量化分析/个股分析/correlation-shareholders-market-value.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](https://fenc.wang/imgs/2020/08/3565654bfbe9ffa0.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tushare as ts\n",
    "import akshare as ak\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy.stats import linregress\n",
    "from tqdm.notebook import tqdm_notebook\n",
    "\n",
    "\n",
    "from matplotlib.font_manager import FontProperties\n",
    "myfont=FontProperties(fname=r'C:\\Windows\\Fonts\\simhei.ttf',size=14)\n",
    "%matplotlib inline\n",
    "\n",
    "#设置完整显示数据\n",
    "pd.set_option('display.max_rows', 500)\n",
    "pd.set_option('display.max_columns', \n",
    "              500)\n",
    "pd.set_option('display.width', 1000)\n",
    "pd.set_option('display.float_format', '{:,.2f}'.format)\n",
    "\n",
    "pro = ts.pro_api('xxxxxxxxxxxxxxx')\n",
    "ts.set_token('xxxxxxxxxxxxxxx')\n",
    "\n",
    "#交易日期\n",
    "trade_date = '20211207'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "#【光伏组件】行业（同花顺-)中包含的14只股票：\n",
    "tickers = ['爱旭股份', '晶澳科技', '协鑫集成', '中环股份', '东方日升', '中来股份', '亿晶光电', '天合光能', '向日葵', '隆基股份', '通威股份', '正泰电器', '航天机电', '拓日新能']\n",
    "#tickers = ['中环股份', '隆基股份', '通威股份']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock_basic = pro.stock_basic(exchange='', list_status='L', fields='ts_code,symbol,name,list_date')\n",
    "\n",
    "if tickers[0].isnumeric():\n",
    "    stock_list = stock_basic[stock_basic['symbol'].isin(tickers)]\n",
    "else:\n",
    "    stock_list = stock_basic[stock_basic['name'].isin(tickers)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "daily_basic = pro.daily_basic(ts_code='', trade_date=trade_date, fields='ts_code,trade_date,pe,pe_ttm,pb,total_mv,circ_mv')\n",
    "daily_basic['total_mv'] = daily_basic['total_mv'].div(10000)\n",
    "daily_basic['circ_mv'] = daily_basic['circ_mv'].div(10000)\n",
    "stock_list = stock_list.merge(daily_basic, on=['ts_code'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 一、股票间相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 其实这属于可有可无的分析，没有需要的可以忽略"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "_names = stock_list['name']\n",
    "all_data ={}\n",
    "\n",
    "#遍历list里面的股票，可以写入多个股票\n",
    "for name,ts_code in zip(stock_list['name'],stock_list['ts_code']):\n",
    "    #获取各股票某时段的价格\n",
    "    all_data[name] = ts.pro_bar(ts_code=ts_code, adj='qfq', start_date='20200521', end_date=trade_date)\n",
    "#用for循环遍历股票价格并转换为dataframe的形式\n",
    "p_data = pd.DataFrame({tic: data['close']\n",
    "                    for tic, data in all_data.items()})\n",
    "p_data['平均值']= p_data.mean(axis=1)\n",
    "#计算股票价格每日变化\n",
    "returns = p_data.pct_change()[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20,20)) \n",
    "cm = np.corrcoef(returns.values.T)\n",
    "sns.set(font_scale=1.5,font=myfont.get_name())\n",
    "sns.set_style('whitegrid',{'font.sans-serif':['simhei','Arial']}) \n",
    "\n",
    "hm = sns.heatmap(cm,\n",
    "                 cbar=True,\n",
    "                 annot=True,\n",
    "                 square=True,\n",
    "                 fmt='.2f',\n",
    "                 annot_kws={'size': 15},\n",
    "                 yticklabels=returns.columns,\n",
    "                 xticklabels=returns.columns,\n",
    "                 ax=ax)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 二、股东人数增减与股票市值的关系"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 因为需要解决数据接口数据不完整的问题，下面分情况使用到了两个数据接口，一个是akshare，一个是tushare\n",
    "- 主要是利用了linregress这个函数来分析持股人数变化和涨跌幅的相关性，主要用到了R_Value 和R_Value的平方，不懂的可以百度\n",
    "-  关于“统计数”的作用，样本samples的大小在统计学中是有比较严格的规定的，当然数据是越多越好，如果不够多的去"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## （1）Akshare"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "def stock_zh_a_gdhs_detail_em(row, retry_count=3, pause=15):\n",
    "    for _ in range(retry_count):\n",
    "        try:\n",
    "            df = ak.stock_zh_a_gdhs_detail_em(symbol=row['symbol'])\n",
    "            df = df.drop_duplicates()\n",
    "        except:\n",
    "            time.sleep(pause)\n",
    "        else:\n",
    "            return df\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
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      "text/html": [
