{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "\n", "\n", "# 社交媒体可以预测新冠疫情吗？\n", "\n", "基于知微事见数据\n", "\n", "\n", "http://xgml.zhiweidata.net/?from=floating#/\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "![image.png](./images/pew6.png)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2020-05-13T00:45:30.475038Z", "start_time": "2020-05-13T00:45:30.465409Z" }, "code_folding": [], "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/html": [ "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%html\n", "" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2021-10-24T02:14:56.766802Z", "start_time": "2021-10-24T02:14:56.763388Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "import pylab as plt\n", "import pandas as pd\n", "import seaborn as sns\n", "import numpy as np\n", "import json\n", "\n", "plt.rcParams['font.sans-serif'] = ['Microsoft YaHei'] # 用来正常显示中文标签\n", "plt.rcParams['axes.unicode_minus'] = False # 用来正常显示负号, 注意['SimHei']对应这句不行.\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2021-10-24T02:14:36.134039Z", "start_time": "2021-10-24T02:14:36.117797Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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timevoiceheatcaseallCase
1002020-04-082255336381865
1012020-04-091971624281907
1022020-04-102120463181953
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" ], "text/plain": [ " time voice heat case allCase\n", "100 2020-04-08 225533 63 81865\n", "101 2020-04-09 197162 42 81907\n", "102 2020-04-10 212046 31 81953\n", "103 2020-04-11 164010 31 82052\n", "104 2020-04-12 157726 31 82160" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#j = json.load(open('../data/zhiwei_line.json'))\n", "j = json.load(open('./data/zhiwei_line0417.json'))\n", "df = pd.DataFrame(j)\n", "df.tail()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2021-10-24T02:14:38.856406Z", "start_time": "2021-10-24T02:14:38.845751Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 105 entries, 0 to 104\n", "Data columns (total 5 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 time 105 non-null object\n", " 1 voice 105 non-null object\n", " 2 heat 105 non-null object\n", " 3 case 105 non-null object\n", " 4 allCase 105 non-null object\n", "dtypes: object(5)\n", "memory usage: 4.2+ KB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2021-10-24T02:14:41.849056Z", "start_time": "2021-10-24T02:14:41.844495Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "0 2019-12-30\n", "1 2019-12-31\n", "2 2020-01-01\n", "Name: time, dtype: object" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['time'][:3]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2021-10-24T02:15:20.813982Z", "start_time": "2021-10-24T02:15:20.809839Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "df['heat'] = [np.float64(i) for i in df['heat']]\n", "df['case'] = [np.int32(i) for i in df['case']]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2021-10-24T02:15:22.752364Z", "start_time": "2021-10-24T02:15:22.746509Z" } }, "outputs": [ { "data": { "text/plain": [ "0 2.00000\n", "1 62978.12912\n", "2 19890.45538\n", "3 13725.50326\n", "4 16509.66362\n", " ... \n", "100 225533.00000\n", "101 197162.00000\n", "102 212046.00000\n", "103 164010.00000\n", "104 157726.00000\n", "Name: heat, Length: 105, dtype: float64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['heat']" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2021-10-24T02:16:00.700296Z", "start_time": "2021-10-24T02:16:00.292848Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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/wUMLAVgeacJA59HSl5IHczrdeuaZnTr//EiNDICZkEKJDqHh/oShQxM1ZEipbDa6QcPaSBMGOhffl5IN+8D16ePWpEn7lJZWLZerRjExwRc6AdCxEMChw/DtTzAMQ06nVFysRs29AavxfSOfmZkow/AGBHGkCQMdU6SKpgCwJlIoAcDkIlnGHIA5+L6UnDhxn8aMIXgDcAArcABgAXwjD1iX2y1euwBChgAOACwiEmXMo4EPt+jI8vPjGu1nczrdys3dxeo5gHYhgAMARE04P9xGOzCM9uMj+vLz45SZmdhoP3ZJiU2ZmYmkQANoFwI4AEBUhPPDbbRXPaL9+GhduANst1vKykr4+e87sGKk12vIMLzKzo5XWlo1gT2ANqGICQAg4lr7cCtJ2dnxcrejvZ0vMCwuDvwnzhcY5ufHtXPU1nh8tC4/P04uVz9Nnpyk6dMTNXlyklyufiGdm6Iix88BfNPl/r1eQ1u3xqioyBGyxwTQORDAAQAiLlwfbsMZGFrh8dG6SAXYpaXBLasFex0A+BDAAQAiLlwfboMNDJ97rntYgihWXcwtkgF2cnJwdxLsdQDgQwAHAIi4cH24DTbgu+eehJCnzLXl8Vl1iY5IBtguV42cTrcMw9vkecPwqn//OrlcHa+yLIDwIoBroKCgQDNmzNDs2bOjPRQA6LDC9eG2LQFfOPaksepibpEMsO12KTd3lyQ1+jv33c7JqaSACYA2I4BrID09XXPmzNHMmTOjPRQA6LDC9eG2tcDwYOHYk8aqi7lFOsDOyKhWXl6FUlI8AcedTjctBAC0GwEcACAqwvHhtqXAsCmh3pMW7VUXt1sqLHRo8eKuKix0UCylgWgE2BkZ1Soq2qbXXivTE09U6LXXyrRqVSnBWyv4WwaaRx84AEDUZGRUKy2tOqT9uHyBYcM+bC0J5Z605h7f6XQrJ6cybB/c6T3XOl+AnZmZKMPw+ldhpfAG2Ha7NGZMx1x1DUc/Pf6WgZYZXm/DFqo42Pbt21VbWxvtYaANDMOQ0+lUcXGx+PO2FubOmsw6b2639Nxz3XXPPQmtXvvaa2Uh/4Ad7kbRBwtsit44KGluRdOscxduTQUI/fvXhTXADjUzzF04Aq32/i1bhRnmDe0TGxurvn37RnsYkgjgWkUAZz28OVoXc2dNZp43t1tyufqppMQWsNriYxheOZ1urVpVatliEr7fsb6vWdt+RzPPXbhFMsAOh2jPXTgCrUP5W7aKaM8b2s9MARx74AAAHVa096RFAr3n2seX1jhx4j6NGWOt4C3awtVPj79lIDgEcACADq2jVwKk9xwiLVyBFn/LQHAoYgIA6PDCUSzFLOg9h0gLV6DF3zIQHAI4AECn0FErAfpK47e2z4/ecwiVcAVa/C0DwSGFEgAAC+sM+/xgLuHqp8ffMhAcAjgAACyuo+/zg7mEM9DibxloHSmUAAB0AB15nx/MJ5wN6/lbBlpGAAcAQAfRUff5wZyaC7QkqbDw0IIv/paB5hHAAQAAoF0aBlr5+XFNrsrl5u4i/REIEfbAAQAA4JDl58cpMzNRxcWBHy9LSmzKzExUfn5clEYGdCwEcAAAADgkbreUlZUgr1dq2ODb1xIgOzteblq4AYeMAA4AAACHpKjI8XPaZOP+bVJ9ELd1a4yKihyRHRjQARHAAQAA4JCUlgZXpSTY6wA0jwAOAAAAhyQ5ObjcyGCvA9A8AjgAAAAcEperRk6nu1Fjbx/D8Kp//zp/mwEA7UcABwAAgENit0u5ubskqVEQ57udk1NJM24gBAjgAAAAcMgyMqqVl1ehlBRPwHGn0628vAr6wAEhQiNvAAAAhERGRrXS0qpVVORQaaldycluuVw1rLwBIUQABwAAgJCx26UxY9jrBoQLKZQAAAAAYBEEcAAAAABgEQRwAAAAAGARBHAAAAAAYBEEcAAAAABgEQRwAAAAAGARBHAAAAAAYBEEcAAAAABgER26kXdNTY0eeOABlZeXq0uXLpo+fbqOOOKIaA8LAAAAANrFUitwNTU1bbrebrfrtttu09y5czV+/HgtWbIkTCMDAAAAgPAz/QpcRUWFPvnkE61evVrr1q3T/PnzA857vV4tXLhQb7/9tqqqqjRy5EhlZmYqPj5edrtd8fHx8ng82rFjhwYOHBil3wIAAAAADp3pV+AeeOABLVq0SLt379b+/fsbnV+yZImWLl2qadOm6c9//rO2bNmiJ554wn/+H//4h6655hp9/vnnGj9+fCSHDgAAAAAhZfoA7s4779S8efM0bty4Ruc8Ho+WLFmiCy64QKNGjdIxxxyjK6+8UmvWrFFpaakk6ZJLLtHf/vY3jR49WvPmzYv08AEAAAAgZEyfQpmUlNTsuU2bNmn37t06/vjj/ceGDRsmwzC0YcMGJScnS5JsNpvOOussvf76683eV21trWpra/23DcNQ165dZRiGDMM49F8EEeObL+bNepg7a2LerIu5sy7mzpqYN+sy05yZPoBriW+VzReoSZLD4VB8fLzKy8u1detW9ezZUz179tR///tfDR48uNn7WrRokRYuXOi/PWjQID344IMtBpAwt5SUlGgPAe3E3FkT82ZdzJ11MXfWxLzhUFg6gKuurpZhGIqNjQ043qVLF9XW1qqyslKzZs2SJPXr10/XX399s/c1adIkTZgwwX/bF2WXlZUFrMzB/AzDUEpKikpKSuT1eqM9HLQBc2dNzJt1MXfWxdxZE/NmXbGxsaZZ2LF0ABcTEyOv1yu32y273e4/Xltbqy5duujYY4/V448/HtR9xcbGNgoEpfoql7zArIm5sy7mzpqYN+ti7qyLuTvA7ZaKihwqLbUrOdktl6tGB308NBXmzXrMNF+WDuB69+4tSdqxY4c/jdK38nZwWiUAAAA6rvz8OGVlJai4+EDE5nS6lZu7SxkZ1VEcGRB6pq9C2ZLBgwfL4XBo7dq1/mPr16+XJA0dOjRawwIAAECE5OfHKTMzUcXFgR9rS0psysxMVH5+XJRGBoSH6VfgysvLVVNTo127dkmSSkpKJNWvvjkcDo0fP14LFixQUlKS4uLi9Pzzz+vss89Wjx49ojlsAAAAhJnbLWVlJag+uy2wSqDXa8gwvMrOjldaWrVp0ymBtjJ9ADd37lz/qpok3XrrrZKk7OxsDRs2TFOmTFFNTY3mzJkjm82msWPH6oorrmj34xUUFGjZsmVKTU3VzJkzD3n8AAAACI+iIkdA2mRDXq+hrVtjVFTk0JgxNREcGRA+pg/g7rnnnhbPx8bGaurUqZo6dWpIHi89PV3p6ekhuS8AAACET2lpcMtqwV4HWIGl98ABAACg80pOdof0OsAK2h3Abdu2TatXrw7lWAAAAICguVw1cjrdMoymS7wbhlf9+9fJ5SJ9Eh1HuwO4V155RQ8//LDWrFnT6NzatWtN1SsBAIDmuN1SYaFDixd3VWGhQ26+qAcsw26XcnPrC901DOJ8t3NyKilggg6lXQHchg0b9OGHH2rAgAE67rjjAs59/vnnmjVrlp544omQDBAAgHDJz4+Ty9VPkycnafr0RE2enCSXqx9lxwELycioVl5ehVJSPAHHnU638vIq6AOHDqfNRUz27t2ruXPnymaz6YYbblBMTP1deL1eGYahY489Vscee6zee+89paSk6MILLwz5oAEAOFS+3lENE0Z8vaP44AdYR0ZGtdLSqlVU5FBpqV3JyW65XDWsvKFDatMKnMfj0eOPP67t27fryiuv1FFHHSVJ+n//7/9p1qxZ8ng8io2N1R/+8Ac5nU4tXLhQX3zxRVgGHi4FBQWaMWOGZs+eHe2hAADCpLXeUZKUnR1POiVgIXa7NGZMjSZO3KcxYwje0HEFHcDV1tbqoYce0po1a3T22WfrN7/5jf/ct99+q88++0xPPvmkJKlbt2667bbbZLfb9eSTT6q62jrfYKanp2vOnDn0gAOADuxA7yijyfMH944CAMBMggrgNm/erKysLK1Zs0YZGRmaOnWq1q9fr9raWknStddeq5EjR+q9997TsmXLJEkDBw7U5MmTtWPHDi1YsCB8vwEAAG1E7ygAgFW1GMDt2bNHTz75pO68805t3rxZ1157ra666iqVl5frwQcf1MMPP6y6ujrZbDb97ne/U69evfTSSy9p8+bNkqRzzz1XTqdTBQUF2rZtW0R+IQBA86i4WI/eUQAAq2oxgKurq9O7774rt9utGTNmKC0tTZLUu3dvjR07Vp999pmeffZZSVL37t110003qaamRk8//bQkyW63a8qUKXK73azCAUCUUXHxAHpHAQCsqsUArmfPnkpLS5NhGJozZ46WLl3qPzd16lT98pe/1DvvvKOVK1dKkkaOHKlTTjlFGzZs0Pvvvy9JcrlcGjhwoAoLC7V9+/Yw/ioAgOb4Ki4WFwe+7fsqLna2II7eUQAAq2oxgLPb7br22mv14IMPKiUlRc8//7zmz5/vPz99+nT16dNH8+fP1+7duyVJl156qWJjY/XKK6+orq5OknTOOefI4/EEBIAAgMig4mLT6B0FALCioIqYDBw4UPfee69GjBih/Px8Pffcc5Lq0yavuuoq7dmzR3//+98lSUlJSRo/frzKysr03nvvSZJOPfVU9ejRQ++++64/qAMARAYVF5uXkVGtoqJteu21Mj3xRIVee61Mq1aVErwhJNhzCiAcgm4jEBcXp7vuukvDhw/XsmXL/KtpLpdLQ4cO1bvvvquSkhJJ0oQJE2S32/Xvf/9bkhQTE6NTTjlFe/bs0UcffRSGXyN06AMHoKOh4mLL6B2FcGDPKYBwaVMjb5vNphkzZig5OVkvvPCCvv76a0nSpEmT5PF49MYbb0iqL3IyZswYDRo0SDU19RvAx44dK0kqLCwM5fhDjj5wADoaKi4CkcWeUwDh1KYATpJ69OihGTNmyOv16sknn9T+/fs1YsQIXXzxxbr00kv9191www268cYb/QHcUUcdpV69emnHjh2hGz0AoFVUXAQihz2nAMKtTQFcaWmpPB6PBg8erDPPPFMlJSV69913JUnnn3++unXr5r92z549uummm3Tbbbdp586dkqQ//vGPuv/++0M3egBAq6i4CEQOe04BhFvQAdx3332nP/3pT/4CJpdeeqmmTJmi8ePHN3l9r169NGPGDO3Zs0dz5syRx+PRoEGDZLO1edEPAHCIqLgIRAZ7TgGEW0wwF3399deaNWuW9u3bJ7fbLa/Xqx49emjEiBH67rvvmv25Ll266IwzztDbb7+tF154QVdffXWoxg0AaKOMjGqlpVWrqMih0lK7kpPdcrko2gGEEntOAYRbqwHcV199pVmzZqmmpkbXXHON0tPT/efuuuuuoB9o6dKlSkhI0KRJk9o3UgDAIfNVXOws3G4RsCKifHtOS0ps/j1vBzMMr5xON3tOAbRbqwFcZWWlPB6PbrvtNv3qV79qdH7IkCE6/vjjm/15j8ejkpISffLJJ3I6nYc0WAAAgpWfH6esrISf9yPVczrdys3dRcoowsa35zQzM1GG4Q0I4thzCiAUWg3gTjrpJM2dO1eJiYlNnj/yyCM1efLkVh+opqZGDof5N+wWFBRo2bJlSk1NpZUAAFiUr4y7t0HhTV8Zd/b9IZx8e06b+gIhJ6eSvz0AhySoPXDNBW8Oh0OxsbFBPZAVgjepvg/cwWmiAABraa2Mu2F4lZ0dr7S0alZBEDbsOQUQLkEFcM158cUXQzUOAABC4kAZ96YdXMa9M+0HROR1tj2nACKjXQHcp59+qsLCwjb9jM1mU1JSks466yz16tWrPQ8LAECrKOMOAOjI2hXA/fTTT3r33XfVo0cPSfWFSqqqqtStWzd/n7c9e/YoLi5OMTH1D1FXV6fq6mqtWbOGZt4AgLChjDsAoCMLKoArLy9XYWGhRowYoYEDB/qPP/vss5KkDRs26O6779b999+v/v37S5KmTJmiadOm6dRTT/Vf//jjj7d55Q4AgLagjDuAtqDdCKwmqACutLRUL774omJjY3XNNdc0Om8Yjf+BbErfvn3l8XjaNkIAANqAMu4AgkW7EViRrS0XO51O5eXl6c0332zXgyUnJ+uSSy5p188CABAsXxn3lJTALw2dTjctBABIOtBupLg48OOwr91Ifn5clEYGtKxNe+BmzpypoqIiLViwQJK0cOFCSdKOHTsk1fdQi4+Pl1S/L66oqEglJSUB99G7d+9DHjQAAK2hjDuA5tBuBFbWpgDOMAydd955crvdevXVV/Xaa68FnF+2bFnA7Y8++kgfffRRwLGjjjpKZ555ZjuHCwBA8CjjDqAptBuBlbUYwLnd7ib3t/mad8+fP1+StHHjRt1777168MEHlZKSIkm65pprlJmZqdGjRwf8rK9KJQAAABANtBuBlbUYwH399dd69tlnGwVhPnFx9bnBXbp0kSQ5HA7/Mak+0Dv4thUUFBRo2bJlSk1N1cyZM6M9HAAAAIQY7UZgZS0GcA6HQ3v27PGnSu7fvz8ig4qm9PR0paenR3sYAGB6B5feHjpUGjJEIskCgBXQbgRW1mIAN2TIED3++ONavHixFi9erPvuu0833HCD//yjjz4qSdq7d68k6YUXXlBCQoK6du0qr9erH374Qcccc4z69u0bxl8BABBpTZfeTqb0NgBLoN0IrMzweuvr77Tmxx9/1Ny5c7V582YlJyertrZW9ib+qmtqalRVVaW6ujr/sd69e+tXv/qVxo0bp8MPPzx0o4+A7du3q7a2NtrDQBsYhiGn06ni4mIF+ecNk2DurMFXerth9Tbfhx7K9FsHrznza67JNHMXGk19GdW/f51ycirD8j7GvFlXbGysaRalggrg3G63Kioq1KVLFz3zzDMqKirScccdp9tvv73ZPW5VVVX64YcftGHDBr333nvavHmzJGnUqFG65pprlJSUFNrfJEwI4KyHN0frYu7Mz+2WXK5+P/dNaj7taNWqUr65toBDec01F1ggdFpqMn3OOft5vwyRSP4t8++cdZkpgAuqjcCPP/6ou+66S/fcc49uu+02Pffcc1q3bp2qq6u1bdu2Zn+ue/fuOuGEEzRu3Dh9//33euaZZ1RZWamYmDZ1LwAAmASltyG1HFiw+hoagSvdB/iaTD/zzE5dd110xtbR0G4EVtOmSMr3TcG1116rqqoqlZaW6s4772z156699lqlpaVp9uzZstlsBHAAYFGU3kZrgcWhptCyshdck+msrHhdfXU0Rgcg2trcyNunW7du/v8/ffp0JScnN/kz2dnZ/v/vcDjaOj4AgIlQertzCyawyM6OV1padbuCLlb26gW30m3Xe+9JxxwTwYF1UnypALNpUwD38ssva9SoURo+fLiOPPJI//HBgwcrNTU15IMDAJgLpbc7rmA+pIYzhTbcK3tWEuwKdnExAVy4RfJLBQJFBKtNAVxZWZlefvllSfWVJY866ihJ0r///W/17Nmz2Z/773//q+3bt2vChAnq1atX+0cLAIgqSm93TPn5cbr77vhWP6SGK4U23Ct7VhPsCrbTGeaBdHKR/FKB1We0RZsCuFtuuUUDBgzQZ599pg8//FAff/yxJGnFihWS6oO6hnr37q0tW7Zoy5YtOuOMMwjgAMDiMjKqlZdX0cSHDY9ycviwYTX/+pc0bVqvoD6khiuFluI4gYJb6fZo7Fi7SkujMMBOIJJfKrD6jLZqczWRhIQEnXbaaTrttNO0Z88e/ec//9HSpUtVUVGhpKQkXXnllf6VOQBAx5SRUa20tGp/us/QoYkaMqRUNhtlsa3E7ZZ+9zsF/SE1XCm0FMcJFMxKd25upez2xGgNscOL1JcKrD6jPWzBXNSjRw+NHj1aCQkJjY6fd955mjdvnq655hpt3bpVjz32mPbu3RuWwUZCQUGBZsyYodmzZ0d7KABgar7S25MmVevXvxYfLiyoqMih+jatjYMxKfBDqnQgsJAOBBI+h5JCS3Gcxnwr3SkpnoDjTqebFZkIiNSXCgcCxeBeg4AU5ApccnKyfv/73zd/JzExSk9P12mnnab9+/ere/fuoRpfxKWnpys9PT3awwAAIOy2bQvqe9yAD6nNp9C6lZNT2a7AguI4TWu40h1Y2KLpD/wIjUh9qcDqM9oj6BTKmpoabdy4sdnz3bt31+GHHx7QXgAAAJhXv36e1i9S4w+pLQcWbUdxnObRZDo6IvWlAqvPaI+gA7iysjLl5OQ0e37o0KH605/+pA8++KDV+zr99NODfVgAABAmLleNUlOlLVu8bf6QGurAIhwre0B7RepLBVaf0R6tBnBlZWVKSkry377rrrsCzu/YsUN5eXm6/PLLtW/fPj355JOtPigBHAAA0We3S489Jl14oUyx8hXqlT3gUETiSwVWn9EeLQZwdXV1ysnJ0S9+8QtlZGRIko4//ni9/fbb6tGjh04++WRt3bpVknTkkUdq9+7dkqTs7Gx169ZNd955p26//Xb17dtXpaWlmj17th588MEw/0oAACBY558vPfPMzib7wEVj5YuUQZhJJL5UYPUZbdViAFddXa3k5GS9++67+vLLL/3HP/nkE61evVqnnnqqzj333EY/N3DgQPXo0UOSNGDAAPXv318OR331nCOOOCKEwwcAAIcqI6Na48fvY+ULaEIkvlRg9Rlt0WIA16NHD919991avny5XnrpJf/xO+64Q++//76WLVsmO39ZAABYHitfQPDcboU82OI1iGAFVcTk7LPP1uGHH667775bX375pbxer3r37q0pU6bo+++/D/cYAQAAAFPIz49rMt0xN3cX6Y6IiKCrUPpSIu+5555wjQUAAAAwrfz8OGVmJsob2MdeJSU2ZWYm0mQdERF0AOf9+S81Ozs74Pj27duDqjwJAAAAWJXbLWVlJfwcvAWW/Pd6DRmGV9nZ8UpLq2bvGsKq1QDO4/HohRdeUFlZmaT6fm+StGrVKq1evVqTJk0K7wgBAACAKCsqcgSkTTbk9RraujVGRUUO9rIhrFoM4Pbt26eHH35Y69at05AhQ/zH58+fr/z8fLlcLtXW1oZ9kAAAAEA0lZYGt6wW7HVAe7UYwDkcDu3fv19XXXWVjj/+eM2YMUOSNGjQIP3+97/X6NGj/X3gDvbFF1+oa9eukqSvv/5a27dv144dOyRJa9eu1YgRI0L9ewAAAABhk5zsDul1QHu1GMDZ7Xbde++9stls/kBt5cqV8nq9qqmp0bvvvquKigpJ9YHZoEGDJElz5szx38dTTz0VcJ/333+/Xn311ZD+EgAAAEA4uVw1cjrdKimxyes1Gp03DK+czvqWAkA4tboHzmazBdx+4oknmrxu0aJFuvvuu3XXXXeFZmQAAACASdjtUm7uLmVmJsowvAFBnGHUF/vLyamkgAnCLugqlP369dNjjz0mSaqoqFBFRYUGDx7sP+9wOGSz2XT88cdLkv7zn/9oy5YtuvLKK0M7YgAAACAKMjKqlZdX0WQfuJycSloIICKCDuDsdrtSUlIkSStWrNCiRYtaTIXcuXOn3nzzTY0ePVpHHXXUoY80QgoKCrRs2TKlpqZq5syZ0R4OAAAATCQjo1ppadUqKnKotNSu5OT6tElW3hApQQdwbfXLX/5SCxYs0IoVKywVwKWnpys9PT3awwAAAIBJ2e2iVQCiptUAbvr06dq1a1fAMbe7vrrO5Zdf3uoDFBYW6qqrrpLD4WjnEAEAAAAAUhAB3IknnqiqqqqAYz/++KN++uknuVyuFn/Wd90HH3ygM84449BGCgBAkNxukd4EAOiQWg3grrvuukbH/vGPf+inn37SLbfc0uLPfvrpp5o1a5aWL19OAAcAiIj8/LgmCwzk5u6iwAAAwPJsrV/SfiNGjFDPnj317bff6qeffgrnQwEAoPz8OGVmJqq4OPCft5ISmzIzE5WfHxelkQEAEBpBFTHZunWrevfurbi4+n/4zjzzTI0YMUKSNGXKFF166aU699xzG/2czWbT73//e/Xt21f9+vUL4bABAAjkdktZWQnyeiUpsMmu12vIMLzKzo5XWlo16ZQAAMtqdQWuoKBAM2bM0I8//ug/lpycrKFDh0qSPB6PPB5Psz8/fPhwgjcAQNgVFTl+Tps0mjzv9RraujVGRUUU1QIAWFerAVzv3r0lSdu3b2/2GsNo+h9LAAAipbQ0uGW1YK8DAMCMWk2hTE1NlSTt2LGj2WsWL16st956K6gHNAxDjz/+eJDDAwAgOMnJ7pBeBwCAGbUawKWkpMhut6u8vLzZa3r27KmkpKSQDgwAgLZwuWrkdLpVUmKT19s4M8QwvHI661sKAABgVa0GcDabTX369FFFRUWz15x55pk677zzQjowAADawm6XcnN3KTMzUYbhDQjiDMMrScrJqaSACQDA0oJqI9CtWzdVVlaGeywAABySjIxq5eVVKCUlsLiW0+lWXl4FfeAAAJYXVBsBXwBXU1Mjb319Zkny/3+3262amho5HFT2AgBEV0ZGtdLSqlVU5FBpqV3JyfVpk6y8AQA6gqACuK5du2r9+vW64oormjz/6quv6tVXX5Xdble3bt3UvXt3HXbYYTrqqKN0zDHH6Nhjjw3poAEAaIndLo0Zw143AEDHE1QAd/rpp2vQoEGtXrdv3z5VVVVpz549+vHHH/Xf//5XUn0hlLPPPlvjx49nlQ4AAAAA2imoAM7lciklJUVJSUnq3r27//gjjzyiPn366JprrpEk/fjjjwHX7NmzR59++qneeustvfjii1q+fLluvPFGVuQAAAAAoB2CKmIiSXfccYc+/vhj/fDDD/5jGzZsCLh9xx13aPXq1f7b1dXVev/99/Xb3/5Wd999t2pra7V48eJQjBsAYFFut1RY6NDixV1VWOiQm7ZsAAAELagVOJ/du3crNzdXxx57rG6++eYmr/EVNlm+fLleeuklVVdXq2fPnpo+fboeeeQR2dlFDgCdVn5+nLKyElRcfODfAqfTrdzcXVSIBAAgCG0K4Gw2m371q19pxYoVuuuuu7R///4mr6uoqNCLL76opKQkXXXVVRo5cqSk+mqWAIDOKT8/TpmZiTqomLEkqaTEpszMRMr8AwAQhKACuJ07d0qSunfvrhtvvFFjx47VM888o+rqxv/QGoahxMRE5ebmauDAgbLZgs7SBAB0UG63lJWV8HPwZgSc83oNGYZX2dnxSkurptw/AAAtaDGAKy8v18svv+yvJukzfPhwPfzww7rxxhslSWvXrtVjjz0mSXr22Wf1wgsvNLovu90up9OpSy+9VEcffXSoxg8AsICiIkdA2mRDXq+hrVtjVFTkoPw/AAAtaHF57LvvvtMHH3yg008/vdG5mJgY/362+Ph4f5rkwIEDNXLkyEb/HXXUUfrmm2/0xBNPhOHXAACYWWlpcMtqwV4HAEBn1eIK3KhRozRnzhylpKRo2bJlkqSamho999xzch9UNuyII47Qrbfeqg8++EBnnXVWkwGfJD3//PNaunRpCIcfegUFBVq2bJlSU1M1c+bMaA8HADqE5OTgSk0Gex0AAJ1Vq3vgUlJS/P9/165duuuuu7RlyxaNHz9eHo+nyZ+prKzUXXfdpTPPPFPjx49Xz549JckS++HS09OVnp4e7WEAQIfictXI6XSrpMQmr9dodN4wvHI63XK5SJ8EAKAlbYqoevbsqcMPP1zZ2dm69tprmw3IduzYoe7du2vBggW66aab9MILL2jnzp064ogjdNlll4Vk4AAA67DbpdzcXZLqg7WD+W7n5FRSwAQAgFYE3UbAZrPJbrfr1ltvbfXaQYMG6aGHHtLatWu1ePFivfnmm/roo480d+5cS6zCAQBCLyOjWnl5FU32gcvJqaSFAAAAQQg6gHvllVcaHfvlL3+pXr16+W//7W9/k8Ph8N8eMWKERowYoXXr1mn//v0EbwDQyWVkVCstrVpFRQ6VltqVnFyfNsnKGwAAwWlTI++Grr/++oDbzTXqHjZs2KE8DACgA7HbRasAAADaiSUxAAAAALAIAjgAAAAAsAgCOAAAAACwCAI4AAAAALAIAjgAAAAAsAgCOAAAAACwiENqIwAg+txu0VMLAACgkyCAAywsPz9OWVkJKi4+ELE5nW7l5u5SRkZ1FEcGAACAcCCFErCo/Pw4ZWYmqrg48GVcUmJTZmai8vPjojQyAJ2J2y0VFjq0eHFXFRY65HZHe0QA0LGxAgdYkNstZWUlyOuVJCPgnNdryDC8ys6OV1paNemUAMKGLAAAiDxW4AALKipy/PyByWjyvNdraOvWGBUVOSI7MACdBlkAzWNVEkA4sQIHWFBpaXDLasFeBwBtQRZA81iVBBBurMABFpScHNzXucFeBwBtQRZA01iVBBAJBHCABblcNXI63TIMb5PnDcOr/v3r5HLVRHhk1kfqE9A6sgAaa21VUpKys+N5TwFwyAjgAAuy26Xc3F2S1CiI893OyansdKlLhyo/P04uVz9Nnpyk6dMTNXlyklyufnxrDjRAFkBjrEoCiBQCOMCiMjKqlZdXoZQUT8Bxp9OtvLwK9lq0EalPQPDIAmiMVUkAkUIRE8DCMjKqlZZWraIih0pL7UpOdsvlqmHlrY0oyAC0jS8LIDMzUYbh9acISp03CyAaq5K+lO9t22y8/wOdCCtwgMXZ7dKYMTWaOHGfxozhH+/2IPUJaDuyAAJFelUyPz9ORxwhXXhhH1K+gU6GFTgAnR6pT0D7kAVwQGurkl6vdM459c/VoT5H9SnfvX7OGjjAl/LdGQNooDNhBQ5Ap0dBBqD9yAI4oLlVScOQJEPPPNPjkFfKAlO+A1HtEugcCOAAdHoUZAAQKhkZ1Soq2qbXXivT1Kl7JHnlCYznDqk4EinfAAjgAHR6tGUAEEp2e/0XQ2++2fXnI6HrC0fKNwACOAAQBRkAhFa4VspI+QZAERMA+BkFGQCESrhWynwp3yUltoBCKT6G4ZXT6SblG+jACOAA4CC+ggwAcCjCtVIWWO1SAcVMSPkGOgdSKAEAAEIsnMWRMjKq9cwzOzVgQOBxUr6BzoEVOAAAgBBrrS+cdGgrZRkZ1br6amnx4h3ats1GyjfQiXToAK6mpkZ//etf9fXXX8vtdmvKlCk65ZRToj0sAADQCfiKI2VlJfxc0KSe0+lWTk7lIa+U+VK+vU01hQPQYVkqgKupqZHDEXy1pn379umkk07STTfdpNLSUv3xj3/U6NGjZbOROQoAAMKP4kgAQs30AVxFRYU++eQTrV69WuvWrdP8+fMDznu9Xi1cuFBvv/22qqqqNHLkSGVmZio+Pl4JCQkaNWqUJCk5OVl2u111dXVtCgIBAOjM3G4RfBwiiiMBCCXTB3APPPCA9u3bp8TERO3fv7/R+SVLlmjp0qW66aab1LNnTz311FN64okndNdddwVct3btWg0ePJjgDQCAIOXnxzWZ/pebu4tCGQAQJabPJbzzzjs1b948jRs3rtE5j8ejJUuW6IILLtCoUaN0zDHH6Morr9SaNWtUWlrqv66srEwvvviirrvuukgOHQAAy8rPj1NmZqKKiwM/KpSU2JSZmaj8/LgojQwAOjfTr8AlJSU1e27Tpk3avXu3jj/+eP+xYcOGyTAMbdiwQcnJyaqsrNQjjzyizMxMJScnN3tftbW1qq2t9d82DENdu3aVYRgyjMaNMmFevvli3qyHubMm5s26mps7t1vKykr4ucdY4Dmv15BheJWdnaD09P2kU0YJrztrYt6sy0xzZvoAriW+VbaDAzOHw6H4+HiVl5erqqpKDz30kC6//HIdddRRLd7XokWLtHDhQv/tQYMG6cEHH2wxgIS5paSkRHsIaCfmzpqYN+tqOHcrVkjFxc1f7/Ua2rrVro0bnfr1r8M6NLSC1501MW84FJYO4Kqrq2UYhmJjYwOOd+nSRbW1tVq6dKl+/PFHPf300/5zjz32WJNVKCdNmqQJEyb4b/ui7LKysoCVOZifYRhKSUlRSUkJpZUthrmzJubNupqbu/Xr4yQltvrz69dX6Jhj2AsXDbzurIl5s67Y2FjTLOxYOoCLiYmR1+uV2+2W/aAcjtraWnXp0kUTJkzQBRdcENR9xcbGNgoEpfoql7zArIm5sy7mzpqYN+tqOHfJye6gfi452c2cRxmvO2ti3qzHTPNl+iImLendu7ckaceOHf5jtbW1qqysbHG/GwAAaJ7LVSOn0y3DaPoDi2F41b9/nVwuSuMDQKRZOoDztQVYu3at/9j69eslSUOHDo3WsAAAsDS7XcrN3SVJjYI43+2cnEoKmABAFJg+gCsvL1dJSYl27ar/h6SkpEQlJSWqqamRw+HQ+PHjtWDBAn366af66quv9Pzzz+vss89Wjx49ojxyAACsKyOjWnl5FUpJ8QQcdzrdysuroA8cAESJ6ffAzZ0717+qJkm33nqrJCk7O1vDhg3TlClTVFNTozlz5shms2ns2LG64oor2v14BQUFWrZsmVJTUzVz5sxDHj8AAFaVkVGttLRqFRU5VFpqV3KyWy5XDStvABBFhtdMO/JMaPv27VShtBjDMOR0OlVcXGyqDadoHXNnTcybdTF31sXcWRPzZl2xsbHq27dvtIchyQIplAAAAACAegRwAAAAAGARpt8DZxZut9gDAAANuN3SRx85VFMjORwOnXTSft4bAQAIIwK4IOTnxykrK0HFxQc+lTidbuXm7qIKF4BOq/F7Yx/eGwEACDNSKFvxwQddlJmZqOLiwKeqpMSmzMxE5efHRWlkABA9+flxvDcCABAFBHANFBQUaMaMGZo9e7Yk6f/+r7vqiwQZAdd5vfW3s7Pj5XZHeJAAEEVut5SVlcB7IwAAUUAKZQPp6elKT0/3396+vfnNHF6voa1bY1RU5NCYMTWRGB4ARF1RkSMgpbwh3hsBAAgfVuBCoLSUHfsAOo9g3/N4bwQAIPQI4EIgOZk8IQCdR7Dvebw3AgAQegRwrejb1y3D8DZ5zjC86t+/Ti4XKUIAOg+Xq0ZOJ++NAABEAwFcK268ca8kNfqg4rudk1NJzyMAnYrdLuXm7pJkzfdGt1sqLHRo8eKuKix0UGwFAGApBHCtOOWU/crLq1BKiifguNPpVl5eBb2OAHRKGRnVlnxvzM+Pk8vVT5MnJ2n69ERNnpwkl6sfbQ8AAJZBFcogZGRUKy2tWkVFDpWW2pWc7JbLVWPab5cBIBJ8740ffdRFNTV95HDs0Ekn7Tfte6Ovd523Qeanr3edmQNPAAB8COAaKCgo0LJly5SamqqZM2f6j9vtohw2ADTge290OqXi4ppGwZFZtNa7zjC8ys6OV1patWkDUAAAJAK4Rhr2gQNa4naLlVnAAuhdBwDoKAjggHbKz49TVlZCwIdCp9Ot3NxdpGEBJkPvOgBAR0ERE6AdfHtpiosDX0K+vTQURADMhd51AICOggAOaKPW9tJIUnZ2PKXJAROhdx0AoKMggAPa6MBeGqPJ8wfvpWkr+lMB4WH13nUAAPgQwAFtFK69NPSnAsLLqr3rAAA4GEVMgDYKx14a+lMBkUFfTwCA1RHANdBcHzjAx7eXpqTE5t/zdjDD8MrpdAe9l4b+VEDotdTig76eAAArI4BrgD5waI1vL01mZqIMwxsQxLVnLw39qYDQys+P0913J6ik5MDrKiXFrXvvpcUHAMD62AMHtEMo99LQnwoInfz8OE2blqiSksYtPqZNo8UHAMD6WIED2ilUe2noTwWEhtst/eEPCT/fapjebEjy6o47EkhHBgBYGgEccAhCsZcm1HvqgM6qsNChnTtbiswMVVTYVVjo0NixvJ4AANZECiUQZfSnAkLjww+7hPQ6AADMiAAOMAH6UwGh4G39kjZdBwCA+ZBCCZgE/amAQzNmTI0eeyy46wAAsCoCOMBE6E+F1rTU36yzGz26RomJblVU2NS4iIkkeZWY6NHo0bzGAADWRQAHABaRnx+nrKyEgL6BTqdbubkdt79ZWwJWu1166KFdmjYtUfVpkgcHcfVpkw89tIuAFwBgaeyBAwALyM+PU2ZmooqLG/c3y8zsmP3N8vPj5HL10+TJSZo+PVGTJyfJ5erX4u+akVGtZ56pkNPZeD/pM8+wnxQAYH2swDVQUFCgZcuWKTU1VTNnzoz2cADTI6Uv/NxuKSsrQV6v1DA10Os1ZBheZWfHd6j+Zr6A1dug3ogvYG2puA/7SQEAHRkBXAPp6elKT0+P9jDQBg0DiJNPro32kDqNzpjSFw1FRY6A57ghr9fQ1q0xKipydIg9lKEIWNlPCgDoqAjgYGnNBRDz5kmjR0dxYJ3AoayQmIGVVg5LS4MbWLDXmV1nC1gBAGgL9sDBslraE3ThheqQe4LMorUVEknKzo6X2x35sQWjPXuroik5ObgnMtjrzK6zBawAALQFARwsKZgAIivLvAGE1R1YIWmqVHvgConZWLEYiMtVI6fTLcNougG1YXjVv3+dXK6OsRrV2QJWAADaggAOltR6ACFt3Wo3ZQDREVh1hcSqK4d2u5Sbu0uSGgVxvts5OZWmTQFtq84WsAIA0BYEcLAkqwYQHYVVV0isvHKYkVGtvLwKpaQ0Lo9v9v2GbdXZAlYAANqCIiawJKsGEB2Fb4WkpMTmX7k6mGF45XS6TbdCYvXAvzOVx/cFrE0VKcrJqexQASsAAG1BAAdLGjWqRjabVx6P1Nxqis3m1ahR5gogOgrfCklmZqIMwxsQxIVjhSRUFSM7QuDfmcrjd6aAFQCAYBHAwZI+/tghj6fpwM3H4zH08ceUGQ+XSK2QtLfXXFNBn1VXDq3uUALwzhSwmomV2mwAQGdDAAdLsnoqXEcR7hWS9vaaaynoi+TKIWj2bkXMGQCYG0VMYEkdIRWuo/CtkEycuE9jxoQueGtvxcjW2gRI6jTFQKLNii0bOjvmDADMjxU4WFLrqXAiFc7iDlSMbNrBFSN9KXatBX2G4VV2drxWrSplb1WYBTsXaWnVPO8mwZwBgDWwAtdAQUGBZsyYodmzZ0d7KGhBMGXGc3NJhbOy9qTJtqVNQLhWDlHPyi0bOivmDACsgRW4BtLT05Wenh7tYSAIzRfR8Ojxx+0aPbq60d4pWEd70mTbEvRRpCG82KdqPcwZAFgDARwsrakiGiefXKvUVKeKi6M9OrSmYRB18sm1/nPtqRgZbND3/fd2uVz9KNIQRuxTtR7mDACsgQAOltewzLhhtNxeAObQXKW7efOk0aPb12sumKCvVy+PZs/u2ebKlmgbWjZYD3MGANbAHjgAEddSpbsLL5S/0p0vTTbYipGt7Y30BW1trWyJtgtmn2pnatngdkuFhQ4tXtxVhYUOU/6NMWcAYA0EcAAiKpj2AFlZB4KojIxqFRVt02uvlemJJyr02mtlWrWqtNlVspaCvttv