyIgljQX8yLR4CihCkY\nIcFXbCglqIe0f0JFNyiVgEUTErWTg7ZV0jRPJbVarfSAFEH5m0wbkDZxB3bvPGmhh+NUXZX5pLXK\n582dK31DBr3pMz5pgf2TWIc+27u3Mhlq+aSRayYFbZMnTVmL6Yii3AlcNQKoBbYcy+yeZp40iubg\nwc9LP9ilD8FpfyoOcB6ywBPbt3/Y2iaxyH1S3nz/uru7vNsaygOToZyHTIZbt24J3bqD1kbWn6o8\nGQLM+KTp+tzhE/uzz/YySppelFgNGZpyX+DypCV/KyhKjbgBvb2IT1qIJY06/EMMixcv9sYHKK5g\neOX4kvJAZLhu3bow5UaqhMZ4njSxT5pA0W2HPGntraRx+DZ47H6zFnVOiv82RHeU4pvfWjKUjFPA\nuKpbeg2OhEaLBwXUmnFByevsrYgA6gDNpYwBpmDw+DIRSg/yNE01W3QoD8k2goFL7pJtFUBv+3SB\nhgyrDByClXOgtRXL1yW+bjh8qi228phulz/v9s2TFhQdEMEPyZPmU3ca0CturrkgtLhIlZ4QGgq/\nijxphpcEP4RGHAAlzlvSJPguaA8ljYLAA44NpI+OIqjycPSb9EnT4BHHGYtBwitkLALaZOcrKQuO\nHDlSLgNroZ44cYLH1xo/YOYi93YO5F3F2kpDVfw0HX99wPZJkwA9rPiLgJKhZpcPHz6sV5kHVDkP\nL1y4EEQnXX5xDDA19cobP4R3GqqU4eDgoOp8c4Gkb0XXX+ILpLTdcjTHjx9X4+Hi/abv9ZyFZmxs\nTFYXY2miYOTZiAif5O1JY3J8lQ137twJ6geAW6FJg+EhWsvCdtnj6uvXV5QvB+2hpL2Jn1AFNNQ1\nKdYiULYlxtVWqaUJa0uIbAmrlViGHChY0pz9s4uIco7GWa61BqT4Fawz19XCWbGKcxBqkhBUpW+1\nilP4ukscEF8Zqp5sm/x5zOI2GWRJk1p1pJYQrr1S/LLHCQCfn1W+ajges2UpNDj+NLxPGla3xquG\nw6dogixpjKVH7OcVI1YSzidNeo1OeE0w9DogiR/jFpqqfLbQsXD0zwbXdcc8Aa8QSa1WGuMUYt3j\noD2UNIDCuyJ3kE/8WKi6PHlwbaJ8ZVzX4tBcbI7dXc0njWtr61mledIAYG5Pj7guaeQ+iGM4+Pnn\nIvyib5y9+/ZVdkKV+qQVibxYhk8at2bItSw9fTjGLzI4vvgh8zAFdp40aVUSfGx+aC+BAwcOBnw7\nwQ+cPm0q5k8lW2Y7dmyHRiPfsDJ49/R0C3mE+yGVJUPzPA3btm1VS2Ztyjl8WY6v8HkIkPZJKz94\nDueThrU7TNmMAmQo+1iAQdN3Vu+6I3dVr6+vL1fuPPwTyiOFj/qklegv1pyHvNBDrkja+O+uexca\nEJjMOqB/uTxpAYquyCfNJcM4f91RU3HsdKNUABq7vqlHi8eb9glO62RHxA1WDZrA4c/GOPkcpgU8\nKOteJTJkQJzUuYo1YJ5L8KU0VcwRBUU+tCq97tHzp7o2ZRHac3rGrS3av60hvEMOurQMccLZe81V\nJ0MbwuehTIbV+dzhbdU8jtjg7geloMo0NZe1TBQdkFAK0ETMPod/gdWK7EeJCgaARz+kihKGHxEy\ndCkr0qAelFKuqQgK8bF+fB84BOhDMLVrBOcwyzGm26SaJ82xu5N3cpUU3bRFoF6v5y0ECI3oNMHg\nT05MVHIaPJz2SSvhzWnL7PiJE7qKB0UfM3nSAGSBQDzG1SdPmub4qecjpEBJSWMV8xTYctRYyhwv\nrHscSEV4+PARxQOq+3BcNMcXPXWi3CH4woULQWHJDQ7324apqUkRPqUQ+eCXK8Ns2aVLlyoJ7W7w\n7RxfLsBk6Lv+TJ60cCXbn6a//zg53trHEXmeNFt55GVog3aeNPPc/t2IGzmfNFc9aF2MdSSOY3g2\n8swb39BgCoMvvneOL4mii4zHndt36MAhjgFHw/8zNBHI8qRhPCRzxMiQA+y6I4uPjCsHTkva/fv3\n4be//S3MmTMHfud3fgfeeecdEvf8+fOtzbcBBw4cgHXr1nk3hFIYKFCLOqeJr8Wjgt2dvZ4lHAuU\nl/RUmcavepxCxlWI73w3KSq6YprQcZLQSPB9oOB4lDJHLHB+3KDolKaCZJjad/t0vYA1eMjxpcoQ\nQDXfFjAIWeI+dUpoKIuZVIZhvGX4wu+z7DhpbZ8B31rJZyG8Q+aIq25vOkZRESlKlPWLKBe3y6Uw\n5GToVjBQGk6JEciDpHEMFGURlEZFROtyjZ+wf6jfm4MHhu9UBAXXHV1tsMFpSevv74ef//zn8NOf\n/hSOHTvG4j5+/Bh+/OMfw09+8hM4e/asdyNE1qyA8mCfNCEP1rdHsZz0SSuBN+nf5FOXFD+OYW53\nN/lMUu66Wvh52ieNqz+AN/ZW2+uTJ02pnPVJUy5HfdIEdUnXDLuWKZD2j2qX5vhZYPukyVjgGz6F\nb/KkyXjIyg8cOIiWl7UEfORXlIeB7du3i+sP5d3d3VM6DwNVynDr1q1BSyaUt71Pldk/w6uK/n32\n2V4SX3uNe50FAnlgYHzS0Hpa/3AesnIAyPmkufCl0R1jiGHJ4iVkfdK6fMqTHF9cP6Q8kLreffdd\ncT2mLlEibcDPv0Hj5Fk+s5ZlPFzWSwk4lbR0kr9u6gDdgh/+8Ici5glU9Ymx7M/TcfGoczH36cq1\nu0ssYBSPqi7S22DwNWXo296q+ueCCuYnylM4R7R960ICv4jaRbXJBWXOEQbCtsPYG5/iYco12oRB\nRdNTfSn7bpM+oGXFo6CKV6kmD8kcTNNq8KagzDni5i2Lisq1VbrtScapqu1QM7ojhR/sT4VYdTRz\nfIX4U1FtVePB+OKJI0tiVitO7jFuxXOBeI5g4ySYC5X7pKWZdXV1eVX6r//6r7Bv3z7vRpT9ZuH8\nWIpEtkN52KC4u5u2knnSSniz1Ov1cAWYoyHwJycncdwQhY+COIZD6TxODnyN5MlOn7SQtxqBz+ZJ\nU1aAvXzSTLlCm6i1rBoAxZRXqKTZedLKPIhiPmlNGn+/G+x3Gg4fPlrp4biIP5Up98W/cOF8Rd+y\nItQnrR1lKJ2fg4MXSRlyEPK9JYpC/Knydfi+goxPWvgcySJwNMePnxAqaTFwPn/ckaBMGWLQ3KdK\nju4ITSXt5cuX3vUAEMoNMxHjOIaRp9k8aWX7i3n7pBFKsC8+65MWoCDSOlqTd2YeBihEksAhXjK0\naLSjOzqVtNevX2eYu+Crr76CzZs3w/Lly70boXEIDtndnRaXKk4ZGE9kd3e1VU2GiqePoPxwZZ9Q\nMRqmrQa/sHXPlPu2ydEu8XgzPLQV4MrHz4em3frNQDuKUM4jH3CjujZxh6XwEPVp/NmN3KfLwwbX\nQV7D2gNQlQxnax7GFQVpptMFtOGRQLwdqlrSCKWAjO4YokBxCqIAP8GRKFCMQkuBVvRD0hopVaCk\n/QtQiJyKrlSGs21JGx8fb1Ycx8nfAAADAwNw4cKFDO7XX38Nq1atgvXr1zsZp7Xhh8PDcGlwMPPs\n4ePHmd9p/DOnT2e+fNTrdThz9myyA9j4AADPRkaSXSN53to1bPx6vQ4XBgZE+C0hAbQ0/aQsiuDk\niRM5/LRFwK7v+cgIjKVkXa/X4fTp05kdzq7vydOniSLh095z586R/WvEM9aYWq0GR44ehUZKWbfr\nG7p7F65ev555PnT/Pol/vL8fJqamMs9PnDwJAAA93d1w3JLX1KtX0J/yh8zUF8dwb2gog3/jxg24\ne+cOyR/i7BKtHzoEabDx79y+DTdu3sw8v3vvHjnfjh09Cq+mpzP46TcUNh7Dw8O58YiZ8Tt16hQ5\n3glPrD/I/BwYGBDNz6dPn2bmR/p5FMdw6vTpDP7Y+DicOnUKb08cw/DDhxn8y1euwIMHD1D8Wq0G\nr6am4Fh/f+b59OvXpHxvXL8Od+7ezeDfuHmTHo+vv85FOD10+DA7fvfu3hXtF+j+0YLJyUk4ceJ4\n5vnU1GSy/G36a9euwtDQUAb/+vVrJD8AgEYjTg5R5rn9O01/69YdFD+Ocfz0Ic0HP02TmU8RwODg\nIIlvyy+KYnj58iUp7zhuWsLSz589ewoDA+dJ/GfPnlnyi2FkZFTcP9Mf+/eVK1dJ/Llze3L4ExMT\nbP8uXbqYef7kyWP49ttvSfwXL0ahXq8n/hdnz56FZ8+eo/hNeT2Hc+fOZp6/eDFKzs8LF76FJ0+e\nZPDTh3+7f5OTU2z/Ll/OzodHj4bh4sVBEn9sLGsl+eabMzA6+hLFBwAYGRmB8+cHMs+fPXtG9u/8\n+fPw7NnTDI8LFy6Q8/n169ds/65ezc6H4eH7cOXKFRR/z55PYWJiPIN/+vQpGBsbJ/kfOXJUtP5G\nRp7D6OizZH7U63UYGDhHyqNer8PoaNj6SP82PmlTU9n5cOL4CZiYmABjScu0FyLo7+9n1l+U+z3y\nbARsC1Q6pgLWvmfPniU0M/2LSPzz58/D0qVLs/hA4zfHo6kw2P07eeIkjg9ZfJPja+j+ECmPGGI4\nejQ7HxqNBhw+cpjEv3PnjrUfQkaG6f7FQL//qP6dOnWKHT9TZvAfDD9g59Px48czv6enp+HosaMk\n/r1795LftVoNbty4AXe48yQAHKrPnCEPuc6Td+7AjRs3Ms856GSfAsD+/fvhyy+/hDiO4Xd/93eT\n8iNHjkAURYkT9fDwMBw6dAi2bdsGFy9ehNHRUfjDP/xDst6089+KFStg0dat8Cr1rO/P/gymWruA\n7Si4a9cu6J0/H0ZT+HN6ewH+4i9Q/FqtBvMXLYIJhDf1u3NsDKAVpj15/n//rzd9Gj799FNobN6c\nf95SbGz8RQsWQPTqFTxP4Xe0FjjZv8WL8/37L/+F7l+jAfCb32Sf/8d/QBTH0NHRkaE5ePAgdHR0\nZOjT8M6aNdD44AOYTD2f9/d/Dw1i/Pbu3Qs9PT0Z/I4bN5JD8N69eyFesybB7+7uhn379iWKlV3f\nmjVrYEmqbP369dDx8CGME/h2mWv81q1bB42lS7P9+81voEHg79+/H7pS/pu1Wg2ilNKK8ev9i7+A\nafv5n/85iT8nlRgzed56sZD9+c//GX3+0Y4dMI3J47e/RfGXLF7Mym/Pnj3weseO5Hdvby/s2b2b\nlNfKlSszZZs3b4bOR49gjMDv6uqC/fv3Z+ZDZ+fMVmbjr1+/HjqePMnMh7n9/QAvXqD46O/URwXs\n+bx/+qd8/379a//6U9DdPbcZaKZVY61WawWQmETxN2zYCHHcAdDqYa1Wg3PnesB8V8D42Qk7DcQx\njv/v/z43h9+aHij+06f5+h894vv/q1/hzzdv3gK12voc/sWLOH5vbx87P3fs2A612pbk9+LFS2DH\njh0ArRVo4y9evChT9tFHH8GCBfNy9ZvvhlT//vf/xp9v3LgJarV3c/jU+PX0zGX7t23bNqjVNia/\nly1bBtu2LQBovWFt/AULFmTKPvnkE1i4sBeg9Ya18RcuXAiffPIxALxOni9YsACgtWJt/A8//BC+\n+aYbAF4mzx8/7oL/+I8Ixe/u7mb7t2VLdj6sWLEStm5dAgBTKH5fX3Y+7Nq1C+bPp/u3ePFi+Oij\njyA9HxYvng/QesPa+Nu374CvvpoLADP7yfh4J/zzP+P96+joZPu3adPGzHxYtWo1bNy4nOzfvHnz\nMmV79uyBefPmgfnOa+MfOHAAliyZ+Uxpnp84geMvWLCoZY2c6V8cd5rjEDrfufkg/d3T3ZMp27t3\nL/Tc7CHx9+7dC2sXrM09HzgzgPdv4QKYep3d3+fenwtffvUl2b5cHutXAAAgAElEQVSF9xfm+f9/\nTSUGw39x7QX0D/Rn8P/p6j+R+AAAcA3v355P98CmJZty+FcHrubwI4hg9erV7Hw7ePAgLOpZlPye\nM2cOHDx4kMR/9913oXZwpuy9996D67ev5/D/7ea/ofTJ779qts9+vnv3bvhoxUc5/L+5+DdofStX\nrCT7F0MM+/btg9V9q5Myc36g8NeuXZsp27BhAzwaf4TiY2W1Wg3i0/n1ZWDt2rWwondF5nn6I7YN\nTkvamjVr4Gc/+xn8wR/8AaxcuTIp/+Uvfwm/+MUvkt8rV66EP/7jP4Yf/ehH8KMf/YhV0HJA2cal\n+ISJsV6vi2mCcrFh7Q69Q8TUg2reWjIM8UlTvDs1NTmpJ0MCojjOWs/S90M0eCDl/cePVyZD9suM\nsmxzvOLiV0O5eRuylil8LX9UksaUe8D/3965NddRXIt/jWwL4wvYYIwNFIhwII4vkny/oIQ6KfOP\nK/88AKFSoahUHpK3fIl8hDzkM4RUqkhxSaUI4DohyDfZli8YBXLAARNAli3Zli+yLGnPedjqrb1n\n1uru1bN69shavxdbs1f36l7d09NrelZ3sx1T4jM3jmqbfPNb82wa7idd1GdxR460JybNXI+hw/Dx\nx+fEuogtDjBNIRej69JhZHzTYDb0qQemk2PDTz/9pDQbmtWhYjr862d04YdA2+M+ubY9ceIkWVZ+\nPehPgWPbEMOsDmVp/twR1W35XC6X1+ynaTdmX9hlr1OEfO54Zax1tTX2YdZzq7MWHWnxzUm++uor\n8tNTG9yNQ5pX3lrKKrkxSpqPSTPXKXlT7ub8bczfw6yzCE/MQ0ZebLIpvbOdj6PkzMfklaVM3VKT\nf8m8bHAm1JRtKZAypbb8iTSl3AO2coXqyBLiYQjaCnvh4tpoJPdLGbOSpqxw9bgdube+SSM1gcPh\nys/JYGXFy9S+7im1c5/7Fs8761W4xYsOVQDlxGyVUT/ze/bvkB1AKd0WzcKP0nx/a2dMWj1d3gC2\nw6zJMhFOj+jujjYHgyHfSMOJj0oRByGhndYQbJuvsHev5G7qwYxBJHU40nAdYyo9J67PRnWcNI5D\nxBwB+vr6REZ328SO1GHy8tRhHRWbdXnmFWTDrC7H6Cq1aUmSptC5ZEncp/Ds9b7vf7/1srSOjPzu\nPXtKsyHaPyxp2LOPJvmcLuK+YZ2HFuFe5q7uJR0d/vLNMtw0s2TtmM/KvVrgq7r+uZLMBI6S37Vr\nd6mTY2O/GJP8LFu2bC4w+fe3YZoC3HvvUm/5OR28cknZ0CafZePG75Xo6GY+AYvs6NY/J5Zzsm1p\ntm7dJuykZeXnnOmiNuQ6afVxitgBsJEnY5JPOT2Qzn6e6ZcPmVdidzAefODBvLygg5GV7+vzOyet\n6OYdTzzxBNTS/LJxlE09ktbPI2NvjOKyoc3h4mxOYqOyTlpuUuWQj/J0LnOWkZUPGeEYTiWZnvsE\nBqAnwRZ5sr25T0hMF3fW5ZMmdt8BpM8z+45XexdsJ5++ULn7TNABFiuTA4lhxEbIRLt6zUrvbMfX\nQTxoCfkQBwMrn6u88duVv+IpZcOyHF1OWZtlOOXi1M+GhANse5SG3rNcG4Y8xtF8LE5EyMoKJh+y\nkmZkbHk76+H6LM7iAPjKi38OaPnMs+iuiABh7edsJ24fKdiuoWkoquGkARSf4FgqbY0XC8wzmo7Z\netucnqgxaZnrXjFplC7OU21WfmpqKvpMJk2SvA2lZ0uZ35t3I8QLJdB+s5AxaVIvEVy6IrZfGfcy\nADQ2vWGl55apiXxMmn9W3GZtjj3yTeMqQ5Zjx44FmYPfrPUCU3Xy0+GajLX+bXa2k3MQafnbtycy\n8vbt8bFyuNu1fBv+859DQTbEdbvlW+OpHC/LghzduTybdzKUcuSpNIODg1Z5oekI24YhurM07+DX\nko9jJY3C9nkdFpNmg30QMwCMjY61/O2KScPK4XJ8sHPSXGCOEkf+wpcXgpxQTMbafil+TpoNbrmy\nTqixIcdxBHC3Lcf5du7uWArcVQ/udQDe51aBOqLXowzdWLRzWbrTdF7ZUKxPhaSpYv1szCdblVE/\nwazCTIg/JOKb1vYQjnu9DB3z7BYP6uqxdd8tNpR9lPI8nPqjtD33eGgaXB5P4PrEDb0usNFIsA6m\nvDUvoeuiOkLqx2zboHbilreNuimqsZIW8oqRIW/iWER2nXPoEHkF7viWhow5kqhfRrdPTJpY+wHA\nksWLZWzokM/ZkFlebgybKyYt6AlJ2Jwdk2Ypk+ue8YlJk77PxA5ut8h3LFqUlzd5SejIkN0GX6Z6\neNs2xx5xdGSxyeMxae6d7ULr7RtPZWRCdBi6u7cQO/fJ3+LLlt2LXrfpiG1Dif65adNGMRv66M6O\nUzHrZ2LS5D6Jpe+b3l5XTFqK/kbVAwOLSbPJm98KDIcAMBuTJvi5o+0g5vtW3pe7HrRxiGWSv2bN\nGrRMLB2M+nnFpBE24cRgdXV1BR9mnV1QctUPINMPE7cjiK1a+caLOWPSLJ87+q54uqiGkwYQd9Jl\n0nCvh+hA0lArEuRks53bXpX55MTkCYeIbUOO7iLlpeQ5+YfqaFcfKUGHK/6L/cIlS0gfofKi0jAG\nYp+seKrtG41gxZO+BbjVD3iH0NZhsl26bSxEG5rrEmW1peHKl7UrIke+qn2dzod2IsgdExmT40ZM\nGsMZIsvl4WDkyhoQL0YlCd0Gv/Duh5BADYjdHaXj4ZjtTdVPTJ5wArkvC2xUw0kTGPVtE3nJs5Uo\neUqHc6tvbILqGBVZMWmM0T1FdJuYtFKOHkhTmKZi0pg2dOlGY9KknoSI/NFjx0qbwXFj0orsooqd\nkybRD633GZWHoIdRQ15W2MqVcPthBp+YNKnu+eGHuA0lTXjs2EDAxC5s5z4A3hlfRW370UdnoVZr\njUOKoTtNASYmsjFpd4cN//nPj2dtyMsnxIYA3DO+wm1odNWdm/j1O3nyFCkv50znnyuh9eBgzkmj\nnCFyE4uAlbTr49fz+bgm/9gKjcXB4MakSZyTVsZK2pdffhl+jEHASmjZ56RxN1Jx6iBW3yiq7aTZ\nwH6PMbpzyiQ3Koa9hir65JwtE2unxtk0rPazyUd2plF5YR3ouVzmuo0Ck3xvecwhogi5L2O3Xxk6\nsHtAWocDCSeNol7UfGYhXYEuU+gE1d/xaWfXoYdo+/3Bf8zl7WGDsqFdPl+m2DYEMDaM7+iGOAt4\nueiEVJliP0rr9xne3u2cjtCOLs9Ts62ecFezzO/Zv0vZ3RExVsjujs6NNSQcJZujS7RHyDlppnxY\nPUh55ieVmI6QPkIRtLsj0k42quGkUQROcLKQMTqCiOpw1Js8J01CR+Z6oXoFlGnx4nL2sondJ7KT\n/L179zoSCLUf0HUT2wikSb6Me6uZsvQtysakRSYbk8aB26w2GwoNubBz506ZjDwpsx92d28JshO3\nndIU4N57l3nL23W7JwVl2nDTpo1ifc0HTt2K3n9Gl9Rwa0uzdetWQp7nDPnonu9jvc3xuO/++9Df\npHQAAB6T5nAEUR2eHcjEU8Wmq6vLu0xZWEcMzNqKdS8z7ZuVb9zLIe0UkAajGk4a9aqNsVLR9rfv\n0joi67ba0LbKJaCbXKVM0/mzkmauU/LZSxXpnzE3zwlKw7VtSJp29ZHE8ZkwQWwTUvKxyxTedfDC\nltM98ysVzelsfxfXLVU/e3xiOTbE5bmrLWXZMEuoDdszhUjJR6lJI1EPG/U0rYpcGwfh+dArPezN\nO4i8mv/1yYfMy7KqU0a8GLWqE/swayPPXsVDyhWyiif9uSNaJkafAvBop3m3khYwMnEmm0FnKzHL\n1N/fL7vrnCUf75g0c53QjdoQi0nzyEvKtjPT0yI2dMVZsWLSBNr16NGjuGw2T9vfnmWyxqRhOgvU\nu2hMGveescaXUgTIz3A30AlxzJsoEpPGjaHp7z9k8UFlHKKBgeNE/ri80ZFP4zc5jhVPhcnXY9Lo\nLmXTz9U9MXHLW57S7Vu/uDZs/XFoiDonzT2RD2k/iXgq3z4yF5Mm46SZ6xiDg/mYNCMvPR3h2jAL\nYzgEgKaYNMKJYMc0YZPjBKCW1mB8fDx3PWh3R4vu0cujeXmHI5iF42A04qmkN+/IyH/xxReksyJ6\nmHUK+Zg019sChKC4PqZjvHBi0qRfj5Wgo+hKRSo5uofUD9NtyiU5+6DkQ2zIKSv1FIzspKVEWSV1\nlNVH2JvImOuEPHvDjUDHnKMD/UW6PSjdApPgsFvAPkHm+LkQHJPmn0bqFjDXOTqIYTIoLxvtitmK\nrQMgtdqQq1uqrCFpKIdENpaLSoHLm3Lx+1v+77tld0drPJXQShqdIP+7V9xb0Xgxhw6J1ToyJs2l\nO8RBZLR3SJqQXTsX9u6OQvK2M8ykJnYNHVkER3dTVpFz0mzyTdcbugTbg9QNAIuxWKAIDhTnnDSJ\nFdK9+/a5n1BC7Wf9Zpt7n2UvZeTbcU4a+XJD6CVCkhKxkRGdtKwdOY4EJm9r1n37niWcNDoNt3o7\nduwsdfJf5hlfPT3dpIMh6+gCLF++nCUf8ig1FLFhNi+X/ObNm0rdor75/vK5LYsMxeactJDHIvXC\nhaKnp5fppKXAXS3Hzkkrw0mTPicNAHd6amkNVt2/KndddOMQSOGhhx7yljdpimwHX9Y5aU8++WSY\no8usn8mztR/KOrpZeVdcX9DGIfNyJY0i4C30XUFIvfmvqPj5SOmQkq8yjJsQAMqpe0ibS8grLMq4\nlaV0L1QkbUtfpyfTUrrbSRXLBBD//mvn4z2EqrYTF9sKDTsvyyqJRJlCdGOEfA4YQugmGayNQ0Js\nxW0PoXYNTYNRCSdNNJYLIegMM5MnRwczDeeVZHNZsZgjMRtSMWkBeYUcQC0Vk+aS58akFf0E88jR\no0GvHkNsyD0nrUj/LHxOmtC9LN1HpkNi0gq8Oi4Wk8aTP3ToMLmSJqVjYOA4uiIgvcplaI2nsr1t\nLnYGFgDA2bNnyFtDeqi6deumt3yoDiM/Z0N6taWeprgNh4Y+Drpl+PWrb/zCiacyMv46WuXrMWn4\n55zu/snTferUaVJechxJEl5MmpHx1Y3R39+PTnRtnzsC2J0xdFUuTeHatWu56zZCPou7fOlyvh4R\n48VMe8X+3PGLf38RvKlHFp/PHXPnpFk6lchZc452XTCfO7LO5ipndG+fDupbGoduiZ370IO0A/IK\nOcRb7MlirnPkbbSp7wTb0Ebkeoi9LLBRgpOG/iLZDy1ITIK5w2eojuoNn/bPDetp/J1HeojOt1Fo\nXvbPz3iOrpEpUiZznULChkDEpIX3EZsNpXT4ywPMHQKdzccGpsNV3thOWhnn2ZH5WD5pZJ/xRTgF\nIWd8kbo9HahGPSI6GD71MDK+aaw25MTogb1tKd3cTxclPuf0sWEWV19g+GjVcdJizgBsMWlUGu5k\nM0QHy1Fq+tv7nLQQRzejuyUmrYQZ3KKOjugTcEjwmDR2fCIFIu+MSRO0IRmTJuHQZsqExaTF3OZf\n9D6zyC9esiR/XdoraSJ7Thr3QGJOUffu3SfkYNArLiExaUYG0+0qk+85c1xbYfXu7e2xxKTJOZVp\nCrBiRT4mjTuMmOsueU5MWhZuvbds2Yw6umGTf/cOoDHjqbLyJiYtZAdQru7ubjwmLcxJw9vDtFNl\nYtKaVtKysJ2YpO5grF612jsfMi+Hg7h27VpveZOmiIPR19cHkIDTaUVXIxk2/M53vhPu6DLSGKcu\nF5Mm6Oia3w1OGzLjywDwdrVRHScti/SEKGDkxSab0jvbkWUqoX7euovkxZWP4Ej44NwRMksF+mdl\ndWSR9DACyoW9cBHfAdT8zpFnUM8Kt6NEs7rTyKzuldE9bXDT2Lrn3WBD87uEDps8prPKQxjnEWTy\nxHRQdpHq09xHqdtWKSpfRj/EMwLrhBbdvIOsn/9KTOjujuyVNMFPEc3vLX+7VnQ88mhJw6h38O6O\n3JXCNq6k6TlpXHnCkFJxLLaJnWisjOM7EDLmiOtUYukzZSJj7ZqTSbUfANRmZqLOMkxZyz4n7fCR\nI+4nlEC9k9QSk0bp4JapCVQXct9I7aIaep9xV/emp6fz16Vng01k7ZjPSm7XwMOHj5AOBoVtAodx\n/PiJUh2MMs9JO3PmdNBKWv33vA1t3LyZj0mzUWQoLtOG5859VMoW9UZ37HiqZnlzThp2z9RlbZNK\nXvudPn2GLIvMdGTus9SiZ82Z675In5MGkHf4zEratav5mDTp3R0vXbrkLQ9AOwC+8s4zvigHg/nZ\n5r/P/1t0d0dbmgTy56Sxd3dkOLrGhhQLfndHloNxNxFSb24a20gdWwfBgm1vCKi7ZB9ZwHavImXc\nylK6Fypl3H53e7tWsUwAd8WjVNS2VW0nLqI791lWSVj5hOiuYIOE7u7I0iHYTlz5oB1AhdqpGk4a\nc9UKvW6RF4tjoXSH6jC/Y/KWfMiYNK4NPVbxfGPScisVRoenblPWjiSRWY10lJVzTppE39n37LPO\np7bIQegpMyatYL2rck6adPst7uzMX4+4kpaPSYunes+evexVIO6b8e3bdxBlsrxhZNd7blWl+Dlp\neLkw+a1be0l7SA8jK1diMWnxbeiiqA27u7dwH+NNebUK+Ng8H08Vx4YA9pg03/L6ynd395Dykp/X\nxrYhRl9fH5RxmHUKKaxevTp/3bYKhJXLskKTpik8vPZhb/lGeQt8Dljvhzx7OOuBpHnqqafwtnDV\nj2pbh+6WfhiwWmd0+5SpYUPuamRAGorKOmnSE6LY2/wHpbE4Sm3bua+MJws1w5HKyzbLEJxdWT/h\n4+RvK5fUrJlKYykX+54J0NG2e9lc58jbkJiVBGYlZY7YOlwmDdPhP2GnyuGz8UQ2PXZCg095udc5\nZbWVV9KG3HJxHjXlDC/l2DD8k1hM3t8Bbs6fWw+sLHg7ydqQzEfwc0fKKSA/1XM4UNl5NtdBNGWy\n6WDt7sh1eigHIyBmS/RzR8aKZxRHkBOTZvnc0frZJmN+UQ0nDSDqrMTEsRRd7fHRUdhh8Hh6oXFA\ngg5iM97npGUJbL/UsbMlJy+bfNGYNO4q5aHDh92zjyyBs2D2OWmWMrleFrTlnDSs3ML9c2pqCk0j\ntgNohjjnpOH6jxw5il6XNOGJEydJc8RwBMuMpzp9+lRp77Ju3LiB/0hQ5BE0P2LS+NeTJD9Oxayf\niUkrYwfQM2fOijppWHmxmDQjTyHhpJlz0qRW0uplyDsFtbQGV69ezV1nT/4dDsbIxZHiOhjxYuaM\nLzL/gJU083sz58+fhxoQuzs66pfL28MhyvdDQUcwI++0IeXoMp1pG9Vw0qScmzImwQEjE/tA4pCn\nl5HhpKHkqScLhVT7Eb/ZNp4QW1UJtZWnjtRctyHVflwdFCGOh5CH4VyljOgIUi90gj4f5sxKMkk5\nWWETOwrJW5wuU/5Tq+a8ODrkyiTnAEuuktjgbjRSRRviZZA+J42Wd5fFLeNuJ7xMsR+l2H1m+idV\nzpC+zsnHlhcX22oZ93NA83v275BVICwvG9TKmysN5mCw5JmrYiFpSBs6nD2TlpOG295UGlsSVJ6A\n2qlxwWwcEjrByULG6AgiqsNRb+9z0kJ0ZK636JLSYZHnnjkRSvQ+kamHU5+gba0xacK6y7i3milL\nXycWkxYR33O+OFD57N27l52Gy7Zt22Qy8qTMfrh161awxeNQhKwCrVy50ls+RHczZdqwu7tbrK/5\nwKlb0aHY6ApZEeTKd3dvIeTlnqNG93wf620rNNmYNGdejE/yDA8//HDuWsxNQEw8VWxMTFoInPIZ\nHbx7mVeurPzcvcyv312/cQj31Zx1m+8QHSGv4IhVINYbe1OPNrzeTJMEP0jblZfU6+k0lVn1kF5J\nk1glKat/BuiQ2h4/OA3znrHqlihTQB9JuP3QguTtRMvnf4x9i9fT2GKX5tc5YmXYkJN/PU31bEjL\n88oqq9umQ8aG2GHd0uW1lZVaTa9iO5H5WFaH2J8cUp++IS+HQ7fgl4oXs6ahnE1EHsDiUFpWgULO\nKgs5zBq9bnGm0fZ26CjyuWOIPAC/L9iorpNmrgvIi55hVpYOSz7RYtJmrzdPNq1nbhXRnaWAkxYi\nX/icNKoeAKiT3X/oEJ63TUdgvak2EznUOSNfekzahx/isaXCfeQOEZMWy5GXjkkz1zGOHDmKytvS\ncMt08uQgep3rPPrWu8x4qlOnBkP8+CDdN25c95af04HZEG/wdtnwo4/OsstaRDf/jK8wGwJkz0nL\ny0v2kXpMGn7PSOrGbGiDduz8J6fWmDTzuSPDMbDldWXsinc+ZF4WhyEFPCbNhkg8VcimFzYdSL0/\n//xztsNM5eXjILb0w8DPHW19pBmnDQmHa+EcZs2YBHtNiGJO/kPSUPJSH+ub6wiseLjZ38Q2TbDY\nKfounCXNrtBVFZMXRQn9s/CqYxn3gLmOkJj8cj8E1IMiJYZXlw5EPuTsv3beAlJlovILq4ff5Nin\nTHxbJegkmBomXfDbyd9pNWnyOvk7L8rbMHeVfMy5KGMIy+uU2b0ypLxUmWZzQ3Tjtg3RXWw6ku27\n9h0h0Xwsjgp7d0dscpxAUDyVbUXJV3eQI8hwMJxlohwMl2NHxaQxHOZGXljbcpxsy4Bh8im8ksZc\nWWykYTrHFPPSSbNOghGsZysJlamvr0/OwXCMir7npAXZkDgnzbriYtIydFvluXkhZXE5lGWfk9bQ\nV4Kjy4pJK1hvr3PSKN0A7Hvm2X374nsYaQr33HMProNhK+c900Sxc9J4nyPt3r3HMoGj7cjpnr29\n24ImiXl5v8lxkXPSKN2U/LZtWx2TYJ5TaSvrfffdh+RvTxM6VBU/a84m3/pjT0+31UmTHorzZ3zh\n8qE6minznLTNm7egOiQ3tjF5cW3I1Z2lrHPSamkNHnzwQaQOTAfK5tilAOvWrfOXJ+A4DGWdk/Zf\nT/8X6ujW9+cIcEItaTjnpFH5cFbG9Jy0ZjhPrxD5knRwnEcyPfdpTsmE1I+axUjbyiZfMC/0czhX\nfrHrF1KuKtwDrvQCOtj3TJvaL0p7MNTb5bNvrfn523aExNJUwYTVGybj2rCqtzhX3mbDkLwk5aV0\ntPNRKqm7rOkInU/eGWr8n7GygsrPTtg5O/qR5XKk4cqjaQLqx5EPSdOISZOwIbd+THmfcrFtiDm6\nAWkoquGkcV6tBlxvxIvNcx3mOhmTFkF3i66S6leGjjJt2KJP0iaEvPWcNIHrzauUaExaRN2HLDGS\n7E8LLfKTd+7w0hRsv2xMWkzVR48eI8shpWNw8FR0Hc3XfewnpXtwcLCUoQoAYHx8nCU/X2x49uxZ\nUR0uuGd8FbludIXpwCdvlPzZsx+x5G246sexIVcHRn9/v3VFx/YbrpuWHx0b9S+YRQd9OYXh4WHv\nMtl0cOKpQvLh6AAA+Oyzz1jyjd+Yq4gmr1w/DKmfZ9+Zu5d5fS00DUZ1nDTqFY6EvCWNdWLH1UHl\nwa0HcTCJ+O6AlG7qFZxke/jWW1q37RWjzSmJrKOd9wBHh/MTvsj1SMzv2WwkdVD5SLcHQeyu0K7u\nGUMHJ/9QHe0aJqu7+6FEX7DFTcnF0IXellJ9hMrbnlfKlMd107alHUHfvKT7CJ1PPoHtc0cqDQCQ\nMVBBMWkp/zDrUjbW4MboYatAzDQJJMGHWbNi7qh4MYY8QED9mO0amoaiEk5a7M0iqJg0yYmdNe6N\nO5NBRsXmsmIxR7Hi4Rq6AvIKOcRbZOc+c90izzprLi2+4UZfX185NkwtMWlGBknjXSZzfRavmLSQ\nfkiwb+/eUmb/nUuXFtdhrnvQGpMmswU4xa5du6ObcOvWbbnJprSOZvnWeCq68hK23b59W0lOGsD9\n96/0lm+WCSnTnA3piXw9TXEb9vb2lOjoptFj0prl63Esspt3UPJYTJrdSQufEsS0IUZfX5/V8SA3\n42CsrJiYtDUPrsnnYyksdyOQFFJYv349XwfHYcBi0hjxV9nffNM8/fTTpKNrg+1UzurOxaRxHShu\nTJp03BukwPDRquGkkZNgi3z0Vztt1EGeVWZDyIbo5N/kxaiH2PlwAbqDJtMh/Y0jH1CuEBuy+6e5\n7ivv0HG37M4ZXYcDbnGx9PPNhOZ3LC//Mtl3kKunaRUIqze2Y2F4Xjx5PH8qjbkuIT+XprgNZc8R\ni2vDkL5O9REbEveydP+st5N/e9vLRadB8yFWT+byDHdimuW556RJrLiIrzRh8o56YLhW67IOhuju\njq6VMax+NnnkJnDZJJcmoZ0xVL5JP3rd4hxjVMZJyyHopIWcYcadbJI6THkxbJN/i26vs8sc5SV1\nZK43dMV2Ymb/JksrOXsExIbGSfTVzXza9ff3h7VHgLy1fwi1kwGLSWO/LMDKSNT7yOHDYh6Grb0n\nJyd5OszvHPkmsnbkmJArf+zYAGlCCtohwhMNDp4q1RH0HRNDHjVZBgdPkun4XcTeP7Ixaa5+UGQo\n5pyTloX7EuHs2dNk2fh9xP15JOecNKpcvu1qzkmj8pF8lH700TnvKYS5RtsKXyE1//LPmvPXjUGe\nk2YxiMsxoDaFGB0dzV235WPLCyOFFIa/bY1JCz0nzVomZO4W+5y0zz77jCxLjN0dOeekcVfSsmnM\nOWkUts8dyTSIs2mjGk4aReBb6AUJ+xVVgG3L0LFQaWf7abtWhnY2a2gaxQ9uO2m7tocybMU51FmR\nweV0SeTF1cFd5QpNczcQutGIRBrJvsOlGk6axPcFFvnQeDHykzxBHSEraVLnpOVAdBeJSQupd9KB\ndMkIK1BZG0rGJ2LyoTFpIfLWc9IkVuuasMa/+ehglmnvnj3sV8TYqrirve+5916WjqKvjhvnERLi\n9azwiR1X9c6du8TeslPyvb1bo6+kmd8BYp/x1Xptx47tLbr98+LHcq1aFfecNPM7QKsNXYSu1hl6\ne3vJdDGGyfJj0ubSZZHcGGXTps1I/jbdrnqkOXnzb1EbmslzEYkAABYrSURBVOu+zPVHf4eWu4Jh\n5HMxaa5VIOpTPctngo888khe3mIQapWGHU8VELNFVR2z4TNPP1NPh9nDVj/qk1FH/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qDj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\npUKok6YoiqIoiqIoilIh/g+bW1ul8/BcpgAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 24 }, { "cell_type": "markdown", "metadata": {}, "source": [ "\u0410\u043a\u0446\u0438\u044f - \u044d\u0442\u043e \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0434\u043d\u044f!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# \u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e\u043a\u0443\u043f\u043e\u043a \u043f\u043e \u0434\u043d\u044f\u043c \u043d\u0435\u0434\u0435\u043b\u0438" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cols = ['r','b','g','y','c','m','k']\n", "\n", "ax = datatrain[datatrain['DayOfWeek']==7]['Sales'].plot(kind='kde', color=cols[6])\n", "for d in range(6):\n", " datatrain[datatrain['DayOfWeek']==(d+1)]['Sales'].plot(kind='kde', color=cols[d])\n", "ax.set_xlim(-500, 15000)\n", "ax.set_ylim(0, 0.0003)\n", "ax.legend([u'\u0432\u043e\u0441\u043a\u0440\u0435\u0441\u0435\u043d\u044c\u0435',u'\u043f\u043e\u043d\u0435\u0434\u0435\u043b\u044c\u043d\u0438\u043a',u'\u0432\u0442\u043e\u0440\u043d\u0438\u043a',u'\u0441\u0440\u0435\u0434\u0430',u'\u0447\u0435\u0442\u0432\u0435\u0440\u0433',u'\u043f\u044f\u0442\u043d\u0438\u0446\u0430',u'\u0441\u0443\u0431\u0431\u043e\u0442\u0430'])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 87, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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DVquV7TqEEEIIIUSDkJaWRkJCAlu3bmX8+PF8/fXXxMfHk5yczMyZM3nvvfdwdnbGaDTi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\nAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 87 }, { "cell_type": "code", "collapsed": false, "input": [ "figsize(15, 5)\n", "ax = datatrain[datatrain['DayOfWeek']==6]['Sales'].hist(bins=500, color='m')\n", "datatrain[datatrain['DayOfWeek']==3]['Sales'].hist(bins=500, color='g')\n", "datatrain[datatrain['DayOfWeek']==7]['Sales'].hist(bins=500, color='k')\n", "\n", "ax.set_ylim(0, 2000)\n", "ax.set_xlim(-1, 20000)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 90, "text": [ "(-1, 20000)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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O09xq+Gbh5YKujVzT7TO3tfrWauV4ZXCl000HAAAAWoLQB+u4e+ctpZaUT+c7+thze+c0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\n/V6f4s3ihuBU/fpUnodPBXm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"text": [ "" ] } ], "prompt_number": 90 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# \u041f\u043e\u043a\u0443\u043f\u043a\u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u043c\u0430\u0433\u0430\u0437\u0438\u043d\u0430\u0445" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ax = datatrain[datatrain.Sales>0].Sales.hist(bins=200)\n", "ax.set_title(u'\u0412\u0441\u0435 \u043f\u043e\u043a\u0443\u043f\u043a\u0438')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 83, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 83 }, { "cell_type": "code", "collapsed": false, "input": [ "ax = datatrain[datatrain.Sales>0].Sales.apply(lambda x: np.log(x+1.0)).hist(bins=200)\n", "ax.set_title(u'\u041b\u043e\u0433\u0430\u0440\u0438\u0444\u043c \u0432\u0441\u0435\u0445 \u043f\u043e\u043a\u0443\u043f\u043e\u043a')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 85, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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AAF1035Fzza157MIJJBlaNxEIerptIx/7yMg+MrKNfE6pa2rz741nafMVMrKPjNzCGT0A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\nfYZRFIYr1ELP805dC5CWlhb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"text": [ "" ] } ], "prompt_number": 85 }, { "cell_type": "markdown", "metadata": {}, "source": [ "\u041e\u0447\u0435\u043d\u044c \u043f\u043e\u0445\u043e\u0436\u0435 \u043d\u0430 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435;)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cols = ['r','b','g','y','c','m','k']\n", "\n", "\n", "for i, s in enumerate(datatrain['Store'].unique()[:7]):\n", " data1[data1['Store']==s]['Sales'].plot(color=cols[i])\n", " " ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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1ZETqcq1jRRkCxzkgCEbRQLJfriQtLS3YuXPnkqeEWUbUCUI5fD7krX4Zi8Vw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+CaUOmM8++2xkkcUvplS+dwFTN9J8yKjwPNiwTWBYdGjc53HBo72IbnXsyKAPnqmrihwZVDyj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\nQRBYMXkFq46sQteVku0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pJ04ch2lWYBgHSx7vkvOWcOWTVzK1airbu7bzmUs+c1Ln19XV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ghLcdJWK5M6RZp/eQfmLbcgDAxE57R+PeqTT0ajGYoVHH009mc+g3XjjRU/Xel4JsWhy9Ga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\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T6vYusQj32WnDZ/F2PbcvzHLso4w+P/XUOcfGr0h36lmtGzDKPavJmpKSpd+DNpqrrLGt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\nHv1EELmEHx40W3DeSJaLhtSl3PXsNBWjGCU0i7zFpckrHdA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"text": [ "" ] } ], "prompt_number": 94 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# \u041f\u043e\u043a\u0443\u043f\u043a\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u043c\u0430\u0433\u0430\u0437\u0438\u043d\u0430" ] }, { "cell_type": "code", "collapsed": false, "input": [ "tmp = data1[data1['Store']==1]\n", "tmp[:5]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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StoreDayOfWeekDateSalesCustomersOpenPromoStateHolidaySchoolHolidayMonthDayOfYear