       "<div><div id=7338676b-4100-4201-9e3e-bcf395c7ab95 style=\"display:none; background-color:#9D6CFF; color:white; width:200px; height:30px; padding-left:5px; border-radius:4px; flex-direction:row; justify-content:space-around; align-items:center;\" onmouseover=\"this.style.backgroundColor='#BA9BF8'\" onmouseout=\"this.style.backgroundColor='#9D6CFF'\" onclick=\"window.commands?.execute('create-mitosheet-from-dataframe-output');\">See Full Dataframe in Mito</div> <script> if (window.commands.hasCommand('create-mitosheet-from-dataframe-output')) document.getElementById('7338676b-4100-4201-9e3e-bcf395c7ab95').style.display = 'flex' </script> <table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>代码</th>\n",
       "      <th>名称</th>\n",
       "      <th>上市日</th>\n",
       "      <th>slope</th>\n",
       "      <th>intercept</th>\n",
       "      <th>r_value</th>\n",
       "      <th>r_sqrd</th>\n",
       "      <th>p_value</th>\n",
       "      <th>std_err</th>\n",
       "      <th>统计数</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>002129.SZ</td>\n",
       "      <td>002129</td>\n",
       "      <td>中环股份</td>\n",
       "      <td>20070420</td>\n",
       "      <td>0.03</td>\n",
       "      <td>5.80</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.13</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>002218.SZ</td>\n",
       "      <td>002218</td>\n",
       "      <td>拓日新能</td>\n",
       "      <td>20080228</td>\n",
       "      <td>0.20</td>\n",
       "      <td>1.06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.16</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>002459.SZ</td>\n",
       "      <td>002459</td>\n",
       "      <td>晶澳科技</td>\n",
       "      <td>20100810</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>9.20</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.17</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>002506.SZ</td>\n",
       "      <td>002506</td>\n",
       "      <td>协鑫集成</td>\n",
       "      <td>20101118</td>\n",
       "      <td>1.63</td>\n",
       "      <td>-1.42</td>\n",
       "      <td>0.81</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.19</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>300111.SZ</td>\n",
       "      <td>300111</td>\n",
       "      <td>向日葵</td>\n",
       "      <td>20100827</td>\n",
       "      <td>0.06</td>\n",
       "      <td>1.23</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.06</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>300118.SZ</td>\n",
       "      <td>300118</td>\n",
       "      <td>东方日升</td>\n",
       "      <td>20100902</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>6.31</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.32</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>300393.SZ</td>\n",
       "      <td>300393</td>\n",
       "      <td>中来股份</td>\n",
       "      <td>20140912</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>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>600151.SH</td>\n",
       "      <td>600151</td>\n",
       "      <td>航天机电</td>\n",
       "      <td>19980605</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>4.15</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.38</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>600438.SH</td>\n",
       "      <td>600438</td>\n",
       "      <td>通威股份</td>\n",
       "      <td>20040302</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>11.14</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.11</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>600537.SH</td>\n",
       "      <td>600537</td>\n",
       "      <td>亿晶光电</td>\n",
       "      <td>20030123</td>\n",
       "      <td>0.86</td>\n",
       "      <td>1.93</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.26</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>600732.SH</td>\n",
       "      <td>600732</td>\n",
       "      <td>爱旭股份</td>\n",
       "      <td>19960816</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>4.75</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.08</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>601012.SH</td>\n",
       "      <td>601012</td>\n",
       "      <td>隆基股份</td>\n",
