24. Pandas怎样结合Pyecharts绘制折线图.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pandas怎样结合Pyecharts绘制交互性折线图？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "背景：  \n",
    "* Pandas是Python用于数据分析领域的超级牛的库\n",
    "* Echarts是百度开源的非常好用强大的可视化图表库，Pyecharts是它的Python库版本"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1、读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>vol</th>\n",
       "      <th>p_change</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datetime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2019-12-03</td>\n",
       "      <td>BIDU</td>\n",
       "      <td>115.199997</td>\n",
       "      <td>114.800003</td>\n",
       "      <td>116.019997</td>\n",
       "      <td>113.300003</td>\n",
       "      <td>3493249</td>\n",
       "      <td>-2.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-12-02</td>\n",
       "      <td>BIDU</td>\n",
       "      <td>118.389999</td>\n",
       "      <td>117.440002</td>\n",
       "      <td>119.764999</td>\n",
       "      <td>116.400002</td>\n",
       "      <td>2203313</td>\n",
       "      <td>-0.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-11-29</td>\n",
       "      <td>BIDU</td>\n",
       "      <td>118.300003</td>\n",
       "      <td>118.529999</td>\n",
       "      <td>118.690002</td>\n",
       "      <td>117.599998</td>\n",
       "      <td>1917004</td>\n",
       "      <td>-0.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-11-27</td>\n",
       "      <td>BIDU</td>\n",
       "      <td>119.180000</td>\n",
       "      <td>119.510002</td>\n",
       "      <td>119.839996</td>\n",
       "      <td>118.440002</td>\n",
       "      <td>2341070</td>\n",
       "      <td>0.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-11-26</td>\n",
       "      <td>BIDU</td>\n",
       "      <td>120.010002</td>\n",
       "      <td>118.599998</td>\n",
       "      <td>120.440002</td>\n",
       "      <td>118.099998</td>\n",
       "      <td>3813176</td>\n",
       "      <td>-1.43</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "            code        open       close        high         low      vol  \\\n",
       "datetime                                                                    \n",
       "2019-12-03  BIDU  115.199997  114.800003  116.019997  113.300003  3493249   \n",
       "2019-12-02  BIDU  118.389999  117.440002  119.764999  116.400002  2203313   \n",
       "2019-11-29  BIDU  118.300003  118.529999  118.690002  117.599998  1917004   \n",
       "2019-11-27  BIDU  119.180000  119.510002  119.839996  118.440002  2341070   \n",
       "2019-11-26  BIDU  120.010002  118.599998  120.440002  118.099998  3813176   \n",
       "\n",
       "            p_change  \n",
       "datetime              \n",
       "2019-12-03     -2.25  \n",
       "2019-12-02     -0.92  \n",
       "2019-11-29     -0.82  \n",
       "2019-11-27      0.77  \n",
       "2019-11-26     -1.43  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xlsx_path = \"./datas/stocks/baidu_stocks.xlsx\"\n",
    "df = pd.read_excel(xlsx_path, index_col=\"datetime\", parse_dates=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2019-12-03', '2019-12-02', '2019-11-29', '2019-11-27',\n",
       "               '2019-11-26', '2019-11-25', '2019-11-22', '2019-11-21',\n",
       "               '2019-11-20', '2019-11-19',\n",
       "               ...\n",
       "               '2019-01-15', '2019-01-14', '2019-01-11', '2019-01-10',\n",
       "               '2019-01-09', '2019-01-08', '2019-01-07', '2019-01-04',\n",
       "               '2019-01-03', '2019-01-02'],\n",
       "              dtype='datetime64[ns]', name='datetime', length=227, freq=None)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>vol</th>\n",
       "      <th>p_change</th>\n",
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       "      <th>datetime</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2019-01-02</td>\n",
       "      <td>BIDU</td>\n",
       "      <td>156.179993</td>\n",
       "      <td>162.250000</td>\n",
       "      <td>164.330002</td>\n",
       "      <td>155.490005</td>\n",
       "      <td>2996952</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <td>2019-01-03</td>\n",
       "      <td>BIDU</td>\n",
       "      <td>158.750000</td>\n",
       "      <td>154.710007</td>\n",
       "      <td>159.880005</td>\n",
       "      <td>153.779999</td>\n",
       "      <td>3879180</td>\n",
       "      <td>-4.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-01-04</td>\n",
       "      <td>BIDU</td>\n",
       "      <td>157.600006</td>\n",
       "      <td>160.949997</td>\n",
       "      <td>162.429993</td>\n",
       "      <td>157.250000</td>\n",
       "      <td>3847497</td>\n",
       "      <td>4.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-01-07</td>\n",
       "      <td>BIDU</td>\n",
       "      <td>162.600006</td>\n",
       "      <td>162.600006</td>\n",
       "      <td>164.490005</td>\n",
       "      <td>158.509995</td>\n",
       "      <td>3266091</td>\n",
       "      <td>1.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2019-01-08</td>\n",
       "      <td>BIDU</td>\n",
       "      <td>162.190002</td>\n",
       "      <td>163.399994</td>\n",
       "      <td>163.889999</td>\n",
       "      <td>158.160004</td>\n",
       "      <td>3253361</td>\n",
       "      <td>0.49</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "            code        open       close        high         low      vol  \\\n",
       "datetime                                                                    \n",
       "2019-01-02  BIDU  156.179993  162.250000  164.330002  155.490005  2996952   \n",
       "2019-01-03  BIDU  158.750000  154.710007  159.880005  153.779999  3879180   \n",
       "2019-01-04  BIDU  157.600006  160.949997  162.429993  157.250000  3847497   \n",
       "2019-01-07  BIDU  162.600006  162.600006  164.490005  158.509995  3266091   \n",
       "2019-01-08  BIDU  162.190002  163.399994  163.889999  158.160004  3253361   \n",
       "\n",
       "            p_change  \n",
       "datetime              \n",
