{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-12-27T08:34:53.062609Z",
     "start_time": "2024-12-27T08:34:52.037312Z"
    }
   },
   "source": [
    "# https://akshare.akfamily.xyz/\n",
    "import akshare as ak"
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:12:08.773019Z",
     "start_time": "2024-12-27T02:12:08.656345Z"
    }
   },
   "cell_type": "code",
   "source": "ak.stock_individual_info_em(symbol='603444')",
   "id": "1a4d244bc84927b2",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "   item               value\n",
       "0  股票代码              603444\n",
       "1  股票简称                 吉比特\n",
       "2   总股本          72041101.0\n",
       "3   流通股          72041101.0\n",
       "4   总市值  16233021288.330002\n",
       "5  流通市值  16233021288.330002\n",
       "6    行业                  游戏\n",
       "7  上市时间            20170104"
      ],
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       "      <th></th>\n",
       "      <th>item</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>股票代码</td>\n",
       "      <td>603444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>股票简称</td>\n",
       "      <td>吉比特</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>总股本</td>\n",
       "      <td>72041101.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>流通股</td>\n",
       "      <td>72041101.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>总市值</td>\n",
       "      <td>16233021288.330002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>流通市值</td>\n",
       "      <td>16233021288.330002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>行业</td>\n",
       "      <td>游戏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>上市时间</td>\n",
       "      <td>20170104</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T02:13:06.751056Z",
     "start_time": "2024-12-27T02:13:05.938326Z"
    }
   },
   "cell_type": "code",
   "source": "ak.stock_zh_a_spot_em()",
   "id": "89f27267106f686b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "        序号      代码    名称    最新价    涨跌幅   涨跌额        成交量           成交额     振幅  \\\n",
       "0        1  300141  和顺电气  11.14  20.04  1.86   360242.0  3.958082e+08  20.58   \n",
       "1        2  300599  雄塑科技   7.67  20.03  1.28   128110.0  9.608535e+07  16.74   \n",
       "2        3  300323  华灿光电   9.35  20.03  1.56  1101594.0  9.536143e+08  20.92   \n",
       "3        4  300547  川环科技  24.41  20.01  4.07   123590.0  3.016842e+08   0.00   \n",
       "4        5  300302  同有科技  18.12  16.53  2.57   443159.0  7.812255e+08  20.71   \n",
       "...    ...     ...   ...    ...    ...   ...        ...           ...    ...   \n",
       "5674  5675  300006  莱美药业   4.13  -9.23 -0.42   639505.0  2.612891e+08   5.93   \n",
       "5675  5676  600725  云维股份   4.05  -9.40 -0.42  1407174.0  5.736473e+08   4.92   \n",
       "5676  5677  603777   来伊份  14.81  -9.97 -1.64   140751.0  2.090923e+08   2.98   \n",
       "5677  5678  002055  得润电子   8.54 -10.01 -0.95   107412.0  9.172985e+07   0.00   \n",
       "5678  5679  920082  方正阀门  17.80 -17.97 -3.90   104825.0  1.905696e+08   9.03   \n",
       "\n",
       "         最高  ...     量比    换手率   市盈率-动态    市净率           总市值          流通市值  \\\n",
       "0     11.14  ...  12.41  14.26 -3907.67   4.23  2.828274e+09  2.814741e+09   \n",
       "1      7.67  ...  12.26   6.04   -44.17   1.32  2.746869e+09  1.627502e+09   \n",
       "2      9.35  ...   4.48  12.53   -31.65   2.11  1.517504e+10  8.220064e+09   \n",
       "3     24.41  ...   7.57   6.93    26.92   4.62  5.294680e+09  4.350438e+09   \n",
       "4     18.66  ...  16.40  12.01   207.76   6.38  8.684260e+09  6.684267e+09   \n",
       "...     ...  ...    ...    ...      ...    ...           ...           ...   \n",
       "5674   4.22  ...   5.08   6.06  -123.81   2.12  4.360913e+09  4.360548e+09   \n",
       "5675   4.24  ...  11.10  11.42  -410.76  14.22  4.991504e+09  4.991504e+09   \n",
       "5676  15.30  ...   1.71   4.20   -87.71   2.80  4.984452e+09  4.968161e+09   \n",
       "5677   8.54  ...   0.59   1.82   -30.79   2.07  5.162345e+09  5.050187e+09   \n",
       "5678  19.33  ...   1.93  33.14    37.36   5.20  2.498408e+09  5.631030e+08   \n",
       "\n",
       "        涨速  5分钟涨跌  60日涨跌幅  年初至今涨跌幅  \n",
       "0     0.00   0.00   32.78     6.81  \n",
       "1     0.00   0.00   39.71    -1.92  \n",
       "2     0.00   0.00   98.94    27.73  \n",
       "3     0.00   0.00   59.33    48.57  \n",
       "4    -0.22  -0.98   45.08    33.83  \n",
       "...    ...    ...     ...      ...  \n",
       "5674  0.00   0.00   32.80    11.02  \n",
       "5675 -0.74   0.00   56.98    39.66  \n",
       "5676  0.00   0.00   51.59    10.77  \n",
       "5677  0.00   0.00   40.23   -12.68  \n",
       "5678  1.14   1.83  407.12   407.12  \n",
       "\n",
       "[5679 rows x 23 columns]"
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>序号</th>\n",
       "      <th>代码</th>\n",
       "      <th>名称</th>\n",
       "      <th>最新价</th>\n",
       "      <th>涨跌幅</th>\n",
       "      <th>涨跌额</th>\n",
       "      <th>成交量</th>\n",
       "      <th>成交额</th>\n",
       "      <th>振幅</th>\n",
       "      <th>最高</th>\n",
       "      <th>...</th>\n",
       "      <th>量比</th>\n",
       "      <th>换手率</th>\n",
       "      <th>市盈率-动态</th>\n",
       "      <th>市净率</th>\n",
       "      <th>总市值</th>\n",
       "      <th>流通市值</th>\n",
       "      <th>涨速</th>\n",
       "      <th>5分钟涨跌</th>\n",
       "      <th>60日涨跌幅</th>\n",
       "      <th>年初至今涨跌幅</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>300141</td>\n",
       "      <td>和顺电气</td>\n",
       "      <td>11.14</td>\n",
       "      <td>20.04</td>\n",
       "      <td>1.86</td>\n",
       "      <td>360242.0</td>\n",
       "      <td>3.958082e+08</td>\n",
       "      <td>20.58</td>\n",
       "      <td>11.14</td>\n",
       "      <td>...</td>\n",
       "      <td>12.41</td>\n",
       "      <td>14.26</td>\n",
       "      <td>-3907.67</td>\n",
       "      <td>4.23</td>\n",
       "      <td>2.828274e+09</td>\n",
       "      <td>2.814741e+09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32.78</td>\n",
       "      <td>6.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>300599</td>\n",
       "      <td>雄塑科技</td>\n",
       "      <td>7.67</td>\n",
       "      <td>20.03</td>\n",
       "      <td>1.28</td>\n",
       "      <td>128110.0</td>\n",
       "      <td>9.608535e+07</td>\n",
       "      <td>16.74</td>\n",
       "      <td>7.67</td>\n",
       "      <td>...</td>\n",
       "      <td>12.26</td>\n",
       "      <td>6.04</td>\n",
       "      <td>-44.17</td>\n",