       "      <td>20120411</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>16.57</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.11</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>601877.SH</td>\n",
       "      <td>601877</td>\n",
       "      <td>正泰电器</td>\n",
       "      <td>20100121</td>\n",
       "      <td>0.01</td>\n",
       "      <td>5.63</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.13</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>688599.SH</td>\n",
       "      <td>688599</td>\n",
       "      <td>天合光能</td>\n",
       "      <td>20200610</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>11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table></div>"
      ],
      "text/plain": [
       "      ts_code     代码     名称       上市日  slope  intercept  r_value  r_sqrd  p_value  std_err  统计数\n",
       "0   002129.SZ  002129  中环股份  20070420   0.03       5.80     0.04    0.00     0.80     0.13   54\n",
       "1   002218.SZ  002218  拓日新能  20080228   0.20       1.06     0.11    0.01     0.20     0.16  139\n",
       "2   002459.SZ  002459  晶澳科技  20100810  -0.09       9.20    -0.08    0.01     0.62     0.17   43\n",
       "3   002506.SZ  002506  协鑫集成  20101118   1.63      -1.42     0.81    0.65     0.00     0.19   40\n",
       "4   300111.SZ  300111   向日葵  20100827   0.06       1.23     0.15    0.02     0.33     0.06   42\n",
       "5   300118.SZ  300118  东方日升  20100902  -0.10       6.31    -0.05    0.00     0.76     0.32   48\n",
       "6   300393.SZ  300393  中来股份  20140912    NaN        NaN      NaN     NaN      NaN      NaN   34\n",
       "7   600151.SH  600151  航天机电  19980605  -0.04       4.15    -0.02    0.00     0.92     0.38   38\n",
       "8   600438.SH  600438  通威股份  20040302  -0.12      11.14    -0.17    0.03     0.30     0.11   39\n",
       "9   600537.SH  600537  亿晶光电  20030123   0.86       1.93     0.47    0.22     0.00     0.26   40\n",
       "10  600732.SH  600732  爱旭股份  19960816  -0.05       4.75    -0.09    0.01     0.59     0.08   42\n",
       "11  601012.SH  601012  隆基股份  20120411  -0.08      16.57    -0.11    0.01     0.48     0.11   41\n",
       "12  601877.SH  601877  正泰电器  20100121   0.01       5.63     0.02    0.00     0.93     0.13   38\n",
       "13  688599.SH  688599  天合光能  20200610    NaN        NaN      NaN     NaN      NaN      NaN   11"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ak_result_list = []\n",
    "for index, t_row in tqdm_notebook(stock_list.iterrows(), total=stock_list.shape[0]):\n",
    "\n",
    "    data = stock_zh_a_gdhs_detail_em(t_row)\n",
    "\n",
    "    slope, intercept, r_value, p_value, std_err = linregress(data['股东户数-增减比例'], data['区间涨跌幅'])\n",
    "\n",
    "    result_dict = {}\n",
    "    result_dict['ts_code'] = t_row['ts_code']\n",
    "    result_dict['代码 '] = t_row['symbol']\n",
    "    result_dict['名称'] = t_row['name']\n",
    "    result_dict['上市日'] = t_row['list_date']\n",
    "    result_dict['slope'] = slope\n",
    "    result_dict['intercept'] = intercept\n",
    "    result_dict['r_value'] = r_value\n",
    "    result_dict['r_sqrd'] = r_value*r_value\n",
    "    result_dict['p_value'] = p_value\n",
    "    result_dict['std_err'] = std_err\n",
    "    result_dict['统计数'] = len(data.index)\n",
    "\n",
    "    ak_result_list.append(result_dict)\n",
    "ak_result_df = pd.DataFrame(ak_result_list)\n",
    "ak_result_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## （2）Tushare"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "def tushare_stock_zh_a_gdhs_detail_em(row, retry_count=3, pause=15):\n",
    "    for _ in range(retry_count):\n",
    "        try:\n",
    "            df = pro.stk_holdernumber(ts_code=row['ts_code'])\n",
    "            p_data = ts.pro_bar(ts_code=row['ts_code'], adj='qfq')\n",
    "        except:\n",
    "            time.sleep(pause)\n",
    "        else:\n",
    "            df.sort_values(by='ann_date', ascending=True,inplace=True)\n",
    "            df['holder_num_chg'] = df['holder_num'].pct_change()*100\n",
    "\n",
    "            p_data = p_data[['trade_date','close']]\n",
    "            \n",
    "            result = df.merge(p_data,left_on=['ann_date'], right_on=['trade_date'])\n",
    "            result['pct_chg'] = result['close'].pct_change()*100\n",
    "            result = result.dropna()\n",