362KCoo0REpbA/COKj8/Ti5XP02enKTp0xM1eXKSXK5+pizJz5wBgPmRQgkgolpvDyBt3WoPaA/QME22Nc01GP/3v7sG9fMUaQidcDd7N7v2NqOPps4+ZwBgdgRwCAsq/KE5kap011TQR5GG6GhrAN5RWLmvWmedMwCwAgI4hFxzxSmo8AcpukEURRoQSe1pRg8AQGsI4NBIS6tnra2stZYu9NRTFerd2xOylbmmxhPTxr9qVgsja9SoGvXu7VZ5uU1N7UUzDIUtiGpPZUugveirBgAIBwI4BGhp9UxSiytrrRen8OrGGxPl8RhN/nyoxnrvvZW67rpD/31ZLQw93/NdXt70B9b6IMpQbm74gqjmG8C7lZNTybwjZEjZBQCEg+H1NlwrwcG2b9+u2tra1i9sA7Ou+ASungWuTAT+lTRetcjLq1CvXh5NnpzUpsc8+Ofb8sG5pbFK0sKFhkaPLlZLf96t3YcZiwtYWXPP98H693fr8cftrc5dKJj1dWhFhmHI6XSquDj882YlbrfkcvVrNWV31arSqP3tMXfWxdxZE/NmXbGxserbt2+0hyGJNgIRZ9Zy0sGUdq/XfO+skpK2fwJpT++tYMb6+9+rxfsL5j7oBxY6LT3f9bzq08etwsJSnX9+ZMbkK9IwceI+jRlD8IbQo68aACAcCOAiqKXmxZmZiVEN4g5stm96ZaT+eMu9s3bsaN+fU1t7b7U2Vq/X0E8/qcX7C+Y+6AcWOsH8fe3YYdfHH/N8o2OhrxoAINTYAxchZi8nHYpN9H36eFqs8BeqMQR73bZtzQeUFBeIrFDMGWBV9FUDAIQSn5YixOwrPqHYRJ+S4m42XSiUYwj2un79PM2eo7hAZIVizgArI2UXABAqBHANFBQUaMaMGZo9e3ZI79fsKz6+/ljNB17en/9rzDC86t+/Ti5XTbPpQjZbcD8firEahleHHaYW7y+Y+2jLmNAynm8AAIDQIIBrID09XXPmzNHMmTNDer9mX/EJZrN9S+cO3oifkVGtoqJteu21Mj3xRIVee61M//d/FTKM0GzkD2as//u/avH+KC4QWTzfAAAAoUEAFyFWWIFoabP9M89U6Jlngt+I3zBdaMKE0G7kb3msO4OqZEhxgcji+QYAADh09IFrRSj7wPmqUEqBpfnN1nespf5Yh9o7K9S9t5q6v5iYtvVYoR9YZLX0fNMfx5qYN+ti7qyLubMm5s26zNQHjiqUEeRbgcjKSvi5oEk9p9OtnJxKUwRv0oHVs7aeO9T7jtb9hXpMaBnPNwAAQPsRwEUY5aQBAAAAtBcBXBSwAgEAAACgPShiAgAAAAAWwQocAAAAWkXRL8AcCOAAAADQovz8uCaLsOXm7jJNETagsyCFEgAAAM3ytUEqLg782FhSYlNmZqLy8+OiNDKgcyKAAwAAQJPcbikrK0H1LcuMgHO+nrbZ2fFyuyM/NqCzIoADAABAk4qKHD+nTRpNnvd6DW3dGqOiIkdkBwZ0YgRwAAAAaFJpaXBVSoK9DsChI4ADAABAk5KTg8uNDPY6AIeOKpQAAIgS6UBTXK4aOZ1ulZTY/HveDmYYXjmd9a8XAJFBAAcA6PQokQ40zW6XcnN3KTMzUYbhDQjiDMMrScrJqeTLDiCCSKEEAHRqlEgHWpaRUa28vAqlpHgCjjudbuXlVfAlBxBhrMAB6NBIi0NLWiuRbhheZWfHKy2tmr+bKOJ1HH0ZGdVKS6tmHgATIIAD0GGRFofWHCiR3rSDS6SPGcMen2jgdWwedrt4HQAmQAolgA6JtDgEgxLp5sbrGAAaI4AD0G5ut1RY6NDixV1VWOiQ2yRVpFtLi5Ok7Ox404w30sw6b9FAiXTz4nUMAE0jhRJAu5g5rYm0uOaZed6igRLp5sXrGACaxgpcAwUFBZoxY4Zmz54d7aEApmX2tCbS4ppm9nmLBl+JdOlASXQfSqRHF69jAGgaAVwD6enpmjNnjmbOnBntoQCmZIW0JtLiGrPCvEULJdLNidcxADSNFEoAbWKFtCbS4hqzwrxFEyXSzYfXMQA0jRU4AG1ihbQm0uIas8K8RZuvRPrEifs0ZgzBW7TxOgaAphHAAWgTq6Q1kRYXyCrzBhyM1zEANEYKJYA2sVJaE2lxB1hp3oCD8ToGgEAEcADaxJfWlJmZKMPwBgQDZkxr8qXFdXZWmzfgYLyOAeAAUigBtBlpTdbEvAEAYH2swAFol1ClNbnd8t9Hv34eTZwYluHiZ6SjAQBgbQRwANrtUNOa8vPjlJWVEFDePjVVuueeOP3mN/tCMUQ0gXQ0AACsixRKAFGRnx+nzMxEFRcHvg1t2SJNm9ZL+flxURoZAACAeRHAAYg4t1vKykqQ1ytJgRURvT+3e8rOjpebivZARLjdUmGhQ4sXd1VhoYPXHgCYGCmUACKuqMgRkDbZkNdraOvWGBUVOUj1A8LsX/+Sbr45OeA16XS6lZu7i8I2AGBCrMABiLjS0uAqZgR7HYD2yc+P04UXqlEqc0mJTZmZiaQyA4AJEcABiLjk5ODys4K9DkDbud3S3XfHN5PKXH+bVGYAMB8COAAR53LVyOl0+xtIN2QYXvXvXyeXi/RJIFzaksoMADAPAjgAEWe3S7m5uySpURBn/LwQkJNTSW8yIIxIZQYAayKAAxAVGRnVysurUEqKJ+B4aqr0zDM7KZ4AhBmpzABgTVShBBA1GRnVSkurVlGRQ6WldvXr59HEiX1UWlrtbycAIDx8qcwlJfYmX2+G4ZXT6SaVGQBMhgAOQFTZ7fK3CjAMg7RJIELsduneeys1bVqiDMPrL1wiHUhtJpUZAMyHFEoAAEwsnE22MzKqtXChGqUyO51u5eVVkMoMACbEChwAACaVnx+nrKyEsDbZPv986aSTSrVqVaxKS+1KTq5Pm2TlDQDMiQAOAAATys+PU2ZmYqP9ab4m26FcITs4lRkAYG6kUAIAYDJut5SVlUCTbQBAIwRwAACYzIEm20aT52myDQCdFwEcAAAmQ5NtAEBzCOAAADAZmmwDAJpDAAcAgMn4mmz7+rE1ZBhe9e9fR5NtAOiECOAAADAZu13Kzd0lSY2COJpsA0DnRgAHAEAbhLOx9sEyMqqVl1dBk20AQAD6wAEAEKRINNY+WEZGtdLSqlVU5KDJNgBAEgEcAABBiWRj7YPRZBsAcLBOkUJZVVWl7du3R3sYAACLorE2AMAsOnQAV1FRofvvv1+ZmZn68MMPoz0cAIBF0VgbAGAWlkqhrKmpkcMR/D+OdrtdF1xwgdauXRvGUQEAOjoaawMAzML0AVxFRYU++eQTrV69WuvWrdP8+fMDznu9Xi1cuFBvv/22qqqqNHLkSGVmZio+Pt7/HwEcAOBQ0FgbAGAWpk+hfOCBB7Ro0SLt3r1b+/fvb3R+yZIlWrp0qaZNm6Y///nP2rJli5544okojBQA0FHRWBsAYBamD+DuvPNOzZs3T+PGjWt0zuPxaMmSJbrgggs0atQoHXPMMbryyiu1Zs0alZaWRmG0AICOiMbaAACzMH0Al5SU1Oy5TZs2affu3Tr++OP9x4YNGybDMLRhw4YIjA4A0FnQWBsAYAam3wPXEt8qW3Jysv+Yw+FQfHy8ysvL23RftbW1qq2t9d82DENdu3aVYRgyjKarjsGcfPPFvFkPc2dNnWnezjlnv9LTS1VU5NC2bTb16+c5qLG29X7/zjR3HQ1zZ03Mm3WZac4sHcBVV1fLMAzFxsYGHO/SpYtqa2u1bds23XfffdqzZ49sNpuWL1+u+++/X/Hx8Y3ua9GiRVq4cKH/9qBBg/Tggw+2uAIIc0tJSYn2ENBOzJ01daZ5S02N9ghCqzPNXUfD3FkT84ZDYekALiYmRl6vV263W/aDNh7U1taqS5cu6tevnx5//PGg7mvSpEmaMGGC/7Yvyi4rKwtYmYP5GYahlJQUlZSUyOttuuAAzIm5sybmzbqYO+ti7qyJebOu2NhY0yzsWDqA6927tyRpx44d/jTK2tpaVVZWBqRVBiM2NrbRSp5U36aAF5g1MXfWxdxZE/NmXcyddTF31sS8WY+Z5sv0RUxaMnjwYDkcjoA+b+vXr5ckDR06NFrDAgAAAICwMP0KXHl5uWpqarRrV3355pKSEkn1q28Oh0Pjx4/XggULlJSUpLi4OD3//PM6++yz1aNHj2gOGwAAAABCzvQB3Ny5c/2rapJ06623SpKys7M1bNgwTZkyRTU1NZozZ45sNpvGjh2rK664IlrDBQAAAICwMX0Ad88997R4PjY2VlOnTtXUqVND8ngFBQVatmyZUlNTNXPmzJDcJwAAAACEgukDuEhLT09Xenp6tIcBAAAAAI1YuogJAAAAAHQmBHAAAAAAYBEEcAAAAABgEQRwAAAAAGARFDFpgCqUAAAAAMyKAK4BqlACAAAAMCsCuFbExPAUWRVzZ13MnTUxb9bF3FkXc2dNzJv1mGnODK/X6432IMyotrZWsbGx0R4GAAAAAJMwQ4xAEZNm1NbW6rHHHtO+ffuiPRS00b59+3TnnXcydxbE3FkT82ZdzJ11MXfWxLxZ1759+/TYY4+ptrY22kMhgGvJBx98IBYorcfr9er7779n7iyIubMm5s26mDvrYu6siXmzLq/Xqw8++CDaw5BEAAcAAAAAlkEABwAAAAAWQQDXjNjYWF144YVR36SItmPurIu5sybmzbqYO+ti7qyJebMuM80dVSgBAAAAwCJYgQMAAAAAiyCAAwAAAACLIIADAAAAAIvoUAFcTU1NtIcAAAAAAGETE+0BHKqKigp98sknWr16tdatW6f58+cHnH/rrbf0+uuva+fOnTr66KN1ww03qF+/fv7zq1at0quvvqrS0lINHDhQ06ZN0+DBg/3n169fr/nz52vz5s3q16+frrzySh1//PH+85s2bdKzzz6rjRs3KjExURdddJFOO+00//mysjL99a9/1bp169StWzedc845+u1vfxu+J8RCtm7dqgULFujrr79WVVWVjj76aF177bVyOp2Soj83e/fu1bPPPqvVq1crJiZGZ5xxhi699FLZbB3qe492KSws1KJFi1RcXKyePXvqrLPO0vnnny/DMCTxurOC5557TgUFBbr55pv9zx3zZl4LFizQwoULA46NGTNGv//97yUxd2ZXWVmpF198UatXr9b+/fs1cuRI3XHHHZKYO7NasWKFnnzyySbPXXXVVTrnnHOYOxOrq6vTggUL9N5772nv3r3+z5j9+/eXZP3XneU/iT7wwANatGiRdu/erf379wecKyws1Pz583XxxRfr3nvvldvt1kMPPSSPxyNJ2rBhgx577DGdddZZuv/++9WnTx/NmjVL1dXVkqTS0lLNmjVLxx13nGbNmqWhQ4fqkUce0fbt2yVJVVVVuu+++9S3b1898MADOuOMM/TEE09ow4YNkiSPx6O//OUv8ng8ysnJ0eTJk/X3v/9dH374YQSfIfN66aWXlJycrD/84Q+66667tG/fPj344INyu92mmJu5c+dq69at+tOf/qRp06Zp2bJleuONNyL/RJnQli1bNHHiRN1///06//zz9dprr2n58uWSeN1ZwTfffKM1a9YEHGPezG/IkCGaO3eu/7+rr75aEnNndvv27VN2drZ27typ22+/Xffff7/Gjh0ribkzM5fLFfB6mzt3rqZPny6bzabRo0czdyb3j3/8Q//5z3907bXXKjs7W263Ww8++KCkjvG6s3wAd+edd2revHkaN25co3Ovv/66zj77bJ122mkaPHiwMjMz9dNPP2n9+vWSpCVLluiEE07QOeecoyOOOEI33nijqqqq/E/g0qVLlZKSossvv1wDBw7UNddcox49euj//b//J6n+2xmv16sbbrhBhx9+uC644AINGTJEb731liTpk08+0ZYtWzR9+nQNHjxYZ511lk4++WQVFBRE6Nkxt+uvv16XXnqpBg8erGOPPVZXX321tm7dqq1bt0Z9bn788UetWbNGN9xwg44++midfPLJSktL07Jly6LzZJnM5MmTdcopp+jwww/X2WefrZEjR2rt2rWSeN2ZXV1dnZ5++mlddNFFAceZN/NzOBxKSUnx/9erVy9JzJ3ZLV68WF6vV3feeaeGDh2qI444QqNHj5bE3JlZ165dA15vKSkpWrt2rU444QT17t2buTO5Tz/9VGeccYZ+9atf6cgjj9R5552n4uJiVVZWdoi5s3wAl5SU1OTxvXv36vvvvw9YzkxNTVViYqK++eYbSdK6desCznfv3l2DBg1q9rzdbtcvfvGLgPPDhg1TTMyBTNRhw4b5z3/xxRcaPHiwEhIS/OePO+44bdy4UbTfU8DzIkldunSRJHm93qjPzbp165SQkKAjjjgi4Pz27dtVUVERkt+/I/F6verRowevOwt4/fXXlZiY6F8BkHi/tDLmzvxWrFih3/zmNwHPn8TcWc2ePXu0atUqjRs3jrmzgL59++r777/3PxfffPON+vTpI5vN1iHmzvIBXHNKS0slScnJyQHHk5KSVF5erj179mjv3r3Nnpekbdu2tXi+tLS01fN9+/ZtdL62tla7d+8+xN+w4/noo4/Up08fJSYmRn1umrt/Sf77gFRdXa133nlH33zzjX7zm9/wujO5rVu36o033tDUqVMDjjNv1vDll1/qiiuu0G233abXXntNtbW1zJ3JlZWVqaKiQl27dtU999yja6+9VllZWfr222+ZO4tZuXKlevTooRNPPJG5s4Arr7xSJSUleuihh/T888+roKBAt9xyiz/N0epzZ/kiJs3x5ak6HI6A4w6HQ7W1tf7zvlWfg8/7nrzq6upG57t06eKvdlldXd3o/rt06aLa2lr/+Z49eza6f0n+a1Bv06ZNWrRokW6++Wb/XsZozk1z9+87D+myyy5TbW2tunbtqqlTp+rwww/Xl19+KYnXnRl5vV49/fTTmjhxYsBGbYn3Sys444wzdNJJJ8ntdmv9+vVasGCBKisrNWbMGEnMnVn5Mjb+/e9/6/zzz1efPn30r3/9S/fff79uv/12ScydVfznP//RGWecIZvNxnumBfTt21ennnqqli9fru+++07HHXecBgwYoK1bt0qy/tx12AAuNjZWUv1+j4PV1tbK4XC0et53Hw3P19TU+CctJiamyZ/3nW/q530T03DiO7MdO3Zo1qxZSk9P18knn6xdu3ZJiu7cNHf/UuMXfWf10EMPqaqqSt9++62ef/55/fTTTzrppJMk8bozo//85z/at2+fJkyY0Ogc75fm17dvX/83tkceeaQ8Ho8WLFig008/XRJzZ1Zut1uSNGHCBP++t5tvvlnTpk3z77dh7szv66+/1ubNm3XnnXdK4j3TCh5//HGVlZVp7ty5cjgceuqpp/Q///M/mj59uiTrz12HTaHs3bu3pPrg4GA7duxQv3791LNnT8XGxjZ73ncfZWVljc77lkV79+7d6OfLysr85xMTE5u8/27duqlHjx6H+Bt2DDt37lRubq6GDx+uyy67TJJMMTdN/bzvdsNl8c5qwIABOuqoo5Senq7LL79cS5Ys4XVnYkuWLNHmzZt19dVX64orrtAVV1whSXr66af19ttvS2LerOTwww9XbW2tfw8Fc2dOvvlJSUnxH+vRo4fi4+P9e12YO/N7++23NXz48IDnVWLuzGrbtm368MMPddVVV6lHjx5yOBy6/vrrtXPnTn311VeSrD93HTqA69u3r78ynlS//2PHjh067rjjZLPZdPTRRwecr6qq0nfffafhw4dLko499lh9/vnn/vMej0fr16/Xcccd5z//xRdf+MuOSvUbEw8+v3HjRlVVVfnPf/755/777+wqKyt177336sgjj9SNN97o7yFmhrk59thjtX37dhUXFwecHzRoUKd/Y2yK3W6X1+tVt27deN2Z1N13361HH31UDz/8sP8/Sbrkkks0ZcoU5s1ivv32W/Xs2dO/MsfcmVO/fv2UkJDgL14g1f/bV1lZqSOOOIK5swBf9cGDq53zGdPc9u3bJ0kBfXvtdrvsdrv/fdPqc2f5AK68vFwlJSX+tLuSkhKVlJSopqZGEyZMUH5+vj788EN9++23euqpp3TiiSdq4MCBkqRzzjlHhYWFWr58uX744Qc9+eSTcjqdOvHEEyVJv/nNb7Rx40YtXLhQmzZt0nPPPSePx6Nf//rXkqRx48apqqpKzz77rDZt2uS/7je/+Y0kafTo0erZs6eefPJJ/fDDD3r77bdVVFSk8847L/JPlMlUVVXp/vvvV48ePXThhReqtLTUP3dutzvqc/OLX/xCgwcP1v/93//p22+/1apVq7R06VJNmjQpKs+XmVRVVWnevHn67LPPtGnTJq1cuVIvvfSSTjnlFMXFxfG6M6m+ffs2Kokt1a8QJCQkMG8m98ILL2j16tX64YcflJ+fr8WLF2vixImSxNyZmM1m0znnnKN//vOf+uCDD7Rx40bNnTtXTqdTJ5xwAnNnAStXrlSXLl38WwR8mDvzSk1NldPp1DPPPKMvvvhC3333nebNmyfDMDrM687wWrzW6D333OPPIz9Ydna2hg4dqgULFuitt95SbW2tRo0apeuuu07du3f3X1dQUKBFixZp7969Gj58uKZNm6Y+ffr4z69atUp///vfVV5eriFDhmjq1Kk67LDD/OfXr1+vZ599VsXFxTrssMN09dVX6xe/+IX//KZNm/T000/r+++/V3JysqZMmSKXyxWmZ8M61q1bp5ycnCbPzZs3T8nJyVGfm7KyMj399NNav369EhISNHHiRI0fPz4Mz4a11NXVad68eVq3bp2qqqrUt29fnXbaaTr33HMVGxsrr9fL684iLrroIt1888067bTTmDeT+9vf/qb3339f+/fvV0pKitLT0zVu3DgZhsHcmZzX69Vrr72m5cuXq6qqSsOHD9d1112n5ORk5s4C/vCHP2j48OG66qqrAo4zd+ZWUlKi559/Xl999ZXsdrsGDx6siy++WEOGDOkQc2f5AA4AAAAAOgvLp1ACAAAAQGdBAAcAAAAAFkEABwAAAAAWQQAHAAAAABZBAAcAAAAAFkEABwAAAAAWQQAHAAAAABZBAAcAQBtUVlZqy5YtcrvdTZ7ftm2bvvrqK9XV1YXsMevq6rRixQrV1taG7D4BANZEAAcAiLqKigq98847euSRR1RWVuY//swzz2jVqlUB19bU1Ki6ujrgP4/HE3DN7t27g3rc7777TitWrND3338f9FgXL16sGTNmaOfOnU2ef+ONN5SVlaW9e/cGfZ+t+ec//6knn3xSr7/+esjuEwBgTTHRHgAAoPN67rnn9MUXX2jz5s0yDENHHHGENmzYoKSkJP30009avny5fvnLXwb8TE5Ojr755puAY7m5uTr22GPl8Xj05JNP6ssvv1RWVpb69evX7GPv3btXf/nLX7Rz506ddtppuvnmm0PyO3m9XkmSYRghuT9JmjBhgt566y29/vrrOuuss9SrV6+Q3TcAwFoI4AAAUfPBBx+of//+uuOOOzR06FB169bNf+6dd95RUlKSjj/++ICfueyyy7Rnzx5J0pYtW/TKK6/4z9lsNg0YMEArV67UPffco+zsbKWkpDT52M8//7x27typww47TCtXrtSJJ56oMWPGHPLv5EuttNmCT3J59NFHtXr16havqaurk9fr1Y033tjifd98880aPXp00I8NALAWAjgAQFQdeeSRGjVqlCSpurpaV155ZcD5Sy65JOD2tddeq/T0dEnSV1991ej+Jk2aJK/Xq3/84x/KyclpMohbvHix3n33XZ166qmaNm2a7rjjDj399NPq27evjjrqqEb3+dRTT+m9996TdCBAu/XWWyVJJ510kkaNGqXHHnus0Tgb+utf/6r4+PhGx+vq6lRbW6sJEyY0Otccj8cjt9ut2NjYgONOpzPo+wAAWA8BHADANLp06aI5c+Zo5cqVeuONN3TffffJ4XAEXBNM+uD555+viooKFRYWqqysLCCAe+utt/Tyyy9r0KBBmjZtmrp27aoZM2bonnvu0QMPPKC7775bgwcPDri/E044wf+4n3/+ub755hudddZZ6tq1qw477DANGDDAH3ytWbNGW7ZsCQjGPv/8c/3444+KiWn5n92Dg9dPP/1UDzzwgG666Sb9+te/bnTtP//5T7366qt65JFHNHDgwFafEwBAx0AABwCIqnfeecdfqOT444/XDTfcoLVr18rlcmnQoEHKzs7WGWec4Q9iPvroIz333HOS1GKlx2uuuUYXXHCBP/DyeDx68cUX9eabb2rAgAH605/+pK5du0qSBg8erNtvv11/+ctflJWVpalTpwYETS6XSy6XS1J9EZVvvvlGv/3tb9WnTx//NUcccYQkqbi4WDt27AgIxvLy8vTjjz/Kbre3+FyUl5eroqLCfz+SVFpaqm+//bbRtb7rNm/eHFCd8vDDD281UAQAWBfv8ACAqBowYICGDx8uSTrssMP0448/6ttvv9Vll10mqb5S5AknnOC/Pjk5WWPHjpUk7dixQ++//36T92uz2fzB25YtW5SXl6cvv/xSRx99tO64445GqYwjRozQXXfdpdmzZ+vJJ5/Uxx9/rMsuu6zFlMTy8nJVV1ere/fuqqys1GGHHaZdu3apR48e7Xou3nrrLf3rX/8KOLZw4UItXLiw2Z/53//934Db8+bNU3JycrseHwBgfgRwAICoOuaYY/zBmiT/alxubq7/2Msvv6yXX35Zp556qm699Vb/atdXX33lD+C++uorrVy5MuC+p0yZog0bNmj27Nmqq6vTaaedpszMzEZpmT7HHXec7r33Xj3yyCP66KOP9Nlnn2nu3LlKTEyUVF9hsrq6WpL0l7/8RZs2bdLFF1+sjRs3as2aNTrnnHO0efNmHX300QH36ys64qtQ2Zyzzz5bJ554oiTpm2++0fz583X++ef7jx1sxYoVevvtt3XrrbcGBGy+sQIAOiYCOACAqYwcOVJz5szx3/7jH/+os88+W+PGjQuoUtnQli1b9PbbbwccmzhxokaOHKlhw4bp9NNP169+9Stt375d8fHx6tmzZ5P3k5qaqoceekgvvviinE6nEhMTVVhYqI8//liff/65du3aJUnas2ePxo8fr1GjRunUU0/V/v37tWTJEklSUlJSwH36Uhpra2sVFxfX7O/Qp08ff1pmVVWVJCklJaVRQCjV76uTpIEDB7IHDgA6EQI4AEBUrV69WqWlpZKkUaNG6cwzz9SAAQMCromPj/cf++abb7Ro0SJJCmiWPW7cOI0bN05SfYuA/Px8SfXB05/+9CdJ0rp165STk6OLL75YF1xwQaOxFBQU6IMPPtD//M//aOrUqf7jy5cv17p165SamqqEhARt2rRJ9913X8AeuLvvvluzZs3SmjVr9M4770iqL0rSrVs3f9BWXV2tnj17atGiRTrhhBP8K4kt+ec//6nly5c3Ol5eXt7qzwIAOh4COABAVHXr1s1fJTI+Pl7XXXeddu/eHXCNL4VSqi/P77s+VEHMzp079eyzz6qoqEiJiYkqLi4OqER58cUXKyEhQU6nUy+88II2bdrU5H2sW7dOffr0UXx8vN555x199tln+sMf/uDfE7d792716dNHr776qjZt2qTf/e53kuqLsTRX4CQpKanJfXgej0c7duwIxa8PALAQAjgAQFT94he/CKjYeP/99/t7rUmBKZRSfUDTpUsXSfX73goLC9v92HV1dVq2bJkWLlyovXv36oQTTtCNN97YqFXBscce2+L9eL1ePfnkk6qpqdHkyZM1duxYPf/88/r444/Vt29f/x61kpIS9ezZUx6PR/369fP//L59+xqlhx5++OG6+eabdcwxxwRc67N582b9+OOPjdI1AQAdGwEcAMBUGjbdlgJTKENh//79Kigo0L///W9t375dvXr10u9+9zudcsoprf5sWVmZJPnTIj0ej/7617/q008/1XHHHadf//rXstlsmjZtmi6++GL17NlTRx99tAzD0KpVq/ytDw7et1ZVVeW/v5UrV/r3v0n1feVasnLlSvXu3VsnnXRS254EAIAlEcABACJu3759Ki8vl8fj0Z49e7Rly5YWr6+srGzyGl8wVVZWpoqKiqArMC5evFiS1LVrV1100UWaMGFCi8VFXnnlFb333nuy2+3atm2bBgwYoO7du6u0tFR5eXlau3atBgwYoFtuucVfcVKSv1VBr1699Mtf/lKrVq3SqlWrZLfb/a0TpPr0S99K2muvvaZt27YF9Xv4DBs2jAAOADoJAjgAQMR99tlnevTRRyXVryA1LP/f0BtvvKE33nij2fNz587V6aefrunTpwf1+ImJicrIyNDZZ5/dZGXLlStX6vDDD9fhhx8uqb5J96effiqPx6OTTjpJF110kSTp+++/1+eff65jjjlGM2fObJR6ebDMzEx5PB4VFxdr0qRJ/uBu586d2r17t0aMGCFJevzxx/3/u2rVKv3ud79rMjjbuHGjHn74Ye3fv1+TJ08O6vcGAFgfARwAIOKGDx+u++67L6T32bAxd0vGjx+v8847r9nzy5Yt08aNG/X3v/9dMTExGj16tEaPHq3Kykr16NHDv8rmcrl07733asiQIQErb5LkdrsDCpNUVFTo2GOP1R//+MeA63wFUXzBos+NN96o8vJyPfroo7riiiuUkZEhwzDk9Xq1fPlyzZ8/X927d9c999wTVDVLAEDHQAAHAIi4Hj16NNnbrLS0VK+//rq6dOkSUNhEkj788EOtW7dOGRkZ6t+/f9CPVVdXp8WLF+vCCy8M+mfKy8vVu3dvf/82n7lz52r79u165JFHFBsbq/z8fL333nu69957/QFcZWWlcnJy5HK5/Ct1kvTvf/9b77//vgYPHuxfbZOkTz75RJI0aNCggMeKiYnRH//4R+Xl5Wn+/PlatWqVzjnnHC1ZskQbN27UqFGjlJmZ2eKqHwCg47G1fgkAAOG1efNmzZs3T7/73e/09ttvq7y8PKASpVTfw2358uWaMWOG/vKXv+iLL75o9X5LS0uVnZ2tBQsW+IuHtKa2tlbl5eWNgsTvv/9ea9eu1THHHKPY2FhJksPh0LfffhvQQDw+Pl7x8fF68803VVlZ6T/u6wmXl5en/fv3S6ovgPLhhx+qZ8+eGjZsWKOxdOnSRTfddJNOOukkff3113r00Ue1ceNGnXbaabr99tsJ3gCgE2IFDgAQNV9++aVef/11rVmzRoZhaMyYMTr//POVmpra6NqpU6fq3HPP1RtvvKEVK1bok08+0aBBg3Tuuedq9OjRAemKvv5ws2bNksfj0eTJk2Wz2eRwOCRJ27dvb3ZMa9askdfrbZTS+PLLL8tms2nSpEn+Y7/+9a/1z3/+U//617905pln+u//kksu0d13361FixbpqquuklRfyOSSSy7Rc889p1dffVVXXnmlVqxYoYqKCo0fPz5gtW/v3r368ssv9cknn+i///2vdu3apYSEBA0dOlSffPKJVq5cqc8++0wjR47UsGHDNGjQIKWmpjZaMQQAdDyG1+v1RnsQAIDOpaqqSvfff7+++eYb2e12jR07VpMmTWqyYXVTdu/erTfffFMFBQWqqqpS37599T//8z8aMGCAysrKdNttt6m6ulpOp1O33HKLhgwZIqk+MLr++utVW1urE044oVEBk3379mnt2rXyeDx64IEH/GmNH330kR555BGNHz9eU6dODfiZJUuW6KWXXtKVV16pCRMm+I//+c9/1g8//KCnnnrK38jb4/Ho9ttv144dO/TYY4/p9ttvV1VVlR555BFt2rRJH3/8sb7//ntt3rxZXq9XNptNw4cP19ixYzVmzBjFxsZqz549WrlypT788ENt2LBBvn/GbTabEhMTddNNN+m4445r38QAAEyPr+oAABHXrVs3HXnkkTriiCM0ceJE9e3bt00/37NnT11yySU699xztXTpUq1bt84f/PXq1Uv9+/dXSkqKrr/+enXt2tX/c927d9cNN9ygV155xb/SdjCHw6HU1FRNnjw5YE+aw+HQMcccE7CnzWfcuHGqq6vTqaeeGnB86tSp6tatmz94k+qDrFtuuUUJCQnq1auXfvvb36qqqkr9+/dXaWmp3nvvPaWkpOj000/XiBEjNGLEiEbFWXr06KGMjAxlZGRoz549Wr9+vTZs2KCffvpJ+/bt09ChQ9v0XAIArIUVOABAh7N3715179492sMISl1dnT/1cd++fQEBJwAADRHAAQAAAIBFUIUSAAAAACyCAA4AAAAALIIADgAAAAAsggAOAAAAACyCAA4AAAAALIIADgAAAAAsggAOAAAAACyCAA4AAAAALIIADgAAAAAs4v8DvVQwTdPmPMkAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('ggplot')\n", "plt.figure(figsize = [10, 6], dpi = 100)\n", "plt.plot(df['heat'], df['case'], 'bo')\n", "plt.yscale('log')\n", "#plt.xscale('log')\n", "plt.ylabel('新增确诊', fontsize = 16)\n", "plt.xlabel('舆论热度', fontsize = 16)\n", "plt.xlim([100000, 800000])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2021-10-24T02:16:08.923420Z", "start_time": "2021-10-24T02:16:08.329003Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "MIN = df['heat'].min()\n", "MAX = df['heat'].max()\n", "\n", "bins = 10 ** np.linspace( np.log10(MIN), np.log10(MAX),20 )\n", "plt.hist(df['heat'], bins = bins)\n", "plt.xlabel('舆论热度', fontsize = 20)\n", "plt.ylabel('频数', fontsize = 20)\n", "plt.xscale('log')\n", "plt.yscale('log')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2021-10-24T02:16:13.778994Z", "start_time": "2021-10-24T02:16:13.208971Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "MIN = df['case'].min()+1\n", "MAX = df['case'].max()\n", "\n", "bins = 10 ** np.linspace( np.log10(MIN), np.log10(MAX),20 )\n", "plt.hist(df['case'], bins = bins)\n", "plt.xlabel('新增确诊', fontsize = 20)\n", "plt.ylabel('频数', fontsize = 20)\n", "plt.xscale('log')\n", "plt.yscale('log')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2021-10-24T02:16:16.721810Z", "start_time": "2021-10-24T02:16:16.104951Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist( df['heat'], bins = 50)\n", "plt.yscale('log')\n", "plt.xscale('log')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2021-10-24T02:16:20.130743Z", "start_time": "2021-10-24T02:16:19.616325Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plt.hist( df['heat'], bins = 50)\n", "plt.hist( df['case'], bins = 50)\n", "plt.yscale('log')\n", "plt.xscale('log')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2021-10-24T02:20:06.112030Z", "start_time": "2021-10-24T02:20:03.342139Z" }, "code_folding": [], "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot\n", "fig = plt.figure(figsize=(30,10),dpi = 200)\n", "plt.style.use('fivethirtyeight')\n", "\n", "#plt.tick_params(labelsize = 20) \n", "\n", "ax1=fig.add_subplot(111)\n", "ax1.plot(df['time'], df['heat'], 'r-s')\n", "ax1.set_ylabel('舆论热度', fontsize = 26)\n", "ax1.tick_params(axis='x', rotation=60)\n", "ax1.legend(('舆论热度',),loc='upper left', fontsize = 26)\n", "#ax1.set_yscale('log')\n", "\n", "ax2=ax1.twinx()\n", "ax2.plot(df['time'], df['case'], 'g-o')\n", "ax2.set_ylabel('新增确诊', fontsize = 26)\n", "ax2.legend(('新增确诊',),loc='upper right', fontsize = 26)\n", "#ax2.set_yscale('log')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T15:27:01.165675Z", "start_time": "2020-04-17T15:26:59.855990Z" }, "code_folding": [], "scrolled": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot\n", "plt.figure(figsize=(12, 6), dpi = 200)\n", "plt.style.use('fivethirtyeight')\n", "plt.plot(df['time'], [float(i)/100 for i in df['heat']], 'r-s', label = '舆论热度/100')\n", "plt.plot(df['time'], [int(i) for i in df['case']], 'g-o', label = '新增确诊')\n", "plt.legend()\n", "plt.xticks(rotation=60)\n", "plt.ylabel('数量', fontsize = 20)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 格兰杰因果检验\n", "\n", "http://www.statsmodels.org/dev/generated/statsmodels.tsa.stattools.grangercausalitytests.html" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T15:27:20.277040Z", "start_time": "2020-04-17T15:27:20.274067Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "import statsmodels.api as sm\n", "from statsmodels.tsa.stattools import grangercausalitytests\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2020-02-21T02:37:57.587620Z", "start_time": "2020-02-21T02:37:57.583837Z" }, "slideshow": { "slide_type": "subslide" } }, "source": [ "help(df.pct_change)\n", "\n", "Percentage change between the current and a prior element.\n", " \n", " Computes the percentage change from the immediately previous row by\n", " default. This is useful in comparing the percentage of change in a time\n", " series of elements.\n", " " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### The Null hypothesis for grangercausalitytests \n", "\n", "> H0: the time series in the second column, x2, does NOT Granger cause the time series in the first column, x1. \n", "\n", "Grange causality means that past values of x2 have a statistically significant effect on the current value of x1, taking past values of x1 into account as regressors. We reject the null hypothesis that x2 does not Granger cause x1 if the pvalues are below a desired size of the test." ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T15:27:21.997752Z", "start_time": "2020-04-17T15:27:21.991956Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "grangercausalitytests?\n", "# The data for test whether the time series in the second column Granger\n", "# causes the time series in the first column. Missing values are not\n", "# supported." ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T15:27:26.906079Z", "start_time": "2020-04-17T15:27:26.898224Z" }, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "data = df[21:][['case','heat' ]].pct_change().dropna()" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T15:27:27.512830Z", "start_time": "2020-04-17T15:27:27.506065Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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caseheat
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" ], "text/plain": [ " case heat\n", "22 0.935065 1.442401\n", "23 -0.120805 0.299869\n", "24 0.977099 0.310704\n", "25 0.714286 -0.081957\n", "26 0.549550 -0.044222" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T15:27:29.264763Z", "start_time": "2020-04-17T15:27:29.127895Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plot();" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T15:27:32.005988Z", "start_time": "2020-04-17T15:27:31.977205Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Granger Causality\n", "number of lags (no zero) 1\n", "ssr based F test: F=0.2522 , p=0.6169 , df_denom=79, df_num=1\n", "ssr based chi2 test: chi2=0.2618 , p=0.6089 , df=1\n", "likelihood ratio test: chi2=0.2613 , p=0.6092 , df=1\n", "parameter F test: F=0.2522 , p=0.6169 , df_denom=79, df_num=1\n", "\n", "Granger Causality\n", "number of lags (no zero) 2\n", "ssr based F test: F=12.3885 , p=0.0000 , df_denom=76, df_num=2\n", "ssr based chi2 test: chi2=26.4070 , p=0.0000 , df=2\n", "likelihood ratio test: chi2=22.8563 , p=0.0000 , df=2\n", "parameter F test: F=12.3885 , p=0.0000 , df_denom=76, df_num=2\n", "\n", "Granger Causality\n", "number of lags (no zero) 3\n", "ssr based F test: F=8.8247 , p=0.0000 , df_denom=73, df_num=3\n", "ssr based chi2 test: chi2=29.0127 , p=0.0000 , df=3\n", "likelihood ratio test: chi2=24.7550 , p=0.0000 , df=3\n", "parameter F test: F=8.8247 , p=0.0000 , df_denom=73, df_num=3\n", "\n", "Granger Causality\n", "number of lags (no zero) 4\n", "ssr based F test: F=6.1783 , p=0.0003 , df_denom=70, df_num=4\n", "ssr based chi2 test: chi2=27.8906 , p=0.0000 , df=4\n", "likelihood ratio test: chi2=23.8863 , p=0.0001 , df=4\n", "parameter F test: F=6.1783 , p=0.0003 , df_denom=70, df_num=4\n" ] } ], "source": [ "gc_res = grangercausalitytests(data,4)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T15:27:37.184467Z", "start_time": "2020-04-17T15:27:37.154925Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Granger Causality\n", "number of lags (no zero) 1\n", "ssr based F test: F=0.0044 , p=0.9473 , df_denom=79, df_num=1\n", "ssr based chi2 test: chi2=0.0046 , p=0.9461 , df=1\n", "likelihood ratio test: chi2=0.0046 , p=0.9461 , df=1\n", "parameter F test: F=0.0044 , p=0.9473 , df_denom=79, df_num=1\n", "\n", "Granger Causality\n", "number of lags (no zero) 2\n", "ssr based F test: F=0.0877 , p=0.9162 , df_denom=76, df_num=2\n", "ssr based chi2 test: chi2=0.1869 , p=0.9108 , df=2\n", "likelihood ratio test: chi2=0.1866 , p=0.9109 , df=2\n", "parameter F test: F=0.0877 , p=0.9162 , df_denom=76, df_num=2\n", "\n", "Granger Causality\n", "number of lags (no zero) 3\n", "ssr based F test: F=0.7988 , p=0.4985 , df_denom=73, df_num=3\n", "ssr based chi2 test: chi2=2.6262 , p=0.4529 , df=3\n", "likelihood ratio test: chi2=2.5840 , p=0.4603 , df=3\n", "parameter F test: F=0.7988 , p=0.4985 , df_denom=73, df_num=3\n", "\n", "Granger Causality\n", "number of lags (no zero) 4\n", "ssr based F test: F=0.8460 , p=0.5008 , df_denom=70, df_num=4\n", "ssr based chi2 test: chi2=3.8190 , p=0.4311 , df=4\n", "likelihood ratio test: chi2=3.7296 , p=0.4438 , df=4\n", "parameter F test: F=0.8460 , p=0.5008 , df_denom=70, df_num=4\n" ] } ], "source": [ "data1 = df[21:][['heat','case']].pct_change().dropna()\n", "gc_res1 = grangercausalitytests(data1,4)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### without peak" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2021-10-24T02:21:41.916339Z", "start_time": "2021-10-24T02:21:41.904645Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] } ], "source": [ "df['case'][df['time']=='2020-02-12'] = np.nan\n", "df['case'][df['time']=='2020-02-13'] = np.nan\n", "df = df.fillna(method='ffill')" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2021-10-24T02:21:49.163226Z", "start_time": "2021-10-24T02:21:49.152674Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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timevoiceheatcaseallCase
1002020-04-08225533.06381865
1012020-04-09197162.04281907
1022020-04-10212046.03181953
1032020-04-11164010.03182052
1042020-04-12157726.03182160
\n", "
" ], "text/plain": [ " time voice heat case allCase\n", "100 2020-04-08 225533.0 63 81865\n", "101 2020-04-09 197162.0 42 81907\n", "102 2020-04-10 212046.0 31 81953\n", "103 2020-04-11 164010.0 31 82052\n", "104 2020-04-12 157726.0 31 82160" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# df = pd.read_excel('zhiwei_line_no_peak.xlsx')\n", "df['heat'] = [float(i) for i in df['heat']]\n", "df['case'] = [int(i) for i in df['case']]\n", "df.tail()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "ExecuteTime": { "end_time": "2021-10-24T02:22:28.755578Z", "start_time": "2021-10-24T02:22:26.008805Z" }, "code_folding": [], "scrolled": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot\n", "fig = plt.figure(figsize=(30,10),dpi = 200)\n", "plt.style.use('fivethirtyeight')\n", "ax1=fig.add_subplot(111)\n", "ax1.plot(df['time'], df['heat'], 'r-s')\n", "ax1.set_ylabel('舆论热度', fontsize = 26)\n", "ax1.tick_params(axis='x', rotation=60)\n", "ax1.legend(('舆论热度',),loc='upper left', fontsize = 26)\n", "ax2=ax1.twinx()\n", "ax2.plot(df['time'], df['case'], 'g-o')\n", "ax2.set_ylabel('新增确诊', fontsize = 26)\n", "ax2.legend(('新增确诊',),loc='upper right', fontsize = 26)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T15:30:36.512583Z", "start_time": "2020-04-17T15:30:36.504232Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "data = df[21:][['case','heat' ]].pct_change().dropna()" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T15:30:37.426072Z", "start_time": "2020-04-17T15:30:37.279571Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plot();" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T15:30:48.958377Z", "start_time": "2020-04-17T15:30:48.935158Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Granger Causality\n", "number of lags (no zero) 1\n", "ssr based F test: F=0.0104 , p=0.9189 , df_denom=79, df_num=1\n", "ssr based chi2 test: chi2=0.0108 , p=0.9172 , df=1\n", "likelihood ratio test: chi2=0.0108 , p=0.9172 , df=1\n", "parameter F test: F=0.0104 , p=0.9189 , df_denom=79, df_num=1\n", "\n", "Granger Causality\n", "number of lags (no zero) 2\n", "ssr based F test: F=3.7056 , p=0.0291 , df_denom=76, df_num=2\n", "ssr based chi2 test: chi2=7.8988 , p=0.0193 , df=2\n", "likelihood ratio test: chi2=7.5370 , p=0.0231 , df=2\n", "parameter F test: F=3.7056 , p=0.0291 , df_denom=76, df_num=2\n", "\n", "Granger Causality\n", "number of lags (no zero) 3\n", "ssr based F test: F=1.6880 , p=0.1771 , df_denom=73, df_num=3\n", "ssr based chi2 test: chi2=5.5496 , p=0.1357 , df=3\n", "likelihood ratio test: chi2=5.3656 , p=0.1469 , df=3\n", "parameter F test: F=1.6880 , p=0.1771 , df_denom=73, df_num=3\n", "\n", "Granger Causality\n", "number of lags (no zero) 4\n", "ssr based F test: F=1.1838 , p=0.3255 , df_denom=70, df_num=4\n", "ssr based chi2 test: chi2=5.3439 , p=0.2538 , df=4\n", "likelihood ratio test: chi2=5.1709 , p=0.2702 , df=4\n", "parameter F test: F=1.1838 , p=0.3255 , df_denom=70, df_num=4\n" ] } ], "source": [ "gc_res = grangercausalitytests(data,4)" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T15:30:55.219360Z", "start_time": "2020-04-17T15:30:55.189785Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Granger Causality\n", "number of lags (no zero) 1\n", "ssr based F test: F=0.3389 , p=0.5621 , df_denom=79, df_num=1\n", "ssr based chi2 test: chi2=0.3518 , p=0.5531 , df=1\n", "likelihood ratio test: chi2=0.3511 , p=0.5535 , df=1\n", "parameter F test: F=0.3389 , p=0.5621 , df_denom=79, df_num=1\n", "\n", "Granger Causality\n", "number of lags (no zero) 2\n", "ssr based F test: F=0.4490 , p=0.6400 , df_denom=76, df_num=2\n", "ssr based chi2 test: chi2=0.9571 , p=0.6197 , df=2\n", "likelihood ratio test: chi2=0.9514 , p=0.6214 , df=2\n", "parameter F test: F=0.4490 , p=0.6400 , df_denom=76, df_num=2\n", "\n", "Granger Causality\n", "number of lags (no zero) 3\n", "ssr based F test: F=0.2301 , p=0.8751 , df_denom=73, df_num=3\n", "ssr based chi2 test: chi2=0.7565 , p=0.8598 , df=3\n", "likelihood ratio test: chi2=0.7530 , p=0.8607 , df=3\n", "parameter F test: F=0.2301 , p=0.8751 , df_denom=73, df_num=3\n", "\n", "Granger Causality\n", "number of lags (no zero) 4\n", "ssr based F test: F=0.3046 , p=0.8740 , df_denom=70, df_num=4\n", "ssr based chi2 test: chi2=1.3749 , p=0.8485 , df=4\n", "likelihood ratio test: chi2=1.3631 , p=0.8506 , df=4\n", "parameter F test: F=0.3046 , p=0.8740 , df_denom=70, df_num=4\n" ] } ], "source": [ "data = df[21:][['heat','case' ]].pct_change().dropna()\n", "gc_res = grangercausalitytests(data,4)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### test the tails" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T15:31:36.586584Z", "start_time": "2020-04-17T15:31:36.570337Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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timevoiceheatcaseallCase