       "      <td>1.32</td>\n",
       "      <td>2.746869e+09</td>\n",
       "      <td>1.627502e+09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>39.71</td>\n",
       "      <td>-1.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>300323</td>\n",
       "      <td>华灿光电</td>\n",
       "      <td>9.35</td>\n",
       "      <td>20.03</td>\n",
       "      <td>1.56</td>\n",
       "      <td>1101594.0</td>\n",
       "      <td>9.536143e+08</td>\n",
       "      <td>20.92</td>\n",
       "      <td>9.35</td>\n",
       "      <td>...</td>\n",
       "      <td>4.48</td>\n",
       "      <td>12.53</td>\n",
       "      <td>-31.65</td>\n",
       "      <td>2.11</td>\n",
       "      <td>1.517504e+10</td>\n",
       "      <td>8.220064e+09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>98.94</td>\n",
       "      <td>27.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>300547</td>\n",
       "      <td>川环科技</td>\n",
       "      <td>24.41</td>\n",
       "      <td>20.01</td>\n",
       "      <td>4.07</td>\n",
       "      <td>123590.0</td>\n",
       "      <td>3.016842e+08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24.41</td>\n",
       "      <td>...</td>\n",
       "      <td>7.57</td>\n",
       "      <td>6.93</td>\n",
       "      <td>26.92</td>\n",
       "      <td>4.62</td>\n",
       "      <td>5.294680e+09</td>\n",
       "      <td>4.350438e+09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>59.33</td>\n",
       "      <td>48.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>300302</td>\n",
       "      <td>同有科技</td>\n",
       "      <td>18.12</td>\n",
       "      <td>16.53</td>\n",
       "      <td>2.57</td>\n",
       "      <td>443159.0</td>\n",
       "      <td>7.812255e+08</td>\n",
       "      <td>20.71</td>\n",
       "      <td>18.66</td>\n",
       "      <td>...</td>\n",
       "      <td>16.40</td>\n",
       "      <td>12.01</td>\n",
       "      <td>207.76</td>\n",
       "      <td>6.38</td>\n",
       "      <td>8.684260e+09</td>\n",
       "      <td>6.684267e+09</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>-0.98</td>\n",
       "      <td>45.08</td>\n",
       "      <td>33.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5674</th>\n",
       "      <td>5675</td>\n",
       "      <td>300006</td>\n",
       "      <td>莱美药业</td>\n",
       "      <td>4.13</td>\n",
       "      <td>-9.23</td>\n",
       "      <td>-0.42</td>\n",
       "      <td>639505.0</td>\n",
       "      <td>2.612891e+08</td>\n",
       "      <td>5.93</td>\n",
       "      <td>4.22</td>\n",
       "      <td>...</td>\n",
       "      <td>5.08</td>\n",
       "      <td>6.06</td>\n",
       "      <td>-123.81</td>\n",
       "      <td>2.12</td>\n",
       "      <td>4.360913e+09</td>\n",
       "      <td>4.360548e+09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32.80</td>\n",
       "      <td>11.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5675</th>\n",
       "      <td>5676</td>\n",
       "      <td>600725</td>\n",
       "      <td>云维股份</td>\n",
       "      <td>4.05</td>\n",
       "      <td>-9.40</td>\n",
       "      <td>-0.42</td>\n",
       "      <td>1407174.0</td>\n",
       "      <td>5.736473e+08</td>\n",
       "      <td>4.92</td>\n",
       "      <td>4.24</td>\n",
       "      <td>...</td>\n",
       "      <td>11.10</td>\n",
       "      <td>11.42</td>\n",
       "      <td>-410.76</td>\n",
       "      <td>14.22</td>\n",
       "      <td>4.991504e+09</td>\n",
       "      <td>4.991504e+09</td>\n",
       "      <td>-0.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>56.98</td>\n",
       "      <td>39.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5676</th>\n",
       "      <td>5677</td>\n",
       "      <td>603777</td>\n",
       "      <td>来伊份</td>\n",
       "      <td>14.81</td>\n",
       "      <td>-9.97</td>\n",
       "      <td>-1.64</td>\n",
       "      <td>140751.0</td>\n",
       "      <td>2.090923e+08</td>\n",
       "      <td>2.98</td>\n",
       "      <td>15.30</td>\n",
       "      <td>...</td>\n",
       "      <td>1.71</td>\n",
       "      <td>4.20</td>\n",
       "      <td>-87.71</td>\n",
       "      <td>2.80</td>\n",
       "      <td>4.984452e+09</td>\n",
       "      <td>4.968161e+09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>51.59</td>\n",
       "      <td>10.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5677</th>\n",
       "      <td>5678</td>\n",
       "      <td>002055</td>\n",
       "      <td>得润电子</td>\n",
       "      <td>8.54</td>\n",
       "      <td>-10.01</td>\n",
       "      <td>-0.95</td>\n",
       "      <td>107412.0</td>\n",
       "      <td>9.172985e+07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.54</td>\n",
       "      <td>...</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1.82</td>\n",
       "      <td>-30.79</td>\n",
       "      <td>2.07</td>\n",
       "      <td>5.162345e+09</td>\n",
       "      <td>5.050187e+09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>40.23</td>\n",
       "      <td>-12.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5678</th>\n",
       "      <td>5679</td>\n",
       "      <td>920082</td>\n",
       "      <td>方正阀门</td>\n",
       "      <td>17.80</td>\n",
       "      <td>-17.97</td>\n",
       "      <td>-3.90</td>\n",
       "      <td>104825.0</td>\n",
       "      <td>1.905696e+08</td>\n",
       "      <td>9.03</td>\n",
       "      <td>19.33</td>\n",
       "      <td>...</td>\n",
       "      <td>1.93</td>\n",
       "      <td>33.14</td>\n",
       "      <td>37.36</td>\n",
       "      <td>5.20</td>\n",
       "      <td>2.498408e+09</td>\n",
       "      <td>5.631030e+08</td>\n",
       "      <td>1.14</td>\n",
       "      <td>1.83</td>\n",
       "      <td>407.12</td>\n",
       "      <td>407.12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5679 rows × 23 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T08:37:55.340388Z",
     "start_time": "2024-12-27T08:37:55.114586Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 东方财富接口\n",
    "ak.stock_zh_a_hist(symbol=\"430017\", period='daily', end_date=\"20241231\", adjust=\"qfq\")"
   ],
   "id": "25fbf8bbd22847ab",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "              日期    股票代码     开盘     收盘     最高     最低    成交量          成交额  \\\n",
       "0     2012-12-17  430017   7.79   7.79   7.79   7.79   6000   5400000.00   \n",
       "1     2013-12-03  430017  10.05  10.05  10.05  10.05  17326  19509300.00   \n",
       "2     2014-01-03  430017   9.79   9.79   9.79   9.79   3000   3300000.00   \n",
       "3     2014-08-15  430017  14.29  18.92  28.79  14.29     40     80500.00   \n",
       "4     2014-08-20  430017  36.79  36.79  36.79  36.79     10     38000.00   \n",
       "...          ...     ...    ...    ...    ...    ...    ...          ...   \n",
       "1353  2024-12-23  430017  14.89  14.47  15.25  14.33  22186  32945621.97   \n",
       "1354  2024-12-24  430017  14.50  14.39  14.77  14.10  14716  21191950.82   \n",
       "1355  2024-12-25  430017  14.64  14.32  14.89  14.31  20950  30487232.79   \n",
       "1356  2024-12-26  430017  14.31  14.23  14.47  14.04  21960  31314458.50   \n",
       "1357  2024-12-27  430017  14.25  14.28  14.46  14.16  16080  22968456.88   \n",
       "\n",
       "          振幅    涨跌幅    涨跌额   换手率  \n",
       "0       0.00 -34.26  -4.06  1.04  \n",
       "1       0.00  29.01   2.26  2.24  \n",
       "2       0.00  -2.59  -0.26  0.39  \n",
       "3     148.11  93.26   9.13  0.01  \n",
       "4       0.00  94.45  17.87  0.00  \n",
       "...      ...    ...    ...   ...  \n",
       "1353    6.17  -2.89  -0.43  1.83  \n",
       "1354    4.63  -0.55  -0.08  1.22  \n",
       "1355    4.03  -0.49  -0.07  1.73  \n",
       "1356    3.00  -0.63  -0.09  1.81  \n",
       "1357    2.11   0.35   0.05  1.33  \n",
       "\n",
       "[1358 rows x 12 columns]"
      ],
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       "\n",
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       "        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>日期</th>\n",
       "      <th>股票代码</th>\n",
       "      <th>开盘</th>\n",
       "      <th>收盘</th>\n",
       "      <th>最高</th>\n",
       "      <th>最低</th>\n",
       "      <th>成交量</th>\n",
       "      <th>成交额</th>\n",
       "      <th>振幅</th>\n",
       "      <th>涨跌幅</th>\n",
       "      <th>涨跌额</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012-12-17</td>\n",
       "      <td>430017</td>\n",
       "      <td>7.79</td>\n",
       "      <td>7.79</td>\n",
       "      <td>7.79</td>\n",
       "      <td>7.79</td>\n",
       "      <td>6000</td>\n",
       "      <td>5400000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-34.26</td>\n",
       "      <td>-4.06</td>\n",
       "      <td>1.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2013-12-03</td>\n",
       "      <td>430017</td>\n",
       "      <td>10.05</td>\n",
       "      <td>10.05</td>\n",
       "      <td>10.05</td>\n",
       "      <td>10.05</td>\n",
       "      <td>17326</td>\n",
       "      <td>19509300.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>29.01</td>\n",
       "      <td>2.26</td>\n",
       "      <td>2.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-01-03</td>\n",
       "      <td>430017</td>\n",
       "      <td>9.79</td>\n",
       "      <td>9.79</td>\n",
       "      <td>9.79</td>\n",
       "      <td>9.79</td>\n",
       "      <td>3000</td>\n",
       "      <td>3300000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-2.59</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-08-15</td>\n",
       "      <td>430017</td>\n",
       "      <td>14.29</td>\n",
       "      <td>18.92</td>\n",
       "      <td>28.79</td>\n",
       "      <td>14.29</td>\n",
       "      <td>40</td>\n",
       "      <td>80500.00</td>\n",
       "      <td>148.11</td>\n",
       "      <td>93.26</td>\n",
       "      <td>9.13</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-08-20</td>\n",
       "      <td>430017</td>\n",
       "      <td>36.79</td>\n",
       "      <td>36.79</td>\n",
       "      <td>36.79</td>\n",
       "      <td>36.79</td>\n",
       "      <td>10</td>\n",
       "      <td>38000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>94.45</td>\n",
       "      <td>17.87</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1353</th>\n",
       "      <td>2024-12-23</td>\n",
       "      <td>430017</td>\n",
       "      <td>14.89</td>\n",
       "      <td>14.47</td>\n",
       "      <td>15.25</td>\n",
       "      <td>14.33</td>\n",
       "      <td>22186</td>\n",
       "      <td>32945621.97</td>\n",
       "      <td>6.17</td>\n",
       "      <td>-2.89</td>\n",
       "      <td>-0.43</td>\n",
       "      <td>1.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1354</th>\n",
       "      <td>2024-12-24</td>\n",
       "      <td>430017</td>\n",
       "      <td>14.50</td>\n",
       "      <td>14.39</td>\n",
       "      <td>14.77</td>\n",
       "      <td>14.10</td>\n",
       "      <td>14716</td>\n",
       "      <td>21191950.82</td>\n",
       "      <td>4.63</td>\n",
       "      <td>-0.55</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>1.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1355</th>\n",
       "      <td>2024-12-25</td>\n",
       "      <td>430017</td>\n",
       "      <td>14.64</td>\n",
       "      <td>14.32</td>\n",
       "      <td>14.89</td>\n",
       "      <td>14.31</td>\n",
       "      <td>20950</td>\n",
       "      <td>30487232.79</td>\n",
       "      <td>4.03</td>\n",
       "      <td>-0.49</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>1.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1356</th>\n",
       "      <td>2024-12-26</td>\n",
       "      <td>430017</td>\n",
       "      <td>14.31</td>\n",
       "      <td>14.23</td>\n",
       "      <td>14.47</td>\n",
       "      <td>14.04</td>\n",
       "      <td>21960</td>\n",
       "      <td>31314458.50</td>\n",
       "      <td>3.00</td>\n",
       "      <td>-0.63</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>1.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1357</th>\n",
       "      <td>2024-12-27</td>\n",
       "      <td>430017</td>\n",
       "      <td>14.25</td>\n",
       "      <td>14.28</td>\n",
       "      <td>14.46</td>\n",
       "      <td>14.16</td>\n",
       "      <td>16080</td>\n",
       "      <td>22968456.88</td>\n",
       "      <td>2.11</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.33</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1358 rows × 12 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T03:55:23.409095Z",
     "start_time": "2024-12-27T03:55:22.805125Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 基金接口\n",
    "df = ak.fund_etf_spot_em()\n",
    "# 找出\"代码\"列值为512000的行\n",
    "df[df['代码'] == '512000']"
   ],
   "id": "f29b785bcb36ea54",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "        代码     名称   最新价  IOPV实时估值  基金折价率    涨跌额   涨跌幅        成交量          成交额  \\\n",
       "55  512000  券商ETF  1.17    1.1694  -0.05  0.019  1.65  8215254.0  954624261.0   \n",
       "\n",
       "      开盘价  ...    小单净流入-净额  小单净流入-净占比    现手     买一    卖一          最新份额  \\\n",
       "55  1.151  ... -35180913.0      -3.69 -60.0  1.169  1.17  2.081552e+10   \n",
       "\n",
       "           流通市值          总市值       数据日期                      更新时间  \n",
       "55  24354155704  24354155704 2024-12-27 2024-12-27 11:55:21+08:00  \n",
       "\n",
       "[1 rows x 37 columns]"
      ],
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>代码</th>\n",
       "      <th>名称</th>\n",
       "      <th>最新价</th>\n",
       "      <th>IOPV实时估值</th>\n",
       "      <th>基金折价率</th>\n",
       "      <th>涨跌额</th>\n",
       "      <th>涨跌幅</th>\n",
       "      <th>成交量</th>\n",
       "      <th>成交额</th>\n",
       "      <th>开盘价</th>\n",
       "      <th>...</th>\n",
       "      <th>小单净流入-净额</th>\n",
       "      <th>小单净流入-净占比</th>\n",
       "      <th>现手</th>\n",
       "      <th>买一</th>\n",
       "      <th>卖一</th>\n",
       "      <th>最新份额</th>\n",
       "      <th>流通市值</th>\n",
       "      <th>总市值</th>\n",
       "      <th>数据日期</th>\n",
       "      <th>更新时间</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>512000</td>\n",
       "      <td>券商ETF</td>\n",
       "      <td>1.17</td>\n",
       "      <td>1.1694</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.019</td>\n",
       "      <td>1.65</td>\n",
       "      <td>8215254.0</td>\n",
       "      <td>954624261.0</td>\n",
       "      <td>1.151</td>\n",
       "      <td>...</td>\n",
       "      <td>-35180913.0</td>\n",
       "      <td>-3.69</td>\n",
       "      <td>-60.0</td>\n",
       "      <td>1.169</td>\n",
       "      <td>1.17</td>\n",
       "      <td>2.081552e+10</td>\n",
       "      <td>24354155704</td>\n",
       "      <td>24354155704</td>\n",
       "      <td>2024-12-27</td>\n",
       "      <td>2024-12-27 11:55:21+08:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 37 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 25
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T03:59:06.218679Z",
     "start_time": "2024-12-27T03:59:05.849429Z"
    }
   },
   "cell_type": "code",
   "source": [
    "df = ak.article_epu_index()\n",
    "# 按year列和month列进行倒序排列\n",
    "df.sort_values(by=['year', 'month'], ascending=False)"
   ],
   "id": "f4abb984f885757a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "     year  month  China_Policy_Index\n",
       "346  2023     11          743.397580\n",
       "345  2023     10          603.739890\n",
       "344  2023      9          819.746150\n",
       "343  2023      8          709.881990\n",
       "342  2023      7          704.566080\n",
       "..    ...    ...                 ...\n",
       "4    1995      5          177.096860\n",
       "3    1995      4          131.034710\n",
       "2    1995      3           88.227035\n",
       "1    1995      2          193.987850\n",
       "0    1995      1          192.911910\n",
       "\n",
       "[347 rows x 3 columns]"
      ],
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>China_Policy_Index</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>2023</td>\n",
       "      <td>11</td>\n",
       "      <td>743.397580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>2023</td>\n",
       "      <td>10</td>\n",
       "      <td>603.739890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>2023</td>\n",
       "      <td>9</td>\n",
       "      <td>819.746150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>2023</td>\n",
       "      <td>8</td>\n",
       "      <td>709.881990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>2023</td>\n",
       "      <td>7</td>\n",
       "      <td>704.566080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1995</td>\n",
       "      <td>5</td>\n",
       "      <td>177.096860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1995</td>\n",
       "      <td>4</td>\n",
       "      <td>131.034710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1995</td>\n",
       "      <td>3</td>\n",
       "      <td>88.227035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1995</td>\n",
       "      <td>2</td>\n",
       "      <td>193.987850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1995</td>\n",
       "      <td>1</td>\n",
       "      <td>192.911910</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>347 rows × 3 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 27
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T04:11:29.461339Z",
     "start_time": "2024-12-27T04:11:28.553806Z"
    }
   },
   "cell_type": "code",
   "source": "ak.fund_info_index_em(symbol=\"全部\", indicator=\"全部\")",
   "id": "3d67aefe3a8c6301",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "        基金代码                基金名称    单位净值          日期  日增长率   近1周    近1月  \\\n",
       "0     167301           方正富邦中证保险A  1.0290  2024-12-26 -0.29  2.08   3.94   \n",
       "1     018099           方正富邦中证保险C  1.0230  2024-12-26 -0.29  2.10   3.86   \n",
       "2     019141  易方达中证电信主题ETF联接发起式A  1.3474  2024-12-26  1.64  0.89   9.18   \n",
       "3     019142  易方达中证电信主题ETF联接发起式C  1.3423  2024-12-26  1.64  0.88   9.15   \n",
       "4     007817    国泰中证全指通信设备ETF联接A  1.4350  2024-12-26  4.00  3.36  10.20   \n",
       "...      ...                 ...     ...         ...   ...   ...    ...   \n",
       "2958  022563   农银中证同业存单AAA指数7天持有  1.0004  2024-12-20   NaN  0.03    NaN   \n",
       "2959  022925    易方达中证红利ETF联接发起式Y  1.2361  2024-12-26 -0.44  0.20    NaN   \n",
       "2960  022483    国泰中证全指家用电器ETF联接E  1.3869  2024-12-26  1.24  1.51   7.22   \n",
       "2961  022689     申万菱信中证A500指数增强C  1.0000  2024-12-20   NaN   NaN    NaN   \n",
       "2962  022699     华泰柏瑞沪深300ETF联接I  0.9790  2024-12-26  0.04  1.08   3.66   \n",
       "\n",
       "        近3月    近6月    近1年    近2年    近3年    今年来    成立来   手续费  起购金额 跟踪标的 跟踪方式  \n",
       "0      7.08  32.95  48.48  42.13  30.92  44.52  72.41  0.08   10元   全部   全部  \n",
       "1      7.01  32.86  48.05    NaN    NaN  44.08  37.13  0.00   10元   全部   全部  \n",
       "2     29.56  37.53  47.71    NaN    NaN  43.13  34.74  0.12   10元   全部   全部  \n",
       "3     29.47  37.32  47.26    NaN    NaN  42.71  34.23  0.00   10元   全部   全部  \n",
       "4     28.14  22.50  46.73  76.79  32.48  39.13  43.50  0.10   10元   全部   全部  \n",
       "...     ...    ...    ...    ...    ...    ...    ...   ...   ...  ...  ...  \n",
       "2958    NaN    NaN    NaN    NaN    NaN    NaN   0.04  0.00   10元   全部   全部  \n",
       "2959    NaN    NaN    NaN    NaN    NaN    NaN  -0.48  0.00   10元   全部   全部  \n",
       "2960    NaN    NaN    NaN    NaN    NaN    NaN   2.72  0.00  100元   全部   全部  \n",
       "2961    NaN    NaN    NaN    NaN    NaN    NaN   0.00  0.00   10元   全部   全部  \n",
       "2962    NaN    NaN    NaN    NaN    NaN    NaN   3.66  0.00   10元   全部   全部  \n",
       "\n",
       "[2963 rows x 18 columns]"
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>基金代码</th>\n",
       "      <th>基金名称</th>\n",
       "      <th>单位净值</th>\n",
       "      <th>日期</th>\n",
       "      <th>日增长率</th>\n",
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       "      <th>起购金额</th>\n",
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       "      <th>跟踪方式</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>167301</td>\n",
       "      <td>方正富邦中证保险A</td>\n",
       "      <td>1.0290</td>\n",
       "      <td>2024-12-26</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>2.08</td>\n",
       "      <td>3.94</td>\n",
       "      <td>7.08</td>\n",
       "      <td>32.95</td>\n",
       "      <td>48.48</td>\n",
       "      <td>42.13</td>\n",
       "      <td>30.92</td>\n",
       "      <td>44.52</td>\n",
       "      <td>72.41</td>\n",
       "      <td>0.08</td>\n",
       "      <td>10元</td>\n",
       "      <td>全部</td>\n",
       "      <td>全部</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>018099</td>\n",
       "      <td>方正富邦中证保险C</td>\n",
       "      <td>1.0230</td>\n",
       "      <td>2024-12-26</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>2.10</td>\n",
       "      <td>3.86</td>\n",
       "      <td>7.01</td>\n",
       "      <td>32.86</td>\n",
       "      <td>48.05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.08</td>\n",
       "      <td>37.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10元</td>\n",
       "      <td>全部</td>\n",
       "      <td>全部</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>019141</td>\n",
       "      <td>易方达中证电信主题ETF联接发起式A</td>\n",
       "      <td>1.3474</td>\n",
       "      <td>2024-12-26</td>\n",
       "      <td>1.64</td>\n",
       "      <td>0.89</td>\n",
       "      <td>9.18</td>\n",
       "      <td>29.56</td>\n",
       "      <td>37.53</td>\n",
       "      <td>47.71</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.13</td>\n",
       "      <td>34.74</td>\n",
       "      <td>0.12</td>\n",
       "      <td>10元</td>\n",
       "      <td>全部</td>\n",
       "      <td>全部</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>019142</td>\n",
       "      <td>易方达中证电信主题ETF联接发起式C</td>\n",
       "      <td>1.3423</td>\n",
       "      <td>2024-12-26</td>\n",
       "      <td>1.64</td>\n",
       "      <td>0.88</td>\n",
       "      <td>9.15</td>\n",
       "      <td>29.47</td>\n",
       "      <td>37.32</td>\n",
       "      <td>47.26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.71</td>\n",
       "      <td>34.23</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10元</td>\n",
       "      <td>全部</td>\n",
       "      <td>全部</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>007817</td>\n",
       "      <td>国泰中证全指通信设备ETF联接A</td>\n",
       "      <td>1.4350</td>\n",
       "      <td>2024-12-26</td>\n",
       "      <td>4.00</td>\n",
       "      <td>3.36</td>\n",
       "      <td>10.20</td>\n",
       "      <td>28.14</td>\n",
       "      <td>22.50</td>\n",
       "      <td>46.73</td>\n",
       "      <td>76.79</td>\n",
       "      <td>32.48</td>\n",
       "      <td>39.13</td>\n",
       "      <td>43.50</td>\n",
       "      <td>0.10</td>\n",
       "      <td>10元</td>\n",
       "      <td>全部</td>\n",
       "      <td>全部</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2958</th>\n",
       "      <td>022563</td>\n",
       "      <td>农银中证同业存单AAA指数7天持有</td>\n",
       "      <td>1.0004</td>\n",
       "      <td>2024-12-20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10元</td>\n",
       "      <td>全部</td>\n",
       "      <td>全部</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2959</th>\n",
       "      <td>022925</td>\n",
       "      <td>易方达中证红利ETF联接发起式Y</td>\n",
       "      <td>1.2361</td>\n",
       "      <td>2024-12-26</td>\n",
       "      <td>-0.44</td>\n",
       "      <td>0.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.48</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10元</td>\n",
       "      <td>全部</td>\n",
       "      <td>全部</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2960</th>\n",
       "      <td>022483</td>\n",
       "      <td>国泰中证全指家用电器ETF联接E</td>\n",
       "      <td>1.3869</td>\n",
       "      <td>2024-12-26</td>\n",
       "      <td>1.24</td>\n",
       "      <td>1.51</td>\n",
       "      <td>7.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.72</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100元</td>\n",
       "      <td>全部</td>\n",
       "      <td>全部</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2961</th>\n",
       "      <td>022689</td>\n",
       "      <td>申万菱信中证A500指数增强C</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>2024-12-20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10元</td>\n",
       "      <td>全部</td>\n",
       "      <td>全部</td>\n",
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       "    <tr>\n",
       "      <th>2962</th>\n",
       "      <td>022699</td>\n",
       "      <td>华泰柏瑞沪深300ETF联接I</td>\n",
       "      <td>0.9790</td>\n",
       "      <td>2024-12-26</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1.08</td>\n",
       "      <td>3.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.66</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10元</td>\n",
       "      <td>全部</td>\n",
       "      <td>全部</td>\n",
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     },
     "execution_count": 29,
     "metadata": {},
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    }
   ],
   "execution_count": 29
  },
  {
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     "end_time": "2024-12-27T04:17:11.190028Z",
     "start_time": "2024-12-27T04:17:10.707289Z"
    }
   },
   "cell_type": "code",
   "source": "ak.fund_etf_spot_em()",
   "id": "a1c16759ebb556e2",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "          代码          名称    最新价  IOPV实时估值  基金折价率    涨跌额    涨跌幅        成交量  \\\n",
       "0     513160   港股科技30ETF  0.959    0.9575  -0.16  0.030   3.23  2860374.0   \n",
       "1     512670       国防ETF  0.719    0.7187  -0.04  0.021   3.01  2420884.0   \n",
       "2     159851     金融科技ETF  1.529    1.5284  -0.04  0.042   2.82  3338805.0   \n",
       "3     512560    军工ETF易方达  0.659    0.6586  -0.06  0.018   2.81   522632.0   \n",
       "4     512680     军工ETF龙头  1.110    1.1084  -0.14  0.030   2.78   659696.0   \n",
       "...      ...         ...    ...       ...    ...    ...    ...        ...   \n",
       "1007  159569   港股红利低波ETF  1.144    1.1439  -0.01 -0.037  -3.13  1864305.0   \n",
       "1008  517900     银行ETF优选  1.309    1.3012  -0.60 -0.093  -6.63   342295.0   \n",
       "1009  520890  港股通红利低波ETF  1.228    1.1984  -2.47 -0.136  -9.97    74577.0   \n",
       "1010  159333   港股央企红利ETF  1.238    1.1917  -3.89 -0.138 -10.03   183629.0   \n",
       "1011  159331     红利港股ETF  1.148    1.1038  -4.00 -0.128 -10.03   128631.0   \n",
       "\n",
       "               成交额    开盘价  ...    小单净流入-净额  小单净流入-净占比     现手     买一     卖一  \\\n",
       "0     2.741496e+08  0.931  ...   9079216.0       3.31   50.0  0.958  0.959   \n",
       "1     1.731214e+08  0.715  ... -11392586.0      -6.58   19.0  0.718  0.719   \n",
       "2     5.050895e+08  1.483  ... -25819510.0      -5.11    5.0  1.528  1.529   \n",
       "3     3.420970e+07  0.652  ...  -1642106.0      -4.80  323.0  0.657  0.659   \n",
       "4     7.270912e+07  1.097  ...  -2635261.0      -3.62    5.0  1.109  1.110   \n",
       "...            ...    ...  ...         ...        ...    ...    ...    ...   \n",
       "1007  2.148732e+08  1.194  ...   6265607.0       2.92 -100.0  1.144  1.145   \n",
       "1008  4.473688e+07  1.365  ...  10027234.0      22.41  -30.0  1.309  1.311   \n",
       "1009  9.158056e+06  1.228  ...   2995214.0      32.71    7.0    NaN  1.228   \n",
       "1010  2.273327e+07  1.238  ...   7397049.0      32.54   10.0    NaN  1.238   \n",
       "1011  1.476684e+07  1.148  ...   4133259.0      27.99  114.0    NaN  1.148   \n",
       "\n",
       "              最新份额        流通市值         总市值       数据日期  \\\n",
       "0     1.011893e+08    97040539    97040539 2024-12-27   \n",
       "1     4.408653e+09  3169821179  3169821179 2024-12-27   \n",
       "2     3.165452e+09  4839976230  4839976230 2024-12-27   \n",
       "3     1.134127e+09   747389698   747389698 2024-12-27   \n",
       "4     3.432930e+09  3810552407  3810552407 2024-12-27   \n",
       "...            ...         ...         ...        ...   \n",
       "1007  5.214724e+07    59656444    59656444 2024-12-27   \n",
       "1008  4.699350e+07    61514492    61514492 2024-12-27   \n",
       "1009  3.500800e+07    42989824    42989824 2024-12-27   \n",
       "1010  1.249528e+08   154691610   154691610 2024-12-27   \n",
       "1011  6.869418e+07    78860917    78860917 2024-12-27   \n",
       "\n",
       "                          更新时间  \n",
       "0    2024-12-27 12:17:09+08:00  \n",
       "1    2024-12-27 12:17:10+08:00  \n",
       "2    2024-12-27 12:16:48+08:00  \n",
       "3    2024-12-27 12:17:09+08:00  \n",
       "4    2024-12-27 12:17:09+08:00  \n",
       "...                        ...  \n",
       "1007 2024-12-27 12:17:09+08:00  \n",
       "1008 2024-12-27 12:17:10+08:00  \n",
       "1009 2024-12-27 12:17:09+08:00  \n",
       "1010 2024-12-27 12:16:33+08:00  \n",
       "1011 2024-12-27 12:16:21+08:00  \n",
       "\n",
       "[1012 rows x 37 columns]"
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       "      <th>0</th>\n",
       "      <td>513160</td>\n",
       "      <td>港股科技30ETF</td>\n",
       "      <td>0.959</td>\n",
       "      <td>0.9575</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>0.030</td>\n",
       "      <td>3.23</td>\n",
       "      <td>2860374.0</td>\n",
       "      <td>2.741496e+08</td>\n",
       "      <td>0.931</td>\n",
       "      <td>...</td>\n",
       "      <td>9079216.0</td>\n",
       "      <td>3.31</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.958</td>\n",
       "      <td>0.959</td>\n",
       "      <td>1.011893e+08</td>\n",
       "      <td>97040539</td>\n",
       "      <td>97040539</td>\n",
       "      <td>2024-12-27</td>\n",
       "      <td>2024-12-27 12:17:09+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>512670</td>\n",
       "      <td>国防ETF</td>\n",
       "      <td>0.719</td>\n",
       "      <td>0.7187</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.021</td>\n",
       "      <td>3.01</td>\n",
       "      <td>2420884.0</td>\n",
       "      <td>1.731214e+08</td>\n",
       "      <td>0.715</td>\n",
       "      <td>...</td>\n",
       "      <td>-11392586.0</td>\n",
       "      <td>-6.58</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.718</td>\n",
       "      <td>0.719</td>\n",
       "      <td>4.408653e+09</td>\n",
       "      <td>3169821179</td>\n",
       "      <td>3169821179</td>\n",
       "      <td>2024-12-27</td>\n",
       "      <td>2024-12-27 12:17:10+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>159851</td>\n",
       "      <td>金融科技ETF</td>\n",
       "      <td>1.529</td>\n",
       "      <td>1.5284</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.042</td>\n",
       "      <td>2.82</td>\n",
       "      <td>3338805.0</td>\n",
       "      <td>5.050895e+08</td>\n",
       "      <td>1.483</td>\n",
       "      <td>...</td>\n",
       "      <td>-25819510.0</td>\n",
       "      <td>-5.11</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.528</td>\n",
       "      <td>1.529</td>\n",
       "      <td>3.165452e+09</td>\n",
       "      <td>4839976230</td>\n",
       "      <td>4839976230</td>\n",
       "      <td>2024-12-27</td>\n",
       "      <td>2024-12-27 12:16:48+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>512560</td>\n",
       "      <td>军工ETF易方达</td>\n",
       "      <td>0.659</td>\n",
       "      <td>0.6586</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>0.018</td>\n",
       "      <td>2.81</td>\n",
       "      <td>522632.0</td>\n",
       "      <td>3.420970e+07</td>\n",
       "      <td>0.652</td>\n",
       "      <td>...</td>\n",
       "      <td>-1642106.0</td>\n",
       "      <td>-4.80</td>\n",
       "      <td>323.0</td>\n",
       "      <td>0.657</td>\n",
       "      <td>0.659</td>\n",
       "      <td>1.134127e+09</td>\n",
       "      <td>747389698</td>\n",
       "      <td>747389698</td>\n",
       "      <td>2024-12-27</td>\n",
       "      <td>2024-12-27 12:17:09+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>512680</td>\n",
       "      <td>军工ETF龙头</td>\n",
       "      <td>1.110</td>\n",
       "      <td>1.1084</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>0.030</td>\n",
       "      <td>2.78</td>\n",
       "      <td>659696.0</td>\n",
       "      <td>7.270912e+07</td>\n",
       "      <td>1.097</td>\n",
       "      <td>...</td>\n",
       "      <td>-2635261.0</td>\n",
       "      <td>-3.62</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.109</td>\n",
       "      <td>1.110</td>\n",
       "      <td>3.432930e+09</td>\n",
       "      <td>3810552407</td>\n",
       "      <td>3810552407</td>\n",
       "      <td>2024-12-27</td>\n",
       "      <td>2024-12-27 12:17:09+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>159569</td>\n",
       "      <td>港股红利低波ETF</td>\n",
       "      <td>1.144</td>\n",
       "      <td>1.1439</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.037</td>\n",
       "      <td>-3.13</td>\n",
       "      <td>1864305.0</td>\n",
       "      <td>2.148732e+08</td>\n",
       "      <td>1.194</td>\n",
       "      <td>...</td>\n",
       "      <td>6265607.0</td>\n",
       "      <td>2.92</td>\n",
       "      <td>-100.0</td>\n",
       "      <td>1.144</td>\n",
       "      <td>1.145</td>\n",
       "      <td>5.214724e+07</td>\n",
       "      <td>59656444</td>\n",
       "      <td>59656444</td>\n",
       "      <td>2024-12-27</td>\n",
       "      <td>2024-12-27 12:17:09+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008</th>\n",
       "      <td>517900</td>\n",
       "      <td>银行ETF优选</td>\n",
       "      <td>1.309</td>\n",
       "      <td>1.3012</td>\n",
       "      <td>-0.60</td>\n",
       "      <td>-0.093</td>\n",
       "      <td>-6.63</td>\n",
       "      <td>342295.0</td>\n",
       "      <td>4.473688e+07</td>\n",
       "      <td>1.365</td>\n",
       "      <td>...</td>\n",
       "      <td>10027234.0</td>\n",
       "      <td>22.41</td>\n",
       "      <td>-30.0</td>\n",
       "      <td>1.309</td>\n",
       "      <td>1.311</td>\n",
       "      <td>4.699350e+07</td>\n",
       "      <td>61514492</td>\n",
       "      <td>61514492</td>\n",
       "      <td>2024-12-27</td>\n",
       "      <td>2024-12-27 12:17:10+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1009</th>\n",
       "      <td>520890</td>\n",
       "      <td>港股通红利低波ETF</td>\n",
       "      <td>1.228</td>\n",
       "      <td>1.1984</td>\n",
       "      <td>-2.47</td>\n",
       "      <td>-0.136</td>\n",
       "      <td>-9.97</td>\n",
       "      <td>74577.0</td>\n",
       "      <td>9.158056e+06</td>\n",
       "      <td>1.228</td>\n",
       "      <td>...</td>\n",
       "      <td>2995214.0</td>\n",
       "      <td>32.71</td>\n",
       "      <td>7.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.228</td>\n",
       "      <td>3.500800e+07</td>\n",
       "      <td>42989824</td>\n",
       "      <td>42989824</td>\n",
       "      <td>2024-12-27</td>\n",
       "      <td>2024-12-27 12:17:09+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010</th>\n",
       "      <td>159333</td>\n",
       "      <td>港股央企红利ETF</td>\n",
       "      <td>1.238</td>\n",
       "      <td>1.1917</td>\n",
       "      <td>-3.89</td>\n",
       "      <td>-0.138</td>\n",
       "      <td>-10.03</td>\n",
       "      <td>183629.0</td>\n",
       "      <td>2.273327e+07</td>\n",
       "      <td>1.238</td>\n",
       "      <td>...</td>\n",
       "      <td>7397049.0</td>\n",
       "      <td>32.54</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.238</td>\n",
       "      <td>1.249528e+08</td>\n",
       "      <td>154691610</td>\n",
       "      <td>154691610</td>\n",
       "      <td>2024-12-27</td>\n",
       "      <td>2024-12-27 12:16:33+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1011</th>\n",
       "      <td>159331</td>\n",
       "      <td>红利港股ETF</td>\n",
       "      <td>1.148</td>\n",
       "      <td>1.1038</td>\n",
       "      <td>-4.00</td>\n",
       "      <td>-0.128</td>\n",
       "      <td>-10.03</td>\n",
       "      <td>128631.0</td>\n",
       "      <td>1.476684e+07</td>\n",
       "      <td>1.148</td>\n",
       "      <td>...</td>\n",
       "      <td>4133259.0</td>\n",
       "      <td>27.99</td>\n",
       "      <td>114.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.148</td>\n",
       "      <td>6.869418e+07</td>\n",
       "      <td>78860917</td>\n",
       "      <td>78860917</td>\n",
       "      <td>2024-12-27</td>\n",
       "      <td>2024-12-27 12:16:21+08:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1012 rows × 37 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 31
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T04:17:40.659247Z",
     "start_time": "2024-12-27T04:17:38.879735Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 利率\n",
    "ak.macro_bank_china_interest_rate()"
   ],
   "id": "7b387b8a9f38d2eb",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "           商品          日期    今值  预测值    前值\n",
       "0    中国央行决议报告  1991-05-01  8.64  NaN   NaN\n",
       "1    中国央行决议报告  1991-06-01  8.64  NaN  8.64\n",
       "2    中国央行决议报告  1991-07-01  8.64  NaN  8.64\n",
       "3    中国央行决议报告  1991-08-01  8.64  NaN  8.64\n",
       "4    中国央行决议报告  1991-09-01  8.64  NaN  8.64\n",
       "..        ...         ...   ...  ...   ...\n",
       "213  中国央行决议报告  2015-08-25  4.60  NaN  4.85\n",
       "214  中国央行决议报告  2015-10-23  4.35  NaN  4.60\n",
       "215  中国央行决议报告  2019-09-20  4.20  NaN  4.25\n",
       "216  中国央行决议报告  2019-10-21  4.20  NaN  4.20\n",
       "217  中国央行决议报告  2019-11-20  4.15  4.2  4.20\n",
       "\n",
       "[218 rows x 5 columns]"
      ],
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>商品</th>\n",
       "      <th>日期</th>\n",
       "      <th>今值</th>\n",
       "      <th>预测值</th>\n",
       "      <th>前值</th>\n",
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       "      <th>0</th>\n",
       "      <td>中国央行决议报告</td>\n",
       "      <td>1991-05-01</td>\n",
       "      <td>8.64</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>中国央行决议报告</td>\n",
       "      <td>1991-06-01</td>\n",
       "      <td>8.64</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>中国央行决议报告</td>\n",
       "      <td>1991-07-01</td>\n",
       "      <td>8.64</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>中国央行决议报告</td>\n",
       "      <td>1991-08-01</td>\n",
       "      <td>8.64</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>中国央行决议报告</td>\n",
       "      <td>1991-09-01</td>\n",
       "      <td>8.64</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>中国央行决议报告</td>\n",
       "      <td>2015-08-25</td>\n",
       "      <td>4.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>中国央行决议报告</td>\n",
       "      <td>2015-10-23</td>\n",
       "      <td>4.35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>中国央行决议报告</td>\n",
       "      <td>2019-09-20</td>\n",
       "      <td>4.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>中国央行决议报告</td>\n",
       "      <td>2019-10-21</td>\n",
       "      <td>4.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>中国央行决议报告</td>\n",
       "      <td>2019-11-20</td>\n",
       "      <td>4.15</td>\n",
       "      <td>4.2</td>\n",
       "      <td>4.20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>218 rows × 5 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 32
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T09:04:13.311951Z",
     "start_time": "2024-12-27T09:04:11.073382Z"
    }
   },
   "cell_type": "code",
   "source": "ak.stock_zh_a_hist(symbol=\"000001\", period='daily', adjust=\"hfq\")",
   "id": "bcf2fc8a16a76590",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "              日期    股票代码       开盘       收盘       最高       最低      成交量  \\\n",
       "0     1991-04-03  000001    49.00    49.00    49.00    49.00        1   \n",
       "1     1991-04-04  000001    48.76    48.76    48.76    48.76        3   \n",
       "2     1991-04-05  000001    48.52    48.52    48.52    48.52        2   \n",
       "3     1991-04-06  000001    48.28    48.28    48.28    48.28        7   \n",
       "4     1991-04-08  000001    48.04    48.04    48.04    48.04        2   \n",
       "...          ...     ...      ...      ...      ...      ...      ...   \n",
       "8059  2024-12-23  000001  2300.88  2315.51  2333.39  2300.88  1659405   \n",
       "8060  2024-12-24  000001  2313.89  2336.64  2338.27  2313.89  1350837   \n",
       "8061  2024-12-25  000001  2336.64  2346.39  2362.64  2333.39  1475283   \n",
       "8062  2024-12-26  000001  2346.39  2336.64  2348.02  2323.64  1000075   \n",
       "8063  2024-12-27  000001  2338.27  2331.76  2343.14  2304.13  1290012   \n",
       "\n",
       "               成交额    振幅    涨跌幅    涨跌额   换手率  \n",
       "0     5.000000e+03  0.00  22.50   9.00  0.00  \n",
       "1     1.500000e+04  0.00  -0.49  -0.24  0.00  \n",
       "2     1.000000e+04  0.00  -0.49  -0.24  0.00  \n",
       "3     3.400000e+04  0.00  -0.49  -0.24  0.00  \n",
       "4     1.000000e+04  0.00  -0.50  -0.24  0.00  \n",
       "...            ...   ...    ...    ...   ...  \n",
       "8059  1.953519e+09  1.41   0.78  17.88  0.86  \n",
       "8060  1.595699e+09  1.05   0.91  21.13  0.70  \n",
       "8061  1.759957e+09  1.25   0.42   9.75  0.76  \n",
       "8062  1.183746e+09  1.04  -0.42  -9.75  0.52  \n",
       "8063  1.518383e+09  1.67  -0.21  -4.88  0.66  \n",
       "\n",
       "[8064 rows x 12 columns]"
      ],
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       "      <th></th>\n",
       "      <th>日期</th>\n",
       "      <th>股票代码</th>\n",
       "      <th>开盘</th>\n",
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       "      <th>最低</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1991-04-03</td>\n",
       "      <td>000001</td>\n",
       "      <td>49.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>1</td>\n",
       "      <td>5.000000e+03</td>\n",
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       "      <td>1991-04-04</td>\n",
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       "      <td>48.76</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>-0.49</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1991-04-05</td>\n",
       "      <td>000001</td>\n",
       "      <td>48.52</td>\n",
       "      <td>48.52</td>\n",
       "      <td>48.52</td>\n",
       "      <td>48.52</td>\n",
       "      <td>2</td>\n",
       "      <td>1.000000e+04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.49</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1991-04-06</td>\n",
       "      <td>000001</td>\n",
       "      <td>48.28</td>\n",
       "      <td>48.28</td>\n",
       "      <td>48.28</td>\n",
       "      <td>48.28</td>\n",
       "      <td>7</td>\n",
       "      <td>3.400000e+04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.49</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1991-04-08</td>\n",
       "      <td>000001</td>\n",
       "      <td>48.04</td>\n",
       "      <td>48.04</td>\n",
       "      <td>48.04</td>\n",
       "      <td>48.04</td>\n",
       "      <td>2</td>\n",
       "      <td>1.000000e+04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8059</th>\n",
       "      <td>2024-12-23</td>\n",
       "      <td>000001</td>\n",
       "      <td>2300.88</td>\n",
       "      <td>2315.51</td>\n",
       "      <td>2333.39</td>\n",
       "      <td>2300.88</td>\n",
       "      <td>1659405</td>\n",
       "      <td>1.953519e+09</td>\n",
       "      <td>1.41</td>\n",
       "      <td>0.78</td>\n",
       "      <td>17.88</td>\n",
       "      <td>0.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8060</th>\n",
       "      <td>2024-12-24</td>\n",
       "      <td>000001</td>\n",
       "      <td>2313.89</td>\n",
       "      <td>2336.64</td>\n",
       "      <td>2338.27</td>\n",
       "      <td>2313.89</td>\n",
       "      <td>1350837</td>\n",
       "      <td>1.595699e+09</td>\n",
       "      <td>1.05</td>\n",
       "      <td>0.91</td>\n",
       "      <td>21.13</td>\n",
       "      <td>0.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8061</th>\n",
       "      <td>2024-12-25</td>\n",
       "      <td>000001</td>\n",
       "      <td>2336.64</td>\n",
       "      <td>2346.39</td>\n",
       "      <td>2362.64</td>\n",
       "      <td>2333.39</td>\n",
       "      <td>1475283</td>\n",
       "      <td>1.759957e+09</td>\n",
       "      <td>1.25</td>\n",
       "      <td>0.42</td>\n",
       "      <td>9.75</td>\n",
       "      <td>0.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8062</th>\n",
       "      <td>2024-12-26</td>\n",
       "      <td>000001</td>\n",
       "      <td>2346.39</td>\n",
       "      <td>2336.64</td>\n",
       "      <td>2348.02</td>\n",
       "      <td>2323.64</td>\n",
       "      <td>1000075</td>\n",
       "      <td>1.183746e+09</td>\n",
       "      <td>1.04</td>\n",
       "      <td>-0.42</td>\n",
       "      <td>-9.75</td>\n",
       "      <td>0.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8063</th>\n",
       "      <td>2024-12-27</td>\n",
       "      <td>000001</td>\n",
       "      <td>2338.27</td>\n",
       "      <td>2331.76</td>\n",
       "      <td>2343.14</td>\n",
       "      <td>2304.13</td>\n",
       "      <td>1290012</td>\n",
       "      <td>1.518383e+09</td>\n",
       "      <td>1.67</td>\n",
       "      <td>-0.21</td>\n",
       "      <td>-4.88</td>\n",
       "      <td>0.66</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8064 rows × 12 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 7
  }
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