    "            \n",
    "            return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "  0%|          | 0/14 [00:00<?, ?it/s]"
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      "text/html": [
       "<div><div id=9969720d-40c2-4abc-a915-c385771aee2a style=\"display:none; background-color:#9D6CFF; color:white; width:200px; height:30px; padding-left:5px; border-radius:4px; flex-direction:row; justify-content:space-around; align-items:center;\" onmouseover=\"this.style.backgroundColor='#BA9BF8'\" onmouseout=\"this.style.backgroundColor='#9D6CFF'\" onclick=\"window.commands?.execute('create-mitosheet-from-dataframe-output');\">See Full Dataframe in Mito</div> <script> if (window.commands.hasCommand('create-mitosheet-from-dataframe-output')) document.getElementById('9969720d-40c2-4abc-a915-c385771aee2a').style.display = 'flex' </script> <table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>代码</th>\n",
       "      <th>名称</th>\n",
       "      <th>上市日</th>\n",
       "      <th>slope</th>\n",
       "      <th>intercept</th>\n",
       "      <th>r_value</th>\n",
       "      <th>r_sqrd</th>\n",
       "      <th>p_value</th>\n",
       "      <th>std_err</th>\n",
       "      <th>统计数</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>002129.SZ</td>\n",
       "      <td>002129</td>\n",
       "      <td>中环股份</td>\n",
       "      <td>20070420</td>\n",
       "      <td>-0.18</td>\n",
       "      <td>11.28</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.18</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>002218.SZ</td>\n",
       "      <td>002218</td>\n",
       "      <td>拓日新能</td>\n",
       "      <td>20080228</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.11</td>\n",
       "      <td>143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>002459.SZ</td>\n",
       "      <td>002459</td>\n",
       "      <td>晶澳科技</td>\n",
       "      <td>20100810</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>8.08</td>\n",
       "      <td>-0.32</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.21</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>002506.SZ</td>\n",
       "      <td>002506</td>\n",
       "      <td>协鑫集成</td>\n",
       "      <td>20101118</td>\n",
       "      <td>2.38</td>\n",
       "      <td>-6.44</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.94</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>300111.SZ</td>\n",
       "      <td>300111</td>\n",
       "      <td>向日葵</td>\n",
       "      <td>20100827</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.59</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.08</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>300118.SZ</td>\n",
       "      <td>300118</td>\n",
       "      <td>东方日升</td>\n",
       "      <td>20100902</td>\n",
       "      <td>0.17</td>\n",
       "      <td>2.45</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.60</td>\n",
       "      <td>0.33</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>300393.SZ</td>\n",
       "      <td>300393</td>\n",
       "      <td>中来股份</td>\n",
       "      <td>20140912</td>\n",
       "      <td>0.27</td>\n",
       "      <td>3.29</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.19</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>600151.SH</td>\n",
       "      <td>600151</td>\n",
       "      <td>航天机电</td>\n",
       "      <td>19980605</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>6.16</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.22</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>600438.SH</td>\n",
       "      <td>600438</td>\n",
       "      <td>通威股份</td>\n",
       "      <td>20040302</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>12.21</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.06</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>600537.SH</td>\n",
       "      <td>600537</td>\n",
       "      <td>亿晶光电</td>\n",
       "      <td>20030123</td>\n",
       "      <td>-0.52</td>\n",
       "      <td>10.44</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.34</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>600732.SH</td>\n",
       "      <td>600732</td>\n",
       "      <td>爱旭股份</td>\n",
       "      <td>19960816</td>\n",