       "2019-01-02       NaN  \n",
       "2019-01-03     -4.65  \n",
       "2019-01-04      4.03  \n",
       "2019-01-07      1.03  \n",
       "2019-01-08      0.49  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_index(inplace=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2、使用Pyecharts绘制折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 如果没有安装，使用pip install pyecharts安装\n",
    "from pyecharts.charts import Line\n",
    "from pyecharts import options as opts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pyecharts.charts.basic_charts.line.Line at 0x201bd51d088>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 折线图\n",
    "line = Line()\n",
    "\n",
    "# x轴\n",
    "line.add_xaxis(df.index.to_list())\n",
    "\n",
    "# 每个y轴\n",
    "line.add_yaxis(\"开盘价\", df[\"open\"].round(2).to_list())\n",
    "line.add_yaxis(\"收盘价\", df[\"close\"].round(2).to_list())\n",
    "\n",
    "# 图表配置\n",
    "line.set_global_opts(\n",
    "    title_opts=opts.TitleOpts(title=\"百度股票2019年\"),\n",
    "    tooltip_opts=opts.TooltipOpts(trigger=\"axis\", axis_pointer_type=\"cross\")\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "    <div id=\"f574c3dfa10b4a3cb96d9ed011a18d73\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        var chart_f574c3dfa10b4a3cb96d9ed011a18d73 = echarts.init(\n",
       "            document.getElementById('f574c3dfa10b4a3cb96d9ed011a18d73'), 'white', {renderer: 'canvas'});\n",
       "        var option_f574c3dfa10b4a3cb96d9ed011a18d73 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
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       "    \"color\": [\n",
       "        \"#c23531\",\n",
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       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
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       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"line\",\n",
       "            \"name\": \"\\u5f00\\u76d8\\u4ef7\",\n",
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       "                [\n",
       "                    \"2019-01-02T00:00:00\",\n",
       "                    156.18\n",
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       "                [\n",
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       "                [\n",
       "                    \"2019-03-20T00:00:00\",\n",
       "                    171.28\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-03-21T00:00:00\",\n",
       "                    168.7\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-03-22T00:00:00\",\n",
       "                    170.72\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-03-25T00:00:00\",\n",
       "                    165.57\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-03-26T00:00:00\",\n",
       "                    167.0\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-03-27T00:00:00\",\n",
       "                    167.36\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-03-28T00:00:00\",\n",
       "                    165.0\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-03-29T00:00:00\",\n",
       "                    165.65\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-01T00:00:00\",\n",
       "                    168.07\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-02T00:00:00\",\n",
       "                    170.41\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-03T00:00:00\",\n",
       "                    173.05\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-04T00:00:00\",\n",
       "                    176.92\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-05T00:00:00\",\n",
       "                    181.33\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-08T00:00:00\",\n",
       "                    181.55\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-09T00:00:00\",\n",
       "                    185.0\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-10T00:00:00\",\n",
       "                    179.19\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-11T00:00:00\",\n",
       "                    176.5\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-12T00:00:00\",\n",
       "                    173.6\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-15T00:00:00\",\n",
       "                    172.2\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-16T00:00:00\",\n",
       "                    170.0\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-17T00:00:00\",\n",
       "                    172.19\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-18T00:00:00\",\n",
       "                    171.0\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-22T00:00:00\",\n",
       "                    170.0\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-23T00:00:00\",\n",
       "                    170.0\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-24T00:00:00\",\n",
       "                    174.0\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-25T00:00:00\",\n",
       "                    169.0\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-26T00:00:00\",\n",
       "                    167.85\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-29T00:00:00\",\n",
       "                    167.0\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-04-30T00:00:00\",\n",
       "                    164.68\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-01T00:00:00\",\n",
       "                    166.58\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-02T00:00:00\",\n",
       "                    165.76\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-03T00:00:00\",\n",
       "                    167.4\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-06T00:00:00\",\n",
       "                    161.0\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-07T00:00:00\",\n",
       "                    162.9\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-08T00:00:00\",\n",
       "                    161.6\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-09T00:00:00\",\n",