0 1 52015-07-31 5263 555 1 1 0 1 7 212
1115 1 42015-07-30 5020 546 1 1 0 1 7 211
2230 1 32015-07-29 4782 523 1 1 0 1 7 210
3345 1 22015-07-28 5011 560 1 1 0 1 7 209
4460 1 12015-07-27 6102 612 1 1 0 1 7 208
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 95, "text": [ " Store DayOfWeek Date Sales Customers Open Promo StateHoliday \\\n", "0 1 5 2015-07-31 5263 555 1 1 0 \n", "1115 1 4 2015-07-30 5020 546 1 1 0 \n", "2230 1 3 2015-07-29 4782 523 1 1 0 \n", "3345 1 2 2015-07-28 5011 560 1 1 0 \n", "4460 1 1 2015-07-27 6102 612 1 1 0 \n", "\n", " SchoolHoliday Month DayOfYear \n", "0 1 7 212 \n", "1115 1 7 211 \n", "2230 1 7 210 \n", "3345 1 7 209 \n", "4460 1 7 208 " ] } ], "prompt_number": 95 }, { "cell_type": "code", "collapsed": false, "input": [ "tmp['Promo'] *= 1000\n", "tmp['StateHoliday'] *= 2000\n", "tmp['SchoolHoliday'] *= 3000" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "-c:1: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_index,col_indexer] = value instead\n", "-c:2: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_index,col_indexer] = value instead\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "-c:3: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_index,col_indexer] = value instead\n" ] } ], "prompt_number": 96 }, { "cell_type": "code", "collapsed": false, "input": [ "tmp.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 98, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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m3P9456abKwXDSKoRjs7qehy67WEsOLrT73qnl2BJINyiJfJuRh4gRBwVqclU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xeSzbH9C9B2UB6YO6skn1+JuUNJjupFZSRVvHUSsOJNtB5v+b1g7pMAT1OLbF8SfB0unNq+HwX3\nzgpW6nizmar8rVvljSZMpNt48u9TGov825EKUCScdcEbieKktoeJNxmROn0Sald9J3uto6rToDu4\nP2UC1iO7FDg/1o964qOvkBFFD00A1oy+GLboyfCxjLSqoo7eIjS1SY8HvEXqeWuPkjbZvJFSeWN5\ncXXztyP6vDEmDFKWleN55M29BuM/X4yGbzZi7YiZ2PPwM2j6Ybti5Y03m+kLA0rPAY32qPbBRxMs\n0SJzxjF6+EIh2SDoRelVVgoFpIUErUoYWS1IHD1EtWiJXg9qAL3apHvVqlVYvXo1NmzYAADBfrVv\nv/0Wd955JxYvXoyFCxfixRdfxK5du3DllVcCAJYuXYqNGzeioqIieJxVq1YFj5uRkYG6ujq88sor\nWLRoEf785z/D7Xbj2LFj2LhxI5YvXw4AWLduHX744QesX7++hz957wRtERnNMyFJA7Nuwe1WHQSQ\n5mMSSM9X2uI/dkAh2g6WhW1zN52CMS5WVdWMKbKhQ18YQK8AaMmk4ThOEmOiVN/0sOFhee52hbof\n20+iTUaiw695wPKV04shwRkNOHzgYNg23VhQtB5vQuI+GruAlq27ETewMOglDPhbIhjiL7r5vFHE\n+HRJ/pKSQoyqIsmPkYSzjg9CpE162FzWUKRfdgGOvvI35N91Q9h2p79kHgreRHGiPwOVN29rOxq+\n3YhBz/1Km7HMJqoij16VN6oAjL+iYs1Oh6uuUaKfWZR5+h2VJyG43LAV5oRt50xGarYnIOeuNWjZ\nFKVqkb0wB6M/eAnOE3U4sWI19v3mz2g7WIahEcF2KFgN3JECKZ3nR7IK6J5giRZWAYB62qRugh4U\ntUnR6wUfGy5YwKzqRiR1EkYNRu1n36o6B72UtwDpeumtwdvdd9+Nu+++O/h/bm4uHn/88eD/8+fP\nJ75v1qxZmDVrVvD/BQsWyPZ55JFHZNsKCwvxySefBP+fNGkSJk2KXuTmbEW0FCASkieMwLGFf+1W\n35vg7qHKG2XxH1uch/Zjx8OYKCSDbhqkioMbiJP3Culn0k0ITlUqhUaDuCElklfpZRfIXtNjHmN5\n7gqe6J9BtrxMuBub4W13hNktOatqEDNzKk7vOnQGKm9GmfeXlgbroaCxRyRf0/B7zpScqJoN1bhu\nK/pMGh0xFruFRRfBEiOZlqgXq4zEumIlvJSKNMH9NDm7XgSaopLai6DPpNFoP1QGZ0142b/9WKWs\n8iZ5vdEkR3uOvgUANf9ai+TzR4ZRH7s3FjkzqFszNavy5s/W8UYjYrLS4KhQ1y/R7O93i1wgsHze\ntMicUXveSE2ylB60SFgzU1F43804/9v3cOGuz5heZaxKFZU2aZJne7QQLNHiWqH1lkZCj6wuQO81\nJfnCSFVdmgptuLFw4qihaNm6Bx3VtWg7UoHTuw/i9N7DxPfqVfEG/HNmLw3ezqF3gbgQiVKkwV6U\nC8HtQcfxzvYEb1s7WrbtRdXSz7D/yYXYcsMv0PDdZuoxoqm8RdXzRqy8yedAg80Ka0ZqmIBWNAa+\nTNEsnayGSBl9Pao3RnsMUewMCNgo6WEVwBAsiXLe5AwG2AtzZX1vAY83ph2MXkrjRgMK8vLCtmnF\nbJGPxXjeRQT6OTfNQNXSz1G19HPF4zau24rkiZHBm4mYSNfLTxhgJGP10qqg0bFplTeKoEokztLK\nW8TDJYpFHW8xo++0Cahd9T3y5kpqUNXLV6Hmn99gzMevhu9LUZZjmf11BzT6FgCc/Pgr5My+UrOx\naBOUbpklhjFhKLXQVpADR3kVYvvlB19vO1wOb6sDiSPD1aGaNu1EUkS/GxD43RiecroEABQeeZRV\nWo7jFHsqaIE3wKBNUrOyKmmTNBU6DTJnHCOzGjaeTpMvb6SoTRICb95kpIrFRMqbx+Skw5LeFxsv\nvxMGWwwMMRa07T+Gi/Z/AVN8bNh7u6Kapha92aT7HHoXOJ7vNj060Pe2//GXAFFE64FjcDc2I7Y4\nD7H9CxE7oBCOsiq07jmMlCljZe/XSxGY5KMq+ui0u0BvVOBZ5KptgCWVnlQLG8tE7psSBUHqQ9Oj\n4qDjHB0K3mKB4CYrCOoR3HBMq4CujRfbvwBth8qDipOiIMB5og4xWelMwRL97FwoRs86CeNR1SYj\n7vPY/gUYu2IRtlz/ILxt7ci/83+Ix/ScakXboXIkjR4Stp23mOE93SbbX/T5AJ4Hx2tfX+JM8v5+\nILAW06nyRqJN0tQmVfb4n33BG1GWM7obOO3yC1Gx+EPkzb0GFW/9A2VvLMWYj15BbHF45kPqC6N4\nd+mheke5qQDg1K6DOG+CdnLeHMWEXK8mUpYNQmivkK0gS2YXsO83f0ZHxQlMWr8sbHHcvHEHcufI\nA1op20NTY+z+DUzzeSP2TXk8MNnkvmvdAW8xwdcuN5AFwo2iZedHNNlWSZsklPq1sgqg9ZZGQjeh\nIMpkSuLIc6zEQMS9w3EcJqx+J2yfb4ZcBsHpAiKCNz0rb2qsAs7hHACKZLmX3nxPQ/5dN6Bh7WbE\nDZCCNVteZliV/1BrG4Md4YlKEVitzxtJdElk0O5iB0iKk+lXXAQAcNU3qadNWigVB4o1gRYg0bFE\nDU26g+NQqinSeNovkANiZyQablfHi+2XH9bT6G5ohjHWBoPNShUs0bNaxBuMKDtyFAUh2wSPNswW\n2VgmI0VtkvzZ7EW5GLfyDX8A50DRL2+R/Q5NP2xH4ujBsnYXWu+nHtdlcEyWSbduYnUkwRLyWDSW\nlmw/Tc6uF4GklCNGWapPmTIOp/ccwoHfL0LFWx9i7CevI7YkX7YfR1H106vnjVlRcbvBx2gXBFBp\nk3oaBVOqiqFqobaCbLQf6+RYn9qxH45jlbAV5aDyvZXB7e6GZrhqGxE3qFh2PKaJtU7UO2b1RuNr\nhXWd0JrhSQFKNLRHnkTJ8WrjQ8NScAwFrarY7fGpNg/y+5zZf+FW7qfkLWZiYkFrSe9QqDHpPodz\nABh+U1Fem4kjB6P4oVuR9rMpsBfmyOYJxV4YvejRpDmM8tniIhQnXbUN0fW8EQIAQU9VWRJ9y6d9\nAED7bIA+7AjOYJAqwpHXZTeCKany1hm8hXr8sm2UDLoE3pzRAPjkKq969ITxlCIBS/E4Jjsd41a+\ngZrPvsHxd1fIXm8q/RF9IiiTQEjvJ2EsvXq8aSbYarxkuzQeTbDknNpkOEjNiGrVJgMwxFiQctF4\nNHzzA8aufIMqvc+byKIeknlvz6pNCi6PKhEPteBMBuIiVA+TTaBzUUBaRIaKiNj9tMkAyl5fivy7\nbkD/J+bh2MK/wtvuAAA0b96FxFFDiMEDU21SA8VCUpaXRgvVo1rEKYlmEMbjSVL/UQqWEK0GNLEK\nUKk2qdfkS3uYeTyyioOiDYXCvCD1Y1LuOx3mFED67Xq7z9s59A4QmS06UOlZ1ZtI+rESVPe8EUSX\nWMnK2P6FYQt8V20jLH3VBm/khJSufo4U4QTNfzulfj49qhtmuVF3oGe7K8FUbL+CsMpbR2UNYnL8\nwRvFpJuUzNMKnMGA3KyssG1a9ZTLxqKqK7Ofr5a+yTjv9adw9KV3g+uwABrXbUWfiaNk76FdK7qq\nKxPsxAC9K2+R9x39t1OyBAvg7AveqF4t0f0og5/7FcavWsIUhqCWfAmm4FqA2kjqX1hqmZmnZpf0\nMhDlOCJ1D/AHpiGVt4BRt6OiGo2lW5F90xWIH1yC5ImjUP4XSeK7adMOYr8b4F9g02gdOiqFkhWO\ndDAtZVZ/yEEAVepfZeWMI1p0aFN5Y8kJhyJgsK41SIEpwLIKYKimKlXeaHPKuZ63c+gF4IwGCLLK\nmw7VG5aolE6VN7LoEj1ZaS/KRUflyaAHZ1RqkxYydV+vnnKg5wRLWG0J0YrbqB6T8MwTGV5aSrDl\nZ8HV0ASvv/3AWV0Lq19tnKrGqFPPNUB+vurV80YzPVdTDYsbWIQ+E0eh4u2PgttcdY1w1TYgfpjc\nm5amJK23ujJZ+VufgJF43zHuc9I8RNxPk7PrRSBHuXKVHCWYEuLCZGKJY9FU6HSiOFFFL1xuzWWT\neYpVgF5qkwDr++ysFsXkZMBZUw/B7UH5m8uQM3tm0PCxZP7tqHjrQ7gbW9D8w04kR/i7BcD2eeu+\nYAnJV4g1YWhOm2T0iIkUKwRStieayhnNKkCTnjdGQBQK/Uy66ZTXyGtFkZKr8H3wZrPU8xYBvXpN\nAT8t9Fzwdg4qwBnkgiW6iF4w7yP1SpOAep83otgZS9LbbIItNwvtR48DANx1jbAwkr3h76VU2N36\nBQAk+rdWdi5h41DYA4C+c3TkmN2xXAgqTh4uByDRJmOyQypvhOBUr5YSQLo2j5dX9Mh41CKBymC4\n+JHbUP7mMnhOtQIAGkt/RNJPRlBYUJTezyj67aMF1XNXJ8oyqYeNqTZpJCeLZcfV5Ox6EYiKSjos\nkAHyhAHoZxbM08rZLu29yWifjcXV7faYRjk9TRTFsIoKbzIiJjMVp7bvw8lPViPvtuuC+9rys5Ex\ncxoOPfMm2o9UIGH4QOI4TJ83HRWHaNk67U1L6T1itACC2MweRc+avlYB6k269aArs0xLIz8fy69Q\nzbzAopHoljTpxSbd59C7IFnxRPTe6EG9M5vhc9IFS7ROVgJkuxqlirekOFkGURQl2qTqnjfaolVH\n6h3Nb0qPyhvNB82jT0sJKfHb3esytl8+2vx2AR1VNYjx97zRRKl0TbAZDACp8qYBsyUStCKBJECm\nfG3ai3KRevH5KH9zGYAAZVLe7waAKv6i5/OOuNYRRT9jrod83hhVU46ijxCJs09tkthQrZf/E6W8\n3MO9N4LbDYOG/W4Aa4Ly6RIIA5QJ2H9DhfLWbQXZOPC7V5B2xUWwpIY/LIt+eQu+H3cd4s8bQO0B\nZFNyut87SO55o1RvdLhWeBODtkKhHBErZ1FIVhOz1ppZBURBm9RFbZJS8SYEi5KMdNfFcJi0SR0p\nOb01eHO73bjnnnuQm5uLpKQktLa2YsiQIZg5c2a3jrt9+3Z88cUXsFgs6OjowO2334709E4fT5fL\nheeffx4JCQkwmUyYPHkyCgsL8cADD2DIkCF48MEH0dHRgTlz5uCyyy7DLbfc0s1P+p8BnqCcpovx\nspXlxRldW4LqnjcCvUmp2hDrFy3xtTkAjlNk6wRAewbpWXmjCZboEXiznj9GXRQS5Wux7pqdB6wg\ngABtMlSwpOcTbJnp4doLuilbUqwQolmrFD00Fz9MvxV5t1+HxnVbUXDPLPJYlAq0rs87mnCPX/hG\n+/HIlTdaUohlmxWKsy54I2W+9aqm8IRgAwgIluhE3yKN59K+0kfrm5IojPrROuQmqXKahS0/G8fX\nrsCw134nO4YltQ+Kf3U78/tn+bzpxVun/nY69G/QVFAB+sKH1rMWlc8bgXapGW1SrUm3XrRJYgO3\nPFik9QsEzs8Yy17c0RY+umYie7FJt9lsxrRp0zBp0iRkZ2cDAN59912UlZWhoKBA4d1k1NbW4ssv\nv8Rvf/tbAFKg9uSTT+K5554L7rN9+3ZMnjwZU6ZMCXvva6+9hmeeeSb4vlGjRv3XBG4AnVqoh2AJ\nlfqtpyIwye6EVXkbUIjq5avgjEJpEvAnpIgS6fomaWTMFj0qbxQbBGk8nRLphKRX9ytvBaha+hkA\nAm2SwrjS47MB5OerXu05LLVJtdeKLTcD6VdMxd75z0P0eGEvySPuR7tWdA2ESfcBRQtAk/EI6pFS\njEApLlCYPpE464I3Im1SLxojrXHVrZciI6VvyuXWVGkSoD9c9L6pZBOU2yujyMQNKUH6zKmwF+US\nj1NwLznLE0Bg8iX5wgiu7gcARJ83g7wiDASCRa1pk2ZiE7A0Hpm2QgouA2pdakBtqNbEKsBIzcKH\nQk/aJE1tMvJhLVX+BYiCIMviiSqCS6niQFnU6fVwUVF5e+G3X2oy1iN/vKRL7wsNLufMmYNXX30V\nV199Nf7+978jJiYGTqcT48ePxwUXXAAAWLNmDRYtWoSXX34ZeXl5WL9+PZ577qIDP4EAACAASURB\nVDm8/PLLWLVqFebNmxc8nsViwdSpU7F161aMHj0a69atw4oVktz1jh07kJaWhhtuuAGAFExOnz4d\nn376Kfbt24f77rsveByPx4NXX30VBr/CHcdxmDdvHnj/dfDee++htrYWJpMJra2tePTRR4NViC++\n+AKLFy/GggUL8Omnn8JqteLCCy/E6NFkutGZAsdTzIL1kJunVW+iDN5U+7xRzHRZ7IFAdcZdp97j\nDWAnafTsmyIrhfZkv2LPJdK7e10GjLq9re0QPV6YkuKlsWiCHjrbuZyoqsKg0PF0NOmm97ypH6/o\nFz/H9z+5HmmXX0BV/KTZSuhZeSNdK4KegmCkecXtBW+PIe+vUrDk7AveKD40+pj3sjIw+txUvg6n\nfDwNRDYiQasUiTrZIABkk1RSc3r2rCuQfcNlXR+H54ON95GTkV7ZM5rRsxr5+GjBlKunWAWQApTu\nC5ZoaRWgnIkSdeptpTUQS5nP8IUPx3HBxYvBapHvr4o22bOVN06FSXdXgy49YDAYIAgCcnNz8Zvf\n/Ca4/dlnnw0Gb1OnTsXmzZuDVMiUlBTMnj0bhYWFaG9vR3x8fNgxi4qKsHPnTowePRqTJk0KBlzn\nn3++bPzx48fj97//PYYNGxZ2nDfeeANXX3018vPzAQAVFRV4//33MWfOHADA7Nmzg/t+++232LZt\nG8aOHQsAuPTSS7Fr1y5s3rwZTzzxRDe/If3AGQ0QhUi/Ke3pWyy5ed3maJJok4KSpi0/C666RjjK\nq2BJVSdWArB6W/VRqgYYStw97fOmVyI9UrCkmz1oMXmZcNU1oO1wOaxZacEAhNavqKudi9EARNx3\nWqk5R4KntClEG1BZM1PR77d3I3ZgEX0sqkm3nhRUQoVdJ4V4wL82IraUUGiThLUUCWdf8EarvOkg\nssGbDMQKh24m3TQVIB1oJHQ5XJ3L2YTKW+QEzHEc0M1JK/CAiZyMtPDZIfa8EQJTQB9vGLaZO8Wk\nm5Z17oZgiaBR5Y1jUBHDxtMpaUIzWKdZEwQzl5HBm9utLFhCEWrQu+etl7ImifD5fDAYDKisrMSH\nH34Io9EIg8GA2trasP1mz56NpUuX4tZbb8VHH30UpEna7Xa0trYiLi4uuO/Ro0eRk5Oj+hz69esn\nq4pVVlZi5cqVYdvMIdSYDz/8EFVVVTAajaiursaMGTNkx73ttttUn8OZAJU22ZNqk67onnfR9LxF\nIywASHODvSgXjaU/wpKarPqcaEkaPSvsvNEQtDUIQNBB1Y9Nm9RLiZusltyd65I3GmEvzEXDt5uC\nlEkgoAfQw3YuBgNS+/QNH8/n00nanrbOjH5tlH/XDczXqRRUr0+XNTtA6W3Vs9JHKShRVWwZfs6h\nOPuCN0JDtV7miVJfGIUKp0v1hm4VEJnl7/5Y5AlKT1oHT1oYuLWnhAIhXm/28O2iBoIlxPEIPmqA\nPhkfWkUYoDfEE2WkferVIolZXc163oxUGmgo9EqaUKumNMNz2gNJBWXoTKhN8v9hapPLli3DT3/6\nU7z11lt44okngtTDp59+Omy/7OxstLS0YOPGjRg4cGAwc37dddfhtddew6OPPgpA6l1bs2ZNWM8b\niVKthPPOOw+TJk1CXl5nf4fbv0D/5ptvkJycjOuvvx6AVHn7TwTtPte+8sYSvdCp542mWKhw38X2\nL0Djd1uQf9f/qB/LbCaLQuhdcfCEmyfrpRTKrrzpJFhCqLx19zqx98tH/Tc/IH5wSchYlJYStz7r\nPoAiFKTTtSL1hJFNrLUOTkm9inqNFQBpraNF0p4GKl2ZYdJNWitG4qwM3iIDKjW9Jl0ai5KB0SvA\noVoF6FJ5M5JNunVS9AMo2TO9vkuK15sW6o/Enjeat4gOmVbeQlEK9cvhkj4fZyJQVj3qM3uRTblB\niwcNsrpSMKSCNun1glcQBOnS+LReUwrllSb2oyYxcCZ6ADhj71abXLNmDQ4dOoSkpCS4XC4MGzYM\ngwYNQlFREV599VVw3P+z9+YBe1Tl3fBvZu6Z+3me7CELSdg1JJAAQhAkBBABd1qwvq0Uaa3VurS2\nvvZrq2/9rH5dbKntp32tWotLfVtptVapiGxhSZ5EEsISsockkIQsJOTJ+iz3zD0z3x+znXPmzNyz\nXcd8weuv3Euec892zrmu67do6HQ6WLduHe6//3689a0JxPOOO+7ABz/4Qfzwhz+M35s5cyZuuukm\n/OVf/iX6+vowPDyMj3/84/HnP/nJT/Dwww8DANasWYN58+Zxf/Ouu+7CihUrsHXrVlx11VV485vf\nDAB473vfi29+85s4ceIEAGB0dBTnn38+br31VixYsABf/epXsXHjRnS7XezZswe+72PBggWYPHky\nvva1r+GJJ57Al770JQDA9ddfj4svvpjuxFaMLLn5pjdaumXCzUreOuUKXoU5bxJechFT6Qnzz8O+\nHzxYATaZ0XkjtArwxASgRIGuaOT5vFEdny7Zi/lOfU/aCfPOxf57lmLGW65Jxso4PtLOW8vAwX37\nufc8UrXJjH1t4/tMeZGG1OdNstfxCYX4MuHKmVYB8iaNGKdc8iYzxPOcNP+kkbHyfN6oiKRZgiWq\n1CZJ28uSa2fTdMKyvN4oEmFArjgUj0cCm8yYEA1DCmUMkktRPrcLzSjYeTNbHCTHd11A1xuR3tUy\njkcMz3ZgElUi5fxP+cYnEPupJrWsWyZ8mf8TsQz1yaw2edddd0k/i7hkebF7924pFHHRokVYtGiR\n9P+84x3vwDvekc2p/cAHPoAPfOAD0s/e//73S9+fOXMmPvvZz2b+zQ9/+MP48Ic/nPn5yRIyk24K\n4YR8o2ebxuetYvFw/LyA01NasETh3gHIgMYTeJPlwSbJCtsyykUDxzbu/HMB30f/nJnCWKo5by25\nvyJBgpOpNtlAMpwaKw9pQlisFPc6VOi8YDwJbDKv82amn1NZnHLJm9Yy4AmiHp7dRWvC+ObHyoBT\nkQmkZHVviNQmfaebgg95dvMPMDdmSrCESLo/y2fHqW94LqvyZsImCSC2WV3TANaRgbOW8CECT7+C\nnDdByrgpyCQQnDv3xEjP71FBcrIIxFmJvqwKHH+/V+ctw9+ql99UndBbLbgnZ+5WOVauXIknn3wS\njz76aAxV/EXUD80w4Hsy0YumOW/ZsMmy62thzltW560AbBIA2jNLdN4sE45kTqO0CpAhdyhU9nrC\nJslQUOUM1otEdG1ZzltwbypWm2wZOG3yZH48gq4p0JzaZJHI9XmjLFamIKjU/oqSwkLWXsz4hVVA\nHFTeInoWL4zKhyar80bQndI0LVbZY5MLv9sl6WIC8uSUzLsry4Tc7kIfP07yP+pFvmAJwYSYBdvL\nOJciH8L3/di4skiI8rZN2QQA+d5pbJBBcjKke7NsHrI5EXbPBUK3LClcjBROdRKbdFeNxYsXY/Hi\nxfiDP/iDn/dPOaVCxscgSQDaOWb3Hbt2gU06ZpZdSo+iSf+Zp8OaPhXt06fnfo8bKwM2SdtxyOJN\nNZt4a2GhUm6XQiPIksV5q1vwGjhnDvS2hf4zE4PsXLoMpc+bgq4pIO9iAvUFYKRj5akrk1oFiJ23\n5s3qo5B33rL9I2WwTlk0byf+cw5VJqJA2OHIkNMngU1mdt7oklOpdDLRJlKWnAY8ISJpYanPTv1z\nOTg4mHoviwRMkehrZqs0Zl00rowSt6KiDeLi0qSIQZ4ACxtUiX5mJTJjI5Kl1FpEUCVThppoTgGK\nWQX8In4RgOQ5j7itSkUvyiUAsvlYFtHegYUQF+mmaLqON675L1hTJuZ+j40sRWCqOQwANEOeeDfd\nvWHtUsSgGA+I9mIi5y3fYL3Q3221sPjBb6Fv9gxmrCx5e0JUUsvA0MFXuPeovMkyaQIZ6sp1QrdM\nqXAPbRdTZlZP13mToa7yktPg9/WGTZ6ayVsJWc5aY2XxwiiNKKWdNxpFRlmFyaMkdkpVgOg6b5mJ\nMJXYTBaOvHGT7pyNQVbyJniZlYFMAunkr0kPGt0qBiOgNemWJN4Zi2eWUmshwZI8IQNKuLLAp/hF\n/CJkIa6vTXJb2cjlTRF13jRdB3Q9jSAo0G0ou/5mCzVQWoKkhRCahLezkZngUHHKTTlssol9XwSd\njCJzfaW0eTBbKZ83iq4pEOxVpKrmjtO82mToG5nas7t0giVSk25KZIvE5y1vPdcz9BHE6HklVq5c\nGfvnnHXWWVi0aBH279+PpUuXwjAMXHfddZg1K2gpl32fInSV0DtTXjXIkhCvG5n+GwSCJYC8fU4p\nnKBLFhcyCGrG4tmEiajU561lZCiFEqhN5qgdZnqLCF5mZcRKgv8vVOTdJjlvxTpvVCbdgZ+j8ByE\nyp1S24Ws7lkhwZIMIYNul2TDCgTXzn75IEZGRjAw0Lxa5y/i/7/h+z6GhobQbgdQec3QuY0I3eZf\nDh8GygtDFOW8AQxyJ1zjvB4m3VUjU6hBoWQ5VdcUyEO2EAqWyGCTFNcuAxZPKiplGJg4ntdtyBLM\nqj1WiNxJ6R0Q3CuapsWFGmMgSdbILTNSirk0fPms8fIKCzJLD1n0/LWLFy+O//3ggw8CAFavXo3b\nb78dAPCjH/0It9xyS6X3KUIuZUwkZJDlRE8kspHp82YTcQAkFaZgE6mw80blmWdlTcCE0DvXlUyI\nBGqTbbm0fpAo5sAmHbZzVq7ypYmCJQ1WBTUJJEYWtJ03CRemZUg7DlkcvSKFiMDfKoMMP66/5C8v\nFlqrhe7jT+L4tVfgyJEjcMc6OLFpOyZdeiEAwH7lMOyhoxh//jnS12VjePsutMYPcAIPJ57fCWvy\nBFjTixsdi3F803aYUyaij+EeHX5yHSa97gJuw+i7Ho6sWYcpV15SeayscEfHcGLzjvjcBQP6GHpi\nLaZe9braf3/oZ89g6lWXZn4uuzbs/+kcHEL36HGMe+3ZGX+BD9/3MWnSJIwPN46aYQBMl9YngsFF\nc4esu0213gGh8FK3CyBIVv1uF8ZAX/Pj5PlbUcG3BNhkWWh8qbEyfPqorIZkezGqc5lpM0SskCjl\nmlLsM3U9Fu9hn20qEZEIIs0+Z7TWOGkBsiYgtnnjyTp9WfOmZrZSlh6yKPRrX3zxRfzgBz/Arbfe\nCgBcddZiJtGy78uiu+6pIj9JGvqcs6W4bkohA+kmmYi4KiNaAiHUj0hOPwWbtGkly1Odtw4VbNLK\nEJupf+2kPm+aFvNFogmeqvIZwRVFwZG8RFE0rgwm6nKwSRFO1VTyFlyrArBJKpNu2eSb083PthDp\nzRnIFDIg2iQDiY3FzJmBHPaJLS/gxb/+Bg59/nexZMkS7H9mKw7/4AGc/83PAwD2PrEeRx9agfO/\n+rlK42344r+hfcF5mP1biY/ZM5/5R0y4+U2YdcnCysdhW/3Q+/vQYpLcLZ/9CM679+von51IfTtH\njmHTJ7+IBVseqDxWVozs3IMdn/0qLnjyB/F77mgH6//wTix88THuu+6OLfCHT5T6+7s+eyfm/Z+/\nzYQkH1rxFOynN2DG7yc2Crs+8zeY/92/A3Qdrzz2BI5v3o4ZH729+KBD+9EFoM86I/QKS57zMl6Q\nZYKtyIubKt/uQh9XvENc1OcNSMQ2ovCcbmwC32RkWSEE6spqJMvLQuPLRDa0kIiWIEFBUXVvNKul\nFHEFBGv6sSNH49dN+qhKxzNDpBCbvDkujcG65F4hRXhJKCxZWgfu9i3wR8rN0WL4x4cxYaDL5TYD\nOA5j33Z016W55taxffCPvRJ+P7uwUujsnHPOOfjd3/1d3HPPPTjvvPM4Qq/J3Kxl35fFwX/9OiZP\nCSRRjxw+AgCFXvuHD+HghCnYgTNwWjj5RkTl/rDiHb2OJvK6r59/YQfcvXvj3x59HiWLTY+3fuMm\ndIaGUuPNsB0YA32NjzfmOFjzxCpce84Z8edje/dimnl5I39ffP3K4cM4vGETZt/65vhzZ9MmTA8n\njCbH080WNq5dh63jNO7z0f37MSt8iKv+/SjEz31dw4ply3HNDdcHnz/2ONBKKp+NHp/VwuBjj0Nr\nW/Hnzzy5Bp1OYqPBfl9rGTiwb1+80fFdF47nchufvPE0w8CBffvj73tOF2OOXfj/570+P4RN9vr+\n4YMHcWLrFrzxxsWNns+rr74a8H0sX7YMmq4H56fbhatBenwDoZKp+PdGjx3H02vX4tqw6yEbr7t9\nOyaGFWv2c9/u4oVdu7CngfMpvn5tWNWNXl8y9XRohoF169YF578VYPajz88N/QKrjjfVDBIA7vgc\nB1u2P4/tg+3Kx7N684bU57bnxhuD6Puvn3ch9Fb135/32nvlSLxBjj6/8uLXSdeD4c/+AYZnnYXJ\nU6YAKLbezTmrBecn34NmGNLPvcPHMNnpwvnJ9+LPzzjHhP2T7+Ho0WPwho5isutxnxdaX48dwVCr\nDzsuflO88RkcHIR35Hi8yWr6fHq6jp8tW45r3vZm7vPTQo533flY+vz5XlyVHxwcRGfXLrzm9GmN\nH59umRh6+UBq/rC3b8cZM2aSnM9NW7fAOXAwPh8rly8Hy6Jq9vgsrHliFYy9O/n19fiJODlt+ny+\nsG0bNz8+v2kz3KFE5KPJ8Xzfx/LHl0Ez9PjzHVufhz90DFHPvcnxtJaB0RMnuPUZuoYVK1c2vh4E\n+yMTK5ctgzauPxgv5KWt+NnPcM011zQ6XtSlZT/3ul3sP3gAhwnWu0tnn51an32ni0NHDvPP4/Ll\nuOTrf47WggC1UGa+ZF9PnDABs2Z6OPivX48/n2YdxsiyezH6ZF/q+wOjNqwTI8H3f+1DyArNL+HO\net999+Htb3877r//frz1rW8FADz88MO48cYbAaD0+2IsXboUl112WdGfw4Wz8hG4T/8MQ7Nfj4MP\nrcAlTFX4yfd8HOd86D2Yfv0bKv3trNj/349g338vxaV3/SX3/gNnXIObXni08QrTkafWY9Onv4ir\nfnoX9/7mP/sHtGdOw7kf/fVGxxu8/g5c/OXPYOKCufF7z37w05j5zusx65dvaHQsAFj38b/ElCsu\nxhm/fnP83s5v/CeGt+3EhZ//w0bHWvvRz2L6m96A2e9+K/f+ml//Q5z1W+/CjJuubnQ8AHjoNTfi\n+mfvQWtCYEXQHR7BoxfdjJt2LG18rIfn3oTr1vwXzEkT4vcOr1qLLX/xFbzhx/+U+v6+e5Zi/48f\nie/l0d37sOqWj+KNT/2w0Hgv3/c49nz/p7jsW38NIICwrf3wZ7Dk8X+rfSyvPLYKL3z1u3j9f3wp\n93urbvkI5v7J7+TCyqrGA2dei5u2PRx3uDsHh7Dije/Fmzbcl/rus7/zf2Pm26/DrFv4ee7RS34J\nVz3wDQ7WJ8aBh1Zg17f+C5d/9++499f/0d9g4sLzcdZv3trA0fDx8n2PY8/37sNl3/4bAMDR57Zg\nwx9+Hosf+jYA4ODDK7HzG/+Jy+/+ewDAS9+9F4dXr8VFX/zTSuNt/rN/QPv0aTj3I8l8tea2T+Ds\n3343pt+4OOd/lo/l1/w6XvfPf4EJ88+L3xvbewA/e8cHcf0z9zQ6FgCMvfwKVt74Prxp3b3xe/Yr\nh7H82ttxw8bkXvFdF8PvezvGfef+UrC1pfPfgmuf+D7MyXJlw5e+ey8Or3oWF33p0/F7D537Jly/\n/idojevHrm//F45v3I4Fd/5RqePqPrMKzsP3AO/5GDcvUJ7LRy56JxY//G30Cf5pG/74bzHhwtfg\nrPe9q/ExH734Zlz14DfjZ3TjJ7+AcXPPwdm//e5Gxxla+Qyev/OfceWPvsK9//yddwEaMPePPtDo\neABw8JEn8OLX/x2v//cvAgDsoaNYvvhXccPm5jvQK296HxZ84ZOYdMl87n3x/DYVz//tXYAPzP3j\n5Lzt+tYPcHzTjtL3epF48Jw34oZND8DoT2yTtv/Dd9A9dgLzPv3Rxsc7vmk71n7kz7DksX8FALhj\nHSyd9xa8eedjjY8FAEsvfBuuWX43rNOCxMLr2HjotTfiLbuXNT7Wsqt+FYv+9QsY95qz4vde+Mp3\n0Xn5Fcz/3O83Pt7Irn1YfSu/t9nz/Z/i0OOrcfGX/yx+z7c7GP7QrRj/rfQaXya6w6N4dOE7cNML\nj8TvrXjTb+CiL/0pJl40L/X93f96D44+vREL//5TePrpp3HDDfK9dk+JqCGm0xPleaOjo/Hr6N9V\n3m8yNNOC79hyPwybCBtspWGFvufFfJjGx2vJuT90giVpBSdStUmJnL5n24St+m7qfSpPQCCNtaYQ\nK4lCylfMg00KSqZlYY8pMnyD0vaBVUD6WonRBOQ1K0QFrjzZZJlsdfD77N5WARnm8ZTmvSKfQvTo\nS0Ni611buZ0LDbdVJgxBoZoWjyeF5Eiec8cGLKs030iT2Lew4btpKBULl6u8Npkm4DgpI+smVWXF\nyBb+oVnvgPS96bnNWZ6wkSVY4ncJvcIkolJkUOwcqwAa3lSaZ0zJz5dZWZDO0cJzR8U1jUJc76iu\nG5Dh0UdojaNLFeklz4JjA2Z9OpIuQM2BHpy3DEswMXqenRUrVqDT6QAALr88gMtdeeWVuPvuu+H7\nPtdFK/t+o2G1AbsT8E1keFYK3lQrzXmLNnUkJOAMY2nPdqD3UQiWKFablAqWEPEVM80hm/F5i1rv\n3JgpzgEhv0Fyr3h2tkqbKBbjlVSyEk3IPae4wXev0DNMUcUgPZ+CvHDenCKTrQaKJZd5QgZkGy1B\nCCna4Ef3sVgQ8xwXeo1rq0n9HKlU6GR2J837FUUhCv8AGfxIu1NpY5B1f0Thd92USqxm6PH1q8pF\n1aw2fLsTzmG8YAmZwEZGIaPsHJ01H8tCE5JvKouOoCAlOTbb4dASTYZYWKBSmgQAo92Wq03aREUa\nM23q7tuUytgydUuHTEhHaxkYOZ5wr6i4pvF4gldssHcgKoxKChlUDRBA7mMnm1N8uwPNbKNuyIqV\necVt3UyrU8qi55198803p96bPXs2brvtttrvNxpR501W1SUiAWuyag8labWV9osA6NS3ZObIpGqT\nsk2dTTMhZisCElY+xQSAyAYBiKpZYmUwJ+EQqkPBpqWkYAmZVYBcGEiMIlL8VUOshuUpi2Ua8BbY\ndBoZKm3BeEQdjpRYDZ+4i0JCsu5OmdAMA56TnqNJ0AMSv7Cy93ap8TJlqIWNgWNDq5K8ZYjhxH/X\n9dKdN0PovFVJvE0LiJAtYueNaoOcJTffoRX18MQuNIWXVkZX0e+Ws0EoE6muIqF3ZGZnkagYq0kK\nzZTdG1lnkVQRWKbyStTxBsJ5RngOqObMzHNJatItmaNTnTcHaGLvqeuA58H3vFidOs8yQ1Tuzvyz\n9X/ZyRGaZQF2BmySyDxRZprtOS6pUaPc543KC00CCyXyvQFyPPpIYJNySXbPtmtvDLKqvMGmlU8A\nyKrWVjrhydsgi/dWWUiNeGxNKmFlJdpiUKm8AhIfu5xrJ4NN5vnCcf83S2K7SyxlzG7Iww1rdB/r\nYmJeNQEII6gspiufJB59EngT5X0iUyb1ZePZdqWNgSbpMHBjSTprrM+Q57rQjPLLvmZZ8O10cZS8\n8ya1zXCgt4tfv6JdNyBdyKAqmmR2FW3KTasE2k5VxMhEthCdT9OUd/MJCwupjn6XxgYBCK6dxcn2\n08B54/HE/QBhl1bmuUsKm5T5tkrWc78iOkIMTdPCNbaYxYomQQ/K4pRJ3uLKYIbPGx30TrwJJBl8\nQyFCOqJwO3apxaxoyGChtJy3tLM8lcF6ps8bET8SSLfDfUJZaJkXTd6mNbWwl0y+UsfWIJ9CZlkh\nC1KZbaFQk5cIaxLZ6uh8ynzhuP+bKbFN6yHEJd6C8bJYEKsLaQkqizI7Fypuq1iAor5PXE5h2euk\nuY6VO289Chl+103dY+yzXZ3zxqyvqXlCMWySaE0AJHL6REWTPCl9Mkiv0q5pOvH2XRfwfZKOkXLe\nlKRz6hMm3mIBjfLaBePx8wwVfQXIgE1Sdt4MGTpCcq9UnKOlY4oF0Lzir/DdrDhlkrcIk5/VeSMx\nepbxKQihcDI+RTAmEWxSslGgMtkE5ERNz3GgUSSmWT5vDXHeZCHlTVFCNMXFLCe5SZl01xQs8Zru\nvBWATVJ12IE0nCroFGVMvhKvtqJ8CFkVEsiHvNaNVFdRsAKIfODiz2t6+MlMSMm8MSWdTMqOd+zn\nKGySU/el3Ql42iWjF4RY9tw2ApsMOeWaLhyb+3PwCrPLdd6y5mNZpLi/REWTTNgkZbdImOObhLan\nxpLNgSElgUYPQIJ2cLpkvDBpcbRLyKU1DNhjic0PZccbkD0HvVEjVUMq/kIJeTVlJt2S5LQiOkI6\npmFwaBOv62bvxYx0E0MWp0zyFlQGHbnRMxHHQU5aJezcZHTeqEy6pWqTXcIJUQZDJaqy6mYrAzZJ\nmFCJmzrKLl9GxyErudEl3ZUymwhxwvEbVKcSq4BZQck3TcFKcytn6WQzgDb3Ph9ZXBHazls+nCqt\nRpkWxSgTATRNwktW1OGghAABjMFtGNKiSUUlM62HeI+ss8YLllRbCzWWUy5yYxXCqQD6zlua+0uh\nNpldPCTjvImKheSdN8mGnEx0SWLSTTierIji23QqtlpL4LwRGnQDEhErYgiquBej7CxqhhFz0JLx\n0slpVXSELOS0C/n1E7t0mX+zkV92EkSAye9IW45UCkeyThhpZyqv80aRvMmqWYQKTlI4FVXyliPJ\nXvdeyeJYpCqfhBAZWcITJIvZnTcx+SoLm/QahNaJv02WaItBmngLhZM8GInsuSnVecuSEFcEx44E\nS6L7OC1YUrPzJlPfIuq8SUWXCIVtgBCW0+WfczFx92074GmXjJ6wSTfdWWP5FjJBk0IRc8p1DhYq\nits0GZmFjJLPeSnOm1ikIeoAZKvKEnNbWfRAl1AESbYhJ+KvA9HaKuHnK1RCJRVzaxkwGEdmSpsH\nIFLvpH8OADl/sO4akxeapkk5fak1oSI6QjqmqNicx3kz0p1BWZwyyRundgMF/gAAIABJREFUhpXa\nGFB1b9T6oGV13nyiTatM8pxUwUlq89Cl4fNlQPGKeHFVjbScPuG90pZ0f3KqujLeUynYZOrYmkvy\ni1sFUJKchfOTC0GVwI0LiJUAodpkJtFfESRUSNxTfIu6nDep0BPNsyCXoaYrsAEBIT7l59hQ503W\n1WXDd91UZy0Nm6xwnlsm4LkA/Fg9DaAWXcqW01fGCyNKTqPkjeVGAvQFKFFUigw+nAUdpyxsi50w\nyoKXRDyO1Jqg1eI6wpTPHRAVY3nrH7UoIbprB8hoEJLiYUM+b8F4aZ/YfM7bqyl5s9pJZVAkIxKZ\nIcuqoEU3aVUimDDS7VR3jM6kW/pQkXFvJP4bErJ/I2Nlbgzq3yu5nLeuAJsk47xJqlk9rAJSyVeJ\nTR6tVUBv2KTv+7RWASkeUw4EVQbhKbgp09smvDE7tanznfSmvKlIGbR3g7FizlvKILamz5ukskjm\n/yR5zsk7b4JdQKaHUBXOm0QBmPu7XReQdd7C61vZ503Tgo2MoDhJKVmuWxa8sQz+Z0mft6Ih8mGo\nuEWarsuVSYkVC8XnmPTaKYQrS9UfSYt5aRsLj9xgXUTGqOO8+dScN6naJKEVgszzUDifVdERsuDm\nzPAZzHr2RJpCVpwyyZtmGIAWLDLyqi4RbyrV3SB+gF1XUq1TB5ukVZuUd94oOACZPm+kRpsS2CQh\nRysNW8mB+kmTr7KdN4FP0dDGQJPYHojhu4HKHtVmJA2zyK7IS5+bgsmbZgSKlGVMPeuGlNMm+Lyl\nbSTqWgXI1CaJrALE54DwXAKye0Wy8XFsoMLxaqZc6CIeS5JYs89mrQ17xCs39BiGSbpB7pNDiKms\ncYAI8lpddbdMyLw4ab0qJaJSCtUYSbu0MrQDtY+drHBPlVDpOuD5MU+rSUEw6XDCGkaqTCpVm6Tr\n9AFZ4nGyObpJwZLQrqXHcyfT7ZDFKZO8AQCsNjS4fHXJ98kqPjIJc1IydeQXIfNCI0jetFZLLnlO\nKaUvg7ySmHRLpIwbulcyOW9id4twodbbEjUs287sFqXa+iXhQlJeVEPHphkG4PupDT8bvuOSEf2B\ndOKdpxSqyQRLSsChpN0iUgsSfk5J+bwJpqZ1hQ5EE9K4a0pRpJFtDAglvYF0Z1FaNLHtamqTRThv\nEthkBLnyK/q8AQmvnINhUgsZSCHE5daEcpw3YY6mFL2QGcgT+nfpsg66QpsHUisXma8poeG5Limi\nUHaL4r0fU4ShhRWmuZ8q4dHUnUVdAmNMd96qoSNkIaIV8q5dlp9z6nuN/LKTJUwLGvw0d8fo7a9U\nJaTVHsIJA5CLltCZdJvpTliXriIiThhAcZW+0mNJfN4iyCuFlDGQ7nCQmkrLlFDtbEiOlKhf1ueN\nyCpA07SedgGeQ6f0BaShhXmJtxzCU3zjIt3UUd4rYnImdGdScKsGrALEv4dQYr/pkJp0E8KbAMm9\nIoNNVvV5kzzX3N91PalgSaRUV0tIKOSV6wxfhFbIQG7STdudKu7HVDdk0ELSY1MkxgJk8JgInztd\nShNQ23nLQ7Y0ESm4MiGsUERB0XJbJegIYk5fuvNGzHlj0A/BPiyn8yYUWbLilEreNMuC5rkCr4hQ\neteSSV7TVnVloiVUsElNslGg5fTJbB6oDNbTUs1NjZXJeRO6U7SVyCyrgBxvEZEPUUOwpOnKoCZR\nE2OD0vAckHXeslVJZRtsvwS/UW+3JZ03QpXXlI9bsHByPm81xGzESIu/0Km0yeDDlHMYICnSyIpr\nTqeyVUCeEpncKiBJtrwasEnNagdJJ/Osq4ZTAeWRJuV83oQ5ukHVXDEyOw6UnDexeKjQKsCzCSGo\nGcki3V4lLeZG7b3maRoHvaMtVgpqk6QQW4lSKDWnL2XblEa2+E36vDEF0KDzlv0cZKnKi3FKJW8w\nLWi+J3iZEMIYDQO+5/Ukpzc6pqSl6nWIBEusDJ83QkUlKSSUqqso44QRdk1TvLIc0Yv6Y2VVBjNg\nk6YkOakjWFKyc9crdMtMmY6zITVCbjBSCU6Op48u2WAHkNUSsEkJnIq0Is/dl2LnTRDgqCl0IJNN\nJhNBkvhpecSbLFGpTWYJ4ttONasAM/858N1uChapsxsHt8ZzaZqhKJiwEaE0Qs5Sm1TleUjZcZAk\np9SiS5yHXcNzNBuGhK9YVmimTEgRSYSF9GCOFhJvQpsoAICh8x1vSs6bpPNG6wkogQ+T+tiJ6tqS\n/UPDPm9xAa1HIix6wmV+r5FfdpKEZrWh+W66ukQ1GUZwLkWqPIAEq+t5wQJDZNLNTsCU/EEgQ0Kc\nUoWuohdXr8jiWKS8wghhFkGyI+liZtwnKfWlmoIlTU/2QTKaA5sk5JoG44ty+dnwaE0qRFB8Hgpg\nk7LOGxGfwhD5ijznLbWhrWj0HI8nqlsSdk2lFfkc+HATkeIQyjbkTgcwK3DeenWgJVYAvNJZRZ83\nIPi9Tof3jaP0ebPMlNqk7/ulrXHKcN40g0fTUHYApLBJak65WKBTyFektAqQKmNTw0JTNlF0hQwA\nsNrtRDWW8LkD1HLeNFkRg/DeBNIJkiezeSDyees1p7zq1CYBBDAU1023Qyk7YcJNTo57Fifg8Pgo\neFqa0M6m5A8CYWIqmnSTwSYl3Q1yOJUgZJDju1Y3pDYWOYUF0YairB9UqtvQoFUAIN+Es+ERGp4D\nEkGWnPuybOKc/v/pjgMpYTzVNeVFE6JOC2/M3JxVAD2fQraJJBa3EfkiMj5Flc5b28qHTcoESxj1\n0kCNstqxa5bFwCYjGCbhtZN2b4LCAtkaZBrwXSHBUajISNnpg64Hwk9eZNhO6d0l5zFRmoKnVcYJ\nk1OJVQB1543d1FMr5qbUJkkLbGrXOyCr8ybykps7Zpbn3Wu9E/eJWXHKJW+a103Bt0gr8oLwBWW1\nB4g2kXxySilkILrQk5JkBWgaECbDZCbdEpnmBs5lNudNApukNC0tYRUg2lCUVc6SwY2aFKDQeqns\nKTAtZZPbXNsFWVfXtgvPC1mmpWTzSmi6nMhQB0WamPMmUTqrc21FqwBKGJwUmkZ5LiGHR4ubAN+u\nBsnRzFYP2GS6s6a1DPgeozZZR7Ak8nmL1SYpO28SsZkK6IhSnDeDLyAGpucKFRkp1wTxOVYu/06I\nNJHYNpEWvNqyzhttUch2u0nnzVGhNinuown5irJEn5rzJmpjiOM5diV0RPZ40bXLPzaZlY70e438\nspMkNDMQLBFFIWh5TGZ6PGr4Flu17thkvmTiJpKSmwKkRSGAkCtEMKaM+E9/7USrAFrYpBwWmpG8\nhWp/3Aa9jGBJWAlPuDXNSl73ks+lLGIAEshrThczW7CkYOetndUtItzUMQlHJFjCfUcwGa3VeRNh\nhYRcmKxEmLSqa4jPuQw2WU3JrFcH2u+6qa4UWzSq0zXVzLDz1uI7b6QiFOKmjkh9OApN6LxR+rxJ\nBcGICwupa0clbW+Z8Dod7j3KOVrLMummEnmSQeMVcN5Yrik5J4xb7wiLNG2ZcE852kbpMUXovkwJ\n1e7QCZb06Ly9+qwCrDYgdt6oM3ihEio1+2tyPHET2bFJOlOAhJuipGKd7rxRjCmHUzXT5cvkvAkG\nsJT3ikzgoxcsVDOTSaMKvIpNAJrmaBWCTaqEWeQkAJpM6CfHY0+MoCIvcE0J/Z+ACLLM8CkMg7uP\ng3uX/bz6bxEFUGjl2OX8QVpouwQWKrMKqOLzJuH2cH83w+eNS96qQg6tdtB505lNJLmgR/3OWynO\nm8iFoea8Se9NNZBeWo8+mQgF4blsyRQL6RIAGTSeuijUP348rxpLvB74AqKMrsCWBY8mfg5EupMw\nb1a1c5GPxxRNnPxrJ8Lus+KUSt4004Tm8skbdUU+JVhCTIYXZbY924FBIFYSjMV7a1F7acmUNP0S\nXKEyoVtp+FGTGGdZiFYIlPeKTOCjl68ct7BXqMrqjPCFeqsAYni0IXaLss9lttJnGbXJZFMXc02J\n/AcBHrIs66boJuPtVbPzJpvDKCvyZbifTYQuQo5kfBG7qlVA/nMgk7bnqr51YZNOh0u+lQt6dBRc\nu26xIk3tsTKghaT7B9ErjKprKlXSpFMElpl0k8JCpcgWYug+swZRJt5ASAcSbY0I+YPiXsyrucb0\nHjPdeUtx5ivykqXjCYIlPTtvrzrBEqsNdIObIOFvUMMQWmlooerOGyVskhUsUXAuRawvFZRRt6z0\n5NsQJCfP543jTVFKJ2dx+nLOJb+wl++ucNC7pq0CzHSlkw0lFh1ujw15GCIPNvp9WsGurgibpOaa\nAuK1CyqD7H3MYfYbECwR7VVIyfA/DwNYVyh6pWSonWqCJRJ/KTZkfERRsKQybDL0xuQES5QLepQv\n5pX1eYvPFXHHO1uRkRjS6xbrANSJLL4imYedYQRiLK7QNSUUeZLdm5T7o5HOGF80od6LKVKbzOZH\nqoEPA3JaQsBLbojzxgie9YLzaobBcdCz4tRK3mSYfGoek4C1pqxQAGmcfGBYSgib5BJTOnUqIF2R\n932fjLMYyLHTmHRnjtkSNnWEnj4yAncvw3q2MFCFy5IStWjSKqCHYAnluQQkMAvHyYTkyAxcy8xD\nMq4p5ZwC8HYBvuNCFxOAFg+JrVP1FTvspCbdmd0N4g0yW6TppKF+vt2pBMnpCZv0sjpvicJgZbEZ\n0wLsDt/Jo4TetS05b4r8OeeFeag63mJhQQU8mn32mkZHsJGtpEnH2w3mTVVdU0nxl1gTAIbOF00a\nFAQTQ+r7SmorodikW9JhTz13TjV0RPZ4BTtvAgc9K06p5E2zEjWshL9Bh9UFooRD4G9QjicoFnod\nm0wiPZVMKZDSF73GNF0nmaTk0LZmKoOZnDfJvUJ27STmxL3ULdkJuwpfgE0AmhYykImAsEF5LqPx\necESN6fzJvMWK5m8dfiON+WGFeAVEkWfN4B/NmsLlqSsAgj9n6QdAHo7F57sL+u82ZU8hEQJbzGk\nnbdWIsIRXLuqVgFtuWAJUVfYaMtgk3bpzlsZzpvOnivijrfe5gu/sQ0CJTzaYODPlJ2pDCVNUrVq\nAVpPmUwFRXRBZIOInx/FhMmTOfgzbSHdTHfeyApscu4ntb5CT7uaiugIWXC84wKJcBG7gFMqeQsw\n+XbY4WA7b4QJh6TzppQMb9sw2s20dtNjqe0ApB6oDp0PWlSBZFvTfkOCJZljirwpwntFluz04hal\nhA1Kwia5BKDhirxMBIQN8udO6Lz5OTBN8T4Gwg18GdgkszFQ1XnLM4BlLUrqwiZFKWRKno9chppu\nXgGyLFZkkJzyx6xbVi58WJq8pZ7rqp03MxYsYe8Fld0bFTSIqGtKvt4JnTfqogLA8x/rdtDzQl7A\norZt4rlTlB128Tn0Pa92UatXqLJ5ACQFKJmJdUOR1Xkjt0Lo0Xmrio6Qj8c8dwWKJiL3VvqdRn7Z\nSRKa1Q5OuHiTk2fwvNok6cbA5M0ovQ4dbFI0vqSEPQB8azkYj1geXYSnNZQAZHEsUv5WxGqTZf2t\n2O5SFcESLgFw3UarrL3gYtQqr2mbh+yikFRGulOi8yaqTRKLLgGCUmjYNWXvY+7eqAO9Q5ZVgLoO\nADXZX+RHSueVip23XoIlgS9ZuvPmNSFYYrWBsPOGyOhZdfemAse7LOfNc5MiBml3Q5ijqTlTAL9p\nJRUskSXe5CgoQTyOVEyH77xF+0zKrumxEyfi4/MIfdeADLVJpfxIdZYZwXjNzdHS8dgCmt37XL7q\nYJNR540j5ZJ3wnhuEbl5YkqpzaaTcBWOzaM26RY97KghqEI3h9oTMN29oes4aBmw0FzYZEou/mSy\nCuixaSVWaUtP9tmLi95Oi6uUEiwRPJJkCoJNBwtllHXW6ngApsZqickNrXlvin9IPK+IkBdpclpR\nbVI305tiNnpdO6+bTu6KhmZacXE0Id/T+T+JxbVgPGqft6TzRs27Ea0QqIV0AEGUirB7Y/S1pYJZ\nSvUAHEqrAIvfGxF3igBAM3iLDlI1RkFtktzQXWIrQd15S1kFpDpvDVsFuHxxNPf7Bq9MLotTK3mz\nrOCEc54KijthxKp3IiRHRoZvbCyJ2iS1FC7Xqu/QJaZABFthF09izhvzAAfj0Zp0S31ochIItrtS\nSbBE2OA3axVwEsAmC3ahNcOIYTRFvi9GSshAFefN5a8dz3kTfd7qwCYNgftJ13GQ8Sl8h3YTmZqj\nJZYglX3eegj3+K4nhU0iEizpukBVn7eIliDKXpN1byTXzqb1eWOPrekCVGosM81tVdl581xqJU2J\nYAnlXkx4NjzC51yqxE2MjpgybRqZIJgYLHwYoFVRl+kP1C0Q9h5T0FeQIQgcO4CKNxAc7aDAeq6/\n2jpvGtt5Y40oiXHWKqEPonE2uUm3IgJwMp7Y6SP2MlEIT0tt6qhhkykfml6dt3rJF1uRp7AKEDdy\nbKisyCfjZSRvkfKZIzynhWGTwpyigvPG3Juya8cVxGoLloiqq8Qm3RL4sFJbCdm9YlfbGMi8MNkI\nIK38st4UbFJji6MuffdG7hWmwBKEmcNIvbRSnTfaAhSQFk6gOr6Io+z7fvweufK3qGJLWPRKd/no\nihjxmCV5U7XGEulACjlvSlRXW7x4nEiD8H2/WZ+3lkhL6AGbNPjkUvo3G/llJ0tYbcDuBHA/Vtaa\neLIXb3KVwgmeXV59q2ikpHepYQ9id6NClbVMiF5vTd0reT5v6ky60z40PQVLOJPu8ps8TrCkcauA\ntAgIG5TnEkgTiHtVyaUQ4MKwSbEjTN954xPv4NpxPm9sAlCz26KZab9DMtVVidEzOeSoByTH91zA\nc4FWFcGSHlYBko2B6N9Y+dpxxVH6TaQhU6GrkLyV4rwxaoz0xUMrlQCQd95MUW2S5jmI5c7FIhQ1\nhzAqQIVzFZWcfiBYorbzNnT0CJN409JzpGqTpOgI9j6htegA0urJ0DT+Xuk6gG5A05u5fzjF3wLP\nuUiPksUplbwF0CqHuzAecScsIHYqhE2KwgmEsMkgURTUJonFX3wxMaU8lwLWukx3pEqIJFTKe0Xm\nQ9Nr0mDPfxUJcLZa1LRVgKh8KoaKzhu/Ic9XsU15tZXqvFnKO29s4i3rrOlcZ66mYEnISY6q8qRW\nAWH3husAKOC85ULpbRswrUqbE1EgSwyZmAzXbakjNhMWR4PrF8IwKb20ZEIGDdm5ZI7Jdt6IhW1+\nLpYgLGySmgZhmXDZIhRhhx1I9n+AetSO5zjknDfoOmeBRapsaRrqOG+CWT21RQcgdMJk96XdXNcN\nEHnHvecV0RJM+p3Gft3JEOziwiq7UE/AKa8Wxe1esqq1qQyGACTJTbKpI15cTBEj322EH5nFsUhz\nYehsLETIa2x4ntctEiv0NQRLmlZq0y3+eMSg7nin5N+7+Z2+OvdWUFRgNz0KVOhEqHmK88ZA5Wp4\nhQFhVb4lzNFUz4GuB0R/weaBfo7mn3Pu+tXwD9LMNJeVDblgid6Mz5tpJT5vbnEIUNWIimsp6F1J\nmkAZzhs/BxInAKIlCHFRAUgKJ0D9IkyvkHLKSTnsSUJFDnmVoHaoO28zZp3OPHe0nDfdVNeUiCG2\noYKtEmscs8VTPESxEqc5sRJAYvPQq/PWerXBJuPFhfF5I54w0vAoaslygfNGCZuUGBmS4pDD1jWn\nFEp0bICs8kktemGkRSwIE28O8lrA8LwuZ403gG12YxBYBeQIllA/56LYTK9EOKVCW7xDLnYcqCXL\ngRDKyHZncjhvTZDJWbsA8k2dKXKLqCXLhedcgH/X8Q+qJFjSYjplda6dZQU+byJviirxNgxout5b\n0rvJMbnOFLFoQqrwS1tUAFQnp6IegDpKiefQcqZ0q5XumipQBOaEgqgL24o6b6JtkzKBruhekTVA\n7E5jNgGAUPwsUFjQWvncZuAUS940S4LJpybJisIExNwb8aIGgiVEsEkzbXpJLofL8GGoOw6a0K5v\nqouZzXkTk2FClT1xw1rA8FxnFKaqcNY4tcqGE32t16aV2rsrde3yE4Cga83CJosXdcSighIujCHY\nRIicN+7z+gs5V2CjnqPbfOJPrSKYmqPFqrVjA2a1jUFPzptMsMRooRHYJNt5azCRz4sUpKpDzHlj\nVeFcap83iUk3dedNSHDIUUkCtJASDqcz+xVKFVSAji+fFwcOvaLE5gGQNCUI+ZEAz7Gr6yNaJLgi\njSyZcuxKVi6Z4zFWPJ7j9tyLaWbCMc+Knld/w4YN2LJlCzzPwxve8AacccYZ2L9/P5YuXQrDMHDd\ndddh1qxZAFD6/cYjIlQLaljGQB/NeIg2yUL3hlogReC8mQP9JGOlpHeJTTYB9qFqBxVr4sRbpa9c\nigtDDHlNdX56nEtOaa2CKh2lVUAvrg+9JYjY8c6vkuspNbISnTdBhY4aAgTw3SLP6aYWT+7zOqIX\n8d/jk0Gjn3COFjuZKnzeunxBjxMsceyg0FgheguWZHRN3frJlhaZdBt6ILoCBTzoiJc8LnjtOeVh\nk2VCM5KOMPUGWdaZIvdzFDoA5IIsHeG5I13PkzWC2nYhJcaioGsKQ0/8Fak5b4Lege8QFzIiqsCE\ncWqKlS0D7ljgpepLmgS+XX2OloXeMmL+Z5FCc0zTyKnx9ey8HTp0CO9617vw7ne/G8899xwAYPXq\n1bj99tvxnve8B6tWrYq/W/b9pkMz2/AjtUkn6QDQilAYfIWdmqeV4k0Rdt7CCmuERaZWmwQgXDva\nhTqFye/YpD5voncHKRRB7PwUuC81lsRbYSPBKTgRWAXkcn0UQHJS6ls9Om9c8laC3/hzUaFjBUnc\nwNw27fPWQPcm+nscPJr42qU6mcTQO8FWwhdhoXb1qi4ryiALTwJXThmsG1V93swQNsncC+TdG3GO\nLn/tSvm8MTYP5BtkxXBegFce9RQnp/TK30nBknrfl+4q0l+7WXPmkHHKxUiJxxHPmez5VFKsZNY7\nT3Yum+68sc9dgaKJSNOQRc9Z/Nprr029NzAwEP/bYrLTsu83HhLYpK/ApJvvcCjw31DUvYnlfmso\nEJYek21nV1ioy0TK582hNREVrRBIO2+iYIbdm1ckysWXnUBZi47GrQLa+bBJcpNuM7+bkvq+2LUu\ncP6jSEknq4Ar9/Du4gRNmuC8MfMK+RzdTnfeyBWI83haTqfyxiCYs3r4vKWunZ4kJDUSb81qw3c6\nad4UJTwtJepB3HlrJfAmau6NjHOtxM+R87EjhhYK1440WWQKlkq6iimhOmKFRDPxx6RWINaYtRxQ\nMGcy94oaywzmOZAo2Pp2J0AaNDUeV/AqwnlL5qGsKFyCe+ihh3DFFVcEgzPqTyZz0GXfbzzMtImo\nR6w2qVk8sZO8QmEafEWkY9N6oTFJQNA6p4ZNGlznjXRTJ3Y4GvKVy/N5S8E0yWS2W5xSWxHYpC50\nX+rAJmmsAvIFS0iFglpi1zQ/GRM7hWXg1HrbgtvpJP+XeCMCCDDGcIPPcd7MZnlOnJ+WCkVgsUpO\nrporJPrMvVkLNmn24H66aUhrU7BJGS1BSfemIxRBSq5B5ThvLR5WSHpsQnJDbEAOlFe9qxOp5NSm\nLY7qjEiUR27zwK+vKhKOvS/v57qm5J03m6fMqHrO1RQrGYSXTPzFcQKkQWPjlYMrs/oDmd8pMvDj\njz+OuXPnYtq0aQAAl2nnsV41Zd+XBTvRDg4Olnr9xFNPwx0bjTeRg4OD2PfSS/Emq+zfK/J650u7\n45t8cHAQI8eOxxMUxXgv7t4dJ4uDg4N4+aU90PsssvFcHbE1wQvbtmHPy/sb/fvia9vtxhufrRs3\n4eDhw2TjvXLkMDav3xC/PrB3H7bu2E423oZNG3FkKDme7tgYnlizhmQ8zTAATcPgsmUAgg3kmNvN\n/f8Hhg5h66ZNAIIJ9LkN68udz8ND2LwhOJ9+18XTa59t7Hh0y8SBvXszP/ftLrbs2N74/Rifz5aB\nI4eG4tee4+CJJ1fn/t7nnnkm+b7dxdPPrS00nm4FxPvoddTlo3je2Ptl66bNGBwcDDb4Zgvr1q1j\nPm9hy6bNWB7eT5qu17ueZgtrVj0RHF+YCFMdn24GG4PodcRxoBovIqcPDg5i+ePL4vMbfz+ETVb5\n+ytWPRHIavu+9HPXdgBdT/0ev+ti+fLlgJeoUZYdf8Wq1YDjxAqQg4ODGDl+PN74UJzPUceJE5zB\nwUHs3bkrLrBRjLduw4Z4g7xx3XoMHT3a6N9nXz+3cQOOM+vBpg0bcIhwvRscHMTBQ4fiosnxo0ex\ndv06svGOjQxj3TPPxK+PDA1hfbi+UIz38tAhPB+tX90uRuwxkucbSK+vfreLI8ePk40HAAcPDeGF\nbdvj8dZv3EA2nm6aGBseiV/7ThfPrl9HN55l4alVwXoaJTcU9398/VoG9u3ZE4wnWw+cDg4dO9Ho\n/bJ390sYHByMC1653zdb2Mg8m7LQfLYtJonly5dj+vTpmD9/fvzeD3/4Q9x6663wfR/33nsvbr75\n5krvi7F06VJcdtlluT84L/xuF8Pvfwe2+BfjzDt+GTPevATP/d7ncNq1V2DOr76t8t/Ni513fR/D\nO3bjwr/6BADgsctuwZU//if0z5lJMt6Ld30PIzteisd75v2fwqx3vRmnv/N6kvEeueiduHrpv6A9\n4zRs+8I34Lse5v7JB0nGAoBli38Nl33nTox/7dnY9a0f4PimHVhw5x+RjLX+E5/HpEULcObtvwQg\nPJe/8hac/o43kox3+Ml12PzZf8BVP/lnAMADZ1yDm154lKyC9uC51+OGDT+FMdCHYxuex7qP/Tmu\nfuQ7md9f/0d/g4kLz8dZv3krVt70Piz4u09h0sXzCo/33Mf+HKctWYQ5v/b24Dn476+h/4zTmzgU\n7P/xI9j3o4dx6Tf+Svr50+/7E8z5tbdj5tuua2Q8MQ6vWYfNn/kHXHVfeO3mXIObdj6aWSF86vY/\nxJnvexdm3HQ1AODR1/0SrrrvLvTNntFzrOObtmPthz6DJcv+DQAagq0KAAAgAElEQVSw6zs/wrHn\nNmPhFz7Z0NGkY/3/9deYdMl8nHnHLXhs0a244odfwcBZibDU+k98HpMuuxBzfvXteOg1N+Atu5fV\nGm/5Nbfh0rv+CuPnnUs+Rz9x84cw79MfxZQrLwEAPHDmtbhp+1KyLsfeHzyAgw+vxCVf/Rzc0Q6W\nXvAWvPnFx+LPnSceg/vkIPo+9ulKfz/v9z9w5rW4advDHA96z/d/ikOPr8bCL/4pHjr7erxlz/JK\n4wLAid96O/ac+zaYUybhvI/9Bh67/F244gdfxsDZsyv/zbz42Vt/Gxf81Scw+bIFAJL78Mz3/jLJ\neEef3YQNf3wnFj/4Lez70UN4+b5leN3X/5xkLPE53/Mf9+HQ8jW4+MufIRkP4Ne8wTe+F5d89XOY\ncMFrSMZ66jf+GGfefjNmvOUaAOlr2XRs/F9/j4HzzsA5H/hVHHl6IzZ+6gtY/MA3ScYCgvX1Tevv\nQ2tcP/bf+yj2/deDuPSbnycbb+vnvwajr43X/M/fwhPv/B3M+7OPYcrrLyIZq3NwCCuuvwNvWv8T\nAPy+jCJ+9rYP4IK/+DgmL1qo5Nq99N17cXjVs7joS5/G4dXPYcv/82W84d6vx587gw/Dfe5J9H30\nU42Mt+s7P8Lx9Vux4M4/Dp7BSy/AmXfckvn9Z377f2HWL9+IvWdMxg033CD9Tu6u8cCBA1ixYgXm\nz5+PzZs34/jx47jjjjtw5ZVX4u6774bv+7jxxhvj75d9v/EwDMAPMP5xS5S4Va8JKnhKBEu6CmGT\nDOQoUJsk5CxCIJISc9BSkuwdm5Y3xXIxPY9eZjskxBsDfVJFpdT3xXNfQbAkVsNqGEYiWnKIocSk\nm1Hi9L20nxYbkfEo9/vKcN5EdURqGIlhxB12OfQugI02dc/yVgEKnvOIDO/79LxkVvjHlswpdnXO\nG5BAJ2X3U5bapNfUtTPb0HWo85tqWynDeso1iBMWcIjl0UXYpAJ4NAvdJ+crSixP6KF+DJ+PGmpu\nWSHHrl8JtF0zEh5alfW51FiCNY4S/mc0R1egbJQNlsMePOfCXNqwYElZoSBR20IWuX9hxowZ+OQn\n09Xe2bNn47bbbqv9ftOhaRpgWTA0nVtcKH3XWG8RIOTCECuZ8b5yxIqMLBfG6UIfN9Djf9QLli9C\nvlCLPm8NJYuDg4NShTPdFPgGltkTRlwnUqqrvQRLmAlDJnxQZDxWkVBv0Kull8peLw5a/fHT5zLv\n2okWIp5tFxcsEThaqjhvCRnejWEk0X0cJeZNefCIqrKkczSjWBglMJTPHVfEkPGYHDsQ16oYsW/d\nOP593/MA349hk/Hv0UPV4CZUQk0Luo5EmEgFbyrFSy43XtZ8LAt209q03YkYYkGK2hoHEHjJ1Bty\nwfKkCl+xTLD6A9RcTECYw3oIWDURu/fuwRmnB0iWaI6mCt2S+Lwp4iWrM+lORA3F8erwkmXBcryL\nFBZEjr30O439upMlTAu6oakzgLVEBUHiKrIgWe52bHJfuSg5VeW/wRqs0wqWCHL65FVdtrNFv1AH\nld3w2hV4DjjBkgpV+pRHUqOdN14ZVAxPMgE3GVznrcDGgPUciv5Pqc5bhy8qkKvQGQZj0J72eYsE\nS5rweIvHiwjcSky6k+dASSLMPgfCdfdtG1rdzhuzKY7/rutJE1OtZQBNdfotC4buc55/5Ju6jqA2\nSd15U+WDJj7nXdq9AyARryE0Q9YtK/a2Csaj7rwJJt3knTeTKQrRNgkAAIbOF38pr52gjO0Ti+mw\nXVrqRBEQrGpkyaLdAcwG1SZbRlwcLdR5EzyBZXHKJW+a1YZugKkuOaTQB01QlVPhIeSJsMl2czeZ\nGLzapAqzYEZuntxbxEr5PzWRLGZVebWWAU8RVAyI5NijxLv3sdVVkdPMlqBq12DyZhaATZIbrDOT\nfa9zaSawSd/3y/m8tdVueoDo2vG+N+x9rBsRbLKZTQNnQUIOj07gacG5pFb0azEdAMkc5thADRlq\n0SA4iqzNuM7CJqt6vEVhWtA0FjYZeAJShd7XTvm8lU2oSvu8xfcldXIjdNhtBZtWobOoUm2SuvOW\nMumm3qswndMy83vVOPc1r0nuTZf22kVzTKymSV2kYSDEKjpvLJJGWmhu2ueN89os4PMmWDXI4pRL\n3mCaQeeNlaFWNWEo4FOkTbqJfW9EnzdyKWNmPPJqj+DzRt0BMBV33ixBfrfHeNzCLuE99QrRKqBJ\nTL4mwJPFIIcrt3iYX88upmnyUD1dL7wRlEnb02/qeM5bqvMWVgKb2vBxVgEyzkGDwVV1FWyyWPiw\nDObn2516nbcM/qfvyhPr6LlsBDZptaHDh+96wZgK4VRAWNBrE3beDL7zRt0pEjlvSqwC2I6DQisE\nJT6qNrNXIU8AkjleGV+R8eIktTsJ1yt+PMImiGDSTZ54i/z+lM9bw7BJwaKjJ2ySQTFlfqexX3eS\nhGaFhOqIv1HCX6nSeMyEoYRPYfLmffQJTrJR8G1HUedNVfIm83mrPx4r/8qGCBWjh28lXVOvALw2\n4OSx0MDqgiVNV3WDIkle540YNpky9SwCm6x2H0dWAYlHH32XlsXYR9eevY8TwZJmOm/c+SSeo3WG\n20rdbQAEQ3MpGd6px3kT+JRRZMEiI8hOM4IlJjTNFzr0CkUvKjznWfOxLFIVeQXeVnF3w6Y36WaF\nE+iNrIUiFHHXmzPpVsGbajPjEXtVAsCOnTv5a0dd0DMTKD095y2BEFNzMQHBpFuGSmq688bAIIuc\nS9ErVBanXPIG04Kha3EVmZpIyk4Y1Pw6gO9MAYpMuhm1SUoIKpDuvJFX5EXzXmr+YAkBkboRHF9x\n9UdWJa+SYEm0wQ83dpre3PSStWGNQvm165m8JYWBsmIqmq6nuabkC3WwWPi+n6lY6LtuY0pgLD9S\nxRwdPwcq5mhTSNwbVpvUrAQOzUZm8mYkfMXGOm/dQHEVPVRX64bUyJqw86azXBji5EYzjNgzDwg7\nfeScN7FIo2ZDDtDzTTmTbmIlzWA8YW9E3TU19IR2QVw0ASK0SVBc8KmLo22280YLVwYideVsQ3ff\n7kCrAW2XjZc8d27Pc8k+p1lx6iVvlsV13rySG6eywXJxqBXvgvEkVgF9lIqMLI7cVZCc8lVrUkio\nlXSmgOaSxUzOmyGo0FGfy5KFhVTnrELnrUloHfe3rXy1SXIlsxbLxewN82M32FW6BazYjBLOGwOt\ng65D03XuPg5gld3GuA8sPzLgJRNuktts502BcmeLqVhLuqaBkln1jUEW/zPLviLo+HuA10TnzQo6\nb103pgiQKubK1CYJOW9skUYJx5vpCntKOG/MGtQwtF0MdkMOFIPu1wl2PVexV+ESDgWopLnz5/Fq\nzgruTd/pJmsCZZGG1VZQpq7MJMIyReAG7x9O76BAYYF9TrPilEveNNOClvKhoZwwkuRGTbuXX7ip\nFRJ1RniBepMVjMdWrWl910RIDjU8jZPSb0gcpdd4bPent8hGi4dJlJysI5Kt1+02ahMA8PeFLOiv\nncE9B70hqEK3p2S3QLcsuGMdAIrI9yFcOStpj7uq3WYsIPSWwRW9yIWJ7OqJdNngElNZUcGutzEQ\nE5oosgRJoq5pI4m3ZUGDC9/thpt/ei+tn5vPm4pNZJvlJdPChwGmSKOCn09kxZM5HmMnoyYBED1w\nVSgC06g5yyJSnCzSKao9lmXC7yhGmuQVaex6olJiiLSEnvsHAWEn/U5jv+5kCasNPawMAtV8YcoE\nm9woeaDEzptNaxXAJwAKklNGkl2NeS+7MWgmWczkvKWgd9SwSXbT2ttgnZPD75afsPVoY0DwHIiS\n4WKQq7wagql0Ic5bnc6bCFdWszFgK7o8561h2CRnZK3gOWc3BorOJRDNz8123th5hI0sWGSUkDSR\neGumBc0PbAmUrHcpk+7ifolRlOG8sRLp1EqaQDhHOwo3rZHohefFHXaq0C0r3pD7rgv4PrF6JwOb\nVFVIjztv9Ndu6/ZtHKSXunASK06qEBAR0BHUz52oCCwW0n2nnp1LajxRbbII5819lcEmIxNRViWH\nFNfNJDcqFARZ1TsgkE4mV5tkiZbkEyKLRSbuKlomtwkil5sXYZPknDe2K1zAKiDsDMZV2TqwyYbh\nOGLHWQzq88nel36BDrTGisVUgHSmTEtVLNSum3nd4+SuoWurMeI45CbdbcVWAYzokhQqVpPzJnaj\noshKrCOhpEYSb6sNHYFnnBIjZBn0TpEliIqOtyYqAqsQJnK6SpIb3l9RgZKmYGuk4t7klLiJzydS\n9yY1py9E0hA3QACh0OzQ2hIAvPK370ggr3anlqiUGCmV156cNyN3vwOcgskbTAsaxM4bse8apypH\nfdPxsA4AtHK/DPzLJxYWAKLFJTy+Cp4+pcYSITkNwVayOBY8bFKNlHHkQVgEmhaTeCtWZaNuCkVV\nULfk3lZRUJ9PzQiNjj2vUNdUF899yQILp76lyLzXE5IzjvNmtuC5zcjNA0EnM+YQUqvKsgU2xSbd\nUshsTSUz0QA+iqyKrhaa+zbh86aZFjR4QTJYoTtfNlJzdAHVXDFKcd7CezuAmSrqLNqJyp6qzpua\nbgpfNFEBY/Q5tIIKwRLWm4w2Ob1gwYLg2kWiUirg305XiWk2Z2ukiuMdJ1Nuak4JCrRNJm+tUp03\nFmaZ+Z3Gft3JEpYFXfOZlii9hxAPm1Tog9axYRAqbwHhQ+UwE6KSDoAqCXHBo494Y8dtDBQIlohk\n+N4JR6tW5ywi2VIsLCyhWYyyJthVQtO0ZDEr0MVMwyZLJm9ttZCcaLHwMojwOgO9a6Liq3OdN2q1\nSSve1CnZGLTyxVgC2GRdqwCZz5snhUVynbe6ibdlQfNdpvNGDStUqwgMMDBTpxl+Z15EtiBAc8XD\nvIiOLehuKICEqvRXtFocOkKN2IxCPYCowBY+x5RCQQCjNqmkS8ubdKvYZ3JIGmnnrUG1SbbzZhdR\n/k7Wx6w45ZI3zWzHalhAVNUl7kyptApgfdCIIZPReD4L36KG+rVaic0DefJmcZAVrWU0wgHI41gk\ni6cKKAK/uPQULAkhuVUFR6LOYlNeYNxvi/6256U+891yJthVIyFwFzA8TwmWlE3emIq8KgPY8Nii\nTR3HeWNhkw113nghJErYJA/fUnEuE29MGWzSBswanLcsqwDXBXIES5rxebOgeW6cDKqB3tXjJZfh\nvAHMc65K9KLDdm/oCwtBh51WaRLgr50SSgkrIOLQd6Y4/0gF127jls1xUYG6qwgkeg5KngN2r9IQ\nrzp3PFaYSAZXbtjnTfRX7PXsifQo6d9s7NedLGGasQ8NQG8MyfkxKWnVs5AcWo83IOq8RQRudX5T\nQJicUiZv7KZOweICMBsDm75Ly3ZNi4zHbfIqTNacn1TTVgFM50sM3+6SK3cCSQJZpIrMdT0rQGp0\ny4I3pnZTF1kFSEUvQk5cU/5JmplIJ1MXhQI+hTrOGyv8Iyua+E6HpvPWdaWbgsRgvf6mSDPbgO/m\n8iObDLbABoQIAuqCZVxgU8vpUyGmo9ec40uNZVlwO4wNggrFQpZrqrTzRj9HQ2cgr4aK9S5A0lD7\ncALqE2FePC7defPteuiI1HgGnyz2ehZ0M+nUZX6nsV93koRmtaH5XoINppbDZduvBaBpdYNTyenQ\n+8ppLZ4vomQTqagir5msD1pzm4I8joXWMmLoHT2Bmxcs6S1vH5z7qpuy2OjZad4qIPh9cuikCuUt\nILl2RSqRXJGlY5cXLBHVJhX5P7GbOo7zZiSwySbmgPhceh6JwA0bnNqkAqGgKMkPxpOsCY5Tk/Mm\nfw4yE2/DgNd14XtNwSa9pMOuMrkJ172yx1CG8wbwz7maTSur5nwKJaYij0mBBy5n0k29VxESDupi\n7EWvuyQujlKrMQLhGmZ31Tzn7HOgYr0L50QgwxOw4c4b6/PmF9ivsMiUrDjlkjdEhOpuUhmkxAZz\nqnIKNuTiptAgNOgGQqGImPOmoJ0twkJJK/K8xw715AuU697UDd1kvFM6vceLCgNZvKdewRo9Uyyc\nwUZO1nlTc+2irmkh/iBrsu2ULwxw3SIVnIPovnTkkFcuuWvE562VzNGWSWv0LJp0k0NyWLVJSYGt\nptokW5RhIysJ1gw9ENtppPMWwCY911WkWGjB6wR+hypoAkA4D7qqEhxGmEgBbyrmP6pITFnoty3h\nFTU9HmfSraDzZjJ7I0dFYVud2AwQFku7ipRJuedAreWWJ5mjA3REw5w3Toejl1r1q9CkOzAR9cKb\nTo0oBKcsptQHTQFs0jRjDpoKzhtvRKkgeWMWl6bGyuNYxAlAuGmlDL3NFxZ6jRd33uoKlmQkAHUj\ns/OmQGIbYNS3CtyXXNezimAJV7WmL5pE8wrLY2Lv45jP6DYFmwzG81QIC7BcGCXoCCN3Tajr88Yq\nmXJ/N8sqgBWbqQu3ijhvqjpvFlsEqbael+W8xedLGadPoY9qiBRSIqXPiLEoMSBvJcmUGp6WlShx\nK0g41m3YkFw7aogmEhQUNQIKkDwHP2+T7proiNR4JX3eWGXyzO809utOkghMREMfGpt+gxxP9J6n\niODMCHqogABZQgKgQgVImQpdwudTkXgDDCRHhdoka/NQ0CogwdRXFywJOG/NJxssv5QNFUJBQJSc\nukGnr+fkm2ywq1iIcGR/Fc+5xCqA+9xgE4AmBEuM0ENIgbdV2+LgW0oktkO/ROm1s2taBQgiHlEE\nwj3pa6NHsMmGfN7gduG7npoKeVst5BVIOItqEhzW30qRgXy3Oe5qXnBwZUeFrQRv0k1/7VoCr5l4\n/xBafmShI5qOqACppKjAFtJVaEcIJt3sGuT7fm10hBi8f2TvZ4FN9rLilEveYLVjKWNfRStb06CF\n3Tc1VV1W0MNOewg1HLqoNkmenDJVa+LjCzZ17Aa5mbHyOW+h8IOKe5NNvAtskuOqbE3BkiKY7irB\nJttsFOkqNjI+43vT61zqlginLndvGe12okKnosMRi1okGwPR5y3qzDVjFZB03lQK9yhRBNa0uBAi\nHp/veYDbBWr8hjzBkszOmxsWVWr7vJnQvG4CvVOS3NQrYlTivEUJDvUmkuO8Kbg3WwZ8t6tmLefk\n3xVAQlmTbgXemGznjdqSCgAuvXyRMpVXoD4Sp9RYrPJ3EwiBHiEmU9z66naBhtWrg71RN9DhKEAr\nYYX7suKUS94CTL4XLpz0MD8gkrd3Qn4D9QRl8N0ico6doDapUpCF2qNP9PpQBL3zHEWwSZOtDPZO\nIPSWAd+p3l2JN/hEkz0Lf2NDxUYESBLvIsqdnDF0BbN5vmqtQm3SSK6dZKxY9KKhaxvAo11yg25A\nPJeOEpltzYyOT1iDHBto1eP4sUUZNrKeWx422VDnLeoAKExuVHXeYjl9FbwpTk5fEbfVibqw6kQo\nlFFYWKsAapQQ03lT0iiIEgAFXUUgQUEp6bBbQuJNPK9wnrsipLemlYt0vGjvEHZNe83/mmHECLus\nOOWSN1hWUBkMO28qsMGBOaSrpvNmGAH53POUdN547o6ChypcXAAFHn1sVbdBpa9czlvUnVJi0m3F\n0L0iBuR15eBjKBwRNC3L30rdps4IE+8CnnkMF9Z3nNLPqZYS2VBjFcBCcjjOW5jceQ1VRTWzBc9V\nRIbnOgASZTGC0AyG0ycmbzWJ8Cwago1MzptuwPeagU1qLOfNqSZsVCZEdESVYl4lzltTvng9IvB5\nUwybVCo2w4hQUHfC2GKsCkEWk9E7UHA+n3lubbw+K+m8tUK1yVMw8Qay+Z8BJ7nZfbUeUi6KFrz0\nV2PnDaYV+9Co8KcAEsl5JfLvjN+VGtikyfvYKYJvAc1CGaVjsXyKjq0mAWCFGshhHaxVQO8uNGvE\nXOW5iTb4vuMSWgVkwCZVLWah2mQRzhsP1SvbeVPMhYnEZtwMr7BYsET+eZXxfMetvCEvNZbQAVBy\nr4QICfHa+3Z524j035Y/B77rSWGRbOet9rWzLKDrhPAtFZw3AdquQG0yhkereO7YIo0qk+7IgFwF\n502pCAWvNqlSKVSFbx50nUk2FFgFWCrVJgVbCZXrubgXa5jvBogqr73nMI3ZB2fFKZe8aVY7kDJW\npJIDJJOUqnZ2IlmuAnIUTvahZ54S88RwE9kUvyZzLK513txCnct5C9vhSrq0pkD27yVYYjILe2XY\nJN2mjt0MsKHCXxFIFKqKeBYFZPbqcC9RbbKJhCl3vOjadZOqZ8rnrcFuBMuxo5/DmE2WAi8tQIDJ\nNNx5qwybzPCBKxWmFQqWBJ03auGEJjhhpTlv7EZLqWCJgkJGJFiiwmCdsUtRs1dhRKKUePQlnT4V\nXNrLr7wyeY6V+Jom6x29nyNvjaPm+JK9GDdewx5vALM3KrjPjIqpeXHKJW8wLWjhJkMFNA0Q4FRK\nOn1R502F4WwwIfquC4REfMrQWzwnjNL/CUi6bz5xly8KzQw3Bgo4dqJoRq/xOIJyZcGSLtmmjpX3\nZUNFxxtIuDDFEmGB71Hy9xl9wmKmik+RUZHn1CibUJs0ky6mGhU6lnujgPMWqsqK94rv2NBqbgyy\nYJNeho2DpgfLfBMbds1qQwuTNxVGyFznTZXPG8tLVtlxUMDR101DHeQ1Kmr7vhqV1wjuGhVNVNpY\nKFIaVwV5BSJ9BUc9t1XBuQQS8T+xgEgBm9QipdCCBSE9Y6/DfaepH3eyhGZZgNeFH/EpFIhQRHhd\nFSIUALuJVACbtCIxFjUKR8mmTpEstBnAVpqEMeZy3qLEW0G3iPUgLNJxiJUwK27QA4N1N9hEUnTe\nMgRLVNk8JItngUSY9TgqIHCS/v+8eS99l5axeWjJOG+MGmVDgiVexEtW0HmL/Z8cVwkaI56jZZCc\nmhuDLNXVvK6o1jLgdTqN+Lyha8dVZFUJAFD9OSjNeTNYmKm6joMKefvEz1FBMqXrTBFDAWonVP5O\nUFfE/HwBXUF97VY/tabRObhXBJw+VwlagS3SqBIgi62NxGtX08pFFpquA5pWWLws6v7nxSmXvAWd\nN1YNS1EC0FXj3RWMp5bz5tldJZUlIOm8qVChA5KNkIpkCmAJ44pU9krAVpLuSrcSTC/e9Dg0MD+W\nw8dGCppGFDEnsMCmlfcQLM+nFNUmyau6TGdNdmy8iEP938JaBSgxQu5U74JWGjOCf4trUAPmr4HI\nhcTnLUdMRjP0YONQu/NmAaEqqZLOGwsrVIA0AZhrp+T4BF4YtVp1BAlVJAoRFaGUUVhCEREVxWau\nKNR1FVw7PZwz1SRvytUmo+egCXh3gWDRJJzPm2NDqwltzxrPHR0rdO2i7n9enHrJm9UGXCeGpqno\nvEXmwSpEKAAGpllhU1h6LCsUY1FpYh2TZBVM9mHFx7PtxmCMuZy3WOFIhe8NYxVQQG0yNqetuEFP\n5OZpKsgRhFcMZSbdzGLWk/PGCZaUh0NxHAAF3BtN0lnjOG9RBb0hHmqUCHu22gRAHZ8irOp2bB42\naXdqbwz0dkbnzZMLlgCB+qXXsWv7vMG0AMeOoWlKEu8QelfVz7ES5y3mhSlIANjOIrmoR9gRViUK\n0Q4KDaq4phEPTYm4mtXii0LE473h6qtDtAJ9RxiI1CYdNR12dr1UkCwCzF4z1XlrXrAECJTGvbFO\noeeOFe7L/E5TP+xkCS0iVHdDUQgl1SUz3JArqmZFVesOPU8r8rBTMRkCCUlWRWIKJPLCQdWTnvOm\nG9GEoQI2yZiIFhUscbJ5T70i3rBS+bxlCDWoKprEnMACibdmtRLyfNXOm81C/RTwRbrZnLZYgKMh\n8ZTIlkKZMXHs/amwwNaVQPcbIMNH6sZi9IZN2o0KlqhYEzRdDzoOCtcEVriJXCiISU7VcVvVcMKA\nZB5TN0ebIc1DjVUAp25JjaSJ5mAFkFcgEavzugpsHiLtgZAfqWTfbiYFy7SdS/N7Qa1lwB3rFHru\novU4L0655C2SMo5xz6o4aLYaqwCAqZ4pkE7WLDa5UXFsRqykqeLaxbCOBrs3eRyLmFukCDbpO8XJ\n8DGks6JVQCw3T1SpY42v2UhB04gi3pAXSLw1Q0wYqnHefN8nV10FIgnxUMksvPbsfdyo0TMSmKYK\nbqumafHmQJWHUMJt5eFigVVAXc5bxnPQzbbo0AwDbqdTHzap64BuBAmcAiEDANDb7eBZsKsV2Mpy\n3vQWk+AogYvZ8XMVicuQjdcymMRbhdx8gCDwC9irNBERCkqJQqJlKu28rVz1RExLUKo2qaIjHN77\nCd1JnWCJ3M6FJnkr2nmLONN5ceolb0YL8Hz4rhpzQSDh4qiDFkadN0U+bzW6MeXHazEkWUWwDqWQ\n14TTp0KdKu68FeAWcWqTFQVLfCEBaDJYvy42VMEmo3uziFeYpmlJR76KYEmfxdiPGPSqq2a+hLhu\nRD5wDQmWsKbgSsjp4SZZpTJpxOlrN1vVzfZ5y07y9ZYBvwHOGwDAsqD5aqT0gQR6F3TeFK6vDfE7\n8yIy6Q6KlaqgYorX1466wnaEpFGhyMhadviOS3/9GMVCZZw3pxsUvJR0+qI5mt4aB2BQV6K6dgN2\nLrLQjIjzVlBt8tUmWKJpGmCa0NywQq6oVR8lHEq6RaxgCTVsMoI9qDI8jzY9Co4NSCBIgQpQM9cu\nl/PGcvqUCJYwnLdenTczzXsqEwkZvppPXK9gYSpsqEy8y1iQxJYeFTadQVXXVsb91IyE7xhtyDnO\nG+sD16hVgKoCm5l0+lRCcsTrZ3cAs6bPm2lKrQJyr42hB3NAE8+laQGep3hTF65BFdaE0pw3LsFR\nAZu0lSXCiTy6QsES21bXTQkViVWJzfiOEyMsqEU2rrn2WgAI9kaqOG8