ts.ipynb · OSCHINA-MIRROR/thales-ucas-postgrad

OSCHINA-MIRROR/thales-ucas-postgrad

Присоединиться к Gitlife

Откройте для себя и примите участие в публичных проектах с открытым исходным кодом с участием более 10 миллионов разработчиков. Приватные репозитории также полностью бесплатны :)

Присоединиться бесплатно

Клонировать/Скачать

ts.ipynb 570 КБ

{
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9-final"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.7.9 64-bit ('ml': conda)",
   "metadata": {
    "interpreter": {
     "hash": "b04925148bc5eb1e75569ead2ed9421be776adcfe84bd5aff71997ade420ab0d"
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "source": [
    "# 时间序列\n",
    "\n",
    "\n",
    "## 考研人数分析\n",
    "\n",
    "\n",
    "1994~2020年 报名人数以及录取人数\n",
    "\n",
    "\n",
    "2020年的人数用的是预测，因为2021年6月才会公布2020年的录取人数"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "# 程序执行\n"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "## 加载数据\n",
    "\n",
    "\n",
    "xls表postgrad.xlsx\n",
    "\n",
    "\n"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "       报名人数（万人）  录取人数（万人）\n",
       "年份                       \n",
       "1994年     11.40      4.20\n",
       "1995年     15.50      4.00\n",
       "1996年     20.40      4.70\n",
       "1997年     24.20      5.10\n",
       "1998年     27.40      5.80\n",
       "1999年     31.90      7.20\n",
       "2000年     39.20     10.30\n",
       "2001年     46.00     13.30\n",
       "2002年     62.40     16.40\n",
       "2003年     79.70     22.00\n",
       "2004年     94.50     27.30\n",
       "2005年    117.20     31.00\n",
       "2006年    127.12     34.20\n",
       "2007年    128.20     36.10\n",
       "2008年    120.00     38.60\n",
       "2009年    124.60     44.90\n",
       "2010年    140.60     47.44\n",
       "2011年    151.10     49.46\n",
       "2012年    165.60     51.70\n",
       "2013年    176.00     54.09\n",
       "2014年    172.00     54.87\n",
       "2015年    164.90     57.06\n",
       "2016年    177.00     58.98\n",
       "2017年    201.00     72.22\n",
       "2018年    238.00     76.25\n",
       "2019年    290.00     70.00\n",
       "2020年    341.00       NaN"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>报名人数（万人）</th>\n      <th>录取人数（万人）</th>\n    </tr>\n    <tr>\n      <th>年份</th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1994年</th>\n      <td>11.40</td>\n      <td>4.20</td>\n    </tr>\n    <tr>\n      <th>1995年</th>\n      <td>15.50</td>\n      <td>4.00</td>\n    </tr>\n    <tr>\n      <th>1996年</th>\n      <td>20.40</td>\n      <td>4.70</td>\n    </tr>\n    <tr>\n      <th>1997年</th>\n      <td>24.20</td>\n      <td>5.10</td>\n    </tr>\n    <tr>\n      <th>1998年</th>\n      <td>27.40</td>\n      <td>5.80</td>\n    </tr>\n    <tr>\n      <th>1999年</th>\n      <td>31.90</td>\n      <td>7.20</td>\n    </tr>\n    <tr>\n      <th>2000年</th>\n      <td>39.20</td>\n      <td>10.30</td>\n    </tr>\n    <tr>\n      <th>2001年</th>\n      <td>46.00</td>\n      <td>13.30</td>\n    </tr>\n    <tr>\n      <th>2002年</th>\n      <td>62.40</td>\n      <td>16.40</td>\n    </tr>\n    <tr>\n      <th>2003年</th>\n      <td>79.70</td>\n      <td>22.00</td>\n    </tr>\n    <tr>\n      <th>2004年</th>\n      <td>94.50</td>\n      <td>27.30</td>\n    </tr>\n    <tr>\n      <th>2005年</th>\n      <td>117.20</td>\n      <td>31.00</td>\n    </tr>\n    <tr>\n      <th>2006年</th>\n      <td>127.12</td>\n      <td>34.20</td>\n    </tr>\n    <tr>\n      <th>2007年</th>\n      <td>128.20</td>\n      <td>36.10</td>\n    </tr>\n    <tr>\n      <th>2008年</th>\n      <td>120.00</td>\n      <td>38.60</td>\n    </tr>\n    <tr>\n      <th>2009年</th>\n      <td>124.60</td>\n      <td>44.90</td>\n    </tr>\n    <tr>\n      <th>2010年</th>\n      <td>140.60</td>\n      <td>47.44</td>\n    </tr>\n    <tr>\n      <th>2011年</th>\n      <td>151.10</td>\n      <td>49.46</td>\n    </tr>\n    <tr>\n      <th>2012年</th>\n      <td>165.60</td>\n      <td>51.70</td>\n    </tr>\n    <tr>\n      <th>2013年</th>\n      <td>176.00</td>\n      <td>54.09</td>\n    </tr>\n    <tr>\n      <th>2014年</th>\n      <td>172.00</td>\n      <td>54.87</td>\n    </tr>\n    <tr>\n      <th>2015年</th>\n      <td>164.90</td>\n      <td>57.06</td>\n    </tr>\n    <tr>\n      <th>2016年</th>\n      <td>177.00</td>\n      <td>58.98</td>\n    </tr>\n    <tr>\n      <th>2017年</th>\n      <td>201.00</td>\n      <td>72.22</td>\n    </tr>\n    <tr>\n      <th>2018年</th>\n      <td>238.00</td>\n      <td>76.25</td>\n    </tr>\n    <tr>\n      <th>2019年</th>\n      <td>290.00</td>\n      <td>70.00</td>\n    </tr>\n    <tr>\n      <th>2020年</th>\n      <td>341.00</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 1
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.read_excel('./postgrad.xlsx', index_col='年份')\n",
    "df"
   ]
  },
  {
   "source": [
    "## 时间序列图表\n",
    "\n"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.family'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "df.plot()"
   ],
   "cell_type": "code",
   "metadata": {},
   "execution_count": 2,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='年份'>"
      ]
     },
     "metadata": {},
     "execution_count": 2
    }
   ]
  },
  {
   "source": [
    "# 自相关\n",
    "\n",
    "\n",
    "绘制自相关图，判断序列是否自相关\n",
    "\n",
    "\n",
    "自相关函数（Autocorrelation Function）"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([ 1.        ,  0.81423905,  0.65027144,  0.52544157,  0.4328871 ,\n",
       "        0.36415266,  0.3069205 ,  0.23352341,  0.14151236,  0.05541858,\n",
       "       -0.01477011, -0.07164203, -0.09999569, -0.12142532, -0.16265738,\n",
       "       -0.22333888, -0.28665141, -0.32811461, -0.35836546, -0.36852085,\n",
       "       -0.35864085, -0.34768165, -0.33612065, -0.31564578, -0.28059369,\n",
       "       -0.2219345 , -0.12826781])"
      ]
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "source": [
    "from statsmodels.tsa import stattools\n",
    "stattools.acf(df['报名人数（万人）'])"
   ]
  },
  {
   "source": [
    "数据可能看着不直观，我们画个图\n",
    "\n"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n\r\n<svg height=\"261.215pt\" version=\"1.1\" viewBox=\"0 0 381.2 261.215\" width=\"381.2pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-02-20T17:05:00.716346</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.2, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 261.215 \r\nL 381.2 261.215 \r\nL 381.2 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 39.2 238.89 \r\nL 374 238.89 \r\nL 374 21.45 \r\nL 39.2 21.45 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"PolyCollection_1\">\r\n    <path clip-path=\"url(#pa004c637b0)\" d=\"M 64.236364 98.675176 \r\nL 64.236364 180.244588 \r\nL 93.690909 201.661177 \r\nL 113.327273 212.094183 \r\nL 132.963636 218.163311 \r\nL 152.6 222.028884 \r\nL 172.236364 224.658447 \r\nL 191.872727 226.478152 \r\nL 211.509091 227.514407 \r\nL 231.145455 227.891894 \r\nL 250.781818 227.949644 \r\nL 270.418182 227.953745 \r\nL 290.054545 228.050168 \r\nL 309.690909 228.237716 \r\nL 329.327273 228.513541 \r\nL 358.781818 229.006364 \r\nL 358.781818 49.9134 \r\nL 358.781818 49.9134 \r\nL 329.327273 50.406223 \r\nL 309.690909 50.682048 \r\nL 290.054545 50.869596 \r\nL 270.418182 50.966019 \r\nL 250.781818 50.97012 \r\nL 231.145455 51.02787 \r\nL 211.509091 51.405357 \r\nL 191.872727 52.441612 \r\nL 172.236364 54.261317 \r\nL 152.6 56.89088 \r\nL 132.963636 60.756453 \r\nL 113.327273 66.825581 \r\nL 93.690909 77.258587 \r\nL 64.236364 98.675176 \r\nz\r\n\" style=\"fill:#1f77b4;fill-opacity:0.25;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m5789ee018e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"54.418182\" xlink:href=\"#m5789ee018e\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      \r\n      <g transform=\"translate(51.918182 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 3.125 29.296875 \r\nQ 3.90625 50 6.4375 56.046875 \r\nQ 8.984375 62.109375 13.671875 66.015625 \r\nQ 18.359375 69.921875 25.1875 69.921875 \r\nQ 32.03125 69.921875 37.109375 64.25 \r\nQ 42.1875 58.59375 43.75 50 \r\nQ 45.3125 41.40625 44.71875 30.265625 \r\nQ 44.140625 19.140625 40.8125 12.109375 \r\nQ 37.5 5.078125 30.859375 2.34375 \r\nQ 24.21875 -0.390625 17.578125 2.921875 \r\nQ 10.9375 6.25 8.203125 11.71875 \r\nQ 5.46875 17.1875 4.296875 23.234375 \r\nQ 3.125 29.296875 3.90625 50 \r\nz\r\nM 12.890625 52.734375 \r\nQ 10.546875 31.25 12.5 22.84375 \r\nQ 14.453125 14.453125 18.9375 10.9375 \r\nQ 23.4375 7.421875 28.125 9.5625 \r\nQ 32.8125 11.71875 34.953125 18.15625 \r\nQ 37.109375 24.609375 37.109375 32.21875 \r\nQ 37.109375 39.84375 36.515625 46.09375 \r\nQ 35.9375 52.34375 33 57.421875 \r\nQ 30.078125 62.5 25.1875 62.6875 \r\nQ 20.3125 62.890625 16.59375 57.8125 \r\nQ 12.890625 52.734375 10.546875 31.25 \r\nz\r\n\" id=\"SimHei-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"93.690909\" xlink:href=\"#m5789ee018e\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      \r\n      <g transform=\"translate(91.190909 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 4.6875 3.90625 \r\nQ 5.078125 9.765625 10.15625 14.453125 \r\nQ 15.234375 19.140625 23.046875 29.09375 \r\nQ 30.859375 39.0625 33.203125 44.53125 \r\nQ 35.546875 50 34.953125 53.90625 \r\nQ 34.375 57.8125 31.25 60.34375 \r\nQ 28.125 62.890625 24.015625 62.5 \r\nQ 19.921875 62.109375 16.203125 59.375 \r\nQ 12.5 56.640625 10.546875 51.171875 \r\nL 3.125 52.34375 \r\nQ 6.25 61.328125 11.125 65.421875 \r\nQ 16.015625 69.53125 22.65625 69.921875 \r\nQ 26.5625 70.3125 29.6875 69.71875 \r\nQ 32.8125 69.140625 36.125 66.984375 \r\nQ 39.453125 64.84375 41.59375 60.546875 \r\nQ 43.75 56.25 43.15625 50.1875 \r\nQ 42.578125 44.140625 37.109375 35.734375 \r\nQ 31.640625 27.34375 16.015625 9.375 \r\nL 44.140625 9.375 \r\nL 44.140625 2.34375 \r\nL 4.6875 2.34375 \r\nz\r\n\" id=\"SimHei-50\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"132.963636\" xlink:href=\"#m5789ee018e\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      \r\n      <g transform=\"translate(130.463636 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 31.25 17.1875 \r\nL 1.171875 17.1875 \r\nL 1.171875 23.828125 \r\nL 32.8125 69.53125 \r\nL 38.671875 69.53125 \r\nL 38.671875 23.828125 \r\nL 48.046875 23.828125 \r\nL 48.046875 17.1875 \r\nL 38.671875 17.1875 \r\nL 38.671875 2.34375 \r\nL 31.25 2.34375 \r\nz\r\nM 31.25 23.828125 \r\nL 31.25 54.6875 \r\nL 9.375 23.828125 \r\nz\r\n\" id=\"SimHei-52\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"172.236364\" xlink:href=\"#m5789ee018e\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      \r\n      <g transform=\"translate(169.736364 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 3.515625 19.53125 \r\nQ 4.296875 30.859375 6.046875 34.765625 \r\nQ 7.8125 38.671875 11.328125 44.53125 \r\nL 27.34375 69.53125 \r\nL 36.328125 69.53125 \r\nL 19.921875 43.75 \r\nQ 30.46875 46.484375 36.71875 42.96875 \r\nQ 42.96875 39.453125 45.109375 34.953125 \r\nQ 47.265625 30.46875 47.453125 25.1875 \r\nQ 47.65625 19.921875 45.890625 14.84375 \r\nQ 44.140625 9.765625 39.640625 5.65625 \r\nQ 35.15625 1.5625 27.140625 1.171875 \r\nQ 19.140625 0.78125 13.46875 4.09375 \r\nQ 7.8125 7.421875 5.65625 13.46875 \r\nQ 3.515625 19.53125 4.296875 30.859375 \r\nz\r\nM 12.5 16.015625 \r\nQ 19.53125 8.59375 25.390625 8.203125 \r\nQ 31.25 7.8125 35.15625 12.109375 \r\nQ 39.0625 16.40625 39.0625 24.609375 \r\nQ 39.0625 32.8125 34.171875 35.9375 \r\nQ 29.296875 39.0625 23.234375 38.28125 \r\nQ 17.1875 37.5 14.453125 32.421875 \r\nQ 11.71875 27.34375 12.109375 21.671875 \r\nQ 12.5 16.015625 19.53125 8.59375 \r\nz\r\n\" id=\"SimHei-54\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"211.509091\" xlink:href=\"#m5789ee018e\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      \r\n      <g transform=\"translate(209.009091 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 2.734375 16.796875 \r\nQ 2.734375 26.171875 5.078125 30.65625 \r\nQ 7.421875 35.15625 12.890625 37.890625 \r\nQ 8.203125 40.625 6.640625 43.9375 \r\nQ 5.078125 47.265625 4.875 51.5625 \r\nQ 4.6875 55.859375 6.046875 58.984375 \r\nQ 7.421875 62.109375 10.15625 64.84375 \r\nQ 12.890625 67.578125 16.203125 68.546875 \r\nQ 19.53125 69.53125 23.4375 69.53125 \r\nQ 27.34375 69.53125 30.46875 68.75 \r\nQ 33.59375 67.96875 37.109375 65.421875 \r\nQ 40.625 62.890625 42.1875 58.203125 \r\nQ 43.75 53.515625 41.984375 47.265625 \r\nQ 40.234375 41.015625 32.8125 37.5 \r\nQ 39.453125 35.546875 42.1875 31.4375 \r\nQ 44.921875 27.34375 44.921875 21.484375 \r\nQ 44.921875 15.625 43.15625 12.109375 \r\nQ 41.40625 8.59375 39.25 6.25 \r\nQ 37.109375 3.90625 33.390625 2.53125 \r\nQ 29.6875 1.171875 24.015625 1.171875 \r\nQ 18.359375 1.171875 14.25 2.53125 \r\nQ 10.15625 3.90625 7.421875 6.640625 \r\nQ 4.6875 9.375 3.703125 13.078125 \r\nQ 2.734375 16.796875 2.734375 26.171875 \r\nz\r\nM 10.9375 26.5625 \r\nQ 10.546875 17.1875 12.296875 13.671875 \r\nQ 14.0625 10.15625 18.75 9.171875 \r\nQ 23.4375 8.203125 28.515625 9.375 \r\nQ 33.59375 10.546875 35.546875 14.84375 \r\nQ 37.5 19.140625 36.90625 23.4375 \r\nQ 36.328125 27.734375 32.03125 30.65625 \r\nQ 27.734375 33.59375 22.65625 33.203125 \r\nQ 17.578125 32.8125 14.25 29.6875 \r\nQ 10.9375 26.5625 10.546875 17.1875 \r\nz\r\nM 12.109375 56.25 \r\nQ 12.109375 48.4375 14.84375 44.921875 \r\nQ 17.578125 41.40625 23.4375 41.40625 \r\nQ 29.296875 41.40625 32.21875 44.921875 \r\nQ 35.15625 48.4375 34.953125 53.3125 \r\nQ 34.765625 58.203125 31.4375 60.546875 \r\nQ 28.125 62.890625 22.453125 62.5 \r\nQ 16.796875 62.109375 14.453125 59.171875 \r\nQ 12.109375 56.25 12.109375 48.4375 \r\nz\r\n\" id=\"SimHei-56\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"250.781818\" xlink:href=\"#m5789ee018e\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      \r\n      <g transform=\"translate(245.781818 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 21.875 56.25 \r\nQ 16.796875 51.171875 8.984375 46.484375 \r\nL 8.984375 53.90625 \r\nQ 18.75 60.546875 25 69.53125 \r\nL 29.6875 69.53125 \r\nL 29.6875 2.34375 \r\nL 21.875 2.34375 \r\nz\r\n\" id=\"SimHei-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"290.054545\" xlink:href=\"#m5789ee018e\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      \r\n      <g transform=\"translate(285.054545 252.765)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_8\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"329.327273\" xlink:href=\"#m5789ee018e\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      \r\n      <g transform=\"translate(324.327273 252.765)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_9\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.6\" xlink:href=\"#m5789ee018e\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      \r\n      <g transform=\"translate(363.6 252.765)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_10\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m2345792f36\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.2\" xlink:href=\"#m2345792f36\" y=\"220.554566\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      \r\n      <g transform=\"translate(7.2 223.992066)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 46.484375 33.203125 \r\nL 1.953125 33.203125 \r\nL 1.953125 39.453125 \r\nL 46.484375 39.453125 \r\nz\r\n\" id=\"SimHei-45\"/>\r\n        <path d=\"M 16.796875 1.953125 \r\nL 7.8125 1.953125 \r\nL 7.8125 10.546875 \r\nL 16.796875 10.546875 \r\nz\r\n\" id=\"SimHei-46\"/>\r\n        <path d=\"M 13.28125 2.34375 \r\nQ 20.3125 32.03125 37.890625 61.328125 \r\nL 4.296875 61.328125 \r\nL 4.296875 68.359375 \r\nL 46.09375 68.359375 \r\nL 46.09375 61.71875 \r\nQ 27.734375 32.03125 21.875 2.34375 \r\nL 13.28125 2.34375 \r\nz\r\n\" id=\"SimHei-55\"/>\r\n        <path d=\"M 8.59375 20.703125 \r\nQ 11.328125 10.15625 17.96875 8.984375 \r\nQ 24.609375 7.8125 28.703125 10.34375 \r\nQ 32.8125 12.890625 34.5625 16.984375 \r\nQ 36.328125 21.09375 36.125 26.171875 \r\nQ 35.9375 31.25 33.390625 34.765625 \r\nQ 30.859375 38.28125 26.953125 39.453125 \r\nQ 23.046875 40.625 18.15625 39.453125 \r\nQ 13.28125 38.28125 10.15625 33.984375 \r\nL 3.515625 34.765625 \r\nQ 4.296875 37.109375 10.9375 68.359375 \r\nL 41.796875 68.359375 \r\nL 41.796875 61.328125 \r\nL 16.796875 61.328125 \r\nQ 14.84375 50.78125 12.890625 44.53125 \r\nQ 18.75 47.265625 23.828125 47.0625 \r\nQ 28.90625 46.875 33.59375 44.71875 \r\nQ 38.28125 42.578125 40.421875 38.859375 \r\nQ 42.578125 35.15625 43.546875 31.4375 \r\nQ 44.53125 27.734375 44.328125 23.4375 \r\nQ 44.140625 19.140625 42.578125 14.640625 \r\nQ 41.015625 10.15625 37.890625 7.21875 \r\nQ 34.765625 4.296875 30.265625 2.53125 \r\nQ 25.78125 0.78125 19.921875 1.171875 \r\nQ 14.0625 1.5625 8.78125 5.46875 \r\nQ 3.515625 9.375 1.5625 18.75 \r\nz\r\n\" id=\"SimHei-53\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-45\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.2\" xlink:href=\"#m2345792f36\" y=\"193.523005\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      \r\n      <g transform=\"translate(7.2 196.960505)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-45\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.2\" xlink:href=\"#m2345792f36\" y=\"166.491443\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      \r\n      <g transform=\"translate(7.2 169.928943)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-45\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.2\" xlink:href=\"#m2345792f36\" y=\"139.459882\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      \r\n      <g transform=\"translate(12.2 142.897382)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_14\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.2\" xlink:href=\"#m2345792f36\" y=\"112.428321\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      \r\n      <g transform=\"translate(12.2 115.865821)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_15\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.2\" xlink:href=\"#m2345792f36\" y=\"85.396759\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_15\">\r\n      \r\n      <g transform=\"translate(12.2 88.834259)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_16\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.2\" xlink:href=\"#m2345792f36\" y=\"58.365198\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_16\">\r\n      \r\n      <g transform=\"translate(12.2 61.802698)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-55\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_17\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.2\" xlink:href=\"#m2345792f36\" y=\"31.333636\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_17\">\r\n      \r\n      <g transform=\"translate(12.2 34.771136)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"LineCollection_1\">\r\n    <path clip-path=\"url(#pa004c637b0)\" d=\"M 54.418182 139.459882 \r\nL 54.418182 31.333636 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pa004c637b0)\" d=\"M 74.054545 139.459882 \r\nL 74.054545 51.419271 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pa004c637b0)\" d=\"M 93.690909 139.459882 \r\nL 93.690909 69.148473 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pa004c637b0)\" d=\"M 113.327273 139.459882 \r\nL 113.327273 82.645858 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pa004c637b0)\" d=\"M 132.963636 139.459882 \r\nL 132.963636 92.653425 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pa004c637b0)\" d=\"M 152.6 139.459882 \r\nL 152.6 100.085422 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pa004c637b0)\" d=\"M 172.236364 139.459882 \r\nL 172.236364 106.273721 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pa004c637b0)\" d=\"M 191.872727 139.459882 \r\nL 191.872727 114.209873 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pa004c637b0)\" d=\"M 211.509091 139.459882 \r\nL 211.509091 124.158682 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pa004c637b0)\" d=\"M 231.145455 139.459882 \r\nL 231.145455 133.467679 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pa004c637b0)\" d=\"M 250.781818 139.459882 \r\nL 250.781818 141.056918 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pa004c637b0)\" d=\"M 270.418182 139.459882 \r\nL 270.418182 147.206266 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pa004c637b0)\" d=\"M 290.054545 139.459882 \r\nL 290.054545 150.272041 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pa004c637b0)\" d=\"M 309.690909 139.459882 \r\nL 309.690909 152.589146 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pa004c637b0)\" d=\"M 329.327273 139.459882 \r\nL 329.327273 157.047414 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pa004c637b0)\" d=\"M 348.963636 139.459882 \r\nL 348.963636 163.608677 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_18\">\r\n    <path clip-path=\"url(#pa004c637b0)\" d=\"M 39.2 139.459882 \r\nL 374 139.459882 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_19\">\r\n    <defs>\r\n     <path d=\"M 0 2.5 \r\nC 0.663008 2.5 1.29895 2.236584 1.767767 1.767767 \r\nC 2.236584 1.29895 2.5 0.663008 2.5 0 \r\nC 2.5 -0.663008 2.236584 -1.29895 1.767767 -1.767767 \r\nC 1.29895 -2.236584 0.663008 -2.5 0 -2.5 \r\nC -0.663008 -2.5 -1.29895 -2.236584 -1.767767 -1.767767 \r\nC -2.236584 -1.29895 -2.5 -0.663008 -2.5 0 \r\nC -2.5 0.663008 -2.236584 1.29895 -1.767767 1.767767 \r\nC -1.29895 2.236584 -0.663008 2.5 0 2.5 \r\nz\r\n\" id=\"m797cdc3744\" style=\"stroke:#1f77b4;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#pa004c637b0)\">\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"54.418182\" xlink:href=\"#m797cdc3744\" y=\"31.333636\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"74.054545\" xlink:href=\"#m797cdc3744\" y=\"51.419271\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"93.690909\" xlink:href=\"#m797cdc3744\" y=\"69.148473\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.327273\" xlink:href=\"#m797cdc3744\" y=\"82.645858\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.963636\" xlink:href=\"#m797cdc3744\" y=\"92.653425\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.6\" xlink:href=\"#m797cdc3744\" y=\"100.085422\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.236364\" xlink:href=\"#m797cdc3744\" y=\"106.273721\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"191.872727\" xlink:href=\"#m797cdc3744\" y=\"114.209873\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"211.509091\" xlink:href=\"#m797cdc3744\" y=\"124.158682\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"231.145455\" xlink:href=\"#m797cdc3744\" y=\"133.467679\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.781818\" xlink:href=\"#m797cdc3744\" y=\"141.056918\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.418182\" xlink:href=\"#m797cdc3744\" y=\"147.206266\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"290.054545\" xlink:href=\"#m797cdc3744\" y=\"150.272041\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"309.690909\" xlink:href=\"#m797cdc3744\" y=\"152.589146\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"329.327273\" xlink:href=\"#m797cdc3744\" y=\"157.047414\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"348.963636\" xlink:href=\"#m797cdc3744\" y=\"163.608677\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 39.2 238.89 \r\nL 39.2 21.45 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 374 238.89 \r\nL 374 21.45 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 39.2 238.89 \r\nL 374 238.89 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 39.2 21.45 \r\nL 374 21.45 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_18\">\r\n    \r\n    <g transform=\"translate(161.6 15.45)scale(0.12 -0.12)\">\r\n     <defs>\r\n      <path d=\"M 48.046875 1.953125 \r\nL 38.671875 1.953125 \r\nL 33.203125 22.65625 \r\nL 16.015625 22.65625 \r\nL 10.546875 1.953125 \r\nL 1.171875 1.953125 \r\nL 20.703125 69.53125 \r\nL 28.515625 69.53125 \r\nz\r\nM 31.25 30.078125 \r\nL 25 53.90625 \r\nL 24.21875 53.90625 \r\nL 17.96875 30.078125 \r\nz\r\n\" id=\"SimHei-65\"/>\r\n      <path d=\"M 43.75 1.953125 \r\nL 35.9375 1.953125 \r\nL 35.9375 10.15625 \r\nQ 32.8125 5.859375 29.09375 3.515625 \r\nQ 25.390625 1.171875 19.53125 1.171875 \r\nQ 12.5 1.171875 8.984375 5.078125 \r\nQ 5.46875 8.984375 5.46875 14.84375 \r\nL 5.46875 45.703125 \r\nL 13.28125 45.703125 \r\nL 13.28125 17.578125 \r\nQ 13.28125 12.890625 15.625 10.15625 \r\nQ 17.96875 7.421875 21.875 7.421875 \r\nQ 26.953125 7.421875 31.4375 12.6875 \r\nQ 35.9375 17.96875 35.9375 25.78125 \r\nL 35.9375 45.703125 \r\nL 43.75 45.703125 \r\nz\r\n\" id=\"SimHei-117\"/>\r\n      <path d=\"M 42.96875 3.125 \r\nQ 41.015625 2.34375 38.46875 1.75 \r\nQ 35.9375 1.171875 31.640625 1.171875 \r\nQ 24.609375 1.171875 20.3125 5.078125 \r\nQ 16.015625 8.984375 16.015625 16.015625 \r\nL 16.015625 39.453125 \r\nL 2.734375 39.453125 \r\nL 2.734375 45.703125 \r\nL 16.015625 45.703125 \r\nL 16.015625 60.9375 \r\nL 23.828125 60.9375 \r\nL 23.828125 45.703125 \r\nL 39.84375 45.703125 \r\nL 39.84375 39.453125 \r\nL 23.828125 39.453125 \r\nL 23.828125 15.625 \r\nQ 23.828125 12.5 25.390625 10.34375 \r\nQ 26.953125 8.203125 31.25 8.203125 \r\nQ 35.546875 8.203125 38.28125 8.984375 \r\nQ 41.015625 9.765625 42.96875 10.9375 \r\nz\r\n\" id=\"SimHei-116\"/>\r\n      <path d=\"M 45.703125 23.828125 \r\nQ 45.703125 13.671875 39.453125 7.421875 \r\nQ 33.203125 1.171875 24.609375 1.171875 \r\nQ 16.015625 1.171875 9.765625 7.421875 \r\nQ 3.515625 13.671875 3.515625 23.828125 \r\nQ 3.515625 33.984375 9.765625 40.234375 \r\nQ 16.015625 46.484375 24.609375 46.484375 \r\nQ 33.203125 46.484375 39.453125 40.234375 \r\nQ 45.703125 33.984375 45.703125 23.828125 \r\nz\r\nM 37.109375 23.828125 \r\nQ 37.109375 31.640625 33.203125 35.546875 \r\nQ 29.296875 39.453125 24.609375 39.453125 \r\nQ 19.921875 39.453125 16.015625 35.546875 \r\nQ 12.109375 31.640625 12.109375 23.828125 \r\nQ 12.109375 16.015625 16.015625 12.109375 \r\nQ 19.921875 8.203125 24.609375 8.203125 \r\nQ 29.296875 8.203125 33.203125 12.109375 \r\nQ 37.109375 16.015625 37.109375 23.828125 \r\nz\r\n\" id=\"SimHei-111\"/>\r\n      <path d=\"M 44.53125 19.53125 \r\nQ 44.53125 11.328125 38.859375 6.25 \r\nQ 33.203125 1.171875 24.609375 1.171875 \r\nQ 16.015625 1.171875 9.765625 7.21875 \r\nQ 3.515625 13.28125 3.515625 23.828125 \r\nQ 3.515625 34.375 9.765625 40.421875 \r\nQ 16.015625 46.484375 24.609375 46.484375 \r\nQ 33.203125 46.484375 38.28125 41.984375 \r\nQ 43.359375 37.5 43.359375 31.25 \r\nL 34.765625 31.25 \r\nQ 34.375 35.9375 31.4375 37.6875 \r\nQ 28.515625 39.453125 24.609375 39.453125 \r\nQ 19.921875 39.453125 16.015625 35.734375 \r\nQ 12.109375 32.03125 12.109375 23.828125 \r\nQ 12.109375 15.625 16.015625 11.90625 \r\nQ 19.921875 8.203125 24.609375 8.203125 \r\nQ 29.6875 8.203125 32.8125 10.9375 \r\nQ 35.9375 13.671875 35.9375 19.53125 \r\nz\r\n\" id=\"SimHei-99\"/>\r\n      <path d=\"M 39.0625 37.890625 \r\nQ 31.640625 39.0625 26.5625 35.734375 \r\nQ 21.484375 32.421875 17.96875 24.21875 \r\nL 17.96875 1.953125 \r\nL 10.15625 1.953125 \r\nL 10.15625 45.703125 \r\nL 17.96875 45.703125 \r\nL 17.96875 34.375 \r\nQ 21.484375 40.625 26.75 43.546875 \r\nQ 32.03125 46.484375 39.0625 46.484375 \r\nz\r\n\" id=\"SimHei-114\"/>\r\n      <path d=\"M 44.53125 16.796875 \r\nQ 43.75 9.765625 38.28125 5.46875 \r\nQ 32.8125 1.171875 25.390625 1.171875 \r\nQ 16.015625 1.171875 9.953125 7.21875 \r\nQ 3.90625 13.28125 3.90625 23.828125 \r\nQ 3.90625 34.375 9.953125 40.421875 \r\nQ 16.015625 46.484375 25.390625 46.484375 \r\nQ 33.59375 46.484375 38.859375 41.203125 \r\nQ 44.140625 35.9375 44.140625 23.828125 \r\nL 12.5 23.828125 \r\nQ 12.5 15.234375 16.203125 11.71875 \r\nQ 19.921875 8.203125 25.390625 8.203125 \r\nQ 29.6875 8.203125 32.421875 10.34375 \r\nQ 35.15625 12.5 35.9375 16.796875 \r\nz\r\nM 35.15625 30.078125 \r\nQ 34.375 35.546875 31.640625 37.6875 \r\nQ 28.90625 39.84375 24.609375 39.84375 \r\nQ 20.703125 39.84375 17.578125 37.6875 \r\nQ 14.453125 35.546875 12.890625 30.078125 \r\nz\r\n\" id=\"SimHei-101\"/>\r\n      <path d=\"M 28.515625 1.953125 \r\nL 20.703125 1.953125 \r\nL 20.703125 68.75 \r\nL 28.515625 68.75 \r\nz\r\n\" id=\"SimHei-108\"/>\r\n      <path d=\"M 44.921875 1.953125 \r\nL 35.546875 1.953125 \r\nQ 34.765625 2.734375 34.375 4.09375 \r\nQ 33.984375 5.46875 33.984375 7.421875 \r\nQ 31.25 4.296875 27.34375 2.734375 \r\nQ 23.4375 1.171875 19.140625 1.171875 \r\nQ 12.890625 1.171875 8.59375 4.296875 \r\nQ 4.296875 7.421875 4.296875 13.28125 \r\nQ 4.296875 19.140625 8.203125 22.65625 \r\nQ 12.109375 26.171875 20.3125 27.34375 \r\nQ 25.78125 28.125 29.875 29.296875 \r\nQ 33.984375 30.46875 33.984375 32.421875 \r\nQ 33.984375 34.765625 32.21875 37.109375 \r\nQ 30.46875 39.453125 24.609375 39.453125 \r\nQ 19.921875 39.453125 17.765625 37.6875 \r\nQ 15.625 35.9375 14.84375 32.8125 \r\nL 6.25 32.8125 \r\nQ 7.03125 39.0625 11.90625 42.765625 \r\nQ 16.796875 46.484375 24.609375 46.484375 \r\nQ 33.203125 46.484375 37.5 42.578125 \r\nQ 41.796875 38.671875 41.796875 31.640625 \r\nL 41.796875 10.15625 \r\nQ 41.796875 7.8125 42.578125 5.859375 \r\nQ 43.359375 3.90625 44.921875 1.953125 \r\nz\r\nM 33.984375 16.40625 \r\nL 33.984375 24.21875 \r\nQ 31.640625 23.4375 29.484375 22.84375 \r\nQ 27.34375 22.265625 22.265625 21.484375 \r\nQ 16.40625 20.703125 14.640625 18.75 \r\nQ 12.890625 16.796875 12.890625 14.0625 \r\nQ 12.890625 11.71875 14.640625 9.953125 \r\nQ 16.40625 8.203125 19.921875 8.203125 \r\nQ 23.4375 8.203125 27.53125 10.15625 \r\nQ 31.640625 12.109375 33.984375 16.40625 \r\nz\r\n\" id=\"SimHei-97\"/>\r\n      <path d=\"M 28.125 58.203125 \r\nL 20.3125 58.203125 \r\nL 20.3125 68.359375 \r\nL 28.125 68.359375 \r\nz\r\nM 28.125 1.953125 \r\nL 20.3125 1.953125 \r\nL 20.3125 45.703125 \r\nL 28.125 45.703125 \r\nz\r\n\" id=\"SimHei-105\"/>\r\n      <path d=\"M 43.75 1.953125 \r\nL 35.9375 1.953125 \r\nL 35.9375 30.078125 \r\nQ 35.9375 34.765625 33.59375 37.5 \r\nQ 31.25 40.234375 27.34375 40.234375 \r\nQ 22.265625 40.234375 17.765625 34.953125 \r\nQ 13.28125 29.6875 13.28125 21.875 \r\nL 13.28125 1.953125 \r\nL 5.46875 1.953125 \r\nL 5.46875 45.703125 \r\nL 13.28125 45.703125 \r\nL 13.28125 37.5 \r\nQ 16.40625 41.796875 20.109375 44.140625 \r\nQ 23.828125 46.484375 29.6875 46.484375 \r\nQ 36.71875 46.484375 40.234375 42.578125 \r\nQ 43.75 38.671875 43.75 32.8125 \r\nz\r\n\" id=\"SimHei-110\"/>\r\n     </defs>\r\n     <use xlink:href=\"#SimHei-65\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-117\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-116\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-111\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-99\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-111\"/>\r\n     <use x=\"300\" xlink:href=\"#SimHei-114\"/>\r\n     <use x=\"350\" xlink:href=\"#SimHei-114\"/>\r\n     <use x=\"400\" xlink:href=\"#SimHei-101\"/>\r\n     <use x=\"450\" xlink:href=\"#SimHei-108\"/>\r\n     <use x=\"500\" xlink:href=\"#SimHei-97\"/>\r\n     <use x=\"550\" xlink:href=\"#SimHei-116\"/>\r\n     <use x=\"600\" xlink:href=\"#SimHei-105\"/>\r\n     <use x=\"650\" xlink:href=\"#SimHei-111\"/>\r\n     <use x=\"700\" xlink:href=\"#SimHei-110\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pa004c637b0\">\r\n   <rect height=\"217.44\" width=\"334.8\" x=\"39.2\" y=\"21.45\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEFCAYAAAAPCDf9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAf2ElEQVR4nO3dfZRc9X3f8fdnZ3ellVZPICGQjFCwVQwYhMnWRjm4WTA4FiWJQ5o6tevUsU/BiY990jatY5s2KSVuQ12f2j41x0pEa5Pgxk5jDonrVqGujkkLxCvCo20KwQIhkCWk1S77OE/f/jF3tbOj2YeZndl5+rzO2bMzd3537lcL93Pv/OZ3708RgZmZdYauRhdgZmYrx6FvZtZBHPpmZh3EoW9m1kEc+mZmHcShb2bWQRz61lQk3Sfps42uo5Yk/Y6k36nB+/ympN+sQUnWwRz61myuA965WCNJGyX9Rv3LWXnzHSAi4rMR0VYHRFt5Dn1rGpIuB14CNko6d5HmG4HfqHdNDfLbjS7A2pdD35rJO4GDwEPAdZI+KOm/zLwo6aCkQUn3Ad8DLpR0TNL/KGrzzyW9JOlZSXuTZV2SPivpqKTnJL2raPl/SJY/IelvF71PSLpa0pCkf1O0/LCk6yX9b0lfKVr+q5JekPSqpH+82D9U0keSOo9K+kSy7PckHUseH5P0TMk6Z3UTSfqHkn6U1PXBZNkHJf1R8nNS0n+TpMVqss7Q3egCzIpcD+wDLqBwAHi0XKOIeJ+kncDBiNg5s1zSDcA/AnYn7/EdSbuBn0uWvRG4GvgTYBvwIeCqZPlPAd+QdElETCdv+e+BDwPPlZTwWeDjwBPJdi8H/ikwAPQAj0l6ICJ+XK5+SauBDwDXAKeBFyX9p4j4BPAJSRER5y/yt0LSm4F/B+wBcsAjkg4lL/8i8EvAbcDzyb/zrxd7T2t/Dn1rCpJSwN+hEGBdwDBnh/5iZ6t7gT+MiGFgWNKjwDuAdwN/EBFTwP+lEPgz7X8/Wf4dSSPAFcBQ8vqnI+KJMtu5KyL+suj59cDFwPeT533AJUDZ0I+IKUm/QiH43wGcA2wGxhb595W6EfjziDgCIOmbwM8ArwFDEfFnyfJngQ0Vvre1KXfvWLP4SeBHEbE1IrYA/cCFJW22L+F9ouTxWXcUTLpi+hdrHxGPzLON0uUCvhoR5ydn6G8o06Z4+28EvgucAv4ZcGS+tkswX/1/M08b63AOfWsW1zP3zP5RCl/qXggg6SYK3TAzTgLnSlqT/PQB3wben4zseTPwduAvgf8JfEjSKklvodAlMpW0/3Cy/KcpfDn8dBW1fwfYK+l8SesodPtctkD7twKHgXsofCJ4Q8nrJyVdJKlH0kJn6H8B3Cxpu6QLgF8ADiSvOeitLHfvWLN4J/CHRc8fBf4usErSQQphfKZLJSJel/R7FM5ou4A9EfGgpHuBJymE+oci4seS9gOXAi8Ao8D7IiIr6Z6i5a8Bv1TUn79kEfF08mXvwxT2qf8YEY8vsMqDwD+h0P1zAPgR8LcoHAgA/gXwf4DVFIL8oXm2+0NJn6TwdxHw2xHxlKSfrPTfYJ1Dvp++mVnncPeOmVkHceibmXUQh76ZWQdx6JuZdZCmHr2zefPm2LlzZ6PLMDNrKYcOHXotud7lLE0d+jt37mRoaGjxhmZmdoakF+d7zd07ZmYdxKFvZtZBHPpmZh3EoW9m1kEc+mZmHaSpR+9UI5cPDj57nGdeGeXybesZvOQ8Ul2eNMjMDJYR+pK2An8SEe9YoM1+CreY/VZE3DnfslrJ5YMP7H+Ux4+cZjKdo683xVUXbuTeD7/dwW9mRpXdO5I2AV8B1i7Q5hYgFRF7gIsl7Sq3rJrtz+fgs8d5/MhpJtI5AphI53j8yGkOPnu8lpsxM2tZ1fbp54D3Urg3+XwGga8njw8A186zbA5JtyaTUQ+dOHGioqKeeWWUyXRuzrLJdI7vv7JQmWZmnaOq0I+I0YgYWaTZWuBo8vgUsHWeZaXvvS8iBiJiYMuWslcRz+vybevp603NWdbXm+Kybesreh8zs3ZVz9E7YxQmiIbCfKdd8yyrmcFLzuOqCzcy032/JunTH7zkvFpuxsysZdUz9A8x232zm8JUcOWW1UyqS9z74bfzpvP6ecPGPr74D97qL3HNzIrUZMimpMsozDt6e9Hi+4GHJG0D9gLXUJisuXRZTaW6xKY1vWxaA++89KzeIzOzjrasM/2IGEx+f78k8ImIUQpf3D4CXBcRI+WWLWf7ZmZWmbpenBURw8yO1pl3mZmZrQzfhsHMrIM49M3MOohD38ysgzj0zcw6iEPfzKyDOPTNzDqIQ9/MrIM49M3MOohD38ysgzj0zcw6SNvNkVtrnnPXzNqJQ38BnnPXzGotnw8CiJj5DUEQUXg9AiRY3ZNa6G2q5tBfQPGcuzB3zl3fttnqISKSECg8hsLjs9uVWVa2Zfm29VC8neJaSrdf/DSKXozitjH7HmfCkLP/JlHUjpj7PjNBOme9mLte8etztj/ntaK28z0+6z1K1j/r/Re2bnU3b9m+YWmNK+TQX8BCc+469NtfLh9k83nyec78zkXMeZzLReF3Pk8uPxsC+Zh75paPMmd3JY/zKxTO1tkc+guYmXN3oij4Pedu68nm8mRyQTqXJzPzkw0y+TzZXJDLJz9R9NgJbG3Kob+AmTl3H3nhJPnwnLvNJJcPMrk86VwhuDO5POnsTKjPvpbJ5n0GbVbEob+AmTl3937+u0xM5/jXP3+5R++skGwuz1Q2z3QmN/s7k2c6myOT85m4WbUc+ovwnLv1ERFMZ/NMJ0E+VfI7k3Oom9VD1aEvaT9wGfCtiLizzOu/Brw3eboReBT4KPBC8gPwsYh4qtoarLlFBJOZHJPpHNPZPFOZub9XalSJmc2qKvQl3QKkImKPpHsk7YqI54rbRMTdwN1J+y8CXwGuBL4WEZ9YZt3WZPL5YCKTY2I6y9h0lol0jvHprPvTzZpMtWf6g8xObn4AuBZ4rlxDSduBrRExJOnXgZslXQc8BdwWEdmS9rcCtwLs2LGjyvKsnvL5YDxdCPax6SwT0zkm0g54s1ZQbeivBY4mj08BVy/Q9qMkZ/zA94AbIuJVSV8FbgIeKG4cEfuAfQADAwOOkQbLzQT8dBLwSdi7a8asNVUb+mNAX/K4n3lu3CapC7gO+HSy6MmImE4eDwG7qty+1cn4dJbRqQzj01nGp3NMZhzwZu2k2tA/RKFL5xFgN/DsPO3eATwas9da3yvpd4GngfcAn6ly+1YjEcHoZJZTE2mGJ9JMZ/KNLsnM6qja0L8feEjSNmAv8MuS7oyI20va/Qzw3aLndwD3AQIeiIgHq9y+LUMuHwxPpDk9kWZ4IkPWwyPNOkZVoR8Ro5IGgRuBuyLiGPBEmXafKnn+NIURPLbCprM5Tk9kODWeZnQy4y9dzTpU1eP0I2KY2RE81oQm0llOjacZHs8wNp1dfAUza3u+IreNRASjU1mGxwv981PunzezEg79FVbrmbgiguGk2+b0RNq3LzCzBTn0V1CtZ+IaHk9zZHiC8enc4o3NzPDE6CuqeCauYO5MXJUYncrw9NERfnjsdQe+mVXEob+CFpqJaykm0ll+eGyUZ46O8vqUv5g1s8q5e2cFVTsT11Qmx8vDE7w2lvbVsWa2LD7TX0EzM3HNdN8vNhNXOpvnR6+N8/iR05x43YFvZsvnM/0VtNSZuLK5PK+OTPHqyJRniDKzmnLor7CFZuLK54Njo1O8cnrSQy/NrC4c+k0gIjjx+jRHhidJZ31BlZnVj0O/wU6OFcK+dFSPmVk9OPQbJJcPnnp5xPfEMbMV5dBfYZlcnsl0jkw+78A3sxXn0F9BI5MZnj8+RibvfnszawyH/gqICF4enuTo6UmPtTezhnLo19lUJsfzx8fqctuEfD54/MhpDp8cZ+e5awsXfi3jjp1m1v4c+nV0cmyaF14br8t0hPl88Jlv/4Dnj4+Rzubp7e7iTef186m9lzr4zWxevg1DHeTywd+cGOP//XisbvPPPn7kNM8fH2M6myeA6Wye54+P8fiR03XZnpm1h6pDX9J+SQ9LKp0Mfeb1bkkvSTqY/FyxlPVa3fh0lqeOjnB8dLqu2zl8cvysC7nS2TyHT47Xdbtm1tqqCn1JtwCpiNgDXCxpV5lmVwJfi4jB5OepJa7Xso6NTPH00ZEVudBq57lr6e2e+5+vt7uLneeurfu2zax1VXumP8jspOgHgGvLtLkGuFnSXyVn991LWU/SrZKGJA2dOHGiyvJWViaX59ljr/Oj18ZZqfujXXXhRt50Xj9Kuu9XJX36V124cWUKMLOWVG3orwWOJo9PAVvLtPkecENEvA3oAW5aynoRsS8iBiJiYMuWLVWWt3JGJjM8+fIIp8bTK7rdri7xqb2Xsn1jH1v6e/n49bv8Ja6ZLara0TtjQF/yuJ/yB48nI2KmY3sI2LXE9VpCM4y97+oS61Z3s251N1dftKkxRZhZS6k2dA8x2zWzGzhcps29knZLSgHvAZ5Y4npNbyqT45lXRnl52BdbmVlrqfZM/37gIUnbgL3AL0u6MyKKR+TcAdwHCHggIh6UtL5kvWuqL70x6jn23sys3qoK/YgYlTQI3AjcFRHHKJzJF7d5msIInoXWG6lm+43yNyfG6j4Us5F8ha9Z+6v6ityIGGZ2JE7d12ukfAQT6VzbB76v8DVrfy37RepKOTYyxfh0lnybd977Cl+zzuDQn0fx2Pv2jvsCX+Fr1hl8w7UyZu5730nz1c5c4Ttd9G/2Fb5m7cdn+kUigiOnJvjBq6MdFfjgK3zNOoXP9BP1vO99K5i5wvcTf/ok05kcH/ypn/DoHbM25NDHY+9n1PoKXw8BNWs+HR/6L52c4OjpyUaX0XY8BNSsOXV8n/7oVKbRJbQlDwE1a04dH/pWHx4CatacHPpWF57kxaw5OfStLjwE1Kw5dfwXuVYftR4C6pFAZrXh0Le6qdUQUI8EMqsdd+9Y0/NIILPacehb0/NIILPacehb0/NIILPacehb0/NIILPacehb05sZCbR9Yx9b+nv5+PW7/CWuWZWqHr0jaT9wGfCtiLizzOsbgP8KpIBx4L1AHngh+QH4WEQ8VW0N1jlqfTM4s05V1Zm+pFuAVETsAS6WtKtMs/cDn4uIdwHHgHdTmCj9axExmPw48K0h8vngsReH+dPHXuaxF4fJ5zv7DqvWOao90x9kdnLzA8C1wHPFDSLiS0VPtwDHgWuAmyVdBzwF3BYRc25gL+lW4FaAHTt2VFme2fw87t86WbV9+muBo8njU8DW+RpK2gNsiohHgO8BN0TE24Ae4KbS9hGxLyIGImJgy5YtVZZnNj+P+7dOVm3ojwF9yeP++d5H0jnAF4EPJYuejIhXk8dDQLluIbO68rh/62TVhv4hCl06ALuBw6UNJPUC3wA+GREvJovvlbRbUgp4D/BElds3q5rH/Vsnqzb07wc+IOlzwN8HnpFUOoLnw8DVwKclHZT0XuAO4F7gceDhiHiwyu2bVc3j/q2TVfVFbkSMShoEbgTuiohjlJy1R8TdwN1lVr+ymm2a1YongbdOVvU4/YgYZnYEj1lL8bh/61S+ItfMrIM49M3MOognUTGrAc/sZa3CoW+2TL7C11qJu3fMlslX+ForceibLZOv8LVW4tA3WyZf4WutxKFvtky+wtdaiUPfbJk8s5e1Eo/eMasBX+FrrcJn+mZmHcRn+mZNxhd6WT059M2aiC/0snpz945ZE/GFXlZvDn2zJuILvazeHPpmTcQXelm9OfTNmogv9LJ6c+ibNRFf6GX1VnXoS9ov6WFJt1fSZinrmXWymQu9Nq9bxdUXbXLgW00pIipfSboF+LmI+KCke4B/GxHPLdYGuGKx9Yqdc9GlceOn7qm4vu+/OgrAZResX7TteDpLLr/w3+DFkxMAXHTumoprqff7NXNttX6/Zq6t1u9Xy/eKCMamc0xlcqzuSdG/KoXkA0kzS3WJtb3Vj6j/+kd+6lBEDJR7rdp3HWR2UvQDwLVAaXiXa/PWxdaTdCtwK0D/BW+sqrilhH0lahUK9Xi/Zq6t1u/XzLXV+v1q9V4RwUunJplI5wCQoK8nxY5z+qoO/mY+WNb6/Zq5tmpVG/prgaPJ41PA1Utss+h6EbEP2AcwMDAQf3zbnipLXJqnj47w+lS2rtswa5THXhzmC9+ZPa+KgFw++Nkrt1d9j6A7/vwZAP7VzZfXpMZmfr9G1bZudTdv2b6h6u18/SPzv1Ztn/4Y0Jc87p/nfcq1Wcp6ZlYjHvdvpaoN3UMUumYAdgOHl9hmKeuZWY143L+VqrZ7537gIUnbgL3AL0u6MyJuX6DNNUCUWWZmdTIz7r/0Xj4e99+5qgr9iBiVNAjcCNwVEceAJxZpMwJQbpmZ1cfMuP9a3bUznw9en8oylcnx2IvDvgNoC6p6TFBEDDM7EmfJbZaynpnVTleXuPqiTcue3GXmDqBHT08SAV/4znO+A2gL8hepZrYkM3cAnbm0x3cAbU0OfTNbknqMBJrpLjrx+jSPvThMfpELJW35HPpmtiS1HglU3F302liaL3znOT7z7R84+OvMoW9mSzIzEmhVdxdi+XcArUd3kT85LM7TJZrZktR6JNBC3UXVfOnsL5qXxqFvZktWq5FAMNtdNF0U/MvpLlrok0Mt6m0X7t4xs4aodXeRbzmxND7TN7OGqHV3Ua0/ObQrh76ZNUwtu4tqfcuJdr362KFvZm2hlp8c2vlLYYe+mbWNWn1yaOcvhf1FrplZiXb+Utihb2ZWop3nIXDom5mVqPVw0mbiPn0zsxK1Hk7aTBz6ZmZl1HI4KTTPEFB375iZ1Vkz3VHUoW9mVmfNNAFNxaEvab+khyXdvkCbDZK+LemApG9K6pXULeklSQeTnyuWV7qZWWtopiGgFYW+pFuAVETsAS6WtGuepu8HPhcR7wKOAe8GrgS+FhGDyc9TyynczKxVNNMQ0ErP9AeZndT8AHBtuUYR8aWI+Ivk6RbgOHANcLOkv0o+LZT9ElnSrZKGJA2dOHGiwvLMzJpPMw0BXXD0jqQvA5cULfppYH/y+BRw9SLr7wE2RcQjknLADRHxqqSvAjcBD5SuExH7gH0AAwMDnvbGzFpeMw0BXTD0I+K24ueSPg/0JU/7WeCTgqRzgC8Cv5gsejIippPHQ8B8XUNmZm2n1kNAq66jwvaHmO3S2Q0cLtdIUi/wDeCTEfFisvheSbslpYD3AE9UXK2ZmS1LpRdn3Q88JGkbsBe4RtJlwPsiong0z4cpdP18WtKngbuBO4D7AAEPRMSDyy3ezMwqU1HoR8SopEHgRuCuiBgBRoDbS9rdTSHoS11ZXZlmZlYLFd+GISKGmR3BY2ZmLcRX5JqZdRCHvplZB3Hom5l1EIe+mVkHceibmXUQh76ZWQdx6JuZdZCOD/0LNqymO9X6816amS1Fx4f+uf2ruGL7Btat9nTBZtb+Oj70AVb3pLh823q2b+xDPuk3szbm0E9IYse5a7j0/PX0djv5zaw9OfRLbFjTw5Vv2MimtT2NLsXMrOYc+mX0pLp48/nr2bl5DQ2Y2MbMrG4c+gu4YEMfb9m+gb7eVKNLMTOrCYf+Itau6uaK7RvYsm5Vo0sxM1s2h/4SpLrEm87rZ9fWfo/pN7OW5tCvwGaP6TezFufQr5DH9JtZK6s49CXtl/SwpNsXaNMt6SVJB5OfK5a6biuYO6bfx00zax0VJZakW4BUROwBLpa0a56mVwJfi4jB5OepCtZtGYUx/Rs8pt/MWkalp6mDzE6KfgC4dp521wA3S/qr5Oy+e6nrSrpV0pCkoRMnTlRY3srzmH4zayULhr6kLxd10RwEPgYcTV4+BWydZ9XvATdExNuAHuAmYO1S1o2IfRExEBEDW7Zsqegf00ge029mrWDBYSgRcVvxc0mfB/qSp/3Mf9B4MiKmk8dDwC5gbInrtqyZMf2HT45zfHR68RXMzFZYpcF7iNlumd3A4Xna3Stpt6QU8B7giQrWbWmpLvHGLR7Tb2bNqdIB5/cDD0naBuwFrpF0GfC+iCgekXMHcB8g4IGIeFDS+tJ1l119E9vcv4r+Vd08f3yM16eyjS7HzAwARURlK0ibgBuB70bEsXquOzAwEENDQxXV12wigiOnJnllZJIK/9Rm1qHWre7mLds3VL2+pEMRMVDutYovLY2IYWZH4azYuq1qZkz/hr4enj8xRjqbb3RJZtbB2u7L1GblMf1m1gwc+itoZkz/T2xe6y95zawhfOewBjh/w2o29/fyyukpXh2ZJO++fjNbIT7Tb5DuVBc7zl3DVTs2snX9Kt+8zcxWhEO/wVZ1p7h4Sz9XXbiRzf29jS7HzNqcQ79JrO5JsWvrOq58wwY2rvGXvWZWHw79JrN2VTeXXrCey7at92QtZlZzTpUmtaGvhw3bN3BqPM2RUxNMpHONLsnM2oBDv8mds7aXTWt6ODE2zcvDk0xnfHGXmVXPod8CJHHeutVsXruKH78+xdHhSTI5j/M0s8o59FtIV5e4YEMf561bzSunJ3l1ZIqcB/mbWQX8RW4LSnWJC89Zw1t3bOSCDas9Y5eZLZnP9FtYT6qLnZvXsn1TH6cnMgxPpDk9kfHZv5nNy6HfBnpSXWxZt4ot61aRzwcjk4UDwPBEmnTWBwAzm+XQbzNdXWLT2l42rS1c3fv6VIbh8QynJtJMetinWcdz6Le5dat7WLe6hx3nrmEqk+PUeJpT42nGprOe1MWsAzn0O8jqnhTbNvaxbWMf6Wye0xNphicynJ5I+06fZh3Cod+heru7OG/9as5bv5pc8j3AqfE0pyfSvgbArI1VHPqS9gOXAd+KiDvnafNrwHuTpxuBR4GPAi8kPwAfi4inKt2+1V6qS5yztpdz1vYSEUxmcoxNZxmfzjE+nWUinfOIILM2UVHoS7oFSEXEHkn3SNoVEc+VtouIu4G7k3W+CHwFuBL4WkR8ogZ1W51IYk1vN2t6u2FdYVlEMJXJJweCLOPpwoEg608EZi2n0jP9QWYnNj8AXAucFfozJG0HtkbEkKRfB26WdB3wFHBbRGTLrHMrcCvAjh07KizP6kESfb0p+npTbFm36szyqTOfCJJPBemsDwRmTW7B0Jf0ZeCSokU/DexPHp8Crl7k/T9KcsYPfA+4ISJelfRV4CbggdIVImIfsA9gYGDACdLEVvekWN2TYnP/3APBTJfQ2HSWiXTW1wqYNZEFQz8ibit+LunzQF/ytJ8FbuMgqQu4Dvh0sujJiJhOHg8Bu6op2JrbzIHg3KJl2Vye6WyeqUzuzO+pTJ7pbOG5h46arZxKu3cOUejSeQTYDTy7QNt3AI9GnNml75X0u8DTwHuAz1S4bWtR3akuulNdrF119v9uEcF0Ns90chCYyuSZyuaYTn67u8istioN/fuBhyRtA/YC10i6DHhfRNxe0vZngO8WPb8DuA8Q8EBEPFhdydZOJJ35dABnTxOZzeWZKvqUMJ3JkckFmVyedC5PJpv3NQZmFago9CNiVNIgcCNwV0SMACNAaeATEZ8qef40hRE8ZkvWneqiP9VFf5lPCTOyuXzhQJAvHATmHBRyeTLZOPPYXUnW6Soepx8Rw8yO4DFruEL3EfSRWrRtpuhAkMnnyeaCXAS5md/5kp+SZWatzlfkWkfpSXXRk+qC3urWz+WDbD5PPs+Z37mYXRYE+Sh8VzHzqSIC8hEEyXJmX4/k9SDOrF+8HhSWlSr3iWW+Q1LU6eNN6bvO3UyUXV7cZM7y5ElQ/t9mtePQN6tAqkukumY+USz+ycKqd+ZAELMHi3IHh5mD4tyDyOwBdO7BdqbB/K+fOciWHJTntI3FtrG0g/p866fqODOSQ9/MmpKk5PecpQ2ppZ14ukQzsw7i0Dcz6yAOfTOzDuLQNzPrIA59M7MO4tA3M+sgDn0zsw7i0Dcz6yAOfTOzDqJ63ZejFiSdAF6scvXNwGs1LKfWmrk+11a9Zq7PtVWnmWuD8vVdFBFbyjVu6tBfDklDETHQ6Drm08z1ubbqNXN9rq06zVwbVF6fu3fMzDqIQ9/MrIO0c+jva3QBi2jm+lxb9Zq5PtdWnWauDSqsr2379M3M7GztfKZvZmYlHPpmZh2kLUNf0n5JD0u6vdG1lJK0QdK3JR2Q9E1JVc7WWj+Stkr660bXUY6kL0n62UbXUUzSJkn/XdKQpC83up5iyX/Lh4qeN82+UVxbs+0XpX+3omUN3y/mqW3J+0Xbhb6kW4BUROwBLpa0q9E1lXg/8LmIeBdwDHh3g+sp57NAX6OLKCXpHcD5EfFnja6lxAeAP0rGSq+T1BRjuiVtAr4CrE2eN82+UVobTbRflKltRsP3i3K1VbpftF3oA4PA15PHB4BrG1fK2SLiSxHxF8nTLcDxRtZTStL1wDiFHa9pSOoBfh84LOnnG11PiZPAWyRtBC4EjjS2nDNywHuB0eT5IM2zb8yprcn2i9K/WzPtF3Nqq2a/aMfQXwscTR6fArY2sJZ5SdoDbIqIRxpdy4zkI/W/BH6r0bWU8SvA94G7gLdJ+liD6yn2l8BFwMeBH1D4/67hImI0IkaKFjXNvlGmNqA59ovS2pppvyjzd6t4v2jH0B9j9iNYP034b5R0DvBF4EONrqXEbwFfiojTjS6kjLcC+yLiGPCHwHUNrqfYbwMfiYg7gB8Cv9rgeubT1PuG94uqVLxfNNV/9Bo5xOzH1t3A4caVcrbkrOEbwCcjotqbydXLDcBHJR0ErpL0Bw2up9jzwMXJ4wGqvxFfPWwCrpCUAt4ONOvFL027b3i/qFrF+0XbXZwlaT3wEPC/gL3ANeU+RjaKpF8DPgM8kSy6OyL+uIEllSXpYEQMNrqOGZLWAfdQ6JLoAf5eRBxdeK2VIeltwH+m0MXzMPALETHW2Kpmzfy3bMZ9o6i2ptsvyu0DzbJfFP3dKt4v2i704cw33DcC300+9pgZ3jesTUPfzMzKa8c+fTMzm4dD38ysgzj0zcw6iEPfzKyDOPTNzDrI/wc5U7PfB+wknAAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "from statsmodels.graphics import tsaplots\n",