       "                    156.35\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-10T00:00:00\",\n",
       "                    158.0\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-13T00:00:00\",\n",
       "                    151.63\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-14T00:00:00\",\n",
       "                    153.08\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-15T00:00:00\",\n",
       "                    151.73\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-16T00:00:00\",\n",
       "                    153.31\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-17T00:00:00\",\n",
       "                    130.53\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-20T00:00:00\",\n",
       "                    123.23\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-21T00:00:00\",\n",
       "                    119.22\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-22T00:00:00\",\n",
       "                    120.8\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-23T00:00:00\",\n",
       "                    115.3\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-24T00:00:00\",\n",
       "                    114.55\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-28T00:00:00\",\n",
       "                    115.01\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-29T00:00:00\",\n",
       "                    113.2\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-30T00:00:00\",\n",
       "                    112.37\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-05-31T00:00:00\",\n",
       "                    110.0\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-06-03T00:00:00\",\n",
       "                    109.76\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-06-04T00:00:00\",\n",
       "                    108.46\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-06-05T00:00:00\",\n",
       "                    111.63\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-06-06T00:00:00\",\n",
       "                    109.1\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-06-07T00:00:00\",\n",
       "                    109.1\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-06-10T00:00:00\",\n",
       "                    111.02\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-06-11T00:00:00\",\n",
       "                    113.93\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-06-12T00:00:00\",\n",
       "                    114.01\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-06-13T00:00:00\",\n",
       "                    113.98\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-06-14T00:00:00\",\n",
       "                    112.81\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-06-17T00:00:00\",\n",
       "                    113.3\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-06-18T00:00:00\",\n",
       "                    115.44\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-06-19T00:00:00\",\n",
       "                    118.16\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-06-20T00:00:00\",\n",
       "                    120.0\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-06-24T00:00:00\",\n",
       "                    117.29\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-06-25T00:00:00\",\n",
       "                    115.57\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-06-26T00:00:00\",\n",
       "                    114.58\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-06-27T00:00:00\",\n",
       "                    116.31\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-06-28T00:00:00\",\n",
       "                    116.01\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-01T00:00:00\",\n",
       "                    121.49\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-02T00:00:00\",\n",
       "                    118.15\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-03T00:00:00\",\n",
       "                    120.2\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-05T00:00:00\",\n",
       "                    117.21\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-08T00:00:00\",\n",
       "                    114.99\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-09T00:00:00\",\n",
       "                    112.35\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-10T00:00:00\",\n",
       "                    116.16\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-11T00:00:00\",\n",
       "                    114.69\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-12T00:00:00\",\n",
       "                    114.85\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-15T00:00:00\",\n",
       "                    115.01\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-16T00:00:00\",\n",
       "                    115.5\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-17T00:00:00\",\n",
       "                    114.01\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-18T00:00:00\",\n",
       "                    113.19\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-19T00:00:00\",\n",
       "                    112.85\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-22T00:00:00\",\n",
       "                    112.25\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-23T00:00:00\",\n",
       "                    112.27\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-24T00:00:00\",\n",
       "                    114.8\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-25T00:00:00\",\n",
       "                    116.23\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-26T00:00:00\",\n",
       "                    115.01\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-29T00:00:00\",\n",
       "                    113.75\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-30T00:00:00\",\n",
       "                    112.5\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-07-31T00:00:00\",\n",
       "                    112.5\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-01T00:00:00\",\n",
       "                    111.53\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-02T00:00:00\",\n",
       "                    108.22\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-05T00:00:00\",\n",
       "                    104.01\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-06T00:00:00\",\n",
       "                    101.68\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-07T00:00:00\",\n",
       "                    98.39\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-08T00:00:00\",\n",
       "                    99.38\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-09T00:00:00\",\n",
       "                    99.17\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-12T00:00:00\",\n",
       "                    96.24\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-13T00:00:00\",\n",
       "                    94.22\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-14T00:00:00\",\n",
       "                    95.21\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-15T00:00:00\",\n",
       "                    95.55\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-16T00:00:00\",\n",
       "                    95.28\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-19T00:00:00\",\n",
       "                    100.0\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-20T00:00:00\",\n",
       "                    112.08\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-21T00:00:00\",\n",
       "                    109.61\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-22T00:00:00\",\n",
       "                    105.77\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-23T00:00:00\",\n",
       "                    103.4\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-26T00:00:00\",\n",
       "                    102.8\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-27T00:00:00\",\n",
       "                    104.78\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-28T00:00:00\",\n",
       "                    102.96\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-29T00:00:00\",\n",
       "                    105.22\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-08-30T00:00:00\",\n",
       "                    105.46\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-09-03T00:00:00\",\n",
       "                    103.32\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-09-04T00:00:00\",\n",
       "                    104.13\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-09-05T00:00:00\",\n",
       "                    103.59\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-09-06T00:00:00\",\n",
       "                    104.24\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-09-09T00:00:00\",\n",
       "                    102.72\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-09-10T00:00:00\",\n",
       "                    105.2\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-09-11T00:00:00\",\n",
       "                    111.78\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-09-12T00:00:00\",\n",
       "                    112.95\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-09-13T00:00:00\",\n",
       "                    111.97\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-09-16T00:00:00\",\n",
       "                    109.95\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-09-17T00:00:00\",\n",
       "                    110.02\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-09-18T00:00:00\",\n",
       "                    108.99\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-09-19T00:00:00\",\n",
       "                    108.56\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-09-20T00:00:00\",\n",
       "                    108.1\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-09-23T00:00:00\",\n",
       "                    104.49\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-09-24T00:00:00\",\n",
       "                    102.6\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-09-25T00:00:00\",\n",
       "                    97.94\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-09-26T00:00:00\",\n",
       "                    105.9\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-09-27T00:00:00\",\n",
       "                    105.49\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-09-30T00:00:00\",\n",
       "                    102.25\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-10-01T00:00:00\",\n",
       "                    102.8\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-10-02T00:00:00\",\n",
       "                    100.85\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-10-03T00:00:00\",\n",
       "                    102.35\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-10-04T00:00:00\",\n",
       "                    103.83\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-10-07T00:00:00\",\n",
       "                    103.79\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-10-08T00:00:00\",\n",
       "                    99.5\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-10-09T00:00:00\",\n",
       "                    100.29\n",
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       "                [\n",
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       "                    100.79\n",
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       "                    \"2019-10-11T00:00:00\",\n",
       "                    105.97\n",
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       "                    \"2019-10-14T00:00:00\",\n",
       "                    104.51\n",
       "                ],\n",
       "                [\n",
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       "                    105.54\n",
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       "                [\n",
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       "                    107.18\n",
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       "                    108.86\n",