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" ], "text/plain": [ " time voice heat case allCase\n", "40 2020-02-08 198955.9754 2656 37198\n", "41 2020-02-09 178865.4643 3062 40171\n", "42 2020-02-10 366537.5655 2478 42638\n", "43 2020-02-11 463839.3934 2015 44653\n", "44 2020-02-12 548711.0169 2015 59804\n", ".. ... ... ... ... ...\n", "100 2020-04-08 225533.0000 63 81865\n", "101 2020-04-09 197162.0000 42 81907\n", "102 2020-04-10 212046.0000 31 81953\n", "103 2020-04-11 164010.0000 31 82052\n", "104 2020-04-12 157726.0000 31 82160\n", "\n", "[65 rows x 5 columns]" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#df = pd.read_excel('zhiwei_line_no_peak.xlsx')\n", "df['heat'] = [float(i) for i in df['heat']]\n", "df['case'] = [int(i) for i in df['case']]\n", "df[40:]" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T15:31:37.629104Z", "start_time": "2020-04-17T15:31:37.609359Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Granger Causality\n", "number of lags (no zero) 1\n", "ssr based F test: F=0.7319 , p=0.3957 , df_denom=60, df_num=1\n", "ssr based chi2 test: chi2=0.7685 , p=0.3807 , df=1\n", "likelihood ratio test: chi2=0.7638 , p=0.3821 , df=1\n", "parameter F test: F=0.7319 , p=0.3957 , df_denom=60, df_num=1\n", "\n", "Granger Causality\n", "number of lags (no zero) 2\n", "ssr based F test: F=0.8160 , p=0.4473 , df_denom=57, df_num=2\n", "ssr based chi2 test: chi2=1.7752 , p=0.4117 , df=2\n", "likelihood ratio test: chi2=1.7502 , p=0.4168 , df=2\n", "parameter F test: F=0.8160 , p=0.4473 , df_denom=57, df_num=2\n", "\n", "Granger Causality\n", "number of lags (no zero) 3\n", "ssr based F test: F=0.5435 , p=0.6546 , df_denom=54, df_num=3\n", "ssr based chi2 test: chi2=1.8419 , p=0.6059 , df=3\n", "likelihood ratio test: chi2=1.8146 , p=0.6118 , df=3\n", "parameter F test: F=0.5435 , p=0.6546 , df_denom=54, df_num=3\n" ] } ], "source": [ "data = df[40:][['heat','case' ]].pct_change().dropna()\n", "gc_res = grangercausalitytests(data,3)" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T15:31:38.694220Z", "start_time": "2020-04-17T15:31:38.673734Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Granger Causality\n", "number of lags (no zero) 1\n", "ssr based F test: F=0.4303 , p=0.5143 , df_denom=60, df_num=1\n", "ssr based chi2 test: chi2=0.4518 , p=0.5015 , df=1\n", "likelihood ratio test: chi2=0.4502 , p=0.5022 , df=1\n", "parameter F test: F=0.4303 , p=0.5143 , df_denom=60, df_num=1\n", "\n", "Granger Causality\n", "number of lags (no zero) 2\n", "ssr based F test: F=1.7140 , p=0.1893 , df_denom=57, df_num=2\n", "ssr based chi2 test: chi2=3.7286 , p=0.1550 , df=2\n", "likelihood ratio test: chi2=3.6208 , p=0.1636 , df=2\n", "parameter F test: F=1.7140 , p=0.1893 , df_denom=57, df_num=2\n", "\n", "Granger Causality\n", "number of lags (no zero) 3\n", "ssr based F test: F=1.0282 , p=0.3875 , df_denom=54, df_num=3\n", "ssr based chi2 test: chi2=3.4843 , p=0.3228 , df=3\n", "likelihood ratio test: chi2=3.3884 , p=0.3355 , df=3\n", "parameter F test: F=1.0282 , p=0.3875 , df_denom=54, df_num=3\n" ] } ], "source": [ "data = df[40:][['case','heat' ]].pct_change().dropna()\n", "gc_res = grangercausalitytests(data,3)" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2020-02-21T05:11:13.754279Z", "start_time": "2020-02-21T05:11:13.750741Z" }, "slideshow": { "slide_type": "slide" } }, "source": [ "## Spurous Correlation\n", "\n", "http://www.tylervigen.com/spurious-correlations" ] }, { "cell_type": "code", "execution_count": 132, "metadata": { "ExecuteTime": { "end_time": "2020-02-21T05:12:13.099518Z", "start_time": "2020-02-21T05:12:13.095465Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "import numpy as np\n", "suicide = [5427,5688,6198,6462,6635,7336,7248,7491,8161,8578,9000]\n", "spending = [18.079,18.594,19.753,20.734,20.831,23.029,23.597,23.584,25.525,27.731,29.449]\n", "d = np.array([suicide, spending])" ] }, { "cell_type": "code", "execution_count": 133, "metadata": { "ExecuteTime": { "end_time": "2020-02-21T05:12:13.447820Z", "start_time": "2020-02-21T05:12:13.444914Z" }, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "df = pd.DataFrame(d.T, columns = ['suicide', 'spending']) # .pct_change().dropna()" ] }, { "cell_type": "code", "execution_count": 135, "metadata": { "ExecuteTime": { "end_time": "2020-02-21T05:12:49.961612Z", "start_time": "2020-02-21T05:12:49.942467Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Granger Causality\n", "number of lags (no zero) 1\n", "ssr based F test: F=7.6049 , p=0.0330 , df_denom=6, df_num=1\n", "ssr based chi2 test: chi2=11.4073 , p=0.0007 , df=1\n", "likelihood ratio test: chi2=7.3680 , p=0.0066 , df=1\n", "parameter F test: F=7.6049 , p=0.0330 , df_denom=6, df_num=1\n", "\n", "Granger Causality\n", "number of lags (no zero) 2\n", "ssr based F test: F=0.5180 , p=0.6408 , df_denom=3, df_num=2\n", "ssr based chi2 test: chi2=2.7627 , p=0.2512 , df=2\n", "likelihood ratio test: chi2=2.3731 , p=0.3053 , df=2\n", "parameter F test: F=0.5180 , p=0.6408 , df_denom=3, df_num=2\n" ] } ], "source": [ "data = df[['suicide','spending' ]].pct_change().dropna()\n", "gc_res = grangercausalitytests(data,2)" ] }, { "cell_type": "code", "execution_count": 136, "metadata": { "ExecuteTime": { "end_time": "2020-02-21T05:13:10.955771Z", "start_time": "2020-02-21T05:13:10.941353Z" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Granger Causality\n", "number of lags (no zero) 1\n", "ssr based F test: F=2.5229 , p=0.1633 , df_denom=6, df_num=1\n", "ssr based chi2 test: chi2=3.7844 , p=0.0517 , df=1\n", "likelihood ratio test: chi2=3.1590 , p=0.0755 , df=1\n", "parameter F test: F=2.5229 , p=0.1633 , df_denom=6, df_num=1\n", "\n", "Granger Causality\n", "number of lags (no zero) 2\n", "ssr based F test: F=0.1465 , p=0.8695 , df_denom=3, df_num=2\n", "ssr based chi2 test: chi2=0.7814 , p=0.6766 , df=2\n", "likelihood ratio test: chi2=0.7455 , p=0.6888 , df=2\n", "parameter F test: F=0.1465 , p=0.8695 , df_denom=3, df_num=2\n" ] } ], "source": [ "data = df[['spending', 'suicide' ]].pct_change().dropna()\n", "gc_res = grangercausalitytests(data,2)" ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 2 }