FBboaGS+CTiq2ChBVbH27\nQ4LkiWGTBX3eXnVWAQCgtUzACzehyjYGAVRTyQQcSbKrgE1yPCiFcCOFNg9ex1EmbhMRUVVsWiPZ\nZKAgbDL08fM6dnXBkkjUgsQqoCUVLKnS2aoSMWyyW+zerIYyHU0AACAASURBVLPpjOFGCoRtgACu\nnBjA5hg9N8RnZK0ClDx3oTCRr4C/AUTcojQsNPB5q3evsubAbORtICPYZDN8xajzpkYVLk4AGhSV\nyovY5kEJ9M4K5wg1aozBHBYphaq4dmaMIFDS6YsE1lRw3uK9gxpPWiCB3ilZEywzRg8oo7AwEGLq\n0LLg0Y5D1nnzRosl3lFimRc9kzfP8+D2aN+ddBEadatUoQsmDDXQB52r6CuATYYedqrgRn507VQI\niISVz6pVXVn04rwlEyI9JMePlNoKQnoDOdtq3Ji4M+XQEP1ZmAobysjwsZhOsWQx8qWrxHmL4UaK\nuCIR35HpznCctxg22UzyllgFuOo6b1EiraTAZsiNnu36kJwsv8NesElvzG4ONgkv6BYphd4p5LxF\n4jyKbCxUjAXw6AiV3RSV0PYYCqci8Q73fSrO5eDgIPRWC25B3lTdUKk2CUS0iK5Sk+7YizOFjiAU\nLClQNImKLHmRe4buv/9+7NixA7fccgtmz54NANi/fz+WLl0KwzBw3XXXYdasWZXeJ42WCbjDSlXo\nPLurTA43gRYqEL0wW/EEparzFsGb1CTC4YThODAHmq+2iMFDchTAJp3ANiNQbSsyabQKe5GkxosE\nS4gq1tkm3Yqeu9i7q2AiHAqsFLFpECOuWKva1GlaokgoGS9R5sr2Eis1XivyzFMrTBR03hSM1wq5\nu8Km1W9CbdLKUZvM6rzFapMNXDurDc3z4DldtFRC7wTbBaoIzpUD+D55ByDpKqrpsCe8ZsWCJao6\n3kynTw2nPBBBUrHPBJjOm4rOlJkgTdR1aW11Xdp4PXe54/MdG1q7+b2gbrYCwZIinLe6nbe3vvWt\neOMb38i9t3r1atx+++14z3veg1WrVlV+nzQiQrUyhSMzESxRyHlzOzb0PtrulMYlpgox+arEZtoR\nJl8N5y3p3ihKvG0neA4KLi66aRSeYMSIlTTJrAJaUhy4UlXZ2NC9IGzScULD+WqwSVWGrEBw/dyx\nBFrH3ce6HvKcmhG94DrsqoWJlMBQW/Ddbrrr6nQCo+sawdpIsJHXeYvh0HV93gDAbEPX/MJFjLrB\nQe8q0ATKc95ayqBpSZFGFbIlEiZSxXlT2/GOUUkqvDGZa6fiXC5ZsqQUb6puJFoOinzlrBDlpdCW\nyrOd0B+TmTft+gU26XhGCc6bSeDzNjAwEP/bYhahsu9ThmZa0Dw1cuxAoshYRIWuiUgkTtUIlsQE\nZ1WbHkXJTTSe5zjwO4ogtoz/E3llsG0xG9Zix6aFsIxKsMlQ5tqzaQjVrNkyG76qBCCq1BXs3gT8\ni2r8Tb3PgjdmK4OmAREmf0zu86ZpwbPSsRuBxMZWAcosSKLkTREkxzACZVIx0W9gY5CVvOUVTTTD\naEywRLMsGGZxz6K6obctuGNqO2/uWCfTdqHJiOdoRUI6mq4DmhbM0UqKJqEVj7IOu8LOW5yYqtmr\nAEkCoExbIaYDKURHKGsUGHBHxqCZLY6v2AQ6Qj5e2HkrInYWFlnyovQZ8n0//rfJwkFKvp8Vfz24\nsuxPimPJWWdiyVlnAlYbGryQm6KiYtDqaQx5/7bteHb/y5XHMA0dH718EfpNM4EWKoFNMl3FjGM7\nYdv46pqn4Hq+9PMicfnsWbjxvHODTYbC5C2YMJy0pDcTj7+4Ez97aU/hv7ln7x7MmT0nGUPT8DuL\nLsXkvr7SioV1gkuEM66d7br48uo1sENe6+5rFmKc5QF9FqYWfBYXzJiOm8+fG4/pjcqhd3VDC58z\nMfI25Kv27MGjL+ysPqam4X2XXIyZ48cx8vbFrl2yuJffdEaJat4mxPN9/OOTazAs2cgXjddMnYL/\nceEFwZhmC27HhsX4vLFdi+OTxuHB0wbQP3Yc4yvO09eefRYWn3lGYvrdYMc7LyL1zjy48n3Pb8Nz\nLx+oPIZlGPjd1y9Cu9VKuK22zW18fMeGXpvzluEB5HqZPmGj/RZ+ct4MDHijmFDx2l0xZzbedO45\ngGnBMPWAQ6esa2rnJvqPvPAiVu/ZK/1MnI9lYegaPrToMkxst2NekerOWxY6otPt4h+ffCqeo6vE\nxTNn4O1zXwuAgd5Nnlj57xWNKDnNe+5W7n4Jy3buqjyGpml4/6WXYPrAQIKCUsBDizpFfg6lxPU8\nfPnJNRjtoRyYF3NPm4pfuWA+BgcHg2s3asOYIp9DDgwP41vPPsftu8vG9eeejSvnzEkgtir5kT06\nmT/e+jw2HDhYeQzLMPB7V1wOyzCC9W50LH1f2h1o4Rz9tTVP48jYWOXxzpg4Ee+9eCGAkp23UDwu\nL0pfEVa8hM1Wy76fFaMHD+C8884DAOzYsQMACr3eemgIX1s+CJx9Ji4N1bB2vfACtL425oZ/OyIu\nRxuSpl5PM034dhdHDg1h/aZNuG7J5anv/8va5zDN7WKqaVY6vu+sXYeZx4/jnIF+jA87b0cPHcL6\nzZtw3ZJFZMfnuwH81O92cfjYMW5DF32/77zzsPSFF3HlQH/h42Ffm6dNw7+tW4++vXvgHToaqzEe\nPDwkHa/J12OHD2FyCOvY9uIL2CkZ7+4jxzFz/Djg8FCh45lqmpg1YXz8+qmxDhafeQawayc6+/fh\nnEnj4TkO1jz7DPTdO8iOb+WqVQnnyjKl398zNob/3rMPv/W6S7Bjxw5MPDaCSR0HRn8fThw80PN4\nj3a7WLVnL24+f25wv2gIJijDaPx4Xti5E+6uvbgQ4D6f0g02BrL//41dL2HGjBm4cPq0Us9b9Hr1\nkaNYOGM63jH3tdi95yX43S5aIT+l1+89MTaKZ9c8BYSqsGWOV7dMdIZH8NTqJ9EKFxfx+/c99hi+\nvWUbfv+qKwsfD/t647Zt+OKmzXHy1vU87N+5G+edHWx0161bx423bc50PNdn4GbTxCTm/i463rKN\nG7Fp504svv02aGYLI8dPYNeOF3Huwvk9z0fd13rbxLpnn4V95GhcyBC//78HV+D8ceNw2bzzK53P\nr69+ErNOHMNtN90EvdXClo0bA2g7c/3O2vMSZp2/sNbxvOHSRfBtJ/X5S7t2QTsxEcGv4f//zqkT\n8PSMSbj28BHMmjC+9PHtPHIUX1k+CGvPS1hkWdBbOl5+aQ8OTZ+AsyTjNfm637Lg2w727toFo+Xh\nbMl43123AebIMGa0rZ7zsez4/mPDRkw5dhTzx4/HjJYBd2QUXfjk6493YCi2BBkeG5OON3XefNy7\n9XlcM3F84evFvh43Yya+/exzmPjyfgCIk9MXd+/CXvL1dQinhZ23rTu24QXJeD8cGYNlGLCOHa10\nfOucLl53+kyM27cXo8eOYo4d8JhWrl4FrWWQHd+KlSsBQw8EvjLWg0O2jX9/YRc+fPllldafEdfD\noy/uxK9cMB/r1q3Dea4Ld6wDy5giHW/V4SNYM9bBO8+fW2m8XaNjODI2hivnzMHGrVvgHHwF08cP\nFFrv6r4+PjqCtU89HYpYycf731u34S0XzMe0gYFKx3fPwUO4ed5czJ06FYcOH8bh9RtjO5BovMvD\nztvDjz+Or27cgk8sfkPhv8++3rp9O/7f9Rvi5O3E6AhGXngRM6acVuh8+EZ+vlQ6eRsdHQ3+sO/H\n/67yflZ87tZbkheXXMx/mPN6zd59+PvDR7BkyRKM/Oyn0HwPc2aejvaM0+LviNj3pl5vXbYenuNg\nQl8/Lli0SPr9A8Mj+NtbbsYZE5lqV4nje+KlPZg1dy6WnHsO1t79MDyni/HtPiy44vWkx+f7Ph7w\nPLhjNqadPhOXMt+JN5HPb8MF06bhc2+5qfDxsK+3DR3GH9z/IJb88s3oHBzCoPOP8JwuTj/zDCyU\njNfk6433rQ7VNB3MW3AhZkvG+/vv/Sc+dsXlWDBjeqXj+9TSR3FgeBjvWrIEz6/YFCanXVx99WJY\n06aQHd81112LB3Qd7sgodNOUfn/Frt04b2QMv3nJxcAlF2PZnd/F5CnT0H/mOMxln8WM4zs4MoJb\n/+P78d972LJivkjTxzP3ggtw+Lid+nzdfz6eeXzfuOfH+KXz5+Lqs84s9bxFr/96cCUODA8DAM55\n7XlwjhzHPmc99ALHN2nqVMy94EKstb8HLeP3Zb3W2yYMz8frFi7Ehtb90u+fs2Ahzj54KLh2BY+H\nDXvhAlz+z9+E5/vQNQ3WQD8mT5wUQ+8+8pGPcN8fnjIB84+N4X9MnIpZ4f1SZrx5p52Gr6x5CkBQ\nhWy3TMycOTPuvFHNz0DQybxw7vnYYj0UVz7F749oOj719rfi9PHjCx2P+HrFrt2Yff684PjMFl57\n7nnY0E3EDJYsWYLRpx+JOW9VjydSSBM/nzVzJgbOmSP9/0cH+nDO0HF86LJFOKPC/bL5lUN4at9+\nLFmyBGPPDcJo6Zg6fgJOv3B+6d9f9vUz37oPXsfBjKnTMDUsNIjfPzAyjDtvvAHzpyXrfZnjW3/g\nIGacdSaWzDsfz6/cDHesg3Z/PzcGxfGNvfwKVtpfh2c7mDh1Ct4gGe/xF3fitVOn4HM3v6Pw8bCv\n9x0/gfu2bYv/3sOtwCz4NZctxNnEx7fhv38Wd7wvWLgQp0vG+6cf3oPfu+JyXDlH6I4WPL6/WDaI\nA8PDuGPJEqz9t4cC0QvXxZLrruUaBhTH95BloTs8krkerN3/Ms4aOhKvr2WPb8RxcPU3/wW+7+Mj\nH/kIlv3LIyH0zpCOt/WZtbh8ZLjyeCt27cY3nl0LALjodZdg+yPPxJ03yvkZAKZMn46zz5+HZ9zA\nJ1b2/eGt2/Gbl1yMaQMDlY5v1z0/xsHhEcydOhUzZp+O8bNm40Vh/Rl98iFopoXXXrgQp+/eW3l9\n9S++CD/5+jcw6jjoN01MnDIZA5OmxMlir/Nh9IBu5iZvDz/8MHbs2IG+vj6cc845uPbaa3HllVfi\n7rvvhu/7uPHGG+Pvln2/6ZgxbgAHR0YAhGpYvqdMuj8S9cjitvi+j1dGRjCd4f+VjRnjBnBwODi+\nSMnMHbPJoYUR18UdGc3kUxwcGcGMcTWPLbx2sYR4BahZlYhhKzkwxoPD9Y5v+gBzb5qtxL9LEQfA\nHR7N5FwdHBnBDOa+DNQmi3NZpvb14VjHhuO6MA0jJXrRZOiZsMlsVdng3hxXeczpzHMXq7wW5Gnx\ngiVVYJN2wGPKUPo6ODKMGQPVj80yDIy3LBwZG8PU/v4AspzDpzg2vh+TR6opkQLCHBbxB1WadHey\n/Z9cz8PhsTGc1t9feYzp48bhlfheCaX5RZVXx6mvNhkp1no8TDJPCfRov4VJx7Pn8F7BztEwTegt\nHbYqyfJ24vOW9Rw1OkeHyY06NUYn16T74MgIpteYw6YN9GNodAyu58HQ9eTeVHF87YRrmnntRkZq\nzWPcHG2a8bVT4bumt8P1NeM5qHvtBkwTpmHguG1jYrudCJbk3Ss1zuWMceOk650S5e+YfiTXV7Bd\nF8dtG1NrzNHc8RnBc566L20bsKzac4qmafG8ctakSTFs0hhX7PfrPRQ+c6+ILNmaPXs2brvtttrv\nNx3RSfJ9H1o74Lwpw+qGG2TPlmOfj4yNod800a7xW6YNDODgSNABYPkUeluBF5ppwh3NXqgPDA/X\nmjAmWBYc18WI48CKcNa2Qg+hHKXQrufhaKdTasIQuULTxw1g55EAEqKbBtxhibcIUWiWie7waCav\n6MDwCKaPY5O3kA9RcGE3dB1T+/vwysgoZk0YHycAFEIGWghPFiPPpPugcHxlY/rAADa/cigcP5R/\nL8jTSqSky4tyBGqFXijSkPXc1Ts2IDi+A8MjmNrfH3AAmGsv3sdHx/fjjOOjlRPzYKxwDosM3VWa\ndIcy1LJrNzQ6ikntNswaIhXTBwZwIJyj9VZY8BKPze7U9nnTNC20C+hCY+b/PLXJI30WJhwcqrxh\nn9zXhxO2Ddt1oVltGC2N7DkXg1OblDxHnW4Xw46DyX190v8v3seymD5uAC+fCK+dGSQ36pQ0A5/R\nrA3ygeF6hV/TMDCxbWFobCzghYUFOqXHlyHm5vt+I3P0i0f2heO1YhEKFaGZwd4ve30drnXtgGSO\nfu7JJ5P1NStZHB7GhdOnVR9rXLLPjAS31O2jQ8GSjHnslZERnNbfD71GUs7O0QE/P73X8Z0OYLZx\noGbDJR5vOEje9HBvVfS568V5a0A3+OSIftNE2zBwtBMsjjp8JZ0pIPGfypL7rduZwv/H3ntHuVVe\na9y/c1RHmj7S9F7sccUNY2NTTC8BTE0gEBJC4CY3IRXSbhJCEkhySUJCOgmQQgkllCT0YsBgjE1x\nt2c8vatMlzSq5/vjFEkz0jTJ8303+fZaLNYaa3TmnPe8+937eZ69N/GIwUK2mwfVISZ3UOlAKAqt\nVpxeL6KG9gQXLDHVGpYkeJZur488sxldkkYAszH13gAEnV6TTS7UDEIZGZwd6ikX8c5tjkyhxRrH\nnM63W+VMNlfmzRcM4g+HyUlhZsuUfaeu3WwGbardJufBIguCIKO6Xl9ylDXFfQcqoxJNqKZL3Eet\nZrJHvfPuWJipyAU9gUDMqIDZDTxP1bREOknzHhkhT8Oz9EQZdjlAjr83KRhASEMnM7WRVNx3hyNJ\nRwGMmA1kD48jznPOmygICoDoBYMRUSfIowcWhL2J6TaZwEe7vD5sFktKQd1kH63WMR1riw7pnp55\nS3Wf2y2xjMqxA9gmm9oQLBkY61HeYWsKPmCyj1bLBBbCRKNBk00msvTEfvHA/XTna6rXyzGZmAiF\nmVCahkSCSgORBdoLYW9y1jRtzzL2XUnEvCmqKPl8nT8poV1vCqM/y+Rthmf+b5O8gcK+ebwyMmgQ\nF2xWi9oFL1lgkCpyBtEMHqLDghei2yQozNsM0gBbGu7P6fFEZ4X5F2hoqSkG+Uzg8B0ez5yDusko\nbxzjYJDnLcHMyEo6TD5cPEk7aTo9HmzWSbJJ/9xQWbs15v5mkN6lYupA9cmWbEi3/F5mpCSfmYzU\nSaHZs6by3yu/W/OZTyXG1FMkMqc3faguKDIZf0A7XCa/xyNWM1kjnnkH7IKSADg8XmVUQHjB5lup\nLcvlQCTRPk+Tj/ZODiInM2+yJCdVU4P+WJtuSPewyUDm8DikMOdN9dEYjYg6UQZHF2hUgMreJHpX\nZmI3ZmLdIIGPXqjkRrlG2OdPug/Swt5YlbUjtuvdQsomE/tM9XxNm482Ggh5Zx8gp2qq6ipZrJIO\nv2JT4trNmzfPeL6mej3ZR2fgVM4dbQTWAiX6IY93GlYxPXGmI6aEJSE4GlCYt3nEfpPNlnDfzTJ5\nm+GZ/3slb9YYZFAvyrU3C4Hq6qMtVRPVMaVadwOTkEFtWHAAnTn9k+AnW9KXXLF0IBSqbl2bQzOR\n/DBLp6mthaUkgcHkmrD5WBz6otMT8k4sCOsGMTVv0zFvU2STgTkllnaLBVccunRsmDeZyUow5y1J\n/WCqtRQwiU1RxljMdoaQaJQRfPV352qi0UB43DvtvkulngLi60VU1jSZLHIkw0TW0GhKa6vuBZl5\nm36MRTpNrj8MJWVN0+ajY9iNsHdi6nuZphlCiZm3cNK1GzYZyB4aTakWVd0Lgsq8LXA7fRnQO1bK\nFssk5m1iweYrqnVTyZ6lKx3vpiW+rvxYAWyTLXZ2V/K1S5+PFg1JQJNjZLMBtlP10VPZm2lkk2l5\nV+RYUy7PCS/YLE4tVpmWgU71vIupS9bpplVHONMgm4xVJamx1Wz33Uy++t8reVPQM8FoRKcXiSSi\nRI+BaYfLdOhSWhByVZOvMm8LJAs1GqY9zNKmDfZOcsALNOdN8s/Ams4xMFBbvqqmMsKSJMn1FIlm\nixwj0zT5s6ynUKUEcwnKZOYtBlg4Rqi1aJhGNpmmtZtsmUYjYUnCo1xDK4afhYxWMCiSmnkm6qLJ\nSMiTfB+kZ99Zo5IcnZJwKGsX+x5PhEIE9DrMo56UGGPNRxuUIdYLFhgow4JDiVnadPjoOJQ1iXxL\nipkhlIqpTbLivjtmSHcoHORA527555LEsEFH9pgv9bXzesFoQqcTFm5ItzE66DkRgz0T2zDZHyey\nyT5aHXeyECYajYS8yRl2h8cbp46Yj8X7aN0xk7ZPtmhslBg0SQczlWs24w0G8SssfjiFpkpzNdFk\nIDRtSUk6Yj8rDo+H7du3y2UlSRJvTyCAJEkpSVAhqqQRDXpljl1yUCidJpiU+vwk10oXAx2rpJFj\nnUnXCwTAaEq5FlO7XmyyOBfm7T9JNqmxUwYjol5QNtXCdJuU1C50x6ieosCSwYjfTygSkQPkQHKm\nL90mGpTamwT35gsGCYbDZKdYnza5y1HIuzAJjibrCCSusZOlaamhPSa9ngyDgRG/XwvqFqLOB1TZ\nZGLmLVEX1KhkaA41b9Z4dOlYSXLkQCCJbDJRLUwanK/WMcrjVdZu9omthsrOUyYXZd6S1Dekq+Yt\nRo6drI7J5fWSMxFASjFgV98VQadTat4CC1PzZop2lU20ful4lnaLBbfPJ49eMKidzCZdKxiANNyv\nmICFlsJR2WRL/0F+9c9vATAeCCACpmAoRdbUGmXeRKZtppNOi127xPJoT8qIvNVoRBAEPMEggk5P\nZI4AViqm7fME9xaRJNw+X+oMQFxN39xqb1KxaFlCEtY0DftOlWO7lHN1IZk3YRbMW1p9tC554q3G\nmal22bTHqCMiodDC1bwZjce8xjsOpEkGsCk+Oi3KncmdxpUxD7Ox/zzZpEdFBkUiC9VRSanFSSan\ncqUBXdKLIjkmE4M+n9Kx0ItgNCxIO1xZNpmYeUubw4iTdUTv71ib2mwmkmzt5pF4J6qxiCYAClW/\nkLLJcW/C5GbUH8Co05ER47zUAa5zlU3GylaOlSRHMEwjm0wiyUl134HsV1xej8a8zRZUEE0GQuPJ\nEfWZf19h3o5Ra3uY1CJ9UmAQ+x47PfLw9oh/bpLaKddTpXeCIMtIFmgvyIi8zDwlYk3TUbdr1Omw\nKqMXBGXQ8+T3UgoE0sK8qQ1Y4r47JnlzjvQyNO4kFA7i9HrJC4UBUkretHfFaETUsYDMWzQBSCZt\nT7XmDWJ8tMK8LYSsEGIBtqnXG/JNkGk0YkyRBZw8CmHBEm+1Yck0zdxS3XcQ7ZIoGha226TmVxJc\nLxgOM+pPrbU9RNdu8+bN09ZjOtMQZ2rX83i1bpML1RlbJgmSK7zScZ7Hjl6INpWaWvMmGE1pIV3i\nyhK0kpL/XzY5xQoVWYeqyZcp0YWSTQamld6ligyCjJ45FAYg5PWhW4BujCAHCqEkiIjDkzo6AVOb\nXoS9Cyt5TYbqOtKA9oCMnqlShP83umElOlwc3qkFuVpAPYfDrzBWiqDTET5GXegSBazANPsudUQe\nFL+i7LvIHGphNOZtnvtUNBplyWuCfZeO1vYQ9Sny35s88XZ4veQprOdskcNENmWe1jRIazpNe5bJ\n5gGmy0fHvCvhROqBdNW8KTV8sRYrm3SO9CEh4Rrtx+HxkheKANHaS69/jGfffYh3j75O72AHofDU\nfTXZtKYXBiOiKCg+c2FmoWnS9kQJQBoYdoj6sWhd0ULJJlXmLbGPTrXmGuIbloh6tUX6QjWbCSYd\no+RMs4/WkqkFTby9CX2my+tLubU9yHVaUemdnnCSxNuRhpowiFFH6JVZnLOs8U7VtNrP6ZqxpPNd\nMSQG2AgG8CIQikTISrG5lM2SEVeWMJc64f845s3libYyTtgG9BiYoLIVkweyKpY2BkCZ9SYY9EnZ\nlGNhgqIjT4SQO72p6/EhptkMqhZ5gWreZpjzNp+hl4lqLNSgVasrWqi1m2ZUQCKkTkiReRP0Olma\ndixq3hIErEDSuql0Mm/yYTa3tROMeplBnjfzZiDsTfz76UKsbZYMXOp8TJ0uLgGIfY+dHi85SvKW\nytpOHnq+YD7aqJdZ0GmH26aPAVCbPMXWaEmSBKHUh3RDYhZ6MvMG4Bztk5m3sCT/nnL/Bzvf5Znd\nD/LC+4/yw8c+xyfuOpkfPfZ5gqFAwus5R/rwenrkfWA0ISrx6IIkAGYjYf80zNsMydtsat4ghnGY\npq7oWJhoNCR9N9OVmE720eEFG7Bu0OYrJosf0uqjZ2Bv0m3aKJ5jfP64vF7eeOONac/XtDNvBh2R\ngDKke8HmJSc/L+ejgkpkmo/WGhNFYx0pJJ9xrkBAnomYQuL95sHn+P4DH8MXDCmjF+bG6M8EgP9b\nJW82i1VGzoyKJn+hHJQ2GHLqw5YkKS30K0SLH0W9XpZZLCDzlgwRSUdBLkw+XPTT6sjTaXFz3o7R\nmAeIrp1aJLuQ3bCSNc1ImLwZ9CBJc0o48jPi6zFhZsp/PiYoEtfJlqyeIm1rpxSMqwz0rLtFGZSg\nbJ7JiSanSsJ4p8OnqPWYwxNRqVGiQ8Ph8ZAbVKR3KbB9hYqPBkVGskCBllZPkeA9CUciuH0+Ciyp\nyZsgOnpBmyEUe71gEPT6tEjdRWMC2WQs8zbaS661AOdILw6Ph7yIkrwpazcw3M3a+pP5+uV384sb\nnuaPn9+GQW/knhd+ICeZMTY07uR7D9/I6x88IDMABgOiqHzfgg6yTtxVNh2NeyDGRyuywgWT3pmU\ndzNZYprivXn940x4+3Ep9ZiCXjdnHz9fm7lRUJp9tDF5rHIsTDQlV0eko9X8RMCLY7AFQRDwRSLa\nuZrMR6cr0Xd4PXJsFAohhcIL5qPl827qvQXDYUb8fvLN5pSvo45eEAyyyijuTFCUEanGtUe6P+BP\nr9yJY6SbAmX0gqDTQyQy63jgP455c3q8SArzFlog6V20SHbqtUb8fsx6HeY0OJNoq2YZ0V8o5m06\nXXc6CnJBHg7pD4fxKUlUyDuxMEO61RlCCRqWhCIRhicm5hzUJaqxUFvGakWyC7V2JqXmbZZtmsV5\nJF86USTPbMbt9U17uKRqolHufjXZpkN10yV5VesVI77ZM2/qcPv5NywxynKqZPeWhqAHoq2oo2sn\nX69xZR1P7bwfkFFPTXqnfM412sczux8kHJnKhiazgkzYlgAAIABJREFURMzbQknbk83MG5qYINuU\nel0RxNT0aSxtzPWC8vygdJiYAMiIhGKZtz6WVqzDOdKLy+slX146bYh3/1AXRbnl2u8a9SY+c95t\ndDmP8rSy5gDjE6Pc8ehnWV61npGRNsYCAUI6A4ISOSxEFzq1bkpm3uL3UiAcZjwwfV3R7GveonIx\nWBhWEVTmzZOYeUsR+B3xDHLbQzfwh+dvI8toZCimUYn6roQjIcZ9I/O+xnSmziOcTtmSDh+tMm+i\nQe7+uHANS2QgPRFwP7kZ2FytbeAwX/vTR/nZk7dQaLVQv3Kltmbq/UmShGdiDEgf0xcbZ0Zr3hZI\nNpkkznT7fORnmNHNosvzTBY976YC6VLAn3KnyYHhbn721C185rzbKMotJ8+o05Q7EPUrgZCf5959\nmD+9/BN+8sRX+PqfPsqv//Vt7Xtmeub/NslbRIpg1gnoRREvAqJI0s5i6bbooMbEyFk65E0QlU1G\nqfqFYd6iUoRjh5xpXf28ar3IAnYKTTK7S60r0qfBYahtxGea05Juk5m3xKhuIqROczDKISFJEh2O\n5hlrYtSaxWMZ+CSabQUkLKieCIXwBYPkpgupU+SLc2GKBEPyRgSzMa3hyTFCdVVT2aLo2slrf6jr\nfV58/zHlel7yJ9VNvdeynYdf/yW3Png9/UNds7pWVszoBY2FXqAh3aFkdUVp8mEQHb2QaFSAFJDn\nB6XD1FrdOItEEHQiESmCe7SfJRVrcI70yTVvksz2qWs7MNxNcW5F3K+bjRncfMnPeP79R3mn6RX8\nQR8/fvwLLKtczyfP+hqj3kHyM8wMRyJa4LBwHQuVuuRJQIbT601LXRFE68LUZ7Rg6gilHjMRACW3\nR59fnY9rtI9bH7yeJRVr6Bvs0BiVyfe349ALfPEPl9DhaJr/TSQx0WjUZJOT3xVPIEBEkshMQxyj\nNZsxKp1CY0CFl/f8nd88cys/eeLLfO/hG/n2A9fR5WpJ+Zqgrl1icHS+6ghJknj23Ye4/ZH/5pIT\nr2do3IktI0NT7kB0H+/veIdP/uJUbvrdhbzfuZ/23nfocbeldE/q6IVAJKLM3F0YFlpl3mKVHQc6\nduEeG0i7j5bH1aiKuXh1hGAwzpvN90yM8ePHv8DFG69nVe2JFOdWYNFHlNhIia2URL+pZw/P7H6Q\n/Cw7m5aczUdO/m/eb31T+66ZFC4L452OoUmSxK7mV3nkjd+wqGwlhdZFDIclzCoyuCDSO31S55uO\nwYKq2a1WXu/olBuWeLzoMlIPTGdjokGfFLVO5/1piIghSbH/MTBN1pGg6cV8mxhs3749Du2VJCk6\nnDizYE4dC1M1te4q2dqVmAPc9tANfPvK38ufVw8H5f/Nvfv47kOfwqg30Vi+muVV6ykrqKF3sJ1u\nVytdrhbKCqoptKzH6fWSc0yZt2SjAqaiui6lJiwdEjW1RbqG1M2WeTPIrKcuc36HjibJiUFZdza9\nzKqaE3F6vCy2Fczre1WTJAmvf1wrUM9SDhVROTR27nkD92g/geCEXDelsjfK2vYNdnDZphvR6wx8\n668f55otX+SkZedP+8zjRi/olKGlCwiwJe+Ymz4f9k5PT1Q9YJwkyUkT4CYoneBiLRKSA+ThcTcW\ncxZlBTVsP/QsTouXDSjJW4xsMpZ5Uy0/q5CbL/4Jtz/6WUoLqinKLeea076IKIjYc0oYM+kZCkew\nC/GyyX0d77DzyEtcfeoXMRtTl5/GmpoAJGLeXLNoKDXZH8eaJEns73iHZ999iFUrPimfPwW5QHzw\ntG3f06ypO4lsS16KdzPVRJOBwNBI4rIEr5cN5WXT/r5jpJfdzduosjdQU7wEiymT3sEObn/kM5y7\n9irOP/6jbD/4LHlmA06PF6sungGQfXgNtz/6Wb522S+oKWpM373FznlLkHinWlekmuajM21Tuk0+\n9ubvuWD9x7BlF5NhyqSlbz+/ffa7fO+j9yGKqZ1TolFl3uTrRaQID7/+S4bHXbziyCRPHOWO9vs5\nb91VrKzeOOO9ukb7ue+lH8tS5avvpzivgid3/BG/Ad58/33OVNdOuV6n8yhnr/kwZ62+nKuffhnv\nWBfff/i/KC2o5ty1V7Km7qQ532Ps6AXRqI8bK9Hcu4/xiVFW126a66Oa0VSFlzEvW/vZX179GR7/\nGFs2fTflODMSCeMY6aXQamHvwIA2ribuvQz4wWicVew36h3ijy/egU7Qk23JJSsjl/0du1hRfQJn\nr7kCgMLccoyDPpxeL9Uqa6o8y97BDpZXreeC9R8DZF8UCgcZ942QmZEzY8L8fzZ5kySJfR07+dvr\nvyYcCbFp6TnsanoVe84qBkMhytWC6gUIklXq3JifM+Xf0jFYUDV1SKpgyCLs8WHIyUrL985kGkIR\nc7hIkoQgCFPuLxQOsqdtBy19B8jNtFGQVURBVhEWcxY+vwevfxyvfwyD3sjisuMwGaIHvcoA5Kio\n9YLIJpWhngmazTi8qa9dU89efvbkzVx99h1KhyO5pmzBZJNa3dXUZzkwPs5rHf/CP/wBXv8YFlOW\n5ljUZ9HtamHTkrO5essXOdC5i/0du3iv5Q3KCqqpLlrMqtoT+eOLP6R42akywq84HDVIbuk7yN/f\nuofTjruY1XWbEYX5s5iCIfGQ7kSsaao1YRMBL3vadrCn7S1OWXWlsu/mxiqKSpMMQwK/MLvfN8Z1\nMhvxuPnF098gL9PGUMGVbKqYGnzP1jwTY/z22e/S7WqlYvlXcXg81OniE/dhnwMJib6hLq1uykc0\neVMPn7X1J7Osch13/+ObvLb/n6ytP5mV1RsoK6hBEAT8QR+t/Ydo7t1HVeEijeFQ35EFGQlilJk3\nfQIJdDrqdjudzexufo3yyrPkd0WfPVX5kaZOk5BYNikpsknHaC/27BLsOaUy8yZ5yEcgiLx2oXAQ\n99gA9pzShN9dU7yEG8/5NruPbuP6s76h7dmi3AoGpAjuYIgiJXlT3809rW/xQeubHO56ny9u/TFl\nBTVpuU9QEoAJv9yQZRIo5PB45q1sOdC5m0e3/5YRzyB6nZ6x0Q6Z3SiKD5AjkTB/fPGHPPfuw3z7\nyt9hMaX33NWABWUfRKQIL3/wd1xj/ezvBePwq7z/vpctK7eyrv4ULRgPR0I8u/shntp5H6vrTmLn\nkZdodzRhzy5hbGKEj5z032xZeREAJflVuHVhnB4vmfr4++sdbOecNR9GEER++Ojn+Oplv6C2eEl6\n7s1kJOybkK83+XxNU90uRGMjMS++1tTrH8PrH+ectR/R3uPllcezr30nz777EOcff3VK15VraaPX\nc470sm3f01x1yk28Nj7CydUrqc+M8KeX7yTXauPKUz5HQ+mKKd8z4hnkybfv440D/+LM1ZfxxYt+\nhF4nf2dJXhV9+BkOGqOsqU71we1UFTZQVlDDeEjkM2d/CYv+K7x95CWefPs+/vzKTzlj1aVsXnou\n+VmFM97P0LgTnaiPV9LEAGyv7n2K1/b/g69dfjcrqtan9OwmW3TAejQR7hvq4OKNn+T+N/7IoroP\nzen7IpEwPe42DnTu5kDnLg52vos34OFjF/xeflcUCXusssU92IXFYMTh8dCQn5/0uyVJ4t4Xf0iG\n0cryqvWMeocY8w2zsmYDF53wce1zxXkViM4eTUoP8fuurKBa+6wgCJTkV9E72MGispXykPRp7u//\nc8nbDx+7iRxLPjnWfOzZpSwqO44KW63msIY9bt48+Cyv7f8noXCAKzZ/mvWLT2ci4OHJt++lsDQD\ndyhChXq4LOQQ66KpSPhMmu5IJMyh7vd59+jrhMJBLKZMrKYszEYLvoCHEY+bEe8gXv84l5xyi4wu\n2fJlOdYxkk1KksTguIOCrCLt/uRCS/l16R/q4qv3X0mFrY4ez0baenYyMZbPziMvs7PpJUrzq1lS\nsZYORxPvtbzB4NgAnokxLKZM5b8sfAEP7QNHqCtZysrqDZy45BzsVisuj5dcg06uY1qghiWhJPWD\n8x0KqaK8bxx4hr+8+lNsWcUMD7fI3TSVmpMFleR4E7PC7YMDnJlfSMC0mB53Ow2lK6bIMnrcbZTZ\nasm25LGx8Sw2Np4V9x2SJPGbZ24lx6jD6fXQOAnVPdC5C2/Aw+Nv/p4/v/ITzl7zYU5dcSEWU+Y8\n7sWAFAhqwIF6/YSs6RxqwvxBH46RXhzDPQwMd7O/4x0Odb1HfelyfH4PbT3vEgyHmdD+jtnLJpNJ\namZjk2sAutytLCpbyYdP+m+u++dLPPP2r1mWKzMkySwUDmpBgGotfQf5+dNfY1XtJva0vcVKk4Ee\npbsYRIOsgOjBll1Cp6sNbzBIFgI+ooFD32AHJflVAFQVLuL2j/2Fd1teZ1/7Tp7Z/SCRSJgcaz69\ng+2U2+rIzsjjcPf72DPPl5k+Tb6lBK2RMAhCSgl+MlPrD2MBr7aBw4iCOO9xID6/hx2HX+CVvU8y\nOOYgLIW5qmC5fFAXyAxNvGzSP68Zb5FImNcP/IsPWt/kCxf9SLufyUCGmtw4Rzqw55SSn2VnxDuI\nU+elQNDRj1yj5hrtJ9dqw6BPfn6saziFdQ2nxP2sOK+SI4M+nMEwwiTmrcfdysdPv5lR3zC3Png9\nHz/9ZjYtPWfO95rIRLOR0JgX0WScwlzMRvkxmXU71PU+j735W1yj/Vy66QY2LTmbx9+8B6+nG6fX\nGG26pNybY6SX7IxcGstX8aPHv8A3Lv9lHOiYqgkKwKYCzV3OFh5/6/ectfoKApLEGctOJ0sX5Kmd\n9/Pgtl9w3vFXUWVfxH0v/ZjMjBy+d/WfKM6TJbChcJBuVyuSFKEmJgEryatkNOTF6fVSO6muuXew\ng9KCairtDYiiyI8eu4kvbf1fFpevSvnetE6aMf65uXcf77dsZ++QxIQHHtj2c2qKlrB+0ZYpvmq2\nlpdhZjwQIDipJqzH3U5pflWcTxEEgU+d/T9866/Xsrb+FO3ZzccEo56wN+o7u12t1BQ1cuqKC/nF\nocc4oXYtS+12TlxyFq/t+wc/e/IWymw1FOdWkJmRQ6Y5m2HPIK/ufZLNS8/hzuseITfTFneN4vxK\nBsbGyCxagqA/Il9XTQDc7WxsPBNPMEhYkshShs1vXnoum5eeS3PvPl7Z8wQ33/dhaouWsHnZuays\n3oDFlIlRb0YQBEa9Q7x95CV2HH6Rpp49bFp6DoWWE3F6vegMesIx1+t2t3Lxxk9y9z++wTcu/xXV\nRYvn/ewmmzaTVrmWa6SPTHMOWzdcx7YBHQdaXqB/aHnS9XKN9rG3fSetfQdpcxym29VCntVOY8Ua\nTlh8Bp888+vc88LtBHz9so/OtCprKL9zwVCAnz/+FT4xbqN/fHRaYGHH4RfocrVwx7UPYNQn9+nF\neeWE/HviasrVZLFvsIOV1RviPl+aX0XvYDuLyuT6xv9TydtZqy9nxDPIiNdNS/8Bntn9ICNeNw2l\nKxAFkaaevaxtOIVrT/sySyrXapvSYsrCYsrCqpdwBkOIx1A26fN7eObdB1lbdzLVRYvlYE6S4q7l\nD/pwjfbTNNBJrlHi9f3/JCJF0It6dDo9AgIHOnfzTvOr5FltHL9oC1ZTFl7/OMNeN76hTjJMVnIz\nbVQVLea5dx9maKiFoYkJJL08xDq2DXW67FDXe/z11bvocbdx7+e3IYo6LVhVD7XW/kMsrVjDWWuv\n4enn3mNP84u85nWxvmELP/jYXylMgugmeo4Hu95lx+EX+N1zt1FYfwMOr4dFKnuzQKMCQuOJB4LP\nFxmMSBH+9sav2XHoBb71kd+xr30n/UOtmHSFjCmfWahRAVFZR/z1mnr2MhqI8OkzvsDjb/6SHneb\nnLxNOvy63W2cWbE26fcLgkC5rRZdxIPTE0XG1f93uVo4edn5nLriQpp69/Ls7od4euf9XLPlS5y4\n5Ow5SWYEUZRbJYfCUSlhOJyYNZ1FTVhL30HufemHdDqasWWXUJhbRmFOKZuWnMN/n/89rOYsnnv3\nYbrdLdit1QyG1Tln8c8yHAnRP9RFh6OJvsEOzl13FRZTZrRJRsw+fePAM6ys3kCONTmqp1q0+5YS\niLhaKbfVsqRiNaaM/ayrLuE7D17HyuqNfOj4q7VgTZIk9nfu4l+7/sretrcpza+ioXQFDaUr8PrH\nefqdP3HdmV9jw+IzONLzAWJkDKfHL3fDQpn1J0XoH+pky8qtNA10UGCxoI9J7AMhP0Pjzri9bjSY\ntQRfkiT6hjoZ941QXbQYo95E/1AX3//bpykrkhn2bDWIVPzLP975M7uat/GNK355DNgN45Qg8g8v\n3I5zpJc23XqWFZbQXJFBXcmyaZPHQMjPB61vsuPwi+xpe4tlleu45MTrWVVzIn944XbGxztweaPs\nTWyi/+YHT7NaNzeJ2J62HTyw7S4yTJl0OpoZ9rjJtRYoowKmznkT9TqcI33Yc0rQiXqyrSVISFgU\n0EjQ6RgYbk8omZzJivMqEBw9DAQCiMgaWvXd7Ha3UW6rozivgtqiJdz11FfZ2fQKZ66+jGWV61JK\nyEWjkdCYZ9b1iu+1vMF9L/0Yk97MuoZTOb7hVGqKl3C0dz+Pbv8tA8PdXHLi9Zy07Dx0ovyd5bZa\n3j7yMpK0GJ8QP1ah29VKua2Oj53+FX77zK389MlbuPmSnyZNNCJShLcOPkdpQQ01RY0z+jh1JIia\nAHQ5m2ksX8PWjZ/k1r1/4LSlWzDp9Wxaei5Hej7gn+/8hSfe+iNXnvK5KTJlvc6QMKAuya/kSO9I\nfO2NXk8oHMQx3ENxXiUAxzdsQSfq+elTt7Csch1XbP70lGA5FA4SCE3Mao9G+wFE1+5fu/6KKOrw\nRWrINYHVbOalDx7jT6/cyWkrt3L6cRdjyy7RPq/KyULhIKGI/P8ca0HcOyUKAraMDIbF+LXrcbcl\nZIGL8yrYuuE6fv/c9/ifj/x23u+naDAoNWHyu9DtbqWsoBaI7xSqE/WcdtzFbF56Lu+1bmfUO8i4\nbxT3mANRELnj2gew55QkvEZJXhXvuY5qXWxj7693sJ3S/BrtWpPfNdXvf+KMW3iv5Q3eOPAMD2z7\nOb6Al3A4pEmcV9Vu4vx1H+WKzf/Fn16+E3vtGTg8XsoMBgS9DkEQkCSJHlcrX7n4J5QX1PDjx7/A\nrR/946zjvRmfpcmoAFDRtVOByazsatab9Nz28I1sWnIOmRnZZJqzMRsstPYfZE/bDka8blZUbaCh\nbAWblp5LVWHDFJC43FaLZ6wTp1cPufHJVI+7DbvFhs6UwcG+FkZHbcBUPzk45uRPL9/JLZf+fNrE\nDWS1gt/XJ++7SZJXGViojvt8SX4VfUOdyuf+j9W8rak7acrPRr1DNPXswR+c4PMX/hCzMXFQVl5Q\nCxEvjrAJARUZlDdVc+8+DnTu4tTlF05BNnrd7Tz//iMAnLbyYqoKGxJ+f0SK8Nq+f/DIG7/GoDcR\nCgepLlqsXSM22fj501+n03mUI+KJ1Ft87PXJDiYUCRGOhIhEwtSVLOO7V/1xVshPh6OJXvdRckwm\nRgTloJ5nAqA6Qykmr3eO9PLQa3fT7mjiIyd9hr9t/w39Q12UFlRrwaoa+HQ6m6ktXoYtfzFFmc3c\nfOlP5/V3ZJisrK0/mbripXzl3itYttJC69BQtHHCMUpwxidGMeqMGA1mraOfIUZn3eU8Kq/dwBiL\nCnLpG+zEH/ThHhvAPTbA0LiTvEwbDaUrqbTXoxP1SJJE72A7e9vf5sVdT5Cdnc33r/kT2ZY8hsad\n7G7eJicAkakJwGNv/p7VtZuoK1k2r/uZCPjoccv1Z12uFjwTo9xwzrcQBVEO8ibVhAVCfu5+5geY\n9KdTnFtIeUEN3a5W5e+Kl00mO/xiraygFl9gEKcvN2ZUgF57lmevuQJBEFhcdhyLy46juXcfv3/u\ne7xx8BmuO/NrFOaUas/vSPcH+AJeKu31VBUumlJjosrFtG5bgVBcR7/n33uEV/Y+QRvLyTFbeGJH\nExW2ehrLV5GZIcsXvf5xHtn+G3YcfpGPnnITm5edl/TwrrDVsePIixRaluFWkrfYRPjeF3/Ia/v/\nQZ7VTmVhA53Oo1QVLmZdwymK3CugrXUoHOT3z3+fPKuNWy69i3Jb7bTPVWUaNdRTSd7CkQiDExNc\nvuE6Ll53ES/veYL/feLLlORVsLb+FF7f/08CIT8fWn8NX7jwh/QNddLcu5dD3e8z7hvhto/ep/mc\n8oJawn4nTo9eOyxEgx736AAG0UxNUSMvNX1AoTWa2At6HX1DndhzSpIGsIIgUKqwcqoV5pQy5hsi\nx6jH6fWwaBLz1ty7j1A4yB2Pfo6vX/7LebGzSZ+lSXmWxijL1+1q4TefeY7PPvM8uQYHv3v2Nrz+\ncY5ftIX1DVtorFhNOBKmw9HE0b79NPXsZW/bDqqLFrOx8Sw+ccYtce9nua2OPncrFkMJo0oQpd7b\nuG+Ebe89Ru5wHpXjriln0GRzjPTyxxduZ2C4h4+eehPr6k/ltodvpMt5lFxrQWLZZDgCoohzpFer\nW7JmlpMX1iMocYCg1zPgSlzvNpMV51UQ9u9hwB+MOV/1TAS8jHjcWhBXXbSYO659gNcO/JO/vPJT\nJoJetqzYyqkrLiAv0z7jdSYCPvZ1vE1NUSO27JIoexOjNHn8rXtoHzjMYWkNp9XLMrThcRf3v3wn\nbQOH+NTZ3yTDaGV38zbufOxmQkxgMli4ZOMnOXn5h6a8t2UFtfS478FuXc1gWBmJYVB9YCvlBTWI\ngsiN536bu576Kr/85//wuQt+oCV/sfa313/Fu0dfJyKF8QW8rKk7ieNqNpKXadeUNVZztsZ8ikZj\nXALQ6TpKpb2e4YkJrAYDJvU8FAQay1fTWL569oumWEleFaHW1yZ1vdPhGOklL9MeF4SuqTuJu65/\ngmfefZBv/fVaNjaexcrqDTT37uNwzwe0DxxBQJDrV3NKsGWXsLh8FWccdylWc3xCpzYKMuRGf97h\naOZLW3/MQ01Olloy2Lp6FVs3XEe3q5WXPniMr93/UQCC4QChcJBwJIRO1GPQGdHrDIiiiF40cMLi\nMzhxyVnUlyyX/xarlUFJfS/VtZsaIKt27toreevwC7yy50lOO24rXc4WDnW/R5fzKOcff/UU/wWy\nvPGfu/7Kh0/6tPy3KO+kxvS5WmmsWBNtbT+pC6rRYGbD4jNmvW4gJ95+7xv0ePvims2M+0YIhPzk\nZdpo7eubFqw0GsxsaDyTDY1naj8LR0JMBHwY9EZt/ScCXnoG2zlxmTxcutyg186foXEXOp2ebEse\nGxrPZNjj5o5HPsuN536LcDiEPzRBIDhBUW451bMALSabGqNEk5to7OH0ePnI8s3kN9bR1n+Icd8I\nA0NdePxjVNrq+a/zvkNt0ZIZ6/sqCmrZffR1dMIifMqwSjV+6HQdpTy7nKJIDuhzeGzbjxh0vc+H\njr9G8/OSJHHP89/jjFWXUleydMZ7sueU4Pf2MzYJNPEHfYx4B6ckvqX5Vew4/KL8Od2/Qc1btiWP\ndQ2nzvi5MlsNXYFB+kM2xEmyydf2/4OWvgP8Y+efWVF9AmeuvpyIFOGZXQ/Q0n+A04+7BJ2o50eP\nf56CrEJOP+4SqgoX4Z0YwxsYZ8w3wovvP4pBb+Irl/wU99gAr+59Ur6G1uRBvpYkSRzt288d1z7A\nTS/u4JMbTmBdaWJUZbZWZW/gg7a3sFnW4FYOTtE0fdYfiYRp7t3HruZt7O94h1HfMBMBDxMBH8Ik\neZLZaOHC9ddy04V3YNSb2Nn0Mh3OJkoLqrWAJyrrOMrJyz+UlpowgNxMGzpRh1kMKPUi8UFdOBIi\nEPSTYUqtYLWl7yDPv/83dhx6ga0br+PSEz8l64rD8Ynwg6/dzUTQx+HxBsad3TTvvxuzIYN8pX4v\nL9NOa/9hnn/vEdyjA1QVLcI50ocArKzewIrizVxzwae1AKHCVkeXqwV75QW4Q3JgoCLywVCAp3fe\nz/Pv/Y1rtnyRk5fPTtc9NO5kV/M2djW9SlPvXkryKim31VFhq+XNg88qaGqFdp1YxuHR7b8jL6+e\n4oCczJQV1PLynseBKKInB2WKg8mdHlkrL6hhv7MPh8cYFxhEImFZMlcQn6Q0lK7gjmsf4J+7/sI3\n/3w1tcXLaO0/gNloZXHZcVjN2exu3kansxmD3siVp3yOU5ZfIH+vUR1OLB+KkWAwTrP+7tHXOGX5\nBQx2CVRYQkwEhnnxg0f51b++hS27mIbSlXzQ9hYrqzdw53WPkJWRO+29Vdjr6XIexbY4A1cwiAk0\nhDwiRXjjwDP87Ponyc+Sg1IZADmiJW/y3xxF2uzZJWzdeB23PXwDn/3Q96fIJmJNZezUtetyt7Ch\n8QwGJybIMsqt7Y26LC5Y/zHOXXslOw6/yPut27nipE+zqnaTtr9rihqpKWrkrNVXTF07Wx09Y704\nvAVxnUZ7B9vJNRdSml9N18gr2EssMf+ul6VWSYKipPcj6ijLr0EfGcfhiX/XADqczXz9srt57r2H\nuePRz6aUwLnHBnjg1Z9zxqpLWVq5VlsL9V3pH+oi25KPxZSFJyxy8cZLOa74M/S423in6VUe2PZz\nBoa7CUWClOZXU1e8jJXVG/jYaV9KmoBU2ut5p+kV7NY6BhVmSlDWsMPRRFV+DZkRA7c9fAP/8+Hf\nJqxBkSSJNw4+w19e+SkfWn8NN1/yM82PVNrr6XQ2s6L6hOllk6O9rF90GgCmjBKsvkjcvhwY6pqX\nVKw4r4IJXy+9/gAC0bERPf3tlORXxQVOGSYr56z5MGevvoLW/kO8svcJvnLvFayu3cQ5az9Cfcny\nuHt2jvZxoGMXu5u3cbDrXSymTDYtPYerTrlJSQA8cTXl7zS9wpq6k3j2cB9/6/oHvS1lHOnZw5aV\nW/nMebdiNMjNvBpKV1ChW82iFbXkZ9qTgg0l+ZU4hnuw1WTgUhl2raFHK8sq1wEyg3LTBXfw0ye/\nwp1//9IUMPmVPU/w9pGX+N7V95NtyaN3sINuH/SBAAAgAElEQVT3jr7OK3ufZNQ7hNc/js8/Tigc\n5HeffVFJACbtc2cLpx23Na01YSX5lXg9PXiMUfZGNOjpdbYnlF1nmKxceuKnOHPVZTz19n288P6j\nNJSu5LITb6C+ZDlmowXPxKg8BH6kl3eaXuXzv7+IU1dcyHnrrtLebdGolFwo15RB0H5K8qtwejto\njGm6VG6r5eNn3MJVp36eiYBXS9b0OsOURKDH3cZbh17gN898h2A4yDcu/xV2qwW3FMFMbFOIdk5e\ndn7CZyKKOv7rnG9z64PX89Drd5OVkcuS8tXkZtr47oPX85nzb+O4mo3a5zscTfzv37/EqHeQzUvP\noapwUVSVpDJvrlbOWHUZbp+PPHN6WtuX5FUxNtbOiHllHIDWo/hguffA3Lsj6kT9lGTbbLSQl2nD\nyARdniCCXhfDTEVZRYBz1n4EX8DLX179GSa9GZPBjEFvpsNxBAmJDYvPYMPiMynJqyQcCRGKhAiF\ngzhH+uh0NtPhaKLb3cqVJ3+OJRWrY3x0FDiuLZYTJDXWXFa4YdozcyYrt9Xx5Nv3YbeuisbRMUBz\nVWYR4fEQYUngf6+9n4dev5sv3LOVpRVrOXn5hxj2uBkad3Hxxk/O+hkXWq285xlHUBJk0aDXRrVM\nTjZL8uSaN/lz/8eYt1SsLL+GlrZm+iI5UWRQeRHa+g/z8dNvpsJex+sHnuG+F38EgsC5az/CFy/6\nkebsL954HR+0vsXLe/7Os+8+pMgx5VqtC9Z/jI2NZyEIAlmWPNqV1rpR5k1FKJwA5GcWpm2OSaW9\ngaff+TOFhZsZjIQxEM/0dTia6HIeZdQ3zJhvGPdoP3vadpBjzWdd/al88qyvk5dpw2ywYDZaZtSW\nV9oX0eFoZmPjWXHOHuQgq9LewJ7B9NwbQGVhg6ZF1q6n3N/Le/7OX169i5OWnss5az9CpT0xM5rI\nxnzD7Grexit7nmDY4+LM1Zfz8TNuZnfza/I1lKYosR392gYO8f1r/sz+59/kSydfy4qi5IW+nokx\nWvsPUpBVREl+VUK0KddqIyJFyDPpcYeDZBPr7Fsoyi3npgvv4Cd//zJtA4f56KmfR68zIEkS7rEB\nOhxNOEf7cI8OMDg2QP9wF/2Dnayq3cSZqy/jyxf/JK7D29G+/bQNHFKSN+X+lGc5PO7ilb1PcOV5\nv6brwFFAPjS7lfbCkwP4kryKhOhyrJXZatnRsgun3x4DZOjpH+4m12pLyJTrdQa2briODYvPpMPR\nxI3nfFtLgFSTJIkdh1/g1b1PacmbaNATiZGLxQ7oVtfu0+fdyt9732HLkhWcVCnLgcKREO0DTRzp\n+YCTlp3PkorZodfZljwMOiPZRgF3MEAp0bXrH+oiMyMn7u+uLlrMmwef054BoK1Bu+Mw1YWLOXnZ\n+dizS7jr6a+xdcMnsGeX0jfUQd9gB6PeIW664HaZFVbAGcEgM7uqfKs3QY2WXmfgpGXncdKy82Z1\nX6pV2Go52P0ELq8lLpnqc3SwpHYlpflVOMbHqbPE/rtOqXerntO1QE6Gg34nLq8VwaBH0OkQRBHP\nxBhj3mGK8yr4xBlf5d4Xf8gdj36OL198JzmW/FmjuBEpwksfPM6j23+LPaeUd1teV5I3dR9E1QNV\nih+JnelTVlDDxRtruHjjdQyNO7GasrSzYcZ7s8mJfmHNVgYjYQSiAFS74wilWaWU6HI4dUUV333o\nU3zrI7+Nk4eN+0b4wwt30O1q4ZtX/HqK/K3SXs+Rnj3yfRjk+VmxNlk2CaAzFWCe8CPolfoOUWRg\nuJtFZcfN6p5izZZdTNDnYMDnBQREgyynkoO6xOy8IAjUlSylrmQpV51yE9v2PcXPn/46OZZ8ym11\ndLta6Ha1kmGysqhsJRuXnMVnzr9Na6MNUQZaXcNAyE/fYAcXX30/D/c+zTfOuQTP8H4u3/xfCc+G\n2cx5M+pNFGQX4zeAOxTCSnw9n9o9DsCgN/Lli3/CH164g9sevpFbLr2LXGsB+9p38rc3fs13rvqD\nhtSX5ldRuv4aPrT+mrjrfeWPl9PlaqGmqFE7g9R3pct1lApbPc1jHgrnOSZgshXnVjA+1oHLFNuy\nXK/I7qqT/l62JY9rTvtSwn/LzMghMyOHmqJG1i86DeeIPPfx5vs+zCfOuIXNS8+N7js1MXW1UJpf\njV5nSDpLy6g3zShHKyuo4fLNN3LZphv4/XPf4/3W7RRaKhj0BxUfPb1sUrUKez3fu/p+MkzWOFBm\nZfVGfv70V7nwhI9z7tor2dX8Kvc8/wM+ccZXea/ldVr7DynJm7p2stS8Z7CdclsNLcPpi43yMm1I\nwSHGjBGIYW96B6OJd7riTIBKWz3hgAunVwYWNNDe1ULFJLXIxRuv4+KN18X9TJIk2h1HePvIS/zi\nH99gaNyplQvpRD0FWUVUFS6iqnAR4UiID1q3y8mbGoupyeJgOycpifd8+w9MttKCagaGu7EXZDCo\n5ghKbNTpPMrxGY34RSd2q5zEfua87+L1j7PzyMs8u/shWvoP8INr/jyn2syKvCK2u0MEdRna/cn7\nbiqzW5xXycBwN5FIVD6azP6tkrdyWy1je1+mT6xCECQ5OBAEuYjX3UJV4WLMxgzOWfNhzlnz4YTf\noRP1rK0/mbX1J097LXt2iUx9egaxGuXDXX3YbQOHNdmKcx6ISCIrK6hhYLibiioz7okwxUSR+WAo\nwHce+CRr6k8iOyOXLEsei8pWcemmG+YljwGoKmzg1b1Pyfel1bzp8PrHGPMNUZRbhrPrILY0OYwq\n+yLGxzpxesWYoFe+vyPde7hs0w2ypOqRz1JaUMPisuNwjvbhGOnBOdyLIAhUFy6mukj+b8w7zNtH\nXqK5dx8rqjdw0YaPs7buZERRLth/ZPtv5cYXkwLsoXEnESlCQVbRrJBPqzmLFdUnTPsZQRCosNUx\nwQSuQIBsogd168AhaooaqbDV8f2P/Zm7//FNvvvQDWSas2jtPwRAdVEjRbll5GcVUmGv44zsEupL\nlidtOFBd1Ehr/2E58daYN/l6Tb175dqnsE7r0laYU8qIx81EwBdtWqHXKQff9NI+kKV37qGjDIsr\niOiiyV+3q4UKW920v1ucV5GUBRAEgWWVx/OHF24nIkUQBXHKfCtZPizfo3usH52oJy/TriB10cBH\nJ+q1IHKuVm6rQ4p4cPqNlBJ9L9tj9rlq1YWNPLDtF0D0mWsB/ECTFpAvqVjDrVf+gXue/z5Gg5mS\nvCqqixp54b1HaB04RGN5FIkU9HpGPG5EQSDHks8eZ2faOtjKUr+jmA2rGDfEJu4yqpuZkUNYzCTL\nMDmx72DpNLWQyazCVsdhVw8OT7mcuMUkUxX2Og2J/MSZX+Uvr/yUL95zMREpTH5mEQXZRdizSyjN\nr6Ykv4rS/CqMBjMTAS++gIfxiVGefPteIpEI37nyHtxjAzy5414ghsXURwGoqsJFRCQJl8+XsGPh\nbCR+sZZjzUen05NpFHFHwtiITd6a2GwtRAhKXHjCteh1Br75l2uxZ5cQVqT0Q+NONi89L445irVK\ne4M2d080qQx01KRwGEkUcI/2Y1eSwoguG12kB1Eny8IFvS7pmICZTCfqKc7K4r3xcSREdEalSYO7\ndQq7nsis5izOP/5qzl17Je+1bGdo3MmpKy6g3FZHpjk77rM1xUtoHTiEFNOZV93nXc6jlOZXY9Sb\ncHi8VBcUY6+Y+fozWYWtlk4mcIeCWJHflYgUUbrCxScAep2BG8/5Fo+/dQ/f/usnuOa0L3LP8z/g\nCxf+KGFQNtlqS5bS0ndQTt40ZYt6vo5QmFvGm/1NaWPejAYztowMDnu9SLqotL13sCOOBU3F7Dkl\nXHv6l1lUtoI3Dz4nJ2/qvjNGGehKpSxlso+ejwmCwOLyVextfxt7yWJcHrfso/V6gqEA7tH+GVnm\nRMzjkorV3Hb1/dz59y+xs+llXCN9fP3yX1JbvIShcSdtA4fYwkXR2MhgwDXSh9WcjcWUhcPrTpuP\nFgSB8rxSDvojTMTIJmMloanMA5xsFfZ6Bjx9ODw2BL0+pvlL26yAc0EQNLXHlSd/dtrPvt+ynX/t\nfkD+PUMUHJQkSUu8Q5FIQgnqfMyoN2HLLsGvlxiMhMkjnnkrqDkRnxC/dhZTJltWXsSWlRcRDAWm\nbfSUyIrzKsgaFRiSVCm9jt4kcl6zMYPsjFyco1GJbDL7t0reygpqGBpuwpmxFgkBvSlKZduyS9I6\nf0YQBKoKF9PuOMKKMllSoR7UbQMywj7qD2DU6chIw7gCg95IUW45ZiHAYFiSkzcl4WgbOExxXgU3\nXXB7ytdRrapwkTa0UwtCjQa6nC2UF8hBltzRLz0Oo6pwEbubX2ciVE9oUg3h0b79bN14HRW2Oi46\n4eO8feQlet3tLKtcx5aciyjMLSUUDtHhaKLdcYRX9jyByZDBlpUX8aWt/zuF+SnIKgKlo2a+1R53\nrdb+g9QWLyUiSQxNTFAwD4eRaK5Qua2WlsAobrKoJRqItPUf1hpNZJqz+eqld/H6gX9hNWdx/dnf\nJD+zcM7a8dqiJTEOMT7wOdq3n4aS5XFInSjqKM6rpG+wPa7TWk/vzPVuAAXZRfj8o+TkGhk1Rg+X\nLudRyu3TJ28zWY5Vlrb1D3VRml+lDFWPBq1y/Vt039UUyc8yXUgdyIxHm38Qt6A8L0O0cY96PdWK\n8soZ940w7huZEnS2O46wui46H6ckv1Kbr6dar7uN5p59cvIWI5vsUiQrgiCkdy5ZTiljvmFs2RkM\n65WaPr2evsEOTBMye6A32dBHZMRe0MlsS+9gO2ccd8mcr1dhr2fn0R04vfmIBr22dh2OJqoKF2mf\nEwWRa0//Ctee/hW8/nGGxp24RvtxDPfQO9jBwa7d9A52EAwFMBstZBitmI0WNjaexVmrLkMUdeRa\nC2gbOCyjmIapQeSpKy5kyBeVoKbDKmz1eJjAHRbl5E1d+4HDXJJ/FnjllkXnrbuK5VXHMxHwodcZ\n0Il6LKbMpE0L5O+uo3ewnXAkpNS8TW1YMhoYxWKOsoVBIQMpOAQ6ZVaYTsQx0jNvUK88t4jXXUEi\ngohOlQO72jhlxQWz/g5R1E3pZDnZcq0FmAwZOEZ6yDfJ0ubY8666qJFAOMxYIEC+eXpmdLo5b7FW\nVlBLt3sEV8BGJSidO3vJNOcklO8KgsBlm26gIKuIu576Kjee822WVs4O0KgtXkpr/0Hgkhj2xkCX\nS06ERUFMG/Abvb8KzCMi48Z45u2UWUr1Z2sNpSu5/+U7ZXBUp5P9hl4FaY7GMd7p8NF1Jct4cse9\nnFT3MdqD/YCi/JihLncmK8wp5baP3su/dv2V04+7RKtTrS1ewo7DLwCxAJ1eATGiNVrp8tEgN7LI\n6AsxbIgCerFr5/R4WVyQ2txP1Srt9TTvfwmn14Jo0GtJRLerhRMndZtO1epKltHaf1AGZ9V9oNcz\n4h1EQCDbkiePIEqTBBXkWKxL8uGWTOQhkxPjE6P4Ah4ydRm4EZKu3VwTN5CTt4yuIYYjSo2dAprE\nSnJjrTS/mr7BTsz/ScxbtiUPowgCAhFEVOZdZjfSM7ck1qoLF9PhaNI0uFpAPnCYk5aem7aaMNUq\n7fUMh4ZxheQXS6WZm3v3zksGM53Zc0rxBTyM+Ybjuk12Og9Taa8HZLSnJm/6mqHZWlVhA0/s+AM2\nywqGM6JSi1HvEKPeIcoUlEKvM7B56bkJv6M4r4ITFp8+47UEQaC2eIksd2zYgmDQTwrIGxn0+cgx\nmTCkMag73NaBM1yg3FuUeYuVuomijlNXXJjStWqKl9A2cFhGrVVnrzWF2M/WDR/nmR4PJZlRvXt5\ngSydrIhpWNLjbuXEJWfPeD1RECkrqMGt0zFkNMhORRTpcrXMqlZ1JqsrWUpr3wG55fOkQd2RYLQJ\nhbp2/lAITzBI7gxB3WytwlbHoaOHcIry4a0ihG0Dh7UBm6qJgkhVYQPtjiNUGOSATzQakSSJDscR\nqgunb63cULqSnU0va78H8r7rdrVoDU7mU9+QzERRR2l+NX4DDBl0ZKEgg4PtrCqQD+qIPhspOISo\nlw9ySZLixgTMxSps9fQPNhE0rCEQs+/aHU3UFSdmRVXZ+lxnh2Vm5JBjzadnsJ1Co5yIqkFkh6OJ\nSntD2n10hb2Ow95h3GHVhxkIhPwMDHeTW5KLYPBrn52L/BvkepT8zEL6BjsRjXqCvom4f5fCYdwT\nTo11A/CE9QQnnAhKwD4yMYTZYJl3/XBpfiXWYQiLujkzb3O12qJGWvsPYq85FYjuO3Wfu7xe8jPS\nGNQV1PBGz3u4dHJiK++71hkbC21ZeRHrF502pX5oOqsrXso2RdmigjSCAnhVKOer0+uhOjc95yvI\n9TSZHolhk6xIQhDocbfNax9PZwVZRXLyOdpHYU4potEYB5qsazgVTzBIKBIhKw3jjsryqxnxDpKp\nl3AFAoC8dj3utjnX5U42s9HCpZtuiPtZdeFiulxHZRBFq1c0aLJ2kNcunX6lJK8SU1+AIb2JDGRg\nIZa9cXq98553ONkq7Q043L9iXGogZJKlk5IkaR1l02nZljwNnM03yX+/YNArrJtazzdz5+i5WLmt\nli7XCG4pk3rkZLHLeZRyWy1CKIhHIq1rV5Rbjj7Sw6BYQD5R0OTcdVcm/HxJfiW9g+3UzdApP/0D\ndf5ftvKCWnJNOsKCTttYbf2H0jZ0MtaqixbJnZcEQUaXNHmUjAwm03TP16rsDQQnHLhDsoNSnf6R\nnr0sSjD4MRUTBZHKwgY6HE1R1NqgV+RN6uEy+1laM1lpfjWu0X5sGRmMmKMoeUvfAWqLl87YRWiu\nJiOfsixRNBiiCcDAIeqKlyrsxvzuLRHKW26rxTvejcsvB2+iUa/M5JHlvOm0XGsBJr0Z50hvDHtj\nIBwJ0dZ/iLqS5VNQzzJbDd3uVm2Gl+pAZxuUlRfUYBFDDBtETa7c7Wqlwlaf8v3UFS+jpf+gdh+x\njRpi5wG2DxymprgRl1eWwYlzZCyTWYW9nrHRNpw+n/Y3SJKUUDYJsmy1w9EUbfRj1OMc6cVssEzp\nnjnZGkpX0NyzN14uZtDT42qLCQzSxyqCLJ0042dYaWPvjwQZ9Q1z7mkymxLAjN83oDFvIx43OlE3\n470ksrxMG5FImIIMMyMWU7TeYBLzli6rK15GS9+BaF2RUe7S5pkYozC3LK0MLcj1IoGJAVxBxUcr\naoXivEp0oRCkGKyqHU2FSfsA5OTN5XXGDd8eDYQJ+R1ElJPeMd5H4TxZN1BQZDFESNShM+gIBCcY\nHHdSlDf/70xmNcVLaO0/rL0j6hq2DxymtnjJrJUfs2HdQK7d9XlifLTGpsxOEjoXqypcRO9gO4Hg\nRFwC0Ok8qoGj8ruZTvamErPgZ1gvdxAc8w2DJJFjmXlsyVxMEATNj4Ecp4hK3a5aa6re21xVJYlM\nFHVUFy5mwteHKxBdu54Ectd0WIbJSn5mET3utjjJ62TmLZ1+pSS/ikxjmCHFR0cECddon8agp/Nd\nKc6rYNjjxJZhZsxqjpPtz8fnz2QqOBvLvMV1mkxjnAkyGBv0DeAOyf5TNMr7rsJWD4EAY5DWtSvO\nq4DQEIPKqy7o1bKExKBJSX4VfYMdM8om/+2StzIliAyJInqTgtQdM+atkXaHPDRRNMgOatQ7hC/g\noSi3PO2yh8pCuS5MRZdURL+p54O0M28g16F1OJqj7I1eT6crKntIZzcsvc5AaX41Vl1YRgb1ciOD\no337qS9NjyY/1qKyFeVwUdCltv5D1BQvSSu7AbLDGB4+inNCRstVpM6eU5pWOa9qNUWNtA4cipG8\nyihyfpadTHM2Dm/8/ZUX1NLjatXQ7QgRnCN92vyfmazMVotO8jCkdKcKhgIMjPTMqv5jJqsrXqol\nb4JBjxSYJJtU1q5VkU3K+v90yo1qGBpqloesIydjjpEeTEZLwnltVYWLaBs4EvPsjbQ7jsxqoKk9\np5SIFME9NoBojjLQXe4WKgpU5i2991duq0UIjzKoBAYDY71xnbDGQyKe8Q4EnV47eObTrATkwK7S\nVk+WAYYzjBqo0O1u1YLWdFpdibzPY+sHOxQASpWmpatuF+REP85HG/QK47oIgkEwpJi82RvodMo+\nWUogm3R7HHHSS6fXJwNiwjgAjrG+eUsmQQ5E9BEPQYV56x3soDi3fMamRvOx2uKltA0cksFRo+yj\n5fp1+V1JNzhaml/F6FiH5qNV5q1sBuZtPmbUmyjNr6bDGXO+GvRKUwgZpJnso1O1krwqxPAYQwZR\nCZDlhhfpSKAmW0PJCpr79gGy/xOMBlyj/Zj0ZrIteTjT7MPqSpYxOtKKK2btZjPmZr5WU9xIa/+h\npMxbOmMjkBNvKTjEoNLe3uHppyC7WJPxpfNd0Yl6SvOryTaKjFjMmmy/vKDumLwrKjgby0D3xqxd\nup9lua2W8fFOXAr4pTLelfZ6pGCA0YiU1nfTnlNK2O/GJcmdxkeCI2QYLUnnJMqDujviumgnsn+/\n5M1Wg0HyElAOF5XdqEnjJHjtWgXVuEb75Nb7SleetoHDVBUu1mpT0omcVdkbGBpqwuWPorrO0T6A\nOLQ1bdcrbKDD2RRXSBov60jv/VUWNmCQvAwbDdqBptZopdtqi5fQ0ndQYTjkINI9NgCCENMldH73\ntn379ik/y7bkYdGFcXq9SMgdjo4VqACKdLL/UFxBdXPvfq04fbImX+04qcrKBjx92LJLZq3xLi+o\nRQoMMqQTlDlgHdjn8Psz3UuHo4lQWE7U4rpNBuU5aEPjLpnRySpKOzNlMWWSl5HJRChEMMOEqOzz\nRKwbQI1SCxs7pkGtg53JBEGgvnQFzb17Y2STurjAwJXmfVdhqyPsdzKknMv9o3J94fbt2wmEw0yE\nIwwOtcrdBWdADWd1PXsdJvyMmI2IRln/n59VlHR+ZypWW7yMlr5o8iajrM3aLM901u2CvA9GRlpw\nq/Ito0FJ3BuRAn4Ew/Rd9GYydVxAwlEBoTAuzwD27OhZ4PR6KcvJZVgaVwZ0d89rTIBqxXkVSMEh\n/KIOnV4XN5Q43VZbJPswlYWWa8JaKMwtx2TIkNURswiyEvnjRGYyZFBoycDpU0Aag54eV+uMTZfm\na7UKKKUFrfpJ52va2ZtKwn4XQzpZHdE3Q6fJVEz2YWryZkDUy6qdyph9l86AvK5kKf3Og4wFg4RE\nUWsKcaySt9oiuTRB9SuSXkzAFqXPrxTnVTLh7WdIidj7Rrs1H+wNBgmGw2SbUj9rVauw12MWgoxY\nZOatx9VKme3YPEsVnNXOO51OARbUZ5m+Ziwggxje8e44lrbTpey7gJ/hsJTW89WoN5FtFBiQ5Ov1\ne/umBT9L8qvpG+r8z2PeygtqiQSH5eTNIG+ogqziYxIY6HUGygpq6HIdlYvvjfo4KVW6tbp5mXbE\niJfBgJ+IICCajDT3yPVuxwIRqSpcRKejWZOlDQWGNORsIvT/tHfeQZJc933/dE8Ou5PDzuaEywQI\nkCBAIoggAJ0lS4bEIJUoqMqqol1llVxWLMl2laoslZItypZNSlSgZIqiKIoECcEkEQkejgCRQeBw\nuHy4vc07Oxsmx37+oyfuzu7t7XYfcKz3+WNrtqenX3fPm9fv976/UKVQqeC7Qq25q2Ekug+tssqq\nzaJnUxOC8/MnDcuG1U6jMGlyfU6PebNb9WQlsQMtP2sDV18AhsPDWFQoOO36hN4kd15oU94arggO\nW13FPKLXVdrw8Iz5B0hlFtHqiz3zmRn6u2Th2or+0CilwoJuvNmsTCcvMLjHZCUN3A4v4d44M8sX\nNxUnFuVq3ZjS42B2W/PmSgxFxvHZVbJ+b+u728J4GwiPs7g2Q0XRa2GpdhuXFnemvAHckDjCubk3\nmxODjMh1uKwsGawWDYTHyedmWVH0BAPt8WzJfJ6Qy81qdomapfH+pT3FyQyGJ1Bradac+oLX1GJd\nmTKB0dh+ppfPU9WqujuvzcrU0jmGI3p7Ro/RLoeHkMtFslhEoK/IX2q4hFbKe3ebrCtvSpeEJVqt\nRjKz0FzIy5XLCCHo88VZ0dbqNd52l2myQbg3jqisUrRYUG16RtorxYTtFp8niNPuZnFtRl9gc+iL\nJmMmPV8BhkNDVDWNks0KFpXZFfPUm43uYhmRRVVV/J5Qa4w2UgHo7UMrr5CyCFSrhdmV7jXejGAs\nvp+Z5QuUqyVUhw3Fbq3HmTZ+d8Ze23i9VmjI6STjdSGsVuZXr74W5U7RXXpPtUrw1NL14uu6mmJ0\n3/Q6e3FSZpFKcwxuj3eLeNyGzgGHwhNYtAzrLnvTa8foeLcGjcVZTRWgKG0xb+3JX4y7lzarnUSv\nn2RJH6OxtpQ3KmVWazXD5w8xTy+LNX1BbyEz28zh0I1wT4xMYY2KRWx7zB86460/NEqlsEDRYsVi\ns3LRxAkywHB0X3MFRp9EnmmVCTDYV1dRFEYiY7gtClm3A9Vhb6Z+N4PB8DizK5fQbPqgMJO53FwV\nXDZhwBiOTFLKz7FmVVFsNuZXL+Oyu5tZnoymkbREddibqmmjr+xl1XOrGIvB8Dg9VkHa62pTb8zp\nm2PxA1xaPN2WPdLG+bkTTPYdJlsuY1EUPG1ZUK0WG1FfgmRtBYDZtctXNWmJ+hLUSsukFA3FYqm7\n/xjnBqevzp1E2aA4aBVdjXt7sZW1M5nPGbpyBrri4bZUSfd6mn1lZAvjzWa1664PuVlAN96mls7u\nSHmD1qp1I8ZnsbzUdFnRhCBVKBj6cAn3xhHlVZZFrUNZu+OOO1iux1KEeuOsqDnDlLdKMclaPdtk\nI22/GTjtLuKBwbpaZdcVgLb4OqPHaICRyCh2FfIuB9hULi+dYyS6D1Euo+zRbTLq7ydbSFOyVNHq\n6l6TmsZyZqHpNtmY1EV9faxq680ab3sx3iyqlYDTTl5VsFoVPZGOScYNNMboU/W4KRtvL5xq/u52\nGuez05g30D0QvFZBusfFmpLBs0WmSV0AAG8AACAASURBVCNoxF03lLe5/FxT5VsrFnHbbDiu4Dp1\nNaiqhbDbxaJa1TPepbrXmjICh81FIjjCpcUzTc+WqeTZNsXb2DE64ktQ1aoEXXbSPS7S1jweR++u\nE/NcidHYPi4nzyGs+hR6sbLUVKaMTG3fzkAgQFJUUWydhncyZ6zKB7ryVi0ts+606+7DbfF8RuN2\neAn1tGIIy1aNXClNuDcOGB/jDTASGQYEJbuNdTI47W56XH5EuUyqqhm+KDTgC7Ci6W6T85mZbRc/\nVdVC3D9AypLe9pjvOuNtNZVjbSXP+mqBzHqRbLpILlMinytTyJcpFSuUS1Uq5RrVSo1aTUNoAiF0\nK1VXp7IULCqqVa2vyJtnvI3E9IyTitWKskF5M3rFAHTXQo9FI93jRrXbODv7uinxbqAPwJHePpa1\nVQBm09PNDGlmqBvD0RtIp6dYsSqo9rpSZILq1kB3WzlVV01tzTIBYGz2pgYD4XHslEj7vGg2C9PL\n501THALeCBbVyjr6AFBUKiTT8wxGJrb0Ie8PjbFYWwZgbm3qqmI9VNVCX4+fJWq6j/wOarxdDWN9\ndfc3mw2xoUh3wy3R6NqK7QyGx7HUcqR9HhSr5YrjynD0Bi6v64XPc5YypUphx67N4/GDXE6epdZQ\nQYsLTXVjpVDAa2Bqe9CTEw34w/rEoF4moKN+kMdNIjjMsrLWVOb2sqI9EB6nkJth1W5BsVm4tHTG\nNOMN6q6TCyd1V0O7pSO+zuh4CtAnPh5LjfUeFyuk6XH79RX5SnnPMW+qojIYGWdBS3b8DoQQaLUq\nqcxiM9tkY4yO+BKs1tabNd724jYJEPf2kK0/X2eW3zYlJqxBI+5Ntduaylvjd2d0TBjAQHgUO0XW\ne9wsaalNRYmNZDA8TjI9R9miK/SzuZnm4qgZz1eARK+fZbT6Iox5bpNQT740d6K+sG3l8tKGeHmD\nF7bH+w7hVCukfV6SrJmmmAK4HT16PdGK/rycL8wzENKfd6l8Ab/TidWgLKgNBv0RVoTWNLwb6k0y\nlzPUEwP0xcpCbpZVh1VPxmKi8gZ6zOKF+ZOodhspa0aPz1T0+6f3FWON04HQOB5VY73HxXxlsfk8\nqJVL5MBQjzKA0VAf6XqpgPm16Ssq3n3BEZbF2rb7vOtKBXz1b19GCJoGmRCgaQKEQNP0//XtAqEJ\ntPr/6IoriqJwp/gZnvELlF5B9ZggY3Pwmcee0gOfVUXfT1VQFaW+Tf9c47Xa3E9pHlNVFVA2vKcq\n5IoRkqk06k33MVUL4J2/k9eeTPOG+gbRt+FSaZ6UY6XZpqLU2+3SJvV22vfV227t61rbz+h6ivXJ\nmzi7rpBf7aU47+et5FzzXBvn27zW+nWobcdsvKdfl4L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"text": [ "" ] } ], "prompt_number": 98 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# \u041f\u0440\u043e\u0444\u0438\u043b\u0438 \u043d\u0435\u0434\u0435\u043b\u044c" ] }, { "cell_type": "code", "collapsed": false, "input": [ "data1.groupby('DayOfWeek')['Sales'].mean().plot(color='g')\n", "data2.groupby('DayOfWeek')['Sales'].mean().plot(color='b')\n", "data3.groupby('DayOfWeek')['Sales'].mean().plot(color='r')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 110, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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NjoSYmgohNR1iaqpj10cxPh7cfnFs2f+7qjj5NUwFX0C790vEHqxDap0B36iS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\n11/v3a4NnE5JSYnKysqUmpqqPXv2yO12W10SfFx+fr569+5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"text": [ "" ] } ], "prompt_number": 110 }, { "cell_type": "markdown", "metadata": {}, "source": [ "\u041f\u043e\u0442\u0440\u044f\u0441\u0430\u044e\u0449\u0430\u044f \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c" ] }, { "cell_type": "code", "collapsed": false, "input": [ "data1[data1['Month']==1].groupby('DayOfWeek')['Sales'].mean().plot(color='g')\n", "data1[data1['Month']==2].groupby('DayOfWeek')['Sales'].mean().plot(color='r')\n", "data1[data1['Month']==3].groupby('DayOfWeek')['Sales'].mean().plot(color='b')\n", "data1[data1['Month']==4].groupby('DayOfWeek')['Sales'].mean().plot(color='m')\n", "data1[data1['Month']==5].groupby('DayOfWeek')['Sales'].mean().plot(color='c')\n", "data1[data1['Month']==6].groupby('DayOfWeek')['Sales'].mean().plot(color='y')\n", "data1[data1['Month']==7].groupby('DayOfWeek')['Sales'].mean().plot(color='k')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 112, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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KCFUDAhc2mWv1Jk5esHC03ELZSTNNTRJr1/ZX61avntkTkQ+kqu2D+teBNGCa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Ej5h/N1KOqQ9i7z0zRzljbUrCl34815PYrllAAAAAAcmr+/vxYsWKCDCw9q485UHbBEaNQbndWr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\nAHAi/we/ldddyJBH7QAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 112 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# \u041a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u044f \u043f\u0440\u043e\u0434\u0430\u0436 \u0438 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u0435\u043b\u0435\u0439 \u0432 \u043e\u0434\u043d\u043e\u043c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u043c \u043c\u0430\u0433\u0430\u0437\u0438\u043d\u0435 \u0432 \u0440\u0430\u0437\u043d\u044b\u0435 \u0433\u043e\u0434\u044b" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ax = data1[data1['Store']==2].plot(kind='scatter', x='Sales', y='Customers', color='b')\n", "data2[data2['Store']==2].plot(kind='scatter', x='Sales', y='Customers', color='r', ax=ax)\n", "data3[data3['Store']==2].plot(kind='scatter', x='Sales', y='Customers', color='g', ax=ax)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 113, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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GTMV7F8d0Wzqqorp3JC1ANahk2bMwKAYC/QLPe3/1nKVbJhf4O87/B7W6axfG\nrVs9e7wYTp3C/+uvrzhZDBgzBtP336O4XF71elhYqSWKRcV22TIjmzcbufVWB506uQo9ru7a5UkU\nARSXC/XQIQD8jf7cUM091TR76VKU06fRg4LA5N5UJd2W7tVWlj2LLHtWmZ4z6evkd7MojjJPFg8f\nPszff/+Npmm0b9+eOnXqkJSUxKpVq1BVlS5dulCjhvvboAvVCyGEEKJy0HWdiRsnEpsYS2J2Iql5\nqWTkZRAdGs2M22d4Eofz+WHvD/x3t3ujGHAf16CfGf04mnmUa0Ov5ZWwMM/14VaoZlVIDMlP6K7x\nr07AF18yxO96pprSybBnUC2gGqqi0v5/7VEUhduib+ODWz/kpZcC2LDBiNEITz2Vx2u9JnHwv3cQ\nF2TH7IBeCWauGf4C593+w88P3WhEwT0+s68q5ARmc43mvKJpkOru3SguFzl+sDcSInOgVlQjcj79\n9LLbvBJvvBHAkm/S+TL3AWp+kkRG3SqELZqCXru25xpn+/a4atRATUwEQDebcbZrV7gxRUGv4t61\nVtd1Ptr8EcezjntdEmmJJNh0ZZveCCEuX5kfnbFv3z7uuece7rvvPnbu3AnApk2bGDp0KIMGDSK2\nwDSLC9WLq0tMTEx5d0GUEomtb5P4+g5d1wsdlXCp8Z2wYQKfbvmUtQlrOZh+kNN5p9HQiMuI4421\nb1z0uesS1nkSRcCTKALYXDa2ntyK/Y47cNWti+7vjx4ayszs27ml5i1cX/V67ozqxn/fO0DgmDFM\neGU5S9bV44Mu73F/k/vZcWoHJ3JOcDz7OHP2zeGJ//zG99/7s0eZy47r+zE6Zgipp0NZ/HAMn2V2\nYU5yV6Y/uAitQwevPhr27yfg2WcxzZyJs107ND8jg+6BW0YqdG21jX7z+3m9huLSw8OJC4O2j0Dn\nEdDuUQOvvdsbrUWLy26zKBeKrabB0qV+zMgdQg9W0VTbTfSRtQQ98oj3ddHRWN99F2fLljhbtMD2\nyCPYHr/4Tqkf//0xH/31Eal5qQD4q/60q9GOb/t8W+wpqOLi5HezKI4yH1l0uVxomub1D4/FYvE8\nbjLln+1yoXohhBBClD5N13h65dNsOLEBVVEZ0nQIz978bLHa2Ji4EZvLdt7Hdp7aiUtzoRrOP52y\nfa32LDy4EKvTvTujguJJGFVFpdXmYwR+9TCGnBy06tXJGT+emnffzQOz/fj4EzOPJDxAaO7v7ue6\nXNzy6y4WKblmAAAgAElEQVRaDK/HY9pWrzMMc525bEvcjS16EfR5CgJTsAGPr9lDzIhlDHn9Z/f7\ncU7/DLt3EzRkCOqxYwA4r7+eOf9+kIU532LDBVoeG09sZOLGiYzrNM7rueratZgWL8bVrBn2YcMu\neNZe7uTJjJ4cw+7qmQBY/TT+d/BHHmr9xGUdyXEx6XnpbDixgcScRDpy/qmKug5RJHrVKcnJ7gcK\nvAZH3744+va95Hv/eexPT5wBFEXh313+TXRodPFehBCiRJV5snj99dfz/vvvAzBs2DDA+2BXPz8/\nz88Xqj+fgjs7nf3GRMq+UT5bV1H6I+WSK3fs2LFC9UfKEt+rsazpGj/ZfmJz4mbsVjv9qvfj7bve\nBuCFeS/w44kfceLe5GVy7GSCU4N5uNfDlxxfW9b5E0WADHsGny77lGfveNbr+W3adGT8+AD++vtu\nru0YS16tTRgUA1qeRpw1Dg0NTddYf3o7So57zZwhOZm8Tz9lqV9dJkzozvHjKnbcj7kU+PZGOBbi\n5Pqtq7hjwB0si1vmWR8XGRDJzSG9ONDiYwhM8fTvpOsQn6/8nFf6vM7EiWY2bjxNkyZpvP9+LRQF\nsl57jdAziSKAcdcutqRUxRbgvY4vOSfZ6/V1i4sjYNw4DKmpOP38MK5bR+706Rd8P7Nuuh5OrPe0\nl+PI4XTeaQ5sOXDF8T9bjkuP4645d3HcdpxAv0C2rdzGfeb7vK5fvz6Gxo2bkxEf7rUXih4eDopy\nRfcP8gvyes9CTCEc3nWYbFO29/WaRqcWLdBDQ4lZt67EXr+UpewL5YIDbSWlzI/OWLhwIXfddRea\nprF48WL69evH8uXL6X1mAfjKlSvp0aMHwAXrzyVHZwghhBCX573Y9/hw84eekbbqluosvWcp9cLq\n8cjyR5h/YL7X9e92fpdHb3z0ktuPz4hn6OKhHM08it1lx67ZvR7/otcX3NPoHk95+3YDgwcHkZRk\nABQsFo1Ro2yMGZNHx5kd2ZO6x3NteK7C5i91rj3tLjs6dGDla0u5885gNE2hHetYotzOsMFZ/Hot\nuFSoE1SLGX2+YXPiZuYfmI+iKDzS4hEGNriPm8e+yNHIGZ72zaqZOf3m8NXrvVm61A+XSyEgQGf4\ncBsTJlixPPEE/nPmeK7XFYV90ybRO+czjmYdBdwHwk/rOY3u0fnb2Qf16oXf5s2esqtGDbLWr0cP\nDS30/vlPm8ak2Pd4v3kG1jPfm7eIbMFv9/2GSS25WVdDfxnKssPLPOVw/3CW37ec68Kvy79I19Ed\nThZ/lkjHqQ8TqZwkoFY4OVOmoDVrdkX3T8pJ4r6F93Ek4wiBfoEMazaMMe3HeF2jbt5M4NNPQ0YG\neng4OZ9/jqNpc/djFW9TWCHKnE8cnXF2OqnBYPCMFlqt7mkHuq57fr5Yvbi6xMRUnLO8RMmS2Po2\niW/lsPPUTq8pmcm5yWw9uZV6YfVoE9WGZYeWYXW5/w2ODIikXU33RiWXGt9rQq9hxf0riEuP40jG\nEV7840WScpIAaJoTSL+v/oRxd4LZzNatKg88EESLpBWM4yf20YjJuc+xerUftft9wYG0A15tOzCg\nnRk91MLCsPfrx7XXatSurXH0qMpopnKweg5rrnEnigDHso8z+fOhLFpTkxciI8mdOhW9alUA1rz+\nOgN/3sLulN2YjWZ6RvekTbWOjN6m4nK5p1harQoxMe4/n6yvvYbxr79QDx1CVxScbdsS1f9ffJPW\niomxE9F0jaFNh7oTRaeTgLFjUfftQ42P936TFAX9PNNQlYQE/D/9lLeTMjCdhjXREFStLhMf+bFE\nE0UAu8s7ibc6rWTbsz1l/+nT8f/qK3A4GNS0KTl7luBUVbJKKEuLCoxixX0rOJR+iHBz+HmPvrC8\n8ALq/v3uQlISqfc8TzfLRgB69HDw3nvWC83mFQXI72ZRHGWeLNarV4/5893fUjY78y1U27ZtmTVr\nFrque40eXqheCCGEECWjcURjfj38q+cMwsiASFpEujdPGXnDSOIy4vjz2J+oisqI5iNoUa34G6sE\nGANoVrUZzao2w6ya+e77ZwiPO8F7K3KolvM9rk3byZ4zh6lT69MncQYTeZXVTVP5pzl0sH9CVvJG\n5u6f6+kjADrknOjML6eb06NRAvWf743jnnuoquvcfrudBT8Z6JSxnpMGDe3cBCLlFMbtpwBQRowg\n+5dfAAj1D2XpPUvZlbKLAL8AmlRpgq4rGM/5a+lsfqTXrk3WkiWYZs1CDw7GPnQomEy0jGrJj3f9\n6PUcy6hRmH7+GcXlQgd0Pz8Uh8O9U2jHjhBS+GgIdc8eDMnJKMBra93/OXo0JLuE1iqmWdP4fNvn\nAPSI7sFfyX+RYcsAoFGVRjSJaAKAIS4O80cfYTjlfs8Mx44RMHYs1gkTSqQfZ/kb/Wlaten5H9R1\nlKwsryp7ShbxujsYs2YptG7t5L77HOd7thDiMpV5sti4cWMaN27sVVezZk0GDx5c6NoL1Yuri3z7\n5bsktr5N4ls5vNL2FeIz49mStAU/gx8jbxhJg/AGgHuTkXe7vHve511OfMetH8eP+37EZUymWQiE\n2EABjDt3Ety9O60afUFHvmPl9amM7gNpFoAEap9qSerfVSGqQGO2YPRF3/I8dRn3QC5P3uNeG/n0\n0xbmzTORV/cXPmqezv0Hoc0JWHMNoECAQ2HwzvwVOIYTJ7z66G/0p1VUK09ZUWDoUBtTppg5fdpA\nVJSLp57K8zyuV6uG7Zlninztxh07PGclKoCrShUcAwe6N7g53986djsBEyagFFgtpBsMaNWqQWbm\neZPL4ki1ptJ3Xl/2pe0DoEmVJrzZ/k1WHV1FiH8IEzpNwGw0A2A4cMCTKAIouo7h8OErun+xKQpa\nzZqoR454quL1up6fc3MN/P23UZLFSyC/m0VxlHmyKIQQQoiKQzWofNHri/M+5ryCMwKPH1d4+WUL\nubkKXbs6uHXQ33y942sy7BlggaR68HIP+GT5mX4kJvJM5Fj2mP35ofnZRNEtqcopJvyaxqQOgaSF\n5qA4A9D33g2ZdWjVysmIETZwOsm1G1m92khe12eg5Tf8xz+bH1orjNqkszUKMs1g9dMZ3wVui4Pq\nOaAHF32G33PP2ejVy8HOnUbatXMSHX3ekxYvSjP5U3DCppKZifWVV+A8999+cjtf/PEu4fX3Mv4f\nCM/PTTH9+CPq5s3kfPcdWqNGnnp1yxbM776L4nJhGzYMR//+F+3P1K1TPYkiwN60vSTmJPL9nd8X\nuvbLzTdzr1KXOrp7HaZTNeG88cZLfOUlJ+fbb7GMGoXh1ClOGmvy2D//A/cmsYSFaXTvLomiECWt\nyH8BvvnmG7p160ZycjIHDx6kbt268o2EKFMyt953SWx9m8S3jLlcBLz0EpviY3iv8SlcjZvyf93f\nonWN1p5LnE54/nkLu3apBAToTJqUS7NmhROf9cfX89IfL5FlzyIqMIrv7viO6oHVva65WHytVrj/\n/iD27HH/mbFpk8pu4skgI/8iBRLO2c/FZHBS+4OnUNf9BeTvompxQK94F7f8Y+HJPmN47okGnI7o\ng7FHLoOqrySs56so2dlYqtWgij6bE40Xgb97vd2pIJ0PO1jI9s8/6/BAVfimYxAvxtcm94MPCvV/\nypYpLPhnAYqiMLLFSO5tfC/Nmmk0a2YvdO2FGA4cwP+LL9BDQ0ka8RwfZzzFGzyB8cwaS4PViuWl\nl8idNg1wrxl8e93bbEnewp6UPWQ7sqElrI+Ctd9AkB0UTQNNw/jPPwSMGUPu11/jP3kySnIyfn/+\niZroPtJC3bmT7JAQXN26XbB/Bc+sPLfu3Nh+tbwef+if8AbjMeJgb2Bbbn/hhUt+L0qKXrUqOT+6\np/cGAA9/5s/cuU50HQYOtHPbbc6LNyAA+d0siqfIZLFq1apcc8017Ny5kyFDhnjWGwohhBCi4gh4\n+20OLP8vDwzSOBYKpK1n59IRzO0/j0YRjcBmY+LzNn6YHYpLMwDw8MOBrF6dRUBAfjuarvH86ufZ\nn+beSORY1jFGrRjFvP7zwG5HSU/3bAhzIQcOqMTF5Y+j5eYaSFjfiTq96nAsy33URJANuh/Kf45u\nMuFs2xb/IX0ZX/+/7NvwJPsNqQQ64K790CIZElGpc3A4/ZoGQFMHuFwEd3gJ4wH3xjfqsWN8WXsk\n7RXvBDjbGQgFkkV0Bf9nXyGzzROFzjf85eAvfLj5Q8+xGvGZ8TSs0pAbqt0AmoZy6pT7qIjznP+s\nnD6NbjRiiI8naOhQDMeOkRYAmT/8we/JH/MqRk+yCGCMiSGkTRtQFAYOUvhF/adQEretBiy5Du7b\n7Z6+6rlXbi5B/fph3LmzUD8MKSn4z5lD7kWSxSdbPsmyQ8vYf9od50ZVGvH4jY8Xuu6jj/w5fFhl\nL3fxC3cBcG2ki95KJuW9l8zo0TZGj77w0SxCiCtXZLKoae5fuMYzq7sNBkPp9kiIc8i3X75LYuvb\nJL5lS921i29anEkUzziec4KZe2Yy8WgjAj78kDHHrQzW6tCXX0gmiqQkA0ePGmjUKD+5yrJneTY5\nOSvNmobfvHkETJyIkp2NFhVFp++/P8/YlFuVKjpBQTp5efnpRBW/Goxp8AKTlryAy+Wg10F4YpcZ\nZ70aaNHRODt2xPas+7zFWu1u49eWf/P+gxPot2s2PU9k4cDIRtpx672hgHuET0lP5x9SWNARrk2D\ne/fAzeGnuKHqTWy3H8vPrvKqQGZtqLEVNAMhGR0YcvMjhRJFwOv8RYBTuadYcWQFLa1hBP7rXxiS\nktw7n3bqRN6LL6I1bEh2upO8O4YTlbCFgEADisWM68Qx+g6BbVFg1LYSuHsSR1fUpSH/AOBSFHLS\nkgixuje82Z2poIcXfkcNLghweCeKup8feng4frGx533/dUCrXv28j50VERDB4nsWM2XrFMCdPEYE\nRAD5n90ZM0x8/LE5P46WFAz9HiMnOoUxfzZhXKdxlz1NWZQf+d0siqPIT3h2djZHjx4lIsL9C0SR\nPYmFEEKIK5Ztz+blNS+TlJNEs4hmvNXhLVTD5R9DoFetSs1EUDTQz3yva8DAoU0R5Hz8IS7nESZ0\ng3RzMi9uupcXEtcSFqZTvbp3ghJiCiEiIMJzvAVALUsNAsZNRI2Lc7d78iSWZ58lbfZM4jLiiAiI\noFqBHTrr1NF44AEbM2f6k5WlcO21LiaNTaPRsM+5c2/BdWV5ONq1I3fKlEKvJ8Q/hIEvf8C39/Tl\nOPPZQxOWNX6GJffkjxCuzdnNqLsySQgEfwfMbwozF++n1aFEtufvfYISdhj9x1lgdBAUYGTssO6Y\n1POnuk0jmuJn8PMcJxLoUGjz5lSCTnyHmpDguU6dNw/jhg2kvPcpvzy/nZHJv+KHC7LAqRh5ozss\nb5AfC79WfzBw70dMT/iO3Q2T+fj2o2QZHFTPhu/mQ4r5PImiBl3ioc9B73rnTTfhuPNO/JYvP+/o\nnh4cTN6rr5739RUUERDBm7e8yfbtBt560UxIiM4rr1g9e+f88Ycf2dlnBwl0GNwXrc5GkoCvdqwj\nz5XH5G6Ti7yPEKLyKjJZ7NChA7t27aJPnz5s3bqVxDPz4YUoKzK33ndJbH2bxPfihi4eytqEtQCs\nPbaWDFsG/+nxn8tuL/eDDxg1+ChLT2xnQ5QdjEZCsjoS9+m9OLRPuGME/F3LfW3ktZuI+nM9zw+7\ngbCw/CRF0zW+3vE1DcMb4nQ5MRgM1Amuw9Qb30bJ6ut1v/2pcQz+sQdHM44SZAri4RYP81zr5zyP\nv/lmHiNG2ElLU2jY0EXEi8+j7t3r1YZuNOK67jqvusREhdhYIw0aaLRs6UKZ15lp027DbNaZ93oO\n7257jU2Jm/B36Niy0kkIdK9Ts/nBynoQH2BjfcAp7/uodrrdkUZ4/DD693dwxx0X3ghl1E2j2JK8\nhU3HN6AmJdPngM4NB9LJyU3n3P1H1RMnyHn9E0KTa7oTxTOMupO94X7ohvz7OMy5ODoovJ22ioO3\n3cCRHPdjCaHQ4WHIKDAV2KIGcP9+P7ruyGTwLlB1Bc6M42ohIeQ9/TTOrl3x/+Yb1L//LpQwOtu1\nw2tu8UVs3qwyfHgQiYnupHDDBiOvv/4b3bu3p0aNAtN5Lako4fGe0WSX7mLnqcJTYEXFJ7+bRXEU\nmSxGR0cTHR0NQMuWLWnZsmVp90kIIYTwabmOXA6l5y/Yc+pOtp3adkVt6qGh2Jcs56e0FLbmHsKm\nGXm8Xxfi7PDzdcH8XfO059pTIXbufHoSw+781quNR399lMUHF2PX7FQxV+H19q8zvPlwcLnQoqI8\nxyfoisJznbLYnXIEgCxHFjN2zOCBZg8UGmGsU8f9s+HQIe+plIqC45ZbsD31lKdu7VqVUaMCOX5c\nJShI45FHbLz5Zh7Tp+dyKvcUPeb08Kx5BAiwAwWWDroMcDAcEoO83xuLGsT057sSEZBLUQyKga/7\nfE3eJ++R/e273H8vtB4JgXZ4cR08+Zf39Zqms4h+9GEZ4binrx6nJvsPDsJ07WfYze4pszWDavLj\npLaE+SfT/nvv8wKz/b3bjA6tx0dj5hLw1lvo0TZs/v74bd8OgL1fP5y33w5A1sKFmL75Br+1a1F3\n70ax2dBq1SL344+LfJ1nTZli9iSKANu3q2zbVpXu3eHtt63s26eyb5+KnzmQnADz2c1HAff5mUII\n31ZkspiZmUnIFZ7lI8SVkG+/fJfE1rdJfC/MbDRjVs1edf6q/wWuLgZFQY2I5OaISOx2MKDiQGWi\n6y1U7WFcBWa5+qkFCppG7scT2agtxW5yJzdpeWnM2jvLnSyqKjnffYfl2WdRsrI4FdmIDc4TwBpP\nE9n2bFKtqV7JYkH6meUsnlvWrk3OzJlku6wcSDlANUs13nmnMcePu/uVnW1g+nR//u//8ggOhsd+\ne8wrUQSwqRBmhfQA9/Tbm09AgBNyztl7xj+tJR9s+oC1CWtRFZVHb3yUoU2Heh5ft07lr7+MdOzo\npFUr9whhcJWajOwNW2u6r0kJhPc7wpD9foRlOVAALSKCwCcHs+XLexl/MIG7mYeOgfd5gQM7e8ON\nGwmM3kfNsAjGdxxP3ZC66LpOpCWSxJz8mVomfwtOZ34iG2gKRI+KInf69DNvno4+cSLG2Fh3Unj8\nOHqtWmCxYH/ySexPPgnZ2e7Nh2rUAPXSpzMbz/lLUFWhZcsmgBOLBRYuzCYxUcFigUUJz7g3/8lL\np2ZwTSZ1mXTJ9xEVh/xuFsVRZLK4fPly7rvvPk85KyuL4Es4k0gIIYQQ52dQDDx101O8v/l9UnNT\nqRVci7EdxpboPUwm6NvXwXffKSQe+Rd+J2ai1VmDjov6ofV5vf3rnmstjz+OsnwByqNOr5E6pcBY\noHbNNWT//DMAd/YIJsf2DkTEgp/7EMC6oXWpH1r/gv3J/c9/UFJSMBw/TmqoiaPPjiTPeoRHfn6E\n+Ix4QvxDyKr6JPCm5zlWq8LmzUa6dXNyKudUoTaDbfDZUvjtxmCiuvXnzV/3kh5gJTLtGImRZ8bA\nbIEYHWF8t+s7rC4rAOPWj+Pm6jfTKKIR777rz+fT/cnMUImI0HjpJSsjR9pxDB5M5s7ngPzjGDL9\n4cTNjTG36YPh6FFsAwdi7t6dRX2zeO+90UzOforNm43EHwUe6AZ115OjQ6oVknOT3e+povBtn295\neuXTZNgyqBtal1tq3sKUrVM8/y+80/Edr9dpnjgR82ef8X3DPGbVBeMnMbzx3DIaVG+af1FQEHrQ\nOUOql+C116xs2+bevVZVdTp0cNK5c/5rVhSoWdM9+fRfYf+ib4O+JOckc03oNTKyKMRVoNhbWP3+\n++/cddddpdEXIc5L5tb7Lomtb5P4npGZieX//g/j1q246tcn5+uvISSEB5s/SK/6vUjISqBBWAPC\nzGElfuvx463cequDnTtVOnWZwwH/H0nLS+OeRvfkn5vocmHcvJmwbCc9DsGcZpBngsiASEY0H3He\ndrOyFNhyJrm9JoYANZBZw/+Nv/HCo6N6RATZy5fz9d+f8/GOqWSmvItrzjhyziRwebl5qC2+gLWj\nIDf/aA7XmaWAZqO5UJt2I3zWDm411eaFuz7G0TWDPS8NpmWSEVUL5kTujfif6E2dbpvZYrN6nncy\n9yQbT2ykdnAdPksbSu6D+8FpJvWPN/nuu7sZOdIOqsr1bfuz4chcnGf+WqqdAfUPpZE372WvfkRF\n6Xz0kbv9lBSFKXMOM921nbwzj6flpTF3/1weaPYAANGh0Sy6e5FXGwMaDuB41nGuDWuAIyuM1FSI\niHAnacYNG5hbP49ne0OaBSCLvb8MZvnQ1VQJqHLB9/xS1KunsWRJFnPnmggP17n3XjsbN174sxtu\nDifcHH5F9xTlS343i+IoMlmsW7cuO3fupHnz5gDo+oU2yhZCCCGEF5eLkC5dUOPjAVCPHEFt147M\nTZsgKIiowCiiAqNKtQvduzvp3t0JqLRicOELDAbPtMVvFkKPONjerCo93vgfbWq0OW+bdepo/POP\nCn+4R8Bu6uCgdkh2kX3JdeTywdZPSMpNOu/jroAkGNkGcqrBgq9pWKURbdu6R7nGdhzLXfPvwqXn\nbyRjNcHG2rCFePw3fcE1X3/Ly9H7ORkEJifcmrmfB4Ys5UCNf7Nz0xLPDqcGDEzfPp1V8avIrb0s\nvwM9X8H+R1f27TOTlmbg9SojMM6by5Ya7nMhpy4BY7NoAJxOyM5WCA3V+StpM+M3jMelu+hTrw8P\nDevL97ON5OXlN21QLn70WFRgFJHmKB56KJDYWCOKotO5s5PPP89FDwxkdq2ziaLbwdxjxByPoV+D\nfkW+70WpXl3nySflvEIhRGFFJotbt27FZrOxb98+APbt20f//v1LvWNCnCXffvkuia1vu5rjq27e\njP+XX6Ju3YrhTKLoeSwpCdPPP2MfNgyX5kJHv6yz6n7Y8wO/x/9Oo4hGPHfj0wSNfQd19260yEhy\n338fe7AFk2pC12HxYiMJCQb69nVQu/Y5X/oqCrZBgzBPnYohPZ0hSZEMeOR17BdIFAFmzMjhySct\nJCYaiIzUmDKl6I1jAFKtqZy0nvSu1Mk/RNDggvDDEH6YoAeHUi12Ew8+GES/fnaGD29P32v7suzw\nMmwu78TGTi4TZ2/gxpB4Tp6ZiWk3wq5aqbTveZw7zc9xIO0Aiw8txuayoaGxL20fCVkJXu0QlIQW\nfITbb29NTo5Cq3qtWZMXjf+yI56uaocOsfK93bw8pz1WK1Srf4K0AY+SkOOO865Tuwgzh9GzXk8W\n/rMQq9NKneA6vNLulSLfny+/NLF8uR8Oh/sN+eUXA926ORj0wQeEfNAJyD//MsAYUGpfNFzNn92r\ngcRXFEeR/zrVq1eP3r17e8oLFy4s1Q4JIYQQlZm6fj2BI0eiXuyoKUXhrZi3WHRwEbqu06F2Bz7r\n8dkln2U8KXYSU7ZMIduRjfGgkX0rZjLvi+MoLhdzmsJbU5eQE1WVuiHXELpsPquWhGG3K3zxhYtv\nv83mhhs0r/ZsL7yA89ZbUbdswdmhA1rTpoXuOWvPLGbsnIGu6/Rr0I/vv3/G63Gn5uSdde+wN3Uv\ndUPrMqHThEJTR8/3+swO6HBUYXMtncwCS+BUdSf/3tCByfpzjPGLY55zL8/fNoz7m9zP5HHz2dto\nLlkBZxJfHWwn62CP8t7YRVEUFBRUg8qXvb/klu9vYV/aPs/jOjoKCvqZAyHC1BqkHGxARoZ7FDD2\nn0jebvcFE3IGYUhLQ8Gd7Lf48DESHFtxYCKp6lrIyf9CINOeyfK4X6n/92waJjxAQI1DfDLoVhpU\nq32BaObbv1/1JIoAeXkK+/er6PfX5s2xG9g2fyB7c+IwGwO4vf7ttI5qXWSbQghxJYpMFgsmigC3\n3nprqXVGiPORufW+S2Lr2ypbfO0uO2PXjeVwxmFuqn4Tz7V+DoNi4Ic9P/C/3f8DYPj1w7m/yf3n\nfb6uQ2oK1Hn5tYsmill1G7K8dRW+Xf0tWXb3EQrJB5K5sdqNjLxh5MU7qesoycn8enAZ2Q73tE+n\n7mSzmojV4MJhhDE9IC4oD7ITSMhOwOj/FE77HADi41UmTgxg9uycQk27WrXC1arVeW+7LXkbb697\nm1NW9yYzcelx5CXm8XLf/LV7T618irn753qmiR7POs7sfrO92qluqY6qqGh6frJqM0JKoE5IHl7J\nYo6/i+Cqm8noPhzbtU7WW10c+HU549q9wYKVW5iWrvPtjeBQIepUOO+s2MvexqEcj8jlZJCOyQkd\nancg0hLpabOqpSqk5d/DeepalMTG6BG7wGnGsnc8p1K91wBuDuyK1qABhk2bPHURzpPU5ATxRENa\nAwyOYDS//OMwDvxdm+VTAnA67wB0Xt3r5Kefip6m27+/ncWLTaSmupPVatU07rzTPXU2LDSKZcNW\nsytlF4F+gTSOaFxke5ersn12RfFIfEVxFHveixyjIYQQwhcNXzqcXw//io7O6qOrScxJZMB1A3g7\n5m1S8lIAOJR+iOjQaNrWbOt53owdM/h5/wL+PhxPiDWN6p1zGRkET8e6Hz87y9KGSgydeNawgB5J\nkzyJIoDNZWPNP1vZ9JmFbL+DnGj3EHnKaapZqjHj9hnu4ygyMwm6/37UuDj87k2HAidUqCgYNTgS\nBqkF1rUBuCze6wNdrksbvSxoRfwKT6IIkGHPYFPGJq9rtp/c7rWecH/aflyaC9WQP9pnNBgJN4dz\nMjd/KqpugO013EdfFORU4cdmsKOWDc40kZKXwsyd/+NRv9O88we8vA5y/cCcm0cwv9N3F3RIh7n9\nG1L/nicY2vxf5DhyeH718xzLPEYVcxVqB9UmMfM0ruwQbD/8F07e6LnnCcBgyJ+mGxKicfvtdrTf\nq3r1LdsYRrLDvUGQIak1DXOHkV5jPnbNTuMqjTk9/12czrPvs8KBAwbsdvcOtRfTpYuLt96yMnOm\nCYuknfgAACAASURBVEWB/2fvvqOjqNoHjn9ntmQ3m94TQoAIQXqTIiK996YCCtgb2BvwWrH87KIv\nKnYpitKLIF2EAErvnVBCKull+878/tiwyYaEgAIvxvs5x3NyZ+/M3Mx1szx7y/PAAzZatix9pj5a\nH1pFVRzQC4IgXA1VBouKovDbb79htVrp1asXW7dupX379teibYIAiLn11Zno2+rteu/f0/mnGbd6\nHPnFWcQUSBySz3mmI9pcNralbUMraT2BIkCWJYsVb42m+/4YLLfdwbyaebx56r/kYQUDnDPAOeD1\njnDzGbgpDSwYmc9QFjCURQxFPqMy1tKNUMOXZFuzATBp/fnzx/5kr/eBB+6GPHfm92O5x3hwxYMs\nGroI34kT0f3pjkCf2gBP95FIN6kE6AMYUqMPmjo7iMtMIcpqJ9/gDjAkJMJI4HyYFx6uMGbMpW1k\nUmAr4Ln1z5FRnIE53w89Juy4RyT1aOlZ4IuclIQS706Xodd4R0J6jd6zqYvZYWbRsUUU2Ysotl84\nqgnuoLEskxUaZYKkSkCZdZY+epSIcOTcHEwO8HWATVI8VW45C22X2ih6cgCqJHH/r/ez8tRKz+ky\nMoqsgMkGHd+CeXO87qsoEgEBCm3bOunb18HYsXbMgz5GPnwYOS0N1WTC+vzrtFqsxWx20qCBiw9f\neIN85xNYnBZi/WPp8bl3xK7Xg053SY+du+6yc9dd9kurfJVc7+9d4e8R/StcjiqDxV9++YV27dqx\nefNmtFotKSkp16JdgiAIgnBV3fPLGHZn7wPgAOBrwSvHoFbWcmPojehlPXbF/Y93Hyc0PZSFdm8W\n2SeO8NyjNvJMF147ywQbakPrNPDFgozCIoYC7nQIXevfBDETmHlgJsX2YtSMxiTtbg+SC3y98wme\nH4WTzpUeH7kfGmWqfPxyb8Ljm/FIi0co6CmhOXWKqbpMJu59B6vTSv2Q+rx7z+t8aLSSmSkxYoQN\nc9wSHl+zkuYRzbmnyT2VrpO865e7SExJdBdcGshOQDYWE6nLomOSjefnLkP9bBfFn3yCq2tXJrab\nyAu/v0BKYQqRpkgeb/U4kiRRZCtk4M992J138NI7R4XoIuifUoOp6f5k1zmJorER4zDy/Lw0VB9/\n/m9oJAtr5IPOwOhVGh7bXxoEa0+fxr9PHwoXLOBE3gmvSyuUDGFqnFBjG8hOULz/ORQVpfLzz6VB\nreGTT5DT05EtFlRFoc6uJSxd2svrnHB96XTX//zHzDPPmDh7ViYyUmH8eCuXuBxVEAThulJlsKiq\nKhERpXNdfHwqz6EkCFeDmFtffYm+rd6ui/4tKEC7fTtqeDiukhRQAPbMVLLPHIIygV6gFfzskOkH\nsX6xPNv6WXrH9ybxbCKbUzcj5xfQ5aCFe3a56z86yEZ2BYEiQLAZ2ieXlmPkDMJDFXx8VMaMsVGn\njsJ93EehvZCpO6eSY1gM926DFR+BJRSCSzdMCTWGAuBs2xZdYiKS1YoiwYSBRtbkrMGRtYLFxxez\naOgijgUX8OvJ37ivyX3cfuPtnkDw9dfdOQA/3v4xU9ZMId+Wz9wjc9mRsYNPe3x6QfuLHcXeQZbG\nhezU0ebjr/lV6sNnbV0Mux3q5qTy2pQPcHXtSq86vWgZ2ZLjucepFViLGL8YcLn45sXu7K55rOIH\npYJWAVkFu4bSXVElyDJJtAqdzYlZHaDxTwyO/pDX9m6nacZJfmoE79SXyfdRACv7egXQ4Fwo3TKy\nPZfQHDuG8Y03MHa8SOJ4RQvK+Wmy7gnDWq1Ky5ZOr2ratWuRze4dXyWbDe3mzaAo7rQjFeja1cXq\n1YUcO6YhLs5FjRr/rLRj18V7V7hqRP8Kl+OSgkVBEARBuF5M3z+d+Ufmo5E1TGg7wWv9YFny6dOY\nRoxAc/QoqsmEY+hQzFOmkJ4uYb7zXQLbOUkuE+wlZMNXS2Fn3/bM037Pgs21SKg/h58OqWRG9kSp\nW5eay/8PqSTVela5tYEo4G+HiCINo3bruPmsu54DDekRjfl9XQEmk4q/rwvNnv0ossTM/TPIsZbs\nuBKQCre8C4u+w3fUPYTVzCbSFMFXujvwee89HD16IBUVodu8mRVRxaypeRSH4g5qDuccZvQvo0nK\nSyLbmo1BYyDxbCL/7fFfryYuOraIfJs7/YLNZWND8gbGrx7Pzoyd6GQdj7V6jOH1h2N32sm2ZHud\n20g9xG/Ofjzbx8XXrdwb08gKHDl3mOkldcJ9w702lNF//TWWM8ehZiWdKbnXJnqlzyhh02g4URjo\nfmH/SJ7cP42mJa/9kkBJoOhm9S/g+RtuZ2eG95RSyW5ncofJPPvbs2RZsvDR+GB32smz5xHiE0Kk\ndSznwlRcLhWTSaVhQxdNmriYMMHqdZ0LgkKNhqqGCsPCVMLCnBetIwiCcL27pDWLGRkZAGRmZmIw\nGKo4QxCuLPHtV/Ul+rZ6uxr9u/T4UiZvmkyuLReAzSmbuSHoBnSyDo2s4a6Gd3Fv03sBML74Itoj\nRwDcQdbixaQMGMfACc1544SdaVnwSH/I94GIYvh+EdTOh7hZO0jiWw7RgHjpafRqNrGAs3lzbLfd\nRtGiDRQUykTkp0Js6dTHG7Ng37d6HI+M45sbhrBp00R8VAv7tC2ImPYKUVEq2Gz4DbkNzY4d2LUS\nyjgFynysxtV2MPndOvTsuQYfHxXf559H/9NE5OJilG++wfzaa9jvvJPM9DU4dk7yejbHco+RZ8sD\nwOqy8lvybxQ7ijFqTJw4IaPVXpi6otBWyNwjcz3J6l/e+Apto9uy9PhSz9Tb8xJyHRiAxDh3oAig\nyLAnUsXhcqDTuBflKYo7jpIk0Bw/zmN/qMy/EU64B0gx2HW4nDE4jKe9RhLLC6Y1lnMNPOUcQj0/\nNzoHWldJoAno8SNXvZ2D2kM0dLqnFivR0VgffphONVuzfuR6UgpTiPGLIb04na1pW2kS3oQm4U1I\nfaIAu10iLk6pbKAQ2913I7/9NnJWFkpgILbhw6sMFv/JxN/m6k30r3A5qgwWBw4cyLJly8jKymL/\n/v307NnzWrRLEARBEC6w6NgiT6AI4FAcXnnzkguSaRTWiLYxbZFs3hu5TLuxiJe2Dienv5bx6bHs\nmBfF3s/TsWlA7yqNV3yw0Y4ttGIHoWrp6Jpm926czZqhHtnGS0/6cvKQmQ76BuQG5hLggKl74vlz\nxBMU9x7DF8/4sl8tWe/nhIHf2mnfsRjDlCloN21CUlUMQMuTcLaBhAsVo8ZI30btGdixZDTKbEG3\nYgVysXvtnJyZie8LL4AkMcQg8cFYfw76undUjfCNINAn0BMsAjiKC7l/1lC2J0Vg2fgohrO9iRty\nL6H1XiPbmo1RayTQEEhBYYHnnHRzGhv2b0U1XDirKNI9CxNtuV1LtQFB+P/nRTRJpzi7PZOCYh0W\njYGVY57l7oE9iFuyhFUzzzG5k3uznwO//8ABVxs097XBFZRaYT93yQ9l0aKz5Ooa8bHzUb7QjWd7\n/AiaHduPj6OIIZt8+SEhkNwG6ciyTL/4frz1WFecGc2xvvsGUnExtocfxtWiBQAmnYmEkAQA6urr\nUje4rudeMTEqXhvoVMB+7724WrZEm5iIs1UrXDfffNH6giAI1UWVwaJWq2XQoEGecmZmptcaRkG4\n2sTc+upL9G31djX6N9oUfdHXs63ZrD29lrYxbbEPHIhm+3bkvDxOBsHkzpBjTAYT5AaepkO34Xy0\nSqFNSyeWgkRS7Vk0T4dQCxTjh0xpygKLFj5rDTnnfmbkmTuZOu0m3B+h7rV4hw7J3Dbaj6TvNfjO\nUSi/guPMGfeQlZSailTmxTlzYeLEthy+MYy20W25q9FdbEjeQJgxjIY+NSl/IamgAAkIzoc1X+l4\n9rnWpEcG0CqkE3mus5zMO4lTdYILcihkZeE2CAd67MA87yeKZ41nyNsWVqpv41AcFORlIkvuEUKA\nyEIIfXouA37/ktmHZnMw270pTXy2hokb3c9j0kZ4sjckB0G4WeLBUz4Ypn+NpKrUAYr00HckHAjc\nwqf7Ixj7wk08+1UBYxdr+YTHOcAQAFyrPnTvRqq1og3MwqXLRSNpuMUexYqpqegd2QQA/xf4Ji/G\nL8J/zxZ0ip0DNKCHuprM6TFM+y6Nvr1hywY/Bg40oih+DBo0lQcfvPK7ibqaN8fVvHnVFasB8be5\nehP9K1yOKoPF7du3k5SU5Jm6kpyczNNPP33VGyYIgiAI5f2n/X/Ynr6dbenbPGkuyjLpTLSIbIHP\n1Kno1qxBiYnB2aQJe29QyDBuKq0oK6SGWHir2QK6vfQi329fRS5QO1di8vx4JqZ+RjhZdGMdaOx0\nHwObawKSldnrx/Jz+GLP6NQ58zmefC+TpLQGQChms+yVqw8gOMiFvHs3qsmEqtMhOdzTPqWYWF4c\n9AlK3bqcLThL77m9OZZzDD+9H0MShvBl48bIqamcTx5RduJjdK6DmjtOsuyGPNYZ1oKqde/wCSCD\nVzpF/3Ro+RW2hZ34LW8WuVLJ6KwGUEDnBB8X1MqD2PwTBPgEsHDIQlp9OIIi5RxKZgh6x0HAydDD\n7pQg22PgRiWE+mazJwCWgKd7QWItABc40vhGthA9aRXP33MTilLaqICDvRh9MBOjn4YmU/pjbPkn\nB/f70H3Cl+gdZz31fPKz0O/bhFSyPrMRh1jIENq5tqJYAkhPdvHEEyZSUtxzUg8d0hARoTJ4sKOK\n/5sEQRCEqlQZLB49epRRo0Zdi7YIQoXEt1/Vl+jb6u1q9K9Ra2TZ8GV8uvNTvtv/HU7F6Vkvp5E1\n9I3vy6B1KRjefRdXcRHvt4cDtf1oM/Ilauw7RUqRO/2TpOhoFduEbyen0GfJLHJk9xzLk6EqY3rU\nQJ0ex31RS9HmySyuDVti8URqJ61pvPPnO3zV+yvmHZnH65tfJ6VJOv5xgRiXvUvmiXvw8VGJiHDh\ndErcFHCU+X+0Qu7q3pH0fLik6vVYnnsOpa476Jy0cRJHctxrLAvsBfx48EfGhLWha0l9CVAlyROY\n5QTo+SEui3zPRjtlNlOpaDmdJZRhIevYVXgYAsocl8EhgUMLW2vCiNvT6PZiHvaOL1PktwdkhVNB\nZ+lvNLD1e/c94vLd/yn+dnL1QWVWE0JGuR1i82x51Gh4ivbtm7N5sxZFkWged44lRV2pmbMfisD5\n6dcsfnI5nz0XgSNzL61YjQH36KArKAhNXp7XNVuwi4kx39Cr11B+/lnvCRQB8vJkli3TiWDxbxB/\nm6s30b/C5bikDW5SU1PRlWST3b59O3369LnqDRMEQRCEimhkDY/f9DjjW43H5rJh1Bqxu+zIkoxW\n1qJ+fjvD+hWx6gYw6wCpiGVbX6dv/UHsO7cPp+KkZWRLpnR7mvTidOwu7ymLqsZJUJDCo5ov0ZSk\nqVAr2cvkw20fklyYDBooDMmiVreHaHkikqxGPfnll0KcTohq3Q2N1R0opvjDRze78zU+u9mO8eBB\nzoc0Vqf3DpwOxcFDsbvYr3GP+rkbp6IEBOC68UYKsk9i03jnZKyQCqbCBjS3vcy3vrcw7JyDpIBy\ndcr8fqmhZtLWj2VXcAHoShcoHg72oUhnxa9MDCYXFrJe6kE7LESTigM97ZI0rK1jxezjDmpDpXha\nRrVg/vwi5s3Tk5sLjyS9Rsi3+z3X0e7aRfZbM8jMfJ63mEQsybRnC3HxEton78f4zjtoyuR51uNk\nUsOFOAKGUq+egq+vgtlcMtVXUqlZs9zCSkEQBOEvqWTfr1JWq5WjR49y+PBhDh8+jJ+f37VolyB4\nJCYm/q+bIFwlom+rt7/bvwW2AixOS6Wvy5KMUevOoafX6NHK7u8/JyScZnF9MOvxBEG5riKO5Rxj\n/cj1JN6ZyCfdP0GWZKJMUdwQdIPnmnqnlr6FBn7p+T7hWe5Rvn7HoHVpnEJN/5o83fppVFXFYjd7\ntUnROvg4/A3mzStErwdfX5Bz3KkxkgOgy1j4oD281RE63wM5taIA0C1cyPDfM9GUi0rTfJ0cquPv\nKUuAXFCAdtcuauQrJORc/BkaHNDNFsvxCWtZOt2Mkl/I/Dkw4DDoK8vqoEIz63Hyy+cGcRjwreCc\n3WpzbmYLPVhNbU7ywdbTWDe9BGc6QFJX8r/5iRceq4lOByNH2nn0UTu+su2C6xiwlNxe5hG+oK1h\nDzu+3IjjrrswT5mCovX+flsX4x7P7NzZye2324mKchEWptCli/PC1BfCZRF/m6s30b/C5agyWPTz\n86Nz587ceuut3HrrrdSvX/9atEsQBEH4l3IqTu5ceic3z7qZtjPa8nLiy5XWXXZiGff/ej+vJL7i\nGZnbXz8WtaJPNwkUVeH1za8zeMFgxiwbQ5Yli58H/cxdtQbT96yRN9Y5WTp3He0X/Mezm6rRCWtn\nyUzKasQDTR9g/uD5NAhtgCRJ1A+I92ykKSvQJAPiazsJKDNypwQGAvDWrXAsrPT43kj4rrUW/axZ\n+D7zDPLevahO77WOJt8gDE+8gCs0zOu45HCgsVhZsjaGfkc0SOUG0vzsMHM+rJ0Oqz7KJOCDj8Fk\nIkuOJMAGS36CZT+A0arxPlGFdmdh2PZwQrZ+CFn1weoPubXx2/ws9sBwr+pZcjjhZPIOLxBEHunE\nkEM4yobX4NuNMGMtzjOt2bJFS3Z2aSBsGzcOV+3anrKrXj2a/vcu4uPdQ6g6nUqXLg5atHCXnd26\nYR87FiUsDCUgAMdNN2GePNlz/ocfWti4sZD16wuYO7cIvb6C/hcEQRAuW5XTUPfu3YvL5UJf8pf3\n8OHDvPTSS3/rpklJSezYsQMfHx969+5NTk4Oa9euRaPR0KlTJ6Kj3bvdpaenV3hc+HcRc+urL9G3\n1dtf6V9VVfnPhv+w8uRKFNwR0PR90+lTpw831/BOVzBj/wxe3fSqJ13E7szd9M5czo4/W0PTjaWb\nvQBhxjAebfEor216jS92f+HJIZhcmMzq21fz9UoDPj+VGcV0eg+hKQn1qTlyPOsPzOT+Ffdj0pl4\nr/N7fDdoFv95pTUrjWk4NZAcLLPNFEjL8eNxJSRgGzeOopUr8W/fHkm9cJRUljXww1xOkcejfUEp\n96l8c8zNRPZ9lJ3vbKU1S7xekywWdO98w/3GNH7d9QwqpRFjhzMSd+07H3ja0a9cie3551l53wxS\np4zHX8mn6GQcdb5/g8bd2pElm/Gzw+0HoP9hHTNuuJfJDzVm0ivbyFFPQ2EMNRr5Y303FO1H7yFl\nZKBGR5OXG8i41E/RoNKTlUSQyTQepfx2POfzLnqeZ61aFC1YgOGjj1A1GqzPP0+tqBB+/bWQ5ct1\nREQo9Orl9DrH8t57WJ98EqmoCOWGG6DcSGNo6MXTXwiXTvxtrt5E/wqXo8pgcdSoUTRu3NhT3r9/\n/0VqVy0vL4+0tDRuu+02z7GtW7dy5513ArBo0SIGDx580eOCIAhC9WNxWBi0cBC7M3Z7AkWAQkch\n+7P2XxAszjsyzyuv4L7MfRz/IZWig28BGRCzHR8/M/1btOTxlo/TJKIJ03ZN80o2n1yQTGpRKgEu\nF+UV6t1pIAySlq5Dctm9+hGv1+9bcR/rR6xH370fmfu+wSWpnPNTuCdnHTs+V/BVtWi3baN45kyK\nP/2Ulx6/l3XxcKRkkLB5cQB3Hg1E++efPH0HOCv4RD59wsioUSZSCz5gFVuI4JwnBHPWqo2rTRta\n+WqpffRrkooPACAXhzByrwKUPhvN3r34jhvHyE8/44WCFWzapEWjgQfvt3Gf5h2MH3yAlJeHYjCS\n981H3DWgJ+AgMFDLnDkJhIQovPxyEar/YAqHuz+LpbNnie/SBblkaDWUXB4Nmc2+Bg9gMKjs2aMl\nK0vGx0fl1ludhIR4B3NK7dqYP/7Y61h4uMrYsZWnvVBr1KgiI6IgCIJwJVUZLDZu3JisrCySkpKI\nj4/3Chz/it27dxMUFMSCBQto3LgxCQkJ+PqWrovQl5k7Utlx4d9F5AOqvkTfVm+X2r+bUzYzbfc0\n1p1eh9lpvuD1KFMUneM6X3Bclr3nmmpkHQ6LAVQNLP4egMatnHw1sdBTx6gzep1j1BoJ8gnC+swz\nLMhYxzsNsrFr3Jvo5Bkl7LKCTqsjRUq/4P6ZRRlkbFzGwfQ9uKTSECbVVyEpGJpkOtFs3w7nsnh+\nUWcmmmvx+3enmdoG9JKW4I6deDLxKWr2tpNnqODBqJCw8U9eWduMYkyMlL+nRfMnkP3S6HqwFjd/\n8ylqUBB+QMyaFST5TgJdEcqeMZw+cwCX/nU0dvdUWklR0K1ciSbpBO++ewMFtgJ8db5oZS0O7sQx\nfDhSfj5qWBiaMs+1Vy8nvXpVvLjxz1276F5udO/GBipLlxYBsHWrhl9+0dOggYsRI6583kPh6hF/\nm6s30b/C5bikaagpKSk0adKErVu3EhsbS9OmTf/yDTMzMwEYOnQoy5Yto27duqhlkg6f33UVqPR4\nRcr+j39+4a4oV4/yvn37rqv2iLIoi/KVK3+x4gveS3qPHGfFO7UEaYIYHT6aesH1AFi0bhEfnfoI\nl48LvUZPqC6UbEc2Rq2RXnV6slPvR1bJuTqdSlTUGTZuPMBNbdrho5e5ze82ThhOkOPKIcAngJ4B\nPdm7bS/xzeN5rq+GFM++KGVHGiveZCf4XCF1Xr2fqCEaaFB63KEBo8M9EbPYaePDT87y/arOHFO+\n5rXiV+j/m4OfRvrypmYVtnp2qId7zWHZmZsq3HwGpv9+EgPunInKnYP4uLYTlwbmtDzEnK1LySxy\nB8KypTesnOFpw/sBA3m8wQoCd5bZyMJu5/fE1bywfjT55GPUGhkQNIBuod3o0KEDakTEZfWfPTiY\n5GbNqPH77+hsNlw1arCtd2+ySz6P27RxYbevBkCSro//30T50srnXS/tEWXRv6J8aeWyA21XiqSW\njcgqMHfuXK8po3PmzOH222//yzecM2cOw4cPR5Zldu/eTWxsLNu3b6d3794ArFmzhu7duwOwYsWK\nCo+Xt3btWlq2bPmX2yQIgiD8b9z3630sPLawwtd0so4I3wg0koamEU35pvc3DFgwgK1pWz11Wke2\nZviNw6kTVIducd3Iz5d5dFImJ5VNtIxtQLPIRrxx4GEsYZvR62QeuWUYT7d9gqS8JMJ9w4k0RQLw\n2+nfGLZ4WKXtNDjAWvKdpUaRiCuSeXOVi5H7IdcAcU+7p6ye1zQN7Fqw6MBH25yjC96BRnMhrzZs\nep7AF5qT73OwwnsFm2HWAmh/wpcg1T3SuqkmdBkDjjLfm96UY2DVq6kATJ+u57XXjOTluUcF27Z1\nsOrOr/B75UXk3FwAHK1bM+yxSJYm/eK5Rpx/HL+P+p1An8BKf/eqaH/7Dfn4cZw9eqCU2bRGEARB\nuLZ27txJt27drug1tVVVKD+i93engyYkJJCUlETdunXJzc2lUaNGWCwl22WrqudnoNLjgiAIQvVw\nPvVFeTpZhw9aUorcOStSilJ4c8ubZBRneNU7kraH32V/Mmu0YOb+mWSaMznSOIk85zmOWoOZfaAF\nxG0ErQMLMHX7l3SP70K7mHaYHWYyzZmEG8OpF1IPvawvXc9YZpTP1w4Pb3fnSHRoYNImiWbpCtqS\nwUc/O4SYvYPFQxHuum670Yzsh0vnBEVGW/d3NL553oOXZdQ7p0Ob0puNqosBLMcpQ7oJnOU2Lj0Q\nYCPXmkuwIZixY+0EBqosXqwnIkLh5ZctuEwjMQf6oV+wACU0FMurr5K9coTXNfJseaQXp/+tYNHZ\npQt06fKXzxcEQRCuX5eUZ/Fi5cvVvHlzdu/ezcKFC9HpdOh0Otq2bcvs2bOZPXs2bdu29dSt7Ljw\n71J+2oRQfYi+rd4upX9fvuVlGoS653BqJA3hxnD639Cfl8NHUKSUfknoUl2cyDlG8LlCr/MLZDvL\n09bx4fYPWHpiKX+m/Ume052oXjXkQo0/QFuaRd4u5/P54n3c8cnntJ1xMx1/6EjfeX0xaAyYdKbS\nC0uAClGF8NRmGHwQ9kVAYhzcOURhfVyZZRIKBNq98yOWjwNdOqf7B1lBW+tPBjXsVeHz0NtlzhQ9\nibR4Fq/Gz+CLyDY0ekjHg/01ZTcXBcChathxvDQB5ODBDr77rph33rFgKvlVHAMGUPzdd1jefx/8\n/GgQ2gC5zEd/lCmKuIC4CttSFfH+rb5E31Zvon+Fy1HlyGKnTp2YPn06kZGRZGZm0rNnz7990+HD\nh3uVY2JiGDly5AX1KjsuCIIg/MMoCg4HnDipxc9PJTbWHWxFJWWy4SdfVvnVwC88lvb/NxeNyY/s\njk2Z1gNSSga8fBxw8/rjdF6Tw5AR7p1KbVo8+RQrXU/h0uJrA7OPuxheBKcWKBwc/BGuktWNmZZM\nurz9Kn61A8i15ZaeK7mnhM5vBO91cE8rBcj0g6d6w77PS+/9xUo9D/W0kW+UCC1SyTHC6WBKK5QJ\n9Aw+Mg83e5hNf9o4qqwGRcZk0xCcG4zRMYDfP34Og8HFD8s0dJohkelTGuyWvZYzvw5zv2hA9/9e\neje8detbWJ1WDmQdwKg18nantysd3RUEQRCEKtcsnldUVISfn9/Vbs9fItYsCoIgXKdUFeMLL6BZ\ntYb0dJnF6kBeC/yAQYPsjHtyGwefGE7LvZk0yHLHQfbbb8c8bRpBsbF80NTMZ23A4IQup+CDY/H0\n6JBEYhwguTeFUSuaH6OWvn7D8doEG0+xMwZUCWLz4M21MHYoKGWndR7vRRNjDw7EPo+ilqbtMNmg\n2OfCW9TKhWP/hY213GsWuydBoA3sGtAa/dhQw8Hzt9qwaiG8GA7H+pDqY0Mn6+hZpycz+s6gXbsA\njh2HuQxngLocHxykmW7Ad+0PKAkJAHT4oQMHs8usbbT7Qk48OH1h1QeMvKU1n3564Q6ygiAIwr/P\n/2TN4nnnA0Wn04lWe8mnCYIgCNVMob0Ql+IiyBDEW1veYvHxxaiqSp/4PrzW4TWvuro5c9D/APbb\n/wAAIABJREFU+COy2Uws0Mf0Jatz23Jw52b6ff9f0jpCWCu4Yz/cuQ9anUwC4KWu8FlDyPWFuDwY\ncFLP3po+7IjGM7JWWaAYlwe5RrBrJHJizpGmBVdJYHgmBB7tXy5QdOrhbDt0BU8wOWIZUy2/4dBA\nTAGc86s4WIx2Gmn6sIWjoe5rNcqA1TMhughUm42WHy5ifWIi2n37cCUksGfsEBYkLaF2QG3uaHAH\nkiSh1UJLdQ+9WYMP7tHD6OIT2CdPpnjWLABqB9b2ChZ9C5tjnrYJgDp1XDz3XNHldp8gCIIgXLIq\no76MjAwiIyM95SVLljB06NCr2ihBKCsxUeQDqq5E3/7zPLfuOVbs+RnVYSfWYeRQsItCpztg+W7f\ndzQLb8bQ+u7PiMTERHps3YpsNnM6EG6/Dc4EmrE5HsKgKSDN333NLBN82ga+bgmdC0/yla2QWQkW\nckt2AD8TBHcOdrKwzXh0f46rJJGFW8NMCDPDmWAAFZuu+II5qoXlZ10WRsLvL6O2sGM7cYiWEhwN\ngQIfKC6XtUmDjBZf/gi2en2CHoiEF3rAjIVQFFOPKb+3pvktHbj1OffqxfrAxIhGXtfq0cPB7iNm\ndEq5HISu0hWP03pO44m1T3Cm4AyhxlD+b8RUfjZaMJslHnzQ6pnO+78g3r/Vl+jb6k30r3A5qgwW\nt2zZwuDBgz3lqvIdCoIgCNXT13u+Zvq+b3FqVNBAmt6O6ix9vchRxKaUTe5g8chhav66nKO1/Ln7\nEZnDwQoWz26hBRcuMpTApoM1gdksem80tnKjhjl6hYe3bqKRI5wt+nPu7dnK5SWMLISls2HEcCql\nc4Kj/CeffxqEHGNfwsvsq5fhveuo6n0fl6rgkooq/PQ0a0FBpn3ecva/G05goMJDD1mZMMFWYVue\necbKTd+3YndBC9riTgeSpY3A5+67PXX89H580+cbr/MmTPh7G80JgiAIwqW67PmkiqJUXUkQriDx\n7Vf1Jfr2OudwMPuPaczPXIcdF7szduOUSqM8VQatqzSlg9EOzeefZvS2ARyybUGjVbDlS5yJrGD0\nS7rwELini1p2/UlYI5l0k6u0ngTn7D+R5Iwu3cdbhQC7hORrwmorolgP/UdBfE659Ywl1/BxQI/j\n8EuDcjfVOiFuI87IraAp19aSXVGrarfOAQ/ugHRNNPvzawGQny8zf74PL7xgQ6rgPFUFrcmHHgWr\neZNJhJDDpvi7ebNX64pvcp0R79/qS/Rt9Sb6V7gclQaLmzdvxm63k5SUxPr16wFwuVw4nc7KThEE\nQRCqia3bFjBx2Th2B9kqXhuIOzgMsuKeTloSDG22rmO5D6jnp3oqVU+T9LGDrWTUMT4HRu6w4V+v\nDY9KW73qySi4/FPLHiDM2QqHbwb5riJsWjhkgKRg0LvAAShl2m7TQZ8TsC6+dHdUAIMdJqQs5lW1\nXCLDy9A8A3qclEjTyDRhD/toBsDFvl8NCID27Z0sXerP4/aphIQo/OchC2Cv/CRBEARBuIYqzbN4\n44030rBhQyIjI2nUqBGNGjWiRYsWDBs27Fq2TxBEPqBqTPTt/96p/FOMWDKCwQsGM2X7FLQ//sih\nwTdx38oH2BVSeaCI6s4lWOCDJ1C06GFhw3Ibz1SRzddog8+X6xlwGIYchCWzIcY3it7DJxFRUHqy\nxgnPJkJksXfweePJE2Se8w6ubDr3f8r5qaolAszQ7SS8uQ78be5RUT8bvLYens1cS4M9LTGZL/wO\nVSNpqR9Uj9pFWhKyuDCJItAiHSRVJcaZzDT5UffvZlTp2NFR4ajieV9+aeatt8zcc4+Vr74q4p57\n/jmBonj/Vl+ib6s30b/C5ah0ZDEkJASAHj16EB4efs0aJAiCIPw95xMiSRIcyj7E65tfx6k4Gd1o\nNAPqDvDUK7IXMXLpSI7kHAFge/IWTBs17Au1khJQxU0ksOvBXm7g0F7+U0UtrX8Bl4xry9v8esN4\nHjr4Cl2dK7GHaFnVehwdnn+bDWcUnu0Ju6Lcm+C83N2dJzE+GxwaqJcDPy3J5abRQRytWeZ+Ze6l\nUUp3QnVqYWc0PL7Pl3FZUUhJSWjU89UtPPh7NI2PGZjSsYjf4sGsB4NL4vlbJ/GMTzd8J/VGa3Yy\naij81LgkKFahbraWd1eXzrqpF13I7bfYuOkmJ/fdd/HgT5Lg3nv/OQGiIAiC8O9yyXkWr2ciz6Ig\nCII7SJw0ycjq1TokCboMOM2auG6cKjgFQJgxjM96fEb32t0B2Ja2jQHzB2Avsxtnr2MQnwuft7ky\nbZIV76mg4J72eUsydNvSlEnH93iO+/u752zWLtzPJqkD/mohPzaG0UPLXEOFnsdh0c9gLInPkox+\nPN+/iCxfOBQOmedTAivugc2y9++uxrMg4XWknBxMTzyBVDJP1IGWsXzLpzxGMPn8Vhs2x0LHoOY0\nnrEOKT0d/27d0KSloQILGsB3sXXZUPAmR4reJ/rAtvPNwzFoEMXffXdlHqAgCIIgXKKrkWexiglC\ncPz4cQoLCykqKmL58uUUFBRc0QYIgiAIV8bcuTpmztSTlKThxAkNM7et9ASKAFmWLH4+/LOn7Kfz\nu+AaATb3NM3mabgjHxdoXO5poH+FUn6DGKBuLqyZCUOPe+/qWVgoU1goY8WAXXXvvL0hrlywKcGe\nqNJAMYMwTBYj8+bC+umw8wvolepLgGQsvX9ZteNx9umDdscOT6AIoMNJDVL5k7Y4kelyCiYcjaDF\niGcBUKOisD30EK4aNXAFBdMsrSVB/MaMCb0xLvoRe58+ONu0wX7HHRR/9tlfe1iCIAiCcJ2pMlhc\nv349DoeDVatW0b59e3755Zdr0S5B8BBz66sv0bdX1pYtWszm0j/rtnOxyKp3RvmIjdvw79AB/969\n+WTdZK9RRR8HvL0Ggq2Q+C08vl2HSdHj0oBLy4XpLsqq7DWJC6agmnXu6vn4M5DFPM17DGARjzGF\nh5hGJuGsoBdWyUD/Y+6dTcsKlXyxd+/ONkMHnuIjTlHb81qNQuhXXJMil8X9CVfm3rW04fyn3SR3\nQa+nvMiaPjwau5hPIt7gTN97KJ4+HUffvp7XbY8/TmFiIsW/rSP06Ar++7OJTp1cqKGhFP/wA4Ur\nVmD+/HMwlk/kWD2J92/1Jfq2ehP9K1yOKlNnREZGEhISgq+vL0FBQZhMpmvRLkEQBOESSdnZGCdM\n4I1jhUT79ORt29OARGBmXxoE9mZH0XIcigMfRcZ55gyag+4YKrmlEaJKr2N0uNcCApgcsDdIplhX\ncY5ADxVMdojNgyMRVJpaoqyIYsgjAEN0ELPTh5Me5KRY575/nTwYp/6X/sZ1WHoPZ+QtJ+nlt5Q1\nGZtwqk5CdIFMDb6TD3QzOdLTTLd9p3jl5Bc8z/uEy9loa8fwhaUOinzE6563nIIfl+QTuetTzF99\nhfXZZ9Ft2IDm8GEAnC1acN+S4dxtsKDRPAxUuI8NamAgamBg1b+kIAiCIFQDVQaLDocDp9OJVuuu\nWg2WOAr/MCIfUPVV7fvWbkfKzkYNDwftZae1vTQOB3633YZ2925igVd0m4gIt/BV2ASGD7dTs24b\ndm9bgkMDNlnhm1YQVQyT10N0tuIVLJp1kOkL9bPd0zcPRJSbe1o2EFQhyAJvrHOno9geDXfcfvGm\n6pzQNgVmLoCdtKJ+zk76jHXyZw13kKp3Qcs0+PWHgyxpNom4b97HThd+5F7OFp4lpSiFBN9aPPZ6\nS1beZMWlgeUJZ3lw1RN023uMsBAXzhyJ8LWrqBP7OSfd+7QRmw+f/gpxOXaUdeuQT55EqVOHwmXL\n0P/wA6pej/3OO8Fk4q8nz/j3qfbv338x0bfVm+hf4XJUOQ1VkiRmzJhBs2bNyMrKoqio6Fq0SxAE\n4R9Ns24dAR06ENC5MwEdOyLv23dV7iMnJSEnJXnKBkcx429cxaZNhTz1uJm9P3+AtUyieUWGD2+G\nP2vAqytrQnGo5zW7Dsb1d4+oPXFrGOdMlSQJVKFFCmS/B+O2g10D4cXQokwKxJgCaJjuntoKEFQs\n89Za2Pgd+OeHsJKeTO5axIbapWkurDrYHAfP9IQGhiSvW8b6x9I2ui3F+efYFmr17HB6zg/WtzhJ\nbKyLhASFvDyZHvnH+eVHGH4Ahh6EuXOgWUbJhZxOsLlHS9XgYGzjx2N/8EEQs2YEQRAE4QJVBotD\nhgzh7rvvJjw8HKvVSsOGDa9FuwTBQ8ytr76qc9/6vvgimuPHkc+dQ3P4MKZnn70q91EDA1GNpZu5\nLLwRnk84xd3L7mbSyqfodNSOsVxmhmIfeLN1IE8VfAoFNb1eyzHAH/rGfBrZAbQVzyQJtML3S0BS\n4aH+0P5e6DkaUn0lupyA+3fAmhlwYBrs+xyePjEC35m/UmvLMFbQk0Mk0IM1nPWveBwv0wT2SnL6\nysEhSOWapdXAhg2FjB5tw2BQ2UMzYrICmDsX5s9xj2ZCyX49TZui1Kt38YcqXJLq/P79txN9W72J\n/hUuxyXNi5Jld0wZGxtLbGzsVW2QIAjCP57TiVRc7H3sCszKSEmR2LJFS926Cs2bu1fUqVFR2EeO\nRD9zBkN75rCsLrg0yXAiGYAdbfT0PwpzG+E1jXTpDQbovhYKoyC69HigRcsfPvXdQ31OHWhLhgZL\nArQAKww9IJNYS+G1TrCinjsfIUBGkEpGIBSkSMTlq6hAnTqtmPTWB5wsCuWJP7rxU1oXOvAHAGcO\nS2yIlyg2lEZ/Jiv0sNXEcccdFT6DGP8adM0OYKFPATYdRBfAU8k1CQpSuf12B5s22Vm/vj0/5D3I\nbcocQoOcKDExKLVqocTEYJ0wATRisqkgCIIgXIrLzrO4fft2brrppqvVnr9E5FkUBOF649e3L7o/\n/vCU7X37Ujxr1l++3saNGsaPN5GcrCEgQOHuu228+mpp6ok9O5bSb8uDmBXvDWk0yHQ4qmdXTSuF\nPqCW3Z3UboTECWhrrSU8YDextgIe3gaTu8DpINzBoqIBrdUzD6VWaiDts/KZ3xDs53dIrWBTm7fW\nwPOHwyjYvBnCwgAwpxcQ0flmdJlpnnofdjYyY2g8pwuTqWUzMsxwE+Pv+xZ0ukqfhZyYyNJPHuCo\nroAhWRHcMHkarrZtPa9bLO6ck74aGzgc4HdhihBBEARBqG6uRp7FKkcW33zzTRo0aABATk4OWVlZ\n112wKAiCcL0pnjkT38ceQ87KQomLo/jjj//W9d5+20hysntErKBAZt48PU8/bSUgwP26OSoMBxeu\nMVSB3+tZK96lVG+hdcw0Fs6UCMeMHuh0d0mgCO5RRZfktWAhOVDLGj8Ndm3JXqGV7H5apAfJakXO\nzEQpCRZ9w3yRfb1TeTy93sLjuVoKVxwBH5+KLnUBpUMH+rXZQ//MTNSICFzl0mCUZq7wueRrCoIg\nCIJwoSrXLPbq1YuhQ4cydOhQ7r//fuLi4q5FuwTBQ8ytr77+6X27ImkFD698mHf/fBeHyz1d02KB\nV1818MhLNVk17mcKV62i+Ouv//YGKi6Xd1TmdErY0/OQDx6EoiJaRrakSXgTrzoaSYOf3u+CXUzL\n/twmP50apKLHvfOps9yngq7cukXFYSBHDfM6FuDUeq2LrJsNj2wDq9GIGhlZ+oJWi3X8eNRyAZzm\n8GE0Bw5U/stXRK9HjY2tMF+icG3809+/QuVE31Zvon+Fy1HlyGL5UUSDwXDVGiMIgvBP8d2+73hj\nyxvkWnPRSBp2pO9gVt+fGDbMnz/+0AIS69bpmDLFTO/ejr99v+7d7Rw94OLF4kkkcIRQh0L8bfuR\ncnNRo6Io/vxzFgxewBtb3iC1KJVoUzTtYtox88BMNpzdUHqhksDRV+tLuzx/3l+d4XWfvkdhXyQU\nlsRz0XJTzmTmQ3ASWEJh5wO4AlKh6SzQm/GzB/DhKjOdT8DkTu5Nb178w4fo0Gj29+tHXGio1/Xt\n996Lbvly9OvWeY6pBgOqmCoqCIIgCNedKtcsHjx40POz0+lk9+7djBkz5qo37HKINYuCIFxrfef1\n5Y/U0jWJ4cZwpjbdwNgh9bFaS4fyune3M2dOcUWXuGyZne+j7t7FaFAuWCroaN2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"text": [ "" ] } ], "prompt_number": 113 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# \u041a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u044f \u043f\u0440\u043e\u0434\u0430\u0436\u0438-\u043f\u043e\u043a\u0443\u043f\u0430\u0442\u0435\u043b\u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u043c\u0430\u0433\u0430\u0437\u0438\u043d\u0430\u0445" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ax = data2[data2['Store']==2].plot(kind='scatter', x='Sales', y='Customers', color='r')\n", "data2[data2['Store']==3].plot(kind='scatter', x='Sales', y='Customers', color='k', ax=ax)\n", "data2[data2['Store']==4].plot(kind='scatter', x='Sales', y='Customers', color='m', ax=ax)\n", "data2[data2['Store']==5].plot(kind='scatter', x='Sales', y='Customers', color='y', ax=ax)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 115, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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KZ3B1kCl/n4JhG3gGr+mepmSgCBDeFGb9x9Yz7c1p2IqG/rHSVmRjyotT6Hq9C0uWhZxZ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\n5o4yio6t98b+cw7rHUdGHsugnbcRddMtOLKygqf4e/akdNUqskt/R3H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KAAAA\nkElEQVSTTygvLycvL4+ioiIyMzMZOnQoGRkZFBYWBuv0+/0AXHDBBQB8+umnbN++HdM0CQQCweGo\nIiIi4URzFkVERERERKQBW0c3QERERERERMKPkkURERERERFpQMmiiIiIiIiINKBkUURERERERBpQ\nsigiIiIiIiINKFkUERERERGRBpQsioiIiIiISAP/D2QrRazIMXhgAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 115 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# \u0410\u043a\u0446\u0438\u0438" ] }, { "cell_type": "code", "collapsed": false, "input": [ "for m in range(7):\n", " print data1[data1['Month']==m+1].groupby('Promo')['Sales'].mean()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Promo\n", "0 3970.815415\n", "1 7653.475815\n", "Name: Sales, dtype: float64\n", "Promo\n", "0 4620.047085\n", "1 7672.745561\n", "Name: Sales, dtype: float64\n", "Promo\n", "0 4373.435450\n", "1 8443.980045\n", "Name: Sales, dtype: float64\n", "Promo\n", "0 4436.538914\n", "1 8137.335575\n", "Name: Sales, dtype: float64\n", "Promo\n", "0 4430.031570\n", "1 7366.831879\n", "Name: Sales, dtype: float64\n", "Promo\n", "0 4625.217289\n", "1 8560.184006\n", "Name: Sales, dtype: float64\n", "Promo\n", "0 4676.847085\n", "1 8172.355640\n", "Name: Sales, dtype: float64\n" ] } ], "prompt_number": 119 }, { "cell_type": "code", "collapsed": false, "input": [ "for y in [2013, 2014, 2015]:\n", " print datatrain[datatrain['Year']==y].groupby('Open')['Sales'].mean()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Open\n", "0 0.000000\n", "1 6814.392025\n", "Name: Sales, dtype: float64\n", "Open\n", "0 0.000000\n", "1 7025.404201\n", "Name: Sales, dtype: float64\n", "Open\n", "0 0.000000\n", "1 7088.126648\n", "Name: Sales, dtype: float64" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] } ], "prompt_number": 126 }, { "cell_type": "markdown", "metadata": {}, "source": [ "\u0417\u0430\u043a\u0440\u044b\u0442 - \u043d\u0435\u0442 \u043f\u0440\u043e\u0434\u0430\u0436" ] }, { "cell_type": "code", "collapsed": false, "input": [ "for y in [2013, 2014, 2015]:\n", " print datatrain[datatrain['Year']==y].groupby('StateHoliday')['Sales'].mean()\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "StateHoliday\n", "0 5824.885269\n", "a 268.288627\n", "b 204.034529\n", "c 148.512108\n", "Name: Sales, dtype: float64\n", "StateHoliday\n", "0 5733.530624\n", "0 6159.600371\n", "a 293.153706\n", "b 207.781614\n", "c 192.847059\n", "Name: Sales, dtype: float64" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "StateHoliday\n", "0 6067.023402\n", "a 318.836334\n", "b 231.118386\n", "Name: Sales, dtype: float64\n" ] } ], "prompt_number": 129 }, { "cell_type": "code", "collapsed": false, "input": [ "for y in [2013, 2014, 2015]:\n", " print datatrain[datatrain['Year']==y].groupby('SchoolHoliday')['Sales'].mean()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "SchoolHoliday\n", "0 5523.034939\n", "1 6240.818798\n", "Name: Sales, dtype: float64\n", "SchoolHoliday\n", "0 5677.092502\n", "1 6515.963368\n", "Name: Sales, dtype: float64\n", "SchoolHoliday\n", "0 5696.882291\n", "1 6911.932234\n", "Name: Sales, dtype: float64" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] } ], "prompt_number": 130 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# \u0421\u0442\u0440\u043e\u0438\u043c \u043c\u043e\u0434\u0435\u043b\u044c..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# \u043e\u0448\u0438\u0431\u043a\u0430\n", "def rmspe(y, a):\n", " # y=0 - \u0438\u0433\u043d\u043e\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c\n", " return np.mean((((y-a)/y)[y>0]) ** 2) ** 0.5\n", "\n", "# \u043e\u0448\u0438\u0431\u043a\u0430\n", "def prmse(y, a):\n", " # y=0 - \u0438\u0433\u043d\u043e\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c\n", " return (np.mean(((y-a)[y>0]) ** 2) ** 0.5)/np.mean(y[y>0])\n", "\n", "# \u043e\u0448\u0438\u0431\u043a\u0430\n", "def smape(y, a):\n", " # y=0 - \u0438\u0433\u043d\u043e\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c\n", " return np.mean((2*np.abs(y-a)/np.abs(y+a))[y>0])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "test = datatrain[datatrain.Date>pd.Timestamp('2015-06-13 00:00:00')]\n", "train = datatrain[datatrain.Date<=pd.Timestamp('2015-06-13 00:00:00')]\n", "print train.shape, test.shape\n", "\n", "ytrain = train.Sales.values\n", "ytest = test.Sales.values" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(963689, 13) (53520, 13)\n" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "\u041a\u043e\u043d\u0441\u0442\u0430\u043d\u0442\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438" ] }, { "cell_type": "code", "collapsed": false, "input": [ "print rmspe(ytest, 0)\n", "print rmspe(ytest, ytrain[ytrain>0].mean())\n", "print rmspe(ytest, 1.1*ytrain[ytrain>0].mean())\n", "print rmspe(ytest, 0.9*ytrain[ytrain>0].mean())\n", "print rmspe(ytest, 0.7*ytrain[ytrain>0].mean())\n", "\n", "print rmspe(ytest, np.median(ytrain[ytrain>0]))\n", "print rmspe(ytest, 0.75*np.median(ytrain[ytrain>0]))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "1.0\n", "0.557527013858\n", "0.648281661016\n", "0.483560482379\n", "0.420833467405\n", "0.493581387838\n", "0.421824754067\n" ] } ], "prompt_number": 25 }, { "cell_type": "markdown", "metadata": {}, "source": [ "\u041c\u0435\u0434\u0438\u0430\u043d\u0430 \u043b\u0443\u0447\u0448\u0435 \u0441\u0440\u0435\u0434\u043d\u0435\u0433\u043e\n", "\n", "\u041d\u043e \u0435\u0441\u043b\u0438 \u0434\u0435\u043b\u0430\u0442\u044c \u043f\u043e\u043d\u0438\u0436\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043d\u043e\u0437\u0430, \u0442\u043e \u0441\u0440\u0435\u0434\u043d\u0435\u0435 \u043b\u0443\u0447\u0448\u0435" ] }, { "cell_type": "code", "collapsed": false, "input": [ "l = np.linspace(0.4,1.2,1001)\n", "e = []\n", "e2 = []\n", "e3 = []\n", "for x in l:\n", " a = np.median(x*ytrain[ytrain>0]) # np.mean(y[y>0]) #\n", " e.append(rmspe(ytest, a))\n", " e2.append(prmse(ytest, a))\n", " e3.append(smape(ytest, a))\n", " \n", "figsize(15, 5) \n", "tmp = pd.DataFrame({'rmspe': e, 'prmse': e2, 'smape': e3})\n", "tmp.index = l\n", "ax = tmp.plot()\n", "ax.set_title(u'\u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043a\u043e\u043d\u0441\u0442\u0430\u043d\u0442\u043d\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f')\n", "ax.set_xlabel(u'\u043c\u043d\u043e\u0436\u0438\u0442\u0435\u043b\u044c')\n", "ax.set_ylabel(u'\u043e\u0448\u0438\u0431\u043a\u0430')\n", "\n", "print 'min rmspe = ' + str(min(e))\n", "print 'min prmse = ' + str(min(e2))\n", "print 'min smape = ' + str(min(e3))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "min rmspe = 0.4205310736\n", "min prmse = 0.432856724607\n", "min smape = 0.313709222153\n" ] }, { "metadata": {}, "output_type": 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RERERkZ5t3rwZMTEx2Lhxo6FLuSc2/vRAIpHA+/XnELJpCRJnLMfFtV9A0GoN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"text": [ "" ] } ], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "**\u0412\u044b\u0432\u043e\u0434:** \u0434\u043b\u044f \u043d\u0430\u0448\u0435\u0433\u043e \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u0430 \u0445\u043e\u0440\u043e\u0448 \u0437\u0430\u043d\u0438\u0436\u0430\u044e\u0449\u0438\u0439 \u043f\u0440\u043e\u0433\u043d\u043e\u0437 (\u0432 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043e\u0442 \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0445)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# \u0421\u0442\u0440\u043e\u0438\u043c \u0447\u0435\u0441\u0442\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c\n", "\u0421 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\u043c \u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0435\u043c" ] }, { "cell_type": "code", "collapsed": false, "input": [ "train[:3]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
StoreDayOfWeekDateSalesCustomersOpenPromoStateHolidaySchoolHolidayMonthDayOfYearYear
53520 1 62015-06-13 4256 502 1 0 0 0 6 164 2015
53521 2 62015-06-13 2574 319 1 0 0 0 6 164 2015
53522 3 62015-06-13 4687 492 1 0 0 0 6 164 2015
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 29, "text": [ " Store DayOfWeek Date Sales Customers Open Promo \\\n", "53520 1 6 2015-06-13 4256 502 1 0 \n", "53521 2 6 2015-06-13 2574 319 1 0 \n", "53522 3 6 2015-06-13 4687 492 1 0 \n", "\n", " StateHoliday SchoolHoliday Month DayOfYear Year \n", "53520 0 0 6 164 2015 \n", "53521 0 0 6 164 2015 \n", "53522 0 0 6 164 2015 " ] } ], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "test[:3]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
StoreDayOfWeekDateSalesCustomersOpenPromoStateHolidaySchoolHolidayMonthDayOfYearYear
0 1 52015-07-31 5263 555 1 1 0 1 7 212 2015
1 2 52015-07-31 6064 625 1 1 0 1 7 212 2015
2 3 52015-07-31 8314 821 1 1 0 1 7 212 2015
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 28, "text": [ " Store DayOfWeek Date Sales Customers Open Promo StateHoliday \\\n", "0 1 5 2015-07-31 5263 555 1 1 0 \n", "1 2 5 2015-07-31 6064 625 1 1 0 \n", "2 3 5 2015-07-31 8314 821 1 1 0 \n", "\n", " SchoolHoliday Month DayOfYear Year \n", "0 1 7 212 2015 \n", "1 1 7 212 2015 \n", "2 1 7 212 2015 " ] } ], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "st = train.groupby('DayOfWeek')['Sales'].mean()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "a = test['DayOfWeek'].apply(lambda x: st[x]).values\n", "print rmspe(ytest, a)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.489942236354\n" ] } ], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "def investlina(a,x1=0.6,x2=1.2):\n", " l = np.linspace(0.6,1.2,1001)\n", " e = []\n", " e2 = []\n", " e3 = []\n", " for x in l:\n", " a2 = x*a\n", " e.append(rmspe(ytest, a2))\n", " e2.append(prmse(ytest, a2))\n", " e3.append(smape(ytest, a2))\n", " \n", " tmp = pd.DataFrame({'rmspe': e, 'prmse': e2, 'smape': e3})\n", " tmp.index = l\n", " ax = tmp.plot()\n", " \n", " ax.set_title(u'\u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043a\u043e\u043d\u0441\u0442\u0430\u043d\u0442\u043d\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f')\n", " ax.set_xlabel(u'\u043c\u043d\u043e\u0436\u0438\u0442\u0435\u043b\u044c')\n", " ax.set_ylabel(u'\u043e\u0448\u0438\u0431\u043a\u0430')\n", " \n", " print 'min rmspe = ' + str(min(e))\n", " print 'min prmse = ' + str(min(e2))\n", " print 'min smape = ' + str(min(e3))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "investlina(a)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "min rmspe = 0.401827901185\n", "min prmse = 0.426212287572\n", "min smape = 0.309894063366\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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6yNXN6tS6dbYUGhrKoUOHsNlsrm5Kl1FeXk5QUPf+R6Ox+eIoxYo4Q/EijlKs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\n", "text": [ "" ] } ], "prompt_number": 31 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# \u041f\u0440\u043e\u0444\u0438\u043b\u0438 \u043d\u0435\u0434\u0435\u043b\u044c \u043f\u043e \u043c\u0430\u0433\u0430\u0437\u0438\u043d\u0430\u043c" ] }, { "cell_type": "code", "collapsed": false, "input": [ "st = train.groupby(['DayOfWeek', 'Store'])['Sales'].mean() # \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0430 \u043f\u043e \u0434\u0432\u0443\u043c \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c\n", "a = test[['DayOfWeek', 'Store']].apply(lambda x: st[x[0], x[1]], axis=1).values # \u0422\u041e\u041b\u042c\u041a\u041e \u0422\u0410\u041a...\n", "print rmspe(ytest, a)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.2229627585\n" ] } ], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [ "investlina(a)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "min rmspe = 0.221031220985\n", "min prmse = 0.234138863758\n", "min smape = 0.180176335548\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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L1WpVQWgnDw+PMhlZrTJFYVz/R8lJOujoMERERERERCqVKlMU1r6jD2v6DCVlwQpHhyIV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"text": [ "" ] } ], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "test['Forecast'] = a\n", "ax = test[test.Store==2][['Sales', 'Forecast']].plot()\n", "test[test.Store==1000][['Sales', 'Forecast']].plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 41, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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UOnezDT/do8YDU5Lw/JyRIf3s7mmXI5QS9/MJMhFaaVAXVJTXHz0cDIPfHapE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\nIlalJilRpOoMouOi3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QBAbwAHg3/kR8LhYky1Bwrcdrrzkcv0nq+FwOHl+cjP8tbkaDB3evv9SuwaMH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\n", "text": [ "" ] } ], "prompt_number": 41 }, { "cell_type": "markdown", "metadata": {}, "source": [ "**\u041f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0438\u0433\u0440\u044b\u0448 \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435!**\n", "\n", "\u041d\u043e \u0435\u0449\u0451 \u0434\u0430\u043b\u0435\u043a\u043e \u0434\u043e \u043e\u043f\u0442\u0438\u043c\u0443\u043c\u0430... ~0.1" ] }, { "cell_type": "code", "collapsed": false, "input": [ "st = train[train.Year==2015].groupby(['DayOfWeek', 'Store'])['Sales'].mean() # \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0430 \u043f\u043e \u0434\u0432\u0443\u043c \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c\n", "a = test[['DayOfWeek', 'Store']].apply(lambda x: st[x[0], x[1]], axis=1).values # \u0422\u041e\u041b\u042c\u041a\u041e \u0422\u0410\u041a...\n", "print rmspe(ytest, a)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.218436591399\n" ] } ], "prompt_number": 45 }, { "cell_type": "code", "collapsed": false, "input": [ "investlina(a)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "min rmspe = 0.215392672505\n", "min prmse = 0.232004471326\n", "min smape = 0.179174960539\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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EdrJarWXSs6qiUEREREREpBpTUSjVTmxsrKNDkEpCuSL2UL5ISSlXxB7KFykPKgpFRERE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\n2NVHt27dSmRkJAkJCTRp0oSdO3cSHh5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rGgoHBgayC8oDHDp0iIMHD17RyVaKhEKxHFey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q7Wp59+qoqKCm3bts19nQAAPAw+TQAAj4Vly5app6dHP/30k9atW6fTp09r4cKFWrx48bh2kUhE\nDQ0NbkL4yy+/qK6uzt0eHBxUa2urtm7dqnfeeUenTp1SMBjUwoUL9fvvv2v9+vUqLy+Xz+fThQsX\n1NjYqIGBAR09elRNTU167rnnJEnRaFTNzc1qa2tTQ0ODIpGIvvrqK0lSa2urnn32WVVXV0uSenp6\n9MMPP+ill16SJL344ovq7e1Vc3OzJMmyLLdtQ0ODlixZQkIIAHhk+EQBADw2Zs2apWvXrsmyLHV2\ndurpp59297W3t+vixYuSpEuXLrn1V69e1Zo1a9zt0tJSt+z3+7V48WJ99NFHSqVSqqqq0oYNG8b9\nTsuytHv3br3xxhvav3+/W9/Y2OiWbdseV3f9+nUdP3583HF8Pl/Or/Pw4cMqLS2VYRhatGiRm9AC\nAPAgSAoBAI+F0cSrqalJX3zxhebPnz9u/9q1a91Rw5aWFrd+zpw5unjx4riRwrFaWlr07rvv6sCB\nA3rmmWd08OBBbdq0yf2du3fv1iuvvKJgMDju5+bNm/f/+jhaN2/ePC1dulSxWMzdl06nJUnxeFyB\nQOCer3XDhg2KRqOSpC+//JKkEADwUEgKAQCPhV9//VXnz59XLBZTNBpVLBbTkSNHFAgElEqlJEn1\n9fW6fPmyOjs7deLECa1cuVKrV6/W4cOHdfbsWZmmqVQqpS1btiiTyWjXrl1asWKFurq6dOHCBf3r\nX/9SJpNRW1ubysvLdfLkSb399tuKxWLq6OjQ+fPn1dbW5t5C+u2336qzs1OXL1/WwoULtWLFCknS\nunXrdPjwYcXjcUlSIpFQbW2t1qxZo88//1yVlZXu6OWxY8fU2dmp7u5uVVdXq6OjQ1evXlU4HFY6\nnVYkEpmEvzYA4HFi2KOXVgEAAAAARYevpAAAAACAIkZSCAAAAABFjKQQAAAAAIoYSSEAAAAAFDGS\nQgAAAAAoYiSFAAAAAFDESAoBAAAAoIiRFAIAAABAEfs/ubkiCXrwPl8AAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 49 }, { "cell_type": "markdown", "metadata": {}, "source": [ "\u0421\u0432\u0435\u0436\u0430\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u0446\u0435\u043d\u043d\u0435\u0435!\n", "\n", "\u0410 \u0432\u043e\u0442 \u0432 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u043c \u043a\u043e\u0434\u0435 \u043b\u0443\u0447\u0448\u0435 \u0431\u0440\u0430\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0443 \u0437\u0430 \u0432\u0441\u0451 \u0432\u0440\u0435\u043c\u044f..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#\u0421 \u0443\u0447\u0451\u0442\u043e\u043c Promo \u0434\u043e\u043b\u0436\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c\u0441\u044f \u0435\u0449\u0451 \u043b\u0443\u0447\u0448\u0435..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "st = train.groupby(['DayOfWeek', 'Store', 'Promo'])['Sales'].mean() # \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0430 \u043f\u043e \u0434\u0432\u0443\u043c \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c\n", "a = test[['DayOfWeek', 'Store', 'Promo']].apply(lambda x: st[x[0], x[1], x[2]], axis=1).values # \u0422\u041e\u041b\u042c\u041a\u041e \u0422\u0410\u041a...\n", "print rmspe(ytest, a)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.151292282637\n" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "investlina(a)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "min rmspe = 0.150580685895\n", "min prmse = 0.157648418518\n", "min smape = 0.112999153503\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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3/F1MVtxWdjwxhcBOrYl6aSRmL48yjk5ERERERP5KPX9XRj1/Ngjo0IoOP30Cjg7EdR1M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"text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "figsize(15,5)\n", "test['Forecast'] = a\n", "ax = test[test.Store==2][['Sales', 'Forecast']].plot()\n", "test[test.Store==1000][['Sales', 'Forecast']].plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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uK3nEM/E+coUEUpal7pfxzld2ufKhkZVd9kXbGhAS/fqWXQ52sddpd+PHe3V4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\nDLB4jIaO38FpedXji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wKTYY4iGKjXQndWrWOmJiMrLxem41frlwNNJdWKZE1a7Hto/zMTEnAbMWjb1j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\ne14JbcdElwGHUx743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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e - \u0432\u0441\u0451 \u043f\u043e\u0447\u0442\u0438 \u0438\u0434\u0435\u0430\u043b\u044c\u043d\u043e" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# \u041f\u0440\u043e\u0444\u0438\u043b\u0438 \u043c\u0430\u0433\u0430\u0437\u0438\u043d\u043e\u0432" ] }, { "cell_type": "code", "collapsed": false, "input": [ "st = train[train.Year==2015].groupby(['DayOfWeek', 'Store'])['Sales'].mean()\n", "tmp = pd.DataFrame(st)\n", "tmp.T.stack(0)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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DayOfWeek