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       "                    107.48\n",
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       "                    104.57\n",
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       "                    104.0\n",
       "                ],\n",
       "                [\n",
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       "                    102.66\n",
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       "                    \"2019-10-24T00:00:00\",\n",
       "                    104.09\n",
       "                ],\n",
       "                [\n",
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       "                    103.18\n",
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       "                [\n",
       "                    \"2019-10-28T00:00:00\",\n",
       "                    104.31\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-10-29T00:00:00\",\n",
       "                    104.47\n",
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       "                [\n",
       "                    \"2019-10-30T00:00:00\",\n",
       "                    102.85\n",
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       "                [\n",
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       "                    102.13\n",
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       "                    \"2019-11-01T00:00:00\",\n",
       "                    103.05\n",
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       "                [\n",
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       "                    106.98\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-11-05T00:00:00\",\n",
       "                    110.9\n",
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       "                    \"2019-11-06T00:00:00\",\n",
       "                    108.81\n",
       "                ],\n",
       "                [\n",
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       "                    115.43\n",
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       "                    \"2019-11-08T00:00:00\",\n",
       "                    123.21\n",
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       "                [\n",
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       "                    122.69\n",
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       "                [\n",
       "                    \"2019-11-12T00:00:00\",\n",
       "                    120.17\n",
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       "                [\n",
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       "                    119.61\n",
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       "                [\n",
       "                    \"2019-11-14T00:00:00\",\n",
       "                    118.0\n",
       "                ],\n",
       "                [\n",
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       "                    118.74\n",
       "                ],\n",
       "                [\n",
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       "                    117.31\n",
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       "                [\n",
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       "                    117.92\n",
       "                ],\n",
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       "                \"2019-10-08T00:00:00\",\n",
       "                \"2019-10-09T00:00:00\",\n",
       "                \"2019-10-10T00:00:00\",\n",
       "                \"2019-10-11T00:00:00\",\n",
       "                \"2019-10-14T00:00:00\",\n",
       "                \"2019-10-15T00:00:00\",\n",
       "                \"2019-10-16T00:00:00\",\n",
       "                \"2019-10-17T00:00:00\",\n",
       "                \"2019-10-18T00:00:00\",\n",
       "                \"2019-10-21T00:00:00\",\n",
       "                \"2019-10-22T00:00:00\",\n",
       "                \"2019-10-23T00:00:00\",\n",
       "                \"2019-10-24T00:00:00\",\n",
       "                \"2019-10-25T00:00:00\",\n",
       "                \"2019-10-28T00:00:00\",\n",
       "                \"2019-10-29T00:00:00\",\n",
       "                \"2019-10-30T00:00:00\",\n",
       "                \"2019-10-31T00:00:00\",\n",
       "                \"2019-11-01T00:00:00\",\n",
       "                \"2019-11-04T00:00:00\",\n",
       "                \"2019-11-05T00:00:00\",\n",
       "                \"2019-11-06T00:00:00\",\n",
       "                \"2019-11-07T00:00:00\",\n",
       "                \"2019-11-08T00:00:00\",\n",
       "                \"2019-11-11T00:00:00\",\n",
       "                \"2019-11-12T00:00:00\",\n",
       "                \"2019-11-13T00:00:00\",\n",
       "                \"2019-11-14T00:00:00\",\n",
       "                \"2019-11-15T00:00:00\",\n",
       "                \"2019-11-18T00:00:00\",\n",
       "                \"2019-11-19T00:00:00\",\n",
       "                \"2019-11-20T00:00:00\",\n",
       "                \"2019-11-21T00:00:00\",\n",
       "                \"2019-11-22T00:00:00\",\n",
       "                \"2019-11-25T00:00:00\",\n",
       "                \"2019-11-26T00:00:00\",\n",
       "                \"2019-11-27T00:00:00\",\n",
       "                \"2019-11-29T00:00:00\",\n",
       "                \"2019-12-02T00:00:00\",\n",
       "                \"2019-12-03T00:00:00\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u767e\\u5ea6\\u80a1\\u79682019\\u5e74\"\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "        chart_f574c3dfa10b4a3cb96d9ed011a18d73.setOption(option_f574c3dfa10b4a3cb96d9ed011a18d73);\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x201bca3dfc8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 渲染数据\n",
    "line.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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