    "tsaplots.plot_acf(df['报名人数（万人）'])\n",
    "pass"
   ]
  },
  {
   "source": [
    "由自相关图可以看出，在3阶后落区间内，衰减缓慢，应该属于平稳，有趋势\n",
    "\n",
    "\n",
    "# 偏自相关"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([ 1.        ,  0.84555593, -0.04445655,  0.0298257 ,  0.03462791,\n",
       "        0.034026  ,  0.00759744, -0.11156674, -0.16717121, -0.11336622,\n",
       "       -0.09277878, -0.10712055,  0.00642539])"
      ]
     },
     "metadata": {},
     "execution_count": 5
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n\r\n<svg height=\"261.215pt\" version=\"1.1\" viewBox=\"0 0 376.2 261.215\" width=\"376.2pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-02-20T17:05:01.148045</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.2, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 261.215 \r\nL 376.2 261.215 \r\nL 376.2 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 34.2 238.89 \r\nL 369 238.89 \r\nL 369 21.45 \r\nL 34.2 21.45 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"PolyCollection_1\">\r\n    <path clip-path=\"url(#pd42c079e8b)\" d=\"M 61.592727 120.726564 \r\nL 61.592727 229.006364 \r\nL 98.116364 229.006364 \r\nL 122.465455 229.006364 \r\nL 146.814545 229.006364 \r\nL 171.163636 229.006364 \r\nL 195.512727 229.006364 \r\nL 219.861818 229.006364 \r\nL 244.210909 229.006364 \r\nL 268.56 229.006364 \r\nL 292.909091 229.006364 \r\nL 317.258182 229.006364 \r\nL 353.781818 229.006364 \r\nL 353.781818 120.726564 \r\nL 353.781818 120.726564 \r\nL 317.258182 120.726564 \r\nL 292.909091 120.726564 \r\nL 268.56 120.726564 \r\nL 244.210909 120.726564 \r\nL 219.861818 120.726564 \r\nL 195.512727 120.726564 \r\nL 171.163636 120.726564 \r\nL 146.814545 120.726564 \r\nL 122.465455 120.726564 \r\nL 98.116364 120.726564 \r\nL 61.592727 120.726564 \r\nz\r\n\" style=\"fill:#1f77b4;fill-opacity:0.25;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"ma1eaf3b14e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"49.418182\" xlink:href=\"#ma1eaf3b14e\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      \r\n      <g transform=\"translate(46.918182 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 3.125 29.296875 \r\nQ 3.90625 50 6.4375 56.046875 \r\nQ 8.984375 62.109375 13.671875 66.015625 \r\nQ 18.359375 69.921875 25.1875 69.921875 \r\nQ 32.03125 69.921875 37.109375 64.25 \r\nQ 42.1875 58.59375 43.75 50 \r\nQ 45.3125 41.40625 44.71875 30.265625 \r\nQ 44.140625 19.140625 40.8125 12.109375 \r\nQ 37.5 5.078125 30.859375 2.34375 \r\nQ 24.21875 -0.390625 17.578125 2.921875 \r\nQ 10.9375 6.25 8.203125 11.71875 \r\nQ 5.46875 17.1875 4.296875 23.234375 \r\nQ 3.125 29.296875 3.90625 50 \r\nz\r\nM 12.890625 52.734375 \r\nQ 10.546875 31.25 12.5 22.84375 \r\nQ 14.453125 14.453125 18.9375 10.9375 \r\nQ 23.4375 7.421875 28.125 9.5625 \r\nQ 32.8125 11.71875 34.953125 18.15625 \r\nQ 37.109375 24.609375 37.109375 32.21875 \r\nQ 37.109375 39.84375 36.515625 46.09375 \r\nQ 35.9375 52.34375 33 57.421875 \r\nQ 30.078125 62.5 25.1875 62.6875 \r\nQ 20.3125 62.890625 16.59375 57.8125 \r\nQ 12.890625 52.734375 10.546875 31.25 \r\nz\r\n\" id=\"SimHei-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"98.116364\" xlink:href=\"#ma1eaf3b14e\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      \r\n      <g transform=\"translate(95.616364 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 4.6875 3.90625 \r\nQ 5.078125 9.765625 10.15625 14.453125 \r\nQ 15.234375 19.140625 23.046875 29.09375 \r\nQ 30.859375 39.0625 33.203125 44.53125 \r\nQ 35.546875 50 34.953125 53.90625 \r\nQ 34.375 57.8125 31.25 60.34375 \r\nQ 28.125 62.890625 24.015625 62.5 \r\nQ 19.921875 62.109375 16.203125 59.375 \r\nQ 12.5 56.640625 10.546875 51.171875 \r\nL 3.125 52.34375 \r\nQ 6.25 61.328125 11.125 65.421875 \r\nQ 16.015625 69.53125 22.65625 69.921875 \r\nQ 26.5625 70.3125 29.6875 69.71875 \r\nQ 32.8125 69.140625 36.125 66.984375 \r\nQ 39.453125 64.84375 41.59375 60.546875 \r\nQ 43.75 56.25 43.15625 50.1875 \r\nQ 42.578125 44.140625 37.109375 35.734375 \r\nQ 31.640625 27.34375 16.015625 9.375 \r\nL 44.140625 9.375 \r\nL 44.140625 2.34375 \r\nL 4.6875 2.34375 \r\nz\r\n\" id=\"SimHei-50\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"146.814545\" xlink:href=\"#ma1eaf3b14e\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      \r\n      <g transform=\"translate(144.314545 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 31.25 17.1875 \r\nL 1.171875 17.1875 \r\nL 1.171875 23.828125 \r\nL 32.8125 69.53125 \r\nL 38.671875 69.53125 \r\nL 38.671875 23.828125 \r\nL 48.046875 23.828125 \r\nL 48.046875 17.1875 \r\nL 38.671875 17.1875 \r\nL 38.671875 2.34375 \r\nL 31.25 2.34375 \r\nz\r\nM 31.25 23.828125 \r\nL 31.25 54.6875 \r\nL 9.375 23.828125 \r\nz\r\n\" id=\"SimHei-52\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"195.512727\" xlink:href=\"#ma1eaf3b14e\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      \r\n      <g transform=\"translate(193.012727 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 3.515625 19.53125 \r\nQ 4.296875 30.859375 6.046875 34.765625 \r\nQ 7.8125 38.671875 11.328125 44.53125 \r\nL 27.34375 69.53125 \r\nL 36.328125 69.53125 \r\nL 19.921875 43.75 \r\nQ 30.46875 46.484375 36.71875 42.96875 \r\nQ 42.96875 39.453125 45.109375 34.953125 \r\nQ 47.265625 30.46875 47.453125 25.1875 \r\nQ 47.65625 19.921875 45.890625 14.84375 \r\nQ 44.140625 9.765625 39.640625 5.65625 \r\nQ 35.15625 1.5625 27.140625 1.171875 \r\nQ 19.140625 0.78125 13.46875 4.09375 \r\nQ 7.8125 7.421875 5.65625 13.46875 \r\nQ 3.515625 19.53125 4.296875 30.859375 \r\nz\r\nM 12.5 16.015625 \r\nQ 19.53125 8.59375 25.390625 8.203125 \r\nQ 31.25 7.8125 35.15625 12.109375 \r\nQ 39.0625 16.40625 39.0625 24.609375 \r\nQ 39.0625 32.8125 34.171875 35.9375 \r\nQ 29.296875 39.0625 23.234375 38.28125 \r\nQ 17.1875 37.5 14.453125 32.421875 \r\nQ 11.71875 27.34375 12.109375 21.671875 \r\nQ 12.5 16.015625 19.53125 8.59375 \r\nz\r\n\" id=\"SimHei-54\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"244.210909\" xlink:href=\"#ma1eaf3b14e\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      \r\n      <g transform=\"translate(241.710909 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 2.734375 16.796875 \r\nQ 2.734375 26.171875 5.078125 30.65625 \r\nQ 7.421875 35.15625 12.890625 37.890625 \r\nQ 8.203125 40.625 6.640625 43.9375 \r\nQ 5.078125 47.265625 4.875 51.5625 \r\nQ 4.6875 55.859375 6.046875 58.984375 \r\nQ 7.421875 62.109375 10.15625 64.84375 \r\nQ 12.890625 67.578125 16.203125 68.546875 \r\nQ 19.53125 69.53125 23.4375 69.53125 \r\nQ 27.34375 69.53125 30.46875 68.75 \r\nQ 33.59375 67.96875 37.109375 65.421875 \r\nQ 40.625 62.890625 42.1875 58.203125 \r\nQ 43.75 53.515625 41.984375 47.265625 \r\nQ 40.234375 41.015625 32.8125 37.5 \r\nQ 39.453125 35.546875 42.1875 31.4375 \r\nQ 44.921875 27.34375 44.921875 21.484375 \r\nQ 44.921875 15.625 43.15625 12.109375 \r\nQ 41.40625 8.59375 39.25 6.25 \r\nQ 37.109375 3.90625 33.390625 2.53125 \r\nQ 29.6875 1.171875 24.015625 1.171875 \r\nQ 18.359375 1.171875 14.25 2.53125 \r\nQ 10.15625 3.90625 7.421875 6.640625 \r\nQ 4.6875 9.375 3.703125 13.078125 \r\nQ 2.734375 16.796875 2.734375 26.171875 \r\nz\r\nM 10.9375 26.5625 \r\nQ 10.546875 17.1875 12.296875 13.671875 \r\nQ 14.0625 10.15625 18.75 9.171875 \r\nQ 23.4375 8.203125 28.515625 9.375 \r\nQ 33.59375 10.546875 35.546875 14.84375 \r\nQ 37.5 19.140625 36.90625 23.4375 \r\nQ 36.328125 27.734375 32.03125 30.65625 \r\nQ 27.734375 33.59375 22.65625 33.203125 \r\nQ 17.578125 32.8125 14.25 29.6875 \r\nQ 10.9375 26.5625 10.546875 17.1875 \r\nz\r\nM 12.109375 56.25 \r\nQ 12.109375 48.4375 14.84375 44.921875 \r\nQ 17.578125 41.40625 23.4375 41.40625 \r\nQ 29.296875 41.40625 32.21875 44.921875 \r\nQ 35.15625 48.4375 34.953125 53.3125 \r\nQ 34.765625 58.203125 31.4375 60.546875 \r\nQ 28.125 62.890625 22.453125 62.5 \r\nQ 16.796875 62.109375 14.453125 59.171875 \r\nQ 12.109375 56.25 12.109375 48.4375 \r\nz\r\n\" id=\"SimHei-56\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"292.909091\" xlink:href=\"#ma1eaf3b14e\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      \r\n      <g transform=\"translate(287.909091 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 21.875 56.25 \r\nQ 16.796875 51.171875 8.984375 46.484375 \r\nL 8.984375 53.90625 \r\nQ 18.75 60.546875 25 69.53125 \r\nL 29.6875 69.53125 \r\nL 29.6875 2.34375 \r\nL 21.875 2.34375 \r\nz\r\n\" id=\"SimHei-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"341.607273\" xlink:href=\"#ma1eaf3b14e\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      \r\n      <g transform=\"translate(336.607273 252.765)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_8\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m80021a45ab\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m80021a45ab\" y=\"232.279595\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      \r\n      <g transform=\"translate(7.2 235.717095)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 46.484375 33.203125 \r\nL 1.953125 33.203125 \r\nL 1.953125 39.453125 \r\nL 46.484375 39.453125 \r\nz\r\n\" id=\"SimHei-45\"/>\r\n        <path d=\"M 16.796875 1.953125 \r\nL 7.8125 1.953125 \r\nL 7.8125 10.546875 \r\nL 16.796875 10.546875 \r\nz\r\n\" id=\"SimHei-46\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-45\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m80021a45ab\" y=\"203.573029\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      \r\n      <g transform=\"translate(7.2 207.010529)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-45\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m80021a45ab\" y=\"174.866464\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      \r\n      <g transform=\"translate(12.2 178.303964)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m80021a45ab\" y=\"146.159898\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      \r\n      <g transform=\"translate(12.2 149.597398)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m80021a45ab\" y=\"117.453333\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      \r\n      <g transform=\"translate(12.2 120.890833)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m80021a45ab\" y=\"88.746767\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      \r\n      <g transform=\"translate(12.2 92.184267)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_14\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m80021a45ab\" y=\"60.040202\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      \r\n      <g transform=\"translate(12.2 63.477702)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_15\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m80021a45ab\" y=\"31.333636\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_15\">\r\n      \r\n      <g transform=\"translate(12.2 34.771136)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"LineCollection_1\">\r\n    <path clip-path=\"url(#pd42c079e8b)\" d=\"M 49.418182 174.866464 \r\nL 49.418182 31.333636 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd42c079e8b)\" d=\"M 73.767273 174.866464 \r\nL 73.767273 53.50143 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd42c079e8b)\" d=\"M 98.116364 174.866464 \r\nL 98.116364 181.247439 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd42c079e8b)\" d=\"M 122.465455 174.866464 \r\nL 122.465455 170.585497 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd42c079e8b)\" d=\"M 146.814545 174.866464 \r\nL 146.814545 169.896221 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd42c079e8b)\" d=\"M 171.163636 174.866464 \r\nL 171.163636 169.982616 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd42c079e8b)\" d=\"M 195.512727 174.866464 \r\nL 195.512727 173.775982 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd42c079e8b)\" d=\"M 219.861818 174.866464 \r\nL 219.861818 190.879954 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd42c079e8b)\" d=\"M 244.210909 174.866464 \r\nL 244.210909 198.86102 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd42c079e8b)\" d=\"M 268.56 174.866464 \r\nL 268.56 191.138238 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd42c079e8b)\" d=\"M 292.909091 174.866464 \r\nL 292.909091 188.183265 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd42c079e8b)\" d=\"M 317.258182 174.866464 \r\nL 317.258182 190.24178 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd42c079e8b)\" d=\"M 341.607273 174.866464 \r\nL 341.607273 173.944209 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_16\">\r\n    <path clip-path=\"url(#pd42c079e8b)\" d=\"M 34.2 174.866464 \r\nL 369 174.866464 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_17\">\r\n    <defs>\r\n     <path d=\"M 0 2.5 \r\nC 0.663008 2.5 1.29895 2.236584 1.767767 1.767767 \r\nC 2.236584 1.29895 2.5 0.663008 2.5 0 \r\nC 2.5 -0.663008 2.236584 -1.29895 1.767767 -1.767767 \r\nC 1.29895 -2.236584 0.663008 -2.5 0 -2.5 \r\nC -0.663008 -2.5 -1.29895 -2.236584 -1.767767 -1.767767 \r\nC -2.236584 -1.29895 -2.5 -0.663008 -2.5 0 \r\nC -2.5 0.663008 -2.236584 1.29895 -1.767767 1.767767 \r\nC -1.29895 2.236584 -0.663008 2.5 0 2.5 \r\nz\r\n\" id=\"m5c764c7c05\" style=\"stroke:#1f77b4;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#pd42c079e8b)\">\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"49.418182\" xlink:href=\"#m5c764c7c05\" y=\"31.333636\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"73.767273\" xlink:href=\"#m5c764c7c05\" y=\"53.50143\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"98.116364\" xlink:href=\"#m5c764c7c05\" y=\"181.247439\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.465455\" xlink:href=\"#m5c764c7c05\" y=\"170.585497\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.814545\" xlink:href=\"#m5c764c7c05\" y=\"169.896221\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.163636\" xlink:href=\"#m5c764c7c05\" y=\"169.982616\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"195.512727\" xlink:href=\"#m5c764c7c05\" y=\"173.775982\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"219.861818\" xlink:href=\"#m5c764c7c05\" y=\"190.879954\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"244.210909\" xlink:href=\"#m5c764c7c05\" y=\"198.86102\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"268.56\" xlink:href=\"#m5c764c7c05\" y=\"191.138238\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"292.909091\" xlink:href=\"#m5c764c7c05\" y=\"188.183265\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"317.258182\" xlink:href=\"#m5c764c7c05\" y=\"190.24178\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"341.607273\" xlink:href=\"#m5c764c7c05\" y=\"173.944209\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 34.2 238.89 \r\nL 34.2 21.45 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 369 238.89 \r\nL 369 21.45 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 34.2 238.89 \r\nL 369 238.89 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 34.2 21.45 \r\nL 369 21.45 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_16\">\r\n    \r\n    <g transform=\"translate(132.6 15.45)scale(0.12 -0.12)\">\r\n     <defs>\r\n      <path d=\"M 46.09375 48.4375 \r\nQ 46.09375 39.0625 40.625 33.59375 \r\nQ 35.15625 28.125 25.390625 28.125 \r\nL 14.0625 28.125 \r\nL 14.0625 1.953125 \r\nL 5.078125 1.953125 \r\nL 5.078125 68.75 \r\nL 25.390625 68.75 \r\nQ 35.15625 68.75 40.625 63.28125 \r\nQ 46.09375 57.8125 46.09375 48.4375 \r\nz\r\nM 37.109375 48.4375 \r\nQ 37.109375 55.859375 33.59375 58.59375 \r\nQ 30.078125 61.328125 23.046875 61.328125 \r\nL 14.0625 61.328125 \r\nL 14.0625 35.546875 \r\nL 23.046875 35.546875 \r\nQ 30.078125 35.546875 33.59375 38.28125 \r\nQ 37.109375 41.015625 37.109375 48.4375 \r\nz\r\n\" id=\"SimHei-80\"/>\r\n      <path d=\"M 44.921875 1.953125 \r\nL 35.546875 1.953125 \r\nQ 34.765625 2.734375 34.375 4.09375 \r\nQ 33.984375 5.46875 33.984375 7.421875 \r\nQ 31.25 4.296875 27.34375 2.734375 \r\nQ 23.4375 1.171875 19.140625 1.171875 \r\nQ 12.890625 1.171875 8.59375 4.296875 \r\nQ 4.296875 7.421875 4.296875 13.28125 \r\nQ 4.296875 19.140625 8.203125 22.65625 \r\nQ 12.109375 26.171875 20.3125 27.34375 \r\nQ 25.78125 28.125 29.875 29.296875 \r\nQ 33.984375 30.46875 33.984375 32.421875 \r\nQ 33.984375 34.765625 32.21875 37.109375 \r\nQ 30.46875 39.453125 24.609375 39.453125 \r\nQ 19.921875 39.453125 17.765625 37.6875 \r\nQ 15.625 35.9375 14.84375 32.8125 \r\nL 6.25 32.8125 \r\nQ 7.03125 39.0625 11.90625 42.765625 \r\nQ 16.796875 46.484375 24.609375 46.484375 \r\nQ 33.203125 46.484375 37.5 42.578125 \r\nQ 41.796875 38.671875 41.796875 31.640625 \r\nL 41.796875 10.15625 \r\nQ 41.796875 7.8125 42.578125 5.859375 \r\nQ 43.359375 3.90625 44.921875 1.953125 \r\nz\r\nM 33.984375 16.40625 \r\nL 33.984375 24.21875 \r\nQ 31.640625 23.4375 29.484375 22.84375 \r\nQ 27.34375 22.265625 22.265625 21.484375 \r\nQ 16.40625 20.703125 14.640625 18.75 \r\nQ 12.890625 16.796875 12.890625 14.0625 \r\nQ 12.890625 11.71875 14.640625 9.953125 \r\nQ 16.40625 8.203125 19.921875 8.203125 \r\nQ 23.4375 8.203125 27.53125 10.15625 \r\nQ 31.640625 12.109375 33.984375 16.40625 \r\nz\r\n\" id=\"SimHei-97\"/>\r\n      <path d=\"M 39.0625 37.890625 \r\nQ 31.640625 39.0625 26.5625 35.734375 \r\nQ 21.484375 32.421875 17.96875 24.21875 \r\nL 17.96875 1.953125 \r\nL 10.15625 1.953125 \r\nL 10.15625 45.703125 \r\nL 17.96875 45.703125 \r\nL 17.96875 34.375 \r\nQ 21.484375 40.625 26.75 43.546875 \r\nQ 32.03125 46.484375 39.0625 46.484375 \r\nz\r\n\" id=\"SimHei-114\"/>\r\n      <path d=\"M 42.96875 3.125 \r\nQ 41.015625 2.34375 38.46875 1.75 \r\nQ 35.9375 1.171875 31.640625 1.171875 \r\nQ 24.609375 1.171875 20.3125 5.078125 \r\nQ 16.015625 8.984375 16.015625 16.015625 \r\nL 16.015625 39.453125 \r\nL 2.734375 39.453125 \r\nL 2.734375 45.703125 \r\nL 16.015625 45.703125 \r\nL 16.015625 60.9375 \r\nL 23.828125 60.9375 \r\nL 23.828125 45.703125 \r\nL 39.84375 45.703125 \r\nL 39.84375 39.453125 \r\nL 23.828125 39.453125 \r\nL 23.828125 15.625 \r\nQ 23.828125 12.5 25.390625 10.34375 \r\nQ 26.953125 8.203125 31.25 8.203125 \r\nQ 35.546875 8.203125 38.28125 8.984375 \r\nQ 41.015625 9.765625 42.96875 10.9375 \r\nz\r\n\" id=\"SimHei-116\"/>\r\n      <path d=\"M 28.125 58.203125 \r\nL 20.3125 58.203125 \r\nL 20.3125 68.359375 \r\nL 28.125 68.359375 \r\nz\r\nM 28.125 1.953125 \r\nL 20.3125 1.953125 \r\nL 20.3125 45.703125 \r\nL 28.125 45.703125 \r\nz\r\n\" id=\"SimHei-105\"/>\r\n      <path d=\"M 28.515625 1.953125 \r\nL 20.703125 1.953125 \r\nL 20.703125 68.75 \r\nL 28.515625 68.75 \r\nz\r\n\" id=\"SimHei-108\"/>\r\n      <path id=\"SimHei-32\"/>\r\n      <path d=\"M 48.046875 1.953125 \r\nL 38.671875 1.953125 \r\nL 33.203125 22.65625 \r\nL 16.015625 22.65625 \r\nL 10.546875 1.953125 \r\nL 1.171875 1.953125 \r\nL 20.703125 69.53125 \r\nL 28.515625 69.53125 \r\nz\r\nM 31.25 30.078125 \r\nL 25 53.90625 \r\nL 24.21875 53.90625 \r\nL 17.96875 30.078125 \r\nz\r\n\" id=\"SimHei-65\"/>\r\n      <path d=\"M 43.75 1.953125 \r\nL 35.9375 1.953125 \r\nL 35.9375 10.15625 \r\nQ 32.8125 5.859375 29.09375 3.515625 \r\nQ 25.390625 1.171875 19.53125 1.171875 \r\nQ 12.5 1.171875 8.984375 5.078125 \r\nQ 5.46875 8.984375 5.46875 14.84375 \r\nL 5.46875 45.703125 \r\nL 13.28125 45.703125 \r\nL 13.28125 17.578125 \r\nQ 13.28125 12.890625 15.625 10.15625 \r\nQ 17.96875 7.421875 21.875 7.421875 \r\nQ 26.953125 7.421875 31.4375 12.6875 \r\nQ 35.9375 17.96875 35.9375 25.78125 \r\nL 35.9375 45.703125 \r\nL 43.75 45.703125 \r\nz\r\n\" id=\"SimHei-117\"/>\r\n      <path d=\"M 45.703125 23.828125 \r\nQ 45.703125 13.671875 39.453125 7.421875 \r\nQ 33.203125 1.171875 24.609375 1.171875 \r\nQ 16.015625 1.171875 9.765625 7.421875 \r\nQ 3.515625 13.671875 3.515625 23.828125 \r\nQ 3.515625 33.984375 9.765625 40.234375 \r\nQ 16.015625 46.484375 24.609375 46.484375 \r\nQ 33.203125 46.484375 39.453125 40.234375 \r\nQ 45.703125 33.984375 45.703125 23.828125 \r\nz\r\nM 37.109375 23.828125 \r\nQ 37.109375 31.640625 33.203125 35.546875 \r\nQ 29.296875 39.453125 24.609375 39.453125 \r\nQ 19.921875 39.453125 16.015625 35.546875 \r\nQ 12.109375 31.640625 12.109375 23.828125 \r\nQ 12.109375 16.015625 16.015625 12.109375 \r\nQ 19.921875 8.203125 24.609375 8.203125 \r\nQ 29.296875 8.203125 33.203125 12.109375 \r\nQ 37.109375 16.015625 37.109375 23.828125 \r\nz\r\n\" id=\"SimHei-111\"/>\r\n      <path d=\"M 44.53125 19.53125 \r\nQ 44.53125 11.328125 38.859375 6.25 \r\nQ 33.203125 1.171875 24.609375 1.171875 \r\nQ 16.015625 1.171875 9.765625 7.21875 \r\nQ 3.515625 13.28125 3.515625 23.828125 \r\nQ 3.515625 34.375 9.765625 40.421875 \r\nQ 16.015625 46.484375 24.609375 46.484375 \r\nQ 33.203125 46.484375 38.28125 41.984375 \r\nQ 43.359375 37.5 43.359375 31.25 \r\nL 34.765625 31.25 \r\nQ 34.375 35.9375 31.4375 37.6875 \r\nQ 28.515625 39.453125 24.609375 39.453125 \r\nQ 19.921875 39.453125 16.015625 35.734375 \r\nQ 12.109375 32.03125 12.109375 23.828125 \r\nQ 12.109375 15.625 16.015625 11.90625 \r\nQ 19.921875 8.203125 24.609375 8.203125 \r\nQ 29.6875 8.203125 32.8125 10.9375 \r\nQ 35.9375 13.671875 35.9375 19.53125 \r\nz\r\n\" id=\"SimHei-99\"/>\r\n      <path d=\"M 44.53125 16.796875 \r\nQ 43.75 9.765625 38.28125 5.46875 \r\nQ 32.8125 1.171875 25.390625 1.171875 \r\nQ 16.015625 1.171875 9.953125 7.21875 \r\nQ 3.90625 13.28125 3.90625 23.828125 \r\nQ 3.90625 34.375 9.953125 40.421875 \r\nQ 16.015625 46.484375 25.390625 46.484375 \r\nQ 33.59375 46.484375 38.859375 41.203125 \r\nQ 44.140625 35.9375 44.140625 23.828125 \r\nL 12.5 23.828125 \r\nQ 12.5 15.234375 16.203125 11.71875 \r\nQ 19.921875 8.203125 25.390625 8.203125 \r\nQ 29.6875 8.203125 32.421875 10.34375 \r\nQ 35.15625 12.5 35.9375 16.796875 \r\nz\r\nM 35.15625 30.078125 \r\nQ 34.375 35.546875 31.640625 37.6875 \r\nQ 28.90625 39.84375 24.609375 39.84375 \r\nQ 20.703125 39.84375 17.578125 37.6875 \r\nQ 14.453125 35.546875 12.890625 30.078125 \r\nz\r\n\" id=\"SimHei-101\"/>\r\n      <path d=\"M 43.75 1.953125 \r\nL 35.9375 1.953125 \r\nL 35.9375 30.078125 \r\nQ 35.9375 34.765625 33.59375 37.5 \r\nQ 31.25 40.234375 27.34375 40.234375 \r\nQ 22.265625 40.234375 17.765625 34.953125 \r\nQ 13.28125 29.6875 13.28125 21.875 \r\nL 13.28125 1.953125 \r\nL 5.46875 1.953125 \r\nL 5.46875 45.703125 \r\nL 13.28125 45.703125 \r\nL 13.28125 37.5 \r\nQ 16.40625 41.796875 20.109375 44.140625 \r\nQ 23.828125 46.484375 29.6875 46.484375 \r\nQ 36.71875 46.484375 40.234375 42.578125 \r\nQ 43.75 38.671875 43.75 32.8125 \r\nz\r\n\" id=\"SimHei-110\"/>\r\n     </defs>\r\n     <use xlink:href=\"#SimHei-80\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-97\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-114\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-116\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-105\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-97\"/>\r\n     <use x=\"300\" xlink:href=\"#SimHei-108\"/>\r\n     <use x=\"350\" xlink:href=\"#SimHei-32\"/>\r\n     <use x=\"400\" xlink:href=\"#SimHei-65\"/>\r\n     <use x=\"450\" xlink:href=\"#SimHei-117\"/>\r\n     <use x=\"500\" xlink:href=\"#SimHei-116\"/>\r\n     <use x=\"550\" xlink:href=\"#SimHei-111\"/>\r\n     <use x=\"600\" xlink:href=\"#SimHei-99\"/>\r\n     <use x=\"650\" xlink:href=\"#SimHei-111\"/>\r\n     <use x=\"700\" xlink:href=\"#SimHei-114\"/>\r\n     <use x=\"750\" xlink:href=\"#SimHei-114\"/>\r\n     <use x=\"800\" xlink:href=\"#SimHei-101\"/>\r\n     <use x=\"850\" xlink:href=\"#SimHei-108\"/>\r\n     <use x=\"900\" xlink:href=\"#SimHei-97\"/>\r\n     <use x=\"950\" xlink:href=\"#SimHei-116\"/>\r\n     <use x=\"1000\" xlink:href=\"#SimHei-105\"/>\r\n     <use x=\"1050\" xlink:href=\"#SimHei-111\"/>\r\n     <use x=\"1100\" xlink:href=\"#SimHei-110\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pd42c079e8b\">\r\n   <rect height=\"217.44\" width=\"334.8\" x=\"34.2\" y=\"21.45\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "tsaplots.plot_pacf(df['报名人数（万人）'], lags=12)\n",
    "stattools.pacf(df['报名人数（万人）'], nlags=12)"
   ]
  },
  {
   "source": [
    "# 另一个数据也做一下acf和pacf"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([ 1.        ,  0.90635168,  0.78035313,  0.65847944,  0.5598513 ,\n",
       "        0.45598476,  0.34901671,  0.2403352 ,  0.1347219 ,  0.02950099,\n",
       "       -0.06715947, -0.15019099, -0.2153658 , -0.27419281, -0.33135291,\n",
       "       -0.38162206, -0.41213264, -0.42565124, -0.42330957, -0.40921656,\n",
       "       -0.38208566, -0.34535829, -0.30072176, -0.24994437, -0.16890641,\n",
       "       -0.07738458])"
      ]
     },
     "metadata": {},
     "execution_count": 6
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n\r\n<svg height=\"261.215pt\" version=\"1.1\" viewBox=\"0 0 381.2 261.215\" width=\"381.2pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-02-20T17:05:01.527459</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.2, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 261.215 \r\nL 381.2 261.215 \r\nL 381.2 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 39.2 238.89 \r\nL 374 238.89 \r\nL 374 21.45 \r\nL 39.2 21.45 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"PolyCollection_1\">\r\n    <path clip-path=\"url(#p6060a98e0d)\" d=\"M 64.236364 92.367986 \r\nL 64.236364 168.585259 \r\nL 93.690909 192.430375 \r\nL 113.327273 205.356445 \r\nL 132.963636 213.34025 \r\nL 152.6 218.662561 \r\nL 172.236364 222.02266 \r\nL 191.872727 223.935096 \r\nL 211.509091 224.828386 \r\nL 231.145455 225.107339 \r\nL 250.781818 225.120695 \r\nL 270.418182 225.189879 \r\nL 290.054545 225.535129 \r\nL 309.690909 226.24112 \r\nL 329.327273 227.374543 \r\nL 358.781818 229.006364 \r\nL 358.781818 31.946881 \r\nL 358.781818 31.946881 \r\nL 329.327273 33.578702 \r\nL 309.690909 34.712124 \r\nL 290.054545 35.418116 \r\nL 270.418182 35.763365 \r\nL 250.781818 35.83255 \r\nL 231.145455 35.845905 \r\nL 211.509091 36.124859 \r\nL 191.872727 37.018149 \r\nL 172.236364 38.930585 \r\nL 152.6 42.290684 \r\nL 132.963636 47.612995 \r\nL 113.327273 55.5968 \r\nL 93.690909 68.52287 \r\nL 64.236364 92.367986 \r\nz\r\n\" style=\"fill:#1f77b4;fill-opacity:0.25;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m7a41821217\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"54.418182\" xlink:href=\"#m7a41821217\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      \r\n      <g transform=\"translate(51.918182 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 3.125 29.296875 \r\nQ 3.90625 50 6.4375 56.046875 \r\nQ 8.984375 62.109375 13.671875 66.015625 \r\nQ 18.359375 69.921875 25.1875 69.921875 \r\nQ 32.03125 69.921875 37.109375 64.25 \r\nQ 42.1875 58.59375 43.75 50 \r\nQ 45.3125 41.40625 44.71875 30.265625 \r\nQ 44.140625 19.140625 40.8125 12.109375 \r\nQ 37.5 5.078125 30.859375 2.34375 \r\nQ 24.21875 -0.390625 17.578125 2.921875 \r\nQ 10.9375 6.25 8.203125 11.71875 \r\nQ 5.46875 17.1875 4.296875 23.234375 \r\nQ 3.125 29.296875 3.90625 50 \r\nz\r\nM 12.890625 52.734375 \r\nQ 10.546875 31.25 12.5 22.84375 \r\nQ 14.453125 14.453125 18.9375 10.9375 \r\nQ 23.4375 7.421875 28.125 9.5625 \r\nQ 32.8125 11.71875 34.953125 18.15625 \r\nQ 37.109375 24.609375 37.109375 32.21875 \r\nQ 37.109375 39.84375 36.515625 46.09375 \r\nQ 35.9375 52.34375 33 57.421875 \r\nQ 30.078125 62.5 25.1875 62.6875 \r\nQ 20.3125 62.890625 16.59375 57.8125 \r\nQ 12.890625 52.734375 10.546875 31.25 \r\nz\r\n\" id=\"SimHei-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"93.690909\" xlink:href=\"#m7a41821217\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      \r\n      <g transform=\"translate(91.190909 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 4.6875 3.90625 \r\nQ 5.078125 9.765625 10.15625 14.453125 \r\nQ 15.234375 19.140625 23.046875 29.09375 \r\nQ 30.859375 39.0625 33.203125 44.53125 \r\nQ 35.546875 50 34.953125 53.90625 \r\nQ 34.375 57.8125 31.25 60.34375 \r\nQ 28.125 62.890625 24.015625 62.5 \r\nQ 19.921875 62.109375 16.203125 59.375 \r\nQ 12.5 56.640625 10.546875 51.171875 \r\nL 3.125 52.34375 \r\nQ 6.25 61.328125 11.125 65.421875 \r\nQ 16.015625 69.53125 22.65625 69.921875 \r\nQ 26.5625 70.3125 29.6875 69.71875 \r\nQ 32.8125 69.140625 36.125 66.984375 \r\nQ 39.453125 64.84375 41.59375 60.546875 \r\nQ 43.75 56.25 43.15625 50.1875 \r\nQ 42.578125 44.140625 37.109375 35.734375 \r\nQ 31.640625 27.34375 16.015625 9.375 \r\nL 44.140625 9.375 \r\nL 44.140625 2.34375 \r\nL 4.6875 2.34375 \r\nz\r\n\" id=\"SimHei-50\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"132.963636\" xlink:href=\"#m7a41821217\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      \r\n      <g transform=\"translate(130.463636 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 31.25 17.1875 \r\nL 1.171875 17.1875 \r\nL 1.171875 23.828125 \r\nL 32.8125 69.53125 \r\nL 38.671875 69.53125 \r\nL 38.671875 23.828125 \r\nL 48.046875 23.828125 \r\nL 48.046875 17.1875 \r\nL 38.671875 17.1875 \r\nL 38.671875 2.34375 \r\nL 31.25 2.34375 \r\nz\r\nM 31.25 23.828125 \r\nL 31.25 54.6875 \r\nL 9.375 23.828125 \r\nz\r\n\" id=\"SimHei-52\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"172.236364\" xlink:href=\"#m7a41821217\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      \r\n      <g transform=\"translate(169.736364 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 3.515625 19.53125 \r\nQ 4.296875 30.859375 6.046875 34.765625 \r\nQ 7.8125 38.671875 11.328125 44.53125 \r\nL 27.34375 69.53125 \r\nL 36.328125 69.53125 \r\nL 19.921875 43.75 \r\nQ 30.46875 46.484375 36.71875 42.96875 \r\nQ 42.96875 39.453125 45.109375 34.953125 \r\nQ 47.265625 30.46875 47.453125 25.1875 \r\nQ 47.65625 19.921875 45.890625 14.84375 \r\nQ 44.140625 9.765625 39.640625 5.65625 \r\nQ 35.15625 1.5625 27.140625 1.171875 \r\nQ 19.140625 0.78125 13.46875 4.09375 \r\nQ 7.8125 7.421875 5.65625 13.46875 \r\nQ 3.515625 19.53125 4.296875 30.859375 \r\nz\r\nM 12.5 16.015625 \r\nQ 19.53125 8.59375 25.390625 8.203125 \r\nQ 31.25 7.8125 35.15625 12.109375 \r\nQ 39.0625 16.40625 39.0625 24.609375 \r\nQ 39.0625 32.8125 34.171875 35.9375 \r\nQ 29.296875 39.0625 23.234375 38.28125 \r\nQ 17.1875 37.5 14.453125 32.421875 \r\nQ 11.71875 27.34375 12.109375 21.671875 \r\nQ 12.5 16.015625 19.53125 8.59375 \r\nz\r\n\" id=\"SimHei-54\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"211.509091\" xlink:href=\"#m7a41821217\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      \r\n      <g transform=\"translate(209.009091 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 2.734375 16.796875 \r\nQ 2.734375 26.171875 5.078125 30.65625 \r\nQ 7.421875 35.15625 12.890625 37.890625 \r\nQ 8.203125 40.625 6.640625 43.9375 \r\nQ 5.078125 47.265625 4.875 51.5625 \r\nQ 4.6875 55.859375 6.046875 58.984375 \r\nQ 7.421875 62.109375 10.15625 64.84375 \r\nQ 12.890625 67.578125 16.203125 68.546875 \r\nQ 19.53125 69.53125 23.4375 69.53125 \r\nQ 27.34375 69.53125 30.46875 68.75 \r\nQ 33.59375 67.96875 37.109375 65.421875 \r\nQ 40.625 62.890625 42.1875 58.203125 \r\nQ 43.75 53.515625 41.984375 47.265625 \r\nQ 40.234375 41.015625 32.8125 37.5 \r\nQ 39.453125 35.546875 42.1875 31.4375 \r\nQ 44.921875 27.34375 44.921875 21.484375 \r\nQ 44.921875 15.625 43.15625 12.109375 \r\nQ 41.40625 8.59375 39.25 6.25 \r\nQ 37.109375 3.90625 33.390625 2.53125 \r\nQ 29.6875 1.171875 24.015625 1.171875 \r\nQ 18.359375 1.171875 14.25 2.53125 \r\nQ 10.15625 3.90625 7.421875 6.640625 \r\nQ 4.6875 9.375 3.703125 13.078125 \r\nQ 2.734375 16.796875 2.734375 26.171875 \r\nz\r\nM 10.9375 26.5625 \r\nQ 10.546875 17.1875 12.296875 13.671875 \r\nQ 14.0625 10.15625 18.75 9.171875 \r\nQ 23.4375 8.203125 28.515625 9.375 \r\nQ 33.59375 10.546875 35.546875 14.84375 \r\nQ 37.5 19.140625 36.90625 23.4375 \r\nQ 36.328125 27.734375 32.03125 30.65625 \r\nQ 27.734375 33.59375 22.65625 33.203125 \r\nQ 17.578125 32.8125 14.25 29.6875 \r\nQ 10.9375 26.5625 10.546875 17.1875 \r\nz\r\nM 12.109375 56.25 \r\nQ 12.109375 48.4375 14.84375 44.921875 \r\nQ 17.578125 41.40625 23.4375 41.40625 \r\nQ 29.296875 41.40625 32.21875 44.921875 \r\nQ 35.15625 48.4375 34.953125 53.3125 \r\nQ 34.765625 58.203125 31.4375 60.546875 \r\nQ 28.125 62.890625 22.453125 62.5 \r\nQ 16.796875 62.109375 14.453125 59.171875 \r\nQ 12.109375 56.25 12.109375 48.4375 \r\nz\r\n\" id=\"SimHei-56\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"250.781818\" xlink:href=\"#m7a41821217\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      \r\n      <g transform=\"translate(245.781818 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 21.875 56.25 \r\nQ 16.796875 51.171875 8.984375 46.484375 \r\nL 8.984375 53.90625 \r\nQ 18.75 60.546875 25 69.53125 \r\nL 29.6875 69.53125 \r\nL 29.6875 2.34375 \r\nL 21.875 2.34375 \r\nz\r\n\" id=\"SimHei-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"290.054545\" xlink:href=\"#m7a41821217\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      \r\n      <g transform=\"translate(285.054545 252.765)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_8\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"329.327273\" xlink:href=\"#m7a41821217\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      \r\n      <g transform=\"translate(324.327273 252.765)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_9\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.6\" xlink:href=\"#m7a41821217\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      \r\n      <g transform=\"translate(363.6 252.765)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_10\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"ma05cad4fa5\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.2\" xlink:href=\"#ma05cad4fa5\" y=\"229.619608\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      \r\n      <g transform=\"translate(7.2 233.057108)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 46.484375 33.203125 \r\nL 1.953125 33.203125 \r\nL 1.953125 39.453125 \r\nL 46.484375 39.453125 \r\nz\r\n\" id=\"SimHei-45\"/>\r\n        <path d=\"M 16.796875 1.953125 \r\nL 7.8125 1.953125 \r\nL 7.8125 10.546875 \r\nL 16.796875 10.546875 \r\nz\r\n\" id=\"SimHei-46\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-45\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.2\" xlink:href=\"#ma05cad4fa5\" y=\"204.833862\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      \r\n      <g transform=\"translate(7.2 208.271362)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 13.28125 2.34375 \r\nQ 20.3125 32.03125 37.890625 61.328125 \r\nL 4.296875 61.328125 \r\nL 4.296875 68.359375 \r\nL 46.09375 68.359375 \r\nL 46.09375 61.71875 \r\nQ 27.734375 32.03125 21.875 2.34375 \r\nL 13.28125 2.34375 \r\nz\r\n\" id=\"SimHei-55\"/>\r\n        <path d=\"M 8.59375 20.703125 \r\nQ 11.328125 10.15625 17.96875 8.984375 \r\nQ 24.609375 7.8125 28.703125 10.34375 \r\nQ 32.8125 12.890625 34.5625 16.984375 \r\nQ 36.328125 21.09375 36.125 26.171875 \r\nQ 35.9375 31.25 33.390625 34.765625 \r\nQ 30.859375 38.28125 26.953125 39.453125 \r\nQ 23.046875 40.625 18.15625 39.453125 \r\nQ 13.28125 38.28125 10.15625 33.984375 \r\nL 3.515625 34.765625 \r\nQ 4.296875 37.109375 10.9375 68.359375 \r\nL 41.796875 68.359375 \r\nL 41.796875 61.328125 \r\nL 16.796875 61.328125 \r\nQ 14.84375 50.78125 12.890625 44.53125 \r\nQ 18.75 47.265625 23.828125 47.0625 \r\nQ 28.90625 46.875 33.59375 44.71875 \r\nQ 38.28125 42.578125 40.421875 38.859375 \r\nQ 42.578125 35.15625 43.546875 31.4375 \r\nQ 44.53125 27.734375 44.328125 23.4375 \r\nQ 44.140625 19.140625 42.578125 14.640625 \r\nQ 41.015625 10.15625 37.890625 7.21875 \r\nQ 34.765625 4.296875 30.265625 2.53125 \r\nQ 25.78125 0.78125 19.921875 1.171875 \r\nQ 14.0625 1.5625 8.78125 5.46875 \r\nQ 3.515625 9.375 1.5625 18.75 \r\nz\r\n\" id=\"SimHei-53\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-45\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.2\" xlink:href=\"#ma05cad4fa5\" y=\"180.048115\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      \r\n      <g transform=\"translate(7.2 183.485615)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-45\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.2\" xlink:href=\"#ma05cad4fa5\" y=\"155.262369\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      \r\n      <g transform=\"translate(7.2 158.699869)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-45\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_14\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.2\" xlink:href=\"#ma05cad4fa5\" y=\"130.476622\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      \r\n      <g transform=\"translate(12.2 133.914122)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_15\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.2\" xlink:href=\"#ma05cad4fa5\" y=\"105.690876\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_15\">\r\n      \r\n      <g transform=\"translate(12.2 109.128376)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_16\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.2\" xlink:href=\"#ma05cad4fa5\" y=\"80.905129\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_16\">\r\n      \r\n      <g transform=\"translate(12.2 84.342629)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_17\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.2\" xlink:href=\"#ma05cad4fa5\" y=\"56.119383\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_17\">\r\n      \r\n      <g transform=\"translate(12.2 59.556883)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-55\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_9\">\r\n     <g id=\"line2d_18\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.2\" xlink:href=\"#ma05cad4fa5\" y=\"31.333636\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_18\">\r\n      \r\n      <g transform=\"translate(12.2 34.771136)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"LineCollection_1\">\r\n    <path clip-path=\"url(#p6060a98e0d)\" d=\"M 54.418182 130.476622 \r\nL 54.418182 31.333636 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#p6060a98e0d)\" d=\"M 74.054545 130.476622 \r\nL 74.054545 40.61821 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#p6060a98e0d)\" d=\"M 93.690909 130.476622 \r\nL 93.690909 53.110083 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#p6060a98e0d)\" d=\"M 113.327273 130.476622 \r\nL 113.327273 65.193004 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#p6060a98e0d)\" d=\"M 132.963636 130.476622 \r\nL 132.963636 74.971293 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#p6060a98e0d)\" d=\"M 152.6 130.476622 \r\nL 152.6 85.268932 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#p6060a98e0d)\" d=\"M 172.236364 130.476622 \r\nL 172.236364 95.874063 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#p6060a98e0d)\" d=\"M 191.872727 130.476622 \r\nL 191.872727 106.649073 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#p6060a98e0d)\" d=\"M 211.509091 130.476622 \r\nL 211.509091 117.119891 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#p6060a98e0d)\" d=\"M 231.145455 130.476622 \r\nL 231.145455 127.551806 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#p6060a98e0d)\" d=\"M 250.781818 130.476622 \r\nL 250.781818 137.135013 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#p6060a98e0d)\" d=\"M 270.418182 130.476622 \r\nL 270.418182 145.367005 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#p6060a98e0d)\" d=\"M 290.054545 130.476622 \r\nL 290.054545 151.828631 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#p6060a98e0d)\" d=\"M 309.690909 130.476622 \r\nL 309.690909 157.660917 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#p6060a98e0d)\" d=\"M 329.327273 130.476622 \r\nL 329.327273 163.327939 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#p6060a98e0d)\" d=\"M 348.963636 130.476622 \r\nL 348.963636 168.311773 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_19\">\r\n    <path clip-path=\"url(#p6060a98e0d)\" d=\"M 39.2 130.476622 \r\nL 374 130.476622 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_20\">\r\n    <defs>\r\n     <path d=\"M 0 2.5 \r\nC 0.663008 2.5 1.29895 2.236584 1.767767 1.767767 \r\nC 2.236584 1.29895 2.5 0.663008 2.5 0 \r\nC 2.5 -0.663008 2.236584 -1.29895 1.767767 -1.767767 \r\nC 1.29895 -2.236584 0.663008 -2.5 0 -2.5 \r\nC -0.663008 -2.5 -1.29895 -2.236584 -1.767767 -1.767767 \r\nC -2.236584 -1.29895 -2.5 -0.663008 -2.5 0 \r\nC -2.5 0.663008 -2.236584 1.29895 -1.767767 1.767767 \r\nC -1.29895 2.236584 -0.663008 2.5 0 2.5 \r\nz\r\n\" id=\"mfb9f6509c7\" style=\"stroke:#1f77b4;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#p6060a98e0d)\">\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"54.418182\" xlink:href=\"#mfb9f6509c7\" y=\"31.333636\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"74.054545\" xlink:href=\"#mfb9f6509c7\" y=\"40.61821\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"93.690909\" xlink:href=\"#mfb9f6509c7\" y=\"53.110083\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.327273\" xlink:href=\"#mfb9f6509c7\" y=\"65.193004\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.963636\" xlink:href=\"#mfb9f6509c7\" y=\"74.971293\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.6\" xlink:href=\"#mfb9f6509c7\" y=\"85.268932\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.236364\" xlink:href=\"#mfb9f6509c7\" y=\"95.874063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"191.872727\" xlink:href=\"#mfb9f6509c7\" y=\"106.649073\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"211.509091\" xlink:href=\"#mfb9f6509c7\" y=\"117.119891\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"231.145455\" xlink:href=\"#mfb9f6509c7\" y=\"127.551806\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.781818\" xlink:href=\"#mfb9f6509c7\" y=\"137.135013\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"270.418182\" xlink:href=\"#mfb9f6509c7\" y=\"145.367005\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"290.054545\" xlink:href=\"#mfb9f6509c7\" y=\"151.828631\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"309.690909\" xlink:href=\"#mfb9f6509c7\" y=\"157.660917\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"329.327273\" xlink:href=\"#mfb9f6509c7\" y=\"163.327939\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"348.963636\" xlink:href=\"#mfb9f6509c7\" y=\"168.311773\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 39.2 238.89 \r\nL 39.2 21.45 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 374 238.89 \r\nL 374 21.45 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 39.2 238.89 \r\nL 374 238.89 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 39.2 21.45 \r\nL 374 21.45 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_19\">\r\n    \r\n    <g transform=\"translate(161.6 15.45)scale(0.12 -0.12)\">\r\n     <defs>\r\n      <path d=\"M 48.046875 1.953125 \r\nL 38.671875 1.953125 \r\nL 33.203125 22.65625 \r\nL 16.015625 22.65625 \r\nL 10.546875 1.953125 \r\nL 1.171875 1.953125 \r\nL 20.703125 69.53125 \r\nL 28.515625 69.53125 \r\nz\r\nM 31.25 30.078125 \r\nL 25 53.90625 \r\nL 24.21875 53.90625 \r\nL 17.96875 30.078125 \r\nz\r\n\" id=\"SimHei-65\"/>\r\n      <path d=\"M 43.75 1.953125 \r\nL 35.9375 1.953125 \r\nL 35.9375 10.15625 \r\nQ 32.8125 5.859375 29.09375 3.515625 \r\nQ 25.390625 1.171875 19.53125 1.171875 \r\nQ 12.5 1.171875 8.984375 5.078125 \r\nQ 5.46875 8.984375 5.46875 14.84375 \r\nL 5.46875 45.703125 \r\nL 13.28125 45.703125 \r\nL 13.28125 17.578125 \r\nQ 13.28125 12.890625 15.625 10.15625 \r\nQ 17.96875 7.421875 21.875 7.421875 \r\nQ 26.953125 7.421875 31.4375 12.6875 \r\nQ 35.9375 17.96875 35.9375 25.78125 \r\nL 35.9375 45.703125 \r\nL 43.75 45.703125 \r\nz\r\n\" id=\"SimHei-117\"/>\r\n      <path d=\"M 42.96875 3.125 \r\nQ 41.015625 2.34375 38.46875 1.75 \r\nQ 35.9375 1.171875 31.640625 1.171875 \r\nQ 24.609375 1.171875 20.3125 5.078125 \r\nQ 16.015625 8.984375 16.015625 16.015625 \r\nL 16.015625 39.453125 \r\nL 2.734375 39.453125 \r\nL 2.734375 45.703125 \r\nL 16.015625 45.703125 \r\nL 16.015625 60.9375 \r\nL 23.828125 60.9375 \r\nL 23.828125 45.703125 \r\nL 39.84375 45.703125 \r\nL 39.84375 39.453125 \r\nL 23.828125 39.453125 \r\nL 23.828125 15.625 \r\nQ 23.828125 12.5 25.390625 10.34375 \r\nQ 26.953125 8.203125 31.25 8.203125 \r\nQ 35.546875 8.203125 38.28125 8.984375 \r\nQ 41.015625 9.765625 42.96875 10.9375 \r\nz\r\n\" id=\"SimHei-116\"/>\r\n      <path d=\"M 45.703125 23.828125 \r\nQ 45.703125 13.671875 39.453125 7.421875 \r\nQ 33.203125 1.171875 24.609375 1.171875 \r\nQ 16.015625 1.171875 9.765625 7.421875 \r\nQ 3.515625 13.671875 3.515625 23.828125 \r\nQ 3.515625 33.984375 9.765625 40.234375 \r\nQ 16.015625 46.484375 24.609375 46.484375 \r\nQ 33.203125 46.484375 39.453125 40.234375 \r\nQ 45.703125 33.984375 45.703125 23.828125 \r\nz\r\nM 37.109375 23.828125 \r\nQ 37.109375 31.640625 33.203125 35.546875 \r\nQ 29.296875 39.453125 24.609375 39.453125 \r\nQ 19.921875 39.453125 16.015625 35.546875 \r\nQ 12.109375 31.640625 12.109375 23.828125 \r\nQ 12.109375 16.015625 16.015625 12.109375 \r\nQ 19.921875 8.203125 24.609375 8.203125 \r\nQ 29.296875 8.203125 33.203125 12.109375 \r\nQ 37.109375 16.015625 37.109375 23.828125 \r\nz\r\n\" id=\"SimHei-111\"/>\r\n      <path d=\"M 44.53125 19.53125 \r\nQ 44.53125 11.328125 38.859375 6.25 \r\nQ 33.203125 1.171875 24.609375 1.171875 \r\nQ 16.015625 1.171875 9.765625 7.21875 \r\nQ 3.515625 13.28125 3.515625 23.828125 \r\nQ 3.515625 34.375 9.765625 40.421875 \r\nQ 16.015625 46.484375 24.609375 46.484375 \r\nQ 33.203125 46.484375 38.28125 41.984375 \r\nQ 43.359375 37.5 43.359375 31.25 \r\nL 34.765625 31.25 \r\nQ 34.375 35.9375 31.4375 37.6875 \r\nQ 28.515625 39.453125 24.609375 39.453125 \r\nQ 19.921875 39.453125 16.015625 35.734375 \r\nQ 12.109375 32.03125 12.109375 23.828125 \r\nQ 12.109375 15.625 16.015625 11.90625 \r\nQ 19.921875 8.203125 24.609375 8.203125 \r\nQ 29.6875 8.203125 32.8125 10.9375 \r\nQ 35.9375 13.671875 35.9375 19.53125 \r\nz\r\n\" id=\"SimHei-99\"/>\r\n      <path d=\"M 39.0625 37.890625 \r\nQ 31.640625 39.0625 26.5625 35.734375 \r\nQ 21.484375 32.421875 17.96875 24.21875 \r\nL 17.96875 1.953125 \r\nL 10.15625 1.953125 \r\nL 10.15625 45.703125 \r\nL 17.96875 45.703125 \r\nL 17.96875 34.375 \r\nQ 21.484375 40.625 26.75 43.546875 \r\nQ 32.03125 46.484375 39.0625 46.484375 \r\nz\r\n\" id=\"SimHei-114\"/>\r\n      <path d=\"M 44.53125 16.796875 \r\nQ 43.75 9.765625 38.28125 5.46875 \r\nQ 32.8125 1.171875 25.390625 1.171875 \r\nQ 16.015625 1.171875 9.953125 7.21875 \r\nQ 3.90625 13.28125 3.90625 23.828125 \r\nQ 3.90625 34.375 9.953125 40.421875 \r\nQ 16.015625 46.484375 25.390625 46.484375 \r\nQ 33.59375 46.484375 38.859375 41.203125 \r\nQ 44.140625 35.9375 44.140625 23.828125 \r\nL 12.5 23.828125 \r\nQ 12.5 15.234375 16.203125 11.71875 \r\nQ 19.921875 8.203125 25.390625 8.203125 \r\nQ 29.6875 8.203125 32.421875 10.34375 \r\nQ 35.15625 12.5 35.9375 16.796875 \r\nz\r\nM 35.15625 30.078125 \r\nQ 34.375 35.546875 31.640625 37.6875 \r\nQ 28.90625 39.84375 24.609375 39.84375 \r\nQ 20.703125 39.84375 17.578125 37.6875 \r\nQ 14.453125 35.546875 12.890625 30.078125 \r\nz\r\n\" id=\"SimHei-101\"/>\r\n      <path d=\"M 28.515625 1.953125 \r\nL 20.703125 1.953125 \r\nL 20.703125 68.75 \r\nL 28.515625 68.75 \r\nz\r\n\" id=\"SimHei-108\"/>\r\n      <path d=\"M 44.921875 1.953125 \r\nL 35.546875 1.953125 \r\nQ 34.765625 2.734375 34.375 4.09375 \r\nQ 33.984375 5.46875 33.984375 7.421875 \r\nQ 31.25 4.296875 27.34375 2.734375 \r\nQ 23.4375 1.171875 19.140625 1.171875 \r\nQ 12.890625 1.171875 8.59375 4.296875 \r\nQ 4.296875 7.421875 4.296875 13.28125 \r\nQ 4.296875 19.140625 8.203125 22.65625 \r\nQ 12.109375 26.171875 20.3125 27.34375 \r\nQ 25.78125 28.125 29.875 29.296875 \r\nQ 33.984375 30.46875 33.984375 32.421875 \r\nQ 33.984375 34.765625 32.21875 37.109375 \r\nQ 30.46875 39.453125 24.609375 39.453125 \r\nQ 19.921875 39.453125 17.765625 37.6875 \r\nQ 15.625 35.9375 14.84375 32.8125 \r\nL 6.25 32.8125 \r\nQ 7.03125 39.0625 11.90625 42.765625 \r\nQ 16.796875 46.484375 24.609375 46.484375 \r\nQ 33.203125 46.484375 37.5 42.578125 \r\nQ 41.796875 38.671875 41.796875 31.640625 \r\nL 41.796875 10.15625 \r\nQ 41.796875 7.8125 42.578125 5.859375 \r\nQ 43.359375 3.90625 44.921875 1.953125 \r\nz\r\nM 33.984375 16.40625 \r\nL 33.984375 24.21875 \r\nQ 31.640625 23.4375 29.484375 22.84375 \r\nQ 27.34375 22.265625 22.265625 21.484375 \r\nQ 16.40625 20.703125 14.640625 18.75 \r\nQ 12.890625 16.796875 12.890625 14.0625 \r\nQ 12.890625 11.71875 14.640625 9.953125 \r\nQ 16.40625 8.203125 19.921875 8.203125 \r\nQ 23.4375 8.203125 27.53125 10.15625 \r\nQ 31.640625 12.109375 33.984375 16.40625 \r\nz\r\n\" id=\"SimHei-97\"/>\r\n      <path d=\"M 28.125 58.203125 \r\nL 20.3125 58.203125 \r\nL 20.3125 68.359375 \r\nL 28.125 68.359375 \r\nz\r\nM 28.125 1.953125 \r\nL 20.3125 1.953125 \r\nL 20.3125 45.703125 \r\nL 28.125 45.703125 \r\nz\r\n\" id=\"SimHei-105\"/>\r\n      <path d=\"M 43.75 1.953125 \r\nL 35.9375 1.953125 \r\nL 35.9375 30.078125 \r\nQ 35.9375 34.765625 33.59375 37.5 \r\nQ 31.25 40.234375 27.34375 40.234375 \r\nQ 22.265625 40.234375 17.765625 34.953125 \r\nQ 13.28125 29.6875 13.28125 21.875 \r\nL 13.28125 1.953125 \r\nL 5.46875 1.953125 \r\nL 5.46875 45.703125 \r\nL 13.28125 45.703125 \r\nL 13.28125 37.5 \r\nQ 16.40625 41.796875 20.109375 44.140625 \r\nQ 23.828125 46.484375 29.6875 46.484375 \r\nQ 36.71875 46.484375 40.234375 42.578125 \r\nQ 43.75 38.671875 43.75 32.8125 \r\nz\r\n\" id=\"SimHei-110\"/>\r\n     </defs>\r\n     <use xlink:href=\"#SimHei-65\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-117\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-116\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-111\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-99\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-111\"/>\r\n     <use x=\"300\" xlink:href=\"#SimHei-114\"/>\r\n     <use x=\"350\" xlink:href=\"#SimHei-114\"/>\r\n     <use x=\"400\" xlink:href=\"#SimHei-101\"/>\r\n     <use x=\"450\" xlink:href=\"#SimHei-108\"/>\r\n     <use x=\"500\" xlink:href=\"#SimHei-97\"/>\r\n     <use x=\"550\" xlink:href=\"#SimHei-116\"/>\r\n     <use x=\"600\" xlink:href=\"#SimHei-105\"/>\r\n     <use x=\"650\" xlink:href=\"#SimHei-111\"/>\r\n     <use x=\"700\" xlink:href=\"#SimHei-110\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p6060a98e0d\">\r\n   <rect height=\"217.44\" width=\"334.8\" x=\"39.2\" y=\"21.45\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "tsaplots.plot_acf(df['录取人数（万人）'].dropna())\n",
    "stattools.acf(df['录取人数（万人）'].dropna())"
   ]
  },
  {
   "source": [
    "录取人数跟报名人数类似，平稳有趋势"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([ 1.        ,  0.94260575, -0.38677324,  0.04087103,  0.11054174,\n",
       "       -0.33657641, -0.04722021, -0.1337929 , -0.24374934, -0.21828769,\n",
       "       -0.15339166, -0.19864778, -0.17468422])"
      ]
     },
     "metadata": {},
     "execution_count": 7
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n\r\n<svg height=\"261.215pt\" version=\"1.1\" viewBox=\"0 0 376.2 261.215\" width=\"376.2pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-02-20T17:05:01.915606</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.2, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 261.215 \r\nL 376.2 261.215 \r\nL 376.2 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 34.2 238.89 \r\nL 369 238.89 \r\nL 369 21.45 \r\nL 34.2 21.45 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"PolyCollection_1\">\r\n    <path clip-path=\"url(#pd06e1761aa)\" d=\"M 61.592727 119.08495 \r\nL 61.592727 228.665307 \r\nL 98.116364 228.665307 \r\nL 122.465455 228.665307 \r\nL 146.814545 228.665307 \r\nL 171.163636 228.665307 \r\nL 195.512727 228.665307 \r\nL 219.861818 228.665307 \r\nL 244.210909 228.665307 \r\nL 268.56 228.665307 \r\nL 292.909091 228.665307 \r\nL 317.258182 228.665307 \r\nL 353.781818 228.665307 \r\nL 353.781818 119.08495 \r\nL 353.781818 119.08495 \r\nL 317.258182 119.08495 \r\nL 292.909091 119.08495 \r\nL 268.56 119.08495 \r\nL 244.210909 119.08495 \r\nL 219.861818 119.08495 \r\nL 195.512727 119.08495 \r\nL 171.163636 119.08495 \r\nL 146.814545 119.08495 \r\nL 122.465455 119.08495 \r\nL 98.116364 119.08495 \r\nL 61.592727 119.08495 \r\nz\r\n\" style=\"fill:#1f77b4;fill-opacity:0.25;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m8457fff78a\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"49.418182\" xlink:href=\"#m8457fff78a\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      \r\n      <g transform=\"translate(46.918182 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 3.125 29.296875 \r\nQ 3.90625 50 6.4375 56.046875 \r\nQ 8.984375 62.109375 13.671875 66.015625 \r\nQ 18.359375 69.921875 25.1875 69.921875 \r\nQ 32.03125 69.921875 37.109375 64.25 \r\nQ 42.1875 58.59375 43.75 50 \r\nQ 45.3125 41.40625 44.71875 30.265625 \r\nQ 44.140625 19.140625 40.8125 12.109375 \r\nQ 37.5 5.078125 30.859375 2.34375 \r\nQ 24.21875 -0.390625 17.578125 2.921875 \r\nQ 10.9375 6.25 8.203125 11.71875 \r\nQ 5.46875 17.1875 4.296875 23.234375 \r\nQ 3.125 29.296875 3.90625 50 \r\nz\r\nM 12.890625 52.734375 \r\nQ 10.546875 31.25 12.5 22.84375 \r\nQ 14.453125 14.453125 18.9375 10.9375 \r\nQ 23.4375 7.421875 28.125 9.5625 \r\nQ 32.8125 11.71875 34.953125 18.15625 \r\nQ 37.109375 24.609375 37.109375 32.21875 \r\nQ 37.109375 39.84375 36.515625 46.09375 \r\nQ 35.9375 52.34375 33 57.421875 \r\nQ 30.078125 62.5 25.1875 62.6875 \r\nQ 20.3125 62.890625 16.59375 57.8125 \r\nQ 12.890625 52.734375 10.546875 31.25 \r\nz\r\n\" id=\"SimHei-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"98.116364\" xlink:href=\"#m8457fff78a\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      \r\n      <g transform=\"translate(95.616364 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 4.6875 3.90625 \r\nQ 5.078125 9.765625 10.15625 14.453125 \r\nQ 15.234375 19.140625 23.046875 29.09375 \r\nQ 30.859375 39.0625 33.203125 44.53125 \r\nQ 35.546875 50 34.953125 53.90625 \r\nQ 34.375 57.8125 31.25 60.34375 \r\nQ 28.125 62.890625 24.015625 62.5 \r\nQ 19.921875 62.109375 16.203125 59.375 \r\nQ 12.5 56.640625 10.546875 51.171875 \r\nL 3.125 52.34375 \r\nQ 6.25 61.328125 11.125 65.421875 \r\nQ 16.015625 69.53125 22.65625 69.921875 \r\nQ 26.5625 70.3125 29.6875 69.71875 \r\nQ 32.8125 69.140625 36.125 66.984375 \r\nQ 39.453125 64.84375 41.59375 60.546875 \r\nQ 43.75 56.25 43.15625 50.1875 \r\nQ 42.578125 44.140625 37.109375 35.734375 \r\nQ 31.640625 27.34375 16.015625 9.375 \r\nL 44.140625 9.375 \r\nL 44.140625 2.34375 \r\nL 4.6875 2.34375 \r\nz\r\n\" id=\"SimHei-50\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"146.814545\" xlink:href=\"#m8457fff78a\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      \r\n      <g transform=\"translate(144.314545 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 31.25 17.1875 \r\nL 1.171875 17.1875 \r\nL 1.171875 23.828125 \r\nL 32.8125 69.53125 \r\nL 38.671875 69.53125 \r\nL 38.671875 23.828125 \r\nL 48.046875 23.828125 \r\nL 48.046875 17.1875 \r\nL 38.671875 17.1875 \r\nL 38.671875 2.34375 \r\nL 31.25 2.34375 \r\nz\r\nM 31.25 23.828125 \r\nL 31.25 54.6875 \r\nL 9.375 23.828125 \r\nz\r\n\" id=\"SimHei-52\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"195.512727\" xlink:href=\"#m8457fff78a\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      \r\n      <g transform=\"translate(193.012727 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 3.515625 19.53125 \r\nQ 4.296875 30.859375 6.046875 34.765625 \r\nQ 7.8125 38.671875 11.328125 44.53125 \r\nL 27.34375 69.53125 \r\nL 36.328125 69.53125 \r\nL 19.921875 43.75 \r\nQ 30.46875 46.484375 36.71875 42.96875 \r\nQ 42.96875 39.453125 45.109375 34.953125 \r\nQ 47.265625 30.46875 47.453125 25.1875 \r\nQ 47.65625 19.921875 45.890625 14.84375 \r\nQ 44.140625 9.765625 39.640625 5.65625 \r\nQ 35.15625 1.5625 27.140625 1.171875 \r\nQ 19.140625 0.78125 13.46875 4.09375 \r\nQ 7.8125 7.421875 5.65625 13.46875 \r\nQ 3.515625 19.53125 4.296875 30.859375 \r\nz\r\nM 12.5 16.015625 \r\nQ 19.53125 8.59375 25.390625 8.203125 \r\nQ 31.25 7.8125 35.15625 12.109375 \r\nQ 39.0625 16.40625 39.0625 24.609375 \r\nQ 39.0625 32.8125 34.171875 35.9375 \r\nQ 29.296875 39.0625 23.234375 38.28125 \r\nQ 17.1875 37.5 14.453125 32.421875 \r\nQ 11.71875 27.34375 12.109375 21.671875 \r\nQ 12.5 16.015625 19.53125 8.59375 \r\nz\r\n\" id=\"SimHei-54\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"244.210909\" xlink:href=\"#m8457fff78a\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      \r\n      <g transform=\"translate(241.710909 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 2.734375 16.796875 \r\nQ 2.734375 26.171875 5.078125 30.65625 \r\nQ 7.421875 35.15625 12.890625 37.890625 \r\nQ 8.203125 40.625 6.640625 43.9375 \r\nQ 5.078125 47.265625 4.875 51.5625 \r\nQ 4.6875 55.859375 6.046875 58.984375 \r\nQ 7.421875 62.109375 10.15625 64.84375 \r\nQ 12.890625 67.578125 16.203125 68.546875 \r\nQ 19.53125 69.53125 23.4375 69.53125 \r\nQ 27.34375 69.53125 30.46875 68.75 \r\nQ 33.59375 67.96875 37.109375 65.421875 \r\nQ 40.625 62.890625 42.1875 58.203125 \r\nQ 43.75 53.515625 41.984375 47.265625 \r\nQ 40.234375 41.015625 32.8125 37.5 \r\nQ 39.453125 35.546875 42.1875 31.4375 \r\nQ 44.921875 27.34375 44.921875 21.484375 \r\nQ 44.921875 15.625 43.15625 12.109375 \r\nQ 41.40625 8.59375 39.25 6.25 \r\nQ 37.109375 3.90625 33.390625 2.53125 \r\nQ 29.6875 1.171875 24.015625 1.171875 \r\nQ 18.359375 1.171875 14.25 2.53125 \r\nQ 10.15625 3.90625 7.421875 6.640625 \r\nQ 4.6875 9.375 3.703125 13.078125 \r\nQ 2.734375 16.796875 2.734375 26.171875 \r\nz\r\nM 10.9375 26.5625 \r\nQ 10.546875 17.1875 12.296875 13.671875 \r\nQ 14.0625 10.15625 18.75 9.171875 \r\nQ 23.4375 8.203125 28.515625 9.375 \r\nQ 33.59375 10.546875 35.546875 14.84375 \r\nQ 37.5 19.140625 36.90625 23.4375 \r\nQ 36.328125 27.734375 32.03125 30.65625 \r\nQ 27.734375 33.59375 22.65625 33.203125 \r\nQ 17.578125 32.8125 14.25 29.6875 \r\nQ 10.9375 26.5625 10.546875 17.1875 \r\nz\r\nM 12.109375 56.25 \r\nQ 12.109375 48.4375 14.84375 44.921875 \r\nQ 17.578125 41.40625 23.4375 41.40625 \r\nQ 29.296875 41.40625 32.21875 44.921875 \r\nQ 35.15625 48.4375 34.953125 53.3125 \r\nQ 34.765625 58.203125 31.4375 60.546875 \r\nQ 28.125 62.890625 22.453125 62.5 \r\nQ 16.796875 62.109375 14.453125 59.171875 \r\nQ 12.109375 56.25 12.109375 48.4375 \r\nz\r\n\" id=\"SimHei-56\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"292.909091\" xlink:href=\"#m8457fff78a\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      \r\n      <g transform=\"translate(287.909091 252.765)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 21.875 56.25 \r\nQ 16.796875 51.171875 8.984375 46.484375 \r\nL 8.984375 53.90625 \r\nQ 18.75 60.546875 25 69.53125 \r\nL 29.6875 69.53125 \r\nL 29.6875 2.34375 \r\nL 21.875 2.34375 \r\nz\r\n\" id=\"SimHei-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"341.607273\" xlink:href=\"#m8457fff78a\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      \r\n      <g transform=\"translate(336.607273 252.765)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_8\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m7d87a55181\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m7d87a55181\" y=\"230.891725\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      \r\n      <g transform=\"translate(7.2 234.329225)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 46.484375 33.203125 \r\nL 1.953125 33.203125 \r\nL 1.953125 39.453125 \r\nL 46.484375 39.453125 \r\nz\r\n\" id=\"SimHei-45\"/>\r\n        <path d=\"M 16.796875 1.953125 \r\nL 7.8125 1.953125 \r\nL 7.8125 10.546875 \r\nL 16.796875 10.546875 \r\nz\r\n\" id=\"SimHei-46\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-45\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m7d87a55181\" y=\"202.383427\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      \r\n      <g transform=\"translate(7.2 205.820927)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-45\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m7d87a55181\" y=\"173.875129\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      \r\n      <g transform=\"translate(12.2 177.312629)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m7d87a55181\" y=\"145.36683\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      \r\n      <g transform=\"translate(12.2 148.80433)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m7d87a55181\" y=\"116.858532\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      \r\n      <g transform=\"translate(12.2 120.296032)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m7d87a55181\" y=\"88.350233\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      \r\n      <g transform=\"translate(12.2 91.787733)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_14\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m7d87a55181\" y=\"59.841935\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      \r\n      <g transform=\"translate(12.2 63.279435)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_15\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m7d87a55181\" y=\"31.333636\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_15\">\r\n      \r\n      <g transform=\"translate(12.2 34.771136)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"LineCollection_1\">\r\n    <path clip-path=\"url(#pd06e1761aa)\" d=\"M 49.418182 173.875129 \r\nL 49.418182 31.333636 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd06e1761aa)\" d=\"M 73.767273 173.875129 \r\nL 73.767273 39.514698 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd06e1761aa)\" d=\"M 98.116364 173.875129 \r\nL 98.116364 229.006364 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd06e1761aa)\" d=\"M 122.465455 173.875129 \r\nL 122.465455 168.04931 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd06e1761aa)\" d=\"M 146.814545 173.875129 \r\nL 146.814545 158.118344 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd06e1761aa)\" d=\"M 171.163636 173.875129 \r\nL 171.163636 221.851232 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd06e1761aa)\" d=\"M 195.512727 173.875129 \r\nL 195.512727 180.605968 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd06e1761aa)\" d=\"M 219.861818 173.875129 \r\nL 219.861818 192.946168 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd06e1761aa)\" d=\"M 244.210909 173.875129 \r\nL 244.210909 208.619523 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd06e1761aa)\" d=\"M 268.56 173.875129 \r\nL 268.56 204.990182 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd06e1761aa)\" d=\"M 292.909091 173.875129 \r\nL 292.909091 195.739804 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd06e1761aa)\" d=\"M 317.258182 173.875129 \r\nL 317.258182 202.19068 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n    <path clip-path=\"url(#pd06e1761aa)\" d=\"M 341.607273 173.875129 \r\nL 341.607273 198.774878 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_16\">\r\n    <path clip-path=\"url(#pd06e1761aa)\" d=\"M 34.2 173.875129 \r\nL 369 173.875129 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_17\">\r\n    <defs>\r\n     <path d=\"M 0 2.5 \r\nC 0.663008 2.5 1.29895 2.236584 1.767767 1.767767 \r\nC 2.236584 1.29895 2.5 0.663008 2.5 0 \r\nC 2.5 -0.663008 2.236584 -1.29895 1.767767 -1.767767 \r\nC 1.29895 -2.236584 0.663008 -2.5 0 -2.5 \r\nC -0.663008 -2.5 -1.29895 -2.236584 -1.767767 -1.767767 \r\nC -2.236584 -1.29895 -2.5 -0.663008 -2.5 0 \r\nC -2.5 0.663008 -2.236584 1.29895 -1.767767 1.767767 \r\nC -1.29895 2.236584 -0.663008 2.5 0 2.5 \r\nz\r\n\" id=\"m4d485fc5d3\" style=\"stroke:#1f77b4;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#pd06e1761aa)\">\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"49.418182\" xlink:href=\"#m4d485fc5d3\" y=\"31.333636\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"73.767273\" xlink:href=\"#m4d485fc5d3\" y=\"39.514698\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"98.116364\" xlink:href=\"#m4d485fc5d3\" y=\"229.006364\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.465455\" xlink:href=\"#m4d485fc5d3\" y=\"168.04931\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.814545\" xlink:href=\"#m4d485fc5d3\" y=\"158.118344\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.163636\" xlink:href=\"#m4d485fc5d3\" y=\"221.851232\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"195.512727\" xlink:href=\"#m4d485fc5d3\" y=\"180.605968\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"219.861818\" xlink:href=\"#m4d485fc5d3\" y=\"192.946168\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"244.210909\" xlink:href=\"#m4d485fc5d3\" y=\"208.619523\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"268.56\" xlink:href=\"#m4d485fc5d3\" y=\"204.990182\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"292.909091\" xlink:href=\"#m4d485fc5d3\" y=\"195.739804\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"317.258182\" xlink:href=\"#m4d485fc5d3\" y=\"202.19068\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"341.607273\" xlink:href=\"#m4d485fc5d3\" y=\"198.774878\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 34.2 238.89 \r\nL 34.2 21.45 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 369 238.89 \r\nL 369 21.45 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 34.2 238.89 \r\nL 369 238.89 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 34.2 21.45 \r\nL 369 21.45 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_16\">\r\n    \r\n    <g transform=\"translate(132.6 15.45)scale(0.12 -0.12)\">\r\n     <defs>\r\n      <path d=\"M 46.09375 48.4375 \r\nQ 46.09375 39.0625 40.625 33.59375 \r\nQ 35.15625 28.125 25.390625 28.125 \r\nL 14.0625 28.125 \r\nL 14.0625 1.953125 \r\nL 5.078125 1.953125 \r\nL 5.078125 68.75 \r\nL 25.390625 68.75 \r\nQ 35.15625 68.75 40.625 63.28125 \r\nQ 46.09375 57.8125 46.09375 48.4375 \r\nz\r\nM 37.109375 48.4375 \r\nQ 37.109375 55.859375 33.59375 58.59375 \r\nQ 30.078125 61.328125 23.046875 61.328125 \r\nL 14.0625 61.328125 \r\nL 14.0625 35.546875 \r\nL 23.046875 35.546875 \r\nQ 30.078125 35.546875 33.59375 38.28125 \r\nQ 37.109375 41.015625 37.109375 48.4375 \r\nz\r\n\" id=\"SimHei-80\"/>\r\n      <path d=\"M 44.921875 1.953125 \r\nL 35.546875 1.953125 \r\nQ 34.765625 2.734375 34.375 4.09375 \r\nQ 33.984375 5.46875 33.984375 7.421875 \r\nQ 31.25 4.296875 27.34375 2.734375 \r\nQ 23.4375 1.171875 19.140625 1.171875 \r\nQ 12.890625 1.171875 8.59375 4.296875 \r\nQ 4.296875 7.421875 4.296875 13.28125 \r\nQ 4.296875 19.140625 8.203125 22.65625 \r\nQ 12.109375 26.171875 20.3125 27.34375 \r\nQ 25.78125 28.125 29.875 29.296875 \r\nQ 33.984375 30.46875 33.984375 32.421875 \r\nQ 33.984375 34.765625 32.21875 37.109375 \r\nQ 30.46875 39.453125 24.609375 39.453125 \r\nQ 19.921875 39.453125 17.765625 37.6875 \r\nQ 15.625 35.9375 14.84375 32.8125 \r\nL 6.25 32.8125 \r\nQ 7.03125 39.0625 11.90625 42.765625 \r\nQ 16.796875 46.484375 24.609375 46.484375 \r\nQ 33.203125 46.484375 37.5 42.578125 \r\nQ 41.796875 38.671875 41.796875 31.640625 \r\nL 41.796875 10.15625 \r\nQ 41.796875 7.8125 42.578125 5.859375 \r\nQ 43.359375 3.90625 44.921875 1.953125 \r\nz\r\nM 33.984375 16.40625 \r\nL 33.984375 24.21875 \r\nQ 31.640625 23.4375 29.484375 22.84375 \r\nQ 27.34375 22.265625 22.265625 21.484375 \r\nQ 16.40625 20.703125 14.640625 18.75 \r\nQ 12.890625 16.796875 12.890625 14.0625 \r\nQ 12.890625 11.71875 14.640625 9.953125 \r\nQ 16.40625 8.203125 19.921875 8.203125 \r\nQ 23.4375 8.203125 27.53125 10.15625 \r\nQ 31.640625 12.109375 33.984375 16.40625 \r\nz\r\n\" id=\"SimHei-97\"/>\r\n      <path d=\"M 39.0625 37.890625 \r\nQ 31.640625 39.0625 26.5625 35.734375 \r\nQ 21.484375 32.421875 17.96875 24.21875 \r\nL 17.96875 1.953125 \r\nL 10.15625 1.953125 \r\nL 10.15625 45.703125 \r\nL 17.96875 45.703125 \r\nL 17.96875 34.375 \r\nQ 21.484375 40.625 26.75 43.546875 \r\nQ 32.03125 46.484375 39.0625 46.484375 \r\nz\r\n\" id=\"SimHei-114\"/>\r\n      <path d=\"M 42.96875 3.125 \r\nQ 41.015625 2.34375 38.46875 1.75 \r\nQ 35.9375 1.171875 31.640625 1.171875 \r\nQ 24.609375 1.171875 20.3125 5.078125 \r\nQ 16.015625 8.984375 16.015625 16.015625 \r\nL 16.015625 39.453125 \r\nL 2.734375 39.453125 \r\nL 2.734375 45.703125 \r\nL 16.015625 45.703125 \r\nL 16.015625 60.9375 \r\nL 23.828125 60.9375 \r\nL 23.828125 45.703125 \r\nL 39.84375 45.703125 \r\nL 39.84375 39.453125 \r\nL 23.828125 39.453125 \r\nL 23.828125 15.625 \r\nQ 23.828125 12.5 25.390625 10.34375 \r\nQ 26.953125 8.203125 31.25 8.203125 \r\nQ 35.546875 8.203125 38.28125 8.984375 \r\nQ 41.015625 9.765625 42.96875 10.9375 \r\nz\r\n\" id=\"SimHei-116\"/>\r\n      <path d=\"M 28.125 58.203125 \r\nL 20.3125 58.203125 \r\nL 20.3125 68.359375 \r\nL 28.125 68.359375 \r\nz\r\nM 28.125 1.953125 \r\nL 20.3125 1.953125 \r\nL 20.3125 45.703125 \r\nL 28.125 45.703125 \r\nz\r\n\" id=\"SimHei-105\"/>\r\n      <path d=\"M 28.515625 1.953125 \r\nL 20.703125 1.953125 \r\nL 20.703125 68.75 \r\nL 28.515625 68.75 \r\nz\r\n\" id=\"SimHei-108\"/>\r\n      <path id=\"SimHei-32\"/>\r\n      <path d=\"M 48.046875 1.953125 \r\nL 38.671875 1.953125 \r\nL 33.203125 22.65625 \r\nL 16.015625 22.65625 \r\nL 10.546875 1.953125 \r\nL 1.171875 1.953125 \r\nL 20.703125 69.53125 \r\nL 28.515625 69.53125 \r\nz\r\nM 31.25 30.078125 \r\nL 25 53.90625 \r\nL 24.21875 53.90625 \r\nL 17.96875 30.078125 \r\nz\r\n\" id=\"SimHei-65\"/>\r\n      <path d=\"M 43.75 1.953125 \r\nL 35.9375 1.953125 \r\nL 35.9375 10.15625 \r\nQ 32.8125 5.859375 29.09375 3.515625 \r\nQ 25.390625 1.171875 19.53125 1.171875 \r\nQ 12.5 1.171875 8.984375 5.078125 \r\nQ 5.46875 8.984375 5.46875 14.84375 \r\nL 5.46875 45.703125 \r\nL 13.28125 45.703125 \r\nL 13.28125 17.578125 \r\nQ 13.28125 12.890625 15.625 10.15625 \r\nQ 17.96875 7.421875 21.875 7.421875 \r\nQ 26.953125 7.421875 31.4375 12.6875 \r\nQ 35.9375 17.96875 35.9375 25.78125 \r\nL 35.9375 45.703125 \r\nL 43.75 45.703125 \r\nz\r\n\" id=\"SimHei-117\"/>\r\n      <path d=\"M 45.703125 23.828125 \r\nQ 45.703125 13.671875 39.453125 7.421875 \r\nQ 33.203125 1.171875 24.609375 1.171875 \r\nQ 16.015625 1.171875 9.765625 7.421875 \r\nQ 3.515625 13.671875 3.515625 23.828125 \r\nQ 3.515625 33.984375 9.765625 40.234375 \r\nQ 16.015625 46.484375 24.609375 46.484375 \r\nQ 33.203125 46.484375 39.453125 40.234375 \r\nQ 45.703125 33.984375 45.703125 23.828125 \r\nz\r\nM 37.109375 23.828125 \r\nQ 37.109375 31.640625 33.203125 35.546875 \r\nQ 29.296875 39.453125 24.609375 39.453125 \r\nQ 19.921875 39.453125 16.015625 35.546875 \r\nQ 12.109375 31.640625 12.109375 23.828125 \r\nQ 12.109375 16.015625 16.015625 12.109375 \r\nQ 19.921875 8.203125 24.609375 8.203125 \r\nQ 29.296875 8.203125 33.203125 12.109375 \r\nQ 37.109375 16.015625 37.109375 23.828125 \r\nz\r\n\" id=\"SimHei-111\"/>\r\n      <path d=\"M 44.53125 19.53125 \r\nQ 44.53125 11.328125 38.859375 6.25 \r\nQ 33.203125 1.171875 24.609375 1.171875 \r\nQ 16.015625 1.171875 9.765625 7.21875 \r\nQ 3.515625 13.28125 3.515625 23.828125 \r\nQ 3.515625 34.375 9.765625 40.421875 \r\nQ 16.015625 46.484375 24.609375 46.484375 \r\nQ 33.203125 46.484375 38.28125 41.984375 \r\nQ 43.359375 37.5 43.359375 31.25 \r\nL 34.765625 31.25 \r\nQ 34.375 35.9375 31.4375 37.6875 \r\nQ 28.515625 39.453125 24.609375 39.453125 \r\nQ 19.921875 39.453125 16.015625 35.734375 \r\nQ 12.109375 32.03125 12.109375 23.828125 \r\nQ 12.109375 15.625 16.015625 11.90625 \r\nQ 19.921875 8.203125 24.609375 8.203125 \r\nQ 29.6875 8.203125 32.8125 10.9375 \r\nQ 35.9375 13.671875 35.9375 19.53125 \r\nz\r\n\" id=\"SimHei-99\"/>\r\n      <path d=\"M 44.53125 16.796875 \r\nQ 43.75 9.765625 38.28125 5.46875 \r\nQ 32.8125 1.171875 25.390625 1.171875 \r\nQ 16.015625 1.171875 9.953125 7.21875 \r\nQ 3.90625 13.28125 3.90625 23.828125 \r\nQ 3.90625 34.375 9.953125 40.421875 \r\nQ 16.015625 46.484375 25.390625 46.484375 \r\nQ 33.59375 46.484375 38.859375 41.203125 \r\nQ 44.140625 35.9375 44.140625 23.828125 \r\nL 12.5 23.828125 \r\nQ 12.5 15.234375 16.203125 11.71875 \r\nQ 19.921875 8.203125 25.390625 8.203125 \r\nQ 29.6875 8.203125 32.421875 10.34375 \r\nQ 35.15625 12.5 35.9375 16.796875 \r\nz\r\nM 35.15625 30.078125 \r\nQ 34.375 35.546875 31.640625 37.6875 \r\nQ 28.90625 39.84375 24.609375 39.84375 \r\nQ 20.703125 39.84375 17.578125 37.6875 \r\nQ 14.453125 35.546875 12.890625 30.078125 \r\nz\r\n\" id=\"SimHei-101\"/>\r\n      <path d=\"M 43.75 1.953125 \r\nL 35.9375 1.953125 \r\nL 35.9375 30.078125 \r\nQ 35.9375 34.765625 33.59375 37.5 \r\nQ 31.25 40.234375 27.34375 40.234375 \r\nQ 22.265625 40.234375 17.765625 34.953125 \r\nQ 13.28125 29.6875 13.28125 21.875 \r\nL 13.28125 1.953125 \r\nL 5.46875 1.953125 \r\nL 5.46875 45.703125 \r\nL 13.28125 45.703125 \r\nL 13.28125 37.5 \r\nQ 16.40625 41.796875 20.109375 44.140625 \r\nQ 23.828125 46.484375 29.6875 46.484375 \r\nQ 36.71875 46.484375 40.234375 42.578125 \r\nQ 43.75 38.671875 43.75 32.8125 \r\nz\r\n\" id=\"SimHei-110\"/>\r\n     </defs>\r\n     <use xlink:href=\"#SimHei-80\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-97\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-114\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-116\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-105\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-97\"/>\r\n     <use x=\"300\" xlink:href=\"#SimHei-108\"/>\r\n     <use x=\"350\" xlink:href=\"#SimHei-32\"/>\r\n     <use x=\"400\" xlink:href=\"#SimHei-65\"/>\r\n     <use x=\"450\" xlink:href=\"#SimHei-117\"/>\r\n     <use x=\"500\" xlink:href=\"#SimHei-116\"/>\r\n     <use x=\"550\" xlink:href=\"#SimHei-111\"/>\r\n     <use x=\"600\" xlink:href=\"#SimHei-99\"/>\r\n     <use x=\"650\" xlink:href=\"#SimHei-111\"/>\r\n     <use x=\"700\" xlink:href=\"#SimHei-114\"/>\r\n     <use x=\"750\" xlink:href=\"#SimHei-114\"/>\r\n     <use x=\"800\" xlink:href=\"#SimHei-101\"/>\r\n     <use x=\"850\" xlink:href=\"#SimHei-108\"/>\r\n     <use x=\"900\" xlink:href=\"#SimHei-97\"/>\r\n     <use x=\"950\" xlink:href=\"#SimHei-116\"/>\r\n     <use x=\"1000\" xlink:href=\"#SimHei-105\"/>\r\n     <use x=\"1050\" xlink:href=\"#SimHei-111\"/>\r\n     <use x=\"1100\" xlink:href=\"#SimHei-110\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pd06e1761aa\">\r\n   <rect height=\"217.44\" width=\"334.8\" x=\"34.2\" y=\"21.45\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "tsaplots.plot_pacf(df['录取人数（万人）'].dropna(), lags=12)\n",
    "stattools.pacf(df['录取人数（万人）'].dropna(), nlags=12)"
   ]
  },
  {
   "source": [
    "# 单位根检验（Dickey-Fuller test）\n",
    "\n",
    "\n",
    "p-value较高，序列具有单位根，即非平稳。"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "def dickey(df):\n",
    "    t = stattools.adfuller(df)\n",
    "    output = pd.DataFrame(index=['Test Statistic Value', \"p-value\", \"Lags Used\", \"Number of Observations Used\",\"Critical Value(1%)\",\"Critical Value(5%)\",\"Critical Value(10%)\"],columns=['value'])\n",
    "    output['value']['Test Statistic Value'] = t[0]\n",
    "    output['value']['p-value'] = t[1]\n",
    "    output['value']['Lags Used'] = t[2]\n",
    "    output['value']['Number of Observations Used'] = t[3]\n",
    "    output['value']['Critical Value(1%)'] = t[4]['1%']\n",
    "    output['value']['Critical Value(5%)'] = t[4]['5%']\n",
    "    output['value']['Critical Value(10%)'] = t[4]['10%']\n",
    "    return output"
   ],
   "cell_type": "code",
   "metadata": {},
   "execution_count": 8,
   "outputs": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                                value\n",
       "Test Statistic Value         1.332336\n",
       "p-value                      0.996784\n",
       "Lags Used                           2\n",
       "Number of Observations Used        24\n",
       "Critical Value(1%)          -3.737709\n",
       "Critical Value(5%)          -2.992216\n",
       "Critical Value(10%)         -2.635747"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Test Statistic Value</th>\n      <td>1.332336</td>\n    </tr>\n    <tr>\n      <th>p-value</th>\n      <td>0.996784</td>\n    </tr>\n    <tr>\n      <th>Lags Used</th>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>Number of Observations Used</th>\n      <td>24</td>\n    </tr>\n    <tr>\n      <th>Critical Value(1%)</th>\n      <td>-3.737709</td>\n    </tr>\n    <tr>\n      <th>Critical Value(5%)</th>\n      <td>-2.992216</td>\n    </tr>\n    <tr>\n      <th>Critical Value(10%)</th>\n      <td>-2.635747</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 9
    }
   ],
   "source": [
    "dickey(df['报名人数（万人）'])"
   ]
  },
  {
   "source": [
    "分析一下该序列能否平稳：\n",
    "\n",
    "\n",
    "1%、%5、%10不同程度拒绝原假设的统计值和ADF Test result的比较，ADF Test result同时小于1%、5%、10%即说明非常好地拒绝该假设，本数据中，adf结果（Test Statistic）为1.332336， 大于三个level的统计值(-3.737709, -2.992216, -2.635747)。\n",
    "\n",
    "\n",
    "看P-value是否非常接近0. 本数据中，P-value 为 0.996784,不够接近0。\n",
    "\n",
    "\n",
    "ADF检验的原假设是存在单位根，只要这个统计值是小于1%水平下的数字就可以极显著的拒绝原假设，认为数据平稳。注意，ADF值一般是负的，也有正的，但是它只有小于1%水平下的才能认为是及其显著的拒绝原假设。\n",
    "\n",
    "\n",
    "对于ADF结果在1% 以上 5%以下的结果，也不能说不平稳，关键看检验要求是什么样子的。\n",
    "\n",
    "\n",
    "但是对于本例，数据是显然不平稳的了。"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                                value\n",
       "Test Statistic Value        -0.175254\n",
       "p-value                      0.941408\n",
       "Lags Used                           9\n",
       "Number of Observations Used        16\n",
       "Critical Value(1%)          -3.924019\n",
       "Critical Value(5%)          -3.068498\n",
       "Critical Value(10%)         -2.673893"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Test Statistic Value</th>\n      <td>-0.175254</td>\n    </tr>\n    <tr>\n      <th>p-value</th>\n      <td>0.941408</td>\n    </tr>\n    <tr>\n      <th>Lags Used</th>\n      <td>9</td>\n    </tr>\n    <tr>\n      <th>Number of Observations Used</th>\n      <td>16</td>\n    </tr>\n    <tr>\n      <th>Critical Value(1%)</th>\n      <td>-3.924019</td>\n    </tr>\n    <tr>\n      <th>Critical Value(5%)</th>\n      <td>-3.068498</td>\n    </tr>\n    <tr>\n      <th>Critical Value(10%)</th>\n      <td>-2.673893</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 10
    }
   ],
   "source": [
    "dickey(df['录取人数（万人）'].dropna())"
   ]
  },
  {
   "source": [
    "报名人数也不平稳\n",
    "\n",
    "\n",
    "# 一阶差分"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                                value\n",
       "Test Statistic Value        -1.731451\n",
       "p-value                      0.414985\n",
       "Lags Used                           1\n",
       "Number of Observations Used        24\n",
       "Critical Value(1%)          -3.737709\n",
       "Critical Value(5%)          -2.992216\n",
       "Critical Value(10%)         -2.635747"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Test Statistic Value</th>\n      <td>-1.731451</td>\n    </tr>\n    <tr>\n      <th>p-value</th>\n      <td>0.414985</td>\n    </tr>\n    <tr>\n      <th>Lags Used</th>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>Number of Observations Used</th>\n      <td>24</td>\n    </tr>\n    <tr>\n      <th>Critical Value(1%)</th>\n      <td>-3.737709</td>\n    </tr>\n    <tr>\n      <th>Critical Value(5%)</th>\n      <td>-2.992216</td>\n    </tr>\n    <tr>\n      <th>Critical Value(10%)</th>\n      <td>-2.635747</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 11
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n\r\n<svg height=\"261.2775pt\" version=\"1.1\" viewBox=\"0 0 371.2 261.2775\" width=\"371.2pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-02-20T17:05:02.359545</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.2, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 261.2775 \r\nL 371.2 261.2775 \r\nL 371.2 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 29.2 224.64 \r\nL 364 224.64 \r\nL 364 7.2 \r\nL 29.2 7.2 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m84660cfcec\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"44.418182\" xlink:href=\"#m84660cfcec\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      \r\n      <g transform=\"translate(29.418182 239.60875)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 21.875 56.25 \r\nQ 16.796875 51.171875 8.984375 46.484375 \r\nL 8.984375 53.90625 \r\nQ 18.75 60.546875 25 69.53125 \r\nL 29.6875 69.53125 \r\nL 29.6875 2.34375 \r\nL 21.875 2.34375 \r\nz\r\n\" id=\"SimHei-49\"/>\r\n        <path d=\"M 12.5 1.171875 \r\nQ 21.09375 15.625 26.5625 27.34375 \r\nQ 16.796875 25.78125 10.34375 29.875 \r\nQ 3.90625 33.984375 2.53125 41.015625 \r\nQ 1.171875 48.046875 2.734375 53.703125 \r\nQ 4.296875 59.375 7.609375 63.078125 \r\nQ 10.9375 66.796875 15.625 68.359375 \r\nQ 20.3125 69.921875 24.015625 69.921875 \r\nQ 27.734375 69.921875 31.640625 68.359375 \r\nQ 35.546875 66.796875 38.671875 63.671875 \r\nQ 41.796875 60.546875 42.96875 57.21875 \r\nQ 44.140625 53.90625 44.140625 48.625 \r\nQ 44.140625 43.359375 40.234375 35.15625 \r\nQ 36.328125 26.953125 21.09375 1.171875 \r\nz\r\nM 9.765625 50 \r\nQ 10.9375 39.84375 14.640625 36.515625 \r\nQ 18.359375 33.203125 22.65625 33.59375 \r\nQ 26.953125 33.984375 29.484375 35.9375 \r\nQ 32.03125 37.890625 34.375 42.578125 \r\nQ 35.9375 48.4375 35.15625 52.53125 \r\nQ 34.375 56.640625 31.046875 59.375 \r\nQ 27.734375 62.109375 23.828125 62.109375 \r\nQ 21.484375 62.5 17.765625 60.9375 \r\nQ 14.0625 59.375 11.90625 54.6875 \r\nQ 9.765625 50 10.9375 39.84375 \r\nz\r\n\" id=\"SimHei-57\"/>\r\n        <path d=\"M 8.59375 20.703125 \r\nQ 11.328125 10.15625 17.96875 8.984375 \r\nQ 24.609375 7.8125 28.703125 10.34375 \r\nQ 32.8125 12.890625 34.5625 16.984375 \r\nQ 36.328125 21.09375 36.125 26.171875 \r\nQ 35.9375 31.25 33.390625 34.765625 \r\nQ 30.859375 38.28125 26.953125 39.453125 \r\nQ 23.046875 40.625 18.15625 39.453125 \r\nQ 13.28125 38.28125 10.15625 33.984375 \r\nL 3.515625 34.765625 \r\nQ 4.296875 37.109375 10.9375 68.359375 \r\nL 41.796875 68.359375 \r\nL 41.796875 61.328125 \r\nL 16.796875 61.328125 \r\nQ 14.84375 50.78125 12.890625 44.53125 \r\nQ 18.75 47.265625 23.828125 47.0625 \r\nQ 28.90625 46.875 33.59375 44.71875 \r\nQ 38.28125 42.578125 40.421875 38.859375 \r\nQ 42.578125 35.15625 43.546875 31.4375 \r\nQ 44.53125 27.734375 44.328125 23.4375 \r\nQ 44.140625 19.140625 42.578125 14.640625 \r\nQ 41.015625 10.15625 37.890625 7.21875 \r\nQ 34.765625 4.296875 30.265625 2.53125 \r\nQ 25.78125 0.78125 19.921875 1.171875 \r\nQ 14.0625 1.5625 8.78125 5.46875 \r\nQ 3.515625 9.375 1.5625 18.75 \r\nz\r\n\" id=\"SimHei-53\"/>\r\n        <path d=\"M 5.46875 45.703125 \r\nQ 14.0625 53.90625 21.484375 65.625 \r\nQ 28.90625 77.34375 29.6875 82.421875 \r\nQ 35.546875 80.078125 40.625 78.90625 \r\nQ 37.109375 75.390625 32.8125 67.578125 \r\nL 72.265625 67.578125 \r\nQ 80.859375 67.578125 89.84375 67.96875 \r\nL 89.84375 61.328125 \r\nQ 81.640625 61.71875 72.265625 61.71875 \r\nL 59.375 61.71875 \r\nL 59.375 45.703125 \r\nQ 74.21875 45.703125 85.546875 46.09375 \r\nL 85.546875 39.453125 \r\nQ 73.828125 39.84375 59.375 39.84375 \r\nL 59.375 21.484375 \r\nL 79.296875 21.484375 \r\nQ 87.890625 21.484375 95.3125 21.875 \r\nL 95.3125 15.234375 \r\nQ 88.28125 15.625 79.296875 15.625 \r\nL 59.375 15.625 \r\nL 59.375 6.640625 \r\nQ 59.375 -2.34375 59.765625 -9.765625 \r\nL 51.171875 -9.765625 \r\nQ 51.5625 -2.34375 51.5625 5.859375 \r\nL 51.5625 15.625 \r\nL 25 15.625 \r\nQ 14.0625 15.625 4.296875 15.234375 \r\nL 4.296875 21.875 \r\nQ 13.671875 21.484375 22.65625 21.484375 \r\nQ 22.65625 36.71875 22.265625 45.703125 \r\nL 51.5625 45.703125 \r\nL 51.5625 61.71875 \r\nL 29.296875 61.71875 \r\nQ 21.09375 49.21875 14.453125 41.40625 \r\nQ 10.15625 44.921875 5.46875 45.703125 \r\nz\r\nM 51.5625 21.484375 \r\nL 51.5625 39.84375 \r\nL 30.078125 39.84375 \r\nL 30.078125 21.484375 \r\nz\r\n\" id=\"SimHei-24180\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-57\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-57\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"105.290909\" xlink:href=\"#m84660cfcec\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      \r\n      <g transform=\"translate(90.290909 239.60875)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 4.6875 3.90625 \r\nQ 5.078125 9.765625 10.15625 14.453125 \r\nQ 15.234375 19.140625 23.046875 29.09375 \r\nQ 30.859375 39.0625 33.203125 44.53125 \r\nQ 35.546875 50 34.953125 53.90625 \r\nQ 34.375 57.8125 31.25 60.34375 \r\nQ 28.125 62.890625 24.015625 62.5 \r\nQ 19.921875 62.109375 16.203125 59.375 \r\nQ 12.5 56.640625 10.546875 51.171875 \r\nL 3.125 52.34375 \r\nQ 6.25 61.328125 11.125 65.421875 \r\nQ 16.015625 69.53125 22.65625 69.921875 \r\nQ 26.5625 70.3125 29.6875 69.71875 \r\nQ 32.8125 69.140625 36.125 66.984375 \r\nQ 39.453125 64.84375 41.59375 60.546875 \r\nQ 43.75 56.25 43.15625 50.1875 \r\nQ 42.578125 44.140625 37.109375 35.734375 \r\nQ 31.640625 27.34375 16.015625 9.375 \r\nL 44.140625 9.375 \r\nL 44.140625 2.34375 \r\nL 4.6875 2.34375 \r\nz\r\n\" id=\"SimHei-50\"/>\r\n        <path d=\"M 3.125 29.296875 \r\nQ 3.90625 50 6.4375 56.046875 \r\nQ 8.984375 62.109375 13.671875 66.015625 \r\nQ 18.359375 69.921875 25.1875 69.921875 \r\nQ 32.03125 69.921875 37.109375 64.25 \r\nQ 42.1875 58.59375 43.75 50 \r\nQ 45.3125 41.40625 44.71875 30.265625 \r\nQ 44.140625 19.140625 40.8125 12.109375 \r\nQ 37.5 5.078125 30.859375 2.34375 \r\nQ 24.21875 -0.390625 17.578125 2.921875 \r\nQ 10.9375 6.25 8.203125 11.71875 \r\nQ 5.46875 17.1875 4.296875 23.234375 \r\nQ 3.125 29.296875 3.90625 50 \r\nz\r\nM 12.890625 52.734375 \r\nQ 10.546875 31.25 12.5 22.84375 \r\nQ 14.453125 14.453125 18.9375 10.9375 \r\nQ 23.4375 7.421875 28.125 9.5625 \r\nQ 32.8125 11.71875 34.953125 18.15625 \r\nQ 37.109375 24.609375 37.109375 32.21875 \r\nQ 37.109375 39.84375 36.515625 46.09375 \r\nQ 35.9375 52.34375 33 57.421875 \r\nQ 30.078125 62.5 25.1875 62.6875 \r\nQ 20.3125 62.890625 16.59375 57.8125 \r\nQ 12.890625 52.734375 10.546875 31.25 \r\nz\r\n\" id=\"SimHei-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"166.163636\" xlink:href=\"#m84660cfcec\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      \r\n      <g transform=\"translate(151.163636 239.60875)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"227.036364\" xlink:href=\"#m84660cfcec\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      \r\n      <g transform=\"translate(212.036364 239.60875)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"287.909091\" xlink:href=\"#m84660cfcec\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      \r\n      <g transform=\"translate(272.909091 239.60875)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"348.781818\" xlink:href=\"#m84660cfcec\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      \r\n      <g transform=\"translate(333.781818 239.60875)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_7\">\r\n     \r\n     <g transform=\"translate(186.6 252.8275)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 74.21875 79.6875 \r\nQ 76.171875 68.359375 82.03125 57.03125 \r\nQ 87.890625 45.703125 96.875 38.28125 \r\nQ 94.140625 37.109375 90.234375 32.421875 \r\nQ 87.5 35.546875 83.59375 40.234375 \r\nQ 82.8125 35.546875 82.421875 20.5 \r\nQ 82.03125 5.46875 81.046875 0.390625 \r\nQ 80.078125 -4.6875 75.78125 -6.25 \r\nQ 71.484375 -7.8125 63.671875 -8.59375 \r\nQ 62.5 -3.90625 60.546875 0 \r\nQ 68.75 -0.390625 71.484375 0.390625 \r\nQ 74.21875 1.171875 74.609375 9.171875 \r\nQ 75 17.1875 75.390625 35.15625 \r\nL 57.8125 35.15625 \r\nQ 57.421875 20.3125 53.515625 10.15625 \r\nQ 49.609375 0 37.109375 -9.765625 \r\nQ 33.984375 -5.46875 31.25 -3.515625 \r\nQ 42.96875 3.515625 46.671875 12.5 \r\nQ 50.390625 21.484375 50.390625 35.15625 \r\nQ 46.875 35.15625 41.796875 34.765625 \r\nL 41.796875 40.234375 \r\nQ 38.671875 35.9375 33.59375 30.46875 \r\nQ 31.25 33.59375 27.34375 35.9375 \r\nQ 44.921875 51.171875 50.390625 76.171875 \r\nQ 53.90625 74.609375 58.59375 73.046875 \r\nQ 56.640625 68.75 53.515625 60.734375 \r\nQ 50.390625 52.734375 43.359375 42.1875 \r\nQ 47.65625 41.796875 53.125 41.796875 \r\nL 82.8125 41.796875 \r\nQ 71.484375 56.640625 66.796875 77.734375 \r\nQ 71.484375 78.515625 74.21875 79.6875 \r\nz\r\nM 3.515625 39.453125 \r\nQ 8.984375 44.921875 16.015625 57.609375 \r\nQ 23.046875 70.3125 25.78125 81.640625 \r\nQ 30.859375 79.296875 34.375 77.734375 \r\nQ 32.03125 74.21875 25 58.984375 \r\nL 25 9.765625 \r\nQ 25 1.171875 25.390625 -8.984375 \r\nL 17.1875 -8.984375 \r\nQ 17.578125 0.78125 17.578125 9.765625 \r\nL 17.578125 45.703125 \r\nQ 12.109375 37.5 8.984375 33.984375 \r\nQ 6.640625 36.71875 3.515625 39.453125 \r\nz\r\n\" id=\"SimHei-20221\"/>\r\n      </defs>\r\n      <use xlink:href=\"#SimHei-24180\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-20221\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_7\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"mba31b73ac1\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#mba31b73ac1\" y=\"220.666844\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      \r\n      <g transform=\"translate(7.2 224.104344)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 46.484375 33.203125 \r\nL 1.953125 33.203125 \r\nL 1.953125 39.453125 \r\nL 46.484375 39.453125 \r\nz\r\n\" id=\"SimHei-45\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-45\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#mba31b73ac1\" y=\"187.830843\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      \r\n      <g transform=\"translate(17.2 191.268343)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#mba31b73ac1\" y=\"154.994841\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      \r\n      <g transform=\"translate(12.2 158.432341)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#mba31b73ac1\" y=\"122.15884\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      \r\n      <g transform=\"translate(12.2 125.59634)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#mba31b73ac1\" y=\"89.322839\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      \r\n      <g transform=\"translate(12.2 92.760339)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 3.90625 19.140625 \r\nL 10.9375 20.3125 \r\nQ 12.5 15.234375 16.015625 11.90625 \r\nQ 19.53125 8.59375 24.796875 8.78125 \r\nQ 30.078125 8.984375 33.203125 13.078125 \r\nQ 36.328125 17.1875 35.9375 22.453125 \r\nQ 35.546875 27.734375 31.828125 30.65625 \r\nQ 28.125 33.59375 19.921875 34.765625 \r\nL 19.921875 39.84375 \r\nQ 28.125 40.625 31.828125 44.140625 \r\nQ 35.546875 47.65625 35.15625 53.3125 \r\nQ 34.765625 58.984375 30.078125 61.515625 \r\nQ 25.390625 64.0625 20.109375 62.109375 \r\nQ 14.84375 60.15625 11.71875 51.171875 \r\nL 4.6875 52.34375 \r\nQ 7.03125 59.375 11.125 64.0625 \r\nQ 15.234375 68.75 22.265625 69.53125 \r\nQ 29.296875 70.3125 34.5625 67.765625 \r\nQ 39.84375 65.234375 41.984375 59.953125 \r\nQ 44.140625 54.6875 42.578125 48.4375 \r\nQ 41.015625 42.1875 33.59375 37.5 \r\nQ 39.0625 35.15625 41.984375 30.46875 \r\nQ 44.921875 25.78125 43.9375 18.15625 \r\nQ 42.96875 10.546875 37.109375 5.859375 \r\nQ 31.25 1.171875 23.828125 1.359375 \r\nQ 16.40625 1.5625 10.9375 6.046875 \r\nQ 5.46875 10.546875 3.90625 19.140625 \r\nz\r\n\" id=\"SimHei-51\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-51\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#mba31b73ac1\" y=\"56.486838\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      \r\n      <g transform=\"translate(12.2 59.924338)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 31.25 17.1875 \r\nL 1.171875 17.1875 \r\nL 1.171875 23.828125 \r\nL 32.8125 69.53125 \r\nL 38.671875 69.53125 \r\nL 38.671875 23.828125 \r\nL 48.046875 23.828125 \r\nL 48.046875 17.1875 \r\nL 38.671875 17.1875 \r\nL 38.671875 2.34375 \r\nL 31.25 2.34375 \r\nz\r\nM 31.25 23.828125 \r\nL 31.25 54.6875 \r\nL 9.375 23.828125 \r\nz\r\n\" id=\"SimHei-52\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-52\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#mba31b73ac1\" y=\"23.650837\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      \r\n      <g transform=\"translate(12.2 27.088337)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_14\">\r\n    <path clip-path=\"url(#p4970a775c7)\" d=\"M 44.418182 174.368082 \r\nL 56.592727 171.741202 \r\nL 68.767273 175.353162 \r\nL 80.941818 177.323322 \r\nL 93.116364 173.054642 \r\nL 105.290909 163.860562 \r\nL 117.465455 165.502362 \r\nL 129.64 133.979801 \r\nL 141.814545 131.024561 \r\nL 153.989091 139.233561 \r\nL 166.163636 113.29312 \r\nL 178.338182 155.257529 \r\nL 190.512727 184.284555 \r\nL 202.687273 214.756364 \r\nL 214.861818 172.726282 \r\nL 227.036364 135.293241 \r\nL 239.210909 153.353041 \r\nL 251.385455 140.218641 \r\nL 263.56 153.681401 \r\nL 275.734545 200.965243 \r\nL 287.909091 211.144404 \r\nL 300.083636 148.099281 \r\nL 312.258182 109.02444 \r\nL 324.432727 66.337638 \r\nL 336.607273 17.083636 \r\nL 348.781818 20.367236 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 29.2 224.64 \r\nL 29.2 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 364 224.64 \r\nL 364 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 29.2 224.64 \r\nL 364 224.64 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 29.2 7.2 \r\nL 364 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"legend_1\">\r\n    <g id=\"patch_7\">\r\n     <path d=\"M 36.2 29.457812 \r\nL 108.2 29.457812 \r\nQ 110.2 29.457812 110.2 27.457812 \r\nL 110.2 14.2 \r\nQ 110.2 12.2 108.2 12.2 \r\nL 36.2 12.2 \r\nQ 34.2 12.2 34.2 14.2 \r\nL 34.2 27.457812 \r\nQ 34.2 29.457812 36.2 29.457812 \r\nz\r\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n    </g>\r\n    <g id=\"line2d_15\">\r\n     <path d=\"M 38.2 20.707812 \r\nL 58.2 20.707812 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_16\"/>\r\n    <g id=\"text_15\">\r\n     \r\n     <g transform=\"translate(66.2 24.207812)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 76.171875 41.796875 \r\nQ 86.328125 41.796875 94.53125 42.1875 \r\nL 94.53125 32.03125 \r\nQ 86.328125 32.421875 76.5625 32.421875 \r\nL 25 32.421875 \r\nQ 14.84375 32.421875 5.46875 32.03125 \r\nL 5.46875 42.1875 \r\nQ 14.84375 41.796875 25 41.796875 \r\nz\r\n\" id=\"SimHei-19968\"/>\r\n       <path d=\"M 38.28125 75.78125 \r\nQ 36.71875 71.484375 33.984375 61.90625 \r\nQ 31.25 52.34375 28.515625 43.75 \r\nQ 34.765625 34.765625 36.125 29.875 \r\nQ 37.5 25 37.109375 19.53125 \r\nQ 36.71875 14.0625 33.390625 11.328125 \r\nQ 30.078125 8.59375 21.875 7.421875 \r\nQ 20.3125 14.453125 18.75 16.796875 \r\nQ 26.953125 16.015625 28.703125 19.140625 \r\nQ 30.46875 22.265625 29.296875 27.734375 \r\nQ 28.125 33.203125 21.09375 42.578125 \r\nQ 26.5625 59.765625 28.515625 68.75 \r\nL 15.234375 68.75 \r\nL 15.234375 -7.8125 \r\nL 7.8125 -7.8125 \r\nQ 8.203125 2.734375 8.203125 10.546875 \r\nL 8.203125 57.03125 \r\nQ 8.203125 66.015625 7.8125 75.78125 \r\nL 38.28125 75.78125 \r\nz\r\nM 66.40625 75.390625 \r\nQ 71.875 64.0625 81.046875 56.828125 \r\nQ 90.234375 49.609375 96.875 47.265625 \r\nQ 92.96875 43.359375 90.625 39.0625 \r\nQ 77.734375 48.046875 71.875 54.875 \r\nQ 66.015625 61.71875 62.890625 68.75 \r\nQ 60.15625 62.890625 54.875 54.484375 \r\nQ 49.609375 46.09375 41.015625 36.71875 \r\nQ 37.890625 40.234375 33.984375 42.1875 \r\nQ 42.1875 48.046875 49.21875 59.171875 \r\nQ 56.25 70.3125 60.15625 82.421875 \r\nQ 63.28125 80.46875 68.359375 79.296875 \r\nQ 66.796875 76.5625 66.40625 75.390625 \r\nz\r\nM 58.59375 42.1875 \r\nQ 57.03125 36.328125 55.859375 23.625 \r\nQ 54.6875 10.9375 50.78125 3.515625 \r\nQ 46.875 -3.90625 41.40625 -8.984375 \r\nQ 37.890625 -6.25 33.984375 -4.6875 \r\nQ 39.84375 -0.390625 43.15625 5.265625 \r\nQ 46.484375 10.9375 48.234375 18.75 \r\nQ 50 26.5625 50 43.75 \r\nQ 52.34375 42.578125 58.59375 42.1875 \r\nz\r\nM 78.515625 43.359375 \r\nQ 77.734375 37.890625 77.734375 31.640625 \r\nL 77.734375 5.46875 \r\nQ 77.734375 1.5625 78.125 -8.203125 \r\nL 69.921875 -8.203125 \r\nQ 70.3125 2.34375 70.3125 5.859375 \r\nL 70.3125 31.640625 \r\nQ 70.3125 37.109375 69.921875 43.359375 \r\nL 78.515625 43.359375 \r\nz\r\n\" id=\"SimHei-38454\"/>\r\n       <path d=\"M 73.828125 77.734375 \r\nQ 70.3125 73.828125 66.40625 66.796875 \r\nL 75.78125 66.796875 \r\nQ 85.15625 66.796875 91.015625 67.1875 \r\nL 91.015625 60.15625 \r\nQ 84.765625 60.546875 75.78125 60.546875 \r\nL 51.171875 60.546875 \r\nQ 50.390625 56.25 49.21875 51.171875 \r\nL 70.703125 51.171875 \r\nQ 79.296875 51.171875 86.328125 51.5625 \r\nL 86.328125 44.53125 \r\nQ 79.296875 44.921875 70.3125 44.921875 \r\nL 47.65625 44.921875 \r\nQ 46.484375 41.40625 44.53125 36.328125 \r\nL 80.078125 36.328125 \r\nQ 88.671875 36.328125 94.140625 36.71875 \r\nL 94.140625 29.6875 \r\nQ 89.0625 30.078125 80.46875 30.078125 \r\nL 41.40625 30.078125 \r\nQ 37.890625 24.21875 35.15625 20.3125 \r\nQ 41.40625 19.921875 48.4375 19.921875 \r\nL 70.703125 19.921875 \r\nQ 77.734375 19.921875 83.59375 20.3125 \r\nL 83.59375 13.28125 \r\nQ 77.734375 13.671875 71.484375 13.671875 \r\nL 61.328125 13.671875 \r\nL 61.328125 -0.78125 \r\nL 78.125 -0.78125 \r\nQ 81.25 -0.78125 92.1875 -0.390625 \r\nL 92.1875 -7.8125 \r\nQ 82.421875 -7.421875 78.515625 -7.421875 \r\nL 32.8125 -7.421875 \r\nQ 26.5625 -7.421875 21.875 -7.8125 \r\nL 21.875 -0.390625 \r\nQ 27.734375 -0.78125 33.203125 -0.78125 \r\nL 53.515625 -0.78125 \r\nL 53.515625 13.671875 \r\nL 48.4375 13.671875 \r\nQ 41.015625 13.671875 33.984375 13.28125 \r\nL 33.984375 18.75 \r\nQ 30.078125 13.671875 23.234375 7.421875 \r\nQ 16.40625 1.171875 9.765625 -3.90625 \r\nQ 6.640625 -0.390625 3.125 2.34375 \r\nQ 11.71875 7.421875 19.71875 14.453125 \r\nQ 27.734375 21.484375 32.8125 30.078125 \r\nL 20.703125 30.078125 \r\nQ 11.71875 30.078125 5.859375 29.6875 \r\nL 5.859375 36.71875 \r\nQ 11.71875 36.328125 21.09375 36.328125 \r\nL 36.328125 36.328125 \r\nQ 38.28125 40.234375 39.84375 44.921875 \r\nL 26.953125 44.921875 \r\nQ 21.484375 44.921875 15.625 44.53125 \r\nL 15.625 51.5625 \r\nQ 23.4375 51.171875 26.5625 51.171875 \r\nL 41.40625 51.171875 \r\nQ 42.578125 55.859375 43.359375 60.546875 \r\nL 23.4375 60.546875 \r\nQ 17.1875 60.546875 10.15625 60.15625 \r\nL 10.15625 67.1875 \r\nQ 16.015625 66.796875 22.265625 66.796875 \r\nL 35.546875 66.796875 \r\nQ 32.421875 73.046875 28.90625 77.34375 \r\nQ 31.640625 78.90625 35.15625 81.640625 \r\nQ 38.28125 77.734375 42.578125 71.09375 \r\nQ 39.453125 69.53125 36.328125 66.796875 \r\nL 58.59375 66.796875 \r\nQ 62.5 73.4375 64.84375 82.03125 \r\nQ 68.75 79.6875 73.828125 77.734375 \r\nz\r\n\" id=\"SimHei-24046\"/>\r\n       <path d=\"M 15.625 -10.15625 \r\nQ 12.890625 -5.859375 8.984375 -3.515625 \r\nQ 15.234375 -1.171875 20.3125 2.140625 \r\nQ 25.390625 5.46875 29.296875 10.34375 \r\nQ 33.203125 15.234375 35.15625 21.09375 \r\nQ 37.109375 26.953125 37.890625 35.546875 \r\nQ 28.90625 35.546875 23.4375 35.15625 \r\nL 23.4375 43.359375 \r\nQ 29.6875 42.96875 39.453125 42.96875 \r\nL 78.515625 42.96875 \r\nQ 77.734375 37.109375 77.34375 32.8125 \r\nL 74.21875 3.90625 \r\nQ 73.4375 -3.125 67.96875 -5.46875 \r\nQ 62.5 -7.8125 55.859375 -8.203125 \r\nQ 55.46875 -4.296875 51.953125 0.78125 \r\nQ 60.15625 0.390625 63.078125 1.359375 \r\nQ 66.015625 2.34375 66.796875 8.203125 \r\nL 69.53125 35.546875 \r\nL 46.09375 35.546875 \r\nQ 44.921875 25.390625 42.765625 18.546875 \r\nQ 40.625 11.71875 36.71875 6.640625 \r\nQ 32.8125 1.5625 27.34375 -2.734375 \r\nQ 21.875 -7.03125 15.625 -10.15625 \r\nz\r\nM 61.71875 80.859375 \r\nQ 64.453125 72.65625 72.84375 62.109375 \r\nQ 81.25 51.5625 96.484375 43.75 \r\nQ 93.359375 41.015625 90.234375 35.546875 \r\nQ 83.203125 40.625 77.921875 45.109375 \r\nQ 72.65625 49.609375 69.140625 53.515625 \r\nQ 65.625 57.421875 61.328125 64.640625 \r\nQ 57.03125 71.875 54.296875 78.125 \r\nQ 58.59375 79.296875 61.71875 80.859375 \r\nz\r\nM 42.1875 75.390625 \r\nQ 38.671875 69.140625 36.328125 64.453125 \r\nQ 33.984375 59.765625 31.640625 56.046875 \r\nQ 29.296875 52.34375 24.609375 46.09375 \r\nQ 19.921875 39.84375 13.28125 33.203125 \r\nQ 9.765625 36.71875 6.25 38.671875 \r\nQ 14.0625 45.703125 18.546875 51.5625 \r\nQ 23.046875 57.421875 27.140625 64.25 \r\nQ 31.25 71.09375 34.375 79.296875 \r\nQ 37.5 76.953125 42.1875 75.390625 \r\nz\r\n\" id=\"SimHei-20998\"/>\r\n      </defs>\r\n      <use xlink:href=\"#SimHei-19968\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-38454\"/>\r\n      <use x=\"200\" xlink:href=\"#SimHei-24046\"/>\r\n      <use x=\"300\" xlink:href=\"#SimHei-20998\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p4970a775c7\">\r\n   <rect height=\"217.44\" width=\"334.8\" x=\"29.2\" y=\"7.2\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "signdiff = pd.DataFrame()\n",
    "signdiff['一阶差分'] = df['报名人数（万人）'].diff().dropna()\n",
    "signdiff.plot()\n",
    "dickey(signdiff['一阶差分'])"
   ]
  },
  {
   "source": [
    "做了一阶差分依然不够平稳，稍后需要做二阶差分\n",
    "\n",
    "\n",
    "原因应该是近几年报名人数急剧增加，跟之前的进度完全不一样\n",
    "\n",
    "\n",
    "## 录取人数做一阶差分"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                                value\n",
       "Test Statistic Value        -3.094678\n",
       "p-value                       0.02695\n",
       "Lags Used                           9\n",
       "Number of Observations Used        15\n",
       "Critical Value(1%)          -3.964443\n",
       "Critical Value(5%)          -3.084908\n",
       "Critical Value(10%)         -2.681814"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Test Statistic Value</th>\n      <td>-3.094678</td>\n    </tr>\n    <tr>\n      <th>p-value</th>\n      <td>0.02695</td>\n    </tr>\n    <tr>\n      <th>Lags Used</th>\n      <td>9</td>\n    </tr>\n    <tr>\n      <th>Number of Observations Used</th>\n      <td>15</td>\n    </tr>\n    <tr>\n      <th>Critical Value(1%)</th>\n      <td>-3.964443</td>\n    </tr>\n    <tr>\n      <th>Critical Value(5%)</th>\n      <td>-3.084908</td>\n    </tr>\n    <tr>\n      <th>Critical Value(10%)</th>\n      <td>-2.681814</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 12
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n\r\n<svg height=\"261.2775pt\" version=\"1.1\" viewBox=\"0 0 376.2 261.2775\" width=\"376.2pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-02-20T17:05:02.763465</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.2, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 261.2775 \r\nL 376.2 261.2775 \r\nL 376.2 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 34.2 224.64 \r\nL 369 224.64 \r\nL 369 7.2 \r\nL 34.2 7.2 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m8a01103a54\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"49.418182\" xlink:href=\"#m8a01103a54\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      \r\n      <g transform=\"translate(34.418182 239.60875)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 21.875 56.25 \r\nQ 16.796875 51.171875 8.984375 46.484375 \r\nL 8.984375 53.90625 \r\nQ 18.75 60.546875 25 69.53125 \r\nL 29.6875 69.53125 \r\nL 29.6875 2.34375 \r\nL 21.875 2.34375 \r\nz\r\n\" id=\"SimHei-49\"/>\r\n        <path d=\"M 12.5 1.171875 \r\nQ 21.09375 15.625 26.5625 27.34375 \r\nQ 16.796875 25.78125 10.34375 29.875 \r\nQ 3.90625 33.984375 2.53125 41.015625 \r\nQ 1.171875 48.046875 2.734375 53.703125 \r\nQ 4.296875 59.375 7.609375 63.078125 \r\nQ 10.9375 66.796875 15.625 68.359375 \r\nQ 20.3125 69.921875 24.015625 69.921875 \r\nQ 27.734375 69.921875 31.640625 68.359375 \r\nQ 35.546875 66.796875 38.671875 63.671875 \r\nQ 41.796875 60.546875 42.96875 57.21875 \r\nQ 44.140625 53.90625 44.140625 48.625 \r\nQ 44.140625 43.359375 40.234375 35.15625 \r\nQ 36.328125 26.953125 21.09375 1.171875 \r\nz\r\nM 9.765625 50 \r\nQ 10.9375 39.84375 14.640625 36.515625 \r\nQ 18.359375 33.203125 22.65625 33.59375 \r\nQ 26.953125 33.984375 29.484375 35.9375 \r\nQ 32.03125 37.890625 34.375 42.578125 \r\nQ 35.9375 48.4375 35.15625 52.53125 \r\nQ 34.375 56.640625 31.046875 59.375 \r\nQ 27.734375 62.109375 23.828125 62.109375 \r\nQ 21.484375 62.5 17.765625 60.9375 \r\nQ 14.0625 59.375 11.90625 54.6875 \r\nQ 9.765625 50 10.9375 39.84375 \r\nz\r\n\" id=\"SimHei-57\"/>\r\n        <path d=\"M 8.59375 20.703125 \r\nQ 11.328125 10.15625 17.96875 8.984375 \r\nQ 24.609375 7.8125 28.703125 10.34375 \r\nQ 32.8125 12.890625 34.5625 16.984375 \r\nQ 36.328125 21.09375 36.125 26.171875 \r\nQ 35.9375 31.25 33.390625 34.765625 \r\nQ 30.859375 38.28125 26.953125 39.453125 \r\nQ 23.046875 40.625 18.15625 39.453125 \r\nQ 13.28125 38.28125 10.15625 33.984375 \r\nL 3.515625 34.765625 \r\nQ 4.296875 37.109375 10.9375 68.359375 \r\nL 41.796875 68.359375 \r\nL 41.796875 61.328125 \r\nL 16.796875 61.328125 \r\nQ 14.84375 50.78125 12.890625 44.53125 \r\nQ 18.75 47.265625 23.828125 47.0625 \r\nQ 28.90625 46.875 33.59375 44.71875 \r\nQ 38.28125 42.578125 40.421875 38.859375 \r\nQ 42.578125 35.15625 43.546875 31.4375 \r\nQ 44.53125 27.734375 44.328125 23.4375 \r\nQ 44.140625 19.140625 42.578125 14.640625 \r\nQ 41.015625 10.15625 37.890625 7.21875 \r\nQ 34.765625 4.296875 30.265625 2.53125 \r\nQ 25.78125 0.78125 19.921875 1.171875 \r\nQ 14.0625 1.5625 8.78125 5.46875 \r\nQ 3.515625 9.375 1.5625 18.75 \r\nz\r\n\" id=\"SimHei-53\"/>\r\n        <path d=\"M 5.46875 45.703125 \r\nQ 14.0625 53.90625 21.484375 65.625 \r\nQ 28.90625 77.34375 29.6875 82.421875 \r\nQ 35.546875 80.078125 40.625 78.90625 \r\nQ 37.109375 75.390625 32.8125 67.578125 \r\nL 72.265625 67.578125 \r\nQ 80.859375 67.578125 89.84375 67.96875 \r\nL 89.84375 61.328125 \r\nQ 81.640625 61.71875 72.265625 61.71875 \r\nL 59.375 61.71875 \r\nL 59.375 45.703125 \r\nQ 74.21875 45.703125 85.546875 46.09375 \r\nL 85.546875 39.453125 \r\nQ 73.828125 39.84375 59.375 39.84375 \r\nL 59.375 21.484375 \r\nL 79.296875 21.484375 \r\nQ 87.890625 21.484375 95.3125 21.875 \r\nL 95.3125 15.234375 \r\nQ 88.28125 15.625 79.296875 15.625 \r\nL 59.375 15.625 \r\nL 59.375 6.640625 \r\nQ 59.375 -2.34375 59.765625 -9.765625 \r\nL 51.171875 -9.765625 \r\nQ 51.5625 -2.34375 51.5625 5.859375 \r\nL 51.5625 15.625 \r\nL 25 15.625 \r\nQ 14.0625 15.625 4.296875 15.234375 \r\nL 4.296875 21.875 \r\nQ 13.671875 21.484375 22.65625 21.484375 \r\nQ 22.65625 36.71875 22.265625 45.703125 \r\nL 51.5625 45.703125 \r\nL 51.5625 61.71875 \r\nL 29.296875 61.71875 \r\nQ 21.09375 49.21875 14.453125 41.40625 \r\nQ 10.15625 44.921875 5.46875 45.703125 \r\nz\r\nM 51.5625 21.484375 \r\nL 51.5625 39.84375 \r\nL 30.078125 39.84375 \r\nL 30.078125 21.484375 \r\nz\r\n\" id=\"SimHei-24180\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-57\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-57\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.827273\" xlink:href=\"#m8a01103a54\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      \r\n      <g transform=\"translate(97.827273 239.60875)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 4.6875 3.90625 \r\nQ 5.078125 9.765625 10.15625 14.453125 \r\nQ 15.234375 19.140625 23.046875 29.09375 \r\nQ 30.859375 39.0625 33.203125 44.53125 \r\nQ 35.546875 50 34.953125 53.90625 \r\nQ 34.375 57.8125 31.25 60.34375 \r\nQ 28.125 62.890625 24.015625 62.5 \r\nQ 19.921875 62.109375 16.203125 59.375 \r\nQ 12.5 56.640625 10.546875 51.171875 \r\nL 3.125 52.34375 \r\nQ 6.25 61.328125 11.125 65.421875 \r\nQ 16.015625 69.53125 22.65625 69.921875 \r\nQ 26.5625 70.3125 29.6875 69.71875 \r\nQ 32.8125 69.140625 36.125 66.984375 \r\nQ 39.453125 64.84375 41.59375 60.546875 \r\nQ 43.75 56.25 43.15625 50.1875 \r\nQ 42.578125 44.140625 37.109375 35.734375 \r\nQ 31.640625 27.34375 16.015625 9.375 \r\nL 44.140625 9.375 \r\nL 44.140625 2.34375 \r\nL 4.6875 2.34375 \r\nz\r\n\" id=\"SimHei-50\"/>\r\n        <path d=\"M 3.125 29.296875 \r\nQ 3.90625 50 6.4375 56.046875 \r\nQ 8.984375 62.109375 13.671875 66.015625 \r\nQ 18.359375 69.921875 25.1875 69.921875 \r\nQ 32.03125 69.921875 37.109375 64.25 \r\nQ 42.1875 58.59375 43.75 50 \r\nQ 45.3125 41.40625 44.71875 30.265625 \r\nQ 44.140625 19.140625 40.8125 12.109375 \r\nQ 37.5 5.078125 30.859375 2.34375 \r\nQ 24.21875 -0.390625 17.578125 2.921875 \r\nQ 10.9375 6.25 8.203125 11.71875 \r\nQ 5.46875 17.1875 4.296875 23.234375 \r\nQ 3.125 29.296875 3.90625 50 \r\nz\r\nM 12.890625 52.734375 \r\nQ 10.546875 31.25 12.5 22.84375 \r\nQ 14.453125 14.453125 18.9375 10.9375 \r\nQ 23.4375 7.421875 28.125 9.5625 \r\nQ 32.8125 11.71875 34.953125 18.15625 \r\nQ 37.109375 24.609375 37.109375 32.21875 \r\nQ 37.109375 39.84375 36.515625 46.09375 \r\nQ 35.9375 52.34375 33 57.421875 \r\nQ 30.078125 62.5 25.1875 62.6875 \r\nQ 20.3125 62.890625 16.59375 57.8125 \r\nQ 12.890625 52.734375 10.546875 31.25 \r\nz\r\n\" id=\"SimHei-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"176.236364\" xlink:href=\"#m8a01103a54\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      \r\n      <g transform=\"translate(161.236364 239.60875)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"239.645455\" xlink:href=\"#m8a01103a54\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      \r\n      <g transform=\"translate(224.645455 239.60875)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"303.054545\" xlink:href=\"#m8a01103a54\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      \r\n      <g transform=\"translate(288.054545 239.60875)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"366.463636\" xlink:href=\"#m8a01103a54\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_6\">\r\n     \r\n     <g transform=\"translate(191.6 252.8275)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 74.21875 79.6875 \r\nQ 76.171875 68.359375 82.03125 57.03125 \r\nQ 87.890625 45.703125 96.875 38.28125 \r\nQ 94.140625 37.109375 90.234375 32.421875 \r\nQ 87.5 35.546875 83.59375 40.234375 \r\nQ 82.8125 35.546875 82.421875 20.5 \r\nQ 82.03125 5.46875 81.046875 0.390625 \r\nQ 80.078125 -4.6875 75.78125 -6.25 \r\nQ 71.484375 -7.8125 63.671875 -8.59375 \r\nQ 62.5 -3.90625 60.546875 0 \r\nQ 68.75 -0.390625 71.484375 0.390625 \r\nQ 74.21875 1.171875 74.609375 9.171875 \r\nQ 75 17.1875 75.390625 35.15625 \r\nL 57.8125 35.15625 \r\nQ 57.421875 20.3125 53.515625 10.15625 \r\nQ 49.609375 0 37.109375 -9.765625 \r\nQ 33.984375 -5.46875 31.25 -3.515625 \r\nQ 42.96875 3.515625 46.671875 12.5 \r\nQ 50.390625 21.484375 50.390625 35.15625 \r\nQ 46.875 35.15625 41.796875 34.765625 \r\nL 41.796875 40.234375 \r\nQ 38.671875 35.9375 33.59375 30.46875 \r\nQ 31.25 33.59375 27.34375 35.9375 \r\nQ 44.921875 51.171875 50.390625 76.171875 \r\nQ 53.90625 74.609375 58.59375 73.046875 \r\nQ 56.640625 68.75 53.515625 60.734375 \r\nQ 50.390625 52.734375 43.359375 42.1875 \r\nQ 47.65625 41.796875 53.125 41.796875 \r\nL 82.8125 41.796875 \r\nQ 71.484375 56.640625 66.796875 77.734375 \r\nQ 71.484375 78.515625 74.21875 79.6875 \r\nz\r\nM 3.515625 39.453125 \r\nQ 8.984375 44.921875 16.015625 57.609375 \r\nQ 23.046875 70.3125 25.78125 81.640625 \r\nQ 30.859375 79.296875 34.375 77.734375 \r\nQ 32.03125 74.21875 25 58.984375 \r\nL 25 9.765625 \r\nQ 25 1.171875 25.390625 -8.984375 \r\nL 17.1875 -8.984375 \r\nQ 17.578125 0.78125 17.578125 9.765625 \r\nL 17.578125 45.703125 \r\nQ 12.109375 37.5 8.984375 33.984375 \r\nQ 6.640625 36.71875 3.515625 39.453125 \r\nz\r\n\" id=\"SimHei-20221\"/>\r\n      </defs>\r\n      <use xlink:href=\"#SimHei-24180\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-20221\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_7\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m9b0f7e561e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m9b0f7e561e\" y=\"202.078534\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      \r\n      <g transform=\"translate(7.2 205.516034)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 46.484375 33.203125 \r\nL 1.953125 33.203125 \r\nL 1.953125 39.453125 \r\nL 46.484375 39.453125 \r\nz\r\n\" id=\"SimHei-45\"/>\r\n        <path d=\"M 16.796875 1.953125 \r\nL 7.8125 1.953125 \r\nL 7.8125 10.546875 \r\nL 16.796875 10.546875 \r\nz\r\n\" id=\"SimHei-46\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-45\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m9b0f7e561e\" y=\"176.722873\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      \r\n      <g transform=\"translate(7.2 180.160373)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-45\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m9b0f7e561e\" y=\"151.367213\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      \r\n      <g transform=\"translate(12.2 154.804713)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m9b0f7e561e\" y=\"126.011553\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      \r\n      <g transform=\"translate(12.2 129.449053)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m9b0f7e561e\" y=\"100.655893\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      \r\n      <g transform=\"translate(12.2 104.093393)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m9b0f7e561e\" y=\"75.300232\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      \r\n      <g transform=\"translate(12.2 78.737732)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 13.28125 2.34375 \r\nQ 20.3125 32.03125 37.890625 61.328125 \r\nL 4.296875 61.328125 \r\nL 4.296875 68.359375 \r\nL 46.09375 68.359375 \r\nL 46.09375 61.71875 \r\nQ 27.734375 32.03125 21.875 2.34375 \r\nL 13.28125 2.34375 \r\nz\r\n\" id=\"SimHei-55\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-55\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m9b0f7e561e\" y=\"49.944572\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      \r\n      <g transform=\"translate(7.2 53.382072)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_14\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"34.2\" xlink:href=\"#m9b0f7e561e\" y=\"24.588912\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      \r\n      <g transform=\"translate(7.2 28.026412)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_15\">\r\n    <path clip-path=\"url(#p15a7971e4c)\" d=\"M 49.418182 153.395666 \r\nL 62.1 144.267628 \r\nL 74.781818 147.310307 \r\nL 87.463636 144.267628 \r\nL 100.145455 137.168043 \r\nL 112.827273 119.926194 \r\nL 125.509091 120.940421 \r\nL 138.190909 119.926194 \r\nL 150.872727 94.570534 \r\nL 163.554545 97.613213 \r\nL 176.236364 113.840836 \r\nL 188.918182 118.911968 \r\nL 201.6 132.096911 \r\nL 214.281818 126.011553 \r\nL 226.963636 87.470949 \r\nL 239.645455 125.605862 \r\nL 252.327273 130.87984 \r\nL 265.009091 128.648541 \r\nL 277.690909 127.127202 \r\nL 290.372727 143.456247 \r\nL 303.054545 129.155655 \r\nL 315.736364 131.894066 \r\nL 328.418182 17.083636 \r\nL 341.1 110.493889 \r\nL 353.781818 214.756364 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 34.2 224.64 \r\nL 34.2 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 369 224.64 \r\nL 369 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 34.2 224.64 \r\nL 369 224.64 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 34.2 7.2 \r\nL 369 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"legend_1\">\r\n    <g id=\"patch_7\">\r\n     <path d=\"M 41.2 29.457812 \r\nL 113.2 29.457812 \r\nQ 115.2 29.457812 115.2 27.457812 \r\nL 115.2 14.2 \r\nQ 115.2 12.2 113.2 12.2 \r\nL 41.2 12.2 \r\nQ 39.2 12.2 39.2 14.2 \r\nL 39.2 27.457812 \r\nQ 39.2 29.457812 41.2 29.457812 \r\nz\r\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n    </g>\r\n    <g id=\"line2d_16\">\r\n     <path d=\"M 43.2 20.707812 \r\nL 63.2 20.707812 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_17\"/>\r\n    <g id=\"text_15\">\r\n     \r\n     <g transform=\"translate(71.2 24.207812)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 76.171875 41.796875 \r\nQ 86.328125 41.796875 94.53125 42.1875 \r\nL 94.53125 32.03125 \r\nQ 86.328125 32.421875 76.5625 32.421875 \r\nL 25 32.421875 \r\nQ 14.84375 32.421875 5.46875 32.03125 \r\nL 5.46875 42.1875 \r\nQ 14.84375 41.796875 25 41.796875 \r\nz\r\n\" id=\"SimHei-19968\"/>\r\n       <path d=\"M 38.28125 75.78125 \r\nQ 36.71875 71.484375 33.984375 61.90625 \r\nQ 31.25 52.34375 28.515625 43.75 \r\nQ 34.765625 34.765625 36.125 29.875 \r\nQ 37.5 25 37.109375 19.53125 \r\nQ 36.71875 14.0625 33.390625 11.328125 \r\nQ 30.078125 8.59375 21.875 7.421875 \r\nQ 20.3125 14.453125 18.75 16.796875 \r\nQ 26.953125 16.015625 28.703125 19.140625 \r\nQ 30.46875 22.265625 29.296875 27.734375 \r\nQ 28.125 33.203125 21.09375 42.578125 \r\nQ 26.5625 59.765625 28.515625 68.75 \r\nL 15.234375 68.75 \r\nL 15.234375 -7.8125 \r\nL 7.8125 -7.8125 \r\nQ 8.203125 2.734375 8.203125 10.546875 \r\nL 8.203125 57.03125 \r\nQ 8.203125 66.015625 7.8125 75.78125 \r\nL 38.28125 75.78125 \r\nz\r\nM 66.40625 75.390625 \r\nQ 71.875 64.0625 81.046875 56.828125 \r\nQ 90.234375 49.609375 96.875 47.265625 \r\nQ 92.96875 43.359375 90.625 39.0625 \r\nQ 77.734375 48.046875 71.875 54.875 \r\nQ 66.015625 61.71875 62.890625 68.75 \r\nQ 60.15625 62.890625 54.875 54.484375 \r\nQ 49.609375 46.09375 41.015625 36.71875 \r\nQ 37.890625 40.234375 33.984375 42.1875 \r\nQ 42.1875 48.046875 49.21875 59.171875 \r\nQ 56.25 70.3125 60.15625 82.421875 \r\nQ 63.28125 80.46875 68.359375 79.296875 \r\nQ 66.796875 76.5625 66.40625 75.390625 \r\nz\r\nM 58.59375 42.1875 \r\nQ 57.03125 36.328125 55.859375 23.625 \r\nQ 54.6875 10.9375 50.78125 3.515625 \r\nQ 46.875 -3.90625 41.40625 -8.984375 \r\nQ 37.890625 -6.25 33.984375 -4.6875 \r\nQ 39.84375 -0.390625 43.15625 5.265625 \r\nQ 46.484375 10.9375 48.234375 18.75 \r\nQ 50 26.5625 50 43.75 \r\nQ 52.34375 42.578125 58.59375 42.1875 \r\nz\r\nM 78.515625 43.359375 \r\nQ 77.734375 37.890625 77.734375 31.640625 \r\nL 77.734375 5.46875 \r\nQ 77.734375 1.5625 78.125 -8.203125 \r\nL 69.921875 -8.203125 \r\nQ 70.3125 2.34375 70.3125 5.859375 \r\nL 70.3125 31.640625 \r\nQ 70.3125 37.109375 69.921875 43.359375 \r\nL 78.515625 43.359375 \r\nz\r\n\" id=\"SimHei-38454\"/>\r\n       <path d=\"M 73.828125 77.734375 \r\nQ 70.3125 73.828125 66.40625 66.796875 \r\nL 75.78125 66.796875 \r\nQ 85.15625 66.796875 91.015625 67.1875 \r\nL 91.015625 60.15625 \r\nQ 84.765625 60.546875 75.78125 60.546875 \r\nL 51.171875 60.546875 \r\nQ 50.390625 56.25 49.21875 51.171875 \r\nL 70.703125 51.171875 \r\nQ 79.296875 51.171875 86.328125 51.5625 \r\nL 86.328125 44.53125 \r\nQ 79.296875 44.921875 70.3125 44.921875 \r\nL 47.65625 44.921875 \r\nQ 46.484375 41.40625 44.53125 36.328125 \r\nL 80.078125 36.328125 \r\nQ 88.671875 36.328125 94.140625 36.71875 \r\nL 94.140625 29.6875 \r\nQ 89.0625 30.078125 80.46875 30.078125 \r\nL 41.40625 30.078125 \r\nQ 37.890625 24.21875 35.15625 20.3125 \r\nQ 41.40625 19.921875 48.4375 19.921875 \r\nL 70.703125 19.921875 \r\nQ 77.734375 19.921875 83.59375 20.3125 \r\nL 83.59375 13.28125 \r\nQ 77.734375 13.671875 71.484375 13.671875 \r\nL 61.328125 13.671875 \r\nL 61.328125 -0.78125 \r\nL 78.125 -0.78125 \r\nQ 81.25 -0.78125 92.1875 -0.390625 \r\nL 92.1875 -7.8125 \r\nQ 82.421875 -7.421875 78.515625 -7.421875 \r\nL 32.8125 -7.421875 \r\nQ 26.5625 -7.421875 21.875 -7.8125 \r\nL 21.875 -0.390625 \r\nQ 27.734375 -0.78125 33.203125 -0.78125 \r\nL 53.515625 -0.78125 \r\nL 53.515625 13.671875 \r\nL 48.4375 13.671875 \r\nQ 41.015625 13.671875 33.984375 13.28125 \r\nL 33.984375 18.75 \r\nQ 30.078125 13.671875 23.234375 7.421875 \r\nQ 16.40625 1.171875 9.765625 -3.90625 \r\nQ 6.640625 -0.390625 3.125 2.34375 \r\nQ 11.71875 7.421875 19.71875 14.453125 \r\nQ 27.734375 21.484375 32.8125 30.078125 \r\nL 20.703125 30.078125 \r\nQ 11.71875 30.078125 5.859375 29.6875 \r\nL 5.859375 36.71875 \r\nQ 11.71875 36.328125 21.09375 36.328125 \r\nL 36.328125 36.328125 \r\nQ 38.28125 40.234375 39.84375 44.921875 \r\nL 26.953125 44.921875 \r\nQ 21.484375 44.921875 15.625 44.53125 \r\nL 15.625 51.5625 \r\nQ 23.4375 51.171875 26.5625 51.171875 \r\nL 41.40625 51.171875 \r\nQ 42.578125 55.859375 43.359375 60.546875 \r\nL 23.4375 60.546875 \r\nQ 17.1875 60.546875 10.15625 60.15625 \r\nL 10.15625 67.1875 \r\nQ 16.015625 66.796875 22.265625 66.796875 \r\nL 35.546875 66.796875 \r\nQ 32.421875 73.046875 28.90625 77.34375 \r\nQ 31.640625 78.90625 35.15625 81.640625 \r\nQ 38.28125 77.734375 42.578125 71.09375 \r\nQ 39.453125 69.53125 36.328125 66.796875 \r\nL 58.59375 66.796875 \r\nQ 62.5 73.4375 64.84375 82.03125 \r\nQ 68.75 79.6875 73.828125 77.734375 \r\nz\r\n\" id=\"SimHei-24046\"/>\r\n       <path d=\"M 15.625 -10.15625 \r\nQ 12.890625 -5.859375 8.984375 -3.515625 \r\nQ 15.234375 -1.171875 20.3125 2.140625 \r\nQ 25.390625 5.46875 29.296875 10.34375 \r\nQ 33.203125 15.234375 35.15625 21.09375 \r\nQ 37.109375 26.953125 37.890625 35.546875 \r\nQ 28.90625 35.546875 23.4375 35.15625 \r\nL 23.4375 43.359375 \r\nQ 29.6875 42.96875 39.453125 42.96875 \r\nL 78.515625 42.96875 \r\nQ 77.734375 37.109375 77.34375 32.8125 \r\nL 74.21875 3.90625 \r\nQ 73.4375 -3.125 67.96875 -5.46875 \r\nQ 62.5 -7.8125 55.859375 -8.203125 \r\nQ 55.46875 -4.296875 51.953125 0.78125 \r\nQ 60.15625 0.390625 63.078125 1.359375 \r\nQ 66.015625 2.34375 66.796875 8.203125 \r\nL 69.53125 35.546875 \r\nL 46.09375 35.546875 \r\nQ 44.921875 25.390625 42.765625 18.546875 \r\nQ 40.625 11.71875 36.71875 6.640625 \r\nQ 32.8125 1.5625 27.34375 -2.734375 \r\nQ 21.875 -7.03125 15.625 -10.15625 \r\nz\r\nM 61.71875 80.859375 \r\nQ 64.453125 72.65625 72.84375 62.109375 \r\nQ 81.25 51.5625 96.484375 43.75 \r\nQ 93.359375 41.015625 90.234375 35.546875 \r\nQ 83.203125 40.625 77.921875 45.109375 \r\nQ 72.65625 49.609375 69.140625 53.515625 \r\nQ 65.625 57.421875 61.328125 64.640625 \r\nQ 57.03125 71.875 54.296875 78.125 \r\nQ 58.59375 79.296875 61.71875 80.859375 \r\nz\r\nM 42.1875 75.390625 \r\nQ 38.671875 69.140625 36.328125 64.453125 \r\nQ 33.984375 59.765625 31.640625 56.046875 \r\nQ 29.296875 52.34375 24.609375 46.09375 \r\nQ 19.921875 39.84375 13.28125 33.203125 \r\nQ 9.765625 36.71875 6.25 38.671875 \r\nQ 14.0625 45.703125 18.546875 51.5625 \r\nQ 23.046875 57.421875 27.140625 64.25 \r\nQ 31.25 71.09375 34.375 79.296875 \r\nQ 37.5 76.953125 42.1875 75.390625 \r\nz\r\n\" id=\"SimHei-20998\"/>\r\n      </defs>\r\n      <use xlink:href=\"#SimHei-19968\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-38454\"/>\r\n      <use x=\"200\" xlink:href=\"#SimHei-24046\"/>\r\n      <use x=\"300\" xlink:href=\"#SimHei-20998\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p15a7971e4c\">\r\n   <rect height=\"217.44\" width=\"334.8\" x=\"34.2\" y=\"7.2\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "enrolldiff = pd.DataFrame()\n",
    "enrolldiff['一阶差分'] = df['录取人数（万人）'].diff().dropna()\n",
    "enrolldiff.plot()\n",
    "dickey(enrolldiff)"
   ]
  },
  {
   "source": [
    "录取人数一阶差分之后p-value小于0.05了，达到显著水平\n",
    "\n",
    "\n",
    "# 多阶差分"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                                value\n",
       "Test Statistic Value         -0.33767\n",
       "p-value                      0.919997\n",
       "Lags Used                           4\n",
       "Number of Observations Used        20\n",
       "Critical Value(1%)          -3.809209\n",
       "Critical Value(5%)          -3.021645\n",
       "Critical Value(10%)         -2.650713"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Test Statistic Value</th>\n      <td>-0.33767</td>\n    </tr>\n    <tr>\n      <th>p-value</th>\n      <td>0.919997</td>\n    </tr>\n    <tr>\n      <th>Lags Used</th>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Number of Observations Used</th>\n      <td>20</td>\n    </tr>\n    <tr>\n      <th>Critical Value(1%)</th>\n      <td>-3.809209</td>\n    </tr>\n    <tr>\n      <th>Critical Value(5%)</th>\n      <td>-3.021645</td>\n    </tr>\n    <tr>\n      <th>Critical Value(10%)</th>\n      <td>-2.650713</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 13
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n\r\n<svg height=\"261.2775pt\" version=\"1.1\" viewBox=\"0 0 371.2 261.2775\" width=\"371.2pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-02-20T17:05:03.215589</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.2, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 261.2775 \r\nL 371.2 261.2775 \r\nL 371.2 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 29.2 224.64 \r\nL 364 224.64 \r\nL 364 7.2 \r\nL 29.2 7.2 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"mbf599ef28c\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"44.418182\" xlink:href=\"#mbf599ef28c\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      \r\n      <g transform=\"translate(29.418182 239.60875)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 21.875 56.25 \r\nQ 16.796875 51.171875 8.984375 46.484375 \r\nL 8.984375 53.90625 \r\nQ 18.75 60.546875 25 69.53125 \r\nL 29.6875 69.53125 \r\nL 29.6875 2.34375 \r\nL 21.875 2.34375 \r\nz\r\n\" id=\"SimHei-49\"/>\r\n        <path d=\"M 12.5 1.171875 \r\nQ 21.09375 15.625 26.5625 27.34375 \r\nQ 16.796875 25.78125 10.34375 29.875 \r\nQ 3.90625 33.984375 2.53125 41.015625 \r\nQ 1.171875 48.046875 2.734375 53.703125 \r\nQ 4.296875 59.375 7.609375 63.078125 \r\nQ 10.9375 66.796875 15.625 68.359375 \r\nQ 20.3125 69.921875 24.015625 69.921875 \r\nQ 27.734375 69.921875 31.640625 68.359375 \r\nQ 35.546875 66.796875 38.671875 63.671875 \r\nQ 41.796875 60.546875 42.96875 57.21875 \r\nQ 44.140625 53.90625 44.140625 48.625 \r\nQ 44.140625 43.359375 40.234375 35.15625 \r\nQ 36.328125 26.953125 21.09375 1.171875 \r\nz\r\nM 9.765625 50 \r\nQ 10.9375 39.84375 14.640625 36.515625 \r\nQ 18.359375 33.203125 22.65625 33.59375 \r\nQ 26.953125 33.984375 29.484375 35.9375 \r\nQ 32.03125 37.890625 34.375 42.578125 \r\nQ 35.9375 48.4375 35.15625 52.53125 \r\nQ 34.375 56.640625 31.046875 59.375 \r\nQ 27.734375 62.109375 23.828125 62.109375 \r\nQ 21.484375 62.5 17.765625 60.9375 \r\nQ 14.0625 59.375 11.90625 54.6875 \r\nQ 9.765625 50 10.9375 39.84375 \r\nz\r\n\" id=\"SimHei-57\"/>\r\n        <path d=\"M 3.515625 19.53125 \r\nQ 4.296875 30.859375 6.046875 34.765625 \r\nQ 7.8125 38.671875 11.328125 44.53125 \r\nL 27.34375 69.53125 \r\nL 36.328125 69.53125 \r\nL 19.921875 43.75 \r\nQ 30.46875 46.484375 36.71875 42.96875 \r\nQ 42.96875 39.453125 45.109375 34.953125 \r\nQ 47.265625 30.46875 47.453125 25.1875 \r\nQ 47.65625 19.921875 45.890625 14.84375 \r\nQ 44.140625 9.765625 39.640625 5.65625 \r\nQ 35.15625 1.5625 27.140625 1.171875 \r\nQ 19.140625 0.78125 13.46875 4.09375 \r\nQ 7.8125 7.421875 5.65625 13.46875 \r\nQ 3.515625 19.53125 4.296875 30.859375 \r\nz\r\nM 12.5 16.015625 \r\nQ 19.53125 8.59375 25.390625 8.203125 \r\nQ 31.25 7.8125 35.15625 12.109375 \r\nQ 39.0625 16.40625 39.0625 24.609375 \r\nQ 39.0625 32.8125 34.171875 35.9375 \r\nQ 29.296875 39.0625 23.234375 38.28125 \r\nQ 17.1875 37.5 14.453125 32.421875 \r\nQ 11.71875 27.34375 12.109375 21.671875 \r\nQ 12.5 16.015625 19.53125 8.59375 \r\nz\r\n\" id=\"SimHei-54\"/>\r\n        <path d=\"M 5.46875 45.703125 \r\nQ 14.0625 53.90625 21.484375 65.625 \r\nQ 28.90625 77.34375 29.6875 82.421875 \r\nQ 35.546875 80.078125 40.625 78.90625 \r\nQ 37.109375 75.390625 32.8125 67.578125 \r\nL 72.265625 67.578125 \r\nQ 80.859375 67.578125 89.84375 67.96875 \r\nL 89.84375 61.328125 \r\nQ 81.640625 61.71875 72.265625 61.71875 \r\nL 59.375 61.71875 \r\nL 59.375 45.703125 \r\nQ 74.21875 45.703125 85.546875 46.09375 \r\nL 85.546875 39.453125 \r\nQ 73.828125 39.84375 59.375 39.84375 \r\nL 59.375 21.484375 \r\nL 79.296875 21.484375 \r\nQ 87.890625 21.484375 95.3125 21.875 \r\nL 95.3125 15.234375 \r\nQ 88.28125 15.625 79.296875 15.625 \r\nL 59.375 15.625 \r\nL 59.375 6.640625 \r\nQ 59.375 -2.34375 59.765625 -9.765625 \r\nL 51.171875 -9.765625 \r\nQ 51.5625 -2.34375 51.5625 5.859375 \r\nL 51.5625 15.625 \r\nL 25 15.625 \r\nQ 14.0625 15.625 4.296875 15.234375 \r\nL 4.296875 21.875 \r\nQ 13.671875 21.484375 22.65625 21.484375 \r\nQ 22.65625 36.71875 22.265625 45.703125 \r\nL 51.5625 45.703125 \r\nL 51.5625 61.71875 \r\nL 29.296875 61.71875 \r\nQ 21.09375 49.21875 14.453125 41.40625 \r\nQ 10.15625 44.921875 5.46875 45.703125 \r\nz\r\nM 51.5625 21.484375 \r\nL 51.5625 39.84375 \r\nL 30.078125 39.84375 \r\nL 30.078125 21.484375 \r\nz\r\n\" id=\"SimHei-24180\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-57\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-57\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"107.827273\" xlink:href=\"#mbf599ef28c\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      \r\n      <g transform=\"translate(92.827273 239.60875)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 4.6875 3.90625 \r\nQ 5.078125 9.765625 10.15625 14.453125 \r\nQ 15.234375 19.140625 23.046875 29.09375 \r\nQ 30.859375 39.0625 33.203125 44.53125 \r\nQ 35.546875 50 34.953125 53.90625 \r\nQ 34.375 57.8125 31.25 60.34375 \r\nQ 28.125 62.890625 24.015625 62.5 \r\nQ 19.921875 62.109375 16.203125 59.375 \r\nQ 12.5 56.640625 10.546875 51.171875 \r\nL 3.125 52.34375 \r\nQ 6.25 61.328125 11.125 65.421875 \r\nQ 16.015625 69.53125 22.65625 69.921875 \r\nQ 26.5625 70.3125 29.6875 69.71875 \r\nQ 32.8125 69.140625 36.125 66.984375 \r\nQ 39.453125 64.84375 41.59375 60.546875 \r\nQ 43.75 56.25 43.15625 50.1875 \r\nQ 42.578125 44.140625 37.109375 35.734375 \r\nQ 31.640625 27.34375 16.015625 9.375 \r\nL 44.140625 9.375 \r\nL 44.140625 2.34375 \r\nL 4.6875 2.34375 \r\nz\r\n\" id=\"SimHei-50\"/>\r\n        <path d=\"M 3.125 29.296875 \r\nQ 3.90625 50 6.4375 56.046875 \r\nQ 8.984375 62.109375 13.671875 66.015625 \r\nQ 18.359375 69.921875 25.1875 69.921875 \r\nQ 32.03125 69.921875 37.109375 64.25 \r\nQ 42.1875 58.59375 43.75 50 \r\nQ 45.3125 41.40625 44.71875 30.265625 \r\nQ 44.140625 19.140625 40.8125 12.109375 \r\nQ 37.5 5.078125 30.859375 2.34375 \r\nQ 24.21875 -0.390625 17.578125 2.921875 \r\nQ 10.9375 6.25 8.203125 11.71875 \r\nQ 5.46875 17.1875 4.296875 23.234375 \r\nQ 3.125 29.296875 3.90625 50 \r\nz\r\nM 12.890625 52.734375 \r\nQ 10.546875 31.25 12.5 22.84375 \r\nQ 14.453125 14.453125 18.9375 10.9375 \r\nQ 23.4375 7.421875 28.125 9.5625 \r\nQ 32.8125 11.71875 34.953125 18.15625 \r\nQ 37.109375 24.609375 37.109375 32.21875 \r\nQ 37.109375 39.84375 36.515625 46.09375 \r\nQ 35.9375 52.34375 33 57.421875 \r\nQ 30.078125 62.5 25.1875 62.6875 \r\nQ 20.3125 62.890625 16.59375 57.8125 \r\nQ 12.890625 52.734375 10.546875 31.25 \r\nz\r\n\" id=\"SimHei-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"171.236364\" xlink:href=\"#mbf599ef28c\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      \r\n      <g transform=\"translate(156.236364 239.60875)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"234.645455\" xlink:href=\"#mbf599ef28c\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      \r\n      <g transform=\"translate(219.645455 239.60875)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"298.054545\" xlink:href=\"#mbf599ef28c\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      \r\n      <g transform=\"translate(283.054545 239.60875)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-54\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"361.463636\" xlink:href=\"#mbf599ef28c\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_6\">\r\n     \r\n     <g transform=\"translate(186.6 252.8275)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 74.21875 79.6875 \r\nQ 76.171875 68.359375 82.03125 57.03125 \r\nQ 87.890625 45.703125 96.875 38.28125 \r\nQ 94.140625 37.109375 90.234375 32.421875 \r\nQ 87.5 35.546875 83.59375 40.234375 \r\nQ 82.8125 35.546875 82.421875 20.5 \r\nQ 82.03125 5.46875 81.046875 0.390625 \r\nQ 80.078125 -4.6875 75.78125 -6.25 \r\nQ 71.484375 -7.8125 63.671875 -8.59375 \r\nQ 62.5 -3.90625 60.546875 0 \r\nQ 68.75 -0.390625 71.484375 0.390625 \r\nQ 74.21875 1.171875 74.609375 9.171875 \r\nQ 75 17.1875 75.390625 35.15625 \r\nL 57.8125 35.15625 \r\nQ 57.421875 20.3125 53.515625 10.15625 \r\nQ 49.609375 0 37.109375 -9.765625 \r\nQ 33.984375 -5.46875 31.25 -3.515625 \r\nQ 42.96875 3.515625 46.671875 12.5 \r\nQ 50.390625 21.484375 50.390625 35.15625 \r\nQ 46.875 35.15625 41.796875 34.765625 \r\nL 41.796875 40.234375 \r\nQ 38.671875 35.9375 33.59375 30.46875 \r\nQ 31.25 33.59375 27.34375 35.9375 \r\nQ 44.921875 51.171875 50.390625 76.171875 \r\nQ 53.90625 74.609375 58.59375 73.046875 \r\nQ 56.640625 68.75 53.515625 60.734375 \r\nQ 50.390625 52.734375 43.359375 42.1875 \r\nQ 47.65625 41.796875 53.125 41.796875 \r\nL 82.8125 41.796875 \r\nQ 71.484375 56.640625 66.796875 77.734375 \r\nQ 71.484375 78.515625 74.21875 79.6875 \r\nz\r\nM 3.515625 39.453125 \r\nQ 8.984375 44.921875 16.015625 57.609375 \r\nQ 23.046875 70.3125 25.78125 81.640625 \r\nQ 30.859375 79.296875 34.375 77.734375 \r\nQ 32.03125 74.21875 25 58.984375 \r\nL 25 9.765625 \r\nQ 25 1.171875 25.390625 -8.984375 \r\nL 17.1875 -8.984375 \r\nQ 17.578125 0.78125 17.578125 9.765625 \r\nL 17.578125 45.703125 \r\nQ 12.109375 37.5 8.984375 33.984375 \r\nQ 6.640625 36.71875 3.515625 39.453125 \r\nz\r\n\" id=\"SimHei-20221\"/>\r\n      </defs>\r\n      <use xlink:href=\"#SimHei-24180\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-20221\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_7\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m1fdcde48ee\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#m1fdcde48ee\" y=\"195.526151\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      \r\n      <g transform=\"translate(17.2 198.963651)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#m1fdcde48ee\" y=\"160.877119\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      \r\n      <g transform=\"translate(12.2 164.314619)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#m1fdcde48ee\" y=\"126.228087\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      \r\n      <g transform=\"translate(12.2 129.665587)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 31.25 17.1875 \r\nL 1.171875 17.1875 \r\nL 1.171875 23.828125 \r\nL 32.8125 69.53125 \r\nL 38.671875 69.53125 \r\nL 38.671875 23.828125 \r\nL 48.046875 23.828125 \r\nL 48.046875 17.1875 \r\nL 38.671875 17.1875 \r\nL 38.671875 2.34375 \r\nL 31.25 2.34375 \r\nz\r\nM 31.25 23.828125 \r\nL 31.25 54.6875 \r\nL 9.375 23.828125 \r\nz\r\n\" id=\"SimHei-52\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-52\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#m1fdcde48ee\" y=\"91.579055\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      \r\n      <g transform=\"translate(12.2 95.016555)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-54\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#m1fdcde48ee\" y=\"56.930023\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      \r\n      <g transform=\"translate(12.2 60.367523)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 2.734375 16.796875 \r\nQ 2.734375 26.171875 5.078125 30.65625 \r\nQ 7.421875 35.15625 12.890625 37.890625 \r\nQ 8.203125 40.625 6.640625 43.9375 \r\nQ 5.078125 47.265625 4.875 51.5625 \r\nQ 4.6875 55.859375 6.046875 58.984375 \r\nQ 7.421875 62.109375 10.15625 64.84375 \r\nQ 12.890625 67.578125 16.203125 68.546875 \r\nQ 19.53125 69.53125 23.4375 69.53125 \r\nQ 27.34375 69.53125 30.46875 68.75 \r\nQ 33.59375 67.96875 37.109375 65.421875 \r\nQ 40.625 62.890625 42.1875 58.203125 \r\nQ 43.75 53.515625 41.984375 47.265625 \r\nQ 40.234375 41.015625 32.8125 37.5 \r\nQ 39.453125 35.546875 42.1875 31.4375 \r\nQ 44.921875 27.34375 44.921875 21.484375 \r\nQ 44.921875 15.625 43.15625 12.109375 \r\nQ 41.40625 8.59375 39.25 6.25 \r\nQ 37.109375 3.90625 33.390625 2.53125 \r\nQ 29.6875 1.171875 24.015625 1.171875 \r\nQ 18.359375 1.171875 14.25 2.53125 \r\nQ 10.15625 3.90625 7.421875 6.640625 \r\nQ 4.6875 9.375 3.703125 13.078125 \r\nQ 2.734375 16.796875 2.734375 26.171875 \r\nz\r\nM 10.9375 26.5625 \r\nQ 10.546875 17.1875 12.296875 13.671875 \r\nQ 14.0625 10.15625 18.75 9.171875 \r\nQ 23.4375 8.203125 28.515625 9.375 \r\nQ 33.59375 10.546875 35.546875 14.84375 \r\nQ 37.5 19.140625 36.90625 23.4375 \r\nQ 36.328125 27.734375 32.03125 30.65625 \r\nQ 27.734375 33.59375 22.65625 33.203125 \r\nQ 17.578125 32.8125 14.25 29.6875 \r\nQ 10.9375 26.5625 10.546875 17.1875 \r\nz\r\nM 12.109375 56.25 \r\nQ 12.109375 48.4375 14.84375 44.921875 \r\nQ 17.578125 41.40625 23.4375 41.40625 \r\nQ 29.296875 41.40625 32.21875 44.921875 \r\nQ 35.15625 48.4375 34.953125 53.3125 \r\nQ 34.765625 58.203125 31.4375 60.546875 \r\nQ 28.125 62.890625 22.453125 62.5 \r\nQ 16.796875 62.109375 14.453125 59.171875 \r\nQ 12.109375 56.25 12.109375 48.4375 \r\nz\r\n\" id=\"SimHei-56\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-56\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#m1fdcde48ee\" y=\"22.280991\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      \r\n      <g transform=\"translate(7.2 25.718491)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_13\">\r\n    <path clip-path=\"url(#pfb3318ad55)\" d=\"M 44.418182 187.037138 \r\nL 57.1 188.942835 \r\nL 69.781818 189.982306 \r\nL 82.463636 187.730119 \r\nL 95.145455 182.879254 \r\nL 107.827273 183.74548 \r\nL 120.509091 167.113945 \r\nL 133.190909 165.554738 \r\nL 145.872727 169.885867 \r\nL 158.554545 156.1995 \r\nL 171.236364 178.340231 \r\nL 183.918182 193.655103 \r\nL 196.6 209.732254 \r\nL 209.281818 187.556874 \r\nL 221.963636 167.806925 \r\nL 234.645455 177.335409 \r\nL 247.327273 170.405603 \r\nL 260.009091 177.508654 \r\nL 272.690909 202.455957 \r\nL 285.372727 207.826557 \r\nL 298.054545 174.563487 \r\nL 310.736364 153.947313 \r\nL 323.418182 131.425442 \r\nL 336.1 105.438668 \r\nL 348.781818 107.171119 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_14\">\r\n    <path clip-path=\"url(#pfb3318ad55)\" d=\"M 44.418182 179.934087 \r\nL 57.1 180.453822 \r\nL 69.781818 183.39899 \r\nL 82.463636 182.186274 \r\nL 95.145455 175.083222 \r\nL 107.827273 171.098583 \r\nL 120.509091 155.333274 \r\nL 133.190909 137.142532 \r\nL 145.872727 139.914455 \r\nL 158.554545 130.559216 \r\nL 171.236364 139.01358 \r\nL 183.918182 176.469183 \r\nL 196.6 207.861206 \r\nL 209.281818 201.762977 \r\nL 221.963636 159.837648 \r\nL 234.645455 149.616184 \r\nL 247.327273 152.214861 \r\nL 260.009091 152.388106 \r\nL 272.690909 184.438461 \r\nL 285.372727 214.756364 \r\nL 298.054545 186.863893 \r\nL 310.736364 132.984648 \r\nL 323.418182 89.846603 \r\nL 336.1 41.337959 \r\nL 348.781818 17.083636 \r\n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 29.2 224.64 \r\nL 29.2 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 364 224.64 \r\nL 364 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 29.2 224.64 \r\nL 364 224.64 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 29.2 7.2 \r\nL 364 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"legend_1\">\r\n    <g id=\"patch_7\">\r\n     <path d=\"M 36.2 43.715625 \r\nL 108.2 43.715625 \r\nQ 110.2 43.715625 110.2 41.715625 \r\nL 110.2 14.2 \r\nQ 110.2 12.2 108.2 12.2 \r\nL 36.2 12.2 \r\nQ 34.2 12.2 34.2 14.2 \r\nL 34.2 41.715625 \r\nQ 34.2 43.715625 36.2 43.715625 \r\nz\r\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n    </g>\r\n    <g id=\"line2d_15\">\r\n     <path d=\"M 38.2 20.707812 \r\nL 58.2 20.707812 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_16\"/>\r\n    <g id=\"text_13\">\r\n     \r\n     <g transform=\"translate(66.2 24.207812)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 76.171875 41.796875 \r\nQ 86.328125 41.796875 94.53125 42.1875 \r\nL 94.53125 32.03125 \r\nQ 86.328125 32.421875 76.5625 32.421875 \r\nL 25 32.421875 \r\nQ 14.84375 32.421875 5.46875 32.03125 \r\nL 5.46875 42.1875 \r\nQ 14.84375 41.796875 25 41.796875 \r\nz\r\n\" id=\"SimHei-19968\"/>\r\n       <path d=\"M 38.28125 75.78125 \r\nQ 36.71875 71.484375 33.984375 61.90625 \r\nQ 31.25 52.34375 28.515625 43.75 \r\nQ 34.765625 34.765625 36.125 29.875 \r\nQ 37.5 25 37.109375 19.53125 \r\nQ 36.71875 14.0625 33.390625 11.328125 \r\nQ 30.078125 8.59375 21.875 7.421875 \r\nQ 20.3125 14.453125 18.75 16.796875 \r\nQ 26.953125 16.015625 28.703125 19.140625 \r\nQ 30.46875 22.265625 29.296875 27.734375 \r\nQ 28.125 33.203125 21.09375 42.578125 \r\nQ 26.5625 59.765625 28.515625 68.75 \r\nL 15.234375 68.75 \r\nL 15.234375 -7.8125 \r\nL 7.8125 -7.8125 \r\nQ 8.203125 2.734375 8.203125 10.546875 \r\nL 8.203125 57.03125 \r\nQ 8.203125 66.015625 7.8125 75.78125 \r\nL 38.28125 75.78125 \r\nz\r\nM 66.40625 75.390625 \r\nQ 71.875 64.0625 81.046875 56.828125 \r\nQ 90.234375 49.609375 96.875 47.265625 \r\nQ 92.96875 43.359375 90.625 39.0625 \r\nQ 77.734375 48.046875 71.875 54.875 \r\nQ 66.015625 61.71875 62.890625 68.75 \r\nQ 60.15625 62.890625 54.875 54.484375 \r\nQ 49.609375 46.09375 41.015625 36.71875 \r\nQ 37.890625 40.234375 33.984375 42.1875 \r\nQ 42.1875 48.046875 49.21875 59.171875 \r\nQ 56.25 70.3125 60.15625 82.421875 \r\nQ 63.28125 80.46875 68.359375 79.296875 \r\nQ 66.796875 76.5625 66.40625 75.390625 \r\nz\r\nM 58.59375 42.1875 \r\nQ 57.03125 36.328125 55.859375 23.625 \r\nQ 54.6875 10.9375 50.78125 3.515625 \r\nQ 46.875 -3.90625 41.40625 -8.984375 \r\nQ 37.890625 -6.25 33.984375 -4.6875 \r\nQ 39.84375 -0.390625 43.15625 5.265625 \r\nQ 46.484375 10.9375 48.234375 18.75 \r\nQ 50 26.5625 50 43.75 \r\nQ 52.34375 42.578125 58.59375 42.1875 \r\nz\r\nM 78.515625 43.359375 \r\nQ 77.734375 37.890625 77.734375 31.640625 \r\nL 77.734375 5.46875 \r\nQ 77.734375 1.5625 78.125 -8.203125 \r\nL 69.921875 -8.203125 \r\nQ 70.3125 2.34375 70.3125 5.859375 \r\nL 70.3125 31.640625 \r\nQ 70.3125 37.109375 69.921875 43.359375 \r\nL 78.515625 43.359375 \r\nz\r\n\" id=\"SimHei-38454\"/>\r\n       <path d=\"M 73.828125 77.734375 \r\nQ 70.3125 73.828125 66.40625 66.796875 \r\nL 75.78125 66.796875 \r\nQ 85.15625 66.796875 91.015625 67.1875 \r\nL 91.015625 60.15625 \r\nQ 84.765625 60.546875 75.78125 60.546875 \r\nL 51.171875 60.546875 \r\nQ 50.390625 56.25 49.21875 51.171875 \r\nL 70.703125 51.171875 \r\nQ 79.296875 51.171875 86.328125 51.5625 \r\nL 86.328125 44.53125 \r\nQ 79.296875 44.921875 70.3125 44.921875 \r\nL 47.65625 44.921875 \r\nQ 46.484375 41.40625 44.53125 36.328125 \r\nL 80.078125 36.328125 \r\nQ 88.671875 36.328125 94.140625 36.71875 \r\nL 94.140625 29.6875 \r\nQ 89.0625 30.078125 80.46875 30.078125 \r\nL 41.40625 30.078125 \r\nQ 37.890625 24.21875 35.15625 20.3125 \r\nQ 41.40625 19.921875 48.4375 19.921875 \r\nL 70.703125 19.921875 \r\nQ 77.734375 19.921875 83.59375 20.3125 \r\nL 83.59375 13.28125 \r\nQ 77.734375 13.671875 71.484375 13.671875 \r\nL 61.328125 13.671875 \r\nL 61.328125 -0.78125 \r\nL 78.125 -0.78125 \r\nQ 81.25 -0.78125 92.1875 -0.390625 \r\nL 92.1875 -7.8125 \r\nQ 82.421875 -7.421875 78.515625 -7.421875 \r\nL 32.8125 -7.421875 \r\nQ 26.5625 -7.421875 21.875 -7.8125 \r\nL 21.875 -0.390625 \r\nQ 27.734375 -0.78125 33.203125 -0.78125 \r\nL 53.515625 -0.78125 \r\nL 53.515625 13.671875 \r\nL 48.4375 13.671875 \r\nQ 41.015625 13.671875 33.984375 13.28125 \r\nL 33.984375 18.75 \r\nQ 30.078125 13.671875 23.234375 7.421875 \r\nQ 16.40625 1.171875 9.765625 -3.90625 \r\nQ 6.640625 -0.390625 3.125 2.34375 \r\nQ 11.71875 7.421875 19.71875 14.453125 \r\nQ 27.734375 21.484375 32.8125 30.078125 \r\nL 20.703125 30.078125 \r\nQ 11.71875 30.078125 5.859375 29.6875 \r\nL 5.859375 36.71875 \r\nQ 11.71875 36.328125 21.09375 36.328125 \r\nL 36.328125 36.328125 \r\nQ 38.28125 40.234375 39.84375 44.921875 \r\nL 26.953125 44.921875 \r\nQ 21.484375 44.921875 15.625 44.53125 \r\nL 15.625 51.5625 \r\nQ 23.4375 51.171875 26.5625 51.171875 \r\nL 41.40625 51.171875 \r\nQ 42.578125 55.859375 43.359375 60.546875 \r\nL 23.4375 60.546875 \r\nQ 17.1875 60.546875 10.15625 60.15625 \r\nL 10.15625 67.1875 \r\nQ 16.015625 66.796875 22.265625 66.796875 \r\nL 35.546875 66.796875 \r\nQ 32.421875 73.046875 28.90625 77.34375 \r\nQ 31.640625 78.90625 35.15625 81.640625 \r\nQ 38.28125 77.734375 42.578125 71.09375 \r\nQ 39.453125 69.53125 36.328125 66.796875 \r\nL 58.59375 66.796875 \r\nQ 62.5 73.4375 64.84375 82.03125 \r\nQ 68.75 79.6875 73.828125 77.734375 \r\nz\r\n\" id=\"SimHei-24046\"/>\r\n       <path d=\"M 15.625 -10.15625 \r\nQ 12.890625 -5.859375 8.984375 -3.515625 \r\nQ 15.234375 -1.171875 20.3125 2.140625 \r\nQ 25.390625 5.46875 29.296875 10.34375 \r\nQ 33.203125 15.234375 35.15625 21.09375 \r\nQ 37.109375 26.953125 37.890625 35.546875 \r\nQ 28.90625 35.546875 23.4375 35.15625 \r\nL 23.4375 43.359375 \r\nQ 29.6875 42.96875 39.453125 42.96875 \r\nL 78.515625 42.96875 \r\nQ 77.734375 37.109375 77.34375 32.8125 \r\nL 74.21875 3.90625 \r\nQ 73.4375 -3.125 67.96875 -5.46875 \r\nQ 62.5 -7.8125 55.859375 -8.203125 \r\nQ 55.46875 -4.296875 51.953125 0.78125 \r\nQ 60.15625 0.390625 63.078125 1.359375 \r\nQ 66.015625 2.34375 66.796875 8.203125 \r\nL 69.53125 35.546875 \r\nL 46.09375 35.546875 \r\nQ 44.921875 25.390625 42.765625 18.546875 \r\nQ 40.625 11.71875 36.71875 6.640625 \r\nQ 32.8125 1.5625 27.34375 -2.734375 \r\nQ 21.875 -7.03125 15.625 -10.15625 \r\nz\r\nM 61.71875 80.859375 \r\nQ 64.453125 72.65625 72.84375 62.109375 \r\nQ 81.25 51.5625 96.484375 43.75 \r\nQ 93.359375 41.015625 90.234375 35.546875 \r\nQ 83.203125 40.625 77.921875 45.109375 \r\nQ 72.65625 49.609375 69.140625 53.515625 \r\nQ 65.625 57.421875 61.328125 64.640625 \r\nQ 57.03125 71.875 54.296875 78.125 \r\nQ 58.59375 79.296875 61.71875 80.859375 \r\nz\r\nM 42.1875 75.390625 \r\nQ 38.671875 69.140625 36.328125 64.453125 \r\nQ 33.984375 59.765625 31.640625 56.046875 \r\nQ 29.296875 52.34375 24.609375 46.09375 \r\nQ 19.921875 39.84375 13.28125 33.203125 \r\nQ 9.765625 36.71875 6.25 38.671875 \r\nQ 14.0625 45.703125 18.546875 51.5625 \r\nQ 23.046875 57.421875 27.140625 64.25 \r\nQ 31.25 71.09375 34.375 79.296875 \r\nQ 37.5 76.953125 42.1875 75.390625 \r\nz\r\n\" id=\"SimHei-20998\"/>\r\n      </defs>\r\n      <use xlink:href=\"#SimHei-19968\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-38454\"/>\r\n      <use x=\"200\" xlink:href=\"#SimHei-24046\"/>\r\n      <use x=\"300\" xlink:href=\"#SimHei-20998\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_17\">\r\n     <path d=\"M 38.2 34.965625 \r\nL 58.2 34.965625 \r\n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_18\"/>\r\n    <g id=\"text_14\">\r\n     \r\n     <g transform=\"translate(66.2 38.465625)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 78.90625 9.765625 \r\nQ 88.28125 9.765625 94.140625 10.546875 \r\nL 94.140625 0.78125 \r\nQ 87.890625 1.171875 78.90625 1.171875 \r\nL 22.265625 1.171875 \r\nQ 12.109375 1.171875 5.46875 0.78125 \r\nL 5.46875 10.15625 \r\nQ 12.5 9.765625 21.875 9.765625 \r\nz\r\nM 67.96875 64.84375 \r\nQ 76.5625 65.234375 83.59375 65.625 \r\nL 83.59375 55.859375 \r\nQ 76.5625 56.25 68.359375 56.25 \r\nL 32.03125 56.25 \r\nQ 22.65625 56.25 15.625 55.859375 \r\nL 15.625 65.234375 \r\nQ 22.65625 64.84375 31.640625 64.84375 \r\nz\r\n\" id=\"SimHei-20108\"/>\r\n      </defs>\r\n      <use xlink:href=\"#SimHei-20108\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-38454\"/>\r\n      <use x=\"200\" xlink:href=\"#SimHei-24046\"/>\r\n      <use x=\"300\" xlink:href=\"#SimHei-20998\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pfb3318ad55\">\r\n   <rect height=\"217.44\" width=\"334.8\" x=\"29.2\" y=\"7.2\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "signdiff['二阶差分'] = df['报名人数（万人）'].diff(periods=2)\n",
    "signdiff = signdiff.dropna()\n",
    "signdiff.plot()\n",
    "dickey(signdiff['二阶差分'])"
   ]
  },
  {
   "source": [
    "二阶差分还是不行，做三阶差分\n",
    "\n",
    "\n"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                                value\n",
       "Test Statistic Value        -3.642791\n",
       "p-value                      0.004994\n",
       "Lags Used                           1\n",
       "Number of Observations Used        22\n",
       "Critical Value(1%)          -3.769733\n",
       "Critical Value(5%)          -3.005426\n",
       "Critical Value(10%)         -2.642501"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Test Statistic Value</th>\n      <td>-3.642791</td>\n    </tr>\n    <tr>\n      <th>p-value</th>\n      <td>0.004994</td>\n    </tr>\n    <tr>\n      <th>Lags Used</th>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>Number of Observations Used</th>\n      <td>22</td>\n    </tr>\n    <tr>\n      <th>Critical Value(1%)</th>\n      <td>-3.769733</td>\n    </tr>\n    <tr>\n      <th>Critical Value(5%)</th>\n      <td>-3.005426</td>\n    </tr>\n    <tr>\n      <th>Critical Value(10%)</th>\n      <td>-2.642501</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 14
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n\r\n<svg height=\"261.2775pt\" version=\"1.1\" viewBox=\"0 0 371.2 261.2775\" width=\"371.2pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-02-20T17:05:03.644283</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.2, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 261.2775 \r\nL 371.2 261.2775 \r\nL 371.2 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 29.2 224.64 \r\nL 364 224.64 \r\nL 364 7.2 \r\nL 29.2 7.2 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"mbf8af6f319\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"44.418182\" xlink:href=\"#mbf8af6f319\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      \r\n      <g transform=\"translate(29.418182 239.60875)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 21.875 56.25 \r\nQ 16.796875 51.171875 8.984375 46.484375 \r\nL 8.984375 53.90625 \r\nQ 18.75 60.546875 25 69.53125 \r\nL 29.6875 69.53125 \r\nL 29.6875 2.34375 \r\nL 21.875 2.34375 \r\nz\r\n\" id=\"SimHei-49\"/>\r\n        <path d=\"M 12.5 1.171875 \r\nQ 21.09375 15.625 26.5625 27.34375 \r\nQ 16.796875 25.78125 10.34375 29.875 \r\nQ 3.90625 33.984375 2.53125 41.015625 \r\nQ 1.171875 48.046875 2.734375 53.703125 \r\nQ 4.296875 59.375 7.609375 63.078125 \r\nQ 10.9375 66.796875 15.625 68.359375 \r\nQ 20.3125 69.921875 24.015625 69.921875 \r\nQ 27.734375 69.921875 31.640625 68.359375 \r\nQ 35.546875 66.796875 38.671875 63.671875 \r\nQ 41.796875 60.546875 42.96875 57.21875 \r\nQ 44.140625 53.90625 44.140625 48.625 \r\nQ 44.140625 43.359375 40.234375 35.15625 \r\nQ 36.328125 26.953125 21.09375 1.171875 \r\nz\r\nM 9.765625 50 \r\nQ 10.9375 39.84375 14.640625 36.515625 \r\nQ 18.359375 33.203125 22.65625 33.59375 \r\nQ 26.953125 33.984375 29.484375 35.9375 \r\nQ 32.03125 37.890625 34.375 42.578125 \r\nQ 35.9375 48.4375 35.15625 52.53125 \r\nQ 34.375 56.640625 31.046875 59.375 \r\nQ 27.734375 62.109375 23.828125 62.109375 \r\nQ 21.484375 62.5 17.765625 60.9375 \r\nQ 14.0625 59.375 11.90625 54.6875 \r\nQ 9.765625 50 10.9375 39.84375 \r\nz\r\n\" id=\"SimHei-57\"/>\r\n        <path d=\"M 13.28125 2.34375 \r\nQ 20.3125 32.03125 37.890625 61.328125 \r\nL 4.296875 61.328125 \r\nL 4.296875 68.359375 \r\nL 46.09375 68.359375 \r\nL 46.09375 61.71875 \r\nQ 27.734375 32.03125 21.875 2.34375 \r\nL 13.28125 2.34375 \r\nz\r\n\" id=\"SimHei-55\"/>\r\n        <path d=\"M 5.46875 45.703125 \r\nQ 14.0625 53.90625 21.484375 65.625 \r\nQ 28.90625 77.34375 29.6875 82.421875 \r\nQ 35.546875 80.078125 40.625 78.90625 \r\nQ 37.109375 75.390625 32.8125 67.578125 \r\nL 72.265625 67.578125 \r\nQ 80.859375 67.578125 89.84375 67.96875 \r\nL 89.84375 61.328125 \r\nQ 81.640625 61.71875 72.265625 61.71875 \r\nL 59.375 61.71875 \r\nL 59.375 45.703125 \r\nQ 74.21875 45.703125 85.546875 46.09375 \r\nL 85.546875 39.453125 \r\nQ 73.828125 39.84375 59.375 39.84375 \r\nL 59.375 21.484375 \r\nL 79.296875 21.484375 \r\nQ 87.890625 21.484375 95.3125 21.875 \r\nL 95.3125 15.234375 \r\nQ 88.28125 15.625 79.296875 15.625 \r\nL 59.375 15.625 \r\nL 59.375 6.640625 \r\nQ 59.375 -2.34375 59.765625 -9.765625 \r\nL 51.171875 -9.765625 \r\nQ 51.5625 -2.34375 51.5625 5.859375 \r\nL 51.5625 15.625 \r\nL 25 15.625 \r\nQ 14.0625 15.625 4.296875 15.234375 \r\nL 4.296875 21.875 \r\nQ 13.671875 21.484375 22.65625 21.484375 \r\nQ 22.65625 36.71875 22.265625 45.703125 \r\nL 51.5625 45.703125 \r\nL 51.5625 61.71875 \r\nL 29.296875 61.71875 \r\nQ 21.09375 49.21875 14.453125 41.40625 \r\nQ 10.15625 44.921875 5.46875 45.703125 \r\nz\r\nM 51.5625 21.484375 \r\nL 51.5625 39.84375 \r\nL 30.078125 39.84375 \r\nL 30.078125 21.484375 \r\nz\r\n\" id=\"SimHei-24180\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-57\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-57\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"110.58419\" xlink:href=\"#mbf8af6f319\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      \r\n      <g transform=\"translate(95.58419 239.60875)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 4.6875 3.90625 \r\nQ 5.078125 9.765625 10.15625 14.453125 \r\nQ 15.234375 19.140625 23.046875 29.09375 \r\nQ 30.859375 39.0625 33.203125 44.53125 \r\nQ 35.546875 50 34.953125 53.90625 \r\nQ 34.375 57.8125 31.25 60.34375 \r\nQ 28.125 62.890625 24.015625 62.5 \r\nQ 19.921875 62.109375 16.203125 59.375 \r\nQ 12.5 56.640625 10.546875 51.171875 \r\nL 3.125 52.34375 \r\nQ 6.25 61.328125 11.125 65.421875 \r\nQ 16.015625 69.53125 22.65625 69.921875 \r\nQ 26.5625 70.3125 29.6875 69.71875 \r\nQ 32.8125 69.140625 36.125 66.984375 \r\nQ 39.453125 64.84375 41.59375 60.546875 \r\nQ 43.75 56.25 43.15625 50.1875 \r\nQ 42.578125 44.140625 37.109375 35.734375 \r\nQ 31.640625 27.34375 16.015625 9.375 \r\nL 44.140625 9.375 \r\nL 44.140625 2.34375 \r\nL 4.6875 2.34375 \r\nz\r\n\" id=\"SimHei-50\"/>\r\n        <path d=\"M 3.125 29.296875 \r\nQ 3.90625 50 6.4375 56.046875 \r\nQ 8.984375 62.109375 13.671875 66.015625 \r\nQ 18.359375 69.921875 25.1875 69.921875 \r\nQ 32.03125 69.921875 37.109375 64.25 \r\nQ 42.1875 58.59375 43.75 50 \r\nQ 45.3125 41.40625 44.71875 30.265625 \r\nQ 44.140625 19.140625 40.8125 12.109375 \r\nQ 37.5 5.078125 30.859375 2.34375 \r\nQ 24.21875 -0.390625 17.578125 2.921875 \r\nQ 10.9375 6.25 8.203125 11.71875 \r\nQ 5.46875 17.1875 4.296875 23.234375 \r\nQ 3.125 29.296875 3.90625 50 \r\nz\r\nM 12.890625 52.734375 \r\nQ 10.546875 31.25 12.5 22.84375 \r\nQ 14.453125 14.453125 18.9375 10.9375 \r\nQ 23.4375 7.421875 28.125 9.5625 \r\nQ 32.8125 11.71875 34.953125 18.15625 \r\nQ 37.109375 24.609375 37.109375 32.21875 \r\nQ 37.109375 39.84375 36.515625 46.09375 \r\nQ 35.9375 52.34375 33 57.421875 \r\nQ 30.078125 62.5 25.1875 62.6875 \r\nQ 20.3125 62.890625 16.59375 57.8125 \r\nQ 12.890625 52.734375 10.546875 31.25 \r\nz\r\n\" id=\"SimHei-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"176.750198\" xlink:href=\"#mbf8af6f319\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      \r\n      <g transform=\"translate(161.750198 239.60875)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"242.916206\" xlink:href=\"#mbf8af6f319\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      \r\n      <g transform=\"translate(227.916206 239.60875)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"309.082213\" xlink:href=\"#mbf8af6f319\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      \r\n      <g transform=\"translate(294.082213 239.60875)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-55\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_6\">\r\n     \r\n     <g transform=\"translate(186.6 252.8275)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 74.21875 79.6875 \r\nQ 76.171875 68.359375 82.03125 57.03125 \r\nQ 87.890625 45.703125 96.875 38.28125 \r\nQ 94.140625 37.109375 90.234375 32.421875 \r\nQ 87.5 35.546875 83.59375 40.234375 \r\nQ 82.8125 35.546875 82.421875 20.5 \r\nQ 82.03125 5.46875 81.046875 0.390625 \r\nQ 80.078125 -4.6875 75.78125 -6.25 \r\nQ 71.484375 -7.8125 63.671875 -8.59375 \r\nQ 62.5 -3.90625 60.546875 0 \r\nQ 68.75 -0.390625 71.484375 0.390625 \r\nQ 74.21875 1.171875 74.609375 9.171875 \r\nQ 75 17.1875 75.390625 35.15625 \r\nL 57.8125 35.15625 \r\nQ 57.421875 20.3125 53.515625 10.15625 \r\nQ 49.609375 0 37.109375 -9.765625 \r\nQ 33.984375 -5.46875 31.25 -3.515625 \r\nQ 42.96875 3.515625 46.671875 12.5 \r\nQ 50.390625 21.484375 50.390625 35.15625 \r\nQ 46.875 35.15625 41.796875 34.765625 \r\nL 41.796875 40.234375 \r\nQ 38.671875 35.9375 33.59375 30.46875 \r\nQ 31.25 33.59375 27.34375 35.9375 \r\nQ 44.921875 51.171875 50.390625 76.171875 \r\nQ 53.90625 74.609375 58.59375 73.046875 \r\nQ 56.640625 68.75 53.515625 60.734375 \r\nQ 50.390625 52.734375 43.359375 42.1875 \r\nQ 47.65625 41.796875 53.125 41.796875 \r\nL 82.8125 41.796875 \r\nQ 71.484375 56.640625 66.796875 77.734375 \r\nQ 71.484375 78.515625 74.21875 79.6875 \r\nz\r\nM 3.515625 39.453125 \r\nQ 8.984375 44.921875 16.015625 57.609375 \r\nQ 23.046875 70.3125 25.78125 81.640625 \r\nQ 30.859375 79.296875 34.375 77.734375 \r\nQ 32.03125 74.21875 25 58.984375 \r\nL 25 9.765625 \r\nQ 25 1.171875 25.390625 -8.984375 \r\nL 17.1875 -8.984375 \r\nQ 17.578125 0.78125 17.578125 9.765625 \r\nL 17.578125 45.703125 \r\nQ 12.109375 37.5 8.984375 33.984375 \r\nQ 6.640625 36.71875 3.515625 39.453125 \r\nz\r\n\" id=\"SimHei-20221\"/>\r\n      </defs>\r\n      <use xlink:href=\"#SimHei-24180\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-20221\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_6\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"mca46f9ffbb\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#mca46f9ffbb\" y=\"200.235071\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      \r\n      <g transform=\"translate(17.2 203.672571)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#mca46f9ffbb\" y=\"174.070581\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      \r\n      <g transform=\"translate(12.2 177.508081)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#mca46f9ffbb\" y=\"147.90609\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      \r\n      <g transform=\"translate(12.2 151.34359)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 31.25 17.1875 \r\nL 1.171875 17.1875 \r\nL 1.171875 23.828125 \r\nL 32.8125 69.53125 \r\nL 38.671875 69.53125 \r\nL 38.671875 23.828125 \r\nL 48.046875 23.828125 \r\nL 48.046875 17.1875 \r\nL 38.671875 17.1875 \r\nL 38.671875 2.34375 \r\nL 31.25 2.34375 \r\nz\r\nM 31.25 23.828125 \r\nL 31.25 54.6875 \r\nL 9.375 23.828125 \r\nz\r\n\" id=\"SimHei-52\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-52\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#mca46f9ffbb\" y=\"121.741599\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      \r\n      <g transform=\"translate(12.2 125.179099)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 3.515625 19.53125 \r\nQ 4.296875 30.859375 6.046875 34.765625 \r\nQ 7.8125 38.671875 11.328125 44.53125 \r\nL 27.34375 69.53125 \r\nL 36.328125 69.53125 \r\nL 19.921875 43.75 \r\nQ 30.46875 46.484375 36.71875 42.96875 \r\nQ 42.96875 39.453125 45.109375 34.953125 \r\nQ 47.265625 30.46875 47.453125 25.1875 \r\nQ 47.65625 19.921875 45.890625 14.84375 \r\nQ 44.140625 9.765625 39.640625 5.65625 \r\nQ 35.15625 1.5625 27.140625 1.171875 \r\nQ 19.140625 0.78125 13.46875 4.09375 \r\nQ 7.8125 7.421875 5.65625 13.46875 \r\nQ 3.515625 19.53125 4.296875 30.859375 \r\nz\r\nM 12.5 16.015625 \r\nQ 19.53125 8.59375 25.390625 8.203125 \r\nQ 31.25 7.8125 35.15625 12.109375 \r\nQ 39.0625 16.40625 39.0625 24.609375 \r\nQ 39.0625 32.8125 34.171875 35.9375 \r\nQ 29.296875 39.0625 23.234375 38.28125 \r\nQ 17.1875 37.5 14.453125 32.421875 \r\nQ 11.71875 27.34375 12.109375 21.671875 \r\nQ 12.5 16.015625 19.53125 8.59375 \r\nz\r\n\" id=\"SimHei-54\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-54\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#mca46f9ffbb\" y=\"95.577108\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      \r\n      <g transform=\"translate(12.2 99.014608)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 2.734375 16.796875 \r\nQ 2.734375 26.171875 5.078125 30.65625 \r\nQ 7.421875 35.15625 12.890625 37.890625 \r\nQ 8.203125 40.625 6.640625 43.9375 \r\nQ 5.078125 47.265625 4.875 51.5625 \r\nQ 4.6875 55.859375 6.046875 58.984375 \r\nQ 7.421875 62.109375 10.15625 64.84375 \r\nQ 12.890625 67.578125 16.203125 68.546875 \r\nQ 19.53125 69.53125 23.4375 69.53125 \r\nQ 27.34375 69.53125 30.46875 68.75 \r\nQ 33.59375 67.96875 37.109375 65.421875 \r\nQ 40.625 62.890625 42.1875 58.203125 \r\nQ 43.75 53.515625 41.984375 47.265625 \r\nQ 40.234375 41.015625 32.8125 37.5 \r\nQ 39.453125 35.546875 42.1875 31.4375 \r\nQ 44.921875 27.34375 44.921875 21.484375 \r\nQ 44.921875 15.625 43.15625 12.109375 \r\nQ 41.40625 8.59375 39.25 6.25 \r\nQ 37.109375 3.90625 33.390625 2.53125 \r\nQ 29.6875 1.171875 24.015625 1.171875 \r\nQ 18.359375 1.171875 14.25 2.53125 \r\nQ 10.15625 3.90625 7.421875 6.640625 \r\nQ 4.6875 9.375 3.703125 13.078125 \r\nQ 2.734375 16.796875 2.734375 26.171875 \r\nz\r\nM 10.9375 26.5625 \r\nQ 10.546875 17.1875 12.296875 13.671875 \r\nQ 14.0625 10.15625 18.75 9.171875 \r\nQ 23.4375 8.203125 28.515625 9.375 \r\nQ 33.59375 10.546875 35.546875 14.84375 \r\nQ 37.5 19.140625 36.90625 23.4375 \r\nQ 36.328125 27.734375 32.03125 30.65625 \r\nQ 27.734375 33.59375 22.65625 33.203125 \r\nQ 17.578125 32.8125 14.25 29.6875 \r\nQ 10.9375 26.5625 10.546875 17.1875 \r\nz\r\nM 12.109375 56.25 \r\nQ 12.109375 48.4375 14.84375 44.921875 \r\nQ 17.578125 41.40625 23.4375 41.40625 \r\nQ 29.296875 41.40625 32.21875 44.921875 \r\nQ 35.15625 48.4375 34.953125 53.3125 \r\nQ 34.765625 58.203125 31.4375 60.546875 \r\nQ 28.125 62.890625 22.453125 62.5 \r\nQ 16.796875 62.109375 14.453125 59.171875 \r\nQ 12.109375 56.25 12.109375 48.4375 \r\nz\r\n\" id=\"SimHei-56\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-56\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#mca46f9ffbb\" y=\"69.412618\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      \r\n      <g transform=\"translate(7.2 72.850118)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#mca46f9ffbb\" y=\"43.248127\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      \r\n      <g transform=\"translate(7.2 46.685627)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#mca46f9ffbb\" y=\"17.083636\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      \r\n      <g transform=\"translate(7.2 20.521136)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_14\">\r\n    <path clip-path=\"url(#pbc9ddc7162)\" d=\"M 44.418182 195.263818 \r\nL 57.651383 196.048753 \r\nL 70.884585 194.348061 \r\nL 84.117787 190.685032 \r\nL 97.350988 191.339144 \r\nL 110.58419 178.780189 \r\nL 123.817391 177.602787 \r\nL 137.050593 180.873348 \r\nL 150.283794 170.538374 \r\nL 163.516996 187.257484 \r\nL 176.750198 198.822189 \r\nL 189.983399 210.962512 \r\nL 203.216601 194.217238 \r\nL 216.449802 179.303479 \r\nL 229.683004 186.498714 \r\nL 242.916206 181.265816 \r\nL 256.149407 186.629536 \r\nL 269.382609 205.467969 \r\nL 282.61581 209.523465 \r\nL 295.849012 184.405554 \r\nL 309.082213 168.837682 \r\nL 322.315415 151.830763 \r\nL 335.548617 132.207395 \r\nL 348.781818 133.51562 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_15\">\r\n    <path clip-path=\"url(#pbc9ddc7162)\" d=\"M 44.418182 188.853518 \r\nL 57.651383 191.0775 \r\nL 70.884585 190.161742 \r\nL 84.117787 184.798022 \r\nL 97.350988 181.789105 \r\nL 110.58419 169.884262 \r\nL 123.817391 156.147904 \r\nL 137.050593 158.241064 \r\nL 150.283794 151.176651 \r\nL 163.516996 157.560787 \r\nL 176.750198 185.844601 \r\nL 189.983399 209.54963 \r\nL 203.216601 204.94468 \r\nL 216.449802 173.285646 \r\nL 229.683004 165.567121 \r\nL 242.916206 167.529458 \r\nL 256.149407 167.66028 \r\nL 269.382609 191.862434 \r\nL 282.61581 214.756364 \r\nL 295.849012 193.693949 \r\nL 309.082213 153.008166 \r\nL 322.315415 120.433375 \r\nL 335.548617 83.803088 \r\nL 348.781818 65.487944 \r\n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_16\">\r\n    <path clip-path=\"url(#pbc9ddc7162)\" d=\"M 44.418182 183.489797 \r\nL 57.651383 184.667199 \r\nL 70.884585 185.190489 \r\nL 84.117787 180.611703 \r\nL 97.350988 175.902095 \r\nL 110.58419 160.334223 \r\nL 123.817391 147.251978 \r\nL 137.050593 136.786181 \r\nL 150.283794 128.544367 \r\nL 163.516996 138.199064 \r\nL 176.750198 156.147904 \r\nL 189.983399 196.572043 \r\nL 203.216601 203.531797 \r\nL 216.449802 184.013087 \r\nL 229.683004 159.549288 \r\nL 242.916206 146.597865 \r\nL 256.149407 153.923923 \r\nL 269.382609 172.893179 \r\nL 282.61581 201.150828 \r\nL 295.849012 198.926847 \r\nL 309.082213 162.29656 \r\nL 322.315415 104.603858 \r\nL 335.548617 52.405699 \r\nL 348.781818 17.083636 \r\n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 29.2 224.64 \r\nL 29.2 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 364 224.64 \r\nL 364 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 29.2 224.64 \r\nL 364 224.64 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 29.2 7.2 \r\nL 364 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"legend_1\">\r\n    <g id=\"patch_7\">\r\n     <path d=\"M 36.2 57.973437 \r\nL 108.2 57.973437 \r\nQ 110.2 57.973437 110.2 55.973437 \r\nL 110.2 14.2 \r\nQ 110.2 12.2 108.2 12.2 \r\nL 36.2 12.2 \r\nQ 34.2 12.2 34.2 14.2 \r\nL 34.2 55.973437 \r\nQ 34.2 57.973437 36.2 57.973437 \r\nz\r\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n    </g>\r\n    <g id=\"line2d_17\">\r\n     <path d=\"M 38.2 20.707812 \r\nL 58.2 20.707812 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_18\"/>\r\n    <g id=\"text_15\">\r\n     \r\n     <g transform=\"translate(66.2 24.207812)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 76.171875 41.796875 \r\nQ 86.328125 41.796875 94.53125 42.1875 \r\nL 94.53125 32.03125 \r\nQ 86.328125 32.421875 76.5625 32.421875 \r\nL 25 32.421875 \r\nQ 14.84375 32.421875 5.46875 32.03125 \r\nL 5.46875 42.1875 \r\nQ 14.84375 41.796875 25 41.796875 \r\nz\r\n\" id=\"SimHei-19968\"/>\r\n       <path d=\"M 38.28125 75.78125 \r\nQ 36.71875 71.484375 33.984375 61.90625 \r\nQ 31.25 52.34375 28.515625 43.75 \r\nQ 34.765625 34.765625 36.125 29.875 \r\nQ 37.5 25 37.109375 19.53125 \r\nQ 36.71875 14.0625 33.390625 11.328125 \r\nQ 30.078125 8.59375 21.875 7.421875 \r\nQ 20.3125 14.453125 18.75 16.796875 \r\nQ 26.953125 16.015625 28.703125 19.140625 \r\nQ 30.46875 22.265625 29.296875 27.734375 \r\nQ 28.125 33.203125 21.09375 42.578125 \r\nQ 26.5625 59.765625 28.515625 68.75 \r\nL 15.234375 68.75 \r\nL 15.234375 -7.8125 \r\nL 7.8125 -7.8125 \r\nQ 8.203125 2.734375 8.203125 10.546875 \r\nL 8.203125 57.03125 \r\nQ 8.203125 66.015625 7.8125 75.78125 \r\nL 38.28125 75.78125 \r\nz\r\nM 66.40625 75.390625 \r\nQ 71.875 64.0625 81.046875 56.828125 \r\nQ 90.234375 49.609375 96.875 47.265625 \r\nQ 92.96875 43.359375 90.625 39.0625 \r\nQ 77.734375 48.046875 71.875 54.875 \r\nQ 66.015625 61.71875 62.890625 68.75 \r\nQ 60.15625 62.890625 54.875 54.484375 \r\nQ 49.609375 46.09375 41.015625 36.71875 \r\nQ 37.890625 40.234375 33.984375 42.1875 \r\nQ 42.1875 48.046875 49.21875 59.171875 \r\nQ 56.25 70.3125 60.15625 82.421875 \r\nQ 63.28125 80.46875 68.359375 79.296875 \r\nQ 66.796875 76.5625 66.40625 75.390625 \r\nz\r\nM 58.59375 42.1875 \r\nQ 57.03125 36.328125 55.859375 23.625 \r\nQ 54.6875 10.9375 50.78125 3.515625 \r\nQ 46.875 -3.90625 41.40625 -8.984375 \r\nQ 37.890625 -6.25 33.984375 -4.6875 \r\nQ 39.84375 -0.390625 43.15625 5.265625 \r\nQ 46.484375 10.9375 48.234375 18.75 \r\nQ 50 26.5625 50 43.75 \r\nQ 52.34375 42.578125 58.59375 42.1875 \r\nz\r\nM 78.515625 43.359375 \r\nQ 77.734375 37.890625 77.734375 31.640625 \r\nL 77.734375 5.46875 \r\nQ 77.734375 1.5625 78.125 -8.203125 \r\nL 69.921875 -8.203125 \r\nQ 70.3125 2.34375 70.3125 5.859375 \r\nL 70.3125 31.640625 \r\nQ 70.3125 37.109375 69.921875 43.359375 \r\nL 78.515625 43.359375 \r\nz\r\n\" id=\"SimHei-38454\"/>\r\n       <path d=\"M 73.828125 77.734375 \r\nQ 70.3125 73.828125 66.40625 66.796875 \r\nL 75.78125 66.796875 \r\nQ 85.15625 66.796875 91.015625 67.1875 \r\nL 91.015625 60.15625 \r\nQ 84.765625 60.546875 75.78125 60.546875 \r\nL 51.171875 60.546875 \r\nQ 50.390625 56.25 49.21875 51.171875 \r\nL 70.703125 51.171875 \r\nQ 79.296875 51.171875 86.328125 51.5625 \r\nL 86.328125 44.53125 \r\nQ 79.296875 44.921875 70.3125 44.921875 \r\nL 47.65625 44.921875 \r\nQ 46.484375 41.40625 44.53125 36.328125 \r\nL 80.078125 36.328125 \r\nQ 88.671875 36.328125 94.140625 36.71875 \r\nL 94.140625 29.6875 \r\nQ 89.0625 30.078125 80.46875 30.078125 \r\nL 41.40625 30.078125 \r\nQ 37.890625 24.21875 35.15625 20.3125 \r\nQ 41.40625 19.921875 48.4375 19.921875 \r\nL 70.703125 19.921875 \r\nQ 77.734375 19.921875 83.59375 20.3125 \r\nL 83.59375 13.28125 \r\nQ 77.734375 13.671875 71.484375 13.671875 \r\nL 61.328125 13.671875 \r\nL 61.328125 -0.78125 \r\nL 78.125 -0.78125 \r\nQ 81.25 -0.78125 92.1875 -0.390625 \r\nL 92.1875 -7.8125 \r\nQ 82.421875 -7.421875 78.515625 -7.421875 \r\nL 32.8125 -7.421875 \r\nQ 26.5625 -7.421875 21.875 -7.8125 \r\nL 21.875 -0.390625 \r\nQ 27.734375 -0.78125 33.203125 -0.78125 \r\nL 53.515625 -0.78125 \r\nL 53.515625 13.671875 \r\nL 48.4375 13.671875 \r\nQ 41.015625 13.671875 33.984375 13.28125 \r\nL 33.984375 18.75 \r\nQ 30.078125 13.671875 23.234375 7.421875 \r\nQ 16.40625 1.171875 9.765625 -3.90625 \r\nQ 6.640625 -0.390625 3.125 2.34375 \r\nQ 11.71875 7.421875 19.71875 14.453125 \r\nQ 27.734375 21.484375 32.8125 30.078125 \r\nL 20.703125 30.078125 \r\nQ 11.71875 30.078125 5.859375 29.6875 \r\nL 5.859375 36.71875 \r\nQ 11.71875 36.328125 21.09375 36.328125 \r\nL 36.328125 36.328125 \r\nQ 38.28125 40.234375 39.84375 44.921875 \r\nL 26.953125 44.921875 \r\nQ 21.484375 44.921875 15.625 44.53125 \r\nL 15.625 51.5625 \r\nQ 23.4375 51.171875 26.5625 51.171875 \r\nL 41.40625 51.171875 \r\nQ 42.578125 55.859375 43.359375 60.546875 \r\nL 23.4375 60.546875 \r\nQ 17.1875 60.546875 10.15625 60.15625 \r\nL 10.15625 67.1875 \r\nQ 16.015625 66.796875 22.265625 66.796875 \r\nL 35.546875 66.796875 \r\nQ 32.421875 73.046875 28.90625 77.34375 \r\nQ 31.640625 78.90625 35.15625 81.640625 \r\nQ 38.28125 77.734375 42.578125 71.09375 \r\nQ 39.453125 69.53125 36.328125 66.796875 \r\nL 58.59375 66.796875 \r\nQ 62.5 73.4375 64.84375 82.03125 \r\nQ 68.75 79.6875 73.828125 77.734375 \r\nz\r\n\" id=\"SimHei-24046\"/>\r\n       <path d=\"M 15.625 -10.15625 \r\nQ 12.890625 -5.859375 8.984375 -3.515625 \r\nQ 15.234375 -1.171875 20.3125 2.140625 \r\nQ 25.390625 5.46875 29.296875 10.34375 \r\nQ 33.203125 15.234375 35.15625 21.09375 \r\nQ 37.109375 26.953125 37.890625 35.546875 \r\nQ 28.90625 35.546875 23.4375 35.15625 \r\nL 23.4375 43.359375 \r\nQ 29.6875 42.96875 39.453125 42.96875 \r\nL 78.515625 42.96875 \r\nQ 77.734375 37.109375 77.34375 32.8125 \r\nL 74.21875 3.90625 \r\nQ 73.4375 -3.125 67.96875 -5.46875 \r\nQ 62.5 -7.8125 55.859375 -8.203125 \r\nQ 55.46875 -4.296875 51.953125 0.78125 \r\nQ 60.15625 0.390625 63.078125 1.359375 \r\nQ 66.015625 2.34375 66.796875 8.203125 \r\nL 69.53125 35.546875 \r\nL 46.09375 35.546875 \r\nQ 44.921875 25.390625 42.765625 18.546875 \r\nQ 40.625 11.71875 36.71875 6.640625 \r\nQ 32.8125 1.5625 27.34375 -2.734375 \r\nQ 21.875 -7.03125 15.625 -10.15625 \r\nz\r\nM 61.71875 80.859375 \r\nQ 64.453125 72.65625 72.84375 62.109375 \r\nQ 81.25 51.5625 96.484375 43.75 \r\nQ 93.359375 41.015625 90.234375 35.546875 \r\nQ 83.203125 40.625 77.921875 45.109375 \r\nQ 72.65625 49.609375 69.140625 53.515625 \r\nQ 65.625 57.421875 61.328125 64.640625 \r\nQ 57.03125 71.875 54.296875 78.125 \r\nQ 58.59375 79.296875 61.71875 80.859375 \r\nz\r\nM 42.1875 75.390625 \r\nQ 38.671875 69.140625 36.328125 64.453125 \r\nQ 33.984375 59.765625 31.640625 56.046875 \r\nQ 29.296875 52.34375 24.609375 46.09375 \r\nQ 19.921875 39.84375 13.28125 33.203125 \r\nQ 9.765625 36.71875 6.25 38.671875 \r\nQ 14.0625 45.703125 18.546875 51.5625 \r\nQ 23.046875 57.421875 27.140625 64.25 \r\nQ 31.25 71.09375 34.375 79.296875 \r\nQ 37.5 76.953125 42.1875 75.390625 \r\nz\r\n\" id=\"SimHei-20998\"/>\r\n      </defs>\r\n      <use xlink:href=\"#SimHei-19968\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-38454\"/>\r\n      <use x=\"200\" xlink:href=\"#SimHei-24046\"/>\r\n      <use x=\"300\" xlink:href=\"#SimHei-20998\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_19\">\r\n     <path d=\"M 38.2 34.965625 \r\nL 58.2 34.965625 \r\n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_20\"/>\r\n    <g id=\"text_16\">\r\n     \r\n     <g transform=\"translate(66.2 38.465625)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 78.90625 9.765625 \r\nQ 88.28125 9.765625 94.140625 10.546875 \r\nL 94.140625 0.78125 \r\nQ 87.890625 1.171875 78.90625 1.171875 \r\nL 22.265625 1.171875 \r\nQ 12.109375 1.171875 5.46875 0.78125 \r\nL 5.46875 10.15625 \r\nQ 12.5 9.765625 21.875 9.765625 \r\nz\r\nM 67.96875 64.84375 \r\nQ 76.5625 65.234375 83.59375 65.625 \r\nL 83.59375 55.859375 \r\nQ 76.5625 56.25 68.359375 56.25 \r\nL 32.03125 56.25 \r\nQ 22.65625 56.25 15.625 55.859375 \r\nL 15.625 65.234375 \r\nQ 22.65625 64.84375 31.640625 64.84375 \r\nz\r\n\" id=\"SimHei-20108\"/>\r\n      </defs>\r\n      <use xlink:href=\"#SimHei-20108\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-38454\"/>\r\n      <use x=\"200\" xlink:href=\"#SimHei-24046\"/>\r\n      <use x=\"300\" xlink:href=\"#SimHei-20998\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_21\">\r\n     <path d=\"M 38.2 49.223437 \r\nL 58.2 49.223437 \r\n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_22\"/>\r\n    <g id=\"text_17\">\r\n     \r\n     <g transform=\"translate(66.2 52.723437)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 93.75 -3.125 \r\nQ 86.71875 -2.734375 81.25 -2.734375 \r\nL 20.3125 -2.734375 \r\nQ 14.0625 -2.734375 5.859375 -3.125 \r\nL 5.859375 5.46875 \r\nQ 13.28125 5.078125 20.3125 5.078125 \r\nL 81.25 5.078125 \r\nQ 87.109375 5.078125 93.75 5.859375 \r\nz\r\nM 14.0625 71.875 \r\nQ 21.875 71.484375 28.515625 71.484375 \r\nL 71.875 71.484375 \r\nQ 79.296875 71.484375 85.546875 71.875 \r\nL 85.546875 63.671875 \r\nQ 79.6875 64.0625 71.875 64.0625 \r\nL 28.125 64.0625 \r\nQ 21.484375 64.0625 14.0625 63.671875 \r\nz\r\nM 32.421875 32.8125 \r\nQ 26.5625 32.8125 19.921875 32.421875 \r\nL 19.921875 41.015625 \r\nQ 26.171875 40.625 32.421875 40.625 \r\nL 66.015625 40.625 \r\nQ 71.875 40.625 78.90625 41.015625 \r\nL 78.90625 32.421875 \r\nQ 71.09375 32.8125 66.015625 32.8125 \r\nz\r\n\" id=\"SimHei-19977\"/>\r\n      </defs>\r\n      <use xlink:href=\"#SimHei-19977\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-38454\"/>\r\n      <use x=\"200\" xlink:href=\"#SimHei-24046\"/>\r\n      <use x=\"300\" xlink:href=\"#SimHei-20998\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pbc9ddc7162\">\r\n   <rect height=\"217.44\" width=\"334.8\" x=\"29.2\" y=\"7.2\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEFCAYAAAARwQdOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABUrElEQVR4nO3ddVzV1//A8dehGwERA0XsRhQ75lSMWZsLnTp7U2ctfysXLvS7ct3GdDpjztntrFkIAgZ2oKikSOe95/fHBwO4KH2J83w89uDyyff97Pq+H87nnPcRUkoURVGU8s3E2AEoiqIoRaeSuaIoSgWgkrmiKEoFoJK5oihKBaCSuaIoSgWgkrmiKEoFYGaMk1atWlXWrVvXGKdWFEUptwICAqKllK6G1hklmdetWxd/f39jnFpRFKXcEkKE5rVONbMoiqJUACqZK4qiVAAqmSuKolQARmkzNyQjI4OwsDBSU1ONHUqZZ2Vlhbu7O+bm5sYORVGUMqLMJPOwsDDs7e2pW7cuQghjh1NmSSmJiYkhLCwMT09PY4ejKEoZka9mFiGEmxBiv4Flgff9vkAIcUgIMaswgaSmpuLi4qIS+UMIIXBxcVF/wSiKks1Dk7kQwglYDNjmWPUFYJ21zVDAVErZCagnhGhYmGBUIs8fdZ0UpXw6FnGM5IzkEjl2fu7MdcAwIP7OAiFETyAJCM9a1ANYlfV6O9C1+EIs+2JiYliwYEGe6+Pi4u6+joyMLI2QFEUpY5Iykpi8czLzAuaVyPEfmsyllPFSyrvZSAhhAbwLvHnfZrbA9azXtwC3nMcRQrwghPAXQvhHRUUVLWojOnDgAHXq1MHb25unn34agNWrV/PNN9+g0+lyba/X6/H19SUmJgaAAQMGcPnyZYPH/v3330lMTGTr1q1s27at5N6EoiilbvuV7aRkpjCo/qASOX5huia+Cfwopbx937JEsppcADtDx5VS/iql9JFS+ri6GhyNWi6YmZkxfvx4Zs2aRc+ePZFSsnLlSiZNmsRXX32Vbdv+/fszePBghBAMHz4cX19fIiMjmT59Or6+voSHh9/dNjQ0lO+++w5bW1u8vb2ZNWuWahdXlApk3cV11HWoS6uqrUrk+IXpzdIb6CmEmAq0FkLMB/ahNa0cBryAs8UXYtliamoKwKFDh5gwYQLz58/niSeeYMqUKfTt25cqVaowceJEAP7880+io6MRQjBq1CgWLFiApaUlUkpsbW2pXr363eNOnz6dOXPmIITAzc2NUaNGMXLkSFasWKG6ICpKOXct/hoBEQHMbDOzxJ55FTiZSym733kthNgjpZwohHAA9gshagL9gY5FCWr2hlOE3Ih/+IYF0KymA+8Pav7Abe40k9xJ2IbW6/V6AE6dOkVSUhJLly5l7dq1mJiY8M033zBhwgQyMjKYMmUKV65cYffu3cTGxpKens6OHTvuHqdhw4YMHjwYgK+++ooqVarQp0+fu+eaOXMm169fp0uXLsyfP59WrUrm21xRlJK3/tJ6BIKB9QaW2DnyncyllD3yWialjBdC9AB8gc/ub2MvT+bMmcPcuXOxsLAwuD49PZ3Zs2cD0Lx5cwIDA/n222958skn2blzJxMmTGDXrl1IKdm6dSuff/45Qgiio6OJj49n48aNd4+1efNmUlJS6NixI//++y+NGjWiRYsWREdH4+npefeLZdq0aSQlJZX8m1cUpUTopZ71F9bTqWYnqttWf/gOhSWlLPX/2rZtK3MKCQnJtawsOnr0qHz//fdlaGionDhxogwPD5fPP/+8lFLKXr163d0uMzNT6nQ6efXqVdm9e3eZnp5+d51Op7u7/n7Lli2Ts2fPllJKeeXKFTl06NA84ygv10tRKrsjN47IFr+3kJsubirysQB/mUdeVbVZCiEjI4NPP/0UIQTBwcE0bJi7W72pqSnR0dGMGDGCpk2bMnjwYNzd3enZsycDBgxg9+7dmJhkv/yrV6+mb9++ANy4cYPatWuXyvtRFKXkrLu4DjtzO3rW6Vmi5ykzw/nLCykl5ubmdO/enf79+zNlyhReffXVXNv5+fkxbtw4fvvtNzp37gzAqFGj+OCDD2jQoEGu7b/99lvMzMzo0KEDAOfOnVPJXFHKuaSMJHaE7mBAvQFYmVmV6LlUMi+gzMxMAIYNG8bWrVtxdHSkTZs26PV6UlJS7m7n6OjIsmXL+Pbbb3nvvfcALUGPHTsWKysr0tPT+frrr/H29mbo0KG4uLiwdOlSAGbPns2OHTtYsmRJ6b9BRVGKzZ2+5UPqDynxcwmtGaZ0+fj4yJwzDZ0+fZqmTZuWeixFlZmZiZmZ9p2YkpKCtbX1Q/bILSkpCVvbnNUSHqy8Xi9FqUzGbR1HdEo06x9fXyxdEoUQAVJKH0PrVJt5Ed1J5EChEjlQ4ESuKErZdy3hGv4R/gxpMKRU6impZK4oilICNlzcUOJ9y++nkrmiKEox00s96y+up2ONjiXbt/w+KpkriqIUs4CIAK4nXmdIg5J/8HmHSubFQJXAVRTlfmsvrC2VvuX3U8m8gFQJXEVRHiQ5I5kdoTvoW7cv1maF6xRRGKqfeQ7ffPMNX3zxBZaWltmWJyQk8Msvv1CjRg3Gjx9Py5YtiYyMzFUC97XXXru7T//+/TE1Nb1bAhe4WwI3LS2NP/74427lxDslcMeMGYO3tzcDBw7kkUcewcqqZAcaKIpSvLaHan3LH2/weKmeVyXzHGbOnMnMmTPzXH+nf7wqgasoiiHrLqzDw8EDL1evUj1v2UzmW96E8BPFe8zqLaH//4rtcKoErqIoOd3pWz7De0apz9VbNpN5OaBK4CqKktOdvuUlNTXcg5TNZF6Md9AlZcaMGXz00UcMHjyYBg0aYGJigq2tLTY2NgD4+vrSp08frl+/zqhRozh69Ojd5hK9Xo+UEiEEJiYmbNiwAYC2bdty4cIF3nvvPUJDQ3nllVcYM2aM0d6joij5Z4y+5fdTvVnu87A6NXfWqxK4iqLkZIy+5fcrm3fmRvL111/z9ddf5/nAMT09nalTp6oSuIqi5LLuwjpszW1LtW/5/fKVzIUQbsBqKWU3IYQjsAIwBZKAYVLKdCHEAqAZsElK+XGJRVyCXn75ZV5++eUHbnPo0CG2bdumSuAqinJXckYy20O385jnY6Xat/x+Dy2BK4RwApYD1aSUbYQQLwLnpZQ7hBA/AVvQvhQGSynHCiEWAnOllOfzOqYqgZudKoGrKOXbugvrmHVgFkv6L8G7mneJnaeoJXB1wDAgHkBK+aOUckfWOlcgEugBrMpath3oWpSAyxNVAldRlHUX11HHvg6tXVsbLYaHJnMpZbyUMi7nciFEJ8BJSnkYsAWuZ626BbgZ2P4FIYS/EMI/KiqqiGEriqKUDWEJYRwNP1pqdcvzUqjeLEIIZ+A7YHzWokTgzm2pnaHjSil/lVL6SCl9XF1dC3NaRVGUMudu3/J6pd+3/H4FTuZCCAvgL+AtKWVo1uIA7jWteAFXiiU6RVGUMkwv9ay7uI4ONTpQw66GUWMpzJ35BKAN8I4QYo8QYhiwFnhOCDEPeAbYVHwhln2qBK6iVE7G7lt+v3wncyllj6yfP0kpnaSUPbL+WymljEd7CHoYeNRQG3t5odPpDA4eklKi0+lUCVxFUe6607e8V51exg6l+AYNSSljudejpdz69NNP7xbOup9er+eZZ56hW7duqgSuoihlom/5/dQI0Bzefvtt3n777TzXqxK4iqIA7Ly6k5TMFAbXH2zsUIAymsw/9fuUM7fOFOsxmzg34Y32b+Rr27S0tFyTU6Snp2NhYXH3d1UCV1Eqt3UX1lHbvnaJDhIqiDKZzI2tffv2ue6GXVxcsrVjqxK4ilJ53Uy8iV+4H9NaTzNq3/L7lclknt876JISHBz80G1UCVxFqbwO3jgIgK+Hr5EjuUeVwC0EVQJXUSo3v3A/qlpXxdPR09ih3FUm78yNZcWKFcyZMydb2/j90tLSGD16tCqBqyiVmJSSo+FHaefWrsw0sYBK5tkMHz78bhfCvKgSuIpSuV2Jv0JUShTtarQzdijZPLQEbklQJXCzUyVwFaX8WHV2FR8d/oiNT2zEw8GjVM9d1BK4pcYYXyxFZYwSuOXxOilKReEX7kc162rUsa9j7FCyKTPJ3MrKipiYGJWoHkJKSUxMjBoZqihGcLe9vEbZai+HMtRm7u7uTlhYGKrW+cNZWVnh7u5u7DAUpdK5FHeJW6m3aF+9vbFDyaXMJHNzc3M8PctONx9FUZSc/ML9AGhXvWw9/IQy1MyiKIpS1h0NP0oN2xq425W9v4xVMlcURckHvdRr7eXVy157OahkriiKki/nY89zO+120drL9bnnPCguKpkriqLkw9HwowCFT+aZabCgD/j9VoxR3aOSuaIoSj74hfvhbude+Lk+d30I1/3BoWbxBpYlX8lcCOEmhNh/3+8LhBCHhBCzHrRMURSlItDpdfhH+NO+RiHvyi/shEPfQ7uJ0GRA8QaX5aHJXAjhBCwGbLN+HwqYSik7AfWEEA0NLSuRaBVFUYzgbOxZEtITCtclMTEK/pkC1ZpBn4+LP7gs+bkz1wHDgPis33twb67P7UDXPJYpiqJUCHfay9u5FTCZ6/WwdgqkxcOTC8C85OYKfWgyl1LGSynj7ltkC1zPen0LcMtjWTZCiBeEEP5CCH81ylNRlPLkaPhRPBw8cLPNldoe7MjPcGGHdkfu1qxkgstSmAegicCdrxe7rGMYWpaNlPJXKaWPlNLH1dW1MLEqiqKUukx9JgERAQVvYrkZDDvfh8aPaW3lJawwyTyAe80oXsCVPJYpiqKUe2dunSExI7FgXRLTk2D1BLBxgcHfQykMMipMbZa1wH4hRE2gP9ARkAaWKYqilHuFqsey9U2IuQCj14GtSwlFll2+78yllD2yfsajPfA8DDwqpYwztKzYI1UURTECv3A/6jnWo6p11fztcGotHFsCXV+Ceo+UZGjZFGrQkJQyVkq5SkoZ/qBliqIo5VmGPoNjEcfyf1d++xpsmAG12sKj75RscDmoEaCKoih5OBV9ipTMlPy1l+syYc3zWnfEJ+eDqXnJB3ifMlPPXFEUpay52788P3fm+7+Aq4fgiV/BuV4JR5abujNXFEXJg1+4Hw2dGuJk5fTgDUMPwd5PodUw8BpWOsHloJK5oiiKAem6dIIigx4+6jMlVmteqVIHHvuidIIzQDWzKIqiGHAy+iSputQHt5dLCRtegoSbMH47WDmUWnw5qTtzRVEUA/zC/RAIfKr75L1R4B8QslbrueLettRiM0Qlc0VRFAOOhh+lsXNjHC0dDW8QdQ62vAGe3aHLS6UamyEqmSuKouSQpkvT2svz6sWSmQ5/TwAzK633ionxU6lqM1cURcnheNRx0vXpebeXn9kA4cfh6cXgUMiZh4qZ8b9OFEVRyhi/cD9MhAlt3fJoBz++CuxrQtNBpRvYA6hkriiKkoPfTT+aOjfF3sI+98qkaG0auFZPg4lp6QeXB5XMFUVR7pOSmcLx6ON5N7GcXAP6TG2AUBmikrmiKMp9giKDyNRn5v3w8/gKcGsJbs1LN7CHUMlcURTlPkfDj2IqTGnj1ib3yugLcD0AWj1T+oE9hErmiqIo9/EL96O5S3NszW1zrzy+EhDQ8ulSj+thVDJXFEXJkpyRzKnoU4abWKTUknm9R8pMd8T7qWSuKIqSJTAykEyZafjh57UjcDsUWg0v/cDyQSVzRVGULH7hfpiZmNG6WuvcK4+vBDNraDqw1OPKjwIncyGEkxBisxDCXwjxS9ayBUKIQ0KIWcUfoqIoSuk4Gn6UllVbYmNuk31FZprWJbHpQLA00Pe8DCjMnflzwDIppQ9gL4T4P8BUStkJqCeEaFisESqKopSCxPREQmJCDLeXn98BqbfLXN/y+xUmmccALYQQVYDagCewKmvddqCroZ2EEC9k3c37R0VFFSZWRVGUEnMs8hg6qTPcXn58Bdi6Qr1HSz+wfCpMMv8P8ABmAKcBC+B61rpbgJuhnaSUv0opfaSUPq6uroWJVVEUpcT43fTD3MQcL1ev7CtSYuHcNmjxFJiW3dqEhUnm7wOTpZQfAmeAEYB11jq7Qh5TURTFqPzC/fBy9cLKzCr7ilNrQZdutLk986swidcJaCmEMAU6AP/jXtOKF3CleEJTFEUpHXFpcZy5dSaPJpZVULUR1Ghd6nEVRGH+ZpgLLEJrajkEfAXsF0LUBPoDHYsvPEVRlJIXEBGAROZ++BkbClcPQs93QQjjBJdPBU7mUko/IFuFGSFED8AX+ExKGVcskSmKopSSo+FHsTS1pJVrq+wrTmT17SiDw/dzKpbWfCllLPd6tCiKopQrR8OP0tq1NRamFvcWSgnBK6FOZ3DyMF5w+aQeViqKUqndTr3N2dizuZtYbgRCzPky/+DzDpXMFUWp1Pwj/AFoXyPHw8/jK8HUApoNMUJUBaeSuaIolVpARACWppa0cGlxb6EuA06shkb9wNrJeMEVgErmiqJUakGRQbSo2gJzU/N7Cy/uhuToMj18PyeVzBVFqbRSMlM4c+sM3tW8s684vlK7I2/YxziBFYJK5oqiVFono0+SKTOzJ/O0BDizCZo/AWYWee9cxqhkrihKpRUUGQSQvR7L6Q2QmVJmJ6HIi0rmiqJUWoGRgdRzrIejpeO9hcErwKku1DYwtL8MU8lcUZRKSS/1BEcFZ29iib8Bl/dpDz7L+PD9nFQyVxSlUrocd5n49PjsU8Sd+AuQ5aoXyx0qmSuKUikFRgYC0Nq19b2Fx1dBLR9wqW+coIpAJXNFUSqloMggnK2c8XDIqrsSfhIiTpbLu3JQyVxRlEoqKCoIL1cvxJ228eMrwcQMWgw1bmCFpJK5oiiVTkxKDKHxoffay/U6rb28QW+wrWrU2ApLJXNFUSqdoKgggHs9Wa7sh4Sb5baJBVQyVxSlEgqODMbcxJxmLs2yFqwESwdo3N+4gRWBSuaKolQ6gZGBNHdpjqWpJaQnw+n10GwwmFs/fOcyqkjJXAjxoxBiUNbrBUKIQ0KIWcUTmqIoSvFL06VxKubUvfbys5shPbFcN7FAEZK5EKIbUF1KuUEIMRQwlVJ2AuoJIRoWW4SKoijF6HTMaTL0GfeSecDvUKUOeHQ1ZlhFVqhkLoQwB34DrgghhgA9uDcH6HYg11URQrwghPAXQvhHRUUVMlxFUZSiyTZYKOqc9vCz7TgwKd+tzoWNfjQQAnwGtAemAtez1t0C3HLuIKX8VUrpI6X0cXV1LeRpFUVRiiYwMpA69nVwsXaBgEVgYg7eo4wdVpEVNpl7A79KKcOBpcA+4M6TA7siHFdRFKXESCkJjgrWmlgyUiBoGTQdBHbVjB1akRU26V4A6mW99gHqcq9pxQu4UqSoFEVRSsDVhKvcSr2l9S8/9Q+kxoHPeGOHVSzMCrnfAmChEGI4YI7WZr5eCFET6A90LJ7wFEVRis+d9nLvat6wehK4NIS65fvB5x2FSuZSygTg6fuXCSF6AL7AZ1LKuCJHpiiKUsyCIoOwt7DHMzkBwo5C37nlrm55XoqtbVtKGSulXJXVjq5UUnqpZ/W51by5/03Ck9RHQSlbgiKDaO3aGpNji8HMCrzK19RwD6IeVCrF5lzsOcZsGcPsQ7PZcnkLT65/kl2hu4wdlqIAEJcWx8W4i3g7N9PqljcfCjbOxg6r2KhkrhRZSmYKXwV8xbANw7gSf4WPu3zM+sfX427vzkt7XuLjwx+Tmplq7DCVSi44KhiA1gkx2ojPCvLg847CPgBVFAD2h+3nkyOfcD3xOo83eJxX2r6Ck5UTAEv7L+XrY1+zJGQJxyKP8Xn3z6lfpfzN4KJUDEGRQZgJM1qEbAe3luDuU6TjpWboMDc1wdSkbLS5q2SuFEpkciSf+n3K9tDteDp6srDvQtpVb5dtG3NTc15v9zoda3Rk1oFZDN84nDfav8GTDZ+8NyGAopSSwMhAmtjXxvrSXhgwr0gPPg9ejGbiYn9SM3RUtbOkmoMl1eytcHOwxNXeimr2lrg5aD+rOVhS1c4Sc9OSbQhRyVwpEJ1ex6pzq/j22Lek69KZ1noa41qMw8LUIs99url3Y/Wg1bz939vMPjSbQzcO8X7n93GwcCjFyJXKLEOfwcnokzxl6gwWdtDqmUIfKzEtk9f/Oo6rvSVDvGoSEZ9GZEIq4XGpHA+LIyYpDSmz7yMEuNha4GpvxbPtazO6U92ivSEDVDJX8u3MrTPMPjibkzEntbvtjrPuzZ/4EK42rvzi+wuLTi7i+8DvORl9kk+7f5p9ZnRFKSFnYs6QqkuldcRpaPk0WNoX+lifbDrNzbgU/prcibYeuR+gZur0RCemE5mQSmR8GhFZPyMT0oiMT8XKzLQobyVPKpkrD5WckcwPQT+w7PQyHC0dmdttLgM8BxS4qcREmDCh5QR8qvvwxr43GLt1LFNbT2V8i/GYmpTMB1xR4L6ZhZITwWdcoY+z91wUy/2uMql7PYOJHMDM1ITqjlZUd7Qq9HkKQ/VmUR7owPUDDFk3hCUhS3i8weOsf3w9A+sNLFKbt5erF6sGraK3R2++DfyWSTsmEZkcWYxRK0p2gZGB1NILqlX3hhpehTpGXEoGb6w+ToNqdrzs26iYIyw6lcwVg/RSz8/BPzNl5xRszWxZ3G8xH3T+AEdLx2I5voOFA593/5zZnWcTHBXMU+ufYl/YvmI5tqLcT0pJ0E0/vJKL1h3xo40hRCWm8eXTXliZl72/JFUyV3JJSE9g5u6Z/BD0AwPqDWD5wOW0cWtT7OcRQjC04VBWDlyJq40rU3dNZduVbcV+HqVyu5F0g6j0OLx1JtD8iUIdY9fpCFYHhDHlkfp41a5SvAEWE5XMlWwuxF7g2U3P8l/Yf7zZ/k3mdJ2DtVnJzotYr0o9/hzwJ61cW/HBwQ+4lnCtRM+nVC6BV7W/+Lzr9gELmwLvfzs5nTfXnKBJdXum92pQ3OEVG5XMlbu2XdnGiM0jSExPZH7f+YxsOrLU+oNbmlryWffPEAj+b+//kaHLKJXzKhVf0Nk12Or1NOg4rVD7v7/+FLFJ6Xz5jBeWJdQTpTioZK6Qqc9kXsA8Xtv7Gg2dGrJy4EraurUt9Thq2dVidhet6+M3x74p9fMrFZBeT2DsGVoJG0yrNSvw7ltP3mRd0A2m92xI85rF87yopKhkXsnFpsYyeedkFp1cxDONnmFR30W42eaa9a/U+Hr4MqzxMBaHLFYPRJUiSzy3hfMmEu+aHQq8b0xiGu/8c5IWtRx48dGyX4ZCJfNK7FTMKYZtHEZgRCAfdv6Qdzu9+8CRnKXl9Xav08ipEbP+m0VEUoSxw1HKsePHfkEKQeumBRvxKaXk3XUnSUjN5MunW5f4UPziUPYjVErEugvrGL15NBLJkv5LeKJh4Z7ylwRLU0s+f+RzUnWpvPXfW+j0OmOHpJRH8TcIjArGBGhVvWDNhhuP32TziXBe8m1I4+qFHy1amlQyr2QydBl8fPhjZh2YhXc1b1YOXEnzqs2NHVYu9Rzr8XaHtzkafpRfj/9q7HCU8ujYHwRZmtPIwRNbc9t87xaZkMq7607iVbsKL3Sr9/AdyohCJ3MhhJsQIjDr9QIhxCEhxKziC00pbpHJkYzfNp6VZ1cytvlYfvb9GWerslucf0j9IQysN5Cfj//M0fCjxg6nzLozwGv+ifmkZKYYO5yyQZdJ5rHFHLe2oXWN/LeXSyl5e81JUtJ1fPm0F2bloHnljqJE+gVgLYQYCphKKTsB9YQQDYsnNKU4XY67zLObnuVs7Fk+f+RzXvV5FTOTsl2aRwjBrI6zqG1fmzf3vUlsaqyxQypz9FLP7EOz+SHoB7459g0D/xnI2gtrVdPU+e2cT40kGalN3pxP/wReZ+fpCF7v25gG1exKMMDiV6hkLoToCSQB4UAPYFXWqu2AwamuhRAvCCH8hRD+UVFRhTmtUkiX4i4xftt4MvWZ/NH/D/rV7WfskPLN1tyWz7t/TmxaLLMOzELmrC1aien0Ot498C5rzq9hUqtJLO63GDcbN9498C7DNg7j0I1Dxg7RePwXEuRYDSDflTnD41J5f/0pfDycGNfFswSDKxkFTuZCCAvgXeDNrEW2wPWs17cAg/3apJS/Sil9pJQ+rq6uhYlVKYSLty8yfut4pJQs7LuQxs6NjR1SgTV1acqrPq+yL2wfS0KWGDucMiFTn8nb/73N+ovrmdp6KtO8p9HGrQ3LHlvG590/JzEjkRd2vMCUnVM4H3ve2OGWrtgrcGEngdXqUc2mGjVsazx0Fyklb/x9nEyd5IunvcrM7EEFUZg78zeBH6WUt7N+TwTujPe2K+QxlRJwPvY847eNRwjBwn4LS2/KNikhM61YDzmiyQh61u7J18e+5mT0yWI9dnmToc/gjX1vsPnyZma2mclkr8l31wkh6OfZj/WPr+c1n9e0ImYbnuKDgx8QlVxJ/iIOWAxCECRT8K7mna9RzKv8r7H3XBRv9m9C3ar5f1halhQm8fYGpgoh9gCtgUHca1rxAq4UR2BK0ZyLPcfE7RMxFaYs7LuQeo6l9FT+4r/waw+YUxPWTYWYi8VyWCEEH3b5EFdrV17f+zoJ6QnFctzyJkOXwet7X2d76HZe83mNiS0nGtzOwtSCMc3HsPmJzYxoMoJ1F9cx4J8B/BT0E8kZyaUcdSnKTIfAPwhv2IubKZG0dm390F3CYpP5aONpOtVz4bmO+ZtspSwqcDKXUnaXUvaQUvYAgtAS+nNCiHnAM8Cm4gxQKbizt84ycdtEzEzMWNRvEZ6OpdD+d/0YLB4MfzwBybeg1XA4sRq+94HVEyAipMincLR05NPun3Iz6SYfHvqw0rWfp+vSeXnPy+y6uos327/JmOZjHrpPFasqvNH+DdYPWU+3Wt34MfhHBv4zkL/P/V0xH5Ke2QhJUQR5aj1YHvbwMy1Tx7Q/AwH47KlWmJTD5pU7itQkkpXU49Eegh4GHpVSxhVHYErhnLl1hgnbJ2BhasGivovyPa1boUVfgFWj4bdHIeIk9PsfTPeHx3+Al05A5+lwbiv81AlWjNSSfhF4V/NmauupbL2ylb/P/11Mb6LsS81MZcbuGewN28u7Hd9lZNORBdq/tkNtvuzxJX/0/4NadrX44NAHPLXhKY7cPFJCERtJ4FJwrEOQSQbWZtY0cn7wJBIfbzxN0LXbfP5UK2o7F7yiYlkijHF34+PjI/39/Uv9vBVdSEwIz29/HltzWxb0XUBt+9old7L4G7D3Uzj2B5hbQ6dp0Hma4bkVk2/BkV/gyE+QGgf1e0H318Cjc6FOrZd6Ju2YRGBkIMsHLKehU8XuDZuSmcKMf2dw5OYRPuj8AUMbDi3S8aSU7Ly6k68CviI8KZwVA1fQyKnszZxTYCmx8HkD6DSVYWlnsTO3Y0HfBXlu/k9gGC+vDOaF7vV4+7GmpRho4QkhAqSUPobWqYeVFcSp6FNM3D4RO3M7FvVbZDiRpydDanzRTpQSCzveh2+9IXAZtH8eZgTBo2/lPUmujbO2/qWT0PsDuBkMi/rDosfgwi5yTWX+ECbChLnd5mJrbsvre1+v0ANlkjOSmbprKkduHuGjLh8VOZGD9vzB18OXpY8txd7Cnjf3v0m6Lr0YojWys1tAn0lyo36cvXUWL9e8p4c7fTOet9acoIOnM//Xt/z18DJEJfMK4ETUCZ7f/jwOFg4s6reIWna1cm90MxjmNYX/1YYvm2rt25tfB7/f4NJeiL/54KSangz/fQXfeMGBb6DZEK05pf+nYJfPrqZWDtD1Za35pd+ncOsyLB0Kv/WEM5tBr8/3e65qXZW53eZyMe4iv5/6Pd/7lSdJGUlM2TmFgIgA5naby5AGQ4r1+M5WznzU5SPOx57nu8DvivXYRhGyHhzcOWlhik7q8mwvj0vJYPLSABytzfl+RJtyNcrzQcr2EEDloYKjgpm8YzJVLKuwsO9CatgZ6FMbEQJLHtfunDtPh5gLEH0OgpbD/b1CLB2gakOo2lj76doYqjaC0AOw53+QcBMa9oVe70H1FoUP2sIGOk7WZkkPXg7758GKZ8GtJYz8Cxwe3i8YoHPNzvi4+bDt8jameE0pfDxlUEJ6ApN3TuZU9Ck+6/4Zfev2LZHzdHfvztONnmbxqcV0d+9Ou+rtSuQ8JS41XutJ1W4CgZFBCARe1XLfmev1kldXBXM9NoWVkzriam9phGBLhkrm5VhQZBCTd07GxcqFBX0XUN22eu6Noi/AkiFgZglj1oPzfV0UpYSEcIg+C9HnIeqsluQv7YbgP7Mfx709PLWw0O3cBplZQtux0HoUnFytdWX87yt47LN8H8LXw5e5fnO5ePti6fWjL2FxaXFM3jGZM7Fn+PKRL+nl0atEz/eaz2scuXmEd/57h78H/429RfmoEpjN+e2gS4Omgwk8v5j6VerjYOGQa7Of9l5k5+kI3h/UjLYeZbcuUWGoZF5OHYs4xpSdU6hmU435feYbnlAi9gosGQxSD6M3ZU/kAEJod8EONaBej+zrUuO1BB99FuyqaQ8tS2oKOVMz8BoOl/fBsSXwyBtg65KvXXt79Gau31x2hO6oEMk8XZfOCzte4Hzseb7q8RU9avco8XPamNswt9tcRm8Zzdwjc5nTbU6Jn7PYhawDOzf07u04fuBV+nrm/kvmwIVovtx+lsFeNRnbuW7px1jCKkZjUSVzKuYUk3dOpppNNRb2XWg4kceFweJBkJEMo9eBawF7K1g5gHtbaD0CGvQuuUR+vy4zITMF/H7J9y7VbKrhXc2bHaE7SjCw0rPizApCYkL4rPtnpZLI72jl2ooXWr3Ahksb2HZlW6mdt1ikJ8OFndB0EBfjL5OQkZCrvfzG7RSmLw+kvqsdc4e2LLW5bUuTSublTHhSONN3TcfJ0omFfRfiamPg4WNChPaAM+U2PPdP0dq3S5NrY2g8QOvGmJaY79161+nNudhzhMaHlmBwJS8hPYFfT/xKpxqd6O3Ru9TP/3yr52nh0oIPD31YvmZ4urBTu2lpOpjASG0AkLfrvWSelqljyrJjpGfq+fm5tthaVswGCZXMy5HkjGSm/zud5Mxkvu/1veFEnhSjtZEnhMPI1VAz/+U/y4SuL0PqbTi2ON+7+Hr4ApT7u/OFJxcSlxbHy21fNsr5zU3MmdttLhn6DN47+B56mf/eRUYVsg6sncGjCwERAThbOeNu73539UcbQwjOGhhU37V8lbUtCJXMywmdXscb+97gfOx5vnzkS8MDZVJi4Y8hEHsZRqyEOgWfxNboarcDj65w6AetzkY+1LCrQcuqLct1Mo9IimBpyFIe83yMpi7GG8BS17Eur/m8xsEbB1lxZoXR4si3zDQ4tw2aDCBFZrDn2h4ecX/kbjPKmmNhLD18lUnd69G/Zf56SZVXKpmXE18GfMmesD282f5NutTqknuD1HhY+qTWI2X4MvDsVvpBFpeuL0P8dTjxV7538fXwJSQmhLCEsBIMrOT8FPwTmTKT6d7TjR0KTzd6mm61ujEvYB6Xbl8ydjgPdnG31r222ePsvrqb5MxkBtUfBGgDg97+5wQd6znzegUZGPQgKpmXA6vOruKPkD8Y1XQUw5sMz71BehL8OUwbGPT079oDy/KsQS+tz/mBr/M9kOhOG/PO0J0lGFjJuHT7Ev9c+IfhjYfjnhwHfz8Pa6dq/e9D1mvjBDJSSy2eOxUqbcxseHP/m2ToMkrt3AUWsg4sHcGzOxsvbaS6bXXaurXNNjDou2crzsCgB6mYTwIqkIPXDzLnyBy6u3fnNZ/Xcm+QkQorRsC1w/DkAmgyoPSDLG5CQNeX4O8JcHYzNB340F1q29emqXNTdlzdwdgWY0s8xOL0zbFvsDa14vmI67ClK1jYg7kVBC29bysBjrXBpT64NLjvv/pQpQ6YmBZrTFWtq/J+p/d5ac9L/BT8EzPazCjW4xcLXYb2+Wjcn+iMeA7eOMjY5mNBCl5dFVQhBwY9iErmZdiF2Au8uvdV6lepz2fdP8M05z/YzHStYuGlPfD4z9Ci6HU7yoxmj8OuD7VBRE0G5KtrpK+HL98Gfkt4UrjhAVRlUGC4P/9e+5fpCWk4X/gDfMbDo+9o9WxS4+HWRa0mfMyFe/8dXwlp99XYMbUAJ0+wcQFhAiYm2k9hmvV71s87/9393RQ8OmnnNKCXRy8eb/A4C04uoLt793xPv1ZqLu/THpY3G8y2K9vQSR2D6g/KGhgUWSEHBj2ISuZlVExKDNP+nYaVmRU/9PoBW/Mcs5/oMrU71/PbYOBX0PpZ4wRaUkzNoMsM2PSqVk6grsGpZbO5k8x3hu5kVLNRpRBk0cjL+/lq93RcZSaj7BrAU2uydyO1ctB6I+XskSQlJEVnT/AxF7QEr9drnw2pA71OGzAms37q73+t05rnTqyC6q3A3WAhPt5s/yZHw4/y1v63WD14de7PoTGdXg8WdlC/Jxu2jaOpc1NuRjny5fYjFXZg0IOoZF4G3aldHZMSw+/9fs99l6nXwdop2oe53//yvLMq91qP1GrC/PdVvpJ5Xce6NHRqyI7QHWU7md++BjveZfflrQS6ufKex1BsHvk4/wOzhNCKm9m5anfWhZWWqFW/3P4ujNts8Py25rbM6TqHcdvG8dnRz5jdeXbhz1ec9Do4vREa9uFS8k1OxZxifNMZvLgsgAbVKu7AoAep+E8FyhkpJe8deI/jUceZ220uzas2z75BRorWtHJiFfR6HzqWvQJT64Nv8PpfwaSkF3EmG3Nr6DBZGxRy83i+dvH18CUwMrBszneZkQJ7PoXv25F5dgvfuNenrr0HT3SfXTojbHOytNNKE189qJWPzUMbtzaMbzGeNefX8O/Vf0sxwAcIPQjJ0dBsMBsvbsQEE9bsd8Xc1IQFY9pV2IFBD6KSeRnzY/CPbLmyhZfbvpx7FGDyLa364ZlN0P8z6PaKUWLMS3qmng/Wn2LG8kD+Cgjj7X9OFH1qt3YTtQeCB77O1+a+dXyRSHZd3VW08xYnKeHUWvi+PeyZA436sm7Qx1zKiOelti9jZmLExOM9Glwaws73teaZPLzo9SJNnZsy+9BsolOiSzHAPJxeD2bW6Ov3YtOlTVjrmhIRa8mvo9uW+xmDCqtQyVwI4SiE2CKE2C6E+EcIYSGEWCCEOCSEmFXcQVYWGy5u4Ofgn3miwROMaz4u+8q4MG1ChxvH4OlF0GGScYLMQ0R8Ks/+dpjfD15hfBdPZvRqyD+B1/n94JWiHdi6ilYq99Q/Wv3zh6hfpT6ejp5lZwBRxCmtRs5fY7QSxGM2kjL0Z348uwIvVy961ulp3PhMzcB3tlYtM/CPPDczN9VGhyZlJPH+wfeNO/+qXg+nN0CDXhy7fY4bSTeIDm/B50+1qlQPPHMq7J35SGCelLIPEA4MB0yllJ2AekKIij2PVwk4FnGM9w++T/vq7Xm347vZ2/siT8OCPtpUbaP+huZPGC9QAw5fimHAt/9x+mY83z3rzXuDmvFSr4b0burGJ5tOc+RSTNFO0PFFMDGDgw+fQOHOLDr+Ef7EpBTxvEV19TD83E2bG/WxL2DSPvDsxrLTy4hMieTlti+XjXbdxo9BnU6wZ+4Da+LUr1KfmW1msi9sH/9d/68UA8wh7KhWW7/ZED7770+k3oLJPkMY0trApCyVSKGSuZTyRynlnVsfV2AUsCrr9+3Aw59WKXddi7/GzN0zqWVXi3k95mFuan5vZeghWNhXe+AzbjN4djdeoDlIKZm//xIj5x/BwcqMtVO7MMirJgAmJoJ5w7yo42zD1D+PER5XhEEvDjXA61ltst7EyIdu3sejD3qp599rRm7fPfid9pfF9GPa9HqmZtxOvc2CEwvo4d6Dtm5tjRvfHUKA70eQGKGVUXiA4Y2Ha9U6Ty4speAMOL0eTMzZkNaUkPj91DBrx6u+5aSYXAkqUpu5EKIT4ARcA65nLb4F5KrJKoR4QQjhL4Twj4oqgw+njCQ0PpQXd72IRPJDrx9wtHS8t/L0RvjjcbCtBhO2Q/WWRoszp8S0TKb9GcjHm07Tu2k11k3rQiO37JMaOFiZ88tzbUlJ1zF5aQBpmUV4INp5BujS4fBPD920kVMj6tjXMe5o0NvXtAEtbUZrfcaz/HbiN5Izk5nZZqbxYjOkdjttKsAD3zzwC9Pc1JwxzcbgH+FPcFRwKQaYRUoIWU9crW68vnMLwjSVWT1Glo2/cIys0MlcCOEMfAeMBxIB66xVdoaOK6X8VUrpI6X0cXXN55yRFVR0SjTLTi9jxKYRDPxnIDcSb/B1j6+p41Dn3kb+C2HVc+DWAsZvAycP4wWcw4XIRB7/4QBbTt7kzf5N+HlUW+ytzA1u29DNni+e9iLo2m1mbwgp/EmrNoBmg+HogodOSi2EoLdHb47cPMLt1NuFP2dRBCzSft7XbfR64nWWn1nOkPpDaODUwDhxPUiv97XZevb874GbPdXoKRwsHFh4wgh35zcCIe4qX19vgo1zMM5WLnSpVYTumRVIoR6jCyEsgL+At6SUoUKIALSmlcOAF3C2+EKsGJIzktl1dRebLm/i8I3D6KSOxk6NeaXtK/T37H+vL7mU2j+mvf+Dhn20WisW+R+okZSWSXRiGtGJ6Vk/04hOSCcmKY2YpHRqOlrRwdOFdp7OOFobTsAPsuXETV77Kxgrc1OWTuhA5wZVH7pP/5Y1mPxIfX7eexEvd0eGtavz0H0M6vKSVosjYJE2kcUD9PHow8KTC9l9bTdPNCzlZwyZaRCwGBr104baZ/kh8AdMhAkvtn6xdOPJL5f60HacdiPRcYo2D6wBNuY2jGg6gp+Df+bS7UvUq1LP4HYlIe3EWswwYRvNkNZbGVhvhHF7A5Uhhb0KE4A2wDtCiHeARcBzQoiaQH+gYzHFV65l6DM4dOMQGy9tZM+1PaRkplDDtgZjm49lQL0BucvY6jJh86sQ8Ls2L+agr8E0d8JNzdDx+8ErhMYkEZWgJe2YJC1pp2QYbspwtDbH2daCHSER/Lb/MkJAsxoOdPB0oWM9Z9p7OlPFxiLP95Kp0/P5trP8su8SrWtX4ceRbahZxTrP7XN6vW9jTt2I4921p2hc3YHWtavke9+7arXRprc79AO0n6TVL8lDM5dm1LStyY7QHaWfzEPWaX2g2028u+jsrbNsvLSRcS3Gle1SA4+8oU2yvfMDrfpmHkY0GcHvJ39n4cmFfNz141IJLTNTR6z/ai7omzGoVwZ/XspkYL2H1+2pLAqVzKWUPwHZGi+FEOsBX+AzKWVcMcRWLkkpCY4KZuOljWy/sp3YtFgcLBwYWG8gA+oNwLuaNybCQOtWRgqsngBnN0G316DnLIMDSRLTMnl+sT+HLsVQ1c6SqnYWVLWzpK6Ljfa7vSUuthZUtbfE1c6SqnaWONtaYGGmnTM1Q0fQtdscuXSLw5diWHYklIUHtOTe2M2ejvXuJHcXnG215B6VkMb05cc4fOkWz3X0YNbApliaFaywk6mJ4Nvh3gz6/j+mLA1gw/SuVLUrRAGkri9rk28cX6FNBp2HO71alp1ZRnx6vMHJfUuM32/gXJ/NyU147+OdPO3jzgXxFfYW9kxoOaH04igMO1ftL6DdH2u9ceoYvi9zsnLiyUZPsvLMSqZ5TyvxLygpJT//tZFpmde51mo8pxP30KBKA5o4NynR85Ynwhj9RX18fKS/v3+pn7cknY89z5bLW9hyeQthiWFYmlrSo3YPBngOoGutrtl7qOSUfAuWPwvXjmiDgTq8YHCzuOQMxv7ux/GwOL54uhVPeLsb3K4g0jJ1HA+L4/DFGI5cvkVAaOzdu/tGbna0q+vMrtORxCanM+eJljzZtmjnPHk9jid/Ooh3nSosndCh4KVJpYRfe2h1SKb5P7BaYHBUMKM2j2JO1zl3a1yXuJvB8Et3Qn1m4XuoBS52FkRmnMTGYz7dXMbxVb+ZBf4iLHXpSfBtG62JaML2PEen3ki8wYA1AxjeZDhvtH+jRENadOAy8Vs+ZIbZP4RN3sNj255jZpuZTGw58eE7VyBCiAAppcFCOqqxqQiuxV9jyxUtgV+4fQETYUL76u2Z5DWJ3nV6Y2fxkCmq4m9oCXzP/+DWJa19vPnjBjeNTkzjuQV+XIxM5IcRbejXonjuhCzNTGlX15l2dZ2ZjjaK88T12xy+dIsjl2/xT+B1qtlbsubFzjSv6fjQ4z1Mi1qOzB3akldWBTN3yxneHdisYAcQQrs7/2uMNnAkj+sF0LJqS9xs3NgRuqP0krnfb+jNrBnhX586LjasmtSBsdt+Iizemc0H6nEiZC+v9WnMoFY1MTEpeg+M0JgkVhy9xt8BYdhZmfFsuzo81dYdJ9u8m8weysIWHn0bNszQrnGzwQY3q2lXk/6e/fn7/N9MajWJKlZVCn/OB9h1OoKPNoaw3+4Y1OjEpojDAKqJJQeVzAsoMjmSrZe3svXKVk5EnwDAu5o3b7V/iz51+1DVOo8HgrpMbfDINT8tgV87AnHXtHXWTjBqTZ6zA92MS2Hk/CPcuJ3C/DE+dG9Ucr2BLMxMaOvhTFsPZ6Y+qrWVm5qIYu36NbSNO8fD4ljw32VauTsWfLBH00HgXF8rwNVsSJ53jibChN4evfnr7F8kZSSVfMW/lFjkidWs13clw9yBlePa4Re5h8sJZ/mk2ydU6dyJuVvOMHNFEL/tv8Rb/ZvSJR8PkHNKy9Sx7VQEK/yucvBiDCYCHm1cjbiUDD7ZfJrPt59lQMsajOxQh7YeToX7f9d6JBz+UWs7b9zf4LMbgHEtxrHh0gaWn1nOlNbFXyco5EY805cH4usWT63bV5DNprDx0kbaVW9Xtp89GEG5SuaHbx5mnv88nK2dcbFywcXaBRcrF5ytnO++drF2wcnSKXft7yK4nXqb7aHb2XplK/7h/kgkTZ2b8krbV+hbty817Wrm3iklFsL8taR99TBcPwYZSdo6+5ra/JydpkLt9loJ0jz+sYTGJDFy/hFuJ2ewZHwH2nuW7nDlkpqh5Z0BTQm5Ec8bfx+nkZs9TWsUoE3bxFTrzbJhhlbLvf6jeW7q6+HLstPL2Be2j/6e/Yse+AOkHl2CVWYKf0hfFk1sh5uDOS/s/paGTg0Z4DkAUxNTujaoyrrg63yx7Rwj5x+heyNX3uzXhGY1H/7+L0QmssLvKn8fCyM2OYNaVax51bcRT/vUprqj9jD4THg8fx65yppj1/kn8DqN3ewZ0aEOT7SphUMe3UcNMjWD3rNh+TDtgXz75w1u1tCpIT3ce7DszDLGNB+DjXnx1UWJjE9lwuKjOFiZ80XzUDgAJ6s3IvRsKBNalPFnD0ZQrtrMAyICWHBiATGpMcSkxHAr9RYZ+txTWgkETlZOd5O8s5UzduZ2WJlZYWVqhbWZtfY65+9Zr63NrDE3NScoMojNlzdz+MZhMmUmdR3q8pjnY/Tz7Ieno2f2k+oytdri57ZpCTzqTFYwptpgn9odtMRduwNUqZ2v93s+IoGR84+QrtOzZHx7WrlXKfA1K8siE1IZ9N1/WJqZsn5alwf2psklMw2+bgWujWHM+jw30+l19F7dG+9q3szrMa8YojYsPSOTW/9rQViGAynPbaJbQ1d+O/4b3wZ+y4+9fqSbe/a/ulIzdPxxKJTvd18gPjWDJ1rX4pU+jXB3ssm13eYTN1nud5WjV2IxMxH0ae7G8HZ16Nqgap5NNUlpmWwIvsGfflc5HhaHtbkpg71qMrJjnfx/jqSE3wdqn+WZQVptGQOCIoN4bstzvNHujWIrPazXS576+SBnwhP4a3Inmq8fCGaWzGnZkzXn17D7md3YWxiOpyJ7UJt5uUrmOUkpSchIICblXnK/P9HHpMQQk6q9Ts5IJlWXSkpmCnqZv3klAWrY1qCfZz8e83yMxk6Nc//JGnddK1AUsBgSboCVY/bEXattgfqJ33HyehyjF/phaiJYOqEDjatXzA9uQGgsw389ROf6VVk4th2mBWlHPvAN7HgPnt+tdVvMw8eHP2b9xfXseWZPsd453qHXS35Z+AtTwt7Ar81ntB88ibO3zjJ803B61+nN5498nue+cckZ/Lj3AosOXAFgTCcPpj7agJtxqazwu8o/gdeJT82krosNw9vX4ck27gWeBu142G3+PHKVdUE3SMnQ0bKWIyM61GGwV82Hl4oNC4D5PbUui4++nedmY7aM4UbSDTYP3Yy5ScHHL+S0IfgG05cH8vlTrXi6XiZ825qM3rPpFbaG9jXa88UjXxT5HOVRhU3mhSGlJFOfSYouhZSMFFJ1qaRmakk+VZeabZmnoyetXFvl7kqo18PFf7XBFee2aDO31O+ljfZr1E/7E7UIAkJvMXbhURyszVk6sQOeVcvQ7C4lYNmRUN755yTTezbg1T4FmEU9NR6+bql9YT63Js/N/G76MWH7BOb1mIevh28xRJzd3C2naXdwCp2trmLzxhkyhODZTc8SnRLN2iFr8/Vg8MbtFObtOMffx8IwNzUhPVOPhakJ/VtWZ3i7OnSs51zk5xbxqRmsDbzOssNXORuRgJ2lGRO6evKyb6MH7/jXODi3FWYEgr3hdup9YfuYumsqn3T9hMH1DT8wza8MnZ4+X+3DwtSEzTO7YXroO9jxLnuH/cY0v4/4rud39Kjdo0jnKK9Ub5b7CCEwNzXH3NS84H2PEyO1Yk8Bv8PtULCpqrXdthkDzp4P3T0//jsfzfNL/KnuaMXSiR2oVYCBOeXViPZ1CL52m+/+vYCLrQVju+TzWlo5QPfXYfs72gQWDXob3KyNWxucLJ3YcWVHsSfz3w9cZtO+w7xhGYTo+CqYWfBz4HecjT3Ldz2/y3cPj5pVrPniaS8mdvNk8cErNKhmz1DvWkXrlZKDg5U5ozvV5bmOHhy7Gsuv+y7xza7z1HO1ffBD6F7var1a9syFQd8Y3KRbrW40dGrIwhMLGVhvoOGxFPm0OiCMy9FJ/DbaR/tLLWQd1PBiY+RRqlhWoUutLoU+dkVWvianuHVZG/13YZfWra80/qqQUps49q+xMK8Z7Jqt9b99aiG8chp6f1BsiXxHSATjfz+Kh4sNKyd1rBSJHLQv2A+HtMC3mRsfbAjhk00h6PX5/H/b/nlwqqtNfaY3PPrVzMSMnnV6sjdsL2m6tGKLe8uJm8zeGMKsaocQwgThM56T0SdZcGIBQ+oPKdTdY5PqDswd2ooJXT2LNZHfTwhBWw9nfhzZFh8PJ2atPUlYbHLeOzjX00azHlsCUYYrdQghmNBiAhfjLrL32t5Cx5aaoeObnefxrlOF3k2rac2Y1/1JaNyP3dd2069uv2JpxqmIylcyv+YH296GpUNhXlP41EOr871+Bhz+WevZkBBRtCQvJaQnw+2r2hfH9z7a5AIXd0P7F2DqURi7EVo8CWbF949tffANJi8NoGkNe1a80JFq9nkPVa+IrMxN+XlUW8Z2rstv+y8zbfkxUvMoTZCNmaXW6yIy5IGTK/Tx6ENyZjIHrx8slniPXrnFzJVBtHe3oW/6DkSTx0i1deGd/96hqnXVEh9EUxxMTQRfDWuNlPDqqmB0D/oC7f66Nnnyzg/y3KRv3b7UsqvF/JPzCz15xR+HQgmPT+X1vlnPp05vAGCnowtpurTSGy9QDpWvZhavYVC/J0Sdhsgz936eXg/HFt/bztoJXJtCtSbaz6oNtVnJU25rXQbv/oyF1Pte31l3/91b7Q7a8Prmj2tzUhqg10tCbsaz73wU12NTsLU0w9bCDFtLU+21pRm2FtprO0szbCxMtZ+WZtiYm7LK/xpv/XOCdnWdWTDGJ88KhBWdqYng/UHNcHey5pPNp4mIP8Jvo33ulhXIU7MhULsj/PuJ9iVroNdFuxrtcLBwYEfoDh6tk3dXxvy4EJnAxMX+uFexZqHPVcSWW9Dueb4P/J5LcZf4pfcv5aanRW1nGz4Y3JzX/grmt/2XmPxIfcMb2rpog7V2zYYrB6Bu7qYOMxMzxjYfyydHPiEgIgCf6gabdvOUkJrBj3su0K1hVTrXz+p/f3o9VGvGxkg/PBw8aFm17JSBLmvKVzKHe7OS3z9Jg5Rae3bOJH/yb0jNo0yMhZ2W9K2rgFUVqNro3u/WTtoy93ZQ3XDR+6iENPafj2LfuSj+uxBNdGI6AE425qRk6EjNyH+PGYBHGrny86i2WFuU8aHeJUwIwcRu9ahZxZqXVgbx5E8H+X1cOzxcHvAQWAjo+wnM76X1cOmZe+ZCcxNzetbpya7QXaTr0rEwLdxfVRHxqYxZeBRzUxMWj2+P7erZULUxx2zsWLJ/Cc80eobOtToX6tjG8mSbWvx7JoIvt5+la4OqtKiVx0jfjlPg6HzY8S5M3GVwsNbjDR7np+CfWHByQYGT+fz9l4lNzuD1vlkPwRMiIPQg4V2mcfTGeqa0nqLqlj9A+UvmhggB9m7af/V63FsuJSSEQ8wFMLXIStZOWvfBAjaRpGXqCLgSy97zUew/F03ITa2mtrOtBd0aVqV7Q1e6NaxKNQeteSRTpycpXUdyeiZJaZkkpulITsskMS2TpPRMktJ0JKVp6+yszBjTuW7Zr9lRih5rWQM3B0smLvbniR8PMn+MD23qOOW9g7uPdld+8HutjKtj7gd6vh6+rL2wlsM3D9PdveAzNiWkZjB20VFik9NZ+UInaqechhvHSO77Ce8cmEVNu5q86vNqgY9rbEIIPnm8JQGhsby0MoiN07tiZW7gs2huDY++A+te1G6UWj6VaxMrMytGNh3Jd4HfcfbWWRo75693UkxiGvP3X6J/i+r3+sGf2QhINtnZIJEM9FTD9x+kYiTzvAihTTnmUKPAu0opuRydxL5zUew7H83hSzEkp+swMxG08XDi9b6N6d7QleY1HQwO3DAzNcHR2qRQNcMVTVsPZ9a82IWxi/x49tfDfDPc+8E1aXq9r83O9O9H8MTPuVZ3rNERO3M7doTuKHAyT8/UM2XpMc5FJLBgjA8t3R3hn/lgYcc8fRTXE6+zsO/CEunHXhqcbC344mkvnlvgx/+2nOGDwc0Nb+j1LPj9qvXvb9zf4BiKYY2HseDEAhacXMBn3T/L1/l/3HORlAwdr/a5r5tkyDqkS302RvrR2rU1tR3yN9iusipXyTxDp0enl4bvGgp5vBu3U7h2K4Ww2GSuxSZz7VZK1s/ku00nHi42PNnGne6NXOlU3wW7hw20UIqNZ1Vb1kzpzMQl/kxZFsC7A5oxvmsevYecPKDjZK2ppcNkqNk622oLUwt61O7B7mu7ydBnFKhXxHvrTvLfhWg+f6oVPRpXg6QYOPk3h5r3Z+WFNTzX7LkCNyuUNd0aujKuS10WHbjCo02q8YihGkAmJlplz4V9tOtsYCCRo6UjzzR+hiUhS5juPZ3a9g9Owjdup/DH4VCebONOg2pZzxou7YHLeznb5UUu3NjIrA65m86U7MpVVtoZEsGUZcewMDXBwdoMeytz7K3MsLcyw+Hu63s/HbJ+2lqaEpWQli1Rh8WmcDMuhfsf4JuaCGpWsaK2kw29mrjRopYD3Ru5Pri9VilxLnaWLH++IzNXBPLhxhDCYlN4Z0BTw6NFu72qjQXYPgvGbMjVruvr4cvGSxs5Gn6UzjXz17a93O8qK45e48Ue9XnaJysxBf5Bgj6d9zJCqetQlxneM4r6NsuEN/o14cCFaF77K5htL3U3/PC5Tgdo+bSWzL1HZZtN6Y7nmj3HstPLWHxqMbM6PjgRf7PzPEiY2TtrspaMFNj4MjjXY6ODI2bhZvSt27c43l6FVq6SeUM3O17v25j41AziUzJJSM0gIVX7GRmfRkJqJvGpGSSn592lzc3BktpONrT3dKa2kzXuzjbUdrLB3cmaGo5WJVZYSikaK3NTfhzZlk82nWbhgcvcuJ3C18Nb5/4rzcoRerwFm1/TRi02zl5cq3PNztiY2bAkZAlNnZviZPWAdngg8Gos7687RfdGrvdGp+p14L+Azz2aEJkWyx89v8XKrGJ0JbUyN+XrYd48/sMB3l5zgp9GtTH80LH3B1qT1o73tNLNOVSzqcbg+oNZe2Etk70m51lN9GJUIquPhfFcR497dWn2fQG3LqF77h82B3xMt1rdSqy8bkVSrpJ5g2r29/4Me4BMnZ7EtMy7yT0pTYeLnQW1qlgXWxONUvpMTQTvZXVd/GhTCM/+dpj5o31wyTljUduxcOQXbSBRg97ZKlJamVkxseVEvg/6nv5r+jOm2RhGNx9tsDxuVEIaU5Yew83Rkm+Ht773l8D5HexNi+QfUY3nWzxPK9dWJfiuS1+zmg681rcRczaf4a+AMJ7xMdBM4uiudVXcMwfaPW+wq+LY5mNZc34Nf57+kxltDP/lMm/HOSzNTJjWM2uC68jTcOBraDWcI9ZWRKVEqb7l+VSst6FCiAVCiENCCKM2cJmZmlDFxoLazjY0r+lIe09n6rvaqUReQYzv6slPI9sSciOeoT8d5Ep0UvYNTM3B90OIOa+VXsjh+VbPs2bwGjrV6MSPwT/S/+/+LD61ONvo0Aydnml/HiM2OZ2fR7XNVtHxtt/PfFDNlYZVGjDZa3JJvU2jmti1Hp3quTB7/SlCY5IMb9R5OjjWhq1vGBx9W9exLr09erPizAoS0xNzrT95PY5Nx28yoaunNoWgXg8bZpJp6cClTpNYfno59ub2hep5VBkVWzIXQgwFTKWUnYB6QgjDU3srSjHo16I6y1/oSEJqJk/9fJCT13OMJ2jcH+p20+qJGBhrUL9Kfb569CuWD1hOE+cmfOH/BQPWDGD1udVk6jOZu/kMRy7f4n9Ptsw+w1LMRebEH+e2iQlzus0tdH/1ss7ERPDlM16YmAheXhlEps7AuAkLG+1LM/xEnqNvJ7SYQEJGAn+d+yvXus+2ncbR4TaN6l3hl+Bf+L91zzBUH0r7Go4M2T6GPWF7eKLhE1iaFmKu2Eqo2KomCiG+BbZKKTcLIYYD1lLKRYa2rYhzgCrGcTEqkdEL/IhLyeC30T50qu9yb+WNIG2+0C4ztKTzAH43/fgm8BuORx3HxaIWYZe7M7L5IGYPyT7icPu6cbx6259pzcYyqV3561NeUOuCrjNzRRCv+DZiRi8D92dSwqLHIPocTA/QBt3l8Pz257lw+wLvdnyXS3GXuHD7AscjznI14QrCJPPudjUz9dQ3taVBi2HUr9KABlUa0NSlaZGKdlU0pVICVwixAPhWShkshOgDtJFS/u++9S8ALwDUqVOnbWhoaLGcV1FuxqUweoEfobeS+e5Zb/o2v68v+j+TtQEu0/y1rosPIKVk6fHNfHrka4RlOI2dGjOjzQy61eqGEILouGsM/bsfNc3tWDryAGYm5eqRU6HNXBHIxuM3+XtKZ1rXrpJ7g5vB8Msj2sxZfT/JtfrwzcM8v/3eTEXVbaoTn+BCerIrb/XuQVOXRtTb/Tm2Z7fClINQtUEJvpvy7UHJvDi/8hKBO8VL7HIeW0r5q5TSR0rp4+pacnNYKpVPDUdrVk3qRPOaDkxZGsDKo1fvrez5rjbb067ZDz1OXEoGv22zwSb6dd7y+ZCkjCSm7prK2K1jCYgI4KN/Z5AkBJ+0ea3SJHKAD4e0wM3ekpdXBpGcnpl7gxpe0GY0HPkZos/nWt2xRkd+8f2FpY8t5dCzh3ir5VIizj3Hqz6v8UyTJ2l5OxzbkHXQ/TWVyIugOJN5ANA167UXcKUYj60oD+Rka8GyiR3o2tCVN/4+wU97LmqV+xxrQedp2t15WN5Nezq9ZOaKIG7GpfDTyHaMaP4E6x9fz7sd3+VawjXGbh3Lv/EXmJ5hSf1muYexV2SO1uZ8+UxrrsQk8fGm04Y36vkumNtoVU0N6FyzM16uXtiY2fL5tnN4uNgwrF1tSE+Cja9A1cba3ABKoRVnMl8LPCeEmAc8A2wqxmMrykPZWJgxf7QPg71q8unWM8zZfFqri95lJthW0xJNHs2K3+w8x95zUbw/qDltPbS+5+am5jzT+Bk2Dd3EK3UHMyIugedaTzZYYKqi61TfhRe61+PPI1fZGRKRewM7V21qufPb4dz2PI+z4fgNTt+M5xXfRpibmmgPqOOuwqCvtXLGSqEVWzKXUsYDPYDDwKNSyjzKFSpKybEwM+HrYa0Z08mD3/Zf5vXVx8kws4We72gTbYesy7XPjpAIvv33As/4uDOyw32jGeOuw8HvsF7Qj3G7v+etVFNMvZ4txXdTtrzi24hmNRx49a9gPtt6hsCrsdknEWn/Arg00L40M9Nz7Z+h0zNvxzmaVLdnUKuacPM4HPpRa6LxKF+VJsuiSjcHqFI5SCn5dtcFvtp5jl5NqvHDs15YLXgEMpJhqt/du8CLUYk8/v0BPF1tWTWpE1bptyFkrdYsE3oQkFDTG1o8pVUJzGMOzMriUlQis9ae5MjlW+j0Eld7S3o3rYZvMzc616+K1eVd8OfT0HeO9kD0Pnfmel0wxodejatqJYvjwmDaUa2aqfJQakJnpdL643Ao7607iY+HE793S8D2r2egzyfQeRqJaZk88cMBUhLjWO97G+eL6+HSbtBnam24LZ/Syuq65DFhQyV2OzmdPWej2BESwZ6zkSSl67A2N6V7o6p8EP8BbvHBmEw/pjW/oE0H98jnu3F3smH15E6II79og42eXGCwlK5imErmSqW28fgNXl4ZRH1XO9Y5zsMy4hjyxcP8tnwl7mGb6WsRjKkuDRzrQIuhWnJxa1Ep28YLIy1Tx+FLt9gREs7OkEhsEy6y1eJN9tj04XKnT+jd1I2dpyOYs/kMK1/oSAeXFPihgzaL16i/1XUuAJXMlUpv//koJv0RQDubcH5PexkpwQQ9yebO2Hg/pTWjuLfTSrwqhSal5OT1eNI3v4n3jeUMTPuEEFkXEwFdG7qyZHx7WDFSm5R96mFtMm4l31QyVxQg6Nptxi3y4zm5AffMq0TUeYxp48cjTNUEIsUu5TZ814Y0p4Ysb/oTR0Nv87JvIxrE7IGVI7VJuLu+ZOQgyx+VzBUly4XIBEYv8MPB2py/p3TGVk00UnL8F2p1yZ/+HZo/AanxWvOKjTO8sCdbNUslfx6UzNUnWalUGlSz59/XegCoKpolrc0YOLpAK0XcqB/8+zEk3IRhf6hEXgJUA6FS6ViZm6pEXhpMTKHf/yDumlYjx+9XaDdRm3xbKXYqmSuKUnI8u0GzIVrfffvq0Os9Y0dUYalmFkVRSpbvRxBzEXq9D1YOxo6mwlLJXFGUkuXkAVMOGDuKCk81syiKolQAKpkriqJUACqZK4qiVAAqmSuKolQAKpkriqJUACqZK4qiVAAqmSuKolQAKpkriqJUAEapmiiEiAJCC7l7VSC6GMMpz9S10KjroFHXQVORr4OHlNLV0AqjJPOiEEL451UCsrJR10KjroNGXQdNZb0OqplFURSlAlDJXFEUpQIoj8n8V2MHUIaoa6FR10GjroOmUl6HctdmriiKouRWHu/MFUVRlBwqVDIXQlgKIeobOw5jU9dBo66DRl0HTUW/DhUqmQMjgO+MHUQZoK6DRl0HjboOmgp9HYzaZi6EcANWSym7CSE8ge8BB8BPSvlqHsumAMOyDlEFOCKlnCSEcAWCgItAPFADuIn2hWUtpXy0FN9avgkhHIEVgCmQhPbefgKaAZuklB9nbbfg/mWG9pNSplfC61BZPw93/+3ktV8l+TzkvA4V6vNQIFJKo/wHOAFbgWNZv68COma9Xgn0MLQsxzG+A3wAc2A78OZ96w4b670V8Dq8CPhmvf4JGA38nvX7QqAhMNTAspz7Da6M16GSfh6y/dvJY7/K8HnIdR0q2uehIP8Zcw5QHdo36Lqs3xsBx7JeRwKOeSwDQAhRC3CTUvoLIeoCh4HqQoiNWZs0FkJsRpvndL2U8vsSfC+FJqX88b5fXYFRwNdZv28HugLeaF9sd5cZ2C8SqEUluw7Aeah0n4e/yf5vx9B+leHzkOs63FFRPg8FYbRkLqWMBxBC3Fm0GnhfCHEY6Ae8BbQ0sOyOqWjf2EgprwDvCSH+BfpIKTOFEIellI+VxnspDkKITmh3GleA61mLbwFtAFsDy7LtJ6U8nLWoUl4HKtHnwcC/nVz7VYbPw4OuAxXs85AfZeYBqNTawLYAE4HFUspEQ8sAhBAmwKPAnqzfTYUQpoDBBwBCCJOs9WWSEMIZ7U/C8UAiYJ21yg7t/5GhZTn3q8zXobJ9HvKzX2W+DhXq85BfxmxmMSQIqAM8+5Bl3dAebNz5n/MCMARIAdZmfVM3vu9PKlPgH8rgyDAhhAXwF/CWlDJUCBGA9ifkYcALOAuE5VyWc7+sw1W665C1e2X7PDx0v6zFle46ZKkwn4cCMXajPbDnvtezgedyrDe0bA4w9CHHPWLs95bP9z8FiEW7i9gDjAGCgXnAabTnBA4GluXcb1hlvA6V8fNw37Z7HrBfhf88GLoOFe3zUJD/KuxwfiHEKSllc2PHURhCCCfAF9gnpQzPa1k+j6WuAxXvOhThWOo6UL6vQ14qbDJXFEWpTMrMA1BFURSl8FQyVxRFqQBUMlcqnYpecEmpnFQyVyqjhxZcEkLMFUL4ZPVBfkQIUV8IMbGU4lOUAlMPQJVKJT8Fl4QQVsAOtPpAHYGxaLVCNkkp+5R+1IrycGVt0JCilBghhDmwDPhOSvm/rGWHpZQDc2w6CdgrpdRlVeH7VEqZIYQ4K4ToLKU8WMqhK8pDqTtzpdLIKrg0Hm3wUYOsxV2AQ2QVXEIr2nQQWADsBcZJKUdn7e8CrAEGSikTSjV4RXkIlcyVSsdAwaWO960bAVQF6gMd0Io79UQbfVgbOIXW3PJL6UeuKHlTzSxKpXFfMaU8Cy6h1c3vBDijJfF0tBKpjwkh3gL8pZQ7SiNeRSkIlcyVyiS/BZdCAKSUyUKIdsDJrPWWQHKpRqwo+aSSuVJpSCl/IqvG9R1CiCM5H4AKIboDJlmV+z4AXsta5QrElUKoilJgKpkrlZ2dgWWWgAXwJfCnlPK0EOJ3tEkSzpVibIqSb+oBqKLkQQghpPoHopQTKpkriqJUAGo4v6IoSgWgkrmiKEoFoJK5oihKBaCSuaIoSgWgkrmiKEoF8P/J7pLY9HD7JgAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "signdiff['三阶差分'] = df['报名人数（万人）'].diff(periods=3)\n",
    "signdiff = signdiff.dropna()\n",
    "signdiff.plot()\n",
    "dickey(signdiff['三阶差分'])"
   ]
  },
  {
   "source": [
    "终于平稳了\n",
    "\n",
    "\n",
    "但是差分太多，可能数据没有意义了，预测准确度虽然低，可能还是要用原始的数据"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "# 获取一下最佳p和q\n",
    "\n",
    "\n",
    "我们在p=0、1、2、3、4和q=0、1、2中做对比\n",
    "\n",
    "\n",
    "这时候画一个热力图效果很好"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from statsmodels.tsa import arima_model\n",
    "import itertools\n",
    "import seaborn as sns #热力图\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "def thermodynamicOrder(df, ar=4, ma=2):\n",
    "    results_aic = pd.DataFrame(\\\n",
    "        index=['AR{}'.format(i) for i in range(0, ar+1)],\\\n",
    "        columns=['MA{}'.format(i) for i in range(0, ma+1)])\n",
    "    for p, q in itertools.product(range(0, ar+1), range(0, ma+1)):\n",
    "        if p==0 and q==0:\n",
    "            results_aic.loc['AR{}'.format(p), 'MA{}'.format(q)] = np.nan\n",
    "            continue\n",
    "        try:\n",
    "            results = arima_model.ARMA(df, (p, q)).fit()\n",
    "            #返回不同pq下的model的BIC值\n",
    "            results_aic.loc['AR{}'.format(p), 'MA{}'.format(q)] = results.aic\n",
    "        except:\n",
    "            continue\n",
    "    results_aic = results_aic[results_aic.columns].astype(float)\n",
    "    fig, ax = plt.subplots(figsize=(10, 8))\n",
    "    ax = sns.heatmap(results_aic,\n",
    "                    #mask=results_aic.isnull(),\n",
    "                    ax=ax,\n",
    "                    annot=True, #将数字显示在热力图上\n",
    "                    fmt='.2f',\n",
    "                    )\n",
    "    ax.set_title('AIC')\n",
    "    plt.show()"
   ]
  },
  {
   "source": [
    "## 报名人数热力图\n",
    "\n",
    "\n",
    "使用原始数据"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x576 with 2 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n\r\n<svg height=\"478.655pt\" version=\"1.1\" viewBox=\"0 0 547.569 478.655\" width=\"547.569pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-02-20T17:05:05.172685</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.2, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 478.655 \r\nL 547.569 478.655 \r\nL 547.569 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 22.325 456.33 \r\nL 468.725 456.33 \r\nL 468.725 21.45 \r\nL 22.325 21.45 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"QuadMesh_1\">\r\n    <path clip-path=\"url(#p9543078c8b)\" d=\"M 22.325 21.45 \r\nL 171.125 21.45 \r\nL 171.125 108.426 \r\nL 22.325 108.426 \r\nL 22.325 21.45 \r\n\" style=\"fill:none;\"/>\r\n    <path clip-path=\"url(#p9543078c8b)\" d=\"M 171.125 21.45 \r\nL 319.925 21.45 \r\nL 319.925 108.426 \r\nL 171.125 108.426 \r\nL 171.125 21.45 \r\n\" style=\"fill:#faebdd;\"/>\r\n    <path clip-path=\"url(#p9543078c8b)\" d=\"M 319.925 21.45 \r\nL 468.725 21.45 \r\nL 468.725 108.426 \r\nL 319.925 108.426 \r\nL 319.925 21.45 \r\n\" style=\"fill:#f06043;\"/>\r\n    <path clip-path=\"url(#p9543078c8b)\" d=\"M 22.325 108.426 \r\nL 171.125 108.426 \r\nL 171.125 195.402 \r\nL 22.325 195.402 \r\nL 22.325 108.426 \r\n\" style=\"fill:#8c1d5b;\"/>\r\n    <path clip-path=\"url(#p9543078c8b)\" d=\"M 171.125 108.426 \r\nL 319.925 108.426 \r\nL 319.925 195.402 \r\nL 171.125 195.402 \r\nL 171.125 108.426 \r\n\" style=\"fill:none;\"/>\r\n    <path clip-path=\"url(#p9543078c8b)\" d=\"M 319.925 108.426 \r\nL 468.725 108.426 \r\nL 468.725 195.402 \r\nL 319.925 195.402 \r\nL 319.925 108.426 \r\n\" style=\"fill:none;\"/>\r\n    <path clip-path=\"url(#p9543078c8b)\" d=\"M 22.325 195.402 \r\nL 171.125 195.402 \r\nL 171.125 282.378 \r\nL 22.325 282.378 \r\nL 22.325 195.402 \r\n\" style=\"fill:none;\"/>\r\n    <path clip-path=\"url(#p9543078c8b)\" d=\"M 171.125 195.402 \r\nL 319.925 195.402 \r\nL 319.925 282.378 \r\nL 171.125 282.378 \r\nL 171.125 195.402 \r\n\" style=\"fill:none;\"/>\r\n    <path clip-path=\"url(#p9543078c8b)\" d=\"M 319.925 195.402 \r\nL 468.725 195.402 \r\nL 468.725 282.378 \r\nL 319.925 282.378 \r\nL 319.925 195.402 \r\n\" style=\"fill:none;\"/>\r\n    <path clip-path=\"url(#p9543078c8b)\" d=\"M 22.325 282.378 \r\nL 171.125 282.378 \r\nL 171.125 369.354 \r\nL 22.325 369.354 \r\nL 22.325 282.378 \r\n\" style=\"fill:#03051a;\"/>\r\n    <path clip-path=\"url(#p9543078c8b)\" d=\"M 171.125 282.378 \r\nL 319.925 282.378 \r\nL 319.925 369.354 \r\nL 171.125 369.354 \r\nL 171.125 282.378 \r\n\" style=\"fill:none;\"/>\r\n    <path clip-path=\"url(#p9543078c8b)\" d=\"M 319.925 282.378 \r\nL 468.725 282.378 \r\nL 468.725 369.354 \r\nL 319.925 369.354 \r\nL 319.925 282.378 \r\n\" style=\"fill:none;\"/>\r\n    <path clip-path=\"url(#p9543078c8b)\" d=\"M 22.325 369.354 \r\nL 171.125 369.354 \r\nL 171.125 456.33 \r\nL 22.325 456.33 \r\nL 22.325 369.354 \r\n\" style=\"fill:none;\"/>\r\n    <path clip-path=\"url(#p9543078c8b)\" d=\"M 171.125 369.354 \r\nL 319.925 369.354 \r\nL 319.925 456.33 \r\nL 171.125 456.33 \r\nL 171.125 369.354 \r\n\" style=\"fill:none;\"/>\r\n    <path clip-path=\"url(#p9543078c8b)\" d=\"M 319.925 369.354 \r\nL 468.725 369.354 \r\nL 468.725 456.33 \r\nL 319.925 456.33 \r\nL 319.925 369.354 \r\n\" style=\"fill:none;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m0fb404c3bc\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"96.725\" xlink:href=\"#m0fb404c3bc\" y=\"456.33\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      \r\n      <g transform=\"translate(89.225 470.205)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 45.703125 1.953125 \r\nL 37.890625 1.953125 \r\nL 37.890625 49.609375 \r\nL 37.109375 49.609375 \r\nL 27.734375 1.953125 \r\nL 21.484375 1.953125 \r\nL 12.109375 49.609375 \r\nL 11.328125 49.609375 \r\nL 11.328125 1.953125 \r\nL 3.515625 1.953125 \r\nL 3.515625 68.75 \r\nL 15.625 68.75 \r\nL 24.21875 24.609375 \r\nL 25 24.609375 \r\nL 33.59375 68.75 \r\nL 45.703125 68.75 \r\nz\r\n\" id=\"SimHei-77\"/>\r\n        <path d=\"M 48.046875 1.953125 \r\nL 38.671875 1.953125 \r\nL 33.203125 22.65625 \r\nL 16.015625 22.65625 \r\nL 10.546875 1.953125 \r\nL 1.171875 1.953125 \r\nL 20.703125 69.53125 \r\nL 28.515625 69.53125 \r\nz\r\nM 31.25 30.078125 \r\nL 25 53.90625 \r\nL 24.21875 53.90625 \r\nL 17.96875 30.078125 \r\nz\r\n\" id=\"SimHei-65\"/>\r\n        <path d=\"M 3.125 29.296875 \r\nQ 3.90625 50 6.4375 56.046875 \r\nQ 8.984375 62.109375 13.671875 66.015625 \r\nQ 18.359375 69.921875 25.1875 69.921875 \r\nQ 32.03125 69.921875 37.109375 64.25 \r\nQ 42.1875 58.59375 43.75 50 \r\nQ 45.3125 41.40625 44.71875 30.265625 \r\nQ 44.140625 19.140625 40.8125 12.109375 \r\nQ 37.5 5.078125 30.859375 2.34375 \r\nQ 24.21875 -0.390625 17.578125 2.921875 \r\nQ 10.9375 6.25 8.203125 11.71875 \r\nQ 5.46875 17.1875 4.296875 23.234375 \r\nQ 3.125 29.296875 3.90625 50 \r\nz\r\nM 12.890625 52.734375 \r\nQ 10.546875 31.25 12.5 22.84375 \r\nQ 14.453125 14.453125 18.9375 10.9375 \r\nQ 23.4375 7.421875 28.125 9.5625 \r\nQ 32.8125 11.71875 34.953125 18.15625 \r\nQ 37.109375 24.609375 37.109375 32.21875 \r\nQ 37.109375 39.84375 36.515625 46.09375 \r\nQ 35.9375 52.34375 33 57.421875 \r\nQ 30.078125 62.5 25.1875 62.6875 \r\nQ 20.3125 62.890625 16.59375 57.8125 \r\nQ 12.890625 52.734375 10.546875 31.25 \r\nz\r\n\" id=\"SimHei-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-77\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-65\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"245.525\" xlink:href=\"#m0fb404c3bc\" y=\"456.33\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      \r\n      <g transform=\"translate(238.025 470.205)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 21.875 56.25 \r\nQ 16.796875 51.171875 8.984375 46.484375 \r\nL 8.984375 53.90625 \r\nQ 18.75 60.546875 25 69.53125 \r\nL 29.6875 69.53125 \r\nL 29.6875 2.34375 \r\nL 21.875 2.34375 \r\nz\r\n\" id=\"SimHei-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-77\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-65\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"394.325\" xlink:href=\"#m0fb404c3bc\" y=\"456.33\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      \r\n      <g transform=\"translate(386.825 470.205)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 4.6875 3.90625 \r\nQ 5.078125 9.765625 10.15625 14.453125 \r\nQ 15.234375 19.140625 23.046875 29.09375 \r\nQ 30.859375 39.0625 33.203125 44.53125 \r\nQ 35.546875 50 34.953125 53.90625 \r\nQ 34.375 57.8125 31.25 60.34375 \r\nQ 28.125 62.890625 24.015625 62.5 \r\nQ 19.921875 62.109375 16.203125 59.375 \r\nQ 12.5 56.640625 10.546875 51.171875 \r\nL 3.125 52.34375 \r\nQ 6.25 61.328125 11.125 65.421875 \r\nQ 16.015625 69.53125 22.65625 69.921875 \r\nQ 26.5625 70.3125 29.6875 69.71875 \r\nQ 32.8125 69.140625 36.125 66.984375 \r\nQ 39.453125 64.84375 41.59375 60.546875 \r\nQ 43.75 56.25 43.15625 50.1875 \r\nQ 42.578125 44.140625 37.109375 35.734375 \r\nQ 31.640625 27.34375 16.015625 9.375 \r\nL 44.140625 9.375 \r\nL 44.140625 2.34375 \r\nL 4.6875 2.34375 \r\nz\r\n\" id=\"SimHei-50\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-77\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-65\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_4\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"mb9bd986849\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"22.325\" xlink:href=\"#mb9bd986849\" y=\"64.938\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      \r\n      <g transform=\"translate(14.075 76.5005)rotate(-90)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 46.875 1.953125 \r\nL 37.5 1.953125 \r\nL 23.4375 30.859375 \r\nL 13.28125 30.859375 \r\nL 13.28125 1.953125 \r\nL 4.296875 1.953125 \r\nL 4.296875 68.75 \r\nL 23.828125 68.75 \r\nQ 33.203125 68.75 39.0625 64.25 \r\nQ 44.921875 59.765625 44.921875 49.609375 \r\nQ 44.921875 41.796875 41.015625 37.5 \r\nQ 37.109375 33.203125 32.03125 32.03125 \r\nz\r\nM 35.9375 49.609375 \r\nQ 35.9375 55.078125 32.609375 58.203125 \r\nQ 29.296875 61.328125 21.875 61.328125 \r\nL 13.28125 61.328125 \r\nL 13.28125 38.28125 \r\nL 24.21875 38.28125 \r\nQ 28.90625 38.28125 32.421875 40.8125 \r\nQ 35.9375 43.359375 35.9375 49.609375 \r\nz\r\n\" id=\"SimHei-82\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-65\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-82\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"22.325\" xlink:href=\"#mb9bd986849\" y=\"151.914\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      \r\n      <g transform=\"translate(14.075 163.4765)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-65\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-82\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"22.325\" xlink:href=\"#mb9bd986849\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      \r\n      <g transform=\"translate(14.075 250.4525)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-65\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-82\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"22.325\" xlink:href=\"#mb9bd986849\" y=\"325.866\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      \r\n      <g transform=\"translate(14.075 337.4285)rotate(-90)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 3.90625 19.140625 \r\nL 10.9375 20.3125 \r\nQ 12.5 15.234375 16.015625 11.90625 \r\nQ 19.53125 8.59375 24.796875 8.78125 \r\nQ 30.078125 8.984375 33.203125 13.078125 \r\nQ 36.328125 17.1875 35.9375 22.453125 \r\nQ 35.546875 27.734375 31.828125 30.65625 \r\nQ 28.125 33.59375 19.921875 34.765625 \r\nL 19.921875 39.84375 \r\nQ 28.125 40.625 31.828125 44.140625 \r\nQ 35.546875 47.65625 35.15625 53.3125 \r\nQ 34.765625 58.984375 30.078125 61.515625 \r\nQ 25.390625 64.0625 20.109375 62.109375 \r\nQ 14.84375 60.15625 11.71875 51.171875 \r\nL 4.6875 52.34375 \r\nQ 7.03125 59.375 11.125 64.0625 \r\nQ 15.234375 68.75 22.265625 69.53125 \r\nQ 29.296875 70.3125 34.5625 67.765625 \r\nQ 39.84375 65.234375 41.984375 59.953125 \r\nQ 44.140625 54.6875 42.578125 48.4375 \r\nQ 41.015625 42.1875 33.59375 37.5 \r\nQ 39.0625 35.15625 41.984375 30.46875 \r\nQ 44.921875 25.78125 43.9375 18.15625 \r\nQ 42.96875 10.546875 37.109375 5.859375 \r\nQ 31.25 1.171875 23.828125 1.359375 \r\nQ 16.40625 1.5625 10.9375 6.046875 \r\nQ 5.46875 10.546875 3.90625 19.140625 \r\nz\r\n\" id=\"SimHei-51\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-65\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-82\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-51\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"22.325\" xlink:href=\"#mb9bd986849\" y=\"412.842\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      \r\n      <g transform=\"translate(14.075 424.4045)rotate(-90)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 31.25 17.1875 \r\nL 1.171875 17.1875 \r\nL 1.171875 23.828125 \r\nL 32.8125 69.53125 \r\nL 38.671875 69.53125 \r\nL 38.671875 23.828125 \r\nL 48.046875 23.828125 \r\nL 48.046875 17.1875 \r\nL 38.671875 17.1875 \r\nL 38.671875 2.34375 \r\nL 31.25 2.34375 \r\nz\r\nM 31.25 23.828125 \r\nL 31.25 54.6875 \r\nL 9.375 23.828125 \r\nz\r\n\" id=\"SimHei-52\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-65\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-82\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_9\">\r\n    \r\n    <g style=\"fill:#262626;\" transform=\"translate(230.525 67.7505)scale(0.1 -0.1)\">\r\n     <defs>\r\n      <path d=\"M 12.5 1.171875 \r\nQ 21.09375 15.625 26.5625 27.34375 \r\nQ 16.796875 25.78125 10.34375 29.875 \r\nQ 3.90625 33.984375 2.53125 41.015625 \r\nQ 1.171875 48.046875 2.734375 53.703125 \r\nQ 4.296875 59.375 7.609375 63.078125 \r\nQ 10.9375 66.796875 15.625 68.359375 \r\nQ 20.3125 69.921875 24.015625 69.921875 \r\nQ 27.734375 69.921875 31.640625 68.359375 \r\nQ 35.546875 66.796875 38.671875 63.671875 \r\nQ 41.796875 60.546875 42.96875 57.21875 \r\nQ 44.140625 53.90625 44.140625 48.625 \r\nQ 44.140625 43.359375 40.234375 35.15625 \r\nQ 36.328125 26.953125 21.09375 1.171875 \r\nz\r\nM 9.765625 50 \r\nQ 10.9375 39.84375 14.640625 36.515625 \r\nQ 18.359375 33.203125 22.65625 33.59375 \r\nQ 26.953125 33.984375 29.484375 35.9375 \r\nQ 32.03125 37.890625 34.375 42.578125 \r\nQ 35.9375 48.4375 35.15625 52.53125 \r\nQ 34.375 56.640625 31.046875 59.375 \r\nQ 27.734375 62.109375 23.828125 62.109375 \r\nQ 21.484375 62.5 17.765625 60.9375 \r\nQ 14.0625 59.375 11.90625 54.6875 \r\nQ 9.765625 50 10.9375 39.84375 \r\nz\r\n\" id=\"SimHei-57\"/>\r\n      <path d=\"M 16.796875 1.953125 \r\nL 7.8125 1.953125 \r\nL 7.8125 10.546875 \r\nL 16.796875 10.546875 \r\nz\r\n\" id=\"SimHei-46\"/>\r\n     </defs>\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_10\">\r\n    \r\n    <g style=\"fill:#ffffff;\" transform=\"translate(379.325 67.7505)scale(0.1 -0.1)\">\r\n     <defs>\r\n      <path d=\"M 3.515625 19.53125 \r\nQ 4.296875 30.859375 6.046875 34.765625 \r\nQ 7.8125 38.671875 11.328125 44.53125 \r\nL 27.34375 69.53125 \r\nL 36.328125 69.53125 \r\nL 19.921875 43.75 \r\nQ 30.46875 46.484375 36.71875 42.96875 \r\nQ 42.96875 39.453125 45.109375 34.953125 \r\nQ 47.265625 30.46875 47.453125 25.1875 \r\nQ 47.65625 19.921875 45.890625 14.84375 \r\nQ 44.140625 9.765625 39.640625 5.65625 \r\nQ 35.15625 1.5625 27.140625 1.171875 \r\nQ 19.140625 0.78125 13.46875 4.09375 \r\nQ 7.8125 7.421875 5.65625 13.46875 \r\nQ 3.515625 19.53125 4.296875 30.859375 \r\nz\r\nM 12.5 16.015625 \r\nQ 19.53125 8.59375 25.390625 8.203125 \r\nQ 31.25 7.8125 35.15625 12.109375 \r\nQ 39.0625 16.40625 39.0625 24.609375 \r\nQ 39.0625 32.8125 34.171875 35.9375 \r\nQ 29.296875 39.0625 23.234375 38.28125 \r\nQ 17.1875 37.5 14.453125 32.421875 \r\nQ 11.71875 27.34375 12.109375 21.671875 \r\nQ 12.5 16.015625 19.53125 8.59375 \r\nz\r\n\" id=\"SimHei-54\"/>\r\n      <path d=\"M 2.734375 16.796875 \r\nQ 2.734375 26.171875 5.078125 30.65625 \r\nQ 7.421875 35.15625 12.890625 37.890625 \r\nQ 8.203125 40.625 6.640625 43.9375 \r\nQ 5.078125 47.265625 4.875 51.5625 \r\nQ 4.6875 55.859375 6.046875 58.984375 \r\nQ 7.421875 62.109375 10.15625 64.84375 \r\nQ 12.890625 67.578125 16.203125 68.546875 \r\nQ 19.53125 69.53125 23.4375 69.53125 \r\nQ 27.34375 69.53125 30.46875 68.75 \r\nQ 33.59375 67.96875 37.109375 65.421875 \r\nQ 40.625 62.890625 42.1875 58.203125 \r\nQ 43.75 53.515625 41.984375 47.265625 \r\nQ 40.234375 41.015625 32.8125 37.5 \r\nQ 39.453125 35.546875 42.1875 31.4375 \r\nQ 44.921875 27.34375 44.921875 21.484375 \r\nQ 44.921875 15.625 43.15625 12.109375 \r\nQ 41.40625 8.59375 39.25 6.25 \r\nQ 37.109375 3.90625 33.390625 2.53125 \r\nQ 29.6875 1.171875 24.015625 1.171875 \r\nQ 18.359375 1.171875 14.25 2.53125 \r\nQ 10.15625 3.90625 7.421875 6.640625 \r\nQ 4.6875 9.375 3.703125 13.078125 \r\nQ 2.734375 16.796875 2.734375 26.171875 \r\nz\r\nM 10.9375 26.5625 \r\nQ 10.546875 17.1875 12.296875 13.671875 \r\nQ 14.0625 10.15625 18.75 9.171875 \r\nQ 23.4375 8.203125 28.515625 9.375 \r\nQ 33.59375 10.546875 35.546875 14.84375 \r\nQ 37.5 19.140625 36.90625 23.4375 \r\nQ 36.328125 27.734375 32.03125 30.65625 \r\nQ 27.734375 33.59375 22.65625 33.203125 \r\nQ 17.578125 32.8125 14.25 29.6875 \r\nQ 10.9375 26.5625 10.546875 17.1875 \r\nz\r\nM 12.109375 56.25 \r\nQ 12.109375 48.4375 14.84375 44.921875 \r\nQ 17.578125 41.40625 23.4375 41.40625 \r\nQ 29.296875 41.40625 32.21875 44.921875 \r\nQ 35.15625 48.4375 34.953125 53.3125 \r\nQ 34.765625 58.203125 31.4375 60.546875 \r\nQ 28.125 62.890625 22.453125 62.5 \r\nQ 16.796875 62.109375 14.453125 59.171875 \r\nQ 12.109375 56.25 12.109375 48.4375 \r\nz\r\n\" id=\"SimHei-56\"/>\r\n     </defs>\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-56\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_11\">\r\n    \r\n    <g style=\"fill:#ffffff;\" transform=\"translate(81.725 154.7265)scale(0.1 -0.1)\">\r\n     <defs>\r\n      <path d=\"M 13.28125 2.34375 \r\nQ 20.3125 32.03125 37.890625 61.328125 \r\nL 4.296875 61.328125 \r\nL 4.296875 68.359375 \r\nL 46.09375 68.359375 \r\nL 46.09375 61.71875 \r\nQ 27.734375 32.03125 21.875 2.34375 \r\nL 13.28125 2.34375 \r\nz\r\n\" id=\"SimHei-55\"/>\r\n     </defs>\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_12\">\r\n    \r\n    <g style=\"fill:#ffffff;\" transform=\"translate(81.725 328.6785)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-57\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_13\">\r\n    \r\n    <g transform=\"translate(236.525 15.45)scale(0.12 -0.12)\">\r\n     <defs>\r\n      <path d=\"M 28.90625 1.953125 \r\nL 19.921875 1.953125 \r\nL 19.921875 68.75 \r\nL 28.90625 68.75 \r\nz\r\n\" id=\"SimHei-73\"/>\r\n      <path d=\"M 46.484375 28.515625 \r\nQ 46.09375 13.671875 40.234375 7.421875 \r\nQ 34.375 1.171875 26.171875 1.171875 \r\nQ 16.796875 1.171875 10.15625 8.78125 \r\nQ 3.515625 16.40625 3.515625 33.203125 \r\nQ 3.515625 51.5625 9.953125 60.546875 \r\nQ 16.40625 69.53125 26.5625 69.53125 \r\nQ 35.15625 69.53125 40.8125 63.078125 \r\nQ 46.484375 56.640625 46.09375 44.921875 \r\nL 37.5 44.921875 \r\nQ 37.5 53.515625 34.765625 57.8125 \r\nQ 32.03125 62.109375 26.5625 62.109375 \r\nQ 20.3125 62.109375 16.59375 55.65625 \r\nQ 12.890625 49.21875 12.890625 33.984375 \r\nQ 12.890625 19.921875 16.59375 14.25 \r\nQ 20.3125 8.59375 26.171875 8.59375 \r\nQ 30.46875 8.59375 33.984375 12.6875 \r\nQ 37.5 16.796875 37.5 28.515625 \r\nz\r\n\" id=\"SimHei-67\"/>\r\n     </defs>\r\n     <use xlink:href=\"#SimHei-65\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-73\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-67\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_2\">\r\n   <g id=\"patch_3\">\r\n    <path clip-path=\"url(#p095c578e1c)\" d=\"M 496.625 456.33 \r\nL 496.625 454.63125 \r\nL 496.625 23.14875 \r\nL 496.625 21.45 \r\nL 518.369 21.45 \r\nL 518.369 23.14875 \r\nL 518.369 454.63125 \r\nL 518.369 456.33 \r\nz\r\n\" style=\"fill:#ffffff;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.01;\"/>\r\n   </g>\r\n   <image height=\"435\" id=\"image8c475db098\" transform=\"scale(1 -1)translate(0 -435)\" width=\"21\" x=\"497\" xlink:href=\"data:image/png;base64,\r\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\" y=\"-21\"/>\r\n   <g id=\"matplotlib.axis_3\"/>\r\n   <g id=\"matplotlib.axis_4\">\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_9\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 3.5 0 \r\n\" id=\"m1592f690f1\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"518.369\" xlink:href=\"#m1592f690f1\" y=\"406.522173\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      \r\n      <g transform=\"translate(525.369 409.959673)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"518.369\" xlink:href=\"#m1592f690f1\" y=\"344.837754\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_15\">\r\n      \r\n      <g transform=\"translate(525.369 348.275254)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-52\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"518.369\" xlink:href=\"#m1592f690f1\" y=\"283.153335\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_16\">\r\n      \r\n      <g transform=\"translate(525.369 286.590835)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 8.59375 20.703125 \r\nQ 11.328125 10.15625 17.96875 8.984375 \r\nQ 24.609375 7.8125 28.703125 10.34375 \r\nQ 32.8125 12.890625 34.5625 16.984375 \r\nQ 36.328125 21.09375 36.125 26.171875 \r\nQ 35.9375 31.25 33.390625 34.765625 \r\nQ 30.859375 38.28125 26.953125 39.453125 \r\nQ 23.046875 40.625 18.15625 39.453125 \r\nQ 13.28125 38.28125 10.15625 33.984375 \r\nL 3.515625 34.765625 \r\nQ 4.296875 37.109375 10.9375 68.359375 \r\nL 41.796875 68.359375 \r\nL 41.796875 61.328125 \r\nL 16.796875 61.328125 \r\nQ 14.84375 50.78125 12.890625 44.53125 \r\nQ 18.75 47.265625 23.828125 47.0625 \r\nQ 28.90625 46.875 33.59375 44.71875 \r\nQ 38.28125 42.578125 40.421875 38.859375 \r\nQ 42.578125 35.15625 43.546875 31.4375 \r\nQ 44.53125 27.734375 44.328125 23.4375 \r\nQ 44.140625 19.140625 42.578125 14.640625 \r\nQ 41.015625 10.15625 37.890625 7.21875 \r\nQ 34.765625 4.296875 30.265625 2.53125 \r\nQ 25.78125 0.78125 19.921875 1.171875 \r\nQ 14.0625 1.5625 8.78125 5.46875 \r\nQ 3.515625 9.375 1.5625 18.75 \r\nz\r\n\" id=\"SimHei-53\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_9\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"518.369\" xlink:href=\"#m1592f690f1\" y=\"221.468916\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_17\">\r\n      \r\n      <g transform=\"translate(525.369 224.906416)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-54\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_10\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"518.369\" xlink:href=\"#m1592f690f1\" y=\"159.784496\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_18\">\r\n      \r\n      <g transform=\"translate(525.369 163.221996)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-55\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_11\">\r\n     <g id=\"line2d_14\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"518.369\" xlink:href=\"#m1592f690f1\" y=\"98.100077\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_19\">\r\n      \r\n      <g transform=\"translate(525.369 101.537577)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-56\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_12\">\r\n     <g id=\"line2d_15\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"518.369\" xlink:href=\"#m1592f690f1\" y=\"36.415658\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_20\">\r\n      \r\n      <g transform=\"translate(525.369 39.853158)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-57\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 496.625 456.33 \r\nL 496.625 454.63125 \r\nL 496.625 23.14875 \r\nL 496.625 21.45 \r\nL 518.369 21.45 \r\nL 518.369 23.14875 \r\nL 518.369 454.63125 \r\nL 518.369 456.33 \r\nz\r\n\" style=\"fill:none;\"/>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p9543078c8b\">\r\n   <rect height=\"434.88\" width=\"446.4\" x=\"22.325\" y=\"21.45\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p095c578e1c\">\r\n   <rect height=\"434.88\" width=\"21.744\" x=\"496.625\" y=\"21.45\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "thermodynamicOrder(df['报名人数（万人）'], 4, 2)"
   ]
  },
  {
   "source": [
    "可以得到p=3，q=0 效果最好\n",
    "\n",
    "\n",
    "## 录取人数热力图"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x576 with 2 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n\r\n<svg height=\"478.655pt\" version=\"1.1\" viewBox=\"0 0 557.569 478.655\" width=\"557.569pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-02-20T17:05:07.140714</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.2, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 478.655 \r\nL 557.569 478.655 \r\nL 557.569 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 22.325 456.33 \r\nL 468.725 456.33 \r\nL 468.725 21.45 \r\nL 22.325 21.45 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"QuadMesh_1\">\r\n    <path clip-path=\"url(#pd54d2a1122)\" d=\"M 22.325 21.45 \r\nL 171.125 21.45 \r\nL 171.125 108.426 \r\nL 22.325 108.426 \r\nL 22.325 21.45 \r\n\" style=\"fill:none;\"/>\r\n    <path clip-path=\"url(#pd54d2a1122)\" d=\"M 171.125 21.45 \r\nL 319.925 21.45 \r\nL 319.925 108.426 \r\nL 171.125 108.426 \r\nL 171.125 21.45 \r\n\" style=\"fill:#921c5b;\"/>\r\n    <path clip-path=\"url(#pd54d2a1122)\" d=\"M 319.925 21.45 \r\nL 468.725 21.45 \r\nL 468.725 108.426 \r\nL 319.925 108.426 \r\nL 319.925 21.45 \r\n\" style=\"fill:#35193e;\"/>\r\n    <path clip-path=\"url(#pd54d2a1122)\" d=\"M 22.325 108.426 \r\nL 171.125 108.426 \r\nL 171.125 195.402 \r\nL 22.325 195.402 \r\nL 22.325 108.426 \r\n\" style=\"fill:#f4835b;\"/>\r\n    <path clip-path=\"url(#pd54d2a1122)\" d=\"M 171.125 108.426 \r\nL 319.925 108.426 \r\nL 319.925 195.402 \r\nL 171.125 195.402 \r\nL 171.125 108.426 \r\n\" style=\"fill:#e8403e;\"/>\r\n    <path clip-path=\"url(#pd54d2a1122)\" d=\"M 319.925 108.426 \r\nL 468.725 108.426 \r\nL 468.725 195.402 \r\nL 319.925 195.402 \r\nL 319.925 108.426 \r\n\" style=\"fill:#33183c;\"/>\r\n    <path clip-path=\"url(#pd54d2a1122)\" d=\"M 22.325 195.402 \r\nL 171.125 195.402 \r\nL 171.125 282.378 \r\nL 22.325 282.378 \r\nL 22.325 195.402 \r\n\" style=\"fill:#03051a;\"/>\r\n    <path clip-path=\"url(#pd54d2a1122)\" d=\"M 171.125 195.402 \r\nL 319.925 195.402 \r\nL 319.925 282.378 \r\nL 171.125 282.378 \r\nL 171.125 195.402 \r\n\" style=\"fill:#b71657;\"/>\r\n    <path clip-path=\"url(#pd54d2a1122)\" d=\"M 319.925 195.402 \r\nL 468.725 195.402 \r\nL 468.725 282.378 \r\nL 319.925 282.378 \r\nL 319.925 195.402 \r\n\" style=\"fill:#faebdd;\"/>\r\n    <path clip-path=\"url(#pd54d2a1122)\" d=\"M 22.325 282.378 \r\nL 171.125 282.378 \r\nL 171.125 369.354 \r\nL 22.325 369.354 \r\nL 22.325 282.378 \r\n\" style=\"fill:#b71657;\"/>\r\n    <path clip-path=\"url(#pd54d2a1122)\" d=\"M 171.125 282.378 \r\nL 319.925 282.378 \r\nL 319.925 369.354 \r\nL 171.125 369.354 \r\nL 171.125 282.378 \r\n\" style=\"fill:#e53940;\"/>\r\n    <path clip-path=\"url(#pd54d2a1122)\" d=\"M 319.925 282.378 \r\nL 468.725 282.378 \r\nL 468.725 369.354 \r\nL 319.925 369.354 \r\nL 319.925 282.378 \r\n\" style=\"fill:#f9e3d2;\"/>\r\n    <path clip-path=\"url(#pd54d2a1122)\" d=\"M 22.325 369.354 \r\nL 171.125 369.354 \r\nL 171.125 456.33 \r\nL 22.325 456.33 \r\nL 22.325 369.354 \r\n\" style=\"fill:#f7c7a8;\"/>\r\n    <path clip-path=\"url(#pd54d2a1122)\" d=\"M 171.125 369.354 \r\nL 319.925 369.354 \r\nL 319.925 456.33 \r\nL 171.125 456.33 \r\nL 171.125 369.354 \r\n\" style=\"fill:#f7c4a4;\"/>\r\n    <path clip-path=\"url(#pd54d2a1122)\" d=\"M 319.925 369.354 \r\nL 468.725 369.354 \r\nL 468.725 456.33 \r\nL 319.925 456.33 \r\nL 319.925 369.354 \r\n\" style=\"fill:none;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"me1a918a57a\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"96.725\" xlink:href=\"#me1a918a57a\" y=\"456.33\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      \r\n      <g transform=\"translate(89.225 470.205)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 45.703125 1.953125 \r\nL 37.890625 1.953125 \r\nL 37.890625 49.609375 \r\nL 37.109375 49.609375 \r\nL 27.734375 1.953125 \r\nL 21.484375 1.953125 \r\nL 12.109375 49.609375 \r\nL 11.328125 49.609375 \r\nL 11.328125 1.953125 \r\nL 3.515625 1.953125 \r\nL 3.515625 68.75 \r\nL 15.625 68.75 \r\nL 24.21875 24.609375 \r\nL 25 24.609375 \r\nL 33.59375 68.75 \r\nL 45.703125 68.75 \r\nz\r\n\" id=\"SimHei-77\"/>\r\n        <path d=\"M 48.046875 1.953125 \r\nL 38.671875 1.953125 \r\nL 33.203125 22.65625 \r\nL 16.015625 22.65625 \r\nL 10.546875 1.953125 \r\nL 1.171875 1.953125 \r\nL 20.703125 69.53125 \r\nL 28.515625 69.53125 \r\nz\r\nM 31.25 30.078125 \r\nL 25 53.90625 \r\nL 24.21875 53.90625 \r\nL 17.96875 30.078125 \r\nz\r\n\" id=\"SimHei-65\"/>\r\n        <path d=\"M 3.125 29.296875 \r\nQ 3.90625 50 6.4375 56.046875 \r\nQ 8.984375 62.109375 13.671875 66.015625 \r\nQ 18.359375 69.921875 25.1875 69.921875 \r\nQ 32.03125 69.921875 37.109375 64.25 \r\nQ 42.1875 58.59375 43.75 50 \r\nQ 45.3125 41.40625 44.71875 30.265625 \r\nQ 44.140625 19.140625 40.8125 12.109375 \r\nQ 37.5 5.078125 30.859375 2.34375 \r\nQ 24.21875 -0.390625 17.578125 2.921875 \r\nQ 10.9375 6.25 8.203125 11.71875 \r\nQ 5.46875 17.1875 4.296875 23.234375 \r\nQ 3.125 29.296875 3.90625 50 \r\nz\r\nM 12.890625 52.734375 \r\nQ 10.546875 31.25 12.5 22.84375 \r\nQ 14.453125 14.453125 18.9375 10.9375 \r\nQ 23.4375 7.421875 28.125 9.5625 \r\nQ 32.8125 11.71875 34.953125 18.15625 \r\nQ 37.109375 24.609375 37.109375 32.21875 \r\nQ 37.109375 39.84375 36.515625 46.09375 \r\nQ 35.9375 52.34375 33 57.421875 \r\nQ 30.078125 62.5 25.1875 62.6875 \r\nQ 20.3125 62.890625 16.59375 57.8125 \r\nQ 12.890625 52.734375 10.546875 31.25 \r\nz\r\n\" id=\"SimHei-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-77\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-65\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"245.525\" xlink:href=\"#me1a918a57a\" y=\"456.33\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      \r\n      <g transform=\"translate(238.025 470.205)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 21.875 56.25 \r\nQ 16.796875 51.171875 8.984375 46.484375 \r\nL 8.984375 53.90625 \r\nQ 18.75 60.546875 25 69.53125 \r\nL 29.6875 69.53125 \r\nL 29.6875 2.34375 \r\nL 21.875 2.34375 \r\nz\r\n\" id=\"SimHei-49\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-77\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-65\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"394.325\" xlink:href=\"#me1a918a57a\" y=\"456.33\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      \r\n      <g transform=\"translate(386.825 470.205)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 4.6875 3.90625 \r\nQ 5.078125 9.765625 10.15625 14.453125 \r\nQ 15.234375 19.140625 23.046875 29.09375 \r\nQ 30.859375 39.0625 33.203125 44.53125 \r\nQ 35.546875 50 34.953125 53.90625 \r\nQ 34.375 57.8125 31.25 60.34375 \r\nQ 28.125 62.890625 24.015625 62.5 \r\nQ 19.921875 62.109375 16.203125 59.375 \r\nQ 12.5 56.640625 10.546875 51.171875 \r\nL 3.125 52.34375 \r\nQ 6.25 61.328125 11.125 65.421875 \r\nQ 16.015625 69.53125 22.65625 69.921875 \r\nQ 26.5625 70.3125 29.6875 69.71875 \r\nQ 32.8125 69.140625 36.125 66.984375 \r\nQ 39.453125 64.84375 41.59375 60.546875 \r\nQ 43.75 56.25 43.15625 50.1875 \r\nQ 42.578125 44.140625 37.109375 35.734375 \r\nQ 31.640625 27.34375 16.015625 9.375 \r\nL 44.140625 9.375 \r\nL 44.140625 2.34375 \r\nL 4.6875 2.34375 \r\nz\r\n\" id=\"SimHei-50\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-77\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-65\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_4\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"mba0cde8d4e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"22.325\" xlink:href=\"#mba0cde8d4e\" y=\"64.938\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      \r\n      <g transform=\"translate(14.075 76.5005)rotate(-90)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 46.875 1.953125 \r\nL 37.5 1.953125 \r\nL 23.4375 30.859375 \r\nL 13.28125 30.859375 \r\nL 13.28125 1.953125 \r\nL 4.296875 1.953125 \r\nL 4.296875 68.75 \r\nL 23.828125 68.75 \r\nQ 33.203125 68.75 39.0625 64.25 \r\nQ 44.921875 59.765625 44.921875 49.609375 \r\nQ 44.921875 41.796875 41.015625 37.5 \r\nQ 37.109375 33.203125 32.03125 32.03125 \r\nz\r\nM 35.9375 49.609375 \r\nQ 35.9375 55.078125 32.609375 58.203125 \r\nQ 29.296875 61.328125 21.875 61.328125 \r\nL 13.28125 61.328125 \r\nL 13.28125 38.28125 \r\nL 24.21875 38.28125 \r\nQ 28.90625 38.28125 32.421875 40.8125 \r\nQ 35.9375 43.359375 35.9375 49.609375 \r\nz\r\n\" id=\"SimHei-82\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-65\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-82\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"22.325\" xlink:href=\"#mba0cde8d4e\" y=\"151.914\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      \r\n      <g transform=\"translate(14.075 163.4765)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-65\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-82\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"22.325\" xlink:href=\"#mba0cde8d4e\" y=\"238.89\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      \r\n      <g transform=\"translate(14.075 250.4525)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-65\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-82\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"22.325\" xlink:href=\"#mba0cde8d4e\" y=\"325.866\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      \r\n      <g transform=\"translate(14.075 337.4285)rotate(-90)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 3.90625 19.140625 \r\nL 10.9375 20.3125 \r\nQ 12.5 15.234375 16.015625 11.90625 \r\nQ 19.53125 8.59375 24.796875 8.78125 \r\nQ 30.078125 8.984375 33.203125 13.078125 \r\nQ 36.328125 17.1875 35.9375 22.453125 \r\nQ 35.546875 27.734375 31.828125 30.65625 \r\nQ 28.125 33.59375 19.921875 34.765625 \r\nL 19.921875 39.84375 \r\nQ 28.125 40.625 31.828125 44.140625 \r\nQ 35.546875 47.65625 35.15625 53.3125 \r\nQ 34.765625 58.984375 30.078125 61.515625 \r\nQ 25.390625 64.0625 20.109375 62.109375 \r\nQ 14.84375 60.15625 11.71875 51.171875 \r\nL 4.6875 52.34375 \r\nQ 7.03125 59.375 11.125 64.0625 \r\nQ 15.234375 68.75 22.265625 69.53125 \r\nQ 29.296875 70.3125 34.5625 67.765625 \r\nQ 39.84375 65.234375 41.984375 59.953125 \r\nQ 44.140625 54.6875 42.578125 48.4375 \r\nQ 41.015625 42.1875 33.59375 37.5 \r\nQ 39.0625 35.15625 41.984375 30.46875 \r\nQ 44.921875 25.78125 43.9375 18.15625 \r\nQ 42.96875 10.546875 37.109375 5.859375 \r\nQ 31.25 1.171875 23.828125 1.359375 \r\nQ 16.40625 1.5625 10.9375 6.046875 \r\nQ 5.46875 10.546875 3.90625 19.140625 \r\nz\r\n\" id=\"SimHei-51\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-65\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-82\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-51\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"22.325\" xlink:href=\"#mba0cde8d4e\" y=\"412.842\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      \r\n      <g transform=\"translate(14.075 424.4045)rotate(-90)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 31.25 17.1875 \r\nL 1.171875 17.1875 \r\nL 1.171875 23.828125 \r\nL 32.8125 69.53125 \r\nL 38.671875 69.53125 \r\nL 38.671875 23.828125 \r\nL 48.046875 23.828125 \r\nL 48.046875 17.1875 \r\nL 38.671875 17.1875 \r\nL 38.671875 2.34375 \r\nL 31.25 2.34375 \r\nz\r\nM 31.25 23.828125 \r\nL 31.25 54.6875 \r\nL 9.375 23.828125 \r\nz\r\n\" id=\"SimHei-52\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-65\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-82\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_9\">\r\n    \r\n    <g style=\"fill:#ffffff;\" transform=\"translate(230.525 67.7505)scale(0.1 -0.1)\">\r\n     <defs>\r\n      <path d=\"M 16.796875 1.953125 \r\nL 7.8125 1.953125 \r\nL 7.8125 10.546875 \r\nL 16.796875 10.546875 \r\nz\r\n\" id=\"SimHei-46\"/>\r\n      <path d=\"M 13.28125 2.34375 \r\nQ 20.3125 32.03125 37.890625 61.328125 \r\nL 4.296875 61.328125 \r\nL 4.296875 68.359375 \r\nL 46.09375 68.359375 \r\nL 46.09375 61.71875 \r\nQ 27.734375 32.03125 21.875 2.34375 \r\nL 13.28125 2.34375 \r\nz\r\n\" id=\"SimHei-55\"/>\r\n     </defs>\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_10\">\r\n    \r\n    <g style=\"fill:#ffffff;\" transform=\"translate(379.325 67.7505)scale(0.1 -0.1)\">\r\n     <defs>\r\n      <path d=\"M 8.59375 20.703125 \r\nQ 11.328125 10.15625 17.96875 8.984375 \r\nQ 24.609375 7.8125 28.703125 10.34375 \r\nQ 32.8125 12.890625 34.5625 16.984375 \r\nQ 36.328125 21.09375 36.125 26.171875 \r\nQ 35.9375 31.25 33.390625 34.765625 \r\nQ 30.859375 38.28125 26.953125 39.453125 \r\nQ 23.046875 40.625 18.15625 39.453125 \r\nQ 13.28125 38.28125 10.15625 33.984375 \r\nL 3.515625 34.765625 \r\nQ 4.296875 37.109375 10.9375 68.359375 \r\nL 41.796875 68.359375 \r\nL 41.796875 61.328125 \r\nL 16.796875 61.328125 \r\nQ 14.84375 50.78125 12.890625 44.53125 \r\nQ 18.75 47.265625 23.828125 47.0625 \r\nQ 28.90625 46.875 33.59375 44.71875 \r\nQ 38.28125 42.578125 40.421875 38.859375 \r\nQ 42.578125 35.15625 43.546875 31.4375 \r\nQ 44.53125 27.734375 44.328125 23.4375 \r\nQ 44.140625 19.140625 42.578125 14.640625 \r\nQ 41.015625 10.15625 37.890625 7.21875 \r\nQ 34.765625 4.296875 30.265625 2.53125 \r\nQ 25.78125 0.78125 19.921875 1.171875 \r\nQ 14.0625 1.5625 8.78125 5.46875 \r\nQ 3.515625 9.375 1.5625 18.75 \r\nz\r\n\" id=\"SimHei-53\"/>\r\n     </defs>\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-53\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_11\">\r\n    \r\n    <g style=\"fill:#ffffff;\" transform=\"translate(81.725 154.7265)scale(0.1 -0.1)\">\r\n     <defs>\r\n      <path d=\"M 3.515625 19.53125 \r\nQ 4.296875 30.859375 6.046875 34.765625 \r\nQ 7.8125 38.671875 11.328125 44.53125 \r\nL 27.34375 69.53125 \r\nL 36.328125 69.53125 \r\nL 19.921875 43.75 \r\nQ 30.46875 46.484375 36.71875 42.96875 \r\nQ 42.96875 39.453125 45.109375 34.953125 \r\nQ 47.265625 30.46875 47.453125 25.1875 \r\nQ 47.65625 19.921875 45.890625 14.84375 \r\nQ 44.140625 9.765625 39.640625 5.65625 \r\nQ 35.15625 1.5625 27.140625 1.171875 \r\nQ 19.140625 0.78125 13.46875 4.09375 \r\nQ 7.8125 7.421875 5.65625 13.46875 \r\nQ 3.515625 19.53125 4.296875 30.859375 \r\nz\r\nM 12.5 16.015625 \r\nQ 19.53125 8.59375 25.390625 8.203125 \r\nQ 31.25 7.8125 35.15625 12.109375 \r\nQ 39.0625 16.40625 39.0625 24.609375 \r\nQ 39.0625 32.8125 34.171875 35.9375 \r\nQ 29.296875 39.0625 23.234375 38.28125 \r\nQ 17.1875 37.5 14.453125 32.421875 \r\nQ 11.71875 27.34375 12.109375 21.671875 \r\nQ 12.5 16.015625 19.53125 8.59375 \r\nz\r\n\" id=\"SimHei-54\"/>\r\n     </defs>\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_12\">\r\n    \r\n    <g style=\"fill:#ffffff;\" transform=\"translate(230.525 154.7265)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-54\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_13\">\r\n    \r\n    <g style=\"fill:#ffffff;\" transform=\"translate(379.325 154.7265)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-55\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-49\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_14\">\r\n    \r\n    <g style=\"fill:#ffffff;\" transform=\"translate(81.725 241.7025)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-51\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_15\">\r\n    \r\n    <g style=\"fill:#ffffff;\" transform=\"translate(230.525 241.7025)scale(0.1 -0.1)\">\r\n     <defs>\r\n      <path d=\"M 12.5 1.171875 \r\nQ 21.09375 15.625 26.5625 27.34375 \r\nQ 16.796875 25.78125 10.34375 29.875 \r\nQ 3.90625 33.984375 2.53125 41.015625 \r\nQ 1.171875 48.046875 2.734375 53.703125 \r\nQ 4.296875 59.375 7.609375 63.078125 \r\nQ 10.9375 66.796875 15.625 68.359375 \r\nQ 20.3125 69.921875 24.015625 69.921875 \r\nQ 27.734375 69.921875 31.640625 68.359375 \r\nQ 35.546875 66.796875 38.671875 63.671875 \r\nQ 41.796875 60.546875 42.96875 57.21875 \r\nQ 44.140625 53.90625 44.140625 48.625 \r\nQ 44.140625 43.359375 40.234375 35.15625 \r\nQ 36.328125 26.953125 21.09375 1.171875 \r\nz\r\nM 9.765625 50 \r\nQ 10.9375 39.84375 14.640625 36.515625 \r\nQ 18.359375 33.203125 22.65625 33.59375 \r\nQ 26.953125 33.984375 29.484375 35.9375 \r\nQ 32.03125 37.890625 34.375 42.578125 \r\nQ 35.9375 48.4375 35.15625 52.53125 \r\nQ 34.375 56.640625 31.046875 59.375 \r\nQ 27.734375 62.109375 23.828125 62.109375 \r\nQ 21.484375 62.5 17.765625 60.9375 \r\nQ 14.0625 59.375 11.90625 54.6875 \r\nQ 9.765625 50 10.9375 39.84375 \r\nz\r\n\" id=\"SimHei-57\"/>\r\n     </defs>\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_16\">\r\n    \r\n    <g style=\"fill:#262626;\" transform=\"translate(379.325 241.7025)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_17\">\r\n    \r\n    <g style=\"fill:#ffffff;\" transform=\"translate(81.725 328.6785)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_18\">\r\n    \r\n    <g style=\"fill:#ffffff;\" transform=\"translate(230.525 328.6785)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-54\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-57\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_19\">\r\n    \r\n    <g style=\"fill:#262626;\" transform=\"translate(379.325 328.6785)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-52\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-48\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_20\">\r\n    \r\n    <g style=\"fill:#262626;\" transform=\"translate(81.725 415.6545)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-55\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_21\">\r\n    \r\n    <g style=\"fill:#262626;\" transform=\"translate(230.525 415.6545)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#SimHei-49\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n     <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n     <use x=\"250\" xlink:href=\"#SimHei-52\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_22\">\r\n    \r\n    <g transform=\"translate(236.525 15.45)scale(0.12 -0.12)\">\r\n     <defs>\r\n      <path d=\"M 28.90625 1.953125 \r\nL 19.921875 1.953125 \r\nL 19.921875 68.75 \r\nL 28.90625 68.75 \r\nz\r\n\" id=\"SimHei-73\"/>\r\n      <path d=\"M 46.484375 28.515625 \r\nQ 46.09375 13.671875 40.234375 7.421875 \r\nQ 34.375 1.171875 26.171875 1.171875 \r\nQ 16.796875 1.171875 10.15625 8.78125 \r\nQ 3.515625 16.40625 3.515625 33.203125 \r\nQ 3.515625 51.5625 9.953125 60.546875 \r\nQ 16.40625 69.53125 26.5625 69.53125 \r\nQ 35.15625 69.53125 40.8125 63.078125 \r\nQ 46.484375 56.640625 46.09375 44.921875 \r\nL 37.5 44.921875 \r\nQ 37.5 53.515625 34.765625 57.8125 \r\nQ 32.03125 62.109375 26.5625 62.109375 \r\nQ 20.3125 62.109375 16.59375 55.65625 \r\nQ 12.890625 49.21875 12.890625 33.984375 \r\nQ 12.890625 19.921875 16.59375 14.25 \r\nQ 20.3125 8.59375 26.171875 8.59375 \r\nQ 30.46875 8.59375 33.984375 12.6875 \r\nQ 37.5 16.796875 37.5 28.515625 \r\nz\r\n\" id=\"SimHei-67\"/>\r\n     </defs>\r\n     <use xlink:href=\"#SimHei-65\"/>\r\n     <use x=\"50\" xlink:href=\"#SimHei-73\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-67\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_2\">\r\n   <g id=\"patch_3\">\r\n    <path clip-path=\"url(#p33b2431d6a)\" d=\"M 496.625 456.33 \r\nL 496.625 454.63125 \r\nL 496.625 23.14875 \r\nL 496.625 21.45 \r\nL 518.369 21.45 \r\nL 518.369 23.14875 \r\nL 518.369 454.63125 \r\nL 518.369 456.33 \r\nz\r\n\" style=\"fill:#ffffff;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.01;\"/>\r\n   </g>\r\n   <image height=\"435\" id=\"imageff6f6898d9\" transform=\"scale(1 -1)translate(0 -435)\" width=\"21\" x=\"497\" xlink:href=\"data:image/png;base64,\r\niVBORw0KGgoAAAANSUhEUgAAABUAAAGzCAYAAADAJVzRAAACFklEQVR4nO2d0XEkMRBCpbEuics/TzsJ3scrIAAKBrql2Vqv78+//78njC9NeM457yKkN08L2fcoPXmlIvufRikSlMi+RukHBOV5pqtUHkilRPaJ1ec5TkRBda8+zzN99+bFbvaJoKrteypVbt9TKZN9jdL609Riv7v8oqA8s88EFac0nVGb/c1+GJ5KPULqrj3lN+k8PEF5yi8KylT+BRWGKKjdpOMoL3+5fU+lTJcJgFS0pDdRcaieKUDqmf0FFSddUACpKKj4l8RXKahSeXiuPQsqD9HstwcFkK5SAKkoKIAUCgqolMi+SCkRlOnTnjwWVB7vO3n/nqA85TdV6ldTKYJUFFT17L/rsQ+Qtisl0i+379lS7wO29IICSC/wxkt9DceiVHRDAZ7pKpXHA76CtqAALCiL0gu885gqJbJvUcqcpoDW9qCI8iNj6rFfr7R8SVdvKZP96kq9Izqj8qRTCpASWj32GaUEbbl9qlLAXx1122+v1CEqtaDiWFDNSkW/MdMdFKU0zyuy372l3tH8SrOnUtBpuqDCQMpvsr9KpdFeqe4ttdM0D+h+Knrl8VTKo7R89i1Kmc+kF1QaW9KaoKrLrwqqufyqoDRKmSXdbH+V2uyHYQqq2r6nUiL79/7ESesrtdlPQzX7momqrpTI/pZ0HO3nvqf8xD5V2bcoJf4Bvci+qVKa46S7UsREebbUJiqPPyUxLyWf9VHRAAAAAElFTkSuQmCC\" y=\"-21\"/>\r\n   <g id=\"matplotlib.axis_3\"/>\r\n   <g id=\"matplotlib.axis_4\">\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_9\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 3.5 0 \r\n\" id=\"m512d5cadd0\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"518.369\" xlink:href=\"#m512d5cadd0\" y=\"419.304493\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_23\">\r\n      \r\n      <g transform=\"translate(525.369 422.741993)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"518.369\" xlink:href=\"#m512d5cadd0\" y=\"369.397016\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_24\">\r\n      \r\n      <g transform=\"translate(525.369 372.834516)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"518.369\" xlink:href=\"#m512d5cadd0\" y=\"319.489539\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_25\">\r\n      \r\n      <g transform=\"translate(525.369 322.927039)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_9\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"518.369\" xlink:href=\"#m512d5cadd0\" y=\"269.582062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_26\">\r\n      \r\n      <g transform=\"translate(525.369 273.019562)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-51\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_10\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"518.369\" xlink:href=\"#m512d5cadd0\" y=\"219.674584\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_27\">\r\n      \r\n      <g transform=\"translate(525.369 223.112084)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-51\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_11\">\r\n     <g id=\"line2d_14\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"518.369\" xlink:href=\"#m512d5cadd0\" y=\"169.767107\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_28\">\r\n      \r\n      <g transform=\"translate(525.369 173.204607)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-52\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_12\">\r\n     <g id=\"line2d_15\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"518.369\" xlink:href=\"#m512d5cadd0\" y=\"119.85963\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_29\">\r\n      \r\n      <g transform=\"translate(525.369 123.29713)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-52\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_13\">\r\n     <g id=\"line2d_16\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"518.369\" xlink:href=\"#m512d5cadd0\" y=\"69.952153\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_30\">\r\n      \r\n      <g transform=\"translate(525.369 73.389653)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-51\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 496.625 456.33 \r\nL 496.625 454.63125 \r\nL 496.625 23.14875 \r\nL 496.625 21.45 \r\nL 518.369 21.45 \r\nL 518.369 23.14875 \r\nL 518.369 454.63125 \r\nL 518.369 456.33 \r\nz\r\n\" style=\"fill:none;\"/>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pd54d2a1122\">\r\n   <rect height=\"434.88\" width=\"446.4\" x=\"22.325\" y=\"21.45\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p33b2431d6a\">\r\n   <rect height=\"434.88\" width=\"21.744\" x=\"496.625\" y=\"21.45\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "thermodynamicOrder(enrolldiff['一阶差分'], 4, 2)"
   ]
  },
  {
   "source": [
    "可以得到p=2，q=0效果最好"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "# 模型预测\n",
    "\n",
    "\n",
    "## 还原差分函数"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def revert(diffValues, *lastValue):\n",
    "    for i in range(len(lastValue)):\n",
    "        result = []\n",
    "        lv = lastValue[i]\n",
    "        for dv in diffValues:\n",
    "            lv = dv + lv\n",
    "            result.append(lv)\n",
    "        diffValues = result\n",
    "    return diffValues"
   ]
  },
  {
   "source": [
    "## 报名预测"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='年份'>"
      ]
     },
     "metadata": {},
     "execution_count": 19
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1080x432 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n\r\n<svg height=\"369.9975pt\" version=\"1.1\" viewBox=\"0 0 873.4 369.9975\" width=\"873.4pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-02-20T17:05:07.798005</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.2, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  </rdf:RDF>\r\n </metadata>\r\n <defs>\r\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 369.9975 \r\nL 873.4 369.9975 \r\nL 873.4 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 29.2 333.36 \r\nL 866.2 333.36 \r\nL 866.2 7.2 \r\nL 29.2 7.2 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"md896c83a26\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"67.245455\" xlink:href=\"#md896c83a26\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      \r\n      <g transform=\"translate(52.245455 348.32875)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 21.875 56.25 \r\nQ 16.796875 51.171875 8.984375 46.484375 \r\nL 8.984375 53.90625 \r\nQ 18.75 60.546875 25 69.53125 \r\nL 29.6875 69.53125 \r\nL 29.6875 2.34375 \r\nL 21.875 2.34375 \r\nz\r\n\" id=\"SimHei-49\"/>\r\n        <path d=\"M 12.5 1.171875 \r\nQ 21.09375 15.625 26.5625 27.34375 \r\nQ 16.796875 25.78125 10.34375 29.875 \r\nQ 3.90625 33.984375 2.53125 41.015625 \r\nQ 1.171875 48.046875 2.734375 53.703125 \r\nQ 4.296875 59.375 7.609375 63.078125 \r\nQ 10.9375 66.796875 15.625 68.359375 \r\nQ 20.3125 69.921875 24.015625 69.921875 \r\nQ 27.734375 69.921875 31.640625 68.359375 \r\nQ 35.546875 66.796875 38.671875 63.671875 \r\nQ 41.796875 60.546875 42.96875 57.21875 \r\nQ 44.140625 53.90625 44.140625 48.625 \r\nQ 44.140625 43.359375 40.234375 35.15625 \r\nQ 36.328125 26.953125 21.09375 1.171875 \r\nz\r\nM 9.765625 50 \r\nQ 10.9375 39.84375 14.640625 36.515625 \r\nQ 18.359375 33.203125 22.65625 33.59375 \r\nQ 26.953125 33.984375 29.484375 35.9375 \r\nQ 32.03125 37.890625 34.375 42.578125 \r\nQ 35.9375 48.4375 35.15625 52.53125 \r\nQ 34.375 56.640625 31.046875 59.375 \r\nQ 27.734375 62.109375 23.828125 62.109375 \r\nQ 21.484375 62.5 17.765625 60.9375 \r\nQ 14.0625 59.375 11.90625 54.6875 \r\nQ 9.765625 50 10.9375 39.84375 \r\nz\r\n\" id=\"SimHei-57\"/>\r\n        <path d=\"M 8.59375 20.703125 \r\nQ 11.328125 10.15625 17.96875 8.984375 \r\nQ 24.609375 7.8125 28.703125 10.34375 \r\nQ 32.8125 12.890625 34.5625 16.984375 \r\nQ 36.328125 21.09375 36.125 26.171875 \r\nQ 35.9375 31.25 33.390625 34.765625 \r\nQ 30.859375 38.28125 26.953125 39.453125 \r\nQ 23.046875 40.625 18.15625 39.453125 \r\nQ 13.28125 38.28125 10.15625 33.984375 \r\nL 3.515625 34.765625 \r\nQ 4.296875 37.109375 10.9375 68.359375 \r\nL 41.796875 68.359375 \r\nL 41.796875 61.328125 \r\nL 16.796875 61.328125 \r\nQ 14.84375 50.78125 12.890625 44.53125 \r\nQ 18.75 47.265625 23.828125 47.0625 \r\nQ 28.90625 46.875 33.59375 44.71875 \r\nQ 38.28125 42.578125 40.421875 38.859375 \r\nQ 42.578125 35.15625 43.546875 31.4375 \r\nQ 44.53125 27.734375 44.328125 23.4375 \r\nQ 44.140625 19.140625 42.578125 14.640625 \r\nQ 41.015625 10.15625 37.890625 7.21875 \r\nQ 34.765625 4.296875 30.265625 2.53125 \r\nQ 25.78125 0.78125 19.921875 1.171875 \r\nQ 14.0625 1.5625 8.78125 5.46875 \r\nQ 3.515625 9.375 1.5625 18.75 \r\nz\r\n\" id=\"SimHei-53\"/>\r\n        <path d=\"M 5.46875 45.703125 \r\nQ 14.0625 53.90625 21.484375 65.625 \r\nQ 28.90625 77.34375 29.6875 82.421875 \r\nQ 35.546875 80.078125 40.625 78.90625 \r\nQ 37.109375 75.390625 32.8125 67.578125 \r\nL 72.265625 67.578125 \r\nQ 80.859375 67.578125 89.84375 67.96875 \r\nL 89.84375 61.328125 \r\nQ 81.640625 61.71875 72.265625 61.71875 \r\nL 59.375 61.71875 \r\nL 59.375 45.703125 \r\nQ 74.21875 45.703125 85.546875 46.09375 \r\nL 85.546875 39.453125 \r\nQ 73.828125 39.84375 59.375 39.84375 \r\nL 59.375 21.484375 \r\nL 79.296875 21.484375 \r\nQ 87.890625 21.484375 95.3125 21.875 \r\nL 95.3125 15.234375 \r\nQ 88.28125 15.625 79.296875 15.625 \r\nL 59.375 15.625 \r\nL 59.375 6.640625 \r\nQ 59.375 -2.34375 59.765625 -9.765625 \r\nL 51.171875 -9.765625 \r\nQ 51.5625 -2.34375 51.5625 5.859375 \r\nL 51.5625 15.625 \r\nL 25 15.625 \r\nQ 14.0625 15.625 4.296875 15.234375 \r\nL 4.296875 21.875 \r\nQ 13.671875 21.484375 22.65625 21.484375 \r\nQ 22.65625 36.71875 22.265625 45.703125 \r\nL 51.5625 45.703125 \r\nL 51.5625 61.71875 \r\nL 29.296875 61.71875 \r\nQ 21.09375 49.21875 14.453125 41.40625 \r\nQ 10.15625 44.921875 5.46875 45.703125 \r\nz\r\nM 51.5625 21.484375 \r\nL 51.5625 39.84375 \r\nL 30.078125 39.84375 \r\nL 30.078125 21.484375 \r\nz\r\n\" id=\"SimHei-24180\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-57\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-57\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"194.063636\" xlink:href=\"#md896c83a26\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      \r\n      <g transform=\"translate(179.063636 348.32875)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 4.6875 3.90625 \r\nQ 5.078125 9.765625 10.15625 14.453125 \r\nQ 15.234375 19.140625 23.046875 29.09375 \r\nQ 30.859375 39.0625 33.203125 44.53125 \r\nQ 35.546875 50 34.953125 53.90625 \r\nQ 34.375 57.8125 31.25 60.34375 \r\nQ 28.125 62.890625 24.015625 62.5 \r\nQ 19.921875 62.109375 16.203125 59.375 \r\nQ 12.5 56.640625 10.546875 51.171875 \r\nL 3.125 52.34375 \r\nQ 6.25 61.328125 11.125 65.421875 \r\nQ 16.015625 69.53125 22.65625 69.921875 \r\nQ 26.5625 70.3125 29.6875 69.71875 \r\nQ 32.8125 69.140625 36.125 66.984375 \r\nQ 39.453125 64.84375 41.59375 60.546875 \r\nQ 43.75 56.25 43.15625 50.1875 \r\nQ 42.578125 44.140625 37.109375 35.734375 \r\nQ 31.640625 27.34375 16.015625 9.375 \r\nL 44.140625 9.375 \r\nL 44.140625 2.34375 \r\nL 4.6875 2.34375 \r\nz\r\n\" id=\"SimHei-50\"/>\r\n        <path d=\"M 3.125 29.296875 \r\nQ 3.90625 50 6.4375 56.046875 \r\nQ 8.984375 62.109375 13.671875 66.015625 \r\nQ 18.359375 69.921875 25.1875 69.921875 \r\nQ 32.03125 69.921875 37.109375 64.25 \r\nQ 42.1875 58.59375 43.75 50 \r\nQ 45.3125 41.40625 44.71875 30.265625 \r\nQ 44.140625 19.140625 40.8125 12.109375 \r\nQ 37.5 5.078125 30.859375 2.34375 \r\nQ 24.21875 -0.390625 17.578125 2.921875 \r\nQ 10.9375 6.25 8.203125 11.71875 \r\nQ 5.46875 17.1875 4.296875 23.234375 \r\nQ 3.125 29.296875 3.90625 50 \r\nz\r\nM 12.890625 52.734375 \r\nQ 10.546875 31.25 12.5 22.84375 \r\nQ 14.453125 14.453125 18.9375 10.9375 \r\nQ 23.4375 7.421875 28.125 9.5625 \r\nQ 32.8125 11.71875 34.953125 18.15625 \r\nQ 37.109375 24.609375 37.109375 32.21875 \r\nQ 37.109375 39.84375 36.515625 46.09375 \r\nQ 35.9375 52.34375 33 57.421875 \r\nQ 30.078125 62.5 25.1875 62.6875 \r\nQ 20.3125 62.890625 16.59375 57.8125 \r\nQ 12.890625 52.734375 10.546875 31.25 \r\nz\r\n\" id=\"SimHei-48\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"320.881818\" xlink:href=\"#md896c83a26\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      \r\n      <g transform=\"translate(305.881818 348.32875)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"447.7\" xlink:href=\"#md896c83a26\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      \r\n      <g transform=\"translate(432.7 348.32875)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"574.518182\" xlink:href=\"#md896c83a26\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      \r\n      <g transform=\"translate(559.518182 348.32875)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"701.336364\" xlink:href=\"#md896c83a26\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      \r\n      <g transform=\"translate(686.336364 348.32875)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"150\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"200\" xlink:href=\"#SimHei-24180\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"828.154545\" xlink:href=\"#md896c83a26\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_7\">\r\n     \r\n     <g transform=\"translate(437.7 361.5475)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 74.21875 79.6875 \r\nQ 76.171875 68.359375 82.03125 57.03125 \r\nQ 87.890625 45.703125 96.875 38.28125 \r\nQ 94.140625 37.109375 90.234375 32.421875 \r\nQ 87.5 35.546875 83.59375 40.234375 \r\nQ 82.8125 35.546875 82.421875 20.5 \r\nQ 82.03125 5.46875 81.046875 0.390625 \r\nQ 80.078125 -4.6875 75.78125 -6.25 \r\nQ 71.484375 -7.8125 63.671875 -8.59375 \r\nQ 62.5 -3.90625 60.546875 0 \r\nQ 68.75 -0.390625 71.484375 0.390625 \r\nQ 74.21875 1.171875 74.609375 9.171875 \r\nQ 75 17.1875 75.390625 35.15625 \r\nL 57.8125 35.15625 \r\nQ 57.421875 20.3125 53.515625 10.15625 \r\nQ 49.609375 0 37.109375 -9.765625 \r\nQ 33.984375 -5.46875 31.25 -3.515625 \r\nQ 42.96875 3.515625 46.671875 12.5 \r\nQ 50.390625 21.484375 50.390625 35.15625 \r\nQ 46.875 35.15625 41.796875 34.765625 \r\nL 41.796875 40.234375 \r\nQ 38.671875 35.9375 33.59375 30.46875 \r\nQ 31.25 33.59375 27.34375 35.9375 \r\nQ 44.921875 51.171875 50.390625 76.171875 \r\nQ 53.90625 74.609375 58.59375 73.046875 \r\nQ 56.640625 68.75 53.515625 60.734375 \r\nQ 50.390625 52.734375 43.359375 42.1875 \r\nQ 47.65625 41.796875 53.125 41.796875 \r\nL 82.8125 41.796875 \r\nQ 71.484375 56.640625 66.796875 77.734375 \r\nQ 71.484375 78.515625 74.21875 79.6875 \r\nz\r\nM 3.515625 39.453125 \r\nQ 8.984375 44.921875 16.015625 57.609375 \r\nQ 23.046875 70.3125 25.78125 81.640625 \r\nQ 30.859375 79.296875 34.375 77.734375 \r\nQ 32.03125 74.21875 25 58.984375 \r\nL 25 9.765625 \r\nQ 25 1.171875 25.390625 -8.984375 \r\nL 17.1875 -8.984375 \r\nQ 17.578125 0.78125 17.578125 9.765625 \r\nL 17.578125 45.703125 \r\nQ 12.109375 37.5 8.984375 33.984375 \r\nQ 6.640625 36.71875 3.515625 39.453125 \r\nz\r\n\" id=\"SimHei-20221\"/>\r\n      </defs>\r\n      <use xlink:href=\"#SimHei-24180\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-20221\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_8\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"md7e0f14891\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#md7e0f14891\" y=\"320.996378\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      \r\n      <g transform=\"translate(17.2 324.433878)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#md7e0f14891\" y=\"259.450564\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      \r\n      <g transform=\"translate(7.2 262.888064)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-49\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#md7e0f14891\" y=\"197.90475\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      \r\n      <g transform=\"translate(7.2 201.34225)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#md7e0f14891\" y=\"136.358935\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      \r\n      <g transform=\"translate(7.2 139.796435)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 3.90625 19.140625 \r\nL 10.9375 20.3125 \r\nQ 12.5 15.234375 16.015625 11.90625 \r\nQ 19.53125 8.59375 24.796875 8.78125 \r\nQ 30.078125 8.984375 33.203125 13.078125 \r\nQ 36.328125 17.1875 35.9375 22.453125 \r\nQ 35.546875 27.734375 31.828125 30.65625 \r\nQ 28.125 33.59375 19.921875 34.765625 \r\nL 19.921875 39.84375 \r\nQ 28.125 40.625 31.828125 44.140625 \r\nQ 35.546875 47.65625 35.15625 53.3125 \r\nQ 34.765625 58.984375 30.078125 61.515625 \r\nQ 25.390625 64.0625 20.109375 62.109375 \r\nQ 14.84375 60.15625 11.71875 51.171875 \r\nL 4.6875 52.34375 \r\nQ 7.03125 59.375 11.125 64.0625 \r\nQ 15.234375 68.75 22.265625 69.53125 \r\nQ 29.296875 70.3125 34.5625 67.765625 \r\nQ 39.84375 65.234375 41.984375 59.953125 \r\nQ 44.140625 54.6875 42.578125 48.4375 \r\nQ 41.015625 42.1875 33.59375 37.5 \r\nQ 39.0625 35.15625 41.984375 30.46875 \r\nQ 44.921875 25.78125 43.9375 18.15625 \r\nQ 42.96875 10.546875 37.109375 5.859375 \r\nQ 31.25 1.171875 23.828125 1.359375 \r\nQ 16.40625 1.5625 10.9375 6.046875 \r\nQ 5.46875 10.546875 3.90625 19.140625 \r\nz\r\n\" id=\"SimHei-51\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-51\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#md7e0f14891\" y=\"74.813121\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      \r\n      <g transform=\"translate(7.2 78.250621)scale(0.1 -0.1)\">\r\n       <defs>\r\n        <path d=\"M 31.25 17.1875 \r\nL 1.171875 17.1875 \r\nL 1.171875 23.828125 \r\nL 32.8125 69.53125 \r\nL 38.671875 69.53125 \r\nL 38.671875 23.828125 \r\nL 48.046875 23.828125 \r\nL 48.046875 17.1875 \r\nL 38.671875 17.1875 \r\nL 38.671875 2.34375 \r\nL 31.25 2.34375 \r\nz\r\nM 31.25 23.828125 \r\nL 31.25 54.6875 \r\nL 9.375 23.828125 \r\nz\r\n\" id=\"SimHei-52\"/>\r\n       </defs>\r\n       <use xlink:href=\"#SimHei-52\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"29.2\" xlink:href=\"#md7e0f14891\" y=\"13.267307\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      \r\n      <g transform=\"translate(7.2 16.704807)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-48\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_14\">\r\n    <path clip-path=\"url(#pd2702dcb75)\" d=\"M 67.245455 313.980155 \r\nL 92.609091 311.456777 \r\nL 117.972727 308.441032 \r\nL 143.336364 306.102291 \r\nL 168.7 304.132825 \r\nL 194.063636 301.363263 \r\nL 219.427273 296.870419 \r\nL 244.790909 292.685303 \r\nL 270.154545 282.59179 \r\nL 295.518182 271.944364 \r\nL 320.881818 262.835584 \r\nL 346.245455 248.864684 \r\nL 371.609091 242.759339 \r\nL 396.972727 242.094644 \r\nL 422.336364 247.141401 \r\nL 447.7 244.310294 \r\nL 473.063636 234.462963 \r\nL 498.427273 228.000653 \r\nL 523.790909 219.07651 \r\nL 549.154545 212.675745 \r\nL 574.518182 215.137578 \r\nL 599.881818 219.50733 \r\nL 625.245455 212.060287 \r\nL 650.609091 197.289292 \r\nL 675.972727 174.51734 \r\nL 701.336364 142.513517 \r\nL 726.7 111.125152 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_15\">\r\n    <path clip-path=\"url(#pd2702dcb75)\" d=\"M 67.245455 318.411454 \r\nL 92.609091 318.534545 \r\nL 117.972727 318.103725 \r\nL 143.336364 317.857541 \r\nL 168.7 317.426721 \r\nL 194.063636 316.565079 \r\nL 219.427273 314.657159 \r\nL 244.790909 312.810785 \r\nL 270.154545 310.902864 \r\nL 295.518182 307.456299 \r\nL 320.881818 304.194371 \r\nL 346.245455 301.917176 \r\nL 371.609091 299.94771 \r\nL 396.972727 298.778339 \r\nL 422.336364 297.239694 \r\nL 447.7 293.362307 \r\nL 473.063636 291.799044 \r\nL 498.427273 290.555818 \r\nL 523.790909 289.177192 \r\nL 549.154545 287.706247 \r\nL 574.518182 287.22619 \r\nL 599.881818 285.878336 \r\nL 625.245455 284.696657 \r\nL 650.609091 276.547991 \r\nL 675.972727 274.067695 \r\nL 701.336364 277.914308 \r\n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_16\">\r\n    <path clip-path=\"url(#pd2702dcb75)\" d=\"M 67.245455 245.831688 \r\nL 92.609091 313.980155 \r\nL 117.972727 309.101342 \r\nL 143.336364 305.503541 \r\nL 168.7 304.268837 \r\nL 194.063636 302.504505 \r\nL 219.427273 298.519475 \r\nL 244.790909 292.078603 \r\nL 270.154545 289.024915 \r\nL 295.518182 270.971382 \r\nL 320.881818 262.070628 \r\nL 346.245455 255.233606 \r\nL 371.609091 234.17265 \r\nL 396.972727 240.53338 \r\nL 422.336364 243.777001 \r\nL 447.7 254.10918 \r\nL 473.063636 238.439187 \r\nL 498.427273 222.600483 \r\nL 523.790909 223.570254 \r\nL 549.154545 209.962112 \r\nL 574.518182 207.939308 \r\nL 599.881818 221.087707 \r\nL 625.245455 224.265163 \r\nL 650.609091 200.355748 \r\nL 675.972727 180.83925 \r\nL 701.336364 150.53821 \r\nL 726.7 109.658151 \r\nL 752.063636 82.961458 \r\nL 777.427273 58.813168 \r\nL 802.790909 38.632804 \r\nL 828.154545 22.025455 \r\n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_17\">\r\n    <path clip-path=\"url(#pd2702dcb75)\" d=\"M 67.245455 316.718389 \r\nL 92.609091 315.304173 \r\nL 117.972727 312.961759 \r\nL 143.336364 310.9503 \r\nL 168.7 308.799802 \r\nL 194.063636 306.644736 \r\nL 219.427273 304.469441 \r\nL 244.790909 302.852266 \r\nL 270.154545 301.188744 \r\nL 295.518182 299.198191 \r\nL 320.881818 298.050368 \r\nL 346.245455 297.036358 \r\nL 371.609091 295.582377 \r\nL 396.972727 294.155155 \r\nL 422.336364 292.225953 \r\nL 447.7 289.94296 \r\nL 473.063636 289.415392 \r\nL 498.427273 287.759831 \r\nL 523.790909 285.906349 \r\nL 549.154545 284.101696 \r\nL 574.518182 282.576228 \r\nL 599.881818 280.333302 \r\nL 625.245455 278.58015 \r\nL 650.609091 275.115009 \r\nL 675.972727 276.593288 \r\nL 701.336364 277.922964 \r\nL 726.7 273.747949 \r\nL 752.063636 270.591364 \r\nL 777.427273 269.846702 \r\nL 802.790909 269.135535 \r\n\" style=\"fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 29.2 333.36 \r\nL 29.2 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 866.2 333.36 \r\nL 866.2 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 29.2 333.36 \r\nL 866.2 333.36 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 29.2 7.2 \r\nL 866.2 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"legend_1\">\r\n    <g id=\"patch_7\">\r\n     <path d=\"M 36.2 72.075 \r\nL 148.2 72.075 \r\nQ 150.2 72.075 150.2 70.075 \r\nL 150.2 14.2 \r\nQ 150.2 12.2 148.2 12.2 \r\nL 36.2 12.2 \r\nQ 34.2 12.2 34.2 14.2 \r\nL 34.2 70.075 \r\nQ 34.2 72.075 36.2 72.075 \r\nz\r\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n    </g>\r\n    <g id=\"line2d_18\">\r\n     <path d=\"M 38.2 20.66875 \r\nL 58.2 20.66875 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_19\"/>\r\n    <g id=\"text_14\">\r\n     \r\n     <g transform=\"translate(66.2 24.16875)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 52.734375 -8.59375 \r\nL 45.3125 -8.59375 \r\nQ 45.703125 0.78125 45.703125 10.9375 \r\nL 45.703125 57.421875 \r\nQ 45.703125 67.96875 45.3125 76.5625 \r\nL 86.328125 76.5625 \r\nQ 86.328125 65.234375 85.15625 55.46875 \r\nQ 83.984375 50.78125 81.046875 49.015625 \r\nQ 78.125 47.265625 66.796875 46.484375 \r\nQ 66.015625 51.171875 64.453125 54.296875 \r\nQ 75.390625 53.90625 76.953125 55.859375 \r\nQ 78.515625 57.8125 78.515625 69.921875 \r\nL 52.734375 69.921875 \r\nL 52.734375 43.359375 \r\nL 89.453125 43.359375 \r\nQ 89.0625 40.234375 85.9375 30.265625 \r\nQ 82.8125 20.3125 77.34375 11.328125 \r\nQ 85.546875 2.734375 96.875 -2.734375 \r\nQ 94.140625 -5.46875 90.625 -9.375 \r\nQ 77.34375 -0.390625 73.046875 5.46875 \r\nQ 67.96875 -1.5625 57.8125 -9.375 \r\nQ 56.640625 -6.25 53.125 -3.125 \r\nQ 61.71875 1.953125 67.578125 10.15625 \r\nQ 58.984375 23.828125 55.859375 37.109375 \r\nL 52.734375 36.71875 \r\nz\r\nM 22.265625 59.375 \r\nQ 22.265625 73.4375 21.875 81.640625 \r\nL 29.6875 81.640625 \r\nQ 29.296875 74.21875 29.296875 59.375 \r\nQ 35.546875 59.375 42.1875 59.765625 \r\nL 42.1875 52.34375 \r\nQ 33.59375 52.734375 29.296875 52.734375 \r\nL 29.296875 36.71875 \r\nQ 35.546875 38.671875 41.796875 41.015625 \r\nQ 41.40625 37.890625 41.796875 33.984375 \r\nQ 35.9375 32.421875 29.296875 30.078125 \r\nL 29.296875 2.734375 \r\nQ 29.296875 -3.90625 25.96875 -6.046875 \r\nQ 22.65625 -8.203125 14.0625 -9.375 \r\nQ 12.890625 -4.6875 10.15625 -1.5625 \r\nQ 17.1875 -1.5625 19.71875 -0.578125 \r\nQ 22.265625 0.390625 22.265625 3.90625 \r\nL 22.265625 27.734375 \r\nQ 9.375 23.4375 7.03125 21.875 \r\nQ 5.078125 26.953125 3.125 30.46875 \r\nQ 10.15625 31.640625 22.265625 35.15625 \r\nL 22.265625 52.734375 \r\nQ 12.890625 52.734375 5.859375 52.34375 \r\nL 5.859375 59.765625 \r\nQ 11.71875 59.375 22.265625 59.375 \r\nz\r\nM 62.890625 36.71875 \r\nQ 66.796875 23.828125 72.265625 17.1875 \r\nQ 77.34375 25 79.6875 36.71875 \r\nL 62.890625 36.71875 \r\nz\r\n\" id=\"SimHei-25253\"/>\r\n       <path d=\"M 45.3125 78.125 \r\nQ 43.359375 76.171875 41.984375 74.21875 \r\nQ 40.625 72.265625 38.671875 69.53125 \r\nL 83.59375 69.53125 \r\nQ 78.90625 62.5 70.5 51.75 \r\nQ 62.109375 41.015625 46.484375 31.25 \r\nL 85.9375 31.25 \r\nQ 85.546875 25.390625 85.546875 19.140625 \r\nL 85.546875 3.125 \r\nQ 85.546875 -3.515625 85.9375 -9.765625 \r\nL 77.734375 -9.765625 \r\nL 77.734375 -1.171875 \r\nL 35.15625 -1.171875 \r\nL 35.15625 -10.15625 \r\nL 27.34375 -10.15625 \r\nQ 27.734375 -4.6875 27.734375 2.34375 \r\nL 27.734375 21.875 \r\nQ 14.84375 16.40625 9.765625 14.84375 \r\nQ 8.203125 18.75 4.6875 22.265625 \r\nQ 14.84375 24.21875 27.140625 29.296875 \r\nQ 39.453125 34.375 46.09375 39.453125 \r\nQ 37.5 47.265625 30.859375 51.5625 \r\nQ 33.59375 53.90625 36.328125 57.421875 \r\nQ 48.828125 47.265625 52.734375 44.140625 \r\nQ 62.5 51.5625 70.3125 63.28125 \r\nL 34.765625 63.28125 \r\nQ 23.046875 49.21875 16.40625 44.140625 \r\nQ 14.0625 46.484375 9.375 49.21875 \r\nQ 18.359375 55.078125 24.796875 62.6875 \r\nQ 31.25 70.3125 36.71875 82.03125 \r\nQ 41.796875 79.296875 45.3125 78.125 \r\nz\r\nM 77.734375 5.078125 \r\nL 77.734375 25 \r\nL 35.15625 25 \r\nL 35.15625 5.078125 \r\nz\r\n\" id=\"SimHei-21517\"/>\r\n       <path d=\"M 5.46875 -2.34375 \r\nQ 20.703125 5.078125 29.296875 16.015625 \r\nQ 37.890625 26.953125 41.203125 38.46875 \r\nQ 44.53125 50 44.921875 59.953125 \r\nQ 45.3125 69.921875 44.53125 80.859375 \r\nQ 48.828125 80.46875 54.296875 80.078125 \r\nQ 53.125 73.828125 53.125 67.1875 \r\nQ 53.125 60.546875 53.90625 51.953125 \r\nQ 54.6875 43.359375 65.03125 25.96875 \r\nQ 75.390625 8.59375 95.3125 0 \r\nQ 90.625 -4.6875 89.0625 -7.8125 \r\nQ 61.71875 5.46875 50 40.234375 \r\nQ 42.1875 9.375 12.109375 -8.984375 \r\nQ 9.765625 -5.859375 5.46875 -2.34375 \r\nz\r\n\" id=\"SimHei-20154\"/>\r\n       <path d=\"M 70.703125 76.953125 \r\nQ 69.921875 75 68.75 71.671875 \r\nQ 67.578125 68.359375 65.234375 59.765625 \r\nL 83.203125 59.765625 \r\nQ 87.109375 59.765625 92.578125 60.15625 \r\nL 92.578125 53.125 \r\nQ 88.28125 53.515625 85.9375 53.515625 \r\nQ 85.9375 47.265625 83.78125 33.78125 \r\nQ 81.640625 20.3125 76.171875 10.546875 \r\nQ 80.078125 5.859375 84.953125 2.140625 \r\nQ 89.84375 -1.5625 94.140625 -3.125 \r\nQ 89.453125 -6.640625 87.890625 -9.765625 \r\nQ 83.203125 -7.03125 79.296875 -3.515625 \r\nQ 75.390625 0 71.484375 5.078125 \r\nQ 67.1875 0.390625 62.296875 -2.921875 \r\nQ 57.421875 -6.25 50 -10.15625 \r\nQ 48.046875 -6.640625 44.53125 -4.6875 \r\nQ 50.390625 -2.34375 57.03125 1.953125 \r\nQ 63.671875 6.25 67.1875 10.546875 \r\nQ 64.453125 16.015625 61.90625 22.265625 \r\nQ 59.375 28.515625 57.421875 38.671875 \r\nQ 56.25 35.546875 53.515625 30.46875 \r\nQ 50.78125 32.03125 46.875 33.59375 \r\nQ 53.125 44.53125 57.03125 57.421875 \r\nQ 60.9375 70.3125 62.109375 79.6875 \r\nQ 66.796875 77.734375 70.703125 76.953125 \r\nz\r\nM 32.8125 35.15625 \r\nQ 31.25 33.59375 29.296875 30.078125 \r\nL 50.78125 30.078125 \r\nQ 48.4375 20.3125 42.578125 10.546875 \r\nQ 48.828125 8.203125 52.34375 6.25 \r\nQ 50.390625 3.515625 48.828125 0.390625 \r\nQ 45.3125 2.734375 38.28125 5.078125 \r\nQ 30.46875 -3.515625 11.328125 -10.15625 \r\nQ 9.375 -5.859375 6.25 -4.296875 \r\nQ 24.609375 0 31.25 7.421875 \r\nQ 20.3125 10.15625 13.28125 12.109375 \r\nQ 15.625 15.625 19.53125 23.828125 \r\nQ 15.625 23.828125 6.640625 23.4375 \r\nL 6.640625 30.46875 \r\nQ 14.0625 30.078125 21.875 30.078125 \r\nQ 23.4375 33.59375 24.21875 37.890625 \r\nQ 28.515625 36.328125 32.8125 35.15625 \r\nz\r\nM 27.734375 61.71875 \r\nQ 27.734375 71.09375 27.34375 79.6875 \r\nL 35.15625 79.6875 \r\nQ 34.765625 71.484375 34.765625 61.71875 \r\nQ 48.046875 61.71875 53.515625 62.109375 \r\nL 53.515625 55.078125 \r\nQ 48.046875 55.46875 34.765625 55.46875 \r\nQ 34.765625 44.140625 35.15625 37.890625 \r\nL 27.34375 37.890625 \r\nQ 27.734375 43.359375 27.734375 51.5625 \r\nQ 25.78125 48.4375 20.3125 43.546875 \r\nQ 14.84375 38.671875 10.15625 35.9375 \r\nQ 8.203125 39.453125 4.296875 41.015625 \r\nQ 7.8125 42.1875 13.671875 46.484375 \r\nQ 19.53125 50.78125 22.65625 55.46875 \r\nQ 14.84375 55.46875 7.8125 55.078125 \r\nL 7.8125 62.109375 \r\nQ 14.453125 61.71875 27.734375 61.71875 \r\nz\r\nM 62.109375 49.609375 \r\nQ 65.625 26.5625 71.875 17.578125 \r\nQ 75.78125 26.5625 77.140625 35.734375 \r\nQ 78.515625 44.921875 78.90625 53.515625 \r\nL 63.671875 53.515625 \r\nL 62.109375 49.609375 \r\nz\r\nM 22.65625 15.625 \r\nQ 27.34375 14.453125 35.546875 12.5 \r\nQ 38.671875 16.40625 41.40625 23.828125 \r\nL 26.953125 23.828125 \r\nQ 25 19.921875 22.65625 15.625 \r\nz\r\nM 51.953125 75.390625 \r\nQ 50 72.265625 48.828125 69.53125 \r\nQ 47.65625 66.796875 45.703125 62.890625 \r\nQ 42.578125 64.453125 39.453125 65.234375 \r\nQ 42.578125 70.3125 45.3125 78.125 \r\nQ 49.21875 76.171875 51.953125 75.390625 \r\nz\r\nM 40.234375 52.734375 \r\nQ 45.3125 47.65625 50 42.578125 \r\nQ 47.65625 40.625 44.921875 37.890625 \r\nQ 39.453125 44.53125 35.9375 48.4375 \r\nQ 38.28125 50.390625 40.234375 52.734375 \r\nz\r\nM 14.453125 78.125 \r\nQ 19.921875 72.65625 23.4375 67.1875 \r\nL 17.578125 63.671875 \r\nQ 14.84375 69.140625 9.375 73.828125 \r\nQ 12.890625 76.171875 14.453125 78.125 \r\nz\r\n\" id=\"SimHei-25968\"/>\r\n       <path d=\"M 84.765625 79.6875 \r\nL 89.0625 74.609375 \r\nQ 66.796875 58.203125 67.578125 36.71875 \r\nQ 67.96875 16.015625 88.671875 0.78125 \r\nL 84.375 -4.296875 \r\nQ 60.546875 12.890625 61.328125 39.0625 \r\nQ 61.328125 60.546875 84.765625 79.6875 \r\nz\r\n\" id=\"SimHei-65288\"/>\r\n       <path d=\"M 57.03125 -8.59375 \r\nQ 55.46875 -2.734375 53.125 0.390625 \r\nQ 61.328125 0 64.640625 0.78125 \r\nQ 67.96875 1.5625 68.75 3.515625 \r\nQ 69.53125 5.46875 70.109375 12.6875 \r\nQ 70.703125 19.921875 71.875 41.015625 \r\nL 41.796875 41.015625 \r\nQ 36.71875 8.59375 14.0625 -9.375 \r\nQ 10.546875 -5.078125 6.25 -3.90625 \r\nQ 17.578125 3.125 26.5625 19.328125 \r\nQ 35.546875 35.546875 35.546875 66.40625 \r\nL 23.828125 66.40625 \r\nQ 15.234375 66.40625 8.59375 66.015625 \r\nL 8.59375 73.4375 \r\nQ 14.84375 73.046875 24.21875 73.046875 \r\nL 77.34375 73.046875 \r\nQ 85.9375 73.046875 92.96875 73.4375 \r\nL 92.96875 66.015625 \r\nQ 85.9375 66.40625 77.34375 66.40625 \r\nL 43.75 66.40625 \r\nQ 43.359375 56.640625 42.578125 48.046875 \r\nL 80.46875 48.046875 \r\nQ 78.125 12.109375 77.34375 4.484375 \r\nQ 76.5625 -3.125 71.09375 -5.46875 \r\nQ 65.625 -7.8125 57.03125 -8.59375 \r\nz\r\n\" id=\"SimHei-19975\"/>\r\n       <path d=\"M 15.625 79.6875 \r\nQ 39.0625 60.546875 39.0625 39.0625 \r\nQ 39.84375 12.890625 16.015625 -4.296875 \r\nL 11.71875 0.78125 \r\nQ 32.421875 16.015625 32.8125 36.71875 \r\nQ 33.59375 58.203125 11.328125 74.609375 \r\nL 15.625 79.6875 \r\nz\r\n\" id=\"SimHei-65289\"/>\r\n      </defs>\r\n      <use xlink:href=\"#SimHei-25253\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-21517\"/>\r\n      <use x=\"200\" xlink:href=\"#SimHei-20154\"/>\r\n      <use x=\"300\" xlink:href=\"#SimHei-25968\"/>\r\n      <use x=\"400\" xlink:href=\"#SimHei-65288\"/>\r\n      <use x=\"500\" xlink:href=\"#SimHei-19975\"/>\r\n      <use x=\"600\" xlink:href=\"#SimHei-20154\"/>\r\n      <use x=\"700\" xlink:href=\"#SimHei-65289\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_20\">\r\n     <path d=\"M 38.2 34.848438 \r\nL 58.2 34.848438 \r\n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_21\"/>\r\n    <g id=\"text_15\">\r\n     \r\n     <g transform=\"translate(66.2 38.348438)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 19.140625 54.296875 \r\nL 19.140625 61.328125 \r\nQ 26.5625 60.9375 32.03125 60.9375 \r\nL 71.875 60.9375 \r\nL 72.65625 69.53125 \r\nL 31.640625 69.53125 \r\nQ 23.828125 69.53125 15.625 69.140625 \r\nL 15.625 76.5625 \r\nQ 23.828125 75.78125 31.25 75.78125 \r\nL 81.25 75.78125 \r\nQ 79.6875 61.71875 78.515625 45.703125 \r\nQ 87.109375 45.703125 94.53125 46.09375 \r\nL 94.53125 39.0625 \r\nQ 87.890625 39.453125 80.859375 39.453125 \r\nL 54.6875 39.453125 \r\nL 54.6875 31.25 \r\nQ 58.59375 24.609375 62.109375 21.875 \r\nQ 73.4375 29.6875 78.125 34.765625 \r\nQ 82.03125 31.640625 85.546875 28.515625 \r\nQ 78.90625 25.390625 66.796875 17.1875 \r\nQ 73.046875 10.9375 78.90625 8.203125 \r\nQ 84.765625 5.46875 94.921875 3.125 \r\nQ 90.625 -1.5625 89.453125 -5.859375 \r\nQ 78.90625 -1.171875 70.109375 5.078125 \r\nQ 61.328125 11.328125 54.6875 20.3125 \r\nL 54.6875 -0.390625 \r\nQ 54.6875 -5.859375 49.609375 -7.8125 \r\nQ 44.53125 -9.765625 39.0625 -10.546875 \r\nQ 38.671875 -5.859375 35.9375 -1.171875 \r\nQ 43.359375 -1.5625 44.921875 -0.578125 \r\nQ 46.484375 0.390625 46.484375 3.90625 \r\nL 46.484375 39.453125 \r\nL 19.921875 39.453125 \r\nQ 12.890625 39.453125 5.46875 39.0625 \r\nL 5.46875 46.09375 \r\nQ 12.890625 45.703125 19.921875 45.703125 \r\nL 70.703125 45.703125 \r\nL 71.484375 54.296875 \r\nz\r\nM 44.921875 15.625 \r\nQ 37.890625 11.328125 29.09375 7.03125 \r\nQ 20.3125 2.734375 10.546875 -3.125 \r\nQ 8.203125 1.171875 4.6875 4.6875 \r\nQ 17.1875 8.59375 26.5625 13.28125 \r\nQ 35.9375 17.96875 43.359375 22.265625 \r\nQ 44.140625 18.75 44.921875 15.625 \r\nz\r\nM 18.75 35.546875 \r\nQ 28.125 28.515625 33.984375 23.4375 \r\nQ 31.640625 21.09375 28.90625 17.578125 \r\nQ 21.484375 25 14.453125 30.078125 \r\nQ 16.796875 32.421875 18.75 35.546875 \r\nz\r\n\" id=\"SimHei-24405\"/>\r\n       <path d=\"M 41.40625 76.171875 \r\nQ 48.046875 76.171875 52.734375 76.5625 \r\nL 52.734375 69.921875 \r\nQ 49.609375 70.3125 46.484375 70.3125 \r\nL 46.484375 17.578125 \r\nQ 50.78125 18.75 56.25 20.3125 \r\nL 56.25 13.671875 \r\nQ 51.171875 12.5 46.484375 11.328125 \r\nQ 46.484375 -3.90625 46.875 -10.9375 \r\nL 39.0625 -10.9375 \r\nQ 39.453125 -5.078125 39.453125 9.765625 \r\nQ 30.078125 7.8125 22.265625 5.078125 \r\nQ 14.453125 2.34375 8.984375 -0.390625 \r\nL 5.859375 8.59375 \r\nL 14.453125 10.15625 \r\nL 14.453125 70.3125 \r\nQ 11.328125 70.3125 6.640625 69.921875 \r\nL 6.640625 76.5625 \r\nQ 11.71875 76.171875 20.3125 76.171875 \r\nz\r\nM 49.609375 -1.953125 \r\nQ 54.6875 1.171875 58.78125 5.65625 \r\nQ 62.890625 10.15625 67.96875 17.96875 \r\nQ 62.109375 28.90625 60.34375 40.234375 \r\nQ 58.59375 51.5625 57.8125 66.40625 \r\nL 54.6875 66.40625 \r\nL 54.6875 73.046875 \r\nQ 62.5 72.65625 68.75 72.65625 \r\nL 90.625 72.65625 \r\nQ 89.0625 53.515625 86.125 41.015625 \r\nQ 83.203125 28.515625 76.953125 17.96875 \r\nQ 80.078125 12.5 85.34375 7.8125 \r\nQ 90.625 3.125 96.875 -0.390625 \r\nQ 92.96875 -3.125 90.234375 -7.03125 \r\nQ 82.03125 -1.5625 72.65625 11.328125 \r\nQ 65.625 0 56.640625 -7.8125 \r\nQ 54.296875 -4.6875 49.609375 -1.953125 \r\nz\r\nM 64.84375 66.40625 \r\nQ 66.015625 50.78125 66.984375 42.96875 \r\nQ 67.96875 35.15625 72.265625 25 \r\nQ 78.515625 37.890625 80.265625 49.015625 \r\nQ 82.03125 60.15625 82.421875 66.40625 \r\nL 64.84375 66.40625 \r\nz\r\nM 39.453125 53.90625 \r\nL 39.453125 70.3125 \r\nL 21.484375 70.3125 \r\nL 21.484375 53.90625 \r\nz\r\nM 21.484375 11.71875 \r\nQ 30.859375 13.671875 39.453125 15.625 \r\nL 39.453125 28.125 \r\nL 21.484375 28.125 \r\nL 21.484375 11.71875 \r\nz\r\nM 39.453125 34.375 \r\nL 39.453125 48.046875 \r\nL 21.484375 48.046875 \r\nL 21.484375 34.375 \r\nz\r\n\" id=\"SimHei-21462\"/>\r\n      </defs>\r\n      <use xlink:href=\"#SimHei-24405\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-21462\"/>\r\n      <use x=\"200\" xlink:href=\"#SimHei-20154\"/>\r\n      <use x=\"300\" xlink:href=\"#SimHei-25968\"/>\r\n      <use x=\"400\" xlink:href=\"#SimHei-65288\"/>\r\n      <use x=\"500\" xlink:href=\"#SimHei-19975\"/>\r\n      <use x=\"600\" xlink:href=\"#SimHei-20154\"/>\r\n      <use x=\"700\" xlink:href=\"#SimHei-65289\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_22\">\r\n     <path d=\"M 38.2 49.067188 \r\nL 58.2 49.067188 \r\n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_23\"/>\r\n    <g id=\"text_16\">\r\n     \r\n     <g transform=\"translate(66.2 52.567188)scale(0.1 -0.1)\">\r\n      <defs>\r\n       <path d=\"M 89.0625 57.421875 \r\nQ 88.671875 53.125 88.671875 42.578125 \r\nQ 88.671875 32.03125 89.0625 26.953125 \r\nL 68.359375 26.953125 \r\nQ 67.96875 22.65625 67.578125 18.75 \r\nL 81.640625 18.75 \r\nQ 89.84375 18.75 94.140625 19.140625 \r\nL 94.140625 12.890625 \r\nQ 89.453125 13.28125 81.640625 13.28125 \r\nL 73.4375 13.28125 \r\nQ 79.296875 5.859375 84.953125 2.140625 \r\nQ 90.625 -1.5625 96.875 -3.125 \r\nQ 93.359375 -5.859375 91.40625 -9.765625 \r\nQ 82.421875 -6.25 75.96875 0.390625 \r\nQ 69.53125 7.03125 67.1875 12.109375 \r\nL 66.015625 12.109375 \r\nQ 62.5 4.296875 55.265625 -0.96875 \r\nQ 48.046875 -6.25 38.671875 -9.765625 \r\nQ 36.71875 -5.859375 33.203125 -3.125 \r\nQ 43.359375 -1.171875 50 3.125 \r\nQ 56.640625 7.421875 58.984375 13.28125 \r\nL 51.953125 13.28125 \r\nQ 43.75 13.28125 37.5 12.890625 \r\nL 37.5 19.140625 \r\nQ 43.75 18.75 52.34375 18.75 \r\nL 60.546875 18.75 \r\nQ 61.328125 23.046875 61.328125 26.953125 \r\nL 42.96875 26.953125 \r\nQ 43.359375 32.421875 43.359375 42.1875 \r\nQ 43.359375 52.34375 42.96875 57.421875 \r\nL 89.0625 57.421875 \r\nz\r\nM 33.984375 25.78125 \r\nQ 31.640625 30.859375 26.171875 39.453125 \r\nL 26.171875 4.6875 \r\nQ 26.171875 -4.6875 26.5625 -8.59375 \r\nL 18.359375 -8.59375 \r\nQ 18.75 -4.296875 18.75 3.90625 \r\nL 18.75 34.765625 \r\nQ 17.578125 31.25 15.03125 26.75 \r\nQ 12.5 22.265625 9.375 16.40625 \r\nQ 7.03125 19.921875 3.125 22.265625 \r\nQ 9.375 28.515625 13.28125 37.890625 \r\nQ 17.1875 47.265625 18.359375 53.515625 \r\nL 14.84375 53.515625 \r\nQ 10.9375 53.515625 6.25 53.125 \r\nL 6.25 59.765625 \r\nQ 10.546875 59.375 12.890625 59.375 \r\nL 18.75 59.375 \r\nL 18.75 67.96875 \r\nQ 18.75 74.609375 18.359375 80.46875 \r\nL 26.5625 80.46875 \r\nQ 26.171875 75.390625 26.171875 69.140625 \r\nL 26.171875 59.375 \r\nQ 32.421875 59.375 37.109375 59.765625 \r\nL 37.109375 53.125 \r\nQ 32.03125 53.515625 26.171875 53.515625 \r\nL 26.171875 40.234375 \r\nQ 28.90625 41.796875 31.25 43.359375 \r\nQ 33.59375 39.453125 35.734375 36.328125 \r\nQ 37.890625 33.203125 39.84375 30.078125 \r\nQ 36.328125 27.734375 33.984375 25.78125 \r\nz\r\nM 52.734375 67.1875 \r\nL 49.609375 67.1875 \r\nQ 42.1875 67.1875 37.890625 66.796875 \r\nL 37.890625 73.046875 \r\nQ 42.1875 72.65625 49.21875 72.65625 \r\nL 52.734375 72.65625 \r\nQ 52.734375 78.125 52.34375 81.640625 \r\nL 59.765625 81.640625 \r\nQ 59.375 78.125 59.375 72.65625 \r\nL 71.09375 72.65625 \r\nQ 71.09375 77.734375 70.703125 81.25 \r\nL 78.515625 81.25 \r\nQ 78.125 76.953125 78.125 72.65625 \r\nL 83.984375 72.65625 \r\nQ 88.28125 72.65625 92.96875 73.046875 \r\nL 92.96875 66.796875 \r\nQ 88.28125 67.1875 83.984375 67.1875 \r\nL 78.125 67.1875 \r\nL 78.125 60.15625 \r\nL 71.09375 60.15625 \r\nL 71.09375 67.1875 \r\nL 59.375 67.1875 \r\nL 59.375 60.546875 \r\nL 52.734375 60.546875 \r\nz\r\nM 82.421875 32.421875 \r\nL 82.421875 39.453125 \r\nL 50 39.453125 \r\nL 50 32.421875 \r\nz\r\nM 82.421875 44.921875 \r\nL 82.421875 51.953125 \r\nL 50 51.953125 \r\nL 50 44.921875 \r\nz\r\n\" id=\"SimHei-27169\"/>\r\n       <path d=\"M 41.015625 27.734375 \r\nQ 41.40625 36.328125 41.40625 42.1875 \r\nL 41.40625 46.875 \r\nL 28.515625 46.875 \r\nQ 26.953125 37.109375 22.265625 31.25 \r\nQ 17.578125 25.390625 12.109375 22.265625 \r\nQ 10.15625 25.78125 5.859375 29.6875 \r\nQ 13.28125 32.421875 16.59375 36.90625 \r\nQ 19.921875 41.40625 21.09375 46.875 \r\nQ 14.0625 46.875 5.859375 46.484375 \r\nL 5.859375 53.90625 \r\nQ 14.453125 53.515625 21.875 53.515625 \r\nQ 22.265625 61.71875 22.265625 69.921875 \r\nQ 16.796875 69.921875 10.9375 69.53125 \r\nL 10.9375 76.5625 \r\nQ 16.40625 76.171875 23.828125 76.171875 \r\nL 46.875 76.171875 \r\nQ 51.171875 76.171875 57.03125 76.5625 \r\nL 57.03125 69.53125 \r\nQ 51.953125 69.921875 48.828125 69.921875 \r\nL 48.828125 53.515625 \r\nQ 53.90625 53.515625 59.765625 53.90625 \r\nL 59.765625 46.484375 \r\nQ 53.90625 46.875 48.828125 46.875 \r\nL 48.828125 41.796875 \r\nQ 48.828125 34.765625 49.21875 27.734375 \r\nz\r\nM 46.875 18.359375 \r\nQ 46.875 21.484375 46.484375 26.953125 \r\nL 54.6875 26.953125 \r\nQ 54.296875 21.484375 54.296875 18.359375 \r\nL 71.09375 18.359375 \r\nQ 78.90625 18.359375 85.15625 18.75 \r\nL 85.15625 11.328125 \r\nQ 77.734375 11.71875 71.09375 11.71875 \r\nL 54.296875 11.71875 \r\nL 54.296875 -0.78125 \r\nL 82.421875 -0.78125 \r\nQ 89.0625 -0.78125 95.3125 -0.390625 \r\nL 95.3125 -7.8125 \r\nQ 89.453125 -7.421875 82.8125 -7.421875 \r\nL 19.53125 -7.421875 \r\nQ 12.109375 -7.421875 6.25 -7.8125 \r\nL 6.25 -0.390625 \r\nQ 12.109375 -0.78125 19.53125 -0.78125 \r\nL 46.875 -0.78125 \r\nL 46.875 11.71875 \r\nL 31.640625 11.71875 \r\nQ 23.4375 11.71875 15.234375 11.328125 \r\nL 16.40625 18.75 \r\nQ 23.4375 18.359375 31.640625 18.359375 \r\nz\r\nM 90.234375 81.25 \r\nQ 89.84375 74.609375 89.84375 67.578125 \r\nL 89.84375 37.5 \r\nQ 90.234375 30.46875 87.6875 27.734375 \r\nQ 85.15625 25 76.5625 23.828125 \r\nQ 75.390625 27.734375 73.046875 32.8125 \r\nQ 80.859375 32.421875 81.828125 33.59375 \r\nQ 82.8125 34.765625 82.8125 39.453125 \r\nL 82.8125 67.578125 \r\nQ 82.8125 74.609375 82.421875 81.25 \r\nL 90.234375 81.25 \r\nz\r\nM 71.875 74.21875 \r\nQ 71.484375 69.53125 71.484375 62.109375 \r\nL 71.484375 50 \r\nQ 71.484375 44.140625 71.875 37.890625 \r\nL 64.0625 37.890625 \r\nQ 64.453125 44.140625 64.453125 50 \r\nL 64.453125 62.109375 \r\nQ 64.453125 69.53125 64.0625 74.21875 \r\nL 71.875 74.21875 \r\nz\r\nM 41.40625 53.515625 \r\nL 41.40625 69.921875 \r\nL 29.296875 69.921875 \r\nQ 28.90625 58.59375 28.90625 53.515625 \r\nz\r\n\" id=\"SimHei-22411\"/>\r\n      </defs>\r\n      <use xlink:href=\"#SimHei-25253\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-21517\"/>\r\n      <use x=\"200\" xlink:href=\"#SimHei-27169\"/>\r\n      <use x=\"300\" xlink:href=\"#SimHei-22411\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_24\">\r\n     <path d=\"M 38.2 63.325 \r\nL 58.2 63.325 \r\n\" style=\"fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_25\"/>\r\n    <g id=\"text_17\">\r\n     \r\n     <g transform=\"translate(66.2 66.825)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#SimHei-24405\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-21462\"/>\r\n      <use x=\"200\" xlink:href=\"#SimHei-27169\"/>\r\n      <use x=\"300\" xlink:href=\"#SimHei-22411\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pd2702dcb75\">\r\n   <rect height=\"326.16\" width=\"837\" x=\"29.2\" y=\"7.2\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15, 6))\n",
    "df.plot(ax=ax)\n",
    "signarma = arima_model.ARMA(df['报名人数（万人）'], (3, 0)).fit()\n",
    "signfuture = pd.DataFrame({'报名模型': signarma.fittedvalues}, index=signarma.fittedvalues.index)\n",
    "signfuture = signfuture.append(pd.DataFrame({'报名模型': signarma.forecast(4)[0]}, index=['2021年','2022年','2023年','2024年']))\n",
    "signfuture.plot(ax=ax)\n",
    "enrollarma = arima_model.ARMA(enrolldiff['一阶差分'], (2, 0)).fit()\n",
    "enrollfuture = pd.DataFrame({'录取模型': revert(enrollarma.fittedvalues, df['录取人数（万人）'][0])}, index=enrollarma.fittedvalues.index)\n",
    "enrollfuture = enrollfuture.append(pd.DataFrame({'录取模型':revert(enrollarma.forecast(5)[0], df['录取人数（万人）'][-2])}, index=['2020年','2021年','2022年','2023年','2024年']))\n",
    "enrollfuture.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "             报名模型\n",
       "2021年  386.760535\n",
       "2022年  425.996818\n",
       "2023年  458.785991\n",
       "2024年  485.769711"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>报名模型</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2021年</th>\n      <td>386.760535</td>\n    </tr>\n    <tr>\n      <th>2022年</th>\n      <td>425.996818</td>\n    </tr>\n    <tr>\n      <th>2023年</th>\n      <td>458.785991</td>\n    </tr>\n    <tr>\n      <th>2024年</th>\n      <td>485.769711</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 20
    }
   ],
   "source": [
    "signfuture[-4:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "            录取模型\n",
       "2020年  69.985935\n",
       "2021年  76.769525\n",
       "2022年  81.898363\n",
       "2023年  83.108294\n",
       "2024年  84.263803"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>录取模型</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2020年</th>\n      <td>69.985935</td>\n    </tr>\n    <tr>\n      <th>2021年</th>\n      <td>76.769525</td>\n    </tr>\n    <tr>\n      <th>2022年</th>\n      <td>81.898363</td>\n    </tr>\n    <tr>\n      <th>2023年</th>\n      <td>83.108294</td>\n    </tr>\n    <tr>\n      <th>2024年</th>\n      <td>84.263803</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 21
    }
   ],
   "source": [
    "enrollfuture[-5:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}

Копировать Редактировать Web IDE Исходные данные Просмотреть построчно История

Отправлено 20.02.2021 12:05 86cbdff

Опубликовать ( 0 )

Вы можете оставить комментарий после Вход в систему

https://api.gitlife.ru/oschina-mirror/thales-ucas-postgrad.git

git@api.gitlife.ru:oschina-mirror/thales-ucas-postgrad.git

oschina-mirror

thales-ucas-postgrad

main

OSCHINA-MIRROR/thales-ucas-postgrad

Опубликовать ( 0 )

Введение

Обновления

Участники

Недавние действия

OSCHINA-MIRROR/thales-ucas-postgrad .gitee-modal { min-width: 500px !important; } .gitee-modal .close { right: 0.6rem !important; }

Опубликовать ( 0 )

Введение

Обновления

Участники

Недавние действия

OSCHINA-MIRROR/thales-ucas-postgrad