       "      <td>0.06</td>\n",
       "      <td>6.97</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.16</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>601012.SH</td>\n",
       "      <td>601012</td>\n",
       "      <td>隆基股份</td>\n",
       "      <td>20120411</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>22.75</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.14</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>601877.SH</td>\n",
       "      <td>601877</td>\n",
       "      <td>正泰电器</td>\n",
       "      <td>20100121</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>7.67</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.32</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>688599.SH</td>\n",
       "      <td>688599</td>\n",
       "      <td>天合光能</td>\n",
       "      <td>20200610</td>\n",
       "      <td>-0.71</td>\n",
       "      <td>34.73</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.78</td>\n",
       "      <td>2.37</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table></div>"
      ],
      "text/plain": [
       "      ts_code      代码    名称       上市日  slope  intercept  r_value  r_sqrd  p_value  std_err  统计数\n",
       "0   002129.SZ  002129  中环股份  20070420  -0.18      11.28    -0.14    0.02     0.34     0.18   46\n",
       "1   002218.SZ  002218  拓日新能  20080228   0.12       0.96     0.09    0.01     0.28     0.11  143\n",
       "2   002459.SZ  002459  晶澳科技  20100810  -0.41       8.08    -0.32    0.10     0.06     0.21   36\n",
       "3   002506.SZ  002506  协鑫集成  20101118   2.38      -6.44     0.55    0.30     0.02     0.94   17\n",
       "4   300111.SZ  300111   向日葵  20100827  -0.05      -0.59    -0.10    0.01     0.53     0.08   43\n",
       "5   300118.SZ  300118  东方日升  20100902   0.17       2.45     0.07    0.01     0.60     0.33   55\n",
       "6   300393.SZ  300393  中来股份  20140912   0.27       3.29     0.26    0.07     0.17     0.19   30\n",
       "7   600151.SH  600151  航天机电  19980605  -0.31       6.16    -0.17    0.03     0.15     0.22   71\n",
       "8   600438.SH  600438  通威股份  20040302  -0.06      12.21    -0.12    0.01     0.36     0.06   60\n",
       "9   600537.SH  600537  亿晶光电  20030123  -0.52      10.44    -0.19    0.04     0.13     0.34   64\n",
       "10  600732.SH  600732  爱旭股份  19960816   0.06       6.97     0.05    0.00     0.71     0.16   51\n",
       "11  601012.SH  601012  隆基股份  20120411  -0.19      22.75    -0.22    0.05     0.20     0.14   35\n",
       "12  601877.SH  601877  正泰电器  20100121  -0.12       7.67    -0.07    0.01     0.72     0.32   28\n",
       "13  688599.SH  688599  天合光能  20200610  -0.71      34.73    -0.15    0.02     0.78     2.37    6"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts_result_list = []\n",
    "for index, t_row in tqdm_notebook(stock_list.iterrows(), total=stock_list.shape[0]):\n",
    "    try:\n",
    "        data = tushare_stock_zh_a_gdhs_detail_em(t_row)\n",
    "\n",
    "    except Exception as e:\n",
    "        print(e)\n",
    "        pass\n",
    "    else:\n",
    "        try:\n",
    "            slope, intercept, r_value, p_value, std_err = linregress(data['holder_num_chg'], data['pct_chg'])\n",
    "        except:\n",
    "            slope = intercept =  r_value = p_value = std_err = 0\n",
    "\n",
    "        result_dict = {}\n",
    "        \n",
    "        result_dict['ts_code'] = t_row['ts_code']\n",
    "        result_dict['代码'] = t_row['symbol']\n",
    "        result_dict['名称'] = t_row['name']\n",
    "        result_dict['上市日'] = t_row['list_date']\n",
    "        result_dict['slope'] = slope\n",
    "        result_dict['intercept'] = intercept\n",
    "        result_dict['r_value'] = r_value\n",
    "        result_dict['r_sqrd'] = r_value*r_value\n",
    "        result_dict['p_value'] = p_value\n",
    "        result_dict['std_err'] = std_err\n",
    "        result_dict['统计数'] = len(data.index)\n",
    "        \n",
    "        \n",
    "        ts_result_list.append(result_dict)\n",
    "ts_result_df = pd.DataFrame(ts_result_list)\n",
    "ts_result_df"
   ]
  },
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  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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