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3 4431.521739 5866.565217 7181.739130 9011.130435 5158.434783 5070.304348 8543.304348 6348.782609 7057.521739 5597.391304... 5115.956522 6052.043478 6176.739130 4860.434783 4876.782609 4919.000000 8951.478261 6594.217391 20369.956522 6607.173913
4 3716.375000 4518.250000 5979.041667 8656.458333 4231.708333 4490.625000 7718.375000 6627.125000 6220.833333 5045.416667... 4847.041667 5007.541667 5639.375000 4171.333333 4532.916667 4264.958333 7656.750000 6385.250000 18780.458333 5631.291667
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7 rows \u00d7 1115 columns

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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 15, "text": [ "Store 1 2 3 4 \\\n", " DayOfWeek \n", "Sales 1 4458.652174 5498.086957 7495.608696 9767.000000 \n", " 2 4473.000000 5636.130435 7529.695652 9494.130435 \n", " 3 4431.521739 5866.565217 7181.739130 9011.130435 \n", " 4 3716.375000 4518.250000 5979.041667 8656.458333 \n", " 5 4068.416667 4125.291667 6412.333333 8748.875000 \n", " 6 4865.958333 2976.500000 4501.791667 10535.375000 \n", " 7 0.000000 0.000000 0.000000 0.000000 \n", "\n", "Store 5 6 7 8 \\\n", " DayOfWeek \n", "Sales 1 5596.652174 5363.565217 9384.565217 7209.086957 \n", " 2 5205.608696 5074.434783 9612.260870 6894.913043 \n", " 3 5158.434783 5070.304348 8543.304348 6348.782609 \n", " 4 4231.708333 4490.625000 7718.375000 6627.125000 \n", " 5 4364.666667 4488.041667 8283.416667 5241.958333 \n", " 6 2128.875000 3197.166667 6413.666667 3611.916667 \n", " 7 0.000000 0.000000 0.000000 0.000000 \n", "\n", "Store 9 10 ... 1106 \\\n", " DayOfWeek ... \n", "Sales 1 8511.000000 6127.826087 ... 5653.739130 \n", " 2 7624.695652 5961.173913 ... 5566.130435 \n", " 3 7057.521739 5597.391304 ... 5115.956522 \n", " 4 6220.833333 5045.416667 ... 4847.041667 \n", " 5 6758.541667 5385.208333 ... 4644.375000 \n", " 6 6930.416667 5079.583333 ... 2992.041667 \n", " 7 0.000000 0.000000 ... 0.000000 \n", "\n", "Store 1107 1108 1109 1110 \\\n", " DayOfWeek \n", "Sales 1 7231.521739 7475.391304 5630.347826 5781.956522 \n", " 2 6326.565217 6764.434783 4966.043478 5397.782609 \n", " 3 6052.043478 6176.739130 4860.434783 4876.782609 \n", " 4 5007.541667 5639.375000 4171.333333 4532.916667 \n", " 5 5544.041667 5239.458333 4403.625000 4570.625000 \n", " 6 5554.041667 2407.166667 3787.833333 3608.458333 \n", " 7 0.000000 0.000000 0.000000 0.000000 \n", "\n", "Store 1111 1112 1113 1114 \\\n", " DayOfWeek \n", "Sales 1 6055.565217 10954.260870 6563.217391 20024.043478 \n", " 2 5394.521739 9126.521739 6516.391304 20717.434783 \n", " 3 4919.000000 8951.478261 6594.217391 20369.956522 \n", " 4 4264.958333 7656.750000 6385.250000 18780.458333 \n", " 5 4562.583333 8211.250000 5879.458333 19689.375000 \n", " 6 2921.125000 8139.416667 6015.166667 22747.875000 \n", " 7 0.000000 0.000000 0.000000 0.000000 \n", "\n", "Store 1115 \n", " DayOfWeek \n", "Sales 1 7128.739130 \n", " 2 6467.304348 \n", " 3 6607.173913 \n", " 4 5631.291667 \n", " 5 6758.041667 \n", " 6 7796.875000 \n", " 7 0.000000 \n", "\n", "[7 rows x 1115 columns]" ] } ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "\u041a\u0440\u0443\u0442\u043e\u0439 \u0432\u044b\u0432\u043e\u0434;)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# \u0422\u0435\u043f\u0435\u0440\u044c \u0443\u0441\u0440\u0435\u0434\u043d\u0438\u043c \u043f\u043e \u0432\u0441\u0435\u043c \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c\n", "\n", "\u0442\u0443\u0442 \u0431\u043e\u043b\u044c\u0448\u0430\u044f \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0432 \u0442\u043e\u043c, \u0447\u0442\u043e \u043d\u0435 \u0432\u0441\u0435 \u043a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u0438 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u043e\u0432 \u043c\u043e\u0433\u0443\u0442 \u0431\u044b\u0442\u044c \u0432 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0438" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# \u041e\u0427\u0415\u041d\u042c \u0414\u041e\u041b\u0413\u041e....\n", "def takemean(st, x1, x2, x3, x4, x5):\n", " if st.index.isin([(x1, x2, x3, x4, x5)]).any():\n", " return st[(x1, x2, x3, x4, x5)]\n", " else:\n", " return 5742.0\n", " \n", "st = train.groupby(['DayOfWeek', 'Store', 'Open', 'Promo', 'SchoolHoliday'])['Sales'].mean() # \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0430 \u043f\u043e \u0434\u0432\u0443\u043c \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c\n", "a = test[['DayOfWeek', 'Store', 'Open', 'Promo', 'SchoolHoliday']].apply(lambda x: takemean(st, x[0], x[1], x[2], x[3], x[4]), axis=1).values # \u0422\u041e\u041b\u042c\u041a\u041e \u0422\u0410\u041a...\n", "print rmspe(ytest, a)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 220 }, { "cell_type": "code", "collapsed": false, "input": [ "st = train.groupby(['DayOfWeek', 'Store', 'Open', 'Promo', 'StateHoliday', 'SchoolHoliday'])['Sales'].mean()\n", "test['dummy'] = 5742.0\n", "st2 = test.groupby(['DayOfWeek', 'Store', 'Open', 'Promo', 'StateHoliday', 'SchoolHoliday'])['dummy'].mean()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "np.sum(~st2.index.isin(st.index)) # \u0435\u0441\u0442\u044c \u043d\u043e\u0432\u044b\u0435 \u0438\u043d\u0434\u0435\u043a\u0441\u044b" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 21, "text": [ "45" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "st = st.append(st2[~st2.index.isin(st.index)])\n", "np.sum(~st2.index.isin(st.index)) # \u0443\u0440\u0430! \u043d\u0435\u0442 \"\u043d\u043e\u0432\u0438\u043d\u043e\u043a\"" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ "0" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "st[:5]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 23, "text": [ "DayOfWeek Store Open Promo StateHoliday SchoolHoliday\n", "1 1 0 0 a 0 0.000000\n", " b 1 0.000000\n", " 1 0 0 0 3822.285714\n", " 1 3650.000000\n", " 0 4042.028571\n", "dtype: float64" ] } ], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "a = test[['DayOfWeek', 'Store', 'Open', 'Promo', 'StateHoliday', 'SchoolHoliday']].apply(lambda x: st[x[0], x[1], x[2], x[3], x[4], x[5]], axis=1).values # \u0422\u041e\u041b\u042c\u041a\u041e \u0422\u0410\u041a...\n", "print rmspe(ytest, a)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.15154666421\n" ] } ], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "investlina(a)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "min rmspe = 0.148754855759\n", "min prmse = 0.158953548121\n", "min smape = 0.110712363584\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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1LtZ+REREREQqAnd3d3Jzczl58mRZh1JhODk54e7uXuzXrXRr/qxx4nQOi/am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amf33//PXp7ezEyMoLq6mps3boVALB37160tbUhEokAAKLRKEpKSrBz50588cUXKCgoUPdGXrp0\nCb29vbh79y7cbjd6enowOjoKm82GRCIBh8OxAn9tIiJaTYTk4leoREREREREtGrxUg9ERERERERZ\ngOGPiIiIiIgoCzD8ERERERERZQGGPyIiIiIioizA8EdERERERJQFGP6IiIiIiIiyAMMfERERERFR\nFmD4IyIiIiIiygL/B+nCmZdFGvBBAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "test['Forecast'] = a\n", "ax = test[test.Store==2][['Sales', 'Forecast']].plot()\n", "test[test.Store==1000][['Sales', 'Forecast']].plot()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "-c:1: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_index,col_indexer] = value instead\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 27, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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NTQ42rz3Bg09eg1Y38C973Rml3XlYSV1/9PC4fXz0VglZOYns2VqGRqsmZ3IK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\ngPp2FRefoKHjdnBS/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R8YFu+X65hA8jj0tRN2TGON+oxuKYAPBthDDmRPmjrFPrdPp/VztR3YNPS5T4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7AYjvAMBYMkYegm1Czvf1oJ0bUzcDoEz6DZIpVbWVRgsjQEhiq6svrhCumh0R3Lzo803UbBuH5l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\nx2hRRwghhBBCCCE59v8Bl0DvcNG3pBsAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#\u041f\u043e\u043f\u044b\u0442\u043a\u0430 \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0435\u0449\u0451 \u0447\u0442\u043e-\u0442\u043e \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c" ] }, { "cell_type": "code", "collapsed": false, "input": [ "train['Holiday'] = (train.StateHoliday!='0')|(train.SchoolHoliday!=0)\n", "test['Holiday'] = (test.StateHoliday!='0')|(test.SchoolHoliday!=0)\n", "\n", "feats = ['DayOfWeek', 'Store', 'Promo', 'Holiday'] # , 'SchoolHoliday', 'StateHoliday'\n", "\n", "st = train[train.Open>0].groupby(feats)['Sales'].mean()\n", "test['dummy'] = 6200.0\n", "st2 = test.groupby(feats)['dummy'].mean()\n", "t = (~st2.index.isin(st.index))\n", "print '\u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u0435\u0442 \u0438\u043d\u0434\u0435\u043a\u0441\u043e\u0432:' + str(np.sum(t)) + ' %:' + str(np.mean(t))\n", "st = st.append(st2[~st2.index.isin(st.index)])\n", "a = test[feats].apply(lambda x: st[x[0], x[1], x[2], x[3]], axis=1).values # \u041a\u0410\u041a \u0415\u0429\u0401 \u0421\u0414\u0415\u041b\u0410\u0422\u042c?????\n", "print '\u043e\u0448\u0438\u0431\u043a\u0430 = ' + str(rmspe(ytest, a))\n", "investlina(a)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u0435\u0442 \u0438\u043d\u0434\u0435\u043a\u0441\u043e\u0432:1103 %:0.0516289084441\n", "\u043e\u0448\u0438\u0431\u043a\u0430 = 0.146861059175" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "min rmspe = 0.145358057596" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "min prmse = 0.155383366755\n", "min smape = 0.10815332693\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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cnJx49NFHAdiyZQtr167Fzc2NvLw8BgwYQPv27avtO6v4ExERERGRGnPDh79Xyn1WP9zR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9+Fy+VCf38/BgcH0dXVpez6+cMPP2BgYACjo6Oora3Fli1bAAB79uxBe3s7YrEYACAej8Pj8WDH\njh348ssvUVxcrMxGdnZ2YmBgAHfu3IHb7UZ/fz/Gx8dhsViQSqXgcDhW4F+biIhWE0Fe/AqViIiI\niIiIVi3+1AMREREREVEBYPgjIiIiIiIqAAx/REREREREBYDhj4iIiIiIqAAw/BERERERERUAhj8i\nIiIiIqICwPBHRERERERUABj+iIiIiIiICsB/AHmDEDH6/PxLAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 107 }, { "cell_type": "markdown", "metadata": {}, "source": [ "\u041d\u0435 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u043a\u0440\u0430\u0441\u0438\u0432\u043e\u0433\u043e \u043a\u043e\u0434\u0430 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0431\u043e\u0440\u0430 :(" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def mymean(x):\n", " w = linspace(1,0.1,x.__len__()) ** 2.0\n", " w = w/w.sum()\n", " return np.dot(x,w)\n", "\n", "st = train[train.Open>0].groupby(feats)['Sales'].apply(mymean)\n", "test['dummy'] = 6200.0\n", "st2 = test.groupby(feats)['dummy'].apply(mymean)\n", "t = (~st2.index.isin(st.index))\n", "print '\u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u0435\u0442 \u0438\u043d\u0434\u0435\u043a\u0441\u043e\u0432:' + str(np.sum(t)) + ' %:' + str(np.mean(t))\n", "st = st.append(st2[~st2.index.isin(st.index)])\n", "a = test[feats].apply(lambda x: st[x[0], x[1], x[2], x[3]], axis=1).values # \u041a\u0410\u041a \u0415\u0429\u0401 \u0421\u0414\u0415\u041b\u0410\u0422\u042c?????\n", "print '\u043e\u0448\u0438\u0431\u043a\u0430 = ' + str(rmspe(ytest, a))\n", "investlina(a)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u0435\u0442 \u0438\u043d\u0434\u0435\u043a\u0441\u043e\u0432:1103 %:0.0516289084441\n", "\u043e\u0448\u0438\u0431\u043a\u0430 = 0.144661886707" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "min rmspe = 0.13966759364" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "min prmse = 0.150114327132\n", "min smape = 0.103691933713\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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mgoKCCAgI4MKFC7Rr147WrVsDsGnTJiIiIvDy8iI1NZXOnTtTr169fP3OWlNo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"text": [ "" ] } ], "prompt_number": 111 }, { "cell_type": "markdown", "metadata": {}, "source": [ "\u0421 \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0430\u043d\u0438\u0435\u043c \u0435\u0449\u0451 \u043b\u0443\u0447\u0448\u0435!\n", "\n", "\u041d\u043e dummy \u0432\u0441\u0451 \u043f\u043e\u0440\u0442\u0438\u0442 - \u0435\u0433\u043e \u043c\u043e\u0436\u043d\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0443\u043c\u043d\u0435\u0435:\n", "\u0441\u0440\u0435\u0434\u043d\u0438\u0435 \u043f\u043e \u044d\u0442\u043e\u043c\u0443 \u043c\u0430\u0433\u0430\u0437\u0438\u043d\u0443" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# \u0414\u0435\u043b\u0430\u0435\u043c \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0443" ] }, { "cell_type": "code", "collapsed": false, "input": [ "train = pd.read_csv('D:\\\\Competitions\\\\Rossman\\\\train.csv')\n", "test = pd.read_csv('D:\\\\Competitions\\\\Rossman\\\\test.csv')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 71 }, { "cell_type": "code", "collapsed": false, "input": [ "test[:3]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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IdStoreDayOfWeekDateOpenPromoStateHolidaySchoolHolidaydummy
0 1 1 4 2015-09-17 1 1 0 0 5742
1 2 3 4 2015-09-17 1 1 0 0 5742
2 3 7 4 2015-09-17 1 1 0 0 5742
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 254, "text": [ " Id Store DayOfWeek Date Open Promo StateHoliday SchoolHoliday \\\n", "0 1 1 4 2015-09-17 1 1 0 0 \n", "1 2 3 4 2015-09-17 1 1 0 0 \n", "2 3 7 4 2015-09-17 1 1 0 0 \n", "\n", " dummy \n", "0 5742 \n", "1 5742 \n", "2 5742 " ] } ], "prompt_number": 254 }, { "cell_type": "code", "collapsed": false, "input": [ "test.isnull().sum()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 257, "text": [ "Id 0\n", "Store 0\n", "DayOfWeek 0\n", "Date 0\n", "Open 11\n", "Promo 0\n", "StateHoliday 0\n", "SchoolHoliday 0\n", "dummy 0\n", "dtype: int64" ] } ], "prompt_number": 257 }, { "cell_type": "code", "collapsed": false, "input": [ "test = test.fillna(1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 72 }, { "cell_type": "code", "collapsed": false, "input": [ "train[:3]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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StoreDayOfWeekDateSalesCustomersOpenPromoStateHolidaySchoolHoliday
0 1 5 2015-07-31 5263 555 1 1 0 1
1 2 5 2015-07-31 6064 625 1 1 0 1
2 3 5 2015-07-31 8314 821 1 1 0 1
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 246, "text": [ " Store DayOfWeek Date Sales Customers Open Promo StateHoliday \\\n", "0 1 5 2015-07-31 5263 555 1 1 0 \n", "1 2 5 2015-07-31 6064 625 1 1 0 \n", "2 3 5 2015-07-31 8314 821 1 1 0 \n", "\n", " SchoolHoliday \n", "0 1 \n", "1 1 \n", "2 1 " ] } ], "prompt_number": 246 }, { "cell_type": "code", "collapsed": false, "input": [ "st = train.groupby(['DayOfWeek', 'Store', 'Open', 'Promo', 'StateHoliday', 'SchoolHoliday'])['Sales'].mean()\n", "test['dummy'] = 5742.0\n", "st2 = test.groupby(['DayOfWeek', 'Store', 'Open', 'Promo', 'StateHoliday', 'SchoolHoliday'])['dummy'].mean()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 260 }, { "cell_type": "code", "collapsed": false, "input": [ "np.sum(~st2.index.isin(st.index)) # \u0435\u0441\u0442\u044c \u043d\u043e\u0432\u044b\u0435 \u0438\u043d\u0434\u0435\u043a\u0441\u044b" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 261, "text": [ "199" ] } ], "prompt_number": 261 }, { "cell_type": "code", "collapsed": false, "input": [ "st = st.append(st2[~st2.index.isin(st.index)])\n", "np.sum(~st2.index.isin(st.index)) # \u0443\u0440\u0430! \u043d\u0435\u0442 \"\u043d\u043e\u0432\u0438\u043d\u043e\u043a\"" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 262, "text": [ "0" ] } ], "prompt_number": 262 }, { "cell_type": "code", "collapsed": false, "input": [ "a = test[['DayOfWeek', 'Store', 'Open', 'Promo', 'StateHoliday', 'SchoolHoliday']].apply(lambda x: st[x[0], x[1], x[2], x[3], x[4], x[5]], axis=1).values # \u0422\u041e\u041b\u042c\u041a\u041e \u0422\u0410\u041a..." ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 263 }, { "cell_type": "code", "collapsed": false, "input": [ "forout = pd.DataFrame({'Id': test['Id'], 'Sales': a})" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 266 }, { "cell_type": "code", "collapsed": false, "input": [ "forout[:3]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
IdSales
0 1 5030.391304
1 2 7997.255319
2 3 9090.000000
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 267, "text": [ " Id Sales\n", "0 1 5030.391304\n", "1 2 7997.255319\n", "2 3 9090.000000" ] } ], "prompt_number": 267 }, { "cell_type": "code", "collapsed": false, "input": [ "forout.to_csv('D:\\\\Competitions\\\\Rossman\\\\trivial_10.csv', index=False) # 0.16046" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 269 }, { "cell_type": "code", "collapsed": false, "input": [ "pd.DataFrame({'Id': test['Id'], 'Sales': 0.95*a}).to_csv('D:\\\\Competitions\\\\Rossman\\\\trivial_095.csv', index=False) # 0.1459" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 270 }, { "cell_type": "code", "collapsed": false, "input": [ "pd.DataFrame({'Id': test['Id'], 'Sales': 0.9*a}).to_csv('D:\\\\Competitions\\\\Rossman\\\\trivial_09.csv', index=False) # 0.14990" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 272 }, { "cell_type": "markdown", "metadata": {}, "source": [ "\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u043e\u0447\u0435\u043d\u044c \u0445\u043e\u0440\u043e\u0448\u0430\u044f, \u043d\u043e \u043f\u0440\u043e\u0441\u0442\u0430\u044f..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "st = train.groupby(['DayOfWeek', 'Store', 'Open', 'Promo', 'StateHoliday', 'SchoolHoliday'])['Sales'].apply(mymean)\n", "test['dummy'] = 5742.0\n", "st2 = test.groupby(['DayOfWeek', 'Store', 'Open', 'Promo', 'StateHoliday', 'SchoolHoliday'])['dummy'].apply(mymean)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 73 }, { "cell_type": "code", "collapsed": false, "input": [ "st = st.append(st2[~st2.index.isin(st.index)])\n", "a = test[['DayOfWeek', 'Store', 'Open', 'Promo', 'StateHoliday', 'SchoolHoliday']].apply(lambda x: st[x[0], x[1], x[2], x[3], x[4], x[5]], axis=1).values # \u0422\u041e\u041b\u042c\u041a\u041e \u0422\u0410\u041a..." ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 74 }, { "cell_type": "code", "collapsed": false, "input": [ "pd.DataFrame({'Id': test['Id'], 'Sales': 0.95*a}).to_csv('D:\\\\Competitions\\\\Rossman\\\\trivialmymean_095.csv', index=False) # 0.14713" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 75 }, { "cell_type": "code", "collapsed": false, "input": [ "pd.DataFrame({'Id': test['Id'], 'Sales': 0.9*a}).to_csv('D:\\\\Competitions\\\\Rossman\\\\trivialmymean_09.csv', index=False) # 0.14120" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 76 }, { "cell_type": "code", "collapsed": false, "input": [ "pd.DataFrame({'Id': test['Id'], 'Sales': 0.85*a}).to_csv('D:\\\\Competitions\\\\Rossman\\\\trivialmymean_085.csv', index=False) # 0.15537" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 77 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }