2.2 交易日线数据的获取处理与存储.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据来源\n",
    "1、第三方数据接口<br>\n",
    "    .http://tushare.org/trading.html#id3<br>\n",
    "2、证券网站的交易明细数据<br>\n",
    "    . http://quote.eastmoney.com/f1.html?code=600728&market=1<br>\n",
    "    . http://vip.stock.finance.sina.com.cn/quotes_service/view/vMS_tradedetail.php?symbol=sz300044&date=2017-05-12&page=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#coding=utf-8\n",
    "import tushare as ts   #需要lxml等包的支持\n",
    "import talib as ta\n",
    "import os,time,sys,re,datetime\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime as dt\n",
    "\n",
    "#我的本地数据库\n",
    "#import pymysql\n",
    "#try:\n",
    "#    conn = pymysql.connect(host=\"localhost\", user=\"root\",password=\"\",database=\"test\",charset=\"utf8\")\n",
    "#except Exception as e:\n",
    "#DBfile = r\".\\data\\stock.mdb\"  # 数据库文件  \n",
    "try:\n",
    "    conn = pyodbc.connect(r'DRIVER={Microsoft Access Driver (*.mdb, *.accdb)};DBQ=.\\data\\stock.mdb')\n",
    "    cur = conn.cursor()\n",
    "except Exception as e:\n",
    "    print('engine err!')   \n",
    "    print(e)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "pro = ts.pro_api('6cbb7738f458c6366abd8601dc143cf493649fb97a7e6b4f43966902')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#### 网络数据库postgresql的使用"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "import sqlalchemy      #需要PyGreSQL、psycopg2等包的支持\n",
    "from sqlalchemy import create_engine\n",
    "try:\n",
    "    engine = create_engine('postgresql://' + 'postgres' + ':' + 'wang.' + '@localhost:5432/' + 'stock')\n",
    "    c = engine.connect()\n",
    "    conn = c.connection\n",
    "except Exception as e:\n",
    "    print('engine err!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "开始处理： 002467\n",
      "            open  high  close   low     volume  price_change  p_change    ma5  \\\n",
      "date                                                                            \n",
      "2019-11-29  5.22  5.22   5.19  5.15  126164.84         -0.02     -0.38  5.242   \n",
      "2019-11-28  5.27  5.27   5.21  5.20  138587.20         -0.04     -0.76  5.272   \n",
      "2019-11-27  5.29  5.30   5.25  5.23  129196.56         -0.04     -0.76  5.324   \n",
      "2019-11-26  5.27  5.33   5.29  5.26  115019.94          0.02      0.38  5.378   \n",
      "2019-11-25  5.33  5.33   5.27  5.23  201445.41         -0.07     -1.31  5.400   \n",
      "2019-11-22  5.45  5.51   5.34  5.32  292742.28         -0.13     -2.38  5.404   \n",
      "2019-11-21  5.51  5.55   5.47  5.40  325961.69         -0.05     -0.91  5.410   \n",
      "2019-11-20  5.41  5.71   5.52  5.36  625632.75          0.12      2.22  5.376   \n",
      "2019-11-19  5.30  5.49   5.40  5.28  249023.14          0.11      2.08  5.334   \n",
      "2019-11-18  5.28  5.29   5.29  5.20  205236.69         -0.08     -1.49  5.330   \n",
      "2019-11-15  5.29  5.60   5.37  5.28  272442.25          0.07      1.32  5.344   \n",
      "2019-11-14  5.30  5.35   5.30  5.26  138805.59         -0.01     -0.19  5.378   \n",
      "2019-11-13  5.36  5.37   5.31  5.30  118703.95         -0.07     -1.30  5.436   \n",
      "2019-11-12  5.36  5.40   5.38  5.23  177849.28          0.02      0.37  5.478   \n",
      "2019-11-11  5.52  5.52   5.36  5.32  239541.44         -0.18     -3.25  5.524   \n",
      "2019-11-08  5.61  5.64   5.54  5.53  184311.16         -0.05     -0.89  5.578   \n",
      "2019-11-07  5.52  5.61   5.59  5.50  164957.62          0.07      1.27  5.608   \n",
      "2019-11-06  5.60  5.61   5.52  5.50  207168.70         -0.09     -1.60  5.618   \n",
      "2019-11-05  5.64  5.66   5.61  5.54  204674.69         -0.02     -0.35  5.664   \n",
      "2019-11-04  5.70  5.75   5.63  5.62  249384.36         -0.06     -1.05  5.704   \n",
      "2019-11-01  5.62  5.74   5.69  5.53  232140.05          0.05      0.89  5.784   \n",
      "2019-10-31  5.79  5.84   5.64  5.61  347382.88         -0.11     -1.91  5.780   \n",
      "2019-10-30  5.83  5.93   5.75  5.72  344191.84         -0.06     -1.03  5.774   \n",
      "2019-10-29  5.93  6.09   5.81  5.78  659318.56         -0.22     -3.65  5.762   \n",
      "2019-10-28  6.10  6.10   6.03  5.89  938270.25          0.36      6.35  5.758   \n",
      "2019-10-25  5.60  5.69   5.67  5.59  173616.59          0.06      1.07  5.678   \n",
      "2019-10-24  5.68  5.68   5.61  5.58  185859.20         -0.08     -1.41  5.676   \n",
      "2019-10-23  5.79  5.79   5.69  5.65  258457.95         -0.10     -1.73  5.726   \n",
      "2019-10-22  5.66  5.85   5.79  5.63  293692.16          0.16      2.84  5.772   \n",
      "2019-10-21  5.68  5.70   5.63  5.52  193171.84         -0.03     -0.53  5.796   \n",
      "...          ...   ...    ...   ...        ...           ...       ...    ...   \n",
      "2019-08-15  5.10  5.36   5.34  5.05  397530.16          0.06      1.14  5.238   \n",
      "2019-08-14  5.55  5.55   5.28  5.23  434411.72          0.00      0.00  5.210   \n",
      "2019-08-13  5.16  5.36   5.28  5.11  443834.12          0.10      1.93  5.190   \n",
      "2019-08-12  5.12  5.19   5.18  5.07  254519.72          0.07      1.37  5.188   \n",
      "2019-08-09  5.26  5.28   5.11  5.08  280746.81         -0.09     -1.73  5.254   \n",
      "2019-08-08  5.27  5.28   5.20  5.18  237765.48          0.02      0.39  5.334   \n",
      "2019-08-07  5.35  5.36   5.18  5.17  284221.09         -0.09     -1.71  5.430   \n",
      "2019-08-06  5.40  5.40   5.27  5.03  520172.72         -0.24     -4.36  5.548   \n",
      "2019-08-05  5.56  5.68   5.51  5.46  333649.03          0.00      0.00  5.668   \n",
      "2019-08-02  5.30  5.52   5.51  5.26  385329.00         -0.17     -2.99  5.746   \n",
      "2019-08-01  5.75  5.77   5.68  5.65  300275.69         -0.09     -1.56  5.822   \n",
      "2019-07-31  5.88  5.88   5.77  5.76  305646.06         -0.10     -1.70  5.862   \n",
      "2019-07-30  5.88  5.94   5.87  5.85  337196.47         -0.03     -0.51  5.894   \n",
      "2019-07-29  5.90  5.93   5.90  5.86  205668.48          0.01      0.17  5.882   \n",
      "2019-07-26  5.92  5.96   5.89  5.84  270760.31          0.01      0.17  5.852   \n",
      "2019-07-25  5.95  5.95   5.88  5.86  372712.31         -0.05     -0.84  5.862   \n",
      "2019-07-24  5.86  6.03   5.93  5.83  446117.38          0.12      2.06  5.860   \n",
      "2019-07-23  5.78  5.82   5.81  5.75  235097.05          0.06      1.04  5.890   \n",
      "2019-07-22  5.99  5.99   5.75  5.65  331111.75         -0.19     -3.20  5.958   \n",
      "2019-07-19  5.95  6.01   5.94  5.88  308253.09          0.07      1.19  5.994   \n",
      "2019-07-18  6.06  6.07   5.87  5.85  404907.88         -0.21     -3.45  5.966   \n",
      "2019-07-17  6.13  6.23   6.08  6.04  456197.28         -0.07     -1.14  5.962   \n",
      "2019-07-16  5.98  6.25   6.15  5.75  677963.38          0.22      3.71  5.930   \n",
      "2019-07-15  5.80  5.98   5.93  5.63  423536.84          0.13      2.24  5.880   \n",
      "2019-07-12  5.85  5.87   5.80  5.75  266780.75         -0.05     -0.85  5.886   \n",
      "2019-07-11  5.93  6.00   5.85  5.80  290614.75         -0.07     -1.18  5.976   \n",
      "2019-07-10  5.94  6.01   5.92  5.82  345944.56          0.02      0.34  6.048   \n",
      "2019-07-09  5.93  6.01   5.90  5.71  419446.47         -0.06     -1.01  6.118   \n",
      "2019-07-08  6.20  6.20   5.96  5.90  531036.06         -0.29     -4.64  6.236   \n",
      "2019-07-05  6.21  6.29   6.25  6.17  335562.19          0.04      0.64  6.368   \n",
      "\n",
      "             ma10   ma20      v_ma5     v_ma10      v_ma20      ma25  \\\n",
      "date                                                                   \n",
      "2019-11-29  5.323  5.392  142082.79  240901.05   218342.48  5.190000   \n",
      "2019-11-28  5.341  5.417  175398.28  255528.79   223641.24  5.200000   \n",
      "2019-11-27  5.350  5.439  212873.18  255550.63   234081.02  5.216667   \n",
      "2019-11-26  5.356  5.464  312160.41  254501.37   244830.79  5.235000   \n",
      "2019-11-25  5.365  5.490  338961.05  260784.30   272045.72  5.242000   \n",
      "2019-11-22  5.374  5.528  339719.31  264593.91   308886.96  5.258333   \n",
      "2019-11-21  5.394  5.544  335659.30  253750.79   302930.67  5.288571   \n",
      "2019-11-20  5.406  5.551  298228.08  237650.39   295925.55  5.317500   \n",
      "2019-11-19  5.406  5.560  196842.32  195803.98   277566.81  5.326667   \n",
      "2019-11-18  5.427  5.579  182607.55  191369.14   279800.26  5.323000   \n",
      "2019-11-15  5.461  5.596  189468.50  195783.90   279197.02  5.327273   \n",
      "2019-11-14  5.493  5.611  171842.28  191753.68   281540.24  5.325000   \n",
      "2019-11-13  5.527  5.639  177072.69  212611.41   287827.90  5.323846   \n",
      "2019-11-12  5.571  5.669  194765.64  235160.20   297357.56  5.327857   \n",
      "2019-11-11  5.614  5.696  200130.72  283307.13   308687.14  5.330000   \n",
      "2019-11-08  5.681  5.732  202099.31  353180.01   344333.84  5.343125   \n",
      "2019-11-07  5.694  5.762  211665.08  352110.55   395541.45  5.357647   \n",
      "2019-11-06  5.696  5.764  248150.14  354200.71   400844.62  5.366667   \n",
      "2019-11-05  5.713  5.764  275554.76  359329.64   402152.71  5.379474   \n",
      "2019-11-04  5.731  5.759  366483.54  368231.38   402547.52  5.392000   \n",
      "2019-11-01  5.731  5.756  504260.72  362610.13   401503.28  5.406190   \n",
      "2019-10-31  5.728  5.755  492556.02  371326.80   404656.49  5.416818   \n",
      "2019-10-30  5.750  5.752  460251.29  363044.38   411927.44  5.431304   \n",
      "2019-10-29  5.767  5.758  443104.51  359554.91   417907.27  5.447083   \n",
      "2019-10-28  5.777  5.774  369979.23  334067.15   408800.47  5.470400   \n",
      "2019-10-25  5.783  5.775  220959.55  335487.67   384127.35  5.489600   \n",
      "2019-10-24  5.829  5.800  250097.57  438972.35   402605.33  5.505600   \n",
      "2019-10-23  5.832  5.826  265837.47  447488.52   413005.56  5.523200   \n",
      "2019-10-22  5.815  5.843  276005.31  444975.78   420179.04  5.543200   \n",
      "2019-10-21  5.787  5.856  298155.07  436863.66   450335.94  5.557600   \n",
      "...           ...    ...        ...        ...         ...       ...   \n",
      "2019-08-15  5.286  5.564  362208.51  357217.99   334250.92  5.777200   \n",
      "2019-08-14  5.320  5.591  330255.57  347492.54   334619.81  5.743200   \n",
      "2019-08-13  5.369  5.631  300217.44  334615.97   335709.09  5.713600   \n",
      "2019-08-12  5.428  5.674  315485.16  323952.21   347415.55  5.678400   \n",
      "2019-08-09  5.500  5.712  331311.03  319067.08   355866.41  5.628800   \n",
      "2019-08-08  5.578  5.746  352227.46  318068.43   355168.10  5.582400   \n",
      "2019-08-07  5.646  5.779  364729.51  331563.12   357810.57  5.540400   \n",
      "2019-08-06  5.721  5.816  369014.50  347752.75   360896.74  5.490000   \n",
      "2019-08-05  5.775  5.847  332419.25  319245.18   355860.43  5.455200   \n",
      "2019-08-02  5.799  5.870  306823.14  318991.45   365729.78  5.427200   \n",
      "2019-08-01  5.842  5.907  283909.40  311283.86   363241.44  5.412000   \n",
      "2019-07-31  5.861  5.933  298396.73  321747.08   367070.47  5.402000   \n",
      "2019-07-30  5.892  5.958  326490.99  336802.20   382460.45  5.399200   \n",
      "2019-07-29  5.920  5.989  306071.11  370878.89   410677.33  5.419200   \n",
      "2019-07-26  5.923  6.025  331159.76  392665.73   472220.06  5.444000   \n",
      "2019-07-25  5.914  6.038  338658.32  392267.77   496470.58  5.461200   \n",
      "2019-07-24  5.911  6.064  345097.43  384058.02   508587.72  5.475200   \n",
      "2019-07-23  5.910  6.085  347113.41  374040.73   514260.84  5.492400   \n",
      "2019-07-22  5.919  6.119  435686.68  392475.68   548974.86  5.514400   \n",
      "2019-07-19  5.940  6.157  454171.69  412468.11   575727.39  5.540000   \n",
      "2019-07-18  5.971  6.189  445877.23  415199.02   631452.36  5.558400   \n",
      "2019-07-17  6.005  6.226  423018.60  412393.86   679944.61  5.584000   \n",
      "2019-07-16  6.024  6.249  400968.06  428118.70   735915.86  5.608400   \n",
      "2019-07-15  6.058  6.257  349264.67  450475.77   749588.95  5.624800   \n",
      "2019-07-12  6.127  6.282  370764.52  551774.38   789850.99  5.644400   \n",
      "2019-07-11  6.161  6.314  384520.81  600673.40   858807.15  5.664800   \n",
      "2019-07-10  6.216  6.362  401769.12  633117.43   964728.75  5.690400   \n",
      "2019-07-09  6.260  6.406  455269.34  654480.95  1120742.07  5.715200   \n",
      "2019-07-08  6.318  6.441  551686.86  705474.04  1187052.20  5.746400   \n",
      "2019-07-05  6.373  6.443  732784.25  738986.67  1199298.89  5.792000   \n",
      "\n",
      "                   v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                       \n",
      "2019-11-29  126164.840000       NaN         NaN       NaN  \n",
      "2019-11-28  132376.020000       NaN         NaN       NaN  \n",
      "2019-11-27  131316.200000       NaN         NaN       NaN  \n",
      "2019-11-26  127242.135000       NaN         NaN       NaN  \n",
      "2019-11-25  142082.790000       NaN         NaN       NaN  \n",
      "2019-11-22  167192.705000       NaN         NaN       NaN  \n",
      "2019-11-21  189873.988571       NaN         NaN       NaN  \n",
      "2019-11-20  244343.833750       NaN         NaN       NaN  \n",
      "2019-11-19  244863.756667       NaN         NaN       NaN  \n",
      "2019-11-18  240901.050000       NaN         NaN       NaN  \n",
      "2019-11-15  243768.431818       NaN         NaN       NaN  \n",
      "2019-11-14  235021.528333       NaN         NaN       NaN  \n",
      "2019-11-13  226074.022308       NaN         NaN       NaN  \n",
      "2019-11-12  222629.397857       NaN         NaN       NaN  \n",
      "2019-11-11  223756.867333       NaN         NaN       NaN  \n",
      "2019-11-08  221291.510625       NaN         NaN       NaN  \n",
      "2019-11-07  217977.752353       NaN         NaN       NaN  \n",
      "2019-11-06  217377.249444       NaN         NaN       NaN  \n",
      "2019-11-05  216708.693684       NaN         NaN       NaN  \n",
      "2019-11-04  218342.477000       NaN         NaN       NaN  \n",
      "2019-11-01  218999.504286       NaN         NaN       NaN  \n",
      "2019-10-31  224835.112273       NaN         NaN       NaN  \n",
      "2019-10-30  230024.535217       NaN         NaN       NaN  \n",
      "2019-10-29  247911.786250       NaN         NaN       NaN  \n",
      "2019-10-28  275526.124800       NaN         NaN       NaN  \n",
      "2019-10-25  271606.527308       NaN         NaN       NaN  \n",
      "2019-10-24  268430.700370       NaN         NaN       NaN  \n",
      "2019-10-23  268074.530714       NaN         NaN       NaN  \n",
      "2019-10-22  268957.897241       NaN         NaN       NaN  \n",
      "2019-10-21  266431.695333       NaN         NaN       NaN  \n",
      "...                   ...       ...         ...       ...  \n",
      "2019-08-15  520116.816000 -0.143573   -0.116614 -0.026959  \n",
      "2019-08-14  525043.584833 -0.148845   -0.123060 -0.025784  \n",
      "2019-08-13  530462.421000 -0.151279   -0.128704 -0.022575  \n",
      "2019-08-12  531740.261667 -0.159439   -0.134851 -0.024588  \n",
      "2019-08-09  532427.017833 -0.169599   -0.141801 -0.027799  \n",
      "2019-08-08  533317.923167 -0.168448   -0.147130 -0.021318  \n",
      "2019-08-07  535305.647667 -0.167221   -0.151148 -0.016073  \n",
      "2019-08-06  540522.381333 -0.157175   -0.152354 -0.004821  \n",
      "2019-08-05  542671.953667 -0.128368   -0.147556  0.019189  \n",
      "2019-08-02  544937.697667 -0.104335   -0.138912  0.034577  \n",
      "2019-08-01  546073.291667 -0.070756   -0.125281  0.054525  \n",
      "2019-07-31  545377.678000 -0.036461   -0.107517  0.071056  \n",
      "2019-07-30  545261.088500 -0.001200   -0.086253  0.085054  \n",
      "2019-07-29  537700.253833  0.028834   -0.063236  0.092070  \n",
      "2019-07-26  526575.088167  0.051238   -0.040341  0.091579  \n",
      "2019-07-25  529893.350167  0.067409   -0.018791  0.086201  \n",
      "2019-07-24  534230.986500  0.083300    0.001627  0.081673  \n",
      "2019-07-23  533841.638167  0.085228    0.018347  0.066880  \n",
      "2019-07-22  534465.298000  0.080980    0.030874  0.050107  \n",
      "2019-07-19  536383.318833  0.091887    0.043076  0.048810  \n",
      "2019-07-18  537810.004833  0.093800    0.053221  0.040579  \n",
      "2019-07-17  541003.981333  0.110983    0.064773  0.046209  \n",
      "2019-07-16  547148.419000  0.128764    0.077572  0.051192  \n",
      "2019-07-15  547466.683000  0.123678    0.086793  0.036885  \n",
      "2019-07-12  536038.438167  0.107913    0.091017  0.016896  \n",
      "2019-07-11  520740.961000  0.098321    0.092478  0.005843  \n",
      "2019-07-10  521989.688500  0.095269    0.093036  0.002233  \n",
      "2019-07-09  525091.620333  0.090197    0.092468 -0.002271  \n",
      "2019-07-08  530399.372167  0.089982    0.091971 -0.001989  \n",
      "2019-07-05  532183.750000  0.111921    0.095961  0.015960  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('002467','2019-11-15','5.29','5.60','5.28','5.37','272442','5.344','5.461','5.596','5.327','189468','243768','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 603881\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low     volume  price_change  p_change  \\\n",
      "date                                                                        \n",
      "2019-11-29  35.90  36.50  36.50  35.20   19683.38          0.35      0.97   \n",
      "2019-11-28  36.26  36.55  36.15  35.88   15550.40          0.15      0.42   \n",
      "2019-11-27  36.03  36.51  36.00  35.76   18922.62          0.11      0.31   \n",
      "2019-11-26  36.11  36.78  35.89  35.60   19295.56         -0.32     -0.88   \n",
      "2019-11-25  36.88  37.19  36.21  35.48   24627.20         -0.57     -1.55   \n",
      "2019-11-22  37.80  38.00  36.78  36.51   26844.57         -0.78     -2.08   \n",
      "2019-11-21  37.53  38.19  37.56  37.23   22267.09         -0.32     -0.84   \n",
      "2019-11-20  37.52  39.22  37.88  37.47   50458.82          0.47      1.26   \n",
      "2019-11-19  37.30  37.62  37.41  37.09   26114.25          0.11      0.29   \n",
      "2019-11-18  36.71  37.68  37.30  36.05   32866.65          0.65      1.77   \n",
      "2019-11-15  37.00  37.35  36.65  36.36   27165.49         -0.18     -0.49   \n",
      "2019-11-14  36.97  37.24  36.83  36.41   30763.72         -0.17     -0.46   \n",
      "2019-11-13  36.17  37.24  37.00  35.93   43282.67          1.00      2.78   \n",
      "2019-11-12  35.96  36.45  36.00  35.41   31676.02          0.26      0.73   \n",
      "2019-11-11  35.78  36.62  35.74  35.06   45439.01          0.00      0.00   \n",
      "2019-11-08  33.80  36.40  35.74  33.80   72599.39          1.72      5.06   \n",
      "2019-11-07  32.25  34.20  34.02  32.25   55113.37          1.63      5.03   \n",
      "2019-11-06  32.47  32.84  32.39  32.31   18394.20         -0.14     -0.43   \n",
      "2019-11-05  32.08  32.75  32.53  31.73   30806.00          0.46      1.43   \n",
      "2019-11-04  31.80  32.41  32.07  31.62   26066.71          0.45      1.42   \n",
      "2019-11-01  31.13  31.84  31.62  30.53   26537.45          0.18      0.57   \n",
      "2019-10-31  31.55  31.93  31.44  31.12   27370.10         -0.12     -0.38   \n",
      "2019-10-30  32.07  32.30  31.56  31.35   35270.72         -0.40     -1.25   \n",
      "2019-10-29  34.00  34.22  31.96  31.91   66796.64         -1.53     -4.57   \n",
      "2019-10-28  32.30  33.84  33.49  32.28   80961.37          1.76      5.55   \n",
      "2019-10-25  34.90  34.90  31.73  31.71  113398.67         -3.50     -9.94   \n",
      "2019-10-24  35.78  35.83  35.23  34.98   15533.48         -0.32     -0.90   \n",
      "2019-10-23  36.20  36.40  35.55  35.55   16314.59         -0.61     -1.69   \n",
      "2019-10-22  35.39  36.48  36.16  35.18   29359.29          1.14      3.25   \n",
      "2019-10-21  35.31  35.60  35.02  34.53   18881.07         -0.48     -1.35   \n",
      "...           ...    ...    ...    ...        ...           ...       ...   \n",
      "2019-08-15  34.98  37.87  37.56  34.72   53228.91          1.69      4.71   \n",
      "2019-08-14  36.20  36.90  35.87  35.62   39252.65          0.00      0.00   \n",
      "2019-08-13  34.72  36.76  35.87  34.39   62498.06          0.87      2.49   \n",
      "2019-08-12  33.83  35.10  35.00  33.75   51753.60          0.98      2.88   \n",
      "2019-08-09  35.03  35.14  34.02  33.79   45973.53         -0.90     -2.58   \n",
      "2019-08-08  33.33  34.94  34.92  33.32   62172.83          1.28      3.81   \n",
      "2019-08-07  33.01  34.49  33.64  32.12   87800.09          0.62      1.88   \n",
      "2019-08-06  31.19  33.47  33.02  31.12   74306.85          1.19      3.74   \n",
      "2019-08-05  32.41  32.93  31.83  31.80   28570.16         -0.70     -2.15   \n",
      "2019-08-02  31.95  32.60  32.53  31.71   29346.15         -0.07     -0.21   \n",
      "2019-08-01  32.24  32.75  32.60  32.10   26350.98         -0.06     -0.18   \n",
      "2019-07-31  31.81  32.80  32.66  31.54   40391.05          0.83      2.61   \n",
      "2019-07-30  31.35  32.30  31.83  31.13   32696.46          0.63      2.02   \n",
      "2019-07-29  30.78  31.37  31.20  30.68   25522.00          0.32      1.04   \n",
      "2019-07-26  30.54  30.92  30.88  30.41   24348.00          0.34      1.11   \n",
      "2019-07-25  30.09  30.74  30.54  30.07   27461.00          0.48      1.60   \n",
      "2019-07-24  29.33  30.27  30.06  29.30   20123.00          0.69      2.35   \n",
      "2019-07-23  28.88  29.65  29.37  28.88   13162.00          0.39      1.35   \n",
      "2019-07-22  29.81  30.14  28.98  28.78   21601.15         -0.83     -2.78   \n",
      "2019-07-19  30.00  30.38  29.81  29.72   18101.79         -0.12     -0.40   \n",
      "2019-07-18  30.41  30.45  29.93  29.88   20690.90         -0.76     -2.48   \n",
      "2019-07-17  30.84  31.08  30.69  30.20   12717.01          0.02      0.07   \n",
      "2019-07-16  30.92  31.14  30.67  30.59   11844.00         -0.24     -0.78   \n",
      "2019-07-15  30.44  31.38  30.91  29.61   22695.70          0.48      1.58   \n",
      "2019-07-12  30.13  30.89  30.43  30.04   15019.00          0.21      0.69   \n",
      "2019-07-11  30.88  30.88  30.22  30.03   13709.00         -0.24     -0.79   \n",
      "2019-07-10  30.47  31.18  30.46  30.31   13428.28         -0.12     -0.39   \n",
      "2019-07-09  30.90  30.99  30.58  30.12   17086.00         -0.08     -0.26   \n",
      "2019-07-08  32.38  32.38  30.66  30.50   27169.88         -1.70     -5.25   \n",
      "2019-07-05  31.98  32.45  32.36  31.80   13932.00          0.48      1.51   \n",
      "\n",
      "               ma5    ma10    ma20     v_ma5    v_ma10    v_ma20       ma25  \\\n",
      "date                                                                          \n",
      "2019-11-29  36.150  36.768  35.833  19615.83  25663.05  31896.86  36.500000   \n",
      "2019-11-28  36.206  36.783  35.589  21048.07  26411.27  32239.56  36.325000   \n",
      "2019-11-27  36.488  36.851  35.353  22391.41  27932.60  32830.54  36.216667   \n",
      "2019-11-26  36.864  36.951  35.131  28698.65  30368.60  33647.95  36.135000   \n",
      "2019-11-25  37.168  36.962  34.935  30062.39  31606.65  36023.00  36.150000   \n",
      "2019-11-22  37.386  36.915  34.799  31710.28  33687.83  38839.71  36.255000   \n",
      "2019-11-21  37.360  36.811  34.546  31774.46  38263.31  43167.42  36.441429   \n",
      "2019-11-20  37.214  36.457  34.430  33473.79  41547.94  42830.74  36.621250   \n",
      "2019-11-19  37.038  35.908  34.313  32038.56  38341.48  41123.53  36.708889   \n",
      "2019-11-18  36.756  35.420  34.251  33150.91  38810.65  41285.78  36.768000   \n",
      "2019-11-15  36.444  34.897  34.137  35665.38  38130.66  40586.50  36.757273   \n",
      "2019-11-14  36.262  34.394  34.079  44752.16  38067.85  40155.81  36.763333   \n",
      "2019-11-13  35.700  33.855  34.035  49622.09  37728.49  39360.99  36.781538   \n",
      "2019-11-12  34.778  33.311  33.974  44644.40  36927.30  38151.42  36.725714   \n",
      "2019-11-11  34.084  32.907  33.949  44470.39  40439.36  37678.91  36.660000   \n",
      "2019-11-08  33.350  32.682  33.987  40595.93  43991.60  36903.49  36.602500   \n",
      "2019-11-07  32.526  32.281  33.984  31383.55  48071.52  34915.03  36.450588   \n",
      "2019-11-06  32.010  32.402  34.059  25834.89  44113.53  33602.27  36.225000   \n",
      "2019-11-05  31.844  32.718  34.181  29210.20  43905.57  33757.53  36.030526   \n",
      "2019-11-04  31.730  33.081  34.270  36408.32  43760.90  33500.64  35.832500   \n",
      "2019-11-01  32.014  33.376  34.392  47387.26  43042.34  33713.09  35.631905   \n",
      "2019-10-31  32.036  33.764  34.591  64759.50  42243.78  33758.09  35.441364   \n",
      "2019-10-30  32.794  34.214  34.809  62392.18  40993.48  34960.42  35.272609   \n",
      "2019-10-29  33.592  34.636  35.088  58600.95  39375.55  35591.65  35.134583   \n",
      "2019-10-28  34.432  34.990  35.443  51113.48  34918.46  34927.22  35.068800   \n",
      "2019-10-25  34.738  35.291  35.706  38697.42  29815.38  34217.34  34.878000   \n",
      "2019-10-24  35.492  35.686  35.983  19728.05  21758.54  30769.40  34.841200   \n",
      "2019-10-23  35.634  35.715  36.069  19594.79  23091.01  31617.89  34.823200   \n",
      "2019-10-22  35.680  35.643  36.130  20150.15  23609.49  33284.31  34.834000   \n",
      "2019-10-21  35.548  35.459  36.212  18723.45  23240.38  35516.91  34.786400   \n",
      "...            ...     ...     ...       ...       ...       ...        ...   \n",
      "2019-08-15  35.664  34.426  32.610  50541.35  53490.28  39233.01  37.879600   \n",
      "2019-08-14  35.136  33.930  32.228  52330.13  50802.49  37606.11  37.836000   \n",
      "2019-08-13  34.690  33.609  31.969  62039.62  50916.33  36279.33  37.800000   \n",
      "2019-08-12  34.120  33.205  31.709  64401.38  47936.17  33746.63  37.688000   \n",
      "2019-08-09  33.486  32.825  31.505  59764.69  45313.01  32293.73  37.430800   \n",
      "2019-08-08  33.188  32.511  31.325  56439.22  43150.46  30746.01  37.218800   \n",
      "2019-08-07  32.724  32.073  31.090  49274.85  39679.27  28322.81  36.989600   \n",
      "2019-08-06  32.528  31.715  30.931  39793.04  32911.57  24604.22  36.744000   \n",
      "2019-08-05  32.290  31.350  30.809  31470.96  26797.08  21743.18  36.417600   \n",
      "2019-08-02  32.164  31.065  30.751  30861.33  26100.18  21673.17  36.180800   \n",
      "2019-08-01  31.834  30.793  30.742  29861.70  24975.74  20902.46  35.967600   \n",
      "2019-07-31  31.422  30.526  30.706  30083.70  24409.74  20274.36  35.779600   \n",
      "2019-07-30  30.902  30.329  30.683  26030.09  21642.33  19538.46  35.522000   \n",
      "2019-07-29  30.410  30.213  30.741  22123.20  19557.09  19118.84  35.238400   \n",
      "2019-07-26  29.966  30.184  30.832  21339.03  19274.46  19644.66  34.992800   \n",
      "2019-07-25  29.752  30.139  30.879  20089.79  18341.56  19375.56  34.725200   \n",
      "2019-07-24  29.630  30.107  30.983  18735.77  16966.36  19361.17  34.464400   \n",
      "2019-07-23  29.756  30.147  31.086  17254.57  16296.88  19238.21  34.139200   \n",
      "2019-07-22  30.016  30.268  31.208  16990.97  16689.28  19584.97  33.833600   \n",
      "2019-07-19  30.402  30.436  31.371  17209.88  17246.16  19401.45  33.562000   \n",
      "2019-07-18  30.526  30.691  31.503  16593.32  16829.18  20147.16  33.291200   \n",
      "2019-07-17  30.584  30.886  31.619  15196.94  16138.99  21121.76  33.035600   \n",
      "2019-07-16  30.538  31.037  31.650  15339.20  17434.59  22088.63  32.748400   \n",
      "2019-07-15  30.520  31.269  31.618  16387.60  18680.60  22047.63  32.451200   \n",
      "2019-07-12  30.470  31.479  31.562  17282.43  20014.87  21664.47  32.192800   \n",
      "2019-07-11  30.856  31.618  31.564  17065.03  20409.57  22221.91  31.899200   \n",
      "2019-07-10  31.188  31.858  31.618  17081.03  21755.98  23098.70  31.682800   \n",
      "2019-07-09  31.536  32.025  31.618  19529.98  22179.54  23404.38  31.471200   \n",
      "2019-07-08  32.018  32.148  31.631  20973.61  22480.66  23791.57  31.297600   \n",
      "2019-07-05  32.488  32.306  31.588  22747.30  21556.73  23394.41  31.231200   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  19683.380000       NaN         NaN       NaN  \n",
      "2019-11-28  17616.890000       NaN         NaN       NaN  \n",
      "2019-11-27  18052.133333       NaN         NaN       NaN  \n",
      "2019-11-26  18362.990000       NaN         NaN       NaN  \n",
      "2019-11-25  19615.832000       NaN         NaN       NaN  \n",
      "2019-11-22  20820.621667       NaN         NaN       NaN  \n",
      "2019-11-21  21027.260000       NaN         NaN       NaN  \n",
      "2019-11-20  24706.205000       NaN         NaN       NaN  \n",
      "2019-11-19  24862.654444       NaN         NaN       NaN  \n",
      "2019-11-18  25663.054000       NaN         NaN       NaN  \n",
      "2019-11-15  25799.639091       NaN         NaN       NaN  \n",
      "2019-11-14  26213.312500       NaN         NaN       NaN  \n",
      "2019-11-13  27526.340000       NaN         NaN       NaN  \n",
      "2019-11-12  27822.745714       NaN         NaN       NaN  \n",
      "2019-11-11  28997.163333       NaN         NaN       NaN  \n",
      "2019-11-08  31722.302500       NaN         NaN       NaN  \n",
      "2019-11-07  33098.247647       NaN         NaN       NaN  \n",
      "2019-11-06  32281.356111       NaN         NaN       NaN  \n",
      "2019-11-05  32203.705789       NaN         NaN       NaN  \n",
      "2019-11-04  31896.856000       NaN         NaN       NaN  \n",
      "2019-11-01  31641.646190       NaN         NaN       NaN  \n",
      "2019-10-31  31447.485000       NaN         NaN       NaN  \n",
      "2019-10-30  31613.712609       NaN         NaN       NaN  \n",
      "2019-10-29  33079.667917       NaN         NaN       NaN  \n",
      "2019-10-28  34994.936000       NaN         NaN       NaN  \n",
      "2019-10-25  38010.464231       NaN         NaN       NaN  \n",
      "2019-10-24  37177.983333       NaN         NaN       NaN  \n",
      "2019-10-23  36432.862143       NaN         NaN       NaN  \n",
      "2019-10-22  36188.945862       NaN         NaN       NaN  \n",
      "2019-10-21  35612.016667       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  42325.016500  0.050121    0.119250 -0.069129  \n",
      "2019-08-14  42466.498667 -0.077748    0.079851 -0.157599  \n",
      "2019-08-13  42786.755167 -0.177045    0.028472 -0.205516  \n",
      "2019-08-12  43121.381500 -0.322225   -0.041668 -0.280557  \n",
      "2019-08-09  43130.290167 -0.510475   -0.135429 -0.375046  \n",
      "2019-08-08  42956.514167 -0.580352   -0.224414 -0.355938  \n",
      "2019-08-07  43501.292833 -0.730594   -0.325650 -0.404944  \n",
      "2019-08-06  44433.170333 -0.889437   -0.438407 -0.451030  \n",
      "2019-08-05  44395.906333 -1.098680   -0.570462 -0.528218  \n",
      "2019-08-02  44450.563667 -1.194256   -0.695221 -0.499035  \n",
      "2019-08-01  44447.455833 -1.249943   -0.806165 -0.443778  \n",
      "2019-07-31  44664.471667 -1.274542   -0.899841 -0.374702  \n",
      "2019-07-30  44621.567333 -1.345501   -0.988973 -0.356528  \n",
      "2019-07-29  43933.656667 -1.436019   -1.078382 -0.357637  \n",
      "2019-07-26  42990.100500 -1.516099   -1.165925 -0.350174  \n",
      "2019-07-25  41557.806000 -1.588685   -1.250477 -0.338208  \n",
      "2019-07-24  41634.298000 -1.665741   -1.333530 -0.332211  \n",
      "2019-07-23  41581.754833 -1.762172   -1.419258 -0.342913  \n",
      "2019-07-22  41452.452500 -1.848753   -1.505157 -0.343595  \n",
      "2019-07-19  41439.464500 -1.829307   -1.569987 -0.259320  \n",
      "2019-07-18  41475.115833 -1.783653   -1.612720 -0.170932  \n",
      "2019-07-17  41439.279833 -1.666930   -1.623562 -0.043368  \n",
      "2019-07-16  41318.490000 -1.558080   -1.610466  0.052386  \n",
      "2019-07-15  41326.322000 -1.435898   -1.575552  0.139655  \n",
      "2019-07-12  41077.796167 -1.362098   -1.532861  0.170764  \n",
      "2019-07-11  40759.108167 -1.305507   -1.487390  0.181884  \n",
      "2019-07-10  40501.943000 -1.227146   -1.435342  0.208195  \n",
      "2019-07-09  40428.387333 -1.142196   -1.376712  0.234517  \n",
      "2019-07-08  40453.414500 -1.056240   -1.312618  0.256378  \n",
      "2019-07-05  40180.355167 -0.841247   -1.218344  0.377097  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('603881','2019-11-15','37.00','37.35','36.36','36.65','27165','36.444','34.897','34.137','36.757','35665','25799','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 300383\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low     volume  price_change  p_change  \\\n",
      "date                                                                        \n",
      "2019-11-29  19.04  19.28  19.15  18.81  248652.12          0.10      0.53   \n",
      "2019-11-28  19.20  19.39  19.05  19.00  194834.48         -0.25     -1.29   \n",
      "2019-11-27  19.06  19.58  19.30  18.92  310695.81          0.27      1.42   \n",
      "2019-11-26  18.57  19.39  19.03  18.43  481370.16          0.53      2.87   \n",
      "2019-11-25  18.77  18.83  18.50  18.10  319529.47         -0.35     -1.86   \n",
      "2019-11-22  19.07  19.42  18.85  18.61  303475.88         -0.18     -0.95   \n",
      "2019-11-21  18.75  19.19  19.03  18.72  249640.16          0.16      0.85   \n",
      "2019-11-20  18.85  19.44  18.87  18.80  361668.03          0.09      0.48   \n",
      "2019-11-19  18.58  18.80  18.78  18.48  299192.97          0.18      0.97   \n",
      "2019-11-18  18.12  18.67  18.60  17.88  317128.22          0.38      2.09   \n",
      "2019-11-15  18.28  18.56  18.22  18.08  212014.52         -0.03     -0.16   \n",
      "2019-11-14  18.18  18.42  18.25  18.00  252015.28          0.08      0.44   \n",
      "2019-11-13  17.60  18.27  18.17  17.55  300230.19          0.48      2.71   \n",
      "2019-11-12  17.62  17.87  17.69  17.52  282861.66          0.30      1.73   \n",
      "2019-11-11  17.26  17.88  17.39  17.06  284744.00          0.12      0.69   \n",
      "2019-11-08  17.29  17.54  17.27  17.19  219385.41          0.12      0.70   \n",
      "2019-11-07  17.25  17.30  17.15  16.93  303274.38         -0.23     -1.32   \n",
      "2019-11-06  17.75  17.92  17.38  17.29  172839.16         -0.41     -2.31   \n",
      "2019-11-05  17.81  17.99  17.79  17.55  178598.52          0.06      0.34   \n",
      "2019-11-04  17.61  18.00  17.73  17.56  216129.20          0.13      0.74   \n",
      "2019-11-01  17.46  17.78  17.60  17.31  167170.84          0.16      0.92   \n",
      "2019-10-31  17.66  17.81  17.44  17.32  168396.19         -0.20     -1.13   \n",
      "2019-10-30  18.00  18.08  17.64  17.51  230357.95         -0.33     -1.84   \n",
      "2019-10-29  18.77  18.86  17.97  17.97  354547.25         -0.88     -4.67   \n",
      "2019-10-28  19.20  19.20  18.85  18.45  441337.59          0.85      4.72   \n",
      "2019-10-25  17.78  18.00  18.00  17.20  207171.44          0.20      1.12   \n",
      "2019-10-24  18.36  18.36  17.80  17.56  269613.53         -0.58     -3.16   \n",
      "2019-10-23  18.72  18.73  18.38  18.38  170770.41         -0.41     -2.18   \n",
      "2019-10-22  18.66  19.00  18.79  18.55  163094.52          0.13      0.70   \n",
      "2019-10-21  18.42  18.75  18.66  18.16  140320.70          0.11      0.59   \n",
      "...           ...    ...    ...    ...        ...           ...       ...   \n",
      "2019-08-15  18.53  19.23  19.19  18.41  141289.19          0.10      0.52   \n",
      "2019-08-14  19.50  19.65  19.09  19.09  162111.36         -0.10     -0.52   \n",
      "2019-08-13  19.14  19.50  19.19  18.61  173126.59         -0.21     -1.08   \n",
      "2019-08-12  18.70  19.41  19.40  18.30  144247.84          0.83      4.47   \n",
      "2019-08-09  18.97  19.28  18.57  18.36  131337.48         -0.28     -1.49   \n",
      "2019-08-08  18.37  18.93  18.85  18.22  148003.08          0.57      3.12   \n",
      "2019-08-07  18.80  18.84  18.28  18.18  161860.22         -0.36     -1.93   \n",
      "2019-08-06  18.32  18.95  18.64  17.97  232706.48         -0.23     -1.22   \n",
      "2019-08-05  19.15  19.45  18.87  18.75  176562.09         -0.23     -1.20   \n",
      "2019-08-02  18.70  19.23  19.10  18.50  220313.64         -0.16     -0.83   \n",
      "2019-08-01  19.00  19.46  19.26  18.92  194221.72          0.30      1.58   \n",
      "2019-07-31  18.93  19.25  18.96  18.86  208860.19         -0.02     -0.10   \n",
      "2019-07-30  19.47  19.68  18.98  18.96  194175.28         -0.42     -2.17   \n",
      "2019-07-29  19.24  19.66  19.40  19.03  182375.41          0.27      1.41   \n",
      "2019-07-26  19.02  19.36  19.13  18.80  163340.38          0.04      0.21   \n",
      "2019-07-25  18.57  19.40  19.09  18.53  205454.50          0.38      2.03   \n",
      "2019-07-24  18.20  18.80  18.71  18.11  210942.81          0.63      3.48   \n",
      "2019-07-23  17.98  18.13  18.08  17.70  132400.80          0.38      2.15   \n",
      "2019-07-22  18.12  18.28  17.70  17.68  118501.89         -0.19     -1.06   \n",
      "2019-07-19  18.24  18.44  17.89  17.66  154092.81         -0.18     -1.00   \n",
      "2019-07-18  18.06  18.22  18.07  17.92  132728.19         -0.14     -0.77   \n",
      "2019-07-17  18.15  18.63  18.21  18.06  233847.20          0.06      0.33   \n",
      "2019-07-16  17.92  18.18  18.15  17.83  206737.02          0.28      1.57   \n",
      "2019-07-15  16.86  18.10  17.87  16.76  289230.75          0.92      5.43   \n",
      "2019-07-12  16.54  17.02  16.95  16.44  114220.04          0.32      1.92   \n",
      "2019-07-11  16.79  17.07  16.63  16.53  124067.86          0.12      0.73   \n",
      "2019-07-10  16.85  16.98  16.51  16.38  106315.41         -0.38     -2.25   \n",
      "2019-07-09  16.71  16.95  16.89  16.56   82163.60          0.17      1.02   \n",
      "2019-07-08  17.30  17.30  16.72  16.60  160297.52         -0.63     -3.63   \n",
      "2019-07-05  17.17  17.51  17.35  16.91  116228.81          0.19      1.11   \n",
      "\n",
      "               ma5    ma10    ma20      v_ma5     v_ma10     v_ma20  \\\n",
      "date                                                                  \n",
      "2019-11-29  19.006  18.916  18.310  311016.41  308618.73  275413.98   \n",
      "2019-11-28  18.946  18.823  18.233  321981.16  304954.97  271339.92   \n",
      "2019-11-27  18.942  18.743  18.152  332942.30  310673.05  270018.00   \n",
      "2019-11-26  18.856  18.630  18.069  343136.74  309626.49  266001.11   \n",
      "2019-11-25  18.806  18.496  18.016  306701.30  289775.64  259659.96   \n",
      "2019-11-22  18.826  18.385  18.034  306221.05  286297.09  265750.37   \n",
      "2019-11-21  18.700  18.227  17.991  287928.78  277888.04  260935.15   \n",
      "2019-11-20  18.544  18.039  17.930  288403.80  283251.47  261933.82   \n",
      "2019-11-19  18.404  17.890  17.905  276116.24  264368.58  252388.94   \n",
      "2019-11-18  18.186  17.791  17.906  272849.97  252309.13  245584.01   \n",
      "2019-11-15  17.944  17.704  17.909  266373.13  242209.23  236743.64   \n",
      "2019-11-14  17.754  17.642  17.925  267847.31  237724.86  234752.14   \n",
      "2019-11-13  17.534  17.561  17.950  278099.13  229362.96  231304.65   \n",
      "2019-11-12  17.376  17.508  17.975  252620.92  222375.73  224046.18   \n",
      "2019-11-11  17.396  17.536  18.015  231768.29  229544.29  220692.23   \n",
      "2019-11-08  17.464  17.682  18.098  218045.33  245203.65  219499.54   \n",
      "2019-11-07  17.530  17.755  18.187  207602.42  243982.25  220223.40   \n",
      "2019-11-06  17.588  17.820  18.279  180626.78  240616.17  221838.34   \n",
      "2019-11-05  17.640  17.920  18.327  192130.54  240409.29  224247.09   \n",
      "2019-11-04  17.676  18.020  18.351  227320.29  238858.89  226378.80   \n",
      "2019-11-01  17.900  18.113  18.393  272361.96  231278.04  226349.49   \n",
      "2019-10-31  17.980  18.208  18.475  280362.08  231779.41  230558.33   \n",
      "2019-10-30  18.052  18.338  18.564  300605.55  233246.34  243954.26   \n",
      "2019-10-29  18.200  18.442  18.718  288688.04  225716.63  247919.06   \n",
      "2019-10-28  18.364  18.494  18.847  250397.50  211840.18  241544.23   \n",
      "2019-10-25  18.326  18.514  18.936  190194.12  193795.44  229542.67   \n",
      "2019-10-24  18.436  18.619  19.051  183196.74  196464.54  228630.50   \n",
      "2019-10-23  18.624  18.738  19.194  165887.12  203060.52  226586.27   \n",
      "2019-10-22  18.684  18.734  19.285  162745.22  208084.89  230788.21   \n",
      "2019-10-21  18.624  18.681  19.376  173282.86  213898.71  234230.28   \n",
      "...            ...     ...     ...        ...        ...        ...   \n",
      "2019-08-15  19.088  18.918  18.819  150422.49  169155.80  172796.19   \n",
      "2019-08-14  19.020  18.925  18.763  151765.27  174449.05  172368.14   \n",
      "2019-08-13  18.858  18.912  18.719  151715.04  179123.93  175954.93   \n",
      "2019-08-12  18.748  18.891  18.667  163631.02  181228.80  177635.45   \n",
      "2019-08-09  18.642  18.891  18.591  170093.87  185041.56  184884.60   \n",
      "2019-08-08  18.748  18.947  18.510  187889.10  188241.85  184028.73   \n",
      "2019-08-07  18.830  18.971  18.399  197132.83  193986.99  182831.96   \n",
      "2019-08-06  18.966  19.014  18.310  206532.82  198895.25  180054.72   \n",
      "2019-08-05  19.034  18.958  18.223  198826.58  188864.68  172527.58   \n",
      "2019-08-02  19.140  18.841  18.115  199989.25  183058.66  171714.35   \n",
      "2019-08-01  19.146  18.720  18.028  188594.60  176436.58  166510.11   \n",
      "2019-07-31  19.112  18.601  17.923  190841.15  170287.23  161795.32   \n",
      "2019-07-30  19.062  18.526  17.838  191257.68  172785.93  157861.10   \n",
      "2019-07-29  18.882  18.443  17.770  178902.78  174042.10  159677.37   \n",
      "2019-07-26  18.542  18.290  17.683  166128.08  184727.64  165566.09   \n",
      "2019-07-25  18.294  18.072  17.565  164278.56  179815.60  162873.34   \n",
      "2019-07-24  18.090  17.826  17.453  149733.30  171676.94  166795.25   \n",
      "2019-07-23  17.990  17.606  17.349  154314.18  161214.20  161730.31   \n",
      "2019-07-22  18.004  17.487  17.278  169181.42  156190.48  161412.32   \n",
      "2019-07-19  18.038  17.389  17.241  203327.19  160370.04  163398.78   \n",
      "2019-07-18  17.850  17.335  17.204  195352.64  156583.64  166006.70   \n",
      "2019-07-17  17.562  17.244  17.135  193620.57  153303.42  168096.59   \n",
      "2019-07-16  17.222  17.150  17.047  168114.22  142936.26  171431.03   \n",
      "2019-07-15  16.970  17.097  16.928  143199.53  145312.64  165708.84   \n",
      "2019-07-12  16.740  17.076  16.816  117412.89  146404.54  155768.32   \n",
      "2019-07-11  16.820  17.058  16.765  117814.64  145931.08  155416.47   \n",
      "2019-07-10  16.926  17.080  16.742  112986.27  161913.57  154955.82   \n",
      "2019-07-09  17.078  17.091  16.723  117758.31  162246.43  156491.65   \n",
      "2019-07-08  17.224  17.069  16.697  147425.75  166634.16  163071.06   \n",
      "2019-07-05  17.412  17.092  16.645  175396.19  166427.51  159773.19   \n",
      "\n",
      "                 ma25         v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                                  \n",
      "2019-11-29  19.150000  248652.120000       NaN         NaN       NaN  \n",
      "2019-11-28  19.100000  221743.300000       NaN         NaN       NaN  \n",
      "2019-11-27  19.166667  251394.136667       NaN         NaN       NaN  \n",
      "2019-11-26  19.132500  308888.142500       NaN         NaN       NaN  \n",
      "2019-11-25  19.006000  311016.408000       NaN         NaN       NaN  \n",
      "2019-11-22  18.980000  309759.653333       NaN         NaN       NaN  \n",
      "2019-11-21  18.987143  301171.154286       NaN         NaN       NaN  \n",
      "2019-11-20  18.972500  308733.263750       NaN         NaN       NaN  \n",
      "2019-11-19  18.951111  307673.231111       NaN         NaN       NaN  \n",
      "2019-11-18  18.916000  308618.730000       NaN         NaN       NaN  \n",
      "2019-11-15  18.852727  299836.529091       NaN         NaN       NaN  \n",
      "2019-11-14  18.802500  295851.425000       NaN         NaN       NaN  \n",
      "2019-11-13  18.753846  296188.253077       NaN         NaN       NaN  \n",
      "2019-11-12  18.677857  295236.353571       NaN         NaN       NaN  \n",
      "2019-11-11  18.592000  294536.863333       NaN         NaN       NaN  \n",
      "2019-11-08  18.509375  289839.897500       NaN         NaN       NaN  \n",
      "2019-11-07  18.429412  290630.161176       NaN         NaN       NaN  \n",
      "2019-11-06  18.371111  284086.216667       NaN         NaN       NaN  \n",
      "2019-11-05  18.340526  278534.232632       NaN         NaN       NaN  \n",
      "2019-11-04  18.310000  275413.981000       NaN         NaN       NaN  \n",
      "2019-11-01  18.276190  270259.545714       NaN         NaN       NaN  \n",
      "2019-10-31  18.238182  265629.393182       NaN         NaN       NaN  \n",
      "2019-10-30  18.212174  264095.852174       NaN         NaN       NaN  \n",
      "2019-10-29  18.202083  267864.660417       NaN         NaN       NaN  \n",
      "2019-10-28  18.228000  274803.577600       NaN         NaN       NaN  \n",
      "2019-10-25  18.182000  272202.341538       NaN         NaN       NaN  \n",
      "2019-10-24  18.132000  272106.459630       NaN         NaN       NaN  \n",
      "2019-10-23  18.095200  268487.315000       NaN         NaN       NaN  \n",
      "2019-10-22  18.085600  264853.080690       NaN         NaN       NaN  \n",
      "2019-10-21  18.092000  260702.001333       NaN         NaN       NaN  \n",
      "...               ...            ...       ...         ...       ...  \n",
      "2019-08-15  19.735200  255262.215167 -0.055514   -0.053989 -0.001525  \n",
      "2019-08-14  19.672000  253763.816500 -0.073453   -0.057882 -0.015571  \n",
      "2019-08-13  19.632000  251645.423167 -0.078694   -0.062045 -0.016650  \n",
      "2019-08-12  19.583200  249335.192833 -0.065151   -0.062666 -0.002485  \n",
      "2019-08-09  19.472000  246778.417500 -0.120009   -0.074134 -0.045874  \n",
      "2019-08-08  19.387600  245588.712000 -0.139285   -0.087164 -0.052120  \n",
      "2019-08-07  19.286800  243231.809333 -0.198270   -0.109386 -0.088884  \n",
      "2019-08-06  19.188000  244229.598000 -0.213506   -0.130210 -0.083296  \n",
      "2019-08-05  19.075200  244195.657500 -0.204662   -0.145100 -0.059562  \n",
      "2019-08-02  19.050400  244265.398167 -0.177053   -0.151491 -0.025562  \n",
      "2019-08-01  19.029200  244716.246167 -0.140641   -0.149321  0.008680  \n",
      "2019-07-31  19.013600  245390.646167 -0.134442   -0.146345  0.011903  \n",
      "2019-07-30  19.003600  244787.601667 -0.126458   -0.142367  0.015910  \n",
      "2019-07-29  19.027200  241918.071000 -0.085257   -0.130945  0.045689  \n",
      "2019-07-26  19.062800  237284.784167 -0.073544   -0.119465  0.045921  \n",
      "2019-07-25  19.078000  237256.168500 -0.066719   -0.108916  0.042196  \n",
      "2019-07-24  19.084400  236278.323167 -0.090926   -0.105318  0.014392  \n",
      "2019-07-23  19.064400  235638.829667 -0.159111   -0.116077 -0.043035  \n",
      "2019-07-22  19.038400  234895.619167 -0.241033   -0.141068 -0.099965  \n",
      "2019-07-19  18.985600  235125.154333 -0.287313   -0.170317 -0.116996  \n",
      "2019-07-18  18.932000  234467.548333 -0.305940   -0.197442 -0.108498  \n",
      "2019-07-17  18.870000  235313.911500 -0.305878   -0.219129 -0.086749  \n",
      "2019-07-16  18.800000  236175.179833 -0.307131   -0.236729 -0.070401  \n",
      "2019-07-15  18.693600  237399.313667 -0.326948   -0.254773 -0.072175  \n",
      "2019-07-12  18.625200  234954.811000 -0.412139   -0.286246 -0.125893  \n",
      "2019-07-11  18.522800  233124.901333 -0.499714   -0.328940 -0.170774  \n",
      "2019-07-10  18.419600  229303.936833 -0.572205   -0.377593 -0.194612  \n",
      "2019-07-09  18.327600  226989.760833 -0.592166   -0.420508 -0.171658  \n",
      "2019-07-08  18.220400  225974.174667 -0.614618   -0.459330 -0.155288  \n",
      "2019-07-05  18.171600  224318.939000 -0.574947   -0.482453 -0.092494  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('300383','2019-11-15','18.28','18.56','18.08','18.22','212014','17.944','17.704','17.909','18.853','266373','299836','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 002093\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low     volume  price_change  p_change    ma5  \\\n",
      "date                                                                            \n",
      "2019-11-29  7.84  7.86   7.82  7.73   32454.29         -0.03     -0.38  7.880   \n",
      "2019-11-28  7.88  7.94   7.85  7.84   28277.65         -0.02     -0.25  7.938   \n",
      "2019-11-27  7.88  7.94   7.87  7.84   43935.27          0.02      0.26  8.004   \n",
      "2019-11-26  8.04  8.09   7.85  7.82   70224.00         -0.16     -2.00  8.072   \n",
      "2019-11-25  8.08  8.09   8.01  7.98   55404.59         -0.10     -1.23  8.148   \n",
      "2019-11-22  8.17  8.34   8.11  8.08   60726.61         -0.07     -0.86  8.166   \n",
      "2019-11-21  8.16  8.23   8.18  8.13   39318.24         -0.03     -0.36  8.154   \n",
      "2019-11-20  8.23  8.36   8.21  8.19   55131.14         -0.02     -0.24  8.154   \n",
      "2019-11-19  8.10  8.25   8.23  8.10   56158.47          0.13      1.60  8.146   \n",
      "2019-11-18  8.05  8.14   8.10  7.95   36662.16          0.05      0.62  8.140   \n",
      "2019-11-15  8.18  8.20   8.05  8.05   43294.89         -0.13     -1.59  8.154   \n",
      "2019-11-14  8.17  8.23   8.18  8.15   47018.80          0.01      0.12  8.240   \n",
      "2019-11-13  8.21  8.22   8.17  8.11   42310.00         -0.03     -0.37  8.316   \n",
      "2019-11-12  8.13  8.21   8.20  7.94   68983.09          0.03      0.37  8.386   \n",
      "2019-11-11  8.43  8.43   8.17  8.15   98312.32         -0.31     -3.66  8.502   \n",
      "2019-11-08  8.62  8.65   8.48  8.45   73386.44         -0.08     -0.94  8.632   \n",
      "2019-11-07  8.48  8.66   8.56  8.48   68849.41          0.04      0.47  8.684   \n",
      "2019-11-06  8.77  8.81   8.52  8.49   94939.26         -0.26     -2.96  8.698   \n",
      "2019-11-05  8.82  8.88   8.78  8.76   62346.29         -0.04     -0.45  8.746   \n",
      "2019-11-04  8.75  8.90   8.82  8.72   82826.32          0.08      0.92  8.764   \n",
      "2019-11-01  8.63  8.78   8.74  8.58   66321.67          0.11      1.27  8.870   \n",
      "2019-10-31  8.80  8.86   8.63  8.60   81456.08         -0.13     -1.48  8.868   \n",
      "2019-10-30  8.76  8.82   8.76  8.60  108910.71         -0.11     -1.24  8.862   \n",
      "2019-10-29  9.24  9.25   8.87  8.85  238824.80         -0.48     -5.13  8.836   \n",
      "2019-10-28  9.45  9.45   9.35  9.15  334387.31          0.62      7.10  8.808   \n",
      "2019-10-25  8.61  8.75   8.73  8.54   58293.28          0.13      1.51  8.648   \n",
      "2019-10-24  8.63  8.67   8.60  8.51   47171.75         -0.03     -0.35  8.624   \n",
      "2019-10-23  8.72  8.78   8.63  8.61   43546.85         -0.10     -1.15  8.668   \n",
      "2019-10-22  8.51  8.75   8.73  8.51   62024.86          0.18      2.10  8.690   \n",
      "2019-10-21  8.63  8.63   8.55  8.37   71772.38         -0.06     -0.70  8.714   \n",
      "...          ...   ...    ...   ...        ...           ...       ...    ...   \n",
      "2019-08-15  8.99  9.25   9.22  8.88  228075.64         -0.08     -0.86  9.406   \n",
      "2019-08-14  9.54  9.64   9.30  9.29  257002.73         -0.10     -1.06  9.498   \n",
      "2019-08-13  9.49  9.65   9.40  9.34  227732.36         -0.23     -2.39  9.492   \n",
      "2019-08-12  9.48  9.67   9.63  9.24  320221.47          0.15      1.58  9.430   \n",
      "2019-08-09  9.60  9.67   9.48  9.25  371471.59         -0.20     -2.07  9.346   \n",
      "2019-08-08  9.24  9.75   9.68  9.15  521273.72          0.41      4.42  9.196   \n",
      "2019-08-07  9.15  9.45   9.27  9.10  423076.09          0.18      1.98  9.054   \n",
      "2019-08-06  9.05  9.09   9.09  8.57  424955.69         -0.12     -1.30  9.014   \n",
      "2019-08-05  8.68  9.60   9.21  8.68  553650.19          0.48      5.50  8.994   \n",
      "2019-08-02  8.75  8.75   8.73  8.46  188479.77         -0.24     -2.68  8.966   \n",
      "2019-08-01  8.95  9.05   8.97  8.90  117958.98         -0.10     -1.10  9.034   \n",
      "2019-07-31  8.99  9.18   9.07  8.90  170269.52          0.08      0.89  8.994   \n",
      "2019-07-30  9.07  9.13   8.99  8.97  144093.27         -0.08     -0.88  8.940   \n",
      "2019-07-29  9.08  9.15   9.07  8.93  160537.73          0.00      0.00  8.870   \n",
      "2019-07-26  8.78  9.22   9.07  8.77  270378.47          0.30      3.42  8.720   \n",
      "2019-07-25  8.82  8.97   8.77  8.73  131575.62         -0.03     -0.34  8.652   \n",
      "2019-07-24  8.68  8.91   8.80  8.68  157231.31          0.16      1.85  8.632   \n",
      "2019-07-23  8.34  8.64   8.64  8.34  142862.14          0.32      3.85  8.678   \n",
      "2019-07-22  8.77  8.77   8.32  8.31  130985.06         -0.41     -4.70  8.776   \n",
      "2019-07-19  8.68  8.83   8.73  8.64  100980.52          0.06      0.69  8.906   \n",
      "2019-07-18  8.93  8.93   8.67  8.66  148567.31         -0.36     -3.99  8.916   \n",
      "2019-07-17  9.07  9.17   9.03  8.97  131938.98         -0.10     -1.09  8.928   \n",
      "2019-07-16  8.92  9.25   9.13  8.88  243075.81          0.16      1.78  8.860   \n",
      "2019-07-15  8.75  8.97   8.97  8.60  165576.81          0.19      2.16  8.780   \n",
      "2019-07-12  8.74  8.79   8.78  8.53  117747.74          0.06      0.69  8.726   \n",
      "2019-07-11  8.73  8.85   8.73  8.68  109152.07          0.04      0.46  8.812   \n",
      "2019-07-10  8.76  8.83   8.69  8.65  109724.63         -0.04     -0.46  8.884   \n",
      "2019-07-09  8.65  8.81   8.73  8.56  130276.33          0.03      0.34  8.972   \n",
      "2019-07-08  9.20  9.20   8.70  8.68  210308.28         -0.51     -5.54  9.098   \n",
      "2019-07-05  9.12  9.24   9.21  9.01  157093.52          0.12      1.32  9.264   \n",
      "\n",
      "             ma10   ma20      v_ma5     v_ma10     v_ma20      ma25  \\\n",
      "date                                                                  \n",
      "2019-11-29  8.023  8.208   46059.16   47829.24   58027.96  7.820000   \n",
      "2019-11-28  8.046  8.254   51713.62   48913.30   59721.33  7.835000   \n",
      "2019-11-27  8.079  8.293   53921.74   50787.42   62380.25  7.846667   \n",
      "2019-11-26  8.109  8.338   56160.92   50624.89   65629.02  7.847500   \n",
      "2019-11-25  8.144  8.389   53347.81   50500.80   74059.06  7.880000   \n",
      "2019-11-22  8.160  8.456   49599.32   54791.57   88008.20  7.918333   \n",
      "2019-11-21  8.197  8.487   46112.98   56057.56   87886.53  7.955714   \n",
      "2019-11-20  8.235  8.508   47653.09   59010.67   88279.21  7.987500   \n",
      "2019-11-19  8.266  8.529   45088.86   62991.48   87700.00  8.014444   \n",
      "2019-11-18  8.321  8.554   47653.79   63610.27   87993.31  8.023000   \n",
      "2019-11-15  8.393  8.576   59983.82   68226.68   89748.83  8.025455   \n",
      "2019-11-14  8.462  8.604   66002.13   70529.36   91504.56  8.038333   \n",
      "2019-11-13  8.507  8.636   70368.25   73973.09   92737.74  8.048462   \n",
      "2019-11-12  8.566  8.665   80894.10   80633.16   94436.65  8.059286   \n",
      "2019-11-11  8.633  8.697   79566.74   97617.33   96108.24  8.066667   \n",
      "2019-11-08  8.751  8.744   76469.54  121224.83   96483.75  8.092500   \n",
      "2019-11-07  8.776  8.769   75056.59  119715.51   98085.70  8.120000   \n",
      "2019-11-06  8.780  8.789   77577.92  117547.75   99727.09  8.142222   \n",
      "2019-11-05  8.791  8.808   80372.21  112408.51   99497.97  8.175789   \n",
      "2019-11-04  8.786  8.811  115667.92  112376.36   99759.71  8.208000   \n",
      "2019-11-01  8.759  8.810  165980.11  111270.97   99700.18  8.233333   \n",
      "2019-10-31  8.746  8.822  164374.44  112479.76  101231.25  8.251364   \n",
      "2019-10-30  8.765  8.837  157517.57  111502.39  106285.38  8.273478   \n",
      "2019-10-29  8.763  8.865  144444.80  108240.13  112313.41  8.298333   \n",
      "2019-10-28  8.761  8.911  109084.81   94599.15  115803.68  8.340400   \n",
      "2019-10-25  8.737  8.923   56561.82   71742.66  107654.23  8.376800   \n",
      "2019-10-24  8.762  8.968   60585.07   76455.88  112558.87  8.406800   \n",
      "2019-10-23  8.798  9.020   65487.22   81906.43  118314.32  8.437200   \n",
      "2019-10-22  8.824  9.061   72035.47   86587.44  122582.48  8.472400   \n",
      "2019-10-21  8.835  9.100   80113.50   87143.05  130380.37  8.494000   \n",
      "...           ...    ...        ...        ...        ...       ...   \n",
      "2019-08-15  9.301  9.072  280900.76  351593.93  252140.59  9.400800   \n",
      "2019-08-14  9.276  9.045  339540.37  340582.26  248165.18  9.387200   \n",
      "2019-08-13  9.253  9.031  372755.05  331908.94  241911.99  9.385200   \n",
      "2019-08-12  9.212  9.018  412199.71  323545.03  242679.16  9.390000   \n",
      "2019-08-09  9.156  8.985  458885.46  307576.66  234946.93  9.377200   \n",
      "2019-08-08  9.115  8.950  422287.09  297467.34  222260.74  9.375600   \n",
      "2019-08-07  9.024  8.902  341624.14  258497.53  201654.65  9.360800   \n",
      "2019-08-06  8.977  8.873  291062.83  231913.06  185987.08  9.330400   \n",
      "2019-08-05  8.932  8.855  234890.35  203703.70  171253.11  9.301600   \n",
      "2019-08-02  8.843  8.830  156267.85  161437.19  154086.02  9.271600   \n",
      "2019-08-01  8.843  8.854  172647.59  152687.26  152516.71  9.256000   \n",
      "2019-07-31  8.813  8.860  175370.92  155748.10  154554.70  9.246800   \n",
      "2019-07-30  8.809  8.863  172763.28  151915.04  156164.89  9.237600   \n",
      "2019-07-29  8.823  8.881  172517.05  161813.30  161880.73  9.239600   \n",
      "2019-07-26  8.813  8.904  166606.52  162317.20  170153.64  9.249600   \n",
      "2019-07-25  8.784  8.915  132726.93  147054.13  177372.86  9.238800   \n",
      "2019-07-24  8.780  8.964  136125.27  144811.78  193127.72  9.226800   \n",
      "2019-07-23  8.769  8.998  131066.80  140061.11  204486.48  9.204400   \n",
      "2019-07-22  8.778  9.064  151109.54  138802.53  225707.19  9.178000   \n",
      "2019-07-19  8.816  9.128  158027.89  146734.85  234174.24  9.158000   \n",
      "2019-07-18  8.864  9.178  161381.33  152346.15  253163.22  9.121600   \n",
      "2019-07-17  8.906  9.231  153498.28  153361.30  281280.95  9.106400   \n",
      "2019-07-16  8.916  9.285  149055.41  160414.74  302285.41  9.092800   \n",
      "2019-07-15  8.939  9.340  126495.52  161948.16  323589.92  9.064400   \n",
      "2019-07-12  8.995  9.437  135441.81  177990.07  363506.39  9.040800   \n",
      "2019-07-11  9.046  9.513  143310.97  207691.59  385287.16  9.021200   \n",
      "2019-07-10  9.147  9.590  153224.32  241443.67  412449.25  8.996800   \n",
      "2019-07-09  9.227  9.684  171774.07  268911.86  454649.10  8.970000   \n",
      "2019-07-08  9.349  9.797  197400.79  312611.85  510325.54  8.932800   \n",
      "2019-07-05  9.440  9.906  220538.33  321613.62  526546.89  8.922000   \n",
      "\n",
      "                   v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                       \n",
      "2019-11-29   32454.290000       NaN         NaN       NaN  \n",
      "2019-11-28   30365.970000       NaN         NaN       NaN  \n",
      "2019-11-27   34889.070000       NaN         NaN       NaN  \n",
      "2019-11-26   43722.802500       NaN         NaN       NaN  \n",
      "2019-11-25   46059.160000       NaN         NaN       NaN  \n",
      "2019-11-22   48503.735000       NaN         NaN       NaN  \n",
      "2019-11-21   47191.521429       NaN         NaN       NaN  \n",
      "2019-11-20   48183.973750       NaN         NaN       NaN  \n",
      "2019-11-19   49070.028889       NaN         NaN       NaN  \n",
      "2019-11-18   47829.242000       NaN         NaN       NaN  \n",
      "2019-11-15   47417.028182       NaN         NaN       NaN  \n",
      "2019-11-14   47383.842500       NaN         NaN       NaN  \n",
      "2019-11-13   46993.546923       NaN         NaN       NaN  \n",
      "2019-11-12   48564.228571       NaN         NaN       NaN  \n",
      "2019-11-11   51880.768000       NaN         NaN       NaN  \n",
      "2019-11-08   53224.872500       NaN         NaN       NaN  \n",
      "2019-11-07   54143.962941       NaN         NaN       NaN  \n",
      "2019-11-06   56410.368333       NaN         NaN       NaN  \n",
      "2019-11-05   56722.785263       NaN         NaN       NaN  \n",
      "2019-11-04   58027.962000       NaN         NaN       NaN  \n",
      "2019-11-01   58422.900476       NaN         NaN       NaN  \n",
      "2019-10-31   59469.863182       NaN         NaN       NaN  \n",
      "2019-10-30   61619.465217       NaN         NaN       NaN  \n",
      "2019-10-29   69003.020833       NaN         NaN       NaN  \n",
      "2019-10-28   79618.392400       NaN         NaN       NaN  \n",
      "2019-10-25   78798.195769       NaN         NaN       NaN  \n",
      "2019-10-24   77626.845926       NaN         NaN       NaN  \n",
      "2019-10-23   76409.703214       NaN         NaN       NaN  \n",
      "2019-10-22   75913.674138       NaN         NaN       NaN  \n",
      "2019-10-21   75775.631000       NaN         NaN       NaN  \n",
      "...                   ...       ...         ...       ...  \n",
      "2019-08-15  161604.044167  0.051464    0.056857 -0.005393  \n",
      "2019-08-14  165103.776333  0.044012    0.054288 -0.010276  \n",
      "2019-08-13  168194.149000  0.045649    0.052560 -0.006911  \n",
      "2019-08-12  172381.455333  0.064759    0.055000  0.009759  \n",
      "2019-08-09  176934.109833  0.067027    0.057405  0.009622  \n",
      "2019-08-08  184398.897833  0.083995    0.062723  0.021272  \n",
      "2019-08-07  190302.675833  0.063625    0.062903  0.000721  \n",
      "2019-08-06  195802.949667  0.032581    0.056839 -0.024258  \n",
      "2019-08-05  203991.348000  0.017461    0.048963 -0.031502  \n",
      "2019-08-02  205752.238833 -0.032875    0.032596 -0.065471  \n",
      "2019-08-01  206612.860667 -0.052792    0.015518 -0.068310  \n",
      "2019-07-31  208093.084667 -0.059818    0.000451 -0.060269  \n",
      "2019-07-30  208679.460667 -0.071022   -0.013844 -0.057179  \n",
      "2019-07-29  207374.676167 -0.072610   -0.025597 -0.047013  \n",
      "2019-07-26  206307.862167 -0.073026   -0.035083 -0.037943  \n",
      "2019-07-25  207529.234500 -0.096452   -0.047357 -0.049095  \n",
      "2019-07-24  209363.560500 -0.111313   -0.060148 -0.051165  \n",
      "2019-07-23  211018.815333 -0.134451   -0.075008 -0.059442  \n",
      "2019-07-22  212168.152000 -0.176574   -0.095321 -0.081252  \n",
      "2019-07-19  212654.954333 -0.174858   -0.111229 -0.063629  \n",
      "2019-07-18  213824.250667 -0.176307   -0.124244 -0.052062  \n",
      "2019-07-17  214828.526000 -0.146715   -0.128738 -0.017976  \n",
      "2019-07-16  217608.320833 -0.113881   -0.125767  0.011886  \n",
      "2019-07-15  218661.017667 -0.099622   -0.120538  0.020916  \n",
      "2019-07-12  218859.773167 -0.102472   -0.116925  0.014453  \n",
      "2019-07-11  218921.883833 -0.107526   -0.115045  0.007519  \n",
      "2019-07-10  219056.007500 -0.113451   -0.114726  0.001275  \n",
      "2019-07-09  219721.329833 -0.113609   -0.114503  0.000893  \n",
      "2019-07-08  222100.118167 -0.114832   -0.114569 -0.000263  \n",
      "2019-07-05  223357.748000 -0.073797   -0.106414  0.032617  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('002093','2019-11-15','8.18','8.20','8.05','8.05','43294','8.154','8.393','8.576','8.025','59983','47417','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 600050\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low      volume  price_change  p_change  \\\n",
      "date                                                                      \n",
      "2019-11-29  5.70  5.73   5.71  5.68   429626.38         -0.02     -0.35   \n",
      "2019-11-28  5.77  5.79   5.73  5.69   654422.75         -0.05     -0.86   \n",
      "2019-11-27  5.79  5.83   5.78  5.77   438342.12         -0.05     -0.86   \n",
      "2019-11-26  5.80  5.86   5.83  5.80   876359.31          0.05      0.86   \n",
      "2019-11-25  5.80  5.82   5.78  5.73   555073.75         -0.01     -0.17   \n",
      "2019-11-22  5.84  5.88   5.79  5.76   558183.81         -0.04     -0.69   \n",
      "2019-11-21  5.82  5.86   5.83  5.78   417879.47         -0.02     -0.34   \n",
      "2019-11-20  5.85  5.92   5.85  5.83   484863.75         -0.03     -0.51   \n",
      "2019-11-19  5.79  5.88   5.88  5.76   601978.19          0.09      1.55   \n",
      "2019-11-18  5.75  5.81   5.79  5.75   485559.22          0.04      0.70   \n",
      "2019-11-15  5.85  5.85   5.75  5.74   802222.50         -0.10     -1.71   \n",
      "2019-11-14  5.84  5.87   5.85  5.82   502987.94          0.00      0.00   \n",
      "2019-11-13  5.80  5.88   5.85  5.76   615084.75          0.01      0.17   \n",
      "2019-11-12  5.82  5.85   5.84  5.73   739955.69          0.03      0.52   \n",
      "2019-11-11  5.93  5.93   5.81  5.80  1284161.00         -0.15     -2.52   \n",
      "2019-11-08  6.07  6.10   5.96  5.96  1196918.50         -0.09     -1.49   \n",
      "2019-11-07  6.07  6.10   6.05  6.03   757456.00         -0.03     -0.49   \n",
      "2019-11-06  6.17  6.20   6.08  6.04   930631.69         -0.10     -1.62   \n",
      "2019-11-05  6.18  6.20   6.18  6.11  1058923.12          0.02      0.33   \n",
      "2019-11-04  6.18  6.23   6.16  6.15  1137439.88          0.00      0.00   \n",
      "2019-11-01  6.15  6.21   6.16  6.11  1010987.56          0.02      0.33   \n",
      "2019-10-31  6.16  6.22   6.14  6.11  1220161.25          0.01      0.16   \n",
      "2019-10-30  6.06  6.23   6.13  6.02  1216630.38          0.03      0.49   \n",
      "2019-10-29  6.16  6.18   6.10  6.09  1040410.00         -0.09     -1.45   \n",
      "2019-10-28  6.03  6.20   6.19  6.02  2094862.75          0.24      4.03   \n",
      "2019-10-25  5.91  5.96   5.95  5.85   764857.44          0.03      0.51   \n",
      "2019-10-24  5.93  5.95   5.92  5.89   619950.19          0.00      0.00   \n",
      "2019-10-23  6.06  6.08   5.92  5.89  1404823.00         -0.16     -2.63   \n",
      "2019-10-22  6.15  6.16   6.08  6.02  1194947.38         -0.08     -1.30   \n",
      "2019-10-21  6.08  6.17   6.16  6.00   853899.38          0.07      1.15   \n",
      "...          ...   ...    ...   ...         ...           ...       ...   \n",
      "2019-08-15  5.33  5.77   5.74  5.30  2878932.50          0.32      5.90   \n",
      "2019-08-14  5.47  5.52   5.42  5.39   654147.31          0.01      0.18   \n",
      "2019-08-13  5.36  5.44   5.41  5.32   777014.62          0.00      0.00   \n",
      "2019-08-12  5.30  5.42   5.41  5.29   839539.31          0.12      2.27   \n",
      "2019-08-09  5.46  5.48   5.29  5.28  1162279.88         -0.16     -2.94   \n",
      "2019-08-08  5.45  5.48   5.45  5.42   570099.75          0.03      0.55   \n",
      "2019-08-07  5.48  5.50   5.42  5.41   650607.81         -0.03     -0.55   \n",
      "2019-08-06  5.50  5.51   5.45  5.33  1389287.88         -0.16     -2.85   \n",
      "2019-08-05  5.69  5.72   5.61  5.61   862689.94         -0.10     -1.75   \n",
      "2019-08-02  5.75  5.75   5.71  5.69  1168252.25         -0.16     -2.73   \n",
      "2019-08-01  5.90  5.92   5.87  5.85   639074.00         -0.06     -1.01   \n",
      "2019-07-31  5.94  5.96   5.93  5.92   486872.50         -0.04     -0.67   \n",
      "2019-07-30  5.96  6.01   5.97  5.94   644165.62         -0.01     -0.17   \n",
      "2019-07-29  5.95  5.99   5.98  5.94   595099.19          0.02      0.34   \n",
      "2019-07-26  5.92  5.99   5.96  5.90   658275.88          0.01      0.17   \n",
      "2019-07-25  5.96  5.98   5.95  5.92   632190.62          0.00      0.00   \n",
      "2019-07-24  5.87  5.98   5.95  5.87   910596.69          0.10      1.71   \n",
      "2019-07-23  5.85  5.87   5.85  5.81   531324.81          0.02      0.34   \n",
      "2019-07-22  5.94  5.95   5.83  5.82   768799.56         -0.10     -1.69   \n",
      "2019-07-19  5.94  5.99   5.93  5.92   500073.69          0.01      0.17   \n",
      "2019-07-18  5.97  5.97   5.92  5.90   577679.69         -0.07     -1.17   \n",
      "2019-07-17  5.99  6.02   5.99  5.96   524561.31         -0.01     -0.17   \n",
      "2019-07-16  5.98  6.03   6.00  5.96   603403.25          0.02      0.33   \n",
      "2019-07-15  5.92  6.03   5.98  5.84   864358.38          0.02      0.34   \n",
      "2019-07-12  5.95  6.00   5.96  5.89   523457.47          0.00      0.00   \n",
      "2019-07-11  5.97  6.03   5.96  5.92   606213.12          0.04      0.68   \n",
      "2019-07-10  5.97  5.99   5.92  5.90   556286.69         -0.04     -0.67   \n",
      "2019-07-09  5.97  6.00   5.96  5.88   956144.44         -0.05     -0.83   \n",
      "2019-07-08  6.18  6.19   6.01  5.97  1402994.12         -0.19     -3.06   \n",
      "2019-07-05  6.22  6.22   6.20  6.17   705261.81         -0.01     -0.16   \n",
      "\n",
      "              ma5   ma10   ma20       v_ma5      v_ma10      v_ma20      ma25  \\\n",
      "date                                                                            \n",
      "2019-11-29  5.766  5.797  5.875   590764.86   550228.88   726403.49  5.710000   \n",
      "2019-11-28  5.782  5.801  5.898   616476.35   587488.49   755471.55  5.720000   \n",
      "2019-11-27  5.802  5.813  5.918   569167.69   572345.01   783758.48  5.740000   \n",
      "2019-11-26  5.816  5.820  5.936   578472.02   590019.27   822672.89  5.762500   \n",
      "2019-11-25  5.826  5.821  5.949   523595.79   576378.91   830875.42  5.766000   \n",
      "2019-11-22  5.828  5.824  5.970   509692.89   649287.63   907864.87  5.770000   \n",
      "2019-11-21  5.820  5.841  5.978   558500.63   713161.10   918198.55  5.778571   \n",
      "2019-11-20  5.824  5.863  5.982   575522.32   747118.75   928302.09  5.787500   \n",
      "2019-11-19  5.824  5.886  5.986   601566.52   791695.55   974300.05  5.797778   \n",
      "2019-11-18  5.816  5.916  5.996   629162.02   837390.04  1003948.51  5.797000   \n",
      "2019-11-15  5.820  5.953  6.014   788882.38   902578.11  1022365.52  5.792727   \n",
      "2019-11-14  5.862  5.994  6.031   867821.58   923454.61  1025014.91  5.797500   \n",
      "2019-11-13  5.902  6.023  6.048   918715.19   995171.94  1039632.40  5.801538   \n",
      "2019-11-12  5.948  6.051  6.061   981824.58  1055326.51  1053380.39  5.804286   \n",
      "2019-11-11  6.016  6.077  6.078  1045618.06  1085371.94  1080284.39  5.804667   \n",
      "2019-11-08  6.086  6.115  6.095  1016273.84  1166442.11  1085580.84  5.814375   \n",
      "2019-11-07  6.126  6.114  6.103   979087.65  1123236.01  1071321.09  5.828235   \n",
      "2019-11-06  6.144  6.101  6.105  1071628.70  1109485.43  1070940.43  5.842222   \n",
      "2019-11-05  6.154  6.085  6.104  1128828.44  1156904.56  1048162.43  5.860000   \n",
      "2019-11-04  6.138  6.075  6.097  1125125.81  1170506.98  1026896.16  5.875000   \n",
      "2019-11-01  6.144  6.075  6.089  1316610.39  1142152.93   995271.32  5.888571   \n",
      "2019-10-31  6.102  6.068  6.085  1267384.36  1126575.21   973431.18  5.900000   \n",
      "2019-10-30  6.058  6.073  6.080  1147342.15  1084092.85   962567.41  5.910000   \n",
      "2019-10-29  6.016  6.070  6.080  1184980.68  1051434.27   958607.62  5.917917   \n",
      "2019-10-28  6.012  6.079  6.084  1215888.15  1075196.85   972722.53  5.928800   \n",
      "2019-10-25  6.006  6.075  6.080   967695.48  1004719.56   920888.97  5.938400   \n",
      "2019-10-24  6.034  6.092  6.092   985766.05  1019406.18   941033.35  5.946000   \n",
      "2019-10-23  6.088  6.109  6.109  1020843.55  1032395.43   967832.15  5.951600   \n",
      "2019-10-22  6.124  6.123  6.122   917887.86   939420.30   945985.59  5.961600   \n",
      "2019-10-21  6.146  6.118  6.128   934505.54   883285.34   977372.68  5.976800   \n",
      "...           ...    ...    ...         ...         ...         ...       ...   \n",
      "2019-08-15  5.454  5.491  5.707  1262382.72  1095285.13   865966.19  6.093200   \n",
      "2019-08-14  5.396  5.504  5.716   800616.17   871299.28   750903.55  6.060000   \n",
      "2019-08-13  5.396  5.555  5.744   799908.27   854571.79   744424.25  6.029200   \n",
      "2019-08-12  5.404  5.611  5.774   922362.93   841286.89   735743.68  5.997200   \n",
      "2019-08-09  5.444  5.668  5.802   926993.05   816842.88   736984.64  5.953600   \n",
      "2019-08-08  5.528  5.735  5.836   928187.53   766442.48   705043.51  5.914400   \n",
      "2019-08-07  5.612  5.785  5.861   941982.38   772651.57   706849.18  5.874000   \n",
      "2019-08-06  5.714  5.838  5.886   909235.31   798650.46   702133.13  5.824400   \n",
      "2019-08-05  5.818  5.878  5.912   760210.86   712854.15   680475.96  5.795600   \n",
      "2019-08-02  5.892  5.900  5.932   706692.71   703465.11   707491.16  5.776400   \n",
      "2019-08-01  5.942  5.922  5.956   604697.44   636647.26   684341.64  5.770000   \n",
      "2019-07-31  5.958  5.927  5.973   603320.76   630507.83   688971.51  5.764400   \n",
      "2019-07-30  5.962  5.933  5.987   688065.60   634276.71   721143.03  5.763600   \n",
      "2019-07-29  5.938  5.936  6.003   665497.44   630200.47   748619.13  5.764800   \n",
      "2019-07-26  5.908  5.936  6.021   700237.51   657126.39   830460.93  5.769200   \n",
      "2019-07-25  5.902  5.936  6.031   668597.07   643644.55   834410.82  5.769200   \n",
      "2019-07-24  5.896  5.937  6.044   657694.89   641046.80   875400.89  5.770000   \n",
      "2019-07-23  5.904  5.934  6.055   580487.81   605615.80   861320.77  5.762400   \n",
      "2019-07-22  5.934  5.945  6.070   594903.50   648097.76   890050.91  5.756800   \n",
      "2019-07-19  5.964  5.963  6.090   614015.26   711517.22   904382.59  5.752000   \n",
      "2019-07-18  5.970  5.990  6.107   618692.02   732036.03   969051.17  5.742800   \n",
      "2019-07-17  5.978  6.019  6.123   624398.71   747435.20  1054747.84  5.736400   \n",
      "2019-07-16  5.964  6.040  6.129   630743.78   808009.35  1107021.22  5.737200   \n",
      "2019-07-15  5.956  6.070  6.132   701292.02   867037.78  1111717.38  5.746000   \n",
      "2019-07-12  5.962  6.105  6.137   809019.17  1003795.47  1099860.15  5.759200   \n",
      "2019-07-11  6.010  6.125  6.142   845380.04  1025177.09  1136861.99  5.768000   \n",
      "2019-07-10  6.060  6.150  6.152   870471.70  1109754.97  1163481.38  5.788000   \n",
      "2019-07-09  6.116  6.175  6.165   985274.91  1117025.75  1209809.47  5.810000   \n",
      "2019-07-08  6.184  6.194  6.181  1032783.55  1132004.07  1290173.52  5.834000   \n",
      "2019-07-05  6.248  6.216  6.189  1198571.77  1097247.96  1307722.64  5.870400   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  4.296264e+05       NaN         NaN       NaN  \n",
      "2019-11-28  5.420246e+05       NaN         NaN       NaN  \n",
      "2019-11-27  5.074638e+05       NaN         NaN       NaN  \n",
      "2019-11-26  5.996876e+05       NaN         NaN       NaN  \n",
      "2019-11-25  5.907649e+05       NaN         NaN       NaN  \n",
      "2019-11-22  5.853347e+05       NaN         NaN       NaN  \n",
      "2019-11-21  5.614125e+05       NaN         NaN       NaN  \n",
      "2019-11-20  5.518439e+05       NaN         NaN       NaN  \n",
      "2019-11-19  5.574144e+05       NaN         NaN       NaN  \n",
      "2019-11-18  5.502289e+05       NaN         NaN       NaN  \n",
      "2019-11-15  5.731374e+05       NaN         NaN       NaN  \n",
      "2019-11-14  5.672916e+05       NaN         NaN       NaN  \n",
      "2019-11-13  5.709680e+05       NaN         NaN       NaN  \n",
      "2019-11-12  5.830385e+05       NaN         NaN       NaN  \n",
      "2019-11-11  6.297800e+05       NaN         NaN       NaN  \n",
      "2019-11-08  6.652262e+05       NaN         NaN       NaN  \n",
      "2019-11-07  6.706515e+05       NaN         NaN       NaN  \n",
      "2019-11-06  6.850948e+05       NaN         NaN       NaN  \n",
      "2019-11-05  7.047700e+05       NaN         NaN       NaN  \n",
      "2019-11-04  7.264035e+05       NaN         NaN       NaN  \n",
      "2019-11-01  7.399551e+05       NaN         NaN       NaN  \n",
      "2019-10-31  7.617827e+05       NaN         NaN       NaN  \n",
      "2019-10-30  7.815587e+05       NaN         NaN       NaN  \n",
      "2019-10-29  7.923441e+05       NaN         NaN       NaN  \n",
      "2019-10-28  8.444449e+05       NaN         NaN       NaN  \n",
      "2019-10-25  8.413838e+05       NaN         NaN       NaN  \n",
      "2019-10-24  8.331826e+05       NaN         NaN       NaN  \n",
      "2019-10-23  8.535983e+05       NaN         NaN       NaN  \n",
      "2019-10-22  8.653690e+05       NaN         NaN       NaN  \n",
      "2019-10-21  8.649866e+05       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  1.380095e+06 -0.087915   -0.047023 -0.040892  \n",
      "2019-08-14  1.382615e+06 -0.121448   -0.061908 -0.059540  \n",
      "2019-08-13  1.385314e+06 -0.147135   -0.078953 -0.068181  \n",
      "2019-08-12  1.386973e+06 -0.165583   -0.096279 -0.069303  \n",
      "2019-08-09  1.384942e+06 -0.187722   -0.114568 -0.073154  \n",
      "2019-08-08  1.374495e+06 -0.190164   -0.129687 -0.060477  \n",
      "2019-08-07  1.372714e+06 -0.192304   -0.142210 -0.050094  \n",
      "2019-08-06  1.380358e+06 -0.189396   -0.151648 -0.037749  \n",
      "2019-08-05  1.377088e+06 -0.172196   -0.155757 -0.016439  \n",
      "2019-08-02  1.377601e+06 -0.148780   -0.154362  0.005582  \n",
      "2019-08-01  1.371403e+06 -0.115975   -0.146685  0.030709  \n",
      "2019-07-31  1.359181e+06 -0.084166   -0.134181  0.050015  \n",
      "2019-07-30  1.349640e+06 -0.055094   -0.118363  0.063270  \n",
      "2019-07-29  1.342219e+06 -0.030891   -0.100869  0.069978  \n",
      "2019-07-26  1.318275e+06 -0.013172   -0.083330  0.070158  \n",
      "2019-07-25  1.316064e+06  0.000063   -0.066651  0.066714  \n",
      "2019-07-24  1.320908e+06  0.010431   -0.051235  0.061666  \n",
      "2019-07-23  1.306350e+06  0.010458   -0.038896  0.049354  \n",
      "2019-07-22  1.299248e+06  0.008765   -0.029364  0.038129  \n",
      "2019-07-19  1.293351e+06  0.015316   -0.020428  0.035744  \n",
      "2019-07-18  1.288725e+06  0.019476   -0.012447  0.031923  \n",
      "2019-07-17  1.284212e+06  0.028097   -0.004338  0.032436  \n",
      "2019-07-16  1.279435e+06  0.035330    0.003595  0.031734  \n",
      "2019-07-15  1.272540e+06  0.038998    0.010676  0.028322  \n",
      "2019-07-12  1.258096e+06  0.039832    0.016507  0.023325  \n",
      "2019-07-11  1.253004e+06  0.040031    0.021212  0.018819  \n",
      "2019-07-10  1.249778e+06  0.036541    0.024278  0.012263  \n",
      "2019-07-09  1.257796e+06  0.036580    0.026738  0.009842  \n",
      "2019-07-08  1.270620e+06  0.040183    0.029427  0.010756  \n",
      "2019-07-05  1.273958e+06  0.057704    0.035083  0.022622  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('600050','2019-11-15','5.85','5.85','5.74','5.75','802222','5.820','5.953','6.014','5.793','788882','573137','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 300738\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low    volume  price_change  p_change  \\\n",
      "date                                                                       \n",
      "2019-11-29  29.33  29.85  29.81  29.23  10944.27          0.43      1.46   \n",
      "2019-11-28  29.31  29.80  29.38  29.26   9825.40         -0.20     -0.68   \n",
      "2019-11-27  29.95  29.96  29.58  29.34  13312.41         -0.22     -0.74   \n",
      "2019-11-26  30.00  30.11  29.80  29.58  14209.00         -0.08     -0.27   \n",
      "2019-11-25  30.60  30.88  29.88  29.73  18018.27         -0.87     -2.83   \n",
      "2019-11-22  31.62  32.24  30.75  30.71  23652.80         -1.21     -3.79   \n",
      "2019-11-21  32.48  32.52  31.96  31.58  18912.84         -0.69     -2.11   \n",
      "2019-11-20  33.20  34.08  32.65  32.62  32258.82         -0.17     -0.52   \n",
      "2019-11-19  32.08  32.89  32.82  31.73  18281.82          0.79      2.47   \n",
      "2019-11-18  31.52  32.06  32.03  31.46  12926.00          0.22      0.69   \n",
      "2019-11-15  32.65  32.65  31.81  31.59  16036.60         -0.53     -1.64   \n",
      "2019-11-14  31.90  32.74  32.34  31.55  19261.77          0.79      2.50   \n",
      "2019-11-13  32.30  32.30  31.55  31.36  18546.00         -0.80     -2.47   \n",
      "2019-11-12  32.19  32.68  32.35  31.87  16554.80         -0.18     -0.55   \n",
      "2019-11-11  33.00  33.60  32.53  32.15  16122.00         -0.80     -2.40   \n",
      "2019-11-08  33.65  34.10  33.33  33.09  18703.20         -0.27     -0.80   \n",
      "2019-11-07  32.30  33.75  33.60  32.24  24582.20          1.30      4.03   \n",
      "2019-11-06  33.46  33.80  32.30  31.63  29923.80         -1.27     -3.78   \n",
      "2019-11-05  33.99  34.34  33.57  33.33  18868.14         -0.47     -1.38   \n",
      "2019-11-04  33.99  34.53  34.04  33.66  18325.80          0.20      0.59   \n",
      "2019-11-01  33.58  34.13  33.84  33.10  17444.00         -0.03     -0.09   \n",
      "2019-10-31  33.80  34.35  33.87  33.38  21117.20          0.07      0.21   \n",
      "2019-10-30  34.77  35.38  33.80  33.67  38840.40         -1.20     -3.43   \n",
      "2019-10-29  37.00  37.30  35.00  35.00  45787.40         -2.05     -5.53   \n",
      "2019-10-28  36.31  37.47  37.05  36.24  50455.72          1.75      4.96   \n",
      "2019-10-25  35.22  35.60  35.30  34.55  26553.50         -0.25     -0.70   \n",
      "2019-10-24  35.20  35.92  35.55  35.02  27193.84          0.16      0.45   \n",
      "2019-10-23  36.50  36.80  35.39  35.20  43059.70         -1.61     -4.35   \n",
      "2019-10-22  36.59  37.53  37.00  35.90  41830.64          0.26      0.71   \n",
      "2019-10-21  37.09  37.54  36.74  35.11  36396.74         -0.33     -0.89   \n",
      "...           ...    ...    ...    ...       ...           ...       ...   \n",
      "2019-08-15  30.20  31.64  31.55  30.00  20781.49          0.36      1.15   \n",
      "2019-08-14  31.50  31.70  31.19  31.05  20272.50          0.13      0.42   \n",
      "2019-08-13  30.43  31.29  31.06  30.03  22416.30          0.53      1.74   \n",
      "2019-08-12  29.28  30.60  30.53  29.10  22340.36          1.28      4.38   \n",
      "2019-08-09  30.75  30.75  29.25  29.06  23311.40         -1.22     -4.00   \n",
      "2019-08-08  30.50  30.77  30.47  30.21  15340.70          0.17      0.56   \n",
      "2019-08-07  31.51  31.52  30.30  30.22  25744.90         -1.00     -3.19   \n",
      "2019-08-06  30.95  31.48  31.30  30.31  30059.40         -0.48     -1.51   \n",
      "2019-08-05  31.98  32.55  31.78  31.35  30131.45         -0.39     -1.21   \n",
      "2019-08-02  30.80  32.89  32.17  30.66  46449.98          0.66      2.10   \n",
      "2019-08-01  30.00  31.80  31.51  29.76  38443.47          1.21      3.99   \n",
      "2019-07-31  30.80  31.85  30.30  30.18  33023.40          0.23      0.77   \n",
      "2019-07-30  30.65  30.68  30.07  29.93  16693.00         -0.53     -1.73   \n",
      "2019-07-29  30.20  30.67  30.60  29.57  20849.60          0.40      1.32   \n",
      "2019-07-26  30.35  30.48  30.20  29.82  18427.80         -0.28     -0.92   \n",
      "2019-07-25  29.82  30.55  30.48  29.82  24705.00          0.50      1.67   \n",
      "2019-07-24  29.62  30.30  29.98  29.26  24582.00          0.35      1.18   \n",
      "2019-07-23  28.39  29.70  29.63  28.39  16007.00          0.93      3.24   \n",
      "2019-07-22  29.80  29.80  28.70  28.48  12617.22         -0.33     -1.14   \n",
      "2019-07-19  28.72  29.24  29.03  28.63  13306.20          0.34      1.19   \n",
      "2019-07-18  29.60  29.60  28.69  28.62  17257.40         -1.06     -3.56   \n",
      "2019-07-17  29.51  30.45  29.75  29.40  27218.80          0.12      0.41   \n",
      "2019-07-16  29.90  29.95  29.63  29.32  22774.00         -0.27     -0.90   \n",
      "2019-07-15  28.60  29.95  29.90  28.36  33543.68          1.36      4.76   \n",
      "2019-07-12  28.35  28.68  28.54  28.00  17004.60          0.21      0.74   \n",
      "2019-07-11  28.30  28.68  28.33  27.84  16410.09          0.24      0.85   \n",
      "2019-07-10  28.79  28.89  28.09  28.05  16203.55         -0.75     -2.60   \n",
      "2019-07-09  28.54  28.89  28.84  28.13  18614.09          0.36      1.26   \n",
      "2019-07-08  29.61  29.62  28.48  27.95  31116.97         -1.23     -4.14   \n",
      "2019-07-05  29.66  30.28  29.71  29.66  32167.40         -0.35     -1.16   \n",
      "\n",
      "               ma5    ma10    ma20     v_ma5    v_ma10    v_ma20       ma25  \\\n",
      "date                                                                          \n",
      "2019-11-29  29.690  30.866  31.804  13261.87  17234.16  18463.30  29.810000   \n",
      "2019-11-28  29.878  31.066  32.006  15803.58  17743.40  18788.28  29.595000   \n",
      "2019-11-27  30.394  31.362  32.230  17621.06  18687.03  19352.87  29.590000   \n",
      "2019-11-26  31.008  31.559  32.441  21410.35  19210.39  20629.27  29.642500   \n",
      "2019-11-25  31.612  31.814  32.701  22224.91  19444.97  22208.19  29.690000   \n",
      "2019-11-22  32.042  32.079  33.060  21206.46  19255.35  23830.07  29.866667   \n",
      "2019-11-21  32.254  32.337  33.287  19683.22  18760.39  23975.10  30.165714   \n",
      "2019-11-20  32.330  32.501  33.467  19753.00  19327.32  24389.15  30.476250   \n",
      "2019-11-19  32.110  32.466  33.604  17010.44  19093.82  24929.19  30.736667   \n",
      "2019-11-18  32.016  32.541  33.813  16665.03  19152.45  26106.64  30.866000   \n",
      "2019-11-15  32.116  32.742  34.048  17304.23  19692.43  27280.17  30.951818   \n",
      "2019-11-14  32.420  32.945  34.311  17837.55  19833.17  29298.13  31.067500   \n",
      "2019-11-13  32.672  33.098  34.589  18901.64  20018.71  32088.92  31.104615   \n",
      "2019-11-12  32.822  33.323  34.873  21177.20  22048.15  35362.43  31.193571   \n",
      "2019-11-11  33.066  33.588  35.013  21639.87  24971.41  37006.05  31.282667   \n",
      "2019-11-08  33.368  34.040  35.232  22080.63  28404.79  38874.76  31.410625   \n",
      "2019-11-07  33.470  34.237  35.357  21828.79  29189.82  40189.09  31.539412   \n",
      "2019-11-06  33.524  34.432  35.529  21135.79  29450.98  41192.37  31.581667   \n",
      "2019-11-05  33.824  34.741  35.730  22919.11  30764.57  42351.35  31.686316   \n",
      "2019-11-04  34.110  35.084  35.779  28302.96  33060.82  43065.53  31.804000   \n",
      "2019-11-01  34.712  35.354  35.803  34728.94  34867.91  43847.23  31.900952   \n",
      "2019-10-31  35.004  35.677  35.837  36550.84  38763.10  45209.29  31.990455   \n",
      "2019-10-30  35.340  36.080  35.854  37766.17  44159.13  47740.66  32.069130   \n",
      "2019-10-29  35.658  36.423  36.064  38610.03  48676.71  49971.81  32.191250   \n",
      "2019-10-28  36.058  36.438  36.195  37818.68  49040.70  50640.57  32.385600   \n",
      "2019-10-25  35.996  36.423  36.252  35006.88  49344.74  52337.63  32.605200   \n",
      "2019-10-24  36.350  36.476  36.368  40975.35  51188.36  55799.98  32.852000   \n",
      "2019-10-23  36.820  36.626  36.422  50552.09  52933.77  57088.74  33.084400   \n",
      "2019-10-22  37.188  36.718  36.461  58743.38  53938.12  59010.98  33.372400   \n",
      "2019-10-21  36.818  36.473  36.501  60262.71  53070.23  63392.54  33.646800   \n",
      "...            ...     ...     ...       ...       ...       ...        ...   \n",
      "2019-08-15  30.716  30.960  30.505  21824.41  25684.85  23775.16  33.592400   \n",
      "2019-08-14  30.500  30.956  30.362  20736.25  27451.05  23598.95  33.374800   \n",
      "2019-08-13  30.322  30.867  30.290  21830.73  28726.14  23946.27  33.170400   \n",
      "2019-08-12  30.370  30.768  30.219  23359.35  28153.81  23964.15  32.879600   \n",
      "2019-08-09  30.620  30.775  30.187  24917.57  28004.73  24524.32  32.566400   \n",
      "2019-08-08  31.204  30.870  30.152  29545.29  27516.37  24208.98  32.253200   \n",
      "2019-08-07  31.412  30.871  30.045  34165.84  28452.80  24262.45  32.072400   \n",
      "2019-08-06  31.412  30.839  29.934  35621.54  28336.51  23785.38  32.058400   \n",
      "2019-08-05  31.166  30.672  29.811  32948.26  26931.27  23213.12  32.041600   \n",
      "2019-08-02  30.930  30.364  29.646  31091.89  25179.85  23262.39  32.139200   \n",
      "2019-08-01  30.536  30.050  29.523  25487.45  21865.47  22548.26  32.185600   \n",
      "2019-07-31  30.330  29.768  29.451  22739.76  19746.86  23484.33  32.189600   \n",
      "2019-07-30  30.266  29.713  29.489  21051.48  19166.40  27903.99  32.072400   \n",
      "2019-07-29  30.178  29.669  29.472  20914.28  19774.50  27667.30  31.971200   \n",
      "2019-07-26  29.798  29.599  29.293  19267.80  21043.91  27826.72  31.879200   \n",
      "2019-07-25  29.564  29.433  29.069  18243.48  20901.59  27653.52  31.770400   \n",
      "2019-07-24  29.206  29.218  28.872  16753.96  20072.10  27209.97  31.649600   \n",
      "2019-07-23  29.160  29.029  28.678  17281.32  19234.25  26712.11  31.520800   \n",
      "2019-07-22  29.160  28.950  28.524  18634.72  19494.96  26905.34  31.350000   \n",
      "2019-07-19  29.400  28.928  28.426  22820.02  21344.94  27771.43  31.175200   \n",
      "2019-07-18  29.302  28.996  28.307  23559.70  23231.06  28435.17  30.971600   \n",
      "2019-07-17  29.230  29.133  28.181  23390.23  27221.79  28726.30  30.772400   \n",
      "2019-07-16  28.898  29.264  27.990  21187.18  36641.58  28739.50  30.575200   \n",
      "2019-07-15  28.740  29.274  27.755  20355.20  35560.10  28523.37  30.409200   \n",
      "2019-07-12  28.456  28.987  27.533  19869.86  34609.52  28897.27  30.264400   \n",
      "2019-07-11  28.690  28.704  27.466  22902.42  34405.46  31065.38  30.135600   \n",
      "2019-07-10  29.036  28.526  27.339  31053.34  34347.85  31144.76  30.011600   \n",
      "2019-07-09  29.630  28.327  27.242  52095.97  34189.96  31483.08  29.922800   \n",
      "2019-07-08  29.808  28.097  27.091  50765.00  34315.71  31532.21  29.840800   \n",
      "2019-07-05  29.518  27.924  26.924  49349.19  34197.91  30752.44  29.859200   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  10944.270000       NaN         NaN       NaN  \n",
      "2019-11-28  10384.835000       NaN         NaN       NaN  \n",
      "2019-11-27  11360.693333       NaN         NaN       NaN  \n",
      "2019-11-26  12072.770000       NaN         NaN       NaN  \n",
      "2019-11-25  13261.870000       NaN         NaN       NaN  \n",
      "2019-11-22  14993.691667       NaN         NaN       NaN  \n",
      "2019-11-21  15553.570000       NaN         NaN       NaN  \n",
      "2019-11-20  17641.726250       NaN         NaN       NaN  \n",
      "2019-11-19  17712.847778       NaN         NaN       NaN  \n",
      "2019-11-18  17234.163000       NaN         NaN       NaN  \n",
      "2019-11-15  17125.293636       NaN         NaN       NaN  \n",
      "2019-11-14  17303.333333       NaN         NaN       NaN  \n",
      "2019-11-13  17398.923077       NaN         NaN       NaN  \n",
      "2019-11-12  17338.628571       NaN         NaN       NaN  \n",
      "2019-11-11  17257.520000       NaN         NaN       NaN  \n",
      "2019-11-08  17347.875000       NaN         NaN       NaN  \n",
      "2019-11-07  17773.423529       NaN         NaN       NaN  \n",
      "2019-11-06  18448.444444       NaN         NaN       NaN  \n",
      "2019-11-05  18470.533684       NaN         NaN       NaN  \n",
      "2019-11-04  18463.297000       NaN         NaN       NaN  \n",
      "2019-11-01  18414.759048       NaN         NaN       NaN  \n",
      "2019-10-31  18537.597273       NaN         NaN       NaN  \n",
      "2019-10-30  19420.327826       NaN         NaN       NaN  \n",
      "2019-10-29  20518.955833       NaN         NaN       NaN  \n",
      "2019-10-28  21716.426400       NaN         NaN       NaN  \n",
      "2019-10-25  21902.467692       NaN         NaN       NaN  \n",
      "2019-10-24  22098.444444       NaN         NaN       NaN  \n",
      "2019-10-23  22847.060714       NaN         NaN       NaN  \n",
      "2019-10-22  23501.666897       NaN         NaN       NaN  \n",
      "2019-10-21  23931.502667       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  50301.922667 -0.438217   -0.432214 -0.006003  \n",
      "2019-08-14  50318.768167 -0.562486   -0.458268 -0.104218  \n",
      "2019-08-13  50383.273167 -0.663808   -0.499376 -0.164432  \n",
      "2019-08-12  50479.699167 -0.777906   -0.555082 -0.222824  \n",
      "2019-08-09  50599.522500 -0.960542   -0.636174 -0.324368  \n",
      "2019-08-08  50543.480833 -0.995365   -0.708013 -0.287353  \n",
      "2019-08-07  50562.859167 -1.024866   -0.771383 -0.253483  \n",
      "2019-08-06  50565.119167 -0.956528   -0.808412 -0.148116  \n",
      "2019-08-05  50752.841000 -0.853795   -0.817489 -0.036306  \n",
      "2019-08-02  51221.577333 -0.732466   -0.800484  0.068018  \n",
      "2019-08-01  51571.568500 -0.681709   -0.776729  0.095020  \n",
      "2019-07-31  51770.005167 -0.730698   -0.767523  0.036825  \n",
      "2019-07-30  51400.881833 -0.779101   -0.769839 -0.009262  \n",
      "2019-07-29  50985.251833 -0.765865   -0.769044  0.003179  \n",
      "2019-07-26  50451.453167 -0.778676   -0.770970 -0.007706  \n",
      "2019-07-25  50420.644833 -0.757503   -0.768277  0.010774  \n",
      "2019-07-24  50377.114167 -0.772168   -0.769055 -0.003113  \n",
      "2019-07-23  49926.235833 -0.802779   -0.775800 -0.026979  \n",
      "2019-07-22  49439.345500 -0.891801   -0.799000 -0.092801  \n",
      "2019-07-19  49054.503167 -0.925060   -0.824212 -0.100848  \n",
      "2019-07-18  48402.196000 -0.967698   -0.852909 -0.114789  \n",
      "2019-07-17  47604.550333 -0.905517   -0.863431 -0.042087  \n",
      "2019-07-16  46583.848000 -0.856054   -0.861955  0.005902  \n",
      "2019-07-15  46319.121000 -0.786006   -0.846766  0.060759  \n",
      "2019-07-12  45710.928000 -0.830658   -0.843544  0.012886  \n",
      "2019-07-11  45234.601833 -0.872928   -0.849421 -0.023507  \n",
      "2019-07-10  44760.529000 -0.915243   -0.862585 -0.052658  \n",
      "2019-07-09  44185.709667 -0.878136   -0.865696 -0.012441  \n",
      "2019-07-08  44151.796667 -0.867775   -0.866111 -0.001664  \n",
      "2019-07-05  44121.921833 -0.751648   -0.843219  0.091571  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('300738','2019-11-15','32.65','32.65','31.59','31.81','16036','32.116','32.742','34.048','30.952','17304','17125','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 601698\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low      volume  price_change  p_change  \\\n",
      "date                                                                         \n",
      "2019-11-29  10.09  10.13   9.99   9.90   155384.06         -0.10     -0.99   \n",
      "2019-11-28  10.14  10.23  10.09  10.07   142163.06         -0.11     -1.08   \n",
      "2019-11-27  10.22  10.28  10.20  10.16    98861.00         -0.01     -0.10   \n",
      "2019-11-26  10.21  10.30  10.21  10.16   107294.00          0.00      0.00   \n",
      "2019-11-25  10.42  10.45  10.21  10.15   195945.03         -0.27     -2.58   \n",
      "2019-11-22  10.58  10.75  10.48  10.40   249963.61         -0.21     -1.96   \n",
      "2019-11-21  10.73  10.99  10.69  10.60   253121.77         -0.20     -1.84   \n",
      "2019-11-20  10.77  11.33  10.89  10.68   359087.97         -0.07     -0.64   \n",
      "2019-11-19  10.89  11.06  10.96  10.10   496544.16         -0.14     -1.26   \n",
      "2019-11-18  11.11  11.26  11.10  10.81   266691.38          0.15      1.37   \n",
      "2019-11-15  10.89  11.34  10.95  10.85   455055.91         -0.01     -0.09   \n",
      "2019-11-14  10.50  11.14  10.96  10.43   427181.12          0.44      4.18   \n",
      "2019-11-13  10.46  10.72  10.52  10.33   183109.22         -0.05     -0.47   \n",
      "2019-11-12  10.28  10.87  10.57  10.15   246665.98          0.22      2.13   \n",
      "2019-11-11  10.65  10.65  10.35  10.18   198191.23         -0.33     -3.09   \n",
      "2019-11-08  10.84  10.90  10.68  10.67   195882.55         -0.08     -0.74   \n",
      "2019-11-07  10.75  10.88  10.76  10.57   247291.38         -0.14     -1.28   \n",
      "2019-11-06  10.35  11.40  10.90  10.33   511428.12          0.53      5.11   \n",
      "2019-11-05  10.41  10.49  10.37  10.27   162227.95          0.04      0.39   \n",
      "2019-11-04  10.44  10.55  10.33  10.32   167899.00         -0.06     -0.58   \n",
      "2019-11-01  10.22  10.45  10.39  10.03   218746.56          0.09      0.87   \n",
      "2019-10-31  10.68  10.75  10.30  10.27   206762.05         -0.33     -3.10   \n",
      "2019-10-30  10.94  10.94  10.63  10.60   245955.94         -0.43     -3.89   \n",
      "2019-10-29  11.49  11.55  11.06  11.06   289562.12         -0.43     -3.74   \n",
      "2019-10-28  10.99  11.77  11.49  10.99   386874.59          0.49      4.46   \n",
      "2019-10-25  10.97  11.08  11.00  10.71   208290.12          0.02      0.18   \n",
      "2019-10-24  10.87  11.14  10.98  10.83   185948.89          0.07      0.64   \n",
      "2019-10-23  11.26  11.26  10.91  10.88   226520.69         -0.24     -2.15   \n",
      "2019-10-22  10.93  11.22  11.15  10.93   242093.27          0.28      2.58   \n",
      "2019-10-21  11.22  11.23  10.87  10.71   259665.27         -0.38     -3.38   \n",
      "...           ...    ...    ...    ...         ...           ...       ...   \n",
      "2019-08-15   9.00   9.59   9.37   8.90   571650.56          0.02      0.21   \n",
      "2019-08-14   9.56   9.56   9.35   9.34   367051.25         -0.06     -0.64   \n",
      "2019-08-13   9.39   9.64   9.41   9.35   364214.62         -0.16     -1.67   \n",
      "2019-08-12   9.59   9.61   9.57   9.26   495833.03         -0.10     -1.03   \n",
      "2019-08-09  10.51  10.55   9.67   9.55   900681.56         -0.81     -7.73   \n",
      "2019-08-08  10.34  10.74  10.48  10.34   661767.31          0.03      0.29   \n",
      "2019-08-07  11.00  11.10  10.45  10.39   913285.31         -0.66     -5.94   \n",
      "2019-08-06  10.28  11.57  11.11  10.21  1355588.38          0.52      4.91   \n",
      "2019-08-05  10.50  10.88  10.59  10.45   702364.50         -0.08     -0.75   \n",
      "2019-08-02  10.20  10.87  10.67  10.08   986944.25          0.09      0.85   \n",
      "2019-08-01  10.72  10.81  10.58  10.46   692950.00         -0.31     -2.85   \n",
      "2019-07-31  10.62  10.98  10.89  10.26  1106883.62          0.20      1.87   \n",
      "2019-07-30  10.66  10.89  10.69  10.59   688925.31         -0.06     -0.56   \n",
      "2019-07-29  10.66  10.82  10.75  10.53   580064.56          0.19      1.80   \n",
      "2019-07-26  10.53  10.95  10.56  10.52   792891.00         -0.17     -1.58   \n",
      "2019-07-25  10.97  11.02  10.73  10.60   995115.50         -0.37     -3.33   \n",
      "2019-07-24  10.65  11.37  11.10  10.61  1331897.50          0.29      2.68   \n",
      "2019-07-23  10.83  10.94  10.81  10.38  1308838.25         -0.33     -2.96   \n",
      "2019-07-22  12.35  12.63  11.14  11.12  1546946.88         -1.22     -9.87   \n",
      "2019-07-19  12.20  12.62  12.36  12.03  1699501.75         -0.54     -4.19   \n",
      "2019-07-18  11.64  12.90  12.90  11.46  2579025.25          1.17      9.97   \n",
      "2019-07-17  12.88  13.12  11.73  11.65  2602397.00         -0.54     -4.40   \n",
      "2019-07-16  12.27  12.27  12.27  11.90   961277.25          1.12     10.04   \n",
      "2019-07-15  11.00  11.15  11.15  10.75  1354312.75          1.01      9.96   \n",
      "2019-07-12  10.14  10.14  10.14  10.14   219118.64          0.92      9.98   \n",
      "2019-07-11   9.22   9.22   9.22   9.22    10865.50          0.84     10.02   \n",
      "2019-07-10   8.38   8.38   8.38   8.38    17626.84          0.76      9.97   \n",
      "2019-07-09   7.62   7.62   7.62   7.62    18030.02          0.69      9.96   \n",
      "2019-07-08   6.93   6.93   6.93   6.93    14361.96          0.63     10.00   \n",
      "2019-07-05   6.30   6.30   6.30   6.30     9100.03          0.57      9.95   \n",
      "\n",
      "               ma5    ma10    ma20       v_ma5      v_ma10      v_ma20  \\\n",
      "date                                                                     \n",
      "2019-11-29  10.140  10.482  10.561   139929.43   232505.60   255999.43   \n",
      "2019-11-28  10.238  10.578  10.581   158845.34   262472.79   259167.55   \n",
      "2019-11-27  10.358  10.665  10.591   181037.08   290974.60   262397.50   \n",
      "2019-11-26  10.496  10.697  10.613   233082.48   299399.42   269752.25   \n",
      "2019-11-25  10.646  10.733  10.655   310932.51   313336.62   278865.65   \n",
      "2019-11-22  10.824  10.747  10.719   325081.78   313561.24   288412.13   \n",
      "2019-11-21  10.918  10.767  10.745   366100.24   308153.13   286328.46   \n",
      "2019-11-20  10.972  10.774  10.760   400912.11   307570.09   282969.81   \n",
      "2019-11-19  10.898  10.775  10.761   365716.36   322804.11   276341.45   \n",
      "2019-11-18  10.820  10.716  10.770   315740.72   289372.48   263618.90   \n",
      "2019-11-15  10.670  10.639  10.759   302040.69   279493.25   263267.60   \n",
      "2019-11-14  10.616  10.583  10.774   250206.02   255862.31   260280.97   \n",
      "2019-11-13  10.576  10.517  10.818   214228.07   233820.40   249479.83   \n",
      "2019-11-12  10.652  10.528  10.892   279891.85   240105.08   255450.46   \n",
      "2019-11-11  10.612  10.577  10.976   263004.25   244394.69   264234.97   \n",
      "2019-11-08  10.608  10.691  11.084   256945.80   263263.03   284515.07   \n",
      "2019-11-07  10.550  10.723  11.139   261518.60   264503.78   289270.12   \n",
      "2019-11-06  10.458  10.745  11.197   253412.74   258369.53   293154.45   \n",
      "2019-11-05  10.404  10.746  11.245   200318.30   229878.79   284626.18   \n",
      "2019-11-04  10.542  10.824  11.310   225785.13   237865.32   292848.97   \n",
      "2019-11-01  10.774  10.878  11.378   269580.25   247041.95   302629.30   \n",
      "2019-10-31  10.896  10.964  11.463   267488.96   264699.64   312668.55   \n",
      "2019-10-30  11.032  11.118  11.551   263326.33   265139.25   345398.10   \n",
      "2019-10-29  11.088  11.255  11.690   259439.28   270795.85   378803.91   \n",
      "2019-10-28  11.106  11.375  11.865   249945.51   284075.24   402328.00   \n",
      "2019-10-25  10.982  11.477  12.034   224503.65   305767.11   426834.17   \n",
      "2019-10-24  11.032  11.554  12.234   261910.31   314036.45   450255.69   \n",
      "2019-10-23  11.204  11.648  12.448   266952.17   327939.37   487096.85   \n",
      "2019-10-22  11.422  11.744  12.633   282152.42   339373.57   520471.82   \n",
      "2019-10-21  11.644  11.795  12.831   318204.97   347832.61   569381.83   \n",
      "...            ...     ...     ...         ...         ...         ...   \n",
      "2019-08-15   9.474  10.067  10.514   539886.20   731938.08   903169.76   \n",
      "2019-08-14   9.696  10.188  10.691   557909.55   744068.02  1003538.49   \n",
      "2019-08-13   9.916  10.342  10.810   667156.37   818051.26  1115305.78   \n",
      "2019-08-12  10.256  10.470  10.953   865431.12   850522.33  1145158.91   \n",
      "2019-08-09  10.460  10.588  11.032   906737.41   858945.48  1188082.90   \n",
      "2019-08-08  10.660  10.677  11.055   923989.95   848166.42  1154004.75   \n",
      "2019-08-07  10.680  10.702  10.992   930226.49   881501.24  1121459.66   \n",
      "2019-08-06  10.768  10.767  10.889   968946.15   923362.46  1076676.74   \n",
      "2019-08-05  10.684  10.737  10.714   835613.54   918687.45  1009798.82   \n",
      "2019-08-02  10.716  10.792  10.531   811153.55  1003145.69   975398.69   \n",
      "2019-08-01  10.694  10.961  10.313   772342.90  1074401.44   926506.48   \n",
      "2019-07-31  10.724  11.193  10.070   832776.00  1263008.96   892135.54   \n",
      "2019-07-30  10.766  11.277   9.786   877778.77  1412560.30   836993.44   \n",
      "2019-07-29  10.790  11.435   9.489  1001761.36  1439795.49   802628.24   \n",
      "2019-07-26  10.868  11.475   9.167  1195137.83  1517220.31   773710.44   \n",
      "2019-07-25  11.228  11.433   8.835  1376459.98  1459843.08   734184.19   \n",
      "2019-07-24  11.662  11.282   8.735  1693241.93  1361418.08   720450.96   \n",
      "2019-07-23  11.788  11.010   8.603  1947341.83  1229991.01   686481.71   \n",
      "2019-07-22  12.080  10.691   8.474  1877829.63  1100910.19   649872.50   \n",
      "2019-07-19  12.082  10.270   8.307  1839302.80   947651.70   593805.36   \n",
      "2019-07-18  11.638   9.664   8.037  1543226.18   778611.52   520092.26   \n",
      "2019-07-17  10.902   8.947   7.689  1029594.23   521262.12   373025.62   \n",
      "2019-07-16  10.232   8.295   7.378   512640.20   261426.57   201535.52   \n",
      "2019-07-15   9.302   7.542   6.971   323990.75   165460.98   138223.70   \n",
      "2019-07-12   8.458   6.858   6.591    56000.59    30200.58    27670.15   \n",
      "2019-07-11   7.690   6.236   6.236    13996.87     8525.31     8525.31   \n",
      "2019-07-10   6.992   5.904   5.904    12930.02     8265.28     8265.28   \n",
      "2019-07-09   6.358   5.595   5.595    10212.95     7095.09     7095.09   \n",
      "2019-07-08   5.782   5.306   5.306     6931.22     5532.96     5532.96   \n",
      "2019-07-05   5.258   5.035   5.035     4400.56     4061.46     4061.46   \n",
      "\n",
      "                 ma25         v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                                  \n",
      "2019-11-29   9.990000  155384.060000       NaN         NaN       NaN  \n",
      "2019-11-28  10.040000  148773.560000       NaN         NaN       NaN  \n",
      "2019-11-27  10.093333  132136.040000       NaN         NaN       NaN  \n",
      "2019-11-26  10.122500  125925.530000       NaN         NaN       NaN  \n",
      "2019-11-25  10.140000  139929.430000       NaN         NaN       NaN  \n",
      "2019-11-22  10.196667  158268.460000       NaN         NaN       NaN  \n",
      "2019-11-21  10.267143  171818.932857       NaN         NaN       NaN  \n",
      "2019-11-20  10.345000  195227.562500       NaN         NaN       NaN  \n",
      "2019-11-19  10.413333  228707.184444       NaN         NaN       NaN  \n",
      "2019-11-18  10.482000  232505.604000       NaN         NaN       NaN  \n",
      "2019-11-15  10.524545  252737.450000       NaN         NaN       NaN  \n",
      "2019-11-14  10.560833  267274.422500       NaN         NaN       NaN  \n",
      "2019-11-13  10.557692  260800.176154       NaN         NaN       NaN  \n",
      "2019-11-12  10.558571  259790.590714       NaN         NaN       NaN  \n",
      "2019-11-11  10.544667  255683.966667       NaN         NaN       NaN  \n",
      "2019-11-08  10.553125  251946.378125       NaN         NaN       NaN  \n",
      "2019-11-07  10.565294  251672.554706       NaN         NaN       NaN  \n",
      "2019-11-06  10.583889  266103.419444       NaN         NaN       NaN  \n",
      "2019-11-05  10.572632  260636.289474       NaN         NaN       NaN  \n",
      "2019-11-04  10.560500  255999.425000       NaN         NaN       NaN  \n",
      "2019-11-01  10.552381  254225.479048       NaN         NaN       NaN  \n",
      "2019-10-31  10.540909  252068.050455       NaN         NaN       NaN  \n",
      "2019-10-30  10.544783  251802.306522       NaN         NaN       NaN  \n",
      "2019-10-29  10.566250  253375.632083       NaN         NaN       NaN  \n",
      "2019-10-28  10.603200  258715.590400       NaN         NaN       NaN  \n",
      "2019-10-25  10.643600  256776.149231       NaN         NaN       NaN  \n",
      "2019-10-24  10.679200  254152.917407       NaN         NaN       NaN  \n",
      "2019-10-23  10.707600  253166.052143       NaN         NaN       NaN  \n",
      "2019-10-22  10.745200  252784.232069       NaN         NaN       NaN  \n",
      "2019-10-21  10.771600  253013.600000       NaN         NaN       NaN  \n",
      "...               ...            ...       ...         ...       ...  \n",
      "2019-08-15  12.303200  648418.167833 -1.051585   -0.785042 -0.266543  \n",
      "2019-08-14  12.066400  647416.003333 -1.043767   -0.836787 -0.206980  \n",
      "2019-08-13  11.858800  650434.426667 -1.020961   -0.873622 -0.147339  \n",
      "2019-08-12  11.636800  654587.210833 -0.978695   -0.894636 -0.084058  \n",
      "2019-08-09  11.411200  666295.383000 -0.926449   -0.900999 -0.025450  \n",
      "2019-08-08  11.252400  674060.129000 -0.810343   -0.882868  0.072524  \n",
      "2019-08-07  11.099200  685160.027833 -0.712536   -0.848801  0.136266  \n",
      "2019-08-06  10.932400  699229.365500 -0.575136   -0.794068  0.218932  \n",
      "2019-08-05  10.774400  708231.641333 -0.502414   -0.735737  0.233324  \n",
      "2019-08-02  10.622800  721882.395500 -0.433330   -0.675256  0.241925  \n",
      "2019-08-01  10.458000  729785.786167 -0.381447   -0.616494  0.235047  \n",
      "2019-07-31  10.352400  744787.812333 -0.311721   -0.555539  0.243819  \n",
      "2019-07-30  10.205200  752170.635167 -0.269494   -0.498330  0.228836  \n",
      "2019-07-29  10.112800  757012.342500 -0.228553   -0.444375  0.215822  \n",
      "2019-07-26  10.060400  763779.282667 -0.209029   -0.397306  0.188277  \n",
      "2019-07-25  10.058000  776893.039000 -0.177789   -0.353402  0.175614  \n",
      "2019-07-24  10.072000  795992.182500 -0.121771   -0.307076  0.185305  \n",
      "2019-07-23  10.113600  814030.808500 -0.099629   -0.265587  0.165958  \n",
      "2019-07-22  10.190000  835778.368667 -0.054821   -0.223433  0.168613  \n",
      "2019-07-19  10.313200  859775.643333  0.078232   -0.163100  0.241332  \n",
      "2019-07-18  10.448000  896170.674000  0.224661   -0.085548  0.310209  \n",
      "2019-07-17  10.539600  936024.654167  0.243491   -0.019740  0.263231  \n",
      "2019-07-16  10.649600  947003.908833  0.298546    0.043917  0.254629  \n",
      "2019-07-15  10.708400  962536.520833  0.248933    0.084920  0.164013  \n",
      "2019-07-12  10.738800  956125.277333  0.126656    0.093267  0.033389  \n",
      "2019-07-11  10.732800  951456.643500 -0.043979    0.065818 -0.109797  \n",
      "2019-07-10  10.694000  946334.122167 -0.244174    0.003820 -0.247994  \n",
      "2019-07-09  10.622400  940953.578833 -0.458867   -0.088718 -0.370149  \n",
      "2019-07-08  10.516800  935748.216167 -0.676887   -0.206352 -0.470535  \n",
      "2019-07-05  10.382000  929841.454667 -0.890243   -0.343130 -0.547113  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('601698','2019-11-15','10.89','11.34','10.85','10.95','455055','10.670','10.639','10.759','10.525','302040','252737','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 600804\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low     volume  price_change  p_change    ma5  \\\n",
      "date                                                                            \n",
      "2019-11-29  5.96  6.02   5.98  5.94  103769.57          0.00      0.00  6.016   \n",
      "2019-11-28  6.03  6.07   5.98  5.95  107943.43         -0.05     -0.83  6.036   \n",
      "2019-11-27  6.00  6.09   6.03  5.99   98309.43          0.01      0.17  6.072   \n",
      "2019-11-26  6.09  6.13   6.02  6.02   96474.48         -0.05     -0.82  6.108   \n",
      "2019-11-25  6.06  6.09   6.07  5.99  125492.87         -0.01     -0.16  6.170   \n",
      "2019-11-22  6.15  6.27   6.08  6.07  156204.56         -0.08     -1.30  6.180   \n",
      "2019-11-21  6.15  6.22   6.16  6.07  125058.46         -0.05     -0.81  6.204   \n",
      "2019-11-20  6.32  6.38   6.21  6.20  206996.88         -0.12     -1.90  6.168   \n",
      "2019-11-19  6.11  6.42   6.33  6.10  282236.38          0.21      3.43  6.116   \n",
      "2019-11-18  6.18  6.18   6.12  6.04  204274.98         -0.08     -1.29  6.060   \n",
      "2019-11-15  5.98  6.58   6.20  5.91  385967.81          0.22      3.68  6.042   \n",
      "2019-11-14  5.93  6.02   5.98  5.91  119312.46          0.03      0.50  6.076   \n",
      "2019-11-13  6.03  6.03   5.95  5.93  100229.40         -0.10     -1.65  6.168   \n",
      "2019-11-12  6.02  6.08   6.05  5.83  223434.38          0.02      0.33  6.256   \n",
      "2019-11-11  6.36  6.36   6.03  5.98  291658.91         -0.34     -5.34  6.368   \n",
      "2019-11-08  6.51  6.54   6.37  6.36  148362.44         -0.07     -1.09  6.478   \n",
      "2019-11-07  6.38  6.54   6.44  6.34  142895.98          0.05      0.78  6.520   \n",
      "2019-11-06  6.57  6.60   6.39  6.38  184130.89         -0.22     -3.33  6.534   \n",
      "2019-11-05  6.59  6.65   6.61  6.53  134506.67          0.03      0.46  6.568   \n",
      "2019-11-04  6.58  6.69   6.58  6.57  147356.80          0.00      0.00  6.598   \n",
      "2019-11-01  6.54  6.59   6.58  6.45  137880.08          0.07      1.07  6.682   \n",
      "2019-10-31  6.56  6.64   6.51  6.47  151480.00         -0.05     -0.76  6.686   \n",
      "2019-10-30  6.54  6.68   6.56  6.52  211847.81         -0.20     -2.96  6.706   \n",
      "2019-10-29  6.96  7.03   6.76  6.76  257897.19         -0.24     -3.43  6.720   \n",
      "2019-10-28  6.81  7.05   7.00  6.77  435381.25          0.40      6.06  6.698   \n",
      "2019-10-25  6.62  6.62   6.60  6.51  127210.04         -0.01     -0.15  6.614   \n",
      "2019-10-24  6.62  6.65   6.61  6.51  121012.77         -0.02     -0.30  6.622   \n",
      "2019-10-23  6.65  6.73   6.63  6.62  119546.59         -0.02     -0.30  6.656   \n",
      "2019-10-22  6.56  6.66   6.65  6.54   95688.15          0.07      1.06  6.680   \n",
      "2019-10-21  6.58  6.59   6.58  6.42  147229.00         -0.06     -0.90  6.718   \n",
      "...          ...   ...    ...   ...        ...           ...       ...    ...   \n",
      "2019-08-15  6.45  6.88   6.78  6.40  211715.52          0.08      1.19  6.698   \n",
      "2019-08-14  6.71  6.76   6.70  6.68  165706.09          0.09      1.36  6.678   \n",
      "2019-08-13  6.69  6.71   6.61  6.58  133979.66         -0.16     -2.36  6.646   \n",
      "2019-08-12  6.61  6.77   6.77  6.59  133625.44          0.14      2.11  6.650   \n",
      "2019-08-09  6.72  6.88   6.63  6.59  161012.33         -0.05     -0.75  6.670   \n",
      "2019-08-08  6.58  6.70   6.68  6.58  173278.89          0.14      2.14  6.744   \n",
      "2019-08-07  6.66  6.73   6.54  6.54  174707.94         -0.09     -1.36  6.848   \n",
      "2019-08-06  6.73  6.73   6.63  6.29  404103.53         -0.24     -3.49  7.002   \n",
      "2019-08-05  6.94  7.05   6.87  6.85  177308.69         -0.13     -1.86  7.160   \n",
      "2019-08-02  7.01  7.07   7.00  6.88  253741.69         -0.20     -2.78  7.208   \n",
      "2019-08-01  7.26  7.37   7.20  7.18  184645.11         -0.11     -1.50  7.236   \n",
      "2019-07-31  7.40  7.40   7.31  7.25  256259.27         -0.11     -1.48  7.224   \n",
      "2019-07-30  7.12  7.55   7.42  7.09  714141.31          0.31      4.36  7.172   \n",
      "2019-07-29  7.17  7.23   7.11  7.09  112725.93         -0.03     -0.42  7.062   \n",
      "2019-07-26  7.17  7.21   7.14  7.05  130613.47          0.00      0.00  7.002   \n",
      "2019-07-25  7.05  7.24   7.14  7.04  188964.08          0.09      1.28  6.992   \n",
      "2019-07-24  6.92  7.12   7.05  6.90  213408.78          0.18      2.62  6.978   \n",
      "2019-07-23  6.80  6.90   6.87  6.80  108201.98          0.06      0.88  7.012   \n",
      "2019-07-22  7.12  7.15   6.81  6.79  205698.89         -0.28     -3.95  7.088   \n",
      "2019-07-19  7.05  7.20   7.09  7.05  117064.04          0.02      0.28  7.162   \n",
      "2019-07-18  7.15  7.15   7.07  7.03  145176.02         -0.15     -2.08  7.160   \n",
      "2019-07-17  7.25  7.30   7.22  7.19  150571.72         -0.03     -0.41  7.158   \n",
      "2019-07-16  7.16  7.38   7.25  7.14  216851.72          0.07      0.97  7.130   \n",
      "2019-07-15  7.07  7.21   7.18  6.90  195277.59          0.10      1.41  7.116   \n",
      "2019-07-12  7.06  7.10   7.08  6.94  142892.50          0.02      0.28  7.114   \n",
      "2019-07-11  7.12  7.17   7.06  7.01  129392.23         -0.02     -0.28  7.226   \n",
      "2019-07-10  7.20  7.22   7.08  7.00  185963.81         -0.10     -1.39  7.336   \n",
      "2019-07-09  7.13  7.21   7.18  7.05  142551.97          0.01      0.14  7.458   \n",
      "2019-07-08  7.59  7.59   7.17  7.14  351055.03         -0.47     -6.15  7.582   \n",
      "2019-07-05  7.64  7.66   7.64  7.52  151606.52          0.03      0.39  7.722   \n",
      "\n",
      "             ma10   ma20      v_ma5     v_ma10     v_ma20      ma25  \\\n",
      "date                                                                  \n",
      "2019-11-29  6.098  6.179  106397.96  150676.10  169230.84  5.980000   \n",
      "2019-11-28  6.120  6.209  116884.95  178895.93  170936.36  5.980000   \n",
      "2019-11-27  6.120  6.236  120307.96  180032.83  173113.19  5.996667   \n",
      "2019-11-26  6.112  6.262  142045.45  180224.83  178790.11  6.002500   \n",
      "2019-11-25  6.115  6.299  179197.83  192920.82  186861.25  6.016000   \n",
      "2019-11-22  6.111  6.346  194954.25  209537.42  202355.67  6.026667   \n",
      "2019-11-21  6.140  6.372  240906.90  208753.21  200905.94  6.045714   \n",
      "2019-11-20  6.168  6.394  239757.70  210536.96  200703.66  6.066250   \n",
      "2019-11-19  6.186  6.415  218404.21  208250.36  196331.14  6.095556   \n",
      "2019-11-18  6.214  6.431  206643.81  193477.39  187003.73  6.098000   \n",
      "2019-11-15  6.260  6.454  224120.59  187785.57  184151.43  6.107273   \n",
      "2019-11-14  6.298  6.476  176599.52  162976.80  173278.18  6.096667   \n",
      "2019-11-13  6.351  6.516  181316.22  166193.56  172441.00  6.085385   \n",
      "2019-11-12  6.412  6.556  198096.52  177355.40  174724.14  6.082857   \n",
      "2019-11-11  6.483  6.596  180310.98  180801.68  176487.16  6.079333   \n",
      "2019-11-08  6.580  6.648  151450.56  195173.91  179861.03  6.097500   \n",
      "2019-11-07  6.603  6.675  149354.08  193058.67  186863.67  6.117647   \n",
      "2019-11-06  6.620  6.695  151070.89  190870.35  190615.19  6.132778   \n",
      "2019-11-05  6.644  6.709  156614.27  184411.92  189182.89  6.157895   \n",
      "2019-11-04  6.648  6.712  181292.38  180530.07  189630.41  6.179000   \n",
      "2019-11-01  6.648  6.716  238897.27  180517.29  191115.29  6.198095   \n",
      "2019-10-31  6.654  6.723  236763.26  183579.57  196085.19  6.212273   \n",
      "2019-10-30  6.681  6.727  230669.81  178688.44  206558.46  6.227391   \n",
      "2019-10-29  6.700  6.740  212209.57  172092.88  212296.85  6.249583   \n",
      "2019-10-28  6.708  6.754  179767.76  172172.65  226749.44  6.279600   \n",
      "2019-10-25  6.716  6.773  122137.31  164548.15  217370.89  6.304400   \n",
      "2019-10-24  6.746  6.817  130395.88  180668.67  226820.12  6.329600   \n",
      "2019-10-23  6.769  6.866  126707.06  190360.04  237878.70  6.353600   \n",
      "2019-10-22  6.773  6.912  131976.19  193953.85  248372.60  6.378800   \n",
      "2019-10-21  6.776  6.963  164577.53  198730.75  271579.96  6.399200   \n",
      "...           ...    ...        ...        ...        ...       ...   \n",
      "2019-08-15  6.721  6.918  161207.81  198917.98  211045.13  7.154400   \n",
      "2019-08-14  6.763  6.932  153520.48  196210.94  207718.16  7.118800   \n",
      "2019-08-13  6.824  6.958  155320.85  205266.26  206961.44  7.080800   \n",
      "2019-08-12  6.905  6.990  209345.63  263282.42  211105.04  7.045200   \n",
      "2019-08-09  6.939  7.011  218082.28  261192.47  214187.65  6.997600   \n",
      "2019-08-08  6.990  7.033  236628.15  258152.58  213281.66  6.950800   \n",
      "2019-08-07  7.036  7.052  238901.39  259721.10  211087.32  6.912800   \n",
      "2019-08-06  7.087  7.079  255211.66  263591.19  211650.12  6.874000   \n",
      "2019-08-05  7.111  7.107  317219.21  234001.03  198572.54  6.848800   \n",
      "2019-08-02  7.105  7.122  304302.66  236840.05  207259.86  6.843600   \n",
      "2019-08-01  7.114  7.154  279677.02  223172.29  202153.10  6.850400   \n",
      "2019-07-31  7.101  7.174  280540.81  219225.38  201725.30  6.866000   \n",
      "2019-07-30  7.092  7.193  271970.71  208656.62  199625.39  6.890000   \n",
      "2019-07-29  7.075  7.212  150782.85  158927.66  175241.12  6.906400   \n",
      "2019-07-26  7.082  7.250  169377.44  167182.83  188496.08  6.930400   \n",
      "2019-07-25  7.076  7.269  166667.55  168410.73  192641.92  6.947200   \n",
      "2019-07-24  7.068  7.299  157909.94  162453.55  194371.07  6.956800   \n",
      "2019-07-23  7.071  7.326  145342.53  159709.05  192120.26  6.953600   \n",
      "2019-07-22  7.102  7.365  167072.48  163144.05  198899.55  6.952400   \n",
      "2019-07-19  7.138  7.413  164988.22  177679.66  202269.09  6.954000   \n",
      "2019-07-18  7.193  7.452  170153.91  181133.91  214175.02  6.950800   \n",
      "2019-07-17  7.247  7.487  166997.15  184225.22  225159.99  6.955200   \n",
      "2019-07-16  7.294  7.507  174075.57  190594.16  232590.53  6.957600   \n",
      "2019-07-15  7.349  7.525  159215.62  191554.59  234224.07  6.955200   \n",
      "2019-07-12  7.418  7.546  190371.11  209809.33  243407.51  6.966000   \n",
      "2019-07-11  7.462  7.557  192113.91  216873.10  252461.08  6.977200   \n",
      "2019-07-10  7.529  7.586  201453.29  226288.60  257923.60  6.992400   \n",
      "2019-07-09  7.581  7.611  207112.74  224531.46  266086.60  7.015200   \n",
      "2019-07-08  7.627  7.638  223893.55  234655.06  281542.30  7.031200   \n",
      "2019-07-05  7.687  7.655  229247.55  226858.51  288735.64  7.071600   \n",
      "\n",
      "                   v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                       \n",
      "2019-11-29  103769.570000       NaN         NaN       NaN  \n",
      "2019-11-28  105856.500000       NaN         NaN       NaN  \n",
      "2019-11-27  103340.810000       NaN         NaN       NaN  \n",
      "2019-11-26  101624.227500       NaN         NaN       NaN  \n",
      "2019-11-25  106397.956000       NaN         NaN       NaN  \n",
      "2019-11-22  114699.056667       NaN         NaN       NaN  \n",
      "2019-11-21  116178.971429       NaN         NaN       NaN  \n",
      "2019-11-20  127531.210000       NaN         NaN       NaN  \n",
      "2019-11-19  144720.673333       NaN         NaN       NaN  \n",
      "2019-11-18  150676.104000       NaN         NaN       NaN  \n",
      "2019-11-15  172066.259091       NaN         NaN       NaN  \n",
      "2019-11-14  167670.109167       NaN         NaN       NaN  \n",
      "2019-11-13  162482.362308       NaN         NaN       NaN  \n",
      "2019-11-12  166836.077857       NaN         NaN       NaN  \n",
      "2019-11-11  175157.600000       NaN         NaN       NaN  \n",
      "2019-11-08  173482.902500       NaN         NaN       NaN  \n",
      "2019-11-07  171683.671765       NaN         NaN       NaN  \n",
      "2019-11-06  172375.183889       NaN         NaN       NaN  \n",
      "2019-11-05  170382.104211       NaN         NaN       NaN  \n",
      "2019-11-04  169230.839000       NaN         NaN       NaN  \n",
      "2019-11-01  167737.945714       NaN         NaN       NaN  \n",
      "2019-10-31  166998.948182       NaN         NaN       NaN  \n",
      "2019-10-30  168948.898696       NaN         NaN       NaN  \n",
      "2019-10-29  172655.077500       NaN         NaN       NaN  \n",
      "2019-10-28  183164.124400       NaN         NaN       NaN  \n",
      "2019-10-25  181012.044231       NaN         NaN       NaN  \n",
      "2019-10-24  178789.848889       NaN         NaN       NaN  \n",
      "2019-10-23  176674.018214       NaN         NaN       NaN  \n",
      "2019-10-22  173881.402069       NaN         NaN       NaN  \n",
      "2019-10-21  172992.988667       NaN         NaN       NaN  \n",
      "...                   ...       ...         ...       ...  \n",
      "2019-08-15  276292.795667 -0.014746    0.007428 -0.022175  \n",
      "2019-08-14  277066.022833 -0.036692   -0.001396 -0.035297  \n",
      "2019-08-13  277628.527167 -0.060648   -0.013246 -0.047402  \n",
      "2019-08-12  276131.711500 -0.065962   -0.023789 -0.042173  \n",
      "2019-08-09  273954.268500 -0.080542   -0.035140 -0.045402  \n",
      "2019-08-08  274369.542667 -0.087058   -0.045523 -0.041535  \n",
      "2019-08-07  274899.742000 -0.102339   -0.056887 -0.045453  \n",
      "2019-08-06  278565.952667 -0.105966   -0.066703 -0.039264  \n",
      "2019-08-05  279279.319667 -0.088455   -0.071053 -0.017402  \n",
      "2019-08-02  281052.401167 -0.063357   -0.069514  0.006157  \n",
      "2019-08-01  281831.818333 -0.027017   -0.061014  0.033998  \n",
      "2019-07-31  283578.139500  0.010538   -0.046704  0.057242  \n",
      "2019-07-30  291949.697833  0.048616   -0.027640  0.076256  \n",
      "2019-07-29  289530.176833  0.053165   -0.011479  0.064644  \n",
      "2019-07-26  284450.713833  0.058517    0.002520  0.055997  \n",
      "2019-07-25  285479.947833  0.062043    0.014425  0.047619  \n",
      "2019-07-24  287019.881333  0.056920    0.022924  0.033996  \n",
      "2019-07-23  286830.804500  0.037897    0.025919  0.011979  \n",
      "2019-07-22  288664.316833  0.017776    0.024290 -0.006514  \n",
      "2019-07-19  288161.567500  0.024145    0.024261 -0.000116  \n",
      "2019-07-18  287772.786500  0.027264    0.024862  0.002403  \n",
      "2019-07-17  288572.837000  0.041363    0.028162  0.013201  \n",
      "2019-07-16  289755.494833  0.054331    0.033396  0.020935  \n",
      "2019-07-15  288698.540667  0.058288    0.038374  0.019914  \n",
      "2019-07-12  285094.477667  0.052747    0.041249  0.011498  \n",
      "2019-07-11  282444.094000  0.046209    0.042241  0.003968  \n",
      "2019-07-10  281911.383500  0.042155    0.042224 -0.000068  \n",
      "2019-07-09  281695.837500  0.046476    0.043074  0.003402  \n",
      "2019-07-08  285155.803167  0.048534    0.044166  0.004368  \n",
      "2019-07-05  284731.669167  0.087086    0.052750  0.034336  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('600804','2019-11-15','5.98','6.58','5.91','6.20','385967','6.042','6.260','6.454','6.107','224120','172066','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 300017\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low      volume  price_change  p_change  \\\n",
      "date                                                                         \n",
      "2019-11-29   8.70   8.84   8.84   8.65   227201.69          0.14      1.61   \n",
      "2019-11-28   8.81   8.88   8.70   8.67   192164.95         -0.12     -1.36   \n",
      "2019-11-27   8.74   8.89   8.82   8.61   300951.81          0.07      0.80   \n",
      "2019-11-26   8.75   8.84   8.75   8.70   190479.16          0.02      0.23   \n",
      "2019-11-25   8.79   8.83   8.73   8.67   212189.95         -0.05     -0.57   \n",
      "2019-11-22   8.94   9.07   8.78   8.75   333744.88         -0.18     -2.01   \n",
      "2019-11-21   8.91   9.05   8.96   8.82   232587.31          0.00      0.00   \n",
      "2019-11-20   9.18   9.24   8.96   8.95   507465.19         -0.23     -2.50   \n",
      "2019-11-19   8.83   9.26   9.19   8.79   679778.38          0.36      4.08   \n",
      "2019-11-18   8.67   8.90   8.83   8.65   280391.19          0.10      1.15   \n",
      "2019-11-15   8.75   8.93   8.73   8.61   392851.75         -0.02     -0.23   \n",
      "2019-11-14   8.77   8.85   8.75   8.55   380290.16         -0.09     -1.02   \n",
      "2019-11-13   8.53   8.98   8.84   8.47   535280.38          0.25      2.91   \n",
      "2019-11-12   8.49   8.60   8.59   8.41   304290.19          0.14      1.66   \n",
      "2019-11-11   8.79   8.79   8.45   8.43   411703.12         -0.39     -4.41   \n",
      "2019-11-08   9.05   9.08   8.84   8.82   436384.84         -0.16     -1.78   \n",
      "2019-11-07   8.92   9.05   9.00   8.80   372014.56          0.08      0.90   \n",
      "2019-11-06   9.12   9.23   8.92   8.85   581476.62         -0.24     -2.62   \n",
      "2019-11-05   9.50   9.50   9.16   9.09   839293.44         -0.40     -4.18   \n",
      "2019-11-04   9.64   9.77   9.56   9.52   371419.47         -0.12     -1.24   \n",
      "2019-11-01   9.48   9.72   9.68   9.42   327437.78          0.15      1.57   \n",
      "2019-10-31   9.68   9.71   9.53   9.50   333415.41         -0.10     -1.04   \n",
      "2019-10-30   9.80   9.82   9.63   9.61   441821.28         -0.26     -2.63   \n",
      "2019-10-29  10.28  10.28   9.89   9.88   744073.81         -0.43     -4.17   \n",
      "2019-10-28  10.50  10.64  10.32  10.19  1118686.75          0.44      4.45   \n",
      "2019-10-25   9.72   9.89   9.88   9.63   307603.28          0.15      1.54   \n",
      "2019-10-24   9.70   9.76   9.73   9.61   206412.72          0.03      0.31   \n",
      "2019-10-23   9.87   9.90   9.70   9.68   261940.28         -0.16     -1.62   \n",
      "2019-10-22   9.72   9.88   9.86   9.71   321670.88          0.17      1.75   \n",
      "2019-10-21   9.74   9.74   9.69   9.48   331933.00         -0.02     -0.21   \n",
      "...           ...    ...    ...    ...         ...           ...       ...   \n",
      "2019-08-15   9.13   9.56   9.56   9.06   509227.75          0.16      1.70   \n",
      "2019-08-14   9.53   9.65   9.40   9.37   398536.56          0.04      0.43   \n",
      "2019-08-13   9.47   9.50   9.36   9.31   275674.16         -0.19     -1.99   \n",
      "2019-08-12   9.32   9.58   9.55   9.16   455308.09          0.26      2.80   \n",
      "2019-08-09   9.63   9.66   9.29   9.25   367451.97         -0.24     -2.52   \n",
      "2019-08-08   9.56   9.62   9.53   9.49   275072.97          0.05      0.53   \n",
      "2019-08-07   9.77   9.79   9.48   9.44   355732.12         -0.21     -2.17   \n",
      "2019-08-06   9.91   9.94   9.69   9.34   668093.19         -0.44     -4.34   \n",
      "2019-08-05  10.16  10.42  10.13  10.12   394573.44         -0.07     -0.69   \n",
      "2019-08-02  10.25  10.35  10.20  10.11   532539.69         -0.32     -3.04   \n",
      "2019-08-01  10.55  10.69  10.52  10.47   356651.19         -0.11     -1.03   \n",
      "2019-07-31  10.80  10.83  10.63  10.62   405845.44         -0.22     -2.03   \n",
      "2019-07-30  10.66  11.03  10.85  10.65   597347.38          0.13      1.21   \n",
      "2019-07-29  10.62  10.81  10.72  10.61   390673.59          0.09      0.85   \n",
      "2019-07-26  10.63  10.72  10.63  10.58   307400.00         -0.06     -0.56   \n",
      "2019-07-25  10.81  10.84  10.69  10.55   518105.62          0.01      0.09   \n",
      "2019-07-24  10.33  10.79  10.68  10.32   718404.00          0.40      3.89   \n",
      "2019-07-23  10.15  10.29  10.28  10.13   246236.92          0.16      1.58   \n",
      "2019-07-22  10.53  10.55  10.12  10.06   439584.44         -0.37     -3.53   \n",
      "2019-07-19  10.55  10.64  10.49  10.44   329329.25          0.02      0.19   \n",
      "2019-07-18  10.59  10.65  10.47  10.37   369678.91         -0.23     -2.15   \n",
      "2019-07-17  10.65  10.84  10.70  10.60   441014.97          0.09      0.85   \n",
      "2019-07-16  10.61  10.76  10.61  10.55   301520.47         -0.04     -0.38   \n",
      "2019-07-15  10.34  10.78  10.65  10.11   572639.25          0.28      2.70   \n",
      "2019-07-12  10.41  10.46  10.37  10.28   270340.81          0.00      0.00   \n",
      "2019-07-11  10.37  10.46  10.37  10.26   323406.81          0.09      0.88   \n",
      "2019-07-10  10.49  10.51  10.28  10.21   346560.81         -0.18     -1.72   \n",
      "2019-07-09  10.62  10.71  10.46  10.23   513430.16         -0.17     -1.60   \n",
      "2019-07-08  11.11  11.12  10.63  10.57   720130.75         -0.55     -4.92   \n",
      "2019-07-05  11.15  11.27  11.18  11.13   381606.62          0.03      0.27   \n",
      "\n",
      "               ma5    ma10    ma20      v_ma5     v_ma10     v_ma20  \\\n",
      "date                                                                  \n",
      "2019-11-29   8.768   8.856   8.870  224597.51  315695.45  389097.95   \n",
      "2019-11-28   8.756   8.845   8.912  245906.15  332260.46  394109.76   \n",
      "2019-11-27   8.808   8.850   8.954  253990.62  351072.98  401172.28   \n",
      "2019-11-26   8.836   8.852   8.994  295293.30  374505.84  408215.75   \n",
      "2019-11-25   8.924   8.836   9.051  393153.14  385886.94  435895.49   \n",
      "2019-11-22   8.944   8.808   9.131  406793.39  405838.26  481220.33   \n",
      "2019-11-21   8.934   8.814   9.186  418614.76  416102.25  479913.25   \n",
      "2019-11-20   8.892   8.818   9.224  448155.33  430044.98  478604.52   \n",
      "2019-11-19   8.868   8.814   9.261  453718.37  437446.12  466328.27   \n",
      "2019-11-18   8.748   8.811   9.295  378620.73  453397.63  448422.90   \n",
      "2019-11-15   8.672   8.884   9.338  404883.12  462500.45  450999.99   \n",
      "2019-11-14   8.694   8.979   9.387  413589.74  455959.06  457222.27   \n",
      "2019-11-13   8.744   9.057   9.451  411934.62  451271.58  451909.55   \n",
      "2019-11-12   8.760   9.136   9.511  421173.87  441925.67  443439.65   \n",
      "2019-11-11   8.874   9.266   9.585  528174.52  485904.03  465906.43   \n",
      "2019-11-08   9.096   9.453   9.690  520117.79  556602.40  478047.66   \n",
      "2019-11-07   9.264   9.557   9.770  498328.37  543724.24  494312.10   \n",
      "2019-11-06   9.370   9.630   9.835  490608.54  527164.06  502877.02   \n",
      "2019-11-05   9.512   9.708   9.895  462677.48  495210.42  497472.61   \n",
      "2019-11-04   9.658   9.778   9.937  443633.55  443448.17  476099.24   \n",
      "2019-11-01   9.810   9.791   9.959  593087.01  439499.52  484693.51   \n",
      "2019-10-31   9.850   9.794   9.986  589120.11  458485.48  495149.18   \n",
      "2019-10-30   9.890   9.844  10.017  563719.57  452547.52  519080.61   \n",
      "2019-10-29   9.904   9.885  10.065  527743.37  444953.63  535644.23   \n",
      "2019-10-28   9.898   9.903  10.108  443262.78  445908.82  548301.80   \n",
      "2019-10-25   9.772   9.927  10.124  285912.03  399492.92  569739.21   \n",
      "2019-10-24   9.738   9.982  10.197  327850.85  444899.96  586876.44   \n",
      "2019-10-23   9.798  10.039  10.284  341375.47  478589.98  612981.08   \n",
      "2019-10-22   9.866  10.082  10.365  362163.90  499734.80  637718.79   \n",
      "2019-10-21   9.908  10.096  10.446  448554.86  508750.31  702172.71   \n",
      "...            ...     ...     ...        ...        ...        ...   \n",
      "2019-08-15   9.432   9.619  10.090  401239.71  423220.99  427089.39   \n",
      "2019-08-14   9.426   9.715  10.136  354408.75  407963.34  420111.95   \n",
      "2019-08-13   9.442   9.838  10.201  345847.86  408694.23  422235.87   \n",
      "2019-08-12   9.508   9.987  10.263  424331.67  440861.55  423528.18   \n",
      "2019-08-09   9.624  10.104  10.318  412184.74  434398.10  429394.74   \n",
      "2019-08-08   9.806  10.238  10.372  445202.28  428392.90  424539.18   \n",
      "2019-08-07  10.004  10.354  10.414  461517.93  452696.17  426955.87   \n",
      "2019-08-06  10.234  10.474  10.454  471540.59  488963.35  426497.31   \n",
      "2019-08-05  10.466  10.533  10.493  457391.43  446777.73  418764.16   \n",
      "2019-08-02  10.584  10.532  10.518  456611.46  451278.83  435042.02   \n",
      "2019-08-01  10.670  10.561  10.567  411583.52  430957.78  427495.37   \n",
      "2019-07-31  10.704  10.556  10.598  443874.41  432260.56  430954.29   \n",
      "2019-07-30  10.714  10.563  10.625  506386.12  435777.51  444799.73   \n",
      "2019-07-29  10.600  10.539  10.655  436164.03  406194.82  463211.51   \n",
      "2019-07-26  10.480  10.532  10.698  445946.20  424391.38  524076.74   \n",
      "2019-07-25  10.452  10.506  10.705  450332.05  420685.46  533949.08   \n",
      "2019-07-24  10.408  10.474  10.721  420646.70  401215.58  538068.83   \n",
      "2019-07-23  10.412  10.434  10.727  365168.90  364031.26  520062.84   \n",
      "2019-07-22  10.478  10.452  10.757  376225.61  390750.59  536488.62   \n",
      "2019-07-19  10.584  10.503  10.806  402836.57  418805.22  547273.29   \n",
      "2019-07-18  10.560  10.572  10.837  391038.88  424032.96  577144.79   \n",
      "2019-07-17  10.540  10.640  10.861  381784.46  429648.02  594133.79   \n",
      "2019-07-16  10.456  10.687  10.861  362893.63  453821.95  612718.89   \n",
      "2019-07-15  10.426  10.771  10.858  405275.57  520228.21  616774.73   \n",
      "2019-07-12  10.422  10.863  10.859  434773.87  623762.10  608827.15   \n",
      "2019-07-11  10.584  10.904  10.875  457027.03  647212.69  631197.40   \n",
      "2019-07-10  10.740  10.967  10.906  477511.58  674922.09  643982.03   \n",
      "2019-07-09  10.918  11.019  10.945  544750.27  676094.41  668503.65   \n",
      "2019-07-08  11.116  11.061  10.990  635180.85  682226.65  704384.78   \n",
      "2019-07-05  11.304  11.109  11.007  812750.32  675741.36  713786.35   \n",
      "\n",
      "                 ma25         v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                                  \n",
      "2019-11-29   8.840000  227201.690000       NaN         NaN       NaN  \n",
      "2019-11-28   8.770000  209683.320000       NaN         NaN       NaN  \n",
      "2019-11-27   8.786667  240106.150000       NaN         NaN       NaN  \n",
      "2019-11-26   8.777500  227699.402500       NaN         NaN       NaN  \n",
      "2019-11-25   8.768000  224597.512000       NaN         NaN       NaN  \n",
      "2019-11-22   8.770000  242788.740000       NaN         NaN       NaN  \n",
      "2019-11-21   8.797143  241331.392857       NaN         NaN       NaN  \n",
      "2019-11-20   8.817500  274598.117500       NaN         NaN       NaN  \n",
      "2019-11-19   8.858889  319618.146667       NaN         NaN       NaN  \n",
      "2019-11-18   8.856000  315695.451000       NaN         NaN       NaN  \n",
      "2019-11-15   8.844545  322709.660000       NaN         NaN       NaN  \n",
      "2019-11-14   8.836667  327508.035000       NaN         NaN       NaN  \n",
      "2019-11-13   8.836923  343490.523077       NaN         NaN       NaN  \n",
      "2019-11-12   8.819286  340690.499286       NaN         NaN       NaN  \n",
      "2019-11-11   8.794667  345424.674000       NaN         NaN       NaN  \n",
      "2019-11-08   8.797500  351109.684375       NaN         NaN       NaN  \n",
      "2019-11-07   8.809412  352339.382941       NaN         NaN       NaN  \n",
      "2019-11-06   8.815556  365069.229444       NaN         NaN       NaN  \n",
      "2019-11-05   8.833684  390028.398421       NaN         NaN       NaN  \n",
      "2019-11-04   8.870000  389097.952000       NaN         NaN       NaN  \n",
      "2019-11-01   8.908571  386161.753333       NaN         NaN       NaN  \n",
      "2019-10-31   8.936818  383764.192273       NaN         NaN       NaN  \n",
      "2019-10-30   8.966957  386288.413478       NaN         NaN       NaN  \n",
      "2019-10-29   9.005417  401196.138333       NaN         NaN       NaN  \n",
      "2019-10-28   9.058000  429895.762800       NaN         NaN       NaN  \n",
      "2019-10-25   9.099600  425192.205769       NaN         NaN       NaN  \n",
      "2019-10-24   9.140800  417089.261852       NaN         NaN       NaN  \n",
      "2019-10-23   9.176000  411548.226786       NaN         NaN       NaN  \n",
      "2019-10-22   9.220400  408449.007931       NaN         NaN       NaN  \n",
      "2019-10-21   9.258800  405898.474333       NaN         NaN       NaN  \n",
      "...               ...            ...       ...         ...       ...  \n",
      "2019-08-15  10.715600  729102.409667 -0.231025   -0.129400 -0.101625  \n",
      "2019-08-14  10.632800  729406.516333 -0.267087   -0.156937 -0.110150  \n",
      "2019-08-13  10.554800  725079.746000 -0.295489   -0.184648 -0.110841  \n",
      "2019-08-12  10.477200  727596.711000 -0.299216   -0.207561 -0.091655  \n",
      "2019-08-09  10.357600  726859.191833 -0.319467   -0.229942 -0.089525  \n",
      "2019-08-08  10.248000  724170.660667 -0.312548   -0.246464 -0.066084  \n",
      "2019-08-07  10.150400  723899.286667 -0.307553   -0.258682 -0.048872  \n",
      "2019-08-06  10.058000  725342.896167 -0.283383   -0.263622 -0.019761  \n",
      "2019-08-05   9.977600  717930.896167 -0.226117   -0.256121  0.030004  \n",
      "2019-08-02   9.935600  720616.233167 -0.173090   -0.239515  0.066425  \n",
      "2019-08-01   9.913600  721103.123333 -0.104045   -0.212421  0.108376  \n",
      "2019-07-31   9.922800  722310.290500 -0.039989   -0.177935  0.137945  \n",
      "2019-07-30   9.940400  724902.392167  0.028203   -0.136707  0.164910  \n",
      "2019-07-29   9.956800  719012.388500  0.070937   -0.095178  0.166116  \n",
      "2019-07-26   9.980800  705490.942667  0.096431   -0.056856  0.153288  \n",
      "2019-07-25  10.008000  708999.315000  0.120093   -0.021467  0.141559  \n",
      "2019-07-24  10.038800  717532.503000  0.136464    0.010120  0.126345  \n",
      "2019-07-23  10.050000  717270.780333  0.115827    0.031261  0.084566  \n",
      "2019-07-22  10.063600  719236.006333  0.085575    0.042124  0.043451  \n",
      "2019-07-19  10.083200  719192.610500  0.090413    0.051782  0.038632  \n",
      "2019-07-18  10.096400  716732.302667  0.091578    0.059741  0.031837  \n",
      "2019-07-17  10.114800  719515.288667  0.109795    0.069752  0.040043  \n",
      "2019-07-16  10.138000  718442.589667  0.115637    0.078929  0.036708  \n",
      "2019-07-15  10.154800  715426.149000  0.122087    0.087561  0.034526  \n",
      "2019-07-12  10.184000  709023.033333  0.103413    0.090731  0.012682  \n",
      "2019-07-11  10.216400  701718.585333  0.087604    0.090105 -0.002502  \n",
      "2019-07-10  10.251600  698439.383167  0.067040    0.085492 -0.018453  \n",
      "2019-07-09  10.295600  699106.744667  0.064523    0.081298 -0.016775  \n",
      "2019-07-08  10.338800  704245.158667  0.075378    0.080114 -0.004737  \n",
      "2019-07-05  10.414400  701550.187667  0.126897    0.089471  0.037427  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('300017','2019-11-15','8.75','8.93','8.61','8.73','392851','8.672','8.884','9.338','8.845','404883','322709','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 002306\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low    volume  price_change  p_change    ma5  \\\n",
      "date                                                                           \n",
      "2019-11-29  2.39  2.44   2.44  2.39  12608.00          0.03      1.25  2.470   \n",
      "2019-11-28  2.42  2.45   2.41  2.40  17725.00         -0.03     -1.23  2.472   \n",
      "2019-11-27  2.49  2.49   2.44  2.41  26993.53         -0.05     -2.01  2.470   \n",
      "2019-11-26  2.61  2.69   2.49  2.48  72470.00         -0.08     -3.11  2.472   \n",
      "2019-11-25  2.45  2.57   2.57  2.45  37158.01          0.12      4.90  2.440   \n",
      "2019-11-22  2.40  2.45   2.45  2.38  23446.00          0.05      2.08  2.370   \n",
      "2019-11-21  2.48  2.48   2.40  2.38  32995.23         -0.05     -2.04  2.322   \n",
      "2019-11-20  2.35  2.45   2.45  2.32  55059.64          0.12      5.15  2.286   \n",
      "2019-11-19  2.28  2.33   2.33  2.22  30328.40          0.11      4.96  2.236   \n",
      "2019-11-18  2.22  2.24   2.22  2.19  14285.01          0.01      0.45  2.220   \n",
      "2019-11-15  2.23  2.23   2.21  2.19  12353.00         -0.01     -0.45  2.246   \n",
      "2019-11-14  2.21  2.25   2.22  2.17  17474.00          0.02      0.91  2.282   \n",
      "2019-11-13  2.25  2.26   2.20  2.14  40910.02         -0.05     -2.22  2.316   \n",
      "2019-11-12  2.37  2.41   2.25  2.24  32875.03         -0.10     -4.25  2.352   \n",
      "2019-11-11  2.38  2.40   2.35  2.35  16827.00         -0.04     -1.67  2.404   \n",
      "2019-11-08  2.38  2.44   2.39  2.38  19523.01          0.00      0.00  2.436   \n",
      "2019-11-07  2.41  2.42   2.39  2.36  19032.00          0.01      0.42  2.480   \n",
      "2019-11-06  2.52  2.52   2.38  2.38  51390.00         -0.13     -5.18  2.526   \n",
      "2019-11-05  2.48  2.58   2.51  2.48  24335.01          0.00      0.00  2.574   \n",
      "2019-11-04  2.61  2.64   2.51  2.48  48676.06         -0.10     -3.83  2.612   \n",
      "2019-11-01  2.64  2.64   2.61  2.56  15647.00         -0.01     -0.38  2.658   \n",
      "2019-10-31  2.60  2.68   2.62  2.60  12914.00          0.00      0.00  2.678   \n",
      "2019-10-30  2.71  2.71   2.62  2.62  18977.14         -0.08     -2.96  2.692   \n",
      "2019-10-29  2.74  2.74   2.70  2.67  18715.04         -0.04     -1.46  2.708   \n",
      "2019-10-28  2.70  2.74   2.74  2.67  17254.02          0.03      1.11  2.710   \n",
      "2019-10-25  2.71  2.71   2.71  2.66   8520.00          0.02      0.74  2.706   \n",
      "2019-10-24  2.70  2.71   2.69  2.68   7001.00         -0.01     -0.37  2.700   \n",
      "2019-10-23  2.71  2.72   2.70  2.69   9473.00         -0.01     -0.37  2.696   \n",
      "2019-10-22  2.73  2.73   2.71  2.69  12713.00         -0.01     -0.37  2.696   \n",
      "2019-10-21  2.68  2.80   2.72  2.68  24015.04          0.04      1.49  2.698   \n",
      "...          ...   ...    ...   ...       ...           ...       ...    ...   \n",
      "2019-08-15  2.76  2.76   2.74  2.71   9692.00         -0.04     -1.44  2.752   \n",
      "2019-08-14  2.77  2.80   2.78  2.73  17386.08          0.02      0.72  2.754   \n",
      "2019-08-13  2.74  2.82   2.76  2.73  15836.02          0.02      0.73  2.746   \n",
      "2019-08-12  2.70  2.76   2.74  2.70   7502.00          0.00      0.00  2.748   \n",
      "2019-08-09  2.77  2.78   2.74  2.73  12166.00         -0.01     -0.36  2.774   \n",
      "2019-08-08  2.76  2.77   2.75  2.72  11867.00          0.01      0.36  2.804   \n",
      "2019-08-07  2.80  2.81   2.74  2.72  15389.00         -0.03     -1.08  2.832   \n",
      "2019-08-06  2.81  2.84   2.77  2.73  27821.00         -0.10     -3.48  2.880   \n",
      "2019-08-05  2.89  2.92   2.87  2.85  19595.00         -0.02     -0.69  2.894   \n",
      "2019-08-02  2.80  2.96   2.89  2.77  44968.69          0.00      0.00  2.894   \n",
      "2019-08-01  3.00  3.05   2.89  2.89  59194.79         -0.09     -3.02  2.888   \n",
      "2019-07-30  2.84  2.98   2.98  2.80  54635.09          0.14      4.93  2.886   \n",
      "2019-07-29  2.88  2.88   2.84  2.83  13200.01         -0.03     -1.04  2.866   \n",
      "2019-07-26  2.86  2.88   2.87  2.86   7963.04          0.01      0.35  2.870   \n",
      "2019-07-25  2.88  2.89   2.86  2.84  15346.00         -0.02     -0.69  2.898   \n",
      "2019-07-24  2.91  2.91   2.88  2.86  15681.10          0.00      0.00  2.928   \n",
      "2019-07-23  2.85  2.91   2.88  2.83  18303.10          0.02      0.70  2.960   \n",
      "2019-07-22  3.01  3.03   2.86  2.86  44009.00         -0.15     -4.98  2.994   \n",
      "2019-07-19  3.00  3.04   3.01  3.00   9430.40          0.00      0.00  3.024   \n",
      "2019-07-18  3.02  3.04   3.01  2.99  13690.00         -0.03     -0.99  3.034   \n",
      "2019-07-17  3.05  3.07   3.04  3.04   8517.00         -0.01     -0.33  3.032   \n",
      "2019-07-16  3.05  3.11   3.05  3.04  16993.02          0.04      1.33  3.026   \n",
      "2019-07-15  3.02  3.04   3.01  2.98  18487.00         -0.05     -1.63  3.022   \n",
      "2019-07-12  2.99  3.12   3.06  2.99  16697.00          0.06      2.00  3.034   \n",
      "2019-07-11  3.01  3.05   3.00  2.98  11627.00         -0.01     -0.33  3.058   \n",
      "2019-07-10  3.04  3.07   3.01  3.01  11525.00         -0.02     -0.66  3.082   \n",
      "2019-07-09  3.01  3.06   3.03  3.01  15423.00         -0.04     -1.30  3.106   \n",
      "2019-07-08  3.17  3.17   3.07  3.07  22035.01         -0.11     -3.46  3.142   \n",
      "2019-07-05  3.12  3.19   3.18  3.12  22118.00          0.06      1.92  3.164   \n",
      "2019-07-04  3.13  3.15   3.12  3.10  14023.20         -0.01     -0.32  3.166   \n",
      "\n",
      "             ma10   ma20     v_ma5    v_ma10    v_ma20      ma25  \\\n",
      "date                                                               \n",
      "2019-11-29  2.420  2.381  33390.91  32306.88  30323.20  2.440000   \n",
      "2019-11-28  2.397  2.389  35558.51  32281.38  30475.15  2.425000   \n",
      "2019-11-27  2.378  2.400  38612.55  32256.28  30234.60  2.430000   \n",
      "2019-11-26  2.354  2.409  44225.78  33647.93  29833.78  2.445000   \n",
      "2019-11-25  2.330  2.419  35797.46  29688.43  27146.03  2.470000   \n",
      "2019-11-22  2.308  2.428  31222.86  27655.33  26150.83  2.466667   \n",
      "2019-11-21  2.302  2.441  29004.26  27263.03  25404.53  2.457143   \n",
      "2019-11-20  2.301  2.455  25900.01  25866.71  24104.82  2.456250   \n",
      "2019-11-19  2.294  2.468  23070.09  25499.75  21825.49  2.442222   \n",
      "2019-11-18  2.312  2.487  23579.41  24900.41  20944.72  2.420000   \n",
      "2019-11-15  2.341  2.512  24087.81  28339.51  21431.22  2.400909   \n",
      "2019-11-14  2.381  2.535  25521.81  28668.91  21576.22  2.385833   \n",
      "2019-11-13  2.421  2.558  25833.41  28212.91  21209.52  2.371538   \n",
      "2019-11-12  2.463  2.583  27929.41  26019.63  19575.87  2.362857   \n",
      "2019-11-11  2.508  2.606  26221.40  24603.63  19448.07  2.362000   \n",
      "2019-11-08  2.547  2.624  32591.22  24646.33  19825.87  2.363750   \n",
      "2019-11-07  2.579  2.640  31816.01  23546.03  19482.02  2.365294   \n",
      "2019-11-06  2.609  2.655  30592.41  22342.93  19325.62  2.366111   \n",
      "2019-11-05  2.641  2.672  24109.84  18151.23  17466.07  2.373684   \n",
      "2019-11-04  2.661  2.683  22985.85  16989.03  17653.22  2.380500   \n",
      "2019-11-01  2.682  2.699  16701.44  14522.92  15808.17  2.391429   \n",
      "2019-10-31  2.689  2.711  15276.04  14483.52  16076.54  2.401818   \n",
      "2019-10-30  2.694  2.720  14093.44  14206.12  16266.14  2.411304   \n",
      "2019-10-29  2.702  2.731  12192.61  13132.11  16860.78  2.423333   \n",
      "2019-10-28  2.704  2.737  10992.20  14292.51  16825.68  2.436000   \n",
      "2019-10-25  2.701  2.742  12344.41  15005.40  17161.15  2.446800   \n",
      "2019-10-24  2.700  2.750  13691.01  15418.01  17734.35  2.458000   \n",
      "2019-10-23  2.701  2.759  14318.81  16308.31  18134.75  2.468400   \n",
      "2019-10-22  2.703  2.767  14071.61  16780.91  18361.10  2.477200   \n",
      "2019-10-21  2.704  2.774  17592.81  18317.41  19730.20  2.483200   \n",
      "...           ...    ...       ...       ...       ...       ...   \n",
      "2019-08-15  2.778  2.843  12516.42  18222.28  21683.77  2.746000   \n",
      "2019-08-14  2.793  2.858  12951.42  23172.56  21625.02  2.742400   \n",
      "2019-08-13  2.813  2.872  12552.00  26897.46  21605.36  2.738400   \n",
      "2019-08-12  2.821  2.884  14949.00  26633.86  21737.91  2.733600   \n",
      "2019-08-09  2.834  2.900  17367.60  26679.96  22197.66  2.724400   \n",
      "2019-08-08  2.846  2.913  23928.14  26997.96  22170.71  2.719600   \n",
      "2019-08-07  2.859  2.926  33393.70  27379.37  22153.61  2.719600   \n",
      "2019-08-06  2.873  2.941  41242.91  27670.78  22155.31  2.720000   \n",
      "2019-08-05  2.882  2.956  38318.72  29289.58  21866.01  2.725200   \n",
      "2019-08-02  2.896  2.971  35992.32  28273.12  21992.16  2.732000   \n",
      "2019-08-01  2.908  2.983  30067.79  25145.25  20444.89  2.738800   \n",
      "2019-07-30  2.923  2.995  21365.05  20077.47  18199.40  2.750000   \n",
      "2019-07-29  2.930  3.006  14098.65  16313.27  17026.50  2.755200   \n",
      "2019-07-26  2.947  3.023  20260.45  16841.97  18054.49  2.762400   \n",
      "2019-07-25  2.966  3.039  20553.92  17715.36  20725.38  2.769600   \n",
      "2019-07-24  2.980  3.048  20222.72  17343.46  20827.78  2.775200   \n",
      "2019-07-23  2.993  3.058  18789.90  16927.85  20717.03  2.780800   \n",
      "2019-07-22  3.008  3.067  18527.88  16639.84  20931.32  2.788000   \n",
      "2019-07-19  3.029  3.081  13423.48  14442.44  19981.48  2.806400   \n",
      "2019-07-18  3.046  3.090  14876.80  15711.20  22145.83  2.819600   \n",
      "2019-07-17  3.057  3.092  14464.20  15744.52  22719.52  2.834800   \n",
      "2019-07-16  3.066  3.090  15065.80  16321.32  23002.92  2.847200   \n",
      "2019-07-15  3.082  3.088  14751.80  17739.73  22693.57  2.857200   \n",
      "2019-07-12  3.099  3.085  15461.40  19267.02  22367.12  2.869600   \n",
      "2019-07-11  3.112  3.082  16545.60  23735.40  22599.32  2.880800   \n",
      "2019-07-10  3.116  3.084  17024.84  24312.10  23167.87  2.891600   \n",
      "2019-07-09  3.123  3.087  17576.84  24506.20  23527.47  2.901600   \n",
      "2019-07-08  3.125  3.089  20727.66  25222.80  23624.72  2.914000   \n",
      "2019-07-05  3.132  3.086  23072.63  25520.51  23485.91  2.931600   \n",
      "2019-07-04  3.134  3.080  30925.19  28580.46  23059.40  2.946800   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  12608.000000       NaN         NaN       NaN  \n",
      "2019-11-28  15166.500000       NaN         NaN       NaN  \n",
      "2019-11-27  19108.843333       NaN         NaN       NaN  \n",
      "2019-11-26  32449.132500       NaN         NaN       NaN  \n",
      "2019-11-25  33390.908000       NaN         NaN       NaN  \n",
      "2019-11-22  31733.423333       NaN         NaN       NaN  \n",
      "2019-11-21  31913.681429       NaN         NaN       NaN  \n",
      "2019-11-20  34806.926250       NaN         NaN       NaN  \n",
      "2019-11-19  34309.312222       NaN         NaN       NaN  \n",
      "2019-11-18  32306.882000       NaN         NaN       NaN  \n",
      "2019-11-15  30492.892727       NaN         NaN       NaN  \n",
      "2019-11-14  29407.985000       NaN         NaN       NaN  \n",
      "2019-11-13  30292.756923       NaN         NaN       NaN  \n",
      "2019-11-12  30477.205000       NaN         NaN       NaN  \n",
      "2019-11-11  29567.191333       NaN         NaN       NaN  \n",
      "2019-11-08  28939.430000       NaN         NaN       NaN  \n",
      "2019-11-07  28356.640000       NaN         NaN       NaN  \n",
      "2019-11-06  29636.271111       NaN         NaN       NaN  \n",
      "2019-11-05  29357.257368       NaN         NaN       NaN  \n",
      "2019-11-04  30323.197500       NaN         NaN       NaN  \n",
      "2019-11-01  29624.330952       NaN         NaN       NaN  \n",
      "2019-10-31  28864.770455       NaN         NaN       NaN  \n",
      "2019-10-30  28434.873478       NaN         NaN       NaN  \n",
      "2019-10-29  28029.880417       NaN         NaN       NaN  \n",
      "2019-10-28  27598.846000       NaN         NaN       NaN  \n",
      "2019-10-25  26865.044231       NaN         NaN       NaN  \n",
      "2019-10-24  26129.338889       NaN         NaN       NaN  \n",
      "2019-10-23  25534.469643       NaN         NaN       NaN  \n",
      "2019-10-22  25092.350000       NaN         NaN       NaN  \n",
      "2019-10-21  25056.439667       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  23564.093333 -0.002192   -0.004593  0.002401  \n",
      "2019-08-14  23562.628000  0.002758   -0.003123  0.005881  \n",
      "2019-08-13  23144.728000  0.005009   -0.001497  0.006506  \n",
      "2019-08-12  22721.844167  0.005121   -0.000173  0.005294  \n",
      "2019-08-09  22644.160833  0.005150    0.000891  0.004258  \n",
      "2019-08-08  22516.560667  0.005912    0.001895  0.004016  \n",
      "2019-08-07  22455.844000  0.005643    0.002645  0.002998  \n",
      "2019-08-06  22063.027333  0.007762    0.003668  0.004093  \n",
      "2019-08-05  21984.027167  0.017311    0.006397  0.010914  \n",
      "2019-08-02  21922.237667  0.026190    0.010355  0.015834  \n",
      "2019-08-01  22648.034167  0.032848    0.014854  0.017994  \n",
      "2019-07-30  23343.385667  0.044870    0.020857  0.024013  \n",
      "2019-07-29  23247.100167  0.042609    0.025208  0.017402  \n",
      "2019-07-26  23067.900167  0.042746    0.028715  0.014030  \n",
      "2019-07-25  23036.099833  0.041568    0.031286  0.010282  \n",
      "2019-07-24  23155.451500  0.041766    0.033382  0.008385  \n",
      "2019-07-23  23343.819833  0.041446    0.034995  0.006452  \n",
      "2019-07-22  23919.419833  0.039128    0.035821  0.003306  \n",
      "2019-07-19  23864.709833  0.048831    0.038423  0.010408  \n",
      "2019-07-18  23692.625833  0.055877    0.041914  0.013963  \n",
      "2019-07-17  23580.359167  0.063153    0.046162  0.016992  \n",
      "2019-07-16  23694.576167  0.068932    0.050716  0.018217  \n",
      "2019-07-15  23865.409500  0.069484    0.054469  0.015014  \n",
      "2019-07-12  23638.376167  0.073112    0.058198  0.014914  \n",
      "2019-07-11  23425.776167  0.070336    0.060626  0.009710  \n",
      "2019-07-10  23407.092000  0.068157    0.062132  0.006025  \n",
      "2019-07-09  23399.075000  0.067268    0.063159  0.004109  \n",
      "2019-07-08  23529.675167  0.068996    0.064327  0.004670  \n",
      "2019-07-05  23430.341833  0.078339    0.067129  0.011210  \n",
      "2019-07-04  23467.811833  0.079980    0.069699  0.010280  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('002306','2019-11-15','2.23','2.23','2.19','2.21','12353','2.246','2.341','2.512','2.401','24087','30492','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 600754\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low    volume  price_change  p_change  \\\n",
      "date                                                                       \n",
      "2019-11-29  23.65  24.11  24.08  23.62  31569.30          0.28      1.18   \n",
      "2019-11-28  24.09  24.12  23.80  23.70  20798.08         -0.29     -1.20   \n",
      "2019-11-27  23.86  24.44  24.09  23.67  36839.49          0.43      1.82   \n",
      "2019-11-26  23.88  24.30  23.66  23.66  54142.93         -0.10     -0.42   \n",
      "2019-11-25  23.36  23.83  23.76  23.13  19986.69          0.21      0.89   \n",
      "2019-11-22  23.48  24.16  23.55  23.25  30435.24          0.04      0.17   \n",
      "2019-11-21  23.85  23.92  23.51  23.41  14357.88         -0.21     -0.89   \n",
      "2019-11-20  23.59  24.00  23.72  23.48  36351.24          0.17      0.72   \n",
      "2019-11-19  23.60  23.66  23.55  23.30  40369.56          0.09      0.38   \n",
      "2019-11-18  22.30  23.68  23.46  22.24  36905.14          0.98      4.36   \n",
      "2019-11-15  22.70  22.90  22.48  22.48  18375.13         -0.22     -0.97   \n",
      "2019-11-14  23.00  23.19  22.70  22.56  19619.46         -0.33     -1.43   \n",
      "2019-11-13  23.39  23.39  23.03  22.81  22457.54         -0.19     -0.82   \n",
      "2019-11-12  23.21  23.46  23.22  23.09  18229.98         -0.14     -0.60   \n",
      "2019-11-11  23.63  23.68  23.36  23.28  27063.25         -0.20     -0.85   \n",
      "2019-11-08  23.96  24.07  23.56  23.40  36294.19         -0.19     -0.80   \n",
      "2019-11-07  23.30  23.97  23.75  23.26  36320.66          0.29      1.24   \n",
      "2019-11-06  23.48  23.86  23.46  23.40  44082.50         -0.04     -0.17   \n",
      "2019-11-05  23.07  23.74  23.50  23.07  55396.59          0.50      2.17   \n",
      "2019-11-04  22.44  23.32  23.00  22.41  51171.47          0.56      2.50   \n",
      "2019-11-01  22.32  22.46  22.44  21.93  34172.24          0.09      0.40   \n",
      "2019-10-31  21.60  22.55  22.35  21.60  62900.28          0.95      4.44   \n",
      "2019-10-30  21.94  22.23  21.40  21.20  46625.74         -0.40     -1.83   \n",
      "2019-10-29  22.25  22.25  21.80  21.80  25414.57         -0.35     -1.58   \n",
      "2019-10-28  22.09  22.41  22.15  22.04  22878.56          0.09      0.41   \n",
      "2019-10-25  21.99  22.16  22.06  21.76  16974.76          0.07      0.32   \n",
      "2019-10-24  22.58  22.58  21.99  21.93  35045.00         -0.52     -2.31   \n",
      "2019-10-23  22.76  22.76  22.51  22.48  10867.00         -0.19     -0.84   \n",
      "2019-10-22  22.61  22.75  22.70  22.43  14088.61          0.14      0.62   \n",
      "2019-10-21  22.69  22.84  22.56  22.53  16430.45         -0.31     -1.35   \n",
      "...           ...    ...    ...    ...       ...           ...       ...   \n",
      "2019-08-15  23.47  23.69  23.53  23.18  12636.98         -0.21     -0.89   \n",
      "2019-08-14  23.80  24.15  23.74  23.61  14167.12          0.16      0.68   \n",
      "2019-08-13  23.55  23.79  23.58  23.46   8428.90          0.03      0.13   \n",
      "2019-08-12  23.24  23.60  23.55  23.13   8497.06          0.23      0.99   \n",
      "2019-08-09  23.58  23.85  23.32  23.28  14134.98         -0.09     -0.38   \n",
      "2019-08-08  22.95  23.55  23.41  22.88  15118.40          0.43      1.87   \n",
      "2019-08-07  23.21  23.39  22.98  22.93   9837.00         -0.19     -0.82   \n",
      "2019-08-06  23.35  23.83  23.17  22.76  24506.96         -0.45     -1.91   \n",
      "2019-08-05  23.89  24.09  23.62  23.59  16187.17         -0.27     -1.13   \n",
      "2019-08-02  23.77  24.06  23.89  23.61  18451.60         -0.49     -2.01   \n",
      "2019-08-01  24.18  24.53  24.38  24.11  18642.08          0.25      1.04   \n",
      "2019-07-31  24.50  24.61  24.13  23.97  22528.09         -0.28     -1.15   \n",
      "2019-07-30  24.53  24.78  24.41  24.00  17963.60          0.10      0.41   \n",
      "2019-07-29  24.51  24.62  24.31  24.25  12381.78         -0.09     -0.37   \n",
      "2019-07-26  24.48  24.51  24.40  24.26  10160.05         -0.10     -0.41   \n",
      "2019-07-25  24.13  24.57  24.50  24.05  18378.51          0.28      1.16   \n",
      "2019-07-24  23.88  24.31  24.22  23.83  17837.30          0.35      1.47   \n",
      "2019-07-23  23.93  24.15  23.87  23.69  14481.63         -0.05     -0.21   \n",
      "2019-07-22  24.02  24.44  23.92  23.75  19056.53         -0.38     -1.56   \n",
      "2019-07-19  23.79  24.45  24.30  23.70  24096.10          0.75      3.19   \n",
      "2019-07-18  24.08  24.26  23.55  23.51  24252.14         -0.77     -3.17   \n",
      "2019-07-17  24.72  24.78  24.32  24.25  14179.98         -0.22     -0.90   \n",
      "2019-07-16  24.59  24.79  24.54  24.43   8885.60         -0.22     -0.89   \n",
      "2019-07-15  24.41  24.86  24.76  23.71  26714.40          0.35      1.43   \n",
      "2019-07-12  24.61  24.95  24.41  24.23  31300.83         -0.39     -1.57   \n",
      "2019-07-11  25.10  25.13  24.80  24.54  15544.87         -0.12     -0.48   \n",
      "2019-07-10  25.28  25.32  24.92  24.78  15968.66         -0.16     -0.64   \n",
      "2019-07-09  25.47  25.47  25.08  24.88  22023.16         -0.17     -0.67   \n",
      "2019-07-08  25.90  26.20  25.25  24.80  39396.34         -0.85     -3.26   \n",
      "2019-07-05  26.14  26.44  26.10  25.70  34343.90          0.11      0.42   \n",
      "\n",
      "               ma5    ma10    ma20     v_ma5    v_ma10    v_ma20       ma25  \\\n",
      "date                                                                          \n",
      "2019-11-29  23.878  23.718  23.462  32667.30  32175.56  32538.32  24.080000   \n",
      "2019-11-28  23.772  23.558  23.380  32440.49  30856.14  32668.46  23.940000   \n",
      "2019-11-27  23.714  23.448  23.308  31152.45  30738.28  34773.57  23.990000   \n",
      "2019-11-26  23.640  23.342  23.173  31054.80  29300.08  35262.89  23.907500   \n",
      "2019-11-25  23.618  23.298  23.080  28300.12  25708.79  33826.47  23.878000   \n",
      "2019-11-22  23.558  23.258  23.000  31683.81  26416.44  33971.06  23.823333   \n",
      "2019-11-21  23.344  23.259  22.925  29271.79  27002.34  33298.04  23.778571   \n",
      "2019-11-20  23.182  23.283  22.849  30324.11  29198.62  34332.39  23.771250   \n",
      "2019-11-19  23.044  23.257  22.789  27545.37  29971.74  33058.18  23.746667   \n",
      "2019-11-18  22.978  23.252  22.746  23117.45  31474.44  31744.13  23.718000   \n",
      "2019-11-15  22.958  23.206  22.701  21149.07  32901.08  30720.40  23.605455   \n",
      "2019-11-14  23.174  23.202  22.721  24732.88  34480.79  30909.10  23.530000   \n",
      "2019-11-13  23.384  23.167  22.749  28073.12  38808.87  30637.97  23.491538   \n",
      "2019-11-12  23.470  23.004  22.763  32398.12  41225.69  30491.43  23.472143   \n",
      "2019-11-11  23.526  22.862  22.771  39831.44  41944.15  30531.91  23.464667   \n",
      "2019-11-08  23.454  22.741  22.777  44653.08  41525.68  32074.34  23.470625   \n",
      "2019-11-07  23.230  22.591  22.744  44228.69  39593.74  31145.86  23.487059   \n",
      "2019-11-06  22.950  22.415  22.702  49544.62  39466.17  30393.92  23.485556   \n",
      "2019-11-05  22.538  22.320  22.660  50053.26  36144.62  29448.61  23.486316   \n",
      "2019-11-04  22.198  22.240  22.637  44056.86  32013.82  27660.78  23.462000   \n",
      "2019-11-01  22.028  22.196  22.644  38398.28  28539.72  25946.47  23.413333   \n",
      "2019-10-31  21.952  22.239  22.684  34958.78  27337.41  25365.65  23.365000   \n",
      "2019-10-30  21.880  22.330  22.727  29387.73  22467.08  23299.22  23.279565   \n",
      "2019-10-29  22.102  22.522  22.821  22235.98  19757.16  22170.21  23.217917   \n",
      "2019-10-28  22.282  22.680  22.907  19970.79  19119.68  22393.10  23.175200   \n",
      "2019-10-25  22.364  22.813  22.989  18681.16  22622.99  22853.67  23.094400   \n",
      "2019-10-24  22.526  22.897  23.095  19716.04  22697.98  24227.31  23.022000   \n",
      "2019-10-23  22.780  22.989  23.204  15546.42  21321.67  23974.39  22.958800   \n",
      "2019-10-22  22.942  22.999  23.269  17278.34  22752.59  24444.78  22.920400   \n",
      "2019-10-21  23.078  23.033  23.326  18268.57  23307.75  25254.21  22.872400   \n",
      "...            ...     ...     ...       ...       ...       ...        ...   \n",
      "2019-08-15  23.544  23.479  23.862  11573.01  14196.62  15874.59  23.914800   \n",
      "2019-08-14  23.520  23.564  23.863  12069.29  14797.13  16455.35  23.897200   \n",
      "2019-08-13  23.368  23.603  23.892  11203.27  15633.22  16455.99  23.888400   \n",
      "2019-08-12  23.286  23.686  23.940  14418.88  16586.69  16478.83  23.876800   \n",
      "2019-08-09  23.300  23.762  24.000  15956.90  16975.17  17389.70  23.837600   \n",
      "2019-08-08  23.414  23.870  24.055  16820.23  16577.67  18247.99  23.792000   \n",
      "2019-08-07  23.608  23.979  24.124  17524.96  16903.68  18269.31  23.729200   \n",
      "2019-08-06  23.838  24.103  24.221  20063.18  17703.71  18575.89  23.666000   \n",
      "2019-08-05  24.086  24.173  24.317  18754.51  16701.18  18451.70  23.610800   \n",
      "2019-08-02  24.224  24.203  24.398  17993.43  16988.12  19612.16  23.599600   \n",
      "2019-08-01  24.326  24.244  24.509  16335.12  17552.57  20406.78  23.608800   \n",
      "2019-07-31  24.350  24.161  24.589  16282.41  18113.57  20591.69  23.614800   \n",
      "2019-07-30  24.368  24.180  24.693  15344.25  17278.76  20759.87  23.637600   \n",
      "2019-07-29  24.260  24.193  24.792  14647.85  16370.96  21670.04  23.654400   \n",
      "2019-07-26  24.182  24.238  24.890  15982.80  17804.22  24117.91  23.669200   \n",
      "2019-07-25  24.162  24.239  24.902  18770.01  19918.30  25432.23  23.689600   \n",
      "2019-07-24  23.972  24.269  24.929  19944.74  19634.94  28034.42  23.716400   \n",
      "2019-07-23  23.992  24.339  24.908  19213.28  19448.07  30492.65  23.753200   \n",
      "2019-07-22  24.126  24.460  24.965  18094.07  20202.23  31118.12  23.803200   \n",
      "2019-07-19  24.294  24.593  25.024  19625.64  22236.21  31083.43  23.847200   \n",
      "2019-07-18  24.316  24.773  25.049  21066.59  23260.99  31653.09  23.848400   \n",
      "2019-07-17  24.566  25.017  25.114  19325.14  23069.80  32898.47  23.877600   \n",
      "2019-07-16  24.686  25.206  25.117  19682.87  24240.97  34676.25  23.905200   \n",
      "2019-07-15  24.794  25.390  25.057  22310.38  26969.12  35141.25  23.924000   \n",
      "2019-07-12  24.892  25.541  24.995  24846.77  30431.60  35501.36  23.952400   \n",
      "2019-07-11  25.230  25.564  24.960  25455.39  30946.15  34959.36  24.003200   \n",
      "2019-07-10  25.468  25.589  24.920  26814.46  36433.89  35014.00  24.050400   \n",
      "2019-07-09  25.726  25.476  24.879  28799.07  41537.23  35891.06  24.110400   \n",
      "2019-07-08  25.986  25.469  24.806  31627.86  42034.00  36833.93  24.178400   \n",
      "2019-07-05  26.190  25.454  24.725  36016.42  39930.66  35952.37  24.289600   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  31569.300000       NaN         NaN       NaN  \n",
      "2019-11-28  26183.690000       NaN         NaN       NaN  \n",
      "2019-11-27  29735.623333       NaN         NaN       NaN  \n",
      "2019-11-26  35837.450000       NaN         NaN       NaN  \n",
      "2019-11-25  32667.298000       NaN         NaN       NaN  \n",
      "2019-11-22  32295.288333       NaN         NaN       NaN  \n",
      "2019-11-21  29732.801429       NaN         NaN       NaN  \n",
      "2019-11-20  30560.106250       NaN         NaN       NaN  \n",
      "2019-11-19  31650.045556       NaN         NaN       NaN  \n",
      "2019-11-18  32175.555000       NaN         NaN       NaN  \n",
      "2019-11-15  30920.970909       NaN         NaN       NaN  \n",
      "2019-11-14  29979.178333       NaN         NaN       NaN  \n",
      "2019-11-13  29400.590769       NaN         NaN       NaN  \n",
      "2019-11-12  28602.690000       NaN         NaN       NaN  \n",
      "2019-11-11  28500.060667       NaN         NaN       NaN  \n",
      "2019-11-08  28987.193750       NaN         NaN       NaN  \n",
      "2019-11-07  29418.574118       NaN         NaN       NaN  \n",
      "2019-11-06  30233.236667       NaN         NaN       NaN  \n",
      "2019-11-05  31557.623684       NaN         NaN       NaN  \n",
      "2019-11-04  32538.316000       NaN         NaN       NaN  \n",
      "2019-11-01  32616.121905       NaN         NaN       NaN  \n",
      "2019-10-31  33992.674545       NaN         NaN       NaN  \n",
      "2019-10-30  34541.938261       NaN         NaN       NaN  \n",
      "2019-10-29  34161.631250       NaN         NaN       NaN  \n",
      "2019-10-28  33710.308400       NaN         NaN       NaN  \n",
      "2019-10-25  33066.633462       NaN         NaN       NaN  \n",
      "2019-10-24  33139.906296       NaN         NaN       NaN  \n",
      "2019-10-23  32344.445357       NaN         NaN       NaN  \n",
      "2019-10-22  31714.933793       NaN         NaN       NaN  \n",
      "2019-10-21  31205.451000       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  30454.974500 -0.007810    0.010366 -0.018176  \n",
      "2019-08-14  30364.102167 -0.002993    0.007694 -0.010687  \n",
      "2019-08-13  30130.291500 -0.011949    0.003765 -0.015714  \n",
      "2019-08-12  29968.076167 -0.021223   -0.001232 -0.019990  \n",
      "2019-08-09  29752.605000 -0.046594   -0.010305 -0.036289  \n",
      "2019-08-08  29399.675167 -0.058761   -0.019996 -0.038765  \n",
      "2019-08-07  28958.280833 -0.101926   -0.036382 -0.065544  \n",
      "2019-08-06  28632.021833 -0.119427   -0.052991 -0.066436  \n",
      "2019-08-05  27978.531500 -0.095880   -0.061569 -0.034311  \n",
      "2019-08-02  27433.200333 -0.054800   -0.060215  0.005415  \n",
      "2019-08-01  27174.364333  0.017098   -0.044752  0.061850  \n",
      "2019-07-31  26501.494500  0.053290   -0.025144  0.078434  \n",
      "2019-07-30  26023.792167  0.103375    0.000560  0.102815  \n",
      "2019-07-29  25806.579000  0.133460    0.027140  0.106320  \n",
      "2019-07-26  25594.603833  0.162689    0.054250  0.108439  \n",
      "2019-07-25  25617.999667  0.191713    0.081742  0.109970  \n",
      "2019-07-24  25331.204667  0.189931    0.103380  0.086551  \n",
      "2019-07-23  25391.448500  0.158451    0.114394  0.044056  \n",
      "2019-07-22  25474.247167  0.135969    0.118709  0.017260  \n",
      "2019-07-19  25602.008000  0.147120    0.124391  0.022728  \n",
      "2019-07-18  25637.058333  0.094350    0.118383 -0.024033  \n",
      "2019-07-17  25636.775667  0.113355    0.117377 -0.004022  \n",
      "2019-07-16  25459.425667  0.144504    0.122803  0.021701  \n",
      "2019-07-15  25587.336667  0.184811    0.135204  0.049607  \n",
      "2019-07-12  25143.822500  0.186364    0.145436  0.040928  \n",
      "2019-07-11  25107.493333  0.216569    0.159663  0.056906  \n",
      "2019-07-10  25018.938667  0.247338    0.177198  0.070140  \n",
      "2019-07-09  24966.387333  0.281389    0.198036  0.083353  \n",
      "2019-07-08  25295.657667  0.318422    0.222113  0.096309  \n",
      "2019-07-05  25586.635667  0.411615    0.260014  0.151601  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('600754','2019-11-15','22.70','22.90','22.48','22.48','18375','22.958','23.206','22.701','23.605','21149','30920','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 000428\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low    volume  price_change  p_change    ma5  \\\n",
      "date                                                                           \n",
      "2019-11-29  2.46  2.47   2.47  2.45  11267.31          0.00      0.00  2.480   \n",
      "2019-11-28  2.45  2.48   2.47  2.44  15179.80          0.02      0.82  2.478   \n",
      "2019-11-27  2.50  2.50   2.45  2.45  15212.00         -0.05     -2.00  2.476   \n",
      "2019-11-26  2.51  2.51   2.50  2.48  11502.00         -0.01     -0.40  2.476   \n",
      "2019-11-25  2.47  2.52   2.51  2.45  26348.00          0.05      2.03  2.464   \n",
      "2019-11-22  2.47  2.50   2.46  2.44  20699.85          0.00      0.00  2.446   \n",
      "2019-11-21  2.44  2.47   2.46  2.43  16663.50          0.01      0.41  2.438   \n",
      "2019-11-20  2.44  2.47   2.45  2.43  11736.00          0.01      0.41  2.434   \n",
      "2019-11-19  2.44  2.45   2.44  2.42  22287.32          0.02      0.83  2.434   \n",
      "2019-11-18  2.42  2.44   2.42  2.41  11142.50          0.00      0.00  2.438   \n",
      "2019-11-15  2.45  2.45   2.42  2.42   8419.00         -0.02     -0.82  2.448   \n",
      "2019-11-14  2.45  2.45   2.44  2.42  12460.00         -0.01     -0.41  2.474   \n",
      "2019-11-13  2.48  2.48   2.45  2.42  13355.00         -0.01     -0.41  2.502   \n",
      "2019-11-12  2.48  2.48   2.46  2.44  17608.00         -0.01     -0.41  2.524   \n",
      "2019-11-11  2.56  2.56   2.47  2.46  28388.00         -0.08     -3.14  2.552   \n",
      "2019-11-08  2.60  2.60   2.55  2.55   8753.00         -0.03     -1.16  2.584   \n",
      "2019-11-07  2.58  2.61   2.58  2.55  14985.98          0.02      0.78  2.600   \n",
      "2019-11-06  2.63  2.63   2.56  2.56  19267.01         -0.04     -1.54  2.604   \n",
      "2019-11-05  2.64  2.64   2.60  2.60  10958.00         -0.03     -1.14  2.610   \n",
      "2019-11-04  2.65  2.65   2.63  2.60  14376.01          0.00      0.00  2.614   \n",
      "2019-11-01  2.60  2.63   2.63  2.58  13745.00          0.03      1.15  2.622   \n",
      "2019-10-31  2.61  2.63   2.60  2.58  15257.37          0.01      0.39  2.624   \n",
      "2019-10-30  2.63  2.63   2.59  2.58  14075.00         -0.03     -1.15  2.632   \n",
      "2019-10-29  2.68  2.68   2.62  2.61  17722.13         -0.05     -1.87  2.638   \n",
      "2019-10-28  2.65  2.68   2.67  2.63  22748.64          0.03      1.14  2.644   \n",
      "2019-10-25  2.64  2.66   2.64  2.62  11381.06          0.00      0.00  2.618   \n",
      "2019-10-24  2.62  2.64   2.64  2.61   9436.73          0.02      0.76  2.598   \n",
      "2019-10-23  2.65  2.66   2.62  2.61  11340.00         -0.03     -1.13  2.588   \n",
      "2019-10-22  2.55  2.67   2.65  2.54  45540.62          0.11      4.33  2.590   \n",
      "2019-10-21  2.55  2.55   2.54  2.51  11388.29          0.00      0.00  2.584   \n",
      "...          ...   ...    ...   ...       ...           ...       ...    ...   \n",
      "2019-08-15  2.59  2.59   2.57  2.53  17299.00         -0.04     -1.53  2.596   \n",
      "2019-08-14  2.63  2.65   2.61  2.60  18804.00          0.00      0.00  2.606   \n",
      "2019-08-13  2.61  2.64   2.61  2.60  12233.50          0.00      0.00  2.602   \n",
      "2019-08-12  2.58  2.62   2.61  2.58  11100.00          0.03      1.16  2.598   \n",
      "2019-08-09  2.62  2.63   2.58  2.57   8057.00         -0.04     -1.53  2.618   \n",
      "2019-08-08  2.60  2.62   2.62  2.57  15386.96          0.03      1.16  2.654   \n",
      "2019-08-07  2.60  2.62   2.59  2.59  12017.00          0.00      0.00  2.690   \n",
      "2019-08-06  2.70  2.70   2.59  2.53  31056.00         -0.12     -4.43  2.730   \n",
      "2019-08-05  2.77  2.77   2.71  2.70  12425.01         -0.05     -1.81  2.778   \n",
      "2019-08-02  2.79  2.79   2.76  2.75  12653.23         -0.04     -1.43  2.798   \n",
      "2019-08-01  2.80  2.82   2.80  2.79  10830.20          0.01      0.36  2.810   \n",
      "2019-07-31  2.84  2.84   2.79  2.78  11069.00         -0.04     -1.41  2.820   \n",
      "2019-07-30  2.82  2.85   2.83  2.81   8827.50          0.02      0.71  2.820   \n",
      "2019-07-29  2.83  2.84   2.81  2.81   5315.00         -0.01     -0.35  2.802   \n",
      "2019-07-26  2.85  2.85   2.82  2.81   7357.00         -0.03     -1.05  2.786   \n",
      "2019-07-25  2.79  2.85   2.85  2.77  13378.63          0.06      2.15  2.784   \n",
      "2019-07-24  2.74  2.79   2.79  2.74  10845.00          0.05      1.82  2.778   \n",
      "2019-07-23  2.74  2.76   2.74  2.73   8567.10          0.01      0.37  2.790   \n",
      "2019-07-22  2.81  2.83   2.73  2.71  20766.10         -0.08     -2.85  2.810   \n",
      "2019-07-19  2.83  2.85   2.81  2.81  12975.00         -0.01     -0.35  2.832   \n",
      "2019-07-18  2.85  2.85   2.82  2.82  11045.00         -0.03     -1.05  2.832   \n",
      "2019-07-17  2.85  2.87   2.85  2.83  12724.64          0.01      0.35  2.832   \n",
      "2019-07-16  2.84  2.85   2.84  2.82   7948.00          0.00      0.00  2.826   \n",
      "2019-07-15  2.82  2.84   2.84  2.79  14550.14          0.03      1.07  2.824   \n",
      "2019-07-12  2.84  2.84   2.81  2.81  10951.07         -0.01     -0.35  2.824   \n",
      "2019-07-11  2.82  2.85   2.82  2.82  15016.00          0.00      0.00  2.846   \n",
      "2019-07-10  2.83  2.83   2.82  2.80  11155.00         -0.01     -0.35  2.866   \n",
      "2019-07-09  2.85  2.85   2.83  2.82  12447.00         -0.01     -0.35  2.890   \n",
      "2019-07-08  2.92  2.93   2.84  2.83  28751.00         -0.08     -2.74  2.920   \n",
      "2019-07-05  2.94  2.94   2.92  2.91  14760.91          0.00      0.00  2.952   \n",
      "\n",
      "             ma10   ma20     v_ma5    v_ma10    v_ma20      ma25  \\\n",
      "date                                                               \n",
      "2019-11-29  2.463  2.490  15901.82  16203.83  15530.41  2.470000   \n",
      "2019-11-28  2.458  2.498  17788.33  15919.00  15654.30  2.470000   \n",
      "2019-11-27  2.455  2.504  18085.07  15647.02  15658.18  2.463333   \n",
      "2019-11-26  2.455  2.511  17389.87  15461.32  15601.33  2.472500   \n",
      "2019-11-25  2.451  2.517  19546.93  16071.92  15912.33  2.480000   \n",
      "2019-11-22  2.447  2.525  16505.83  16275.92  15732.37  2.476667   \n",
      "2019-11-21  2.456  2.534  14049.66  15081.23  15266.43  2.474286   \n",
      "2019-11-20  2.468  2.543  13208.96  14913.48  14905.09  2.471250   \n",
      "2019-11-19  2.479  2.552  13532.76  15666.58  14885.29  2.467778   \n",
      "2019-11-18  2.495  2.562  12596.90  14533.65  16047.95  2.463000   \n",
      "2019-11-15  2.516  2.568  16046.00  14857.00  16060.24  2.459091   \n",
      "2019-11-14  2.537  2.574  16112.80  15389.60  16708.72  2.457500   \n",
      "2019-11-13  2.553  2.582  16618.00  15669.34  16882.57  2.456923   \n",
      "2019-11-12  2.567  2.591  17800.40  15741.34  16932.29  2.457143   \n",
      "2019-11-11  2.583  2.599  16470.40  15752.75  16627.66  2.458000   \n",
      "2019-11-08  2.603  2.608  13668.00  15188.81  16252.66  2.463750   \n",
      "2019-11-07  2.612  2.611  14666.40  15451.62  16793.88  2.470588   \n",
      "2019-11-06  2.618  2.613  14720.68  14896.70  16789.18  2.475556   \n",
      "2019-11-05  2.624  2.615  13682.28  14103.99  16593.38  2.482105   \n",
      "2019-11-04  2.629  2.615  15035.10  17562.26  16703.98  2.489500   \n",
      "2019-11-01  2.620  2.615  16709.63  17263.48  16585.50  2.496190   \n",
      "2019-10-31  2.611  2.615  16236.84  18027.84  16598.11  2.500909   \n",
      "2019-10-30  2.610  2.614  15072.71  18095.81  17444.21  2.504783   \n",
      "2019-10-29  2.614  2.616  14525.71  18123.24  17816.26  2.509583   \n",
      "2019-10-28  2.614  2.620  20089.41  17502.58  17899.85  2.516000   \n",
      "2019-10-25  2.612  2.622  17817.34  17316.51  18390.77  2.522800   \n",
      "2019-10-24  2.610  2.628  19818.85  18136.14  18998.32  2.529600   \n",
      "2019-10-23  2.607  2.633  21118.90  18681.66  20624.14  2.536400   \n",
      "2019-10-22  2.605  2.635  21720.77  19082.76  21477.39  2.542400   \n",
      "2019-10-21  2.600  2.637  14915.74  15845.70  21360.17  2.543600   \n",
      "...           ...    ...       ...       ...       ...       ...   \n",
      "2019-08-15  2.625  2.711  13498.70  15103.17  13048.11  2.683200   \n",
      "2019-08-14  2.648  2.724  13116.29  14456.29  12735.41  2.678000   \n",
      "2019-08-13  2.666  2.736  11758.89  13682.79  12431.44  2.675600   \n",
      "2019-08-12  2.688  2.747  15523.39  13342.19  12217.17  2.672800   \n",
      "2019-08-09  2.708  2.759  15788.39  12763.69  12389.68  2.665600   \n",
      "2019-08-08  2.732  2.770  16707.64  12693.69  12534.38  2.660000   \n",
      "2019-08-07  2.755  2.780  15796.29  12492.86  12515.83  2.653600   \n",
      "2019-08-06  2.775  2.792  15606.69  12375.66  12472.73  2.646800   \n",
      "2019-08-05  2.790  2.804  11160.99  10126.77  11542.28  2.644800   \n",
      "2019-08-02  2.792  2.810   9738.99  10960.88  12358.58  2.645600   \n",
      "2019-08-01  2.797  2.818   8679.74  10993.05  12463.96  2.647600   \n",
      "2019-07-31  2.799  2.824   9189.43  11014.53  13036.35  2.649200   \n",
      "2019-07-30  2.805  2.832   9144.63  11180.10  13435.55  2.653600   \n",
      "2019-07-29  2.806  2.839   9092.55  11092.15  14187.22  2.658400   \n",
      "2019-07-26  2.809  2.849  12182.77  12015.66  15606.52  2.665600   \n",
      "2019-07-25  2.808  2.855  13306.37  12375.07  16853.25  2.672000   \n",
      "2019-07-24  2.805  2.861  12839.64  12538.81  18210.32  2.673200   \n",
      "2019-07-23  2.808  2.870  13215.57  12569.81  21720.11  2.677600   \n",
      "2019-07-22  2.817  2.888  13091.75  12957.80  29906.20  2.683600   \n",
      "2019-07-19  2.828  2.909  11848.56  13756.29  32787.85  2.691200   \n",
      "2019-07-18  2.839  2.924  11443.77  13934.88  35455.26  2.699200   \n",
      "2019-07-17  2.849  2.936  12237.97  15058.17  35841.84  2.709200   \n",
      "2019-07-16  2.858  2.946  11924.04  15691.00  35926.23  2.717200   \n",
      "2019-07-15  2.872  2.956  12823.84  17282.30  36617.85  2.725600   \n",
      "2019-07-12  2.888  2.961  15664.01  19197.38  36422.94  2.735200   \n",
      "2019-07-11  2.902  2.967  16425.98  21331.44  36878.89  2.745200   \n",
      "2019-07-10  2.916  2.977  17878.36  23881.84  37450.43  2.753600   \n",
      "2019-07-09  2.932  2.987  19457.96  30870.42  39140.76  2.762400   \n",
      "2019-07-08  2.959  3.001  21740.75  46854.61  44490.37  2.771600   \n",
      "2019-07-05  2.990  3.015  22730.75  51819.42  45723.61  2.785200   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  11267.310000       NaN         NaN       NaN  \n",
      "2019-11-28  13223.555000       NaN         NaN       NaN  \n",
      "2019-11-27  13886.370000       NaN         NaN       NaN  \n",
      "2019-11-26  13290.277500       NaN         NaN       NaN  \n",
      "2019-11-25  15901.822000       NaN         NaN       NaN  \n",
      "2019-11-22  16701.493333       NaN         NaN       NaN  \n",
      "2019-11-21  16696.065714       NaN         NaN       NaN  \n",
      "2019-11-20  16076.057500       NaN         NaN       NaN  \n",
      "2019-11-19  16766.197778       NaN         NaN       NaN  \n",
      "2019-11-18  16203.828000       NaN         NaN       NaN  \n",
      "2019-11-15  15496.116364       NaN         NaN       NaN  \n",
      "2019-11-14  15243.106667       NaN         NaN       NaN  \n",
      "2019-11-13  15097.867692       NaN         NaN       NaN  \n",
      "2019-11-12  15277.162857       NaN         NaN       NaN  \n",
      "2019-11-11  16151.218667       NaN         NaN       NaN  \n",
      "2019-11-08  15688.830000       NaN         NaN       NaN  \n",
      "2019-11-07  15647.485882       NaN         NaN       NaN  \n",
      "2019-11-06  15848.570556       NaN         NaN       NaN  \n",
      "2019-11-05  15591.172105       NaN         NaN       NaN  \n",
      "2019-11-04  15530.414000       NaN         NaN       NaN  \n",
      "2019-11-01  15445.394286       NaN         NaN       NaN  \n",
      "2019-10-31  15436.847727       NaN         NaN       NaN  \n",
      "2019-10-30  15377.636957       NaN         NaN       NaN  \n",
      "2019-10-29  15475.324167       NaN         NaN       NaN  \n",
      "2019-10-28  15766.256800       NaN         NaN       NaN  \n",
      "2019-10-25  15597.595385       NaN         NaN       NaN  \n",
      "2019-10-24  15369.415185       NaN         NaN       NaN  \n",
      "2019-10-23  15225.507500       NaN         NaN       NaN  \n",
      "2019-10-22  16270.856207       NaN         NaN       NaN  \n",
      "2019-10-21  16108.104000       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  21054.746500 -0.021370   -0.005939 -0.015431  \n",
      "2019-08-14  21160.479833 -0.021134   -0.008978 -0.012156  \n",
      "2019-08-13  21141.788167 -0.020708   -0.011324 -0.009384  \n",
      "2019-08-12  21033.321500 -0.020139   -0.013087 -0.007052  \n",
      "2019-08-09  20694.471500 -0.021856   -0.014841 -0.007015  \n",
      "2019-08-08  20805.037500 -0.019762   -0.015825 -0.003937  \n",
      "2019-08-07  20755.554500 -0.020289   -0.016718 -0.003571  \n",
      "2019-08-06  20952.037667 -0.020471   -0.017469 -0.003002  \n",
      "2019-08-05  20976.487833 -0.010807   -0.016136  0.005329  \n",
      "2019-08-02  20947.774833  0.000875   -0.012734  0.013610  \n",
      "2019-08-01  20899.194833  0.013210   -0.007545  0.020755  \n",
      "2019-07-31  20829.388667  0.021925   -0.001651  0.023576  \n",
      "2019-07-30  20741.930333  0.031694    0.005018  0.026676  \n",
      "2019-07-29  20535.144833  0.037392    0.011493  0.025899  \n",
      "2019-07-26  20278.617500  0.042227    0.017639  0.024587  \n",
      "2019-07-25  20311.910333  0.047927    0.023697  0.024230  \n",
      "2019-07-24  20335.381500  0.047061    0.028370  0.018691  \n",
      "2019-07-23  20289.166500  0.041857    0.031067  0.010790  \n",
      "2019-07-22  19876.257833  0.036505    0.032155  0.004350  \n",
      "2019-07-19  19902.703000  0.038278    0.033379  0.004899  \n",
      "2019-07-18  19730.309667  0.040028    0.034709  0.005319  \n",
      "2019-07-17  19676.770333  0.043337    0.036435  0.006902  \n",
      "2019-07-16  19570.081667  0.044637    0.038075  0.006562  \n",
      "2019-07-15  19620.658833  0.045148    0.039490  0.005658  \n",
      "2019-07-12  19455.043333  0.042640    0.040120  0.002520  \n",
      "2019-07-11  19379.021667  0.040987    0.040293  0.000693  \n",
      "2019-07-10  19316.738333  0.039224    0.040079 -0.000855  \n",
      "2019-07-09  19268.338333  0.038194    0.039702 -0.001508  \n",
      "2019-07-08  19528.021667  0.037750    0.039312 -0.001562  \n",
      "2019-07-05  19573.928333  0.043353    0.040120  0.003233  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('000428','2019-11-15','2.45','2.45','2.42','2.42','8419','2.448','2.516','2.568','2.459','16046','15496','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 002186\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low    volume  price_change  p_change  \\\n",
      "date                                                                       \n",
      "2019-11-29   9.94   9.96   9.94   9.88   4488.00          0.05      0.51   \n",
      "2019-11-28   9.97  10.08   9.89   9.89   6609.00         -0.08     -0.80   \n",
      "2019-11-27   9.99  10.02   9.97   9.89   6165.06          0.01      0.10   \n",
      "2019-11-26   9.90  10.08   9.96   9.85  10809.02          0.02      0.20   \n",
      "2019-11-25   9.85   9.94   9.94   9.73   9132.92          0.09      0.91   \n",
      "2019-11-22   9.83   9.94   9.85   9.77   7918.04          0.03      0.30   \n",
      "2019-11-21   9.86   9.91   9.82   9.78   8351.04         -0.08     -0.81   \n",
      "2019-11-20   9.90   9.93   9.90   9.86   4295.00         -0.02     -0.20   \n",
      "2019-11-19   9.85   9.94   9.92   9.80   6075.04          0.08      0.81   \n",
      "2019-11-18   9.82   9.87   9.84   9.75   5790.12          0.04      0.41   \n",
      "2019-11-15   9.90   9.90   9.80   9.75   7412.01         -0.09     -0.91   \n",
      "2019-11-14   9.96   9.99   9.89   9.86   8138.00         -0.04     -0.40   \n",
      "2019-11-13  10.00  10.04   9.93   9.91   5716.08         -0.13     -1.29   \n",
      "2019-11-12  10.11  10.11  10.06   9.90   6101.00          0.00      0.00   \n",
      "2019-11-11  10.21  10.27  10.06  10.02   9581.92         -0.23     -2.23   \n",
      "2019-11-08  10.35  10.37  10.29  10.29   6354.65         -0.02     -0.19   \n",
      "2019-11-07  10.34  10.39  10.31  10.31   6714.00         -0.02     -0.19   \n",
      "2019-11-06  10.35  10.39  10.33  10.30   5292.00          0.00      0.00   \n",
      "2019-11-05  10.29  10.48  10.33  10.24   7622.92          0.07      0.68   \n",
      "2019-11-04  10.23  10.32  10.26  10.23   6950.00         -0.01     -0.10   \n",
      "2019-11-01  10.23  10.27  10.27  10.16   5920.00          0.08      0.79   \n",
      "2019-10-31  10.30  10.32  10.19  10.15  10720.00         -0.05     -0.49   \n",
      "2019-10-30  10.43  10.48  10.24  10.24   9304.66         -0.23     -2.20   \n",
      "2019-10-29  10.54  10.54  10.47  10.43   7616.00         -0.06     -0.57   \n",
      "2019-10-28  10.46  10.57  10.53  10.35   8754.92          0.03      0.29   \n",
      "2019-10-25  10.42  10.55  10.50  10.37   8476.00          0.13      1.25   \n",
      "2019-10-24  10.35  10.43  10.37  10.32   7015.00         -0.02     -0.19   \n",
      "2019-10-23  10.43  10.43  10.39  10.33   4915.11         -0.04     -0.38   \n",
      "2019-10-22  10.33  10.45  10.43  10.30   4785.00          0.06      0.58   \n",
      "2019-10-21  10.39  10.44  10.37  10.31   6180.17         -0.05     -0.48   \n",
      "...           ...    ...    ...    ...       ...           ...       ...   \n",
      "2019-08-15  10.27  10.37  10.32  10.13   6537.02         -0.09     -0.86   \n",
      "2019-08-14  10.46  10.48  10.41  10.40   6182.00          0.04      0.39   \n",
      "2019-08-13  10.40  10.40  10.37  10.34  10062.77         -0.10     -0.95   \n",
      "2019-08-12  10.46  10.48  10.47  10.23   9833.23          0.02      0.19   \n",
      "2019-08-09  10.60  10.61  10.45  10.41   9040.00         -0.12     -1.14   \n",
      "2019-08-08  10.61  10.65  10.57  10.53   3774.00         -0.01     -0.10   \n",
      "2019-08-07  10.59  10.63  10.58  10.51   7040.70          0.04      0.38   \n",
      "2019-08-06  10.84  10.84  10.54  10.45  12849.07         -0.39     -3.57   \n",
      "2019-08-05  11.12  11.18  10.93  10.93   8420.00         -0.21     -1.89   \n",
      "2019-08-02  11.18  11.19  11.14  11.09   8094.07         -0.13     -1.15   \n",
      "2019-08-01  11.37  11.39  11.27  11.25   4985.24         -0.11     -0.97   \n",
      "2019-07-31  11.28  11.41  11.38  11.23   9865.00          0.08      0.71   \n",
      "2019-07-30  11.39  11.45  11.30  11.27  11675.75         -0.16     -1.40   \n",
      "2019-07-29  11.25  11.80  11.46  11.17  13254.62          0.19      1.69   \n",
      "2019-07-26  11.24  11.31  11.27  11.20   3809.01          0.02      0.18   \n",
      "2019-07-25  11.26  11.34  11.25  11.22   5251.00         -0.01     -0.09   \n",
      "2019-07-24  11.22  11.35  11.26  11.21   6466.62          0.07      0.63   \n",
      "2019-07-23  11.14  11.22  11.19  11.14   4045.62          0.06      0.54   \n",
      "2019-07-22  11.37  11.38  11.13  11.12   8372.00         -0.23     -2.02   \n",
      "2019-07-19  11.35  11.39  11.36  11.30   7658.00          0.05      0.44   \n",
      "2019-07-18  11.46  11.46  11.31  11.30   4978.18         -0.17     -1.48   \n",
      "2019-07-17  11.44  11.50  11.48  11.39   3931.20          0.03      0.26   \n",
      "2019-07-16  11.46  11.55  11.45  11.42   4385.00         -0.01     -0.09   \n",
      "2019-07-15  11.41  11.48  11.46  11.33   5030.96          0.03      0.26   \n",
      "2019-07-12  11.40  11.49  11.43  11.36   6691.23         -0.02     -0.17   \n",
      "2019-07-11  11.39  11.45  11.45  11.35   5332.00          0.09      0.79   \n",
      "2019-07-10  11.40  11.43  11.36  11.36   3650.00         -0.04     -0.35   \n",
      "2019-07-09  11.40  11.44  11.40  11.30   8313.00         -0.01     -0.09   \n",
      "2019-07-08  11.70  11.72  11.41  11.39  11280.51         -0.32     -2.73   \n",
      "2019-07-05  11.73  11.77  11.73  11.68   5867.10         -0.01     -0.09   \n",
      "\n",
      "               ma5    ma10    ma20     v_ma5    v_ma10    v_ma20       ma25  \\\n",
      "date                                                                          \n",
      "2019-11-29   9.940   9.903  10.015   7440.80   6963.32   6975.79   9.940000   \n",
      "2019-11-28   9.922   9.889  10.031   8126.81   7255.73   7047.39   9.915000   \n",
      "2019-11-27   9.908   9.889  10.046   8475.22   7408.63   7252.94   9.933333   \n",
      "2019-11-26   9.894   9.885  10.060   8101.20   7363.73   7409.92   9.940000   \n",
      "2019-11-25   9.886   9.895  10.085   7154.41   6892.93   7250.27   9.940000   \n",
      "2019-11-22   9.866   9.907  10.115   6485.85   6937.83   7231.37   9.925000   \n",
      "2019-11-21   9.856   9.951  10.147   6384.64   6781.49   7259.27   9.910000   \n",
      "2019-11-20   9.870  10.000  10.175   6342.03   6617.78   7192.47   9.908750   \n",
      "2019-11-19   9.876  10.043  10.199   6626.25   6717.48   7223.47   9.910000   \n",
      "2019-11-18   9.904  10.084  10.225   6631.44   6872.27   7158.97   9.903000   \n",
      "2019-11-15   9.948  10.126  10.251   7389.80   6988.26   7178.47   9.893636   \n",
      "2019-11-14  10.046  10.173  10.282   7178.33   6839.06   7328.15   9.893333   \n",
      "2019-11-13  10.130  10.203  10.314   6893.53   7097.26   7382.40   9.896154   \n",
      "2019-11-12  10.210  10.234  10.351   6808.71   7456.12   7607.99   9.907857   \n",
      "2019-11-11  10.264  10.275  10.377   7113.10   7607.62   7722.84   9.918000   \n",
      "2019-11-08  10.304  10.322  10.409   6586.71   7524.92   7857.54   9.941250   \n",
      "2019-11-07  10.300  10.343  10.425   6499.78   7737.05   8108.31   9.962941   \n",
      "2019-11-06  10.276  10.349  10.441   7300.98   7767.15   8222.31   9.983333   \n",
      "2019-11-05  10.258  10.355  10.455   8103.52   7729.46   8461.76  10.001579   \n",
      "2019-11-04  10.286  10.365  10.467   8102.13   7445.67   8559.71  10.014500   \n",
      "2019-11-01  10.340  10.376  10.491   8463.12   7368.69   8554.62  10.026667   \n",
      "2019-10-31  10.386  10.391  10.519   8974.32   7817.24   8863.42  10.034091   \n",
      "2019-10-30  10.422  10.424  10.544   8233.32   7667.54   9112.24  10.043043   \n",
      "2019-10-29  10.452  10.467  10.577   7355.41   7759.87   9340.71  10.060833   \n",
      "2019-10-28  10.444  10.478  10.611   6789.21   7838.07   9831.94  10.079600   \n",
      "2019-10-25  10.412  10.495  10.645   6274.26   8190.16  10339.54  10.102000   \n",
      "2019-10-24  10.396  10.506  10.685   6660.16   8479.56  10838.39  10.121200   \n",
      "2019-10-23  10.426  10.533  10.735   7101.76   8677.46  12771.45  10.138000   \n",
      "2019-10-22  10.482  10.554  10.767   8164.33   9194.05  13199.63  10.156800   \n",
      "2019-10-21  10.512  10.569  10.788   8886.93   9673.76  13663.51  10.174000   \n",
      "...            ...     ...     ...       ...       ...       ...        ...   \n",
      "2019-08-15  10.404  10.578  10.933   8331.00   8183.29   7860.79  10.792800   \n",
      "2019-08-14  10.454  10.673  10.982   7778.40   8028.11   7782.84  10.754800   \n",
      "2019-08-13  10.488  10.770  11.036   7950.14   8396.41   7670.30  10.728000   \n",
      "2019-08-12  10.522  10.863  11.090   8507.40   8557.71   7386.42  10.713200   \n",
      "2019-08-09  10.614  10.962  11.139   8224.75   8899.85   7146.30  10.684400   \n",
      "2019-08-08  10.752  11.044  11.188   8035.57   8376.75   7028.86  10.652000   \n",
      "2019-08-07  10.892  11.112  11.232   8277.82   8524.45   7106.76  10.637200   \n",
      "2019-08-06  11.052  11.180  11.271   8842.68   8467.04   6937.23  10.617600   \n",
      "2019-08-05  11.204  11.245  11.314   8608.01   7586.69   6710.43  10.611600   \n",
      "2019-08-02  11.310  11.265  11.338   9574.94   7581.89   6853.45  10.617600   \n",
      "2019-08-01  11.336  11.287  11.368   8717.92   7538.29   6742.10  10.634000   \n",
      "2019-07-31  11.332  11.291  11.391   8771.08   7537.58   7097.71  10.658000   \n",
      "2019-07-30  11.308  11.301  11.416   8091.40   6944.20   8019.44  10.681600   \n",
      "2019-07-29  11.286  11.316  11.437   6565.37   6215.13   8156.64  10.711600   \n",
      "2019-07-26  11.220  11.316  11.455   5588.85   5392.76   8252.79  10.740000   \n",
      "2019-07-25  11.238  11.332  11.473   6358.65   5680.98   8618.69  10.767200   \n",
      "2019-07-24  11.250  11.352  11.492   6304.08   5689.08   8821.19  10.790800   \n",
      "2019-07-23  11.294  11.362  11.508   5797.00   5407.42   8805.02  10.805600   \n",
      "2019-07-22  11.346  11.383  11.525   5864.88   5834.16   9012.00  10.825200   \n",
      "2019-07-19  11.412  11.411  11.549   5196.67   6125.01   8926.60  10.854800   \n",
      "2019-07-18  11.426  11.448  11.564   5003.31   5945.92   9367.60  10.880400   \n",
      "2019-07-17  11.454  11.491  11.578   5074.08   6657.84   9657.91  10.916400   \n",
      "2019-07-16  11.430  11.531  11.577   5017.84   9094.68   9902.22  10.951600   \n",
      "2019-07-15  11.420  11.557  11.575   5803.44  10098.15   9864.03  10.987600   \n",
      "2019-07-12  11.410  11.594  11.574   7053.35  11112.83   9850.04  11.031200   \n",
      "2019-07-11  11.470  11.614  11.577   6888.52  11556.41   9936.10  11.076400   \n",
      "2019-07-10  11.528  11.631  11.583   8241.60  11953.31   9991.91  11.114400   \n",
      "2019-07-09  11.632  11.653  11.593  13171.53  12202.63  10041.53  11.155600   \n",
      "2019-07-08  11.694  11.667  11.603  14392.85  12189.85  10078.34  11.193200   \n",
      "2019-07-05  11.778  11.687  11.601  15172.31  11728.19   9720.36  11.244400   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29   4488.000000       NaN         NaN       NaN  \n",
      "2019-11-28   5548.500000       NaN         NaN       NaN  \n",
      "2019-11-27   5754.020000       NaN         NaN       NaN  \n",
      "2019-11-26   7017.770000       NaN         NaN       NaN  \n",
      "2019-11-25   7440.800000       NaN         NaN       NaN  \n",
      "2019-11-22   7520.340000       NaN         NaN       NaN  \n",
      "2019-11-21   7639.011429       NaN         NaN       NaN  \n",
      "2019-11-20   7221.010000       NaN         NaN       NaN  \n",
      "2019-11-19   7093.680000       NaN         NaN       NaN  \n",
      "2019-11-18   6963.324000       NaN         NaN       NaN  \n",
      "2019-11-15   7004.113636       NaN         NaN       NaN  \n",
      "2019-11-14   7098.604167       NaN         NaN       NaN  \n",
      "2019-11-13   6992.256154       NaN         NaN       NaN  \n",
      "2019-11-12   6928.595000       NaN         NaN       NaN  \n",
      "2019-11-11   7105.483333       NaN         NaN       NaN  \n",
      "2019-11-08   7058.556250       NaN         NaN       NaN  \n",
      "2019-11-07   7038.288235       NaN         NaN       NaN  \n",
      "2019-11-06   6941.272222       NaN         NaN       NaN  \n",
      "2019-11-05   6977.148421       NaN         NaN       NaN  \n",
      "2019-11-04   6975.791000       NaN         NaN       NaN  \n",
      "2019-11-01   6925.515238       NaN         NaN       NaN  \n",
      "2019-10-31   7097.991818       NaN         NaN       NaN  \n",
      "2019-10-30   7193.933913       NaN         NaN       NaN  \n",
      "2019-10-29   7211.520000       NaN         NaN       NaN  \n",
      "2019-10-28   7273.256000       NaN         NaN       NaN  \n",
      "2019-10-25   7319.515385       NaN         NaN       NaN  \n",
      "2019-10-24   7308.237037       NaN         NaN       NaN  \n",
      "2019-10-23   7222.768214       NaN         NaN       NaN  \n",
      "2019-10-22   7138.707241       NaN         NaN       NaN  \n",
      "2019-10-21   7106.756000       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  11545.297667 -0.093726   -0.039595 -0.054131  \n",
      "2019-08-14  11512.697667 -0.099660   -0.051608 -0.048052  \n",
      "2019-08-13  11585.142500 -0.106364   -0.062559 -0.043804  \n",
      "2019-08-12  11647.346333 -0.102427   -0.070533 -0.031894  \n",
      "2019-08-09  11638.314333 -0.099770   -0.076380 -0.023390  \n",
      "2019-08-08  11595.303500 -0.086980   -0.078500 -0.008479  \n",
      "2019-08-07  11600.748500 -0.075169   -0.077834  0.002665  \n",
      "2019-08-06  11726.699667 -0.068251   -0.075917  0.007667  \n",
      "2019-08-05  11739.984333 -0.030941   -0.066922  0.035981  \n",
      "2019-08-02  11759.052167  0.015395   -0.050459  0.065854  \n",
      "2019-08-01  11743.472833  0.061893   -0.027988  0.089881  \n",
      "2019-07-31  11729.222833  0.106393   -0.001112  0.107505  \n",
      "2019-07-30  11768.741000  0.133663    0.025843  0.107820  \n",
      "2019-07-29  11862.718000  0.166269    0.053928  0.112341  \n",
      "2019-07-26  11780.286167  0.174763    0.078095  0.096668  \n",
      "2019-07-25  11726.536167  0.177831    0.098042  0.079789  \n",
      "2019-07-24  11717.396500  0.179006    0.114235  0.064771  \n",
      "2019-07-23  11702.905000  0.172303    0.125848  0.046454  \n",
      "2019-07-22  11762.688333  0.160301    0.132739  0.027562  \n",
      "2019-07-19  11787.318833  0.167418    0.139675  0.027743  \n",
      "2019-07-18  11696.863500  0.167098    0.145159  0.021939  \n",
      "2019-07-17  11608.666500  0.178504    0.151828  0.026676  \n",
      "2019-07-16  11511.284167  0.183014    0.158065  0.024948  \n",
      "2019-07-15  11455.166833  0.185259    0.163504  0.021754  \n",
      "2019-07-12  11362.089333  0.182513    0.167306  0.015207  \n",
      "2019-07-11  11261.456000  0.179877    0.169820  0.010057  \n",
      "2019-07-10  11172.389333  0.168583    0.169573 -0.000990  \n",
      "2019-07-09  11142.922667  0.161004    0.167859 -0.006855  \n",
      "2019-07-08  11171.230500  0.154029    0.165093 -0.011064  \n",
      "2019-07-05  11154.878000  0.172336    0.166542  0.005794  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('002186','2019-11-15','9.90','9.90','9.75','9.80','7412','9.948','10.126','10.251','9.894','7389','7004','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 000721\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low     volume  price_change  p_change    ma5  \\\n",
      "date                                                                            \n",
      "2019-11-29  3.85  3.92   3.81  3.76   65117.36         -0.09     -2.31  3.800   \n",
      "2019-11-28  3.75  4.11   3.90  3.71  121367.36          0.16      4.28  3.786   \n",
      "2019-11-27  3.77  3.78   3.74  3.72   19561.28         -0.05     -1.32  3.752   \n",
      "2019-11-26  3.76  3.80   3.79  3.73   20595.20          0.03      0.80  3.748   \n",
      "2019-11-25  3.74  3.77   3.76  3.69   18626.80          0.02      0.54  3.738   \n",
      "2019-11-22  3.73  3.80   3.74  3.73   24925.80          0.01      0.27  3.714   \n",
      "2019-11-21  3.72  3.76   3.73  3.70   19475.00          0.01      0.27  3.696   \n",
      "2019-11-20  3.74  3.78   3.72  3.70   21023.00         -0.02     -0.54  3.694   \n",
      "2019-11-19  3.65  3.75   3.74  3.61   33352.36          0.10      2.75  3.692   \n",
      "2019-11-18  3.69  3.69   3.64  3.61   18292.76         -0.01     -0.27  3.694   \n",
      "2019-11-15  3.73  3.73   3.65  3.64   23562.00         -0.07     -1.88  3.708   \n",
      "2019-11-14  3.72  3.74   3.72  3.68   14930.52          0.01      0.27  3.740   \n",
      "2019-11-13  3.75  3.75   3.71  3.70   10769.20         -0.04     -1.07  3.762   \n",
      "2019-11-12  3.71  3.75   3.75  3.70   10735.00          0.04      1.08  3.788   \n",
      "2019-11-11  3.80  3.80   3.71  3.69   26078.72         -0.10     -2.62  3.818   \n",
      "2019-11-08  3.85  3.86   3.81  3.81   17216.72         -0.02     -0.52  3.850   \n",
      "2019-11-07  3.83  3.86   3.83  3.81   14701.72         -0.01     -0.26  3.868   \n",
      "2019-11-06  3.90  3.93   3.84  3.82   20201.27         -0.06     -1.54  3.872   \n",
      "2019-11-05  3.88  3.92   3.90  3.84   24608.99          0.03      0.78  3.882   \n",
      "2019-11-04  3.90  3.93   3.87  3.87   12820.00         -0.03     -0.77  3.894   \n",
      "2019-11-01  3.88  3.92   3.90  3.85   15275.07          0.05      1.30  3.928   \n",
      "2019-10-31  3.90  3.92   3.85  3.84   15864.00         -0.04     -1.03  3.948   \n",
      "2019-10-30  3.96  3.96   3.89  3.89   27561.79         -0.07     -1.77  3.978   \n",
      "2019-10-29  4.04  4.05   3.96  3.95   27572.00         -0.08     -1.98  3.998   \n",
      "2019-10-28  3.99  4.05   4.04  3.97   31024.68          0.04      1.00  4.006   \n",
      "2019-10-25  3.99  4.00   4.00  3.94   22746.41          0.00      0.00  3.990   \n",
      "2019-10-24  3.99  4.00   4.00  3.96   18146.30          0.01      0.25  3.988   \n",
      "2019-10-23  4.01  4.01   3.99  3.96   15696.89         -0.01     -0.25  4.000   \n",
      "2019-10-22  3.96  4.01   4.00  3.95   14541.24          0.04      1.01  4.010   \n",
      "2019-10-21  3.99  4.00   3.96  3.93   17920.00         -0.03     -0.75  4.016   \n",
      "...          ...   ...    ...   ...        ...           ...       ...    ...   \n",
      "2019-08-15  3.71  3.82   3.81  3.66   33801.00          0.02      0.53  3.810   \n",
      "2019-08-14  3.82  3.85   3.79  3.78   20215.00          0.00      0.00  3.810   \n",
      "2019-08-13  3.81  3.85   3.79  3.77   23673.00         -0.06     -1.56  3.808   \n",
      "2019-08-12  3.82  3.85   3.85  3.78   20887.00          0.04      1.05  3.806   \n",
      "2019-08-09  3.82  3.88   3.81  3.78   26796.56          0.00      0.00  3.826   \n",
      "2019-08-08  3.82  3.84   3.81  3.79   26708.73          0.03      0.79  3.868   \n",
      "2019-08-07  3.78  3.85   3.78  3.78   28410.00          0.00      0.00  3.922   \n",
      "2019-08-06  3.90  3.90   3.78  3.70   60335.13         -0.17     -4.30  3.990   \n",
      "2019-08-05  3.98  4.03   3.95  3.93   41367.17         -0.07     -1.74  4.062   \n",
      "2019-08-02  4.03  4.05   4.02  3.99   31343.00         -0.06     -1.47  4.092   \n",
      "2019-08-01  4.10  4.11   4.08  4.04   27741.51         -0.04     -0.97  4.124   \n",
      "2019-07-31  4.13  4.16   4.12  4.06   35063.02         -0.02     -0.48  4.126   \n",
      "2019-07-30  4.10  4.18   4.14  4.09   38028.79          0.04      0.98  4.116   \n",
      "2019-07-29  4.16  4.17   4.10  4.09   45460.00         -0.08     -1.91  4.090   \n",
      "2019-07-26  4.08  4.27   4.18  4.07   97676.80          0.09      2.20  4.062   \n",
      "2019-07-25  4.06  4.11   4.09  4.04   39484.00          0.02      0.49  4.048   \n",
      "2019-07-24  4.02  4.09   4.07  4.01   43899.17          0.06      1.50  4.048   \n",
      "2019-07-23  3.98  4.02   4.01  3.95   34812.60          0.05      1.26  4.064   \n",
      "2019-07-22  4.11  4.12   3.96  3.94   65257.00         -0.15     -3.65  4.096   \n",
      "2019-07-19  4.09  4.16   4.11  4.09   31563.35          0.02      0.49  4.138   \n",
      "2019-07-18  4.15  4.18   4.09  4.08   42056.00         -0.06     -1.45  4.148   \n",
      "2019-07-17  4.17  4.19   4.15  4.14   37887.56         -0.02     -0.48  4.152   \n",
      "2019-07-16  4.15  4.20   4.17  4.10   33266.32          0.00      0.00  4.138   \n",
      "2019-07-15  4.16  4.21   4.17  4.08   39625.98          0.01      0.24  4.128   \n",
      "2019-07-12  4.13  4.18   4.16  4.05   42562.20          0.05      1.22  4.120   \n",
      "2019-07-11  4.09  4.15   4.11  4.09   35622.12          0.03      0.73  4.160   \n",
      "2019-07-10  4.12  4.15   4.08  4.07   36772.54         -0.04     -0.97  4.212   \n",
      "2019-07-09  4.13  4.13   4.12  4.06   42484.56         -0.01     -0.24  4.280   \n",
      "2019-07-08  4.33  4.35   4.13  4.10   92425.02         -0.23     -5.28  4.354   \n",
      "2019-07-05  4.38  4.39   4.36  4.29   52066.55         -0.01     -0.23  4.414   \n",
      "\n",
      "             ma10   ma20     v_ma5    v_ma10    v_ma20      ma25  \\\n",
      "date                                                               \n",
      "2019-11-29  3.757  3.768  49053.60  36233.69  26898.05  3.810000   \n",
      "2019-11-28  3.741  3.773  41015.29  32078.16  24405.94  3.855000   \n",
      "2019-11-27  3.723  3.770  20636.82  21434.47  19130.77  3.816667   \n",
      "2019-11-26  3.720  3.778  20929.16  20555.26  19530.80  3.810000   \n",
      "2019-11-25  3.716  3.786  23480.59  19569.24  19879.64  3.800000   \n",
      "2019-11-22  3.711  3.800  23413.78  20314.44  20499.53  3.790000   \n",
      "2019-11-21  3.718  3.813  23141.02  19543.53  20390.56  3.781429   \n",
      "2019-11-20  3.728  3.827  22232.13  19066.20  20324.13  3.773750   \n",
      "2019-11-19  3.740  3.840  20181.37  18984.03  20057.82  3.770000   \n",
      "2019-11-18  3.756  3.853  15657.90  18109.69  19117.26  3.757000   \n",
      "2019-11-15  3.779  3.869  17215.09  17562.41  19098.63  3.747273   \n",
      "2019-11-14  3.804  3.886  15946.03  16733.72  19084.98  3.745000   \n",
      "2019-11-13  3.817  3.903  15900.27  16827.07  19733.29  3.742308   \n",
      "2019-11-12  3.835  3.920  17786.69  18506.33  20165.48  3.742857   \n",
      "2019-11-11  3.856  3.934  20561.48  20190.03  20745.73  3.740667   \n",
      "2019-11-08  3.889  3.953  17909.74  20684.62  21213.34  3.745000   \n",
      "2019-11-07  3.908  3.966  17521.41  21237.59  21943.56  3.750000   \n",
      "2019-11-06  3.925  3.976  17753.87  21582.05  22301.28  3.755000   \n",
      "2019-11-05  3.940  3.985  19225.97  21131.61  22306.72  3.762632   \n",
      "2019-11-04  3.950  3.989  19818.57  20124.84  22188.90  3.768000   \n",
      "2019-11-01  3.959  3.996  23459.51  20634.84  22786.10  3.774286   \n",
      "2019-10-31  3.968  4.002  24953.78  21436.23  23250.00  3.777727   \n",
      "2019-10-30  3.989  4.011  25410.24  22639.51  24732.20  3.782609   \n",
      "2019-10-29  4.004  4.022  23037.26  21824.63  25905.81  3.790000   \n",
      "2019-10-28  4.011  4.032  20431.10  21301.43  26138.01  3.800000   \n",
      "2019-10-25  4.017  4.039  17810.17  21742.06  26466.62  3.807600   \n",
      "2019-10-24  4.024  4.051  17918.69  22649.53  28287.01  3.811600   \n",
      "2019-10-23  4.027  4.065  19868.78  23020.50  32340.18  3.821600   \n",
      "2019-10-22  4.029  4.073  20612.01  23481.82  33471.14  3.830000   \n",
      "2019-10-21  4.027  4.081  22171.76  24252.96  36400.78  3.838000   \n",
      "...           ...    ...       ...       ...       ...       ...   \n",
      "2019-08-15  3.839  3.963  25074.51  31353.66  38626.14  4.142000   \n",
      "2019-08-14  3.866  3.977  23656.06  30747.71  39038.89  4.122400   \n",
      "2019-08-13  3.899  3.995  25295.06  32232.51  39922.52  4.107600   \n",
      "2019-08-12  3.934  4.014  32627.48  33668.09  40402.19  4.095200   \n",
      "2019-08-09  3.959  4.030  36723.52  36125.39  41339.13  4.076000   \n",
      "2019-08-08  3.996  4.047  37632.81  43213.42  42127.42  4.054800   \n",
      "2019-08-07  4.024  4.062  37839.36  44490.94  42573.09  4.035600   \n",
      "2019-08-06  4.053  4.077  39169.97  46039.86  42991.21  4.015600   \n",
      "2019-08-05  4.076  4.094  34708.70  43487.61  42098.68  4.002000   \n",
      "2019-08-02  4.077  4.103  35527.26  45876.59  44651.58  3.993600   \n",
      "2019-08-01  4.086  4.120  48794.02  45898.62  45687.75  3.984800   \n",
      "2019-07-31  4.087  4.135  51142.52  47330.07  46950.31  3.973200   \n",
      "2019-07-30  4.090  4.150  52909.75  47612.53  47582.01  3.973600   \n",
      "2019-07-29  4.093  4.167  52266.51  47136.28  48962.22  3.974400   \n",
      "2019-07-26  4.100  4.184  56225.91  46552.88  50774.28  3.981200   \n",
      "2019-07-25  4.098  4.190  43003.22  41041.42  48198.40  3.980000   \n",
      "2019-07-24  4.100  4.205  43517.62  40655.23  48872.15  3.979200   \n",
      "2019-07-23  4.101  4.218  42315.30  39942.57  49306.29  3.974800   \n",
      "2019-07-22  4.112  4.238  42006.05  40709.76  50926.52  3.969200   \n",
      "2019-07-19  4.129  4.261  36879.84  43426.57  50749.52  3.968400   \n",
      "2019-07-18  4.154  4.278  39079.61  45476.89  54645.20  3.959600   \n",
      "2019-07-17  4.182  4.293  37792.84  46570.54  57726.70  3.964000   \n",
      "2019-07-16  4.209  4.298  37569.83  47551.50  59392.08  3.974800   \n",
      "2019-07-15  4.241  4.299  39413.48  50788.16  59862.31  3.985600   \n",
      "2019-07-12  4.267  4.303  49973.29  54995.68  60501.47  3.999600   \n",
      "2019-07-11  4.282  4.301  51874.16  55355.39  61570.11  4.011600   \n",
      "2019-07-10  4.309  4.310  55348.24  57089.08  62883.21  4.023200   \n",
      "2019-07-09  4.335  4.316  57533.16  58670.02  64136.16  4.036400   \n",
      "2019-07-08  4.364  4.323  62162.85  61143.27  65716.73  4.047600   \n",
      "2019-07-05  4.393  4.321  60018.08  58072.47  63140.31  4.069600   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  65117.360000       NaN         NaN       NaN  \n",
      "2019-11-28  93242.360000       NaN         NaN       NaN  \n",
      "2019-11-27  68682.000000       NaN         NaN       NaN  \n",
      "2019-11-26  56660.300000       NaN         NaN       NaN  \n",
      "2019-11-25  49053.600000       NaN         NaN       NaN  \n",
      "2019-11-22  45032.300000       NaN         NaN       NaN  \n",
      "2019-11-21  41381.257143       NaN         NaN       NaN  \n",
      "2019-11-20  38836.475000       NaN         NaN       NaN  \n",
      "2019-11-19  38227.128889       NaN         NaN       NaN  \n",
      "2019-11-18  36233.692000       NaN         NaN       NaN  \n",
      "2019-11-15  35081.720000       NaN         NaN       NaN  \n",
      "2019-11-14  33402.453333       NaN         NaN       NaN  \n",
      "2019-11-13  31661.433846       NaN         NaN       NaN  \n",
      "2019-11-12  30166.688571       NaN         NaN       NaN  \n",
      "2019-11-11  29894.157333       NaN         NaN       NaN  \n",
      "2019-11-08  29101.817500       NaN         NaN       NaN  \n",
      "2019-11-07  28254.752941       NaN         NaN       NaN  \n",
      "2019-11-06  27807.337222       NaN         NaN       NaN  \n",
      "2019-11-05  27639.003158       NaN         NaN       NaN  \n",
      "2019-11-04  26898.053000       NaN         NaN       NaN  \n",
      "2019-11-01  26344.577619       NaN         NaN       NaN  \n",
      "2019-10-31  25868.187727       NaN         NaN       NaN  \n",
      "2019-10-30  25941.822609       NaN         NaN       NaN  \n",
      "2019-10-29  26009.746667       NaN         NaN       NaN  \n",
      "2019-10-28  26210.344000       NaN         NaN       NaN  \n",
      "2019-10-25  26077.115769       NaN         NaN       NaN  \n",
      "2019-10-24  25783.381852       NaN         NaN       NaN  \n",
      "2019-10-23  25423.150000       NaN         NaN       NaN  \n",
      "2019-10-22  25047.911724       NaN         NaN       NaN  \n",
      "2019-10-21  24810.314667       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  53697.317833 -0.062189   -0.014337 -0.047852  \n",
      "2019-08-14  53785.392500 -0.074536   -0.026377 -0.048159  \n",
      "2019-08-13  54000.455833 -0.083360   -0.037774 -0.045586  \n",
      "2019-08-12  54169.655833 -0.084536   -0.047126 -0.037410  \n",
      "2019-08-09  54181.619833 -0.087686   -0.055238 -0.032448  \n",
      "2019-08-08  54339.820000 -0.089154   -0.062021 -0.027133  \n",
      "2019-08-07  54568.291333 -0.091682   -0.067954 -0.023728  \n",
      "2019-08-06  55237.189000 -0.092618   -0.072886 -0.019731  \n",
      "2019-08-05  55516.492000 -0.078734   -0.074056 -0.004678  \n",
      "2019-08-02  55825.208667 -0.061375   -0.071520  0.010145  \n",
      "2019-08-01  56032.982667 -0.042289   -0.065673  0.023385  \n",
      "2019-07-31  56352.966333 -0.023663   -0.057271  0.033609  \n",
      "2019-07-30  56527.416333 -0.007204   -0.047258  0.040054  \n",
      "2019-07-29  56825.549667  0.002582   -0.037290  0.039872  \n",
      "2019-07-26  57936.418333  0.016601   -0.026512  0.043113  \n",
      "2019-07-25  58215.378167  0.020216   -0.017166  0.037382  \n",
      "2019-07-24  58644.592667  0.021223   -0.009488  0.030711  \n",
      "2019-07-23  58963.187833  0.016983   -0.004194  0.021177  \n",
      "2019-07-22  59808.450500  0.009479   -0.001459  0.010939  \n",
      "2019-07-19  60035.839667  0.015458    0.001924  0.013534  \n",
      "2019-07-18  60348.623000  0.018371    0.005214  0.013157  \n",
      "2019-07-17  60515.135833  0.025230    0.009217  0.016013  \n",
      "2019-07-16  60746.024500  0.031912    0.013756  0.018156  \n",
      "2019-07-15  61034.124167  0.036783    0.018361  0.018422  \n",
      "2019-07-12  61152.977500  0.039383    0.022565  0.016817  \n",
      "2019-07-11  61216.327833  0.036982    0.025449  0.011533  \n",
      "2019-07-10  61464.936500  0.032286    0.026816  0.005470  \n",
      "2019-07-09  61834.512167  0.031431    0.027739  0.003691  \n",
      "2019-07-08  63004.052167  0.031200    0.028431  0.002768  \n",
      "2019-07-05  63459.093000  0.049011    0.032547  0.016464  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('000721','2019-11-15','3.73','3.73','3.64','3.65','23562','3.708','3.779','3.869','3.747','17215','35081','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 601007\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low    volume  price_change  p_change  \\\n",
      "date                                                                       \n",
      "2019-11-29   8.72   8.79   8.79   8.70   3765.55          0.02      0.23   \n",
      "2019-11-28   8.77   8.78   8.77   8.70   4504.88          0.02      0.23   \n",
      "2019-11-27   8.85   8.85   8.75   8.72   9895.00         -0.12     -1.35   \n",
      "2019-11-26   8.92   9.00   8.87   8.80  17898.00         -0.03     -0.34   \n",
      "2019-11-25   8.91   8.93   8.90   8.84   4550.64          0.00      0.00   \n",
      "2019-11-22   8.93   9.02   8.90   8.86   5762.39          0.00      0.00   \n",
      "2019-11-21   8.99   8.99   8.90   8.88   5400.10         -0.10     -1.11   \n",
      "2019-11-20   9.05   9.10   9.00   8.98  10398.00         -0.05     -0.55   \n",
      "2019-11-19   9.01   9.11   9.05   8.99   9807.80          0.00      0.00   \n",
      "2019-11-18   8.99   9.05   9.05   8.86   9446.19         -0.05     -0.55   \n",
      "2019-11-15   9.19   9.22   9.10   8.99   8967.67         -0.12     -1.30   \n",
      "2019-11-14   9.20   9.25   9.22   9.11   5582.01          0.06      0.66   \n",
      "2019-11-13   9.27   9.29   9.16   9.12   6993.00         -0.14     -1.50   \n",
      "2019-11-12   9.25   9.34   9.30   9.11   6192.01          0.06      0.65   \n",
      "2019-11-11   9.48   9.49   9.24   9.23   8300.42         -0.21     -2.22   \n",
      "2019-11-08   9.62   9.62   9.45   9.43  13225.00         -0.18     -1.87   \n",
      "2019-11-07   9.41   9.63   9.63   9.37   8643.00          0.19      2.01   \n",
      "2019-11-06   9.54   9.54   9.44   9.41   5468.00         -0.08     -0.84   \n",
      "2019-11-05   9.70   9.70   9.52   9.46   8450.00         -0.18     -1.86   \n",
      "2019-11-04   9.51   9.73   9.70   9.49  10998.83          0.26      2.75   \n",
      "2019-11-01   9.34   9.55   9.44   9.34   7065.00          0.06      0.64   \n",
      "2019-10-31   9.47   9.53   9.38   9.34  10490.00         -0.09     -0.95   \n",
      "2019-10-30   9.65   9.78   9.47   9.46   6848.80         -0.19     -1.97   \n",
      "2019-10-29   9.65   9.72   9.66   9.63   7420.06          0.03      0.31   \n",
      "2019-10-28   9.69   9.75   9.63   9.58  11396.30         -0.10     -1.03   \n",
      "2019-10-25   9.77   9.84   9.73   9.63   3782.00         -0.05     -0.51   \n",
      "2019-10-24   9.87   9.87   9.78   9.77   5689.00         -0.09     -0.91   \n",
      "2019-10-23   9.75   9.87   9.87   9.63   7268.00          0.19      1.96   \n",
      "2019-10-22   9.52   9.70   9.68   9.48   4274.00          0.20      2.11   \n",
      "2019-10-21   9.65   9.70   9.48   9.39   4847.80         -0.22     -2.27   \n",
      "...           ...    ...    ...    ...       ...           ...       ...   \n",
      "2019-08-15  10.29  10.46  10.46  10.25   3132.00          0.03      0.29   \n",
      "2019-08-14  10.53  10.58  10.43  10.41   4250.05          0.02      0.19   \n",
      "2019-08-13  10.60  10.75  10.41  10.35   3018.90         -0.04     -0.38   \n",
      "2019-08-12  10.56  10.67  10.45  10.31   7613.01         -0.11     -1.04   \n",
      "2019-08-09  10.62  11.18  10.56  10.56  12255.30         -0.16     -1.49   \n",
      "2019-08-08  10.49  11.54  10.72  10.42  11729.81          0.23      2.19   \n",
      "2019-08-07  10.42  10.56  10.49  10.36   5664.81          0.03      0.29   \n",
      "2019-08-06  10.36  10.53  10.46  10.28   9652.15         -0.25     -2.33   \n",
      "2019-08-05  10.82  10.83  10.71  10.50   8033.00         -0.10     -0.93   \n",
      "2019-08-02  10.75  10.83  10.81  10.57  11859.33          0.05      0.47   \n",
      "2019-08-01  10.77  10.93  10.76  10.71   8177.00         -0.02     -0.19   \n",
      "2019-07-31  11.11  11.11  10.78  10.77   9225.00         -0.30     -2.71   \n",
      "2019-07-30  11.14  11.22  11.08  11.06   7086.00         -0.04     -0.36   \n",
      "2019-07-29  11.28  11.28  11.12  11.06   3327.01         -0.12     -1.07   \n",
      "2019-07-26  11.27  11.28  11.24  11.15   4881.22          0.02      0.18   \n",
      "2019-07-25  11.10  11.24  11.22  11.03   9515.00          0.19      1.72   \n",
      "2019-07-24  11.40  11.40  11.23  11.19   8722.00         -0.05     -0.44   \n",
      "2019-07-23  11.35  11.40  11.28  11.18   8445.02         -0.07     -0.62   \n",
      "2019-07-22  11.55  11.58  11.35  11.34   8313.00         -0.23     -1.99   \n",
      "2019-07-19  11.39  11.60  11.58  11.33  11833.72          0.19      1.67   \n",
      "2019-07-18  11.46  11.46  11.39  11.26   9003.00         -0.11     -0.96   \n",
      "2019-07-17  11.50  11.58  11.50  11.45   7827.10          0.00      0.00   \n",
      "2019-07-16  11.35  11.50  11.50  11.31   8051.70          0.12      1.05   \n",
      "2019-07-15  11.45  11.53  11.38  11.30  14932.79         -0.14     -1.22   \n",
      "2019-07-12  11.50  11.54  11.52  11.26  16465.41          0.08      0.70   \n",
      "2019-07-11  11.34  11.49  11.44  11.30  15388.80          0.16      1.42   \n",
      "2019-07-10  11.03  11.39  11.28  11.03  18058.30          0.21      1.90   \n",
      "2019-07-09  10.77  11.08  11.07  10.77  12379.67          0.18      1.65   \n",
      "2019-07-08  11.07  11.15  10.89  10.88  12215.00         -0.28     -2.51   \n",
      "2019-07-05  11.25  11.30  11.17  11.11   8718.75         -0.08     -0.71   \n",
      "\n",
      "               ma5    ma10    ma20     v_ma5    v_ma10    v_ma20       ma25  \\\n",
      "date                                                                          \n",
      "2019-11-29   8.816   8.898   9.137   8122.81   8142.86   8212.42   8.790000   \n",
      "2019-11-28   8.838   8.929   9.170   8522.18   8663.07   8377.40   8.780000   \n",
      "2019-11-27   8.864   8.974   9.200   8701.23   8770.78   8676.65   8.770000   \n",
      "2019-11-26   8.914   9.015   9.236   8801.83   8480.58   8524.34   8.795000   \n",
      "2019-11-25   8.950   9.058   9.276   7183.79   7309.98   8000.45   8.816000   \n",
      "2019-11-22   8.980   9.092   9.312   8162.90   7684.96   8342.73   8.830000   \n",
      "2019-11-21   9.020   9.147   9.354   8803.95   8431.22   8243.71   8.840000   \n",
      "2019-11-20   9.084   9.220   9.398   8840.33   8755.51   8258.15   8.860000   \n",
      "2019-11-19   9.116   9.264   9.441   8159.33   8262.51   8101.65   8.881111   \n",
      "2019-11-18   9.166   9.311   9.473   7436.18   8126.73   7824.96   8.898000   \n",
      "2019-11-15   9.204   9.376   9.494   7207.02   8281.99   7595.05   8.916364   \n",
      "2019-11-14   9.274   9.410   9.524   8058.49   8091.73   7331.79   8.941667   \n",
      "2019-11-13   9.356   9.426   9.553   8670.69   8582.53   7192.04   8.958462   \n",
      "2019-11-12   9.412   9.457   9.581   8365.69   8568.11   7044.84   8.982857   \n",
      "2019-11-11   9.456   9.493   9.607   8817.28   8690.91   7098.39   9.000000   \n",
      "2019-11-08   9.548   9.532   9.642   9356.97   9000.50   7234.92   9.028125   \n",
      "2019-11-07   9.546   9.560   9.663   8124.97   8056.20   7087.27   9.063529   \n",
      "2019-11-06   9.496   9.575   9.665   8494.37   7760.80   6911.27   9.084444   \n",
      "2019-11-05   9.502   9.618   9.673   8770.53   7940.80   6890.82   9.107368   \n",
      "2019-11-04   9.530   9.634   9.681   8564.54   7523.20   6710.52   9.137000   \n",
      "2019-11-01   9.516   9.612   9.683   8644.03   6908.10   6354.08   9.151429   \n",
      "2019-10-31   9.574   9.638   9.696   7987.43   6571.85   6254.28   9.161818   \n",
      "2019-10-30   9.654   9.679   9.713   7027.23   5801.55   6110.26   9.175217   \n",
      "2019-10-29   9.734   9.705   9.736   7111.07   5521.57   6215.97   9.195417   \n",
      "2019-10-28   9.738   9.721   9.759   6481.86   5505.86   6181.17   9.212800   \n",
      "2019-10-25   9.708   9.752   9.785   5172.16   5469.33   6047.11   9.250400   \n",
      "2019-10-24   9.702   9.766   9.807   5156.26   6118.33   6456.06   9.290800   \n",
      "2019-10-23   9.704   9.754   9.828   4575.86   6061.73   6653.03   9.335600   \n",
      "2019-10-22   9.676   9.728   9.840   3932.06   5840.83   6753.16   9.368000   \n",
      "2019-10-21   9.704   9.728   9.864   4529.86   5897.84   7057.91   9.391200   \n",
      "...            ...     ...     ...       ...       ...       ...        ...   \n",
      "2019-08-15  10.462  10.550  10.857   6053.85   7720.84   7836.67  10.427200   \n",
      "2019-08-14  10.514  10.580  10.904   7773.41   8225.34   8130.22  10.436000   \n",
      "2019-08-13  10.526  10.615  10.957   8056.37   8722.83   8309.07  10.448400   \n",
      "2019-08-12  10.536  10.682  11.012   9383.02   9129.54   8560.71  10.459600   \n",
      "2019-08-09  10.588  10.749  11.058   9467.01   8700.94   8926.70  10.468000   \n",
      "2019-08-08  10.638  10.817  11.106   9387.82   7963.53   9137.20  10.481600   \n",
      "2019-08-07  10.646  10.867  11.142   8677.26   7742.05   9320.15  10.485600   \n",
      "2019-08-06  10.704  10.941  11.182   9389.30   8047.77   9939.83  10.485200   \n",
      "2019-08-05  10.828  11.023  11.212   8876.07   7927.06  10076.20  10.496800   \n",
      "2019-08-02  10.910  11.087  11.221   7934.87   7955.06  10285.30  10.519200   \n",
      "2019-08-01  10.996  11.164  11.239   6539.25   7952.50  10128.27  10.535200   \n",
      "2019-07-31  11.088  11.227  11.264   6806.85   8035.10  10336.44  10.550800   \n",
      "2019-07-30  11.178  11.299  11.297   6706.25   7895.31  10909.71  10.574800   \n",
      "2019-07-29  11.218  11.341  11.305   6978.05   7991.88  11081.23  10.597200   \n",
      "2019-07-26  11.264  11.367  11.307   7975.25   9152.46  11822.31  10.626400   \n",
      "2019-07-25  11.332  11.395  11.299   9365.75  10310.87  12161.30  10.658000   \n",
      "2019-07-24  11.366  11.417  11.291   9263.35  10898.25  12103.68  10.686400   \n",
      "2019-07-23  11.420  11.422  11.280   9084.37  11831.88  11844.78  10.720400   \n",
      "2019-07-22  11.464  11.401  11.266   9005.70  12225.35  11932.84  10.760000   \n",
      "2019-07-19  11.470  11.355  11.255  10329.66  12615.55  11921.04  10.801200   \n",
      "2019-07-18  11.458  11.314  11.223  11256.00  12304.05  11817.77  10.832800   \n",
      "2019-07-17  11.468  11.300  11.205  12533.16  12637.78  11745.10  10.868000   \n",
      "2019-07-16  11.424  11.295  11.175  14579.40  13924.12  11960.49  10.903200   \n",
      "2019-07-15  11.338  11.268  11.142  15444.99  14170.57  12220.35  10.935200   \n",
      "2019-07-12  11.240  11.247  11.099  14901.44  14492.16  11729.31  10.977200   \n",
      "2019-07-11  11.170  11.202  11.047  13352.10  14011.72  11142.84  11.016400   \n",
      "2019-07-10  11.132  11.165  11.002  12742.41  13309.10  10658.15  11.050400   \n",
      "2019-07-09  11.166  11.138  10.969  13268.84  11857.67  10083.23  11.076800   \n",
      "2019-07-08  11.198  11.131  10.945  12896.15  11640.33   9868.20  11.094400   \n",
      "2019-07-05  11.254  11.154  10.919  14082.88  11226.53   9589.12  11.118800   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29   3765.550000       NaN         NaN       NaN  \n",
      "2019-11-28   4135.215000       NaN         NaN       NaN  \n",
      "2019-11-27   6055.143333       NaN         NaN       NaN  \n",
      "2019-11-26   9015.857500       NaN         NaN       NaN  \n",
      "2019-11-25   8122.814000       NaN         NaN       NaN  \n",
      "2019-11-22   7729.410000       NaN         NaN       NaN  \n",
      "2019-11-21   7396.651429       NaN         NaN       NaN  \n",
      "2019-11-20   7771.820000       NaN         NaN       NaN  \n",
      "2019-11-19   7998.040000       NaN         NaN       NaN  \n",
      "2019-11-18   8142.855000       NaN         NaN       NaN  \n",
      "2019-11-15   8217.838182       NaN         NaN       NaN  \n",
      "2019-11-14   7998.185833       NaN         NaN       NaN  \n",
      "2019-11-13   7920.863846       NaN         NaN       NaN  \n",
      "2019-11-12   7797.374286       NaN         NaN       NaN  \n",
      "2019-11-11   7830.910667       NaN         NaN       NaN  \n",
      "2019-11-08   8168.041250       NaN         NaN       NaN  \n",
      "2019-11-07   8195.980000       NaN         NaN       NaN  \n",
      "2019-11-06   8044.425556       NaN         NaN       NaN  \n",
      "2019-11-05   8065.771579       NaN         NaN       NaN  \n",
      "2019-11-04   8212.424500       NaN         NaN       NaN  \n",
      "2019-11-01   8157.785238       NaN         NaN       NaN  \n",
      "2019-10-31   8263.795000       NaN         NaN       NaN  \n",
      "2019-10-30   8202.273478       NaN         NaN       NaN  \n",
      "2019-10-29   8169.681250       NaN         NaN       NaN  \n",
      "2019-10-28   8298.746000       NaN         NaN       NaN  \n",
      "2019-10-25   8125.025000       NaN         NaN       NaN  \n",
      "2019-10-24   8034.801852       NaN         NaN       NaN  \n",
      "2019-10-23   8007.416071       NaN         NaN       NaN  \n",
      "2019-10-22   7878.677586       NaN         NaN       NaN  \n",
      "2019-10-21   7777.648333       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15   9127.367167  0.131720    0.161308 -0.029588  \n",
      "2019-08-14   9105.167833  0.116574    0.152362 -0.035788  \n",
      "2019-08-13   9038.932833  0.101783    0.142246 -0.040463  \n",
      "2019-08-12   9062.616167  0.092226    0.132242 -0.040016  \n",
      "2019-08-09   9128.530833  0.092462    0.124286 -0.031824  \n",
      "2019-08-08   9103.611000  0.104357    0.120300 -0.015943  \n",
      "2019-08-07   9053.974500  0.094139    0.115068 -0.020929  \n",
      "2019-08-06   9123.710333  0.082668    0.108588 -0.025920  \n",
      "2019-08-05   9116.760333  0.092682    0.105407 -0.012725  \n",
      "2019-08-02   9131.102000  0.107448    0.105815  0.001633  \n",
      "2019-08-01   9149.635333  0.113804    0.107413  0.006391  \n",
      "2019-07-31   9128.552000  0.119082    0.109747  0.009336  \n",
      "2019-07-30   9132.505333  0.145792    0.116956  0.028836  \n",
      "2019-07-29   9064.287833  0.168248    0.127214  0.041034  \n",
      "2019-07-26   8955.703167  0.193497    0.140471  0.053027  \n",
      "2019-07-25   9051.253167  0.209479    0.154272  0.055206  \n",
      "2019-07-24   9101.803167  0.220410    0.167500  0.052910  \n",
      "2019-07-23   9121.420167  0.230452    0.180090  0.050361  \n",
      "2019-07-22   9188.736833  0.241277    0.192328  0.048949  \n",
      "2019-07-19   9305.168833  0.265356    0.206933  0.058423  \n",
      "2019-07-18   9393.510500  0.266041    0.218755  0.047286  \n",
      "2019-07-17   9477.512167  0.272320    0.229468  0.042852  \n",
      "2019-07-16   9544.223833  0.274137    0.238402  0.035735  \n",
      "2019-07-15   9672.053667  0.262864    0.243294  0.019569  \n",
      "2019-07-12   9762.627000  0.262203    0.247076  0.015127  \n",
      "2019-07-11   9847.907000  0.252317    0.248124  0.004192  \n",
      "2019-07-10  10063.495333  0.228931    0.244286 -0.015354  \n",
      "2019-07-09  10185.506500  0.191249    0.233678 -0.042430  \n",
      "2019-07-08  10308.355500  0.145187    0.215980 -0.070793  \n",
      "2019-07-05  10389.168000  0.129780    0.198740 -0.068960  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('601007','2019-11-15','9.19','9.22','8.99','9.10','8967','9.204','9.376','9.494','8.916','7207','8217','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 600258\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low     volume  price_change  p_change  \\\n",
      "date                                                                        \n",
      "2019-11-29  17.67  18.05  17.78  17.52   46401.84          0.07      0.40   \n",
      "2019-11-28  17.55  18.13  17.71  17.55   69348.35          0.03      0.17   \n",
      "2019-11-27  17.39  18.15  17.68  17.37   74941.83          0.37      2.14   \n",
      "2019-11-26  17.71  17.79  17.31  17.31   61491.62         -0.44     -2.48   \n",
      "2019-11-25  17.38  17.80  17.75  16.88   72704.92          0.25      1.43   \n",
      "2019-11-22  17.06  17.67  17.50  17.05   97593.19          0.52      3.06   \n",
      "2019-11-21  17.28  17.34  16.98  16.90   33035.72         -0.31     -1.79   \n",
      "2019-11-20  17.67  17.70  17.29  17.15   43954.15         -0.28     -1.59   \n",
      "2019-11-19  17.55  17.75  17.57  17.36   41599.66          0.02      0.11   \n",
      "2019-11-18  17.33  17.65  17.55  16.96   64744.45          0.28      1.62   \n",
      "2019-11-15  17.94  17.98  17.27  17.27   61449.25         -0.64     -3.57   \n",
      "2019-11-14  18.14  18.31  17.91  17.70   59285.78         -0.31     -1.70   \n",
      "2019-11-13  18.26  18.50  18.22  18.00   49296.57         -0.13     -0.71   \n",
      "2019-11-12  18.11  18.40  18.35  17.85   43385.42          0.23      1.27   \n",
      "2019-11-11  18.32  18.53  18.12  18.01   61958.91         -0.21     -1.15   \n",
      "2019-11-08  18.20  18.74  18.33  18.20   87410.30          0.14      0.77   \n",
      "2019-11-07  17.89  18.23  18.19  17.89   63226.31          0.12      0.66   \n",
      "2019-11-06  17.91  18.35  18.07  17.91   75065.30         -0.01     -0.06   \n",
      "2019-11-05  18.18  18.26  18.08  17.88   91767.05          0.09      0.50   \n",
      "2019-11-04  16.91  18.12  17.99  16.88  151144.42          0.97      5.70   \n",
      "2019-11-01  16.63  17.10  17.02  16.28   64045.09          0.32      1.92   \n",
      "2019-10-31  16.63  16.86  16.70  16.39   61170.61         -0.06     -0.36   \n",
      "2019-10-30  16.52  17.13  16.76  16.40   80926.51          0.04      0.24   \n",
      "2019-10-29  17.20  17.20  16.72  16.62   59682.17         -0.52     -3.02   \n",
      "2019-10-28  17.06  17.35  17.24  16.58   93184.05          0.41      2.44   \n",
      "2019-10-25  16.57  16.91  16.83  16.50   41556.36          0.24      1.45   \n",
      "2019-10-24  16.74  16.89  16.59  16.39   49138.11         -0.16     -0.95   \n",
      "2019-10-23  17.38  17.45  16.75  16.68   49243.43         -0.56     -3.23   \n",
      "2019-10-22  17.32  17.47  17.31  17.05   38847.26          0.07      0.41   \n",
      "2019-10-21  17.43  17.58  17.24  17.15   48571.31         -0.18     -1.03   \n",
      "...           ...    ...    ...    ...        ...           ...       ...   \n",
      "2019-08-15  15.62  15.90  15.80  15.55   71617.30         -0.20     -1.25   \n",
      "2019-08-14  15.80  16.27  16.00  15.68   99927.18          0.57      3.69   \n",
      "2019-08-13  15.68  15.86  15.43  15.30   98983.16         -0.36     -2.28   \n",
      "2019-08-12  15.70  16.11  15.79  15.56   45427.35          0.09      0.57   \n",
      "2019-08-09  15.90  16.20  15.70  15.53   66279.52         -0.01     -0.06   \n",
      "2019-08-08  15.01  15.85  15.71  15.01  129890.07          0.73      4.87   \n",
      "2019-08-07  15.73  15.74  14.98  14.90  107145.96         -0.64     -4.10   \n",
      "2019-08-06  15.87  15.87  15.62  15.10   97831.40         -0.58     -3.58   \n",
      "2019-08-05  16.56  16.59  16.20  16.10   51627.29         -0.48     -2.88   \n",
      "2019-08-02  16.63  16.79  16.68  16.35   63145.30         -0.23     -1.36   \n",
      "2019-08-01  16.85  17.10  16.91  16.66   56374.89         -0.11     -0.65   \n",
      "2019-07-31  17.31  17.43  17.02  16.81   76414.35         -0.39     -2.24   \n",
      "2019-07-30  17.35  17.67  17.41  17.33   38541.09         -0.02     -0.12   \n",
      "2019-07-29  17.75  17.88  17.43  17.31   39159.70         -0.27     -1.52   \n",
      "2019-07-26  17.65  17.75  17.70  17.31   44028.74          0.15      0.85   \n",
      "2019-07-25  17.70  17.97  17.55  17.42   53173.79         -0.15     -0.85   \n",
      "2019-07-24  16.84  17.82  17.70  16.84   86991.59          0.86      5.11   \n",
      "2019-07-23  16.80  17.10  16.84  16.57   52781.21          0.01      0.06   \n",
      "2019-07-22  17.22  17.39  16.83  16.75   48089.45         -0.39     -2.27   \n",
      "2019-07-19  16.58  17.29  17.22  16.58   73509.40          0.67      4.05   \n",
      "2019-07-18  16.86  17.09  16.55  16.43   69156.88         -0.62     -3.61   \n",
      "2019-07-17  17.40  17.44  17.17  17.15   60659.41         -0.16     -0.92   \n",
      "2019-07-16  17.62  17.74  17.33  17.13   62973.57         -0.40     -2.26   \n",
      "2019-07-15  17.43  18.01  17.73  16.73   69162.95          0.37      2.13   \n",
      "2019-07-12  17.55  17.69  17.36  17.31   42493.40         -0.15     -0.86   \n",
      "2019-07-11  17.98  18.02  17.51  17.25   54645.65         -0.27     -1.52   \n",
      "2019-07-10  18.20  18.24  17.78  17.65   55983.52         -0.40     -2.20   \n",
      "2019-07-09  17.77  18.40  18.18  17.76   65018.92          0.27      1.51   \n",
      "2019-07-08  18.52  18.52  17.91  17.65   73972.70         -0.61     -3.29   \n",
      "2019-07-05  18.54  18.69  18.52  18.21   49679.22         -0.03     -0.16   \n",
      "\n",
      "               ma5    ma10    ma20     v_ma5    v_ma10    v_ma20       ma25  \\\n",
      "date                                                                          \n",
      "2019-11-29  17.646  17.512  17.783  64977.71  60581.57  67490.25  17.780000   \n",
      "2019-11-28  17.590  17.461  17.745  75215.98  62086.31  68372.41  17.745000   \n",
      "2019-11-27  17.444  17.481  17.694  67953.46  61080.06  67963.53  17.723333   \n",
      "2019-11-26  17.366  17.535  17.648  61755.92  58515.53  68262.76  17.620000   \n",
      "2019-11-25  17.418  17.639  17.619  57777.53  56704.91  68172.29  17.646000   \n",
      "2019-11-22  17.378  17.676  17.593  56185.43  55630.31  69196.25  17.621667   \n",
      "2019-11-21  17.332  17.759  17.560  48956.65  54612.02  66394.40  17.530000   \n",
      "2019-11-20  17.518  17.880  17.540  54206.66  57631.08  67199.52  17.500000   \n",
      "2019-11-19  17.704  17.958  17.513  55275.14  60742.20  67463.99  17.507778   \n",
      "2019-11-18  17.860  18.009  17.500  55632.29  65758.93  67326.37  17.512000   \n",
      "2019-11-15  17.974  18.053  17.485  55075.19  74398.93  66517.71  17.490000   \n",
      "2019-11-14  18.186  18.028  17.492  60267.40  74658.52  65765.88  17.525000   \n",
      "2019-11-13  18.242  17.907  17.479  61055.50  74847.00  66268.63  17.578462   \n",
      "2019-11-12  18.212  17.761  17.453  66209.25  78009.99  66588.66  17.633571   \n",
      "2019-11-11  18.158  17.598  17.412  75885.57  79639.67  67473.01  17.666000   \n",
      "2019-11-08  18.132  17.510  17.375  93722.68  82762.18  67579.27  17.707500   \n",
      "2019-11-07  17.870  17.360  17.314  89049.63  78176.79  66404.02  17.735882   \n",
      "2019-11-06  17.572  17.200  17.250  88638.49  76767.97  66557.05  17.754444   \n",
      "2019-11-05  17.310  17.068  17.162  89810.74  74185.78  65939.32  17.771579   \n",
      "2019-11-04  17.038  16.991  17.087  83393.76  68893.80  63847.36  17.782500   \n",
      "2019-11-01  16.888  16.916  17.027  71801.69  58636.49  59261.93  17.746190   \n",
      "2019-10-31  16.850  16.956  17.025  67303.94  56873.25  59254.72  17.698636   \n",
      "2019-10-30  16.828  17.051  17.033  64897.44  57690.27  61137.85  17.657826   \n",
      "2019-10-29  16.826  17.145  17.042  58560.82  55167.33  60608.07  17.618750   \n",
      "2019-10-28  16.944  17.225  17.071  54393.84  55306.35  62358.22  17.603600   \n",
      "2019-10-25  16.944  17.240  17.080  45471.29  52396.37  64276.71  17.565600   \n",
      "2019-10-24  17.062  17.267  17.132  46442.56  54631.25  67222.94  17.520800   \n",
      "2019-10-23  17.274  17.299  17.204  50483.09  56346.13  69092.52  17.483600   \n",
      "2019-10-22  17.464  17.255  17.249  51773.83  57692.86  70437.90  17.483600   \n",
      "2019-10-21  17.506  17.182  17.278  56218.86  58800.91  72822.16  17.463200   \n",
      "...            ...     ...     ...       ...       ...       ...        ...   \n",
      "2019-08-15  15.744  15.791  16.526  76446.90  83187.45  70046.94  17.187200   \n",
      "2019-08-14  15.726  15.902  16.564  88101.46  81663.21  69923.92  17.105600   \n",
      "2019-08-13  15.522  16.004  16.622  89545.21  79311.93  67960.53  17.016800   \n",
      "2019-08-12  15.560  16.202  16.717  89314.86  73267.72  66160.05  16.933200   \n",
      "2019-08-09  15.642  16.366  16.814  90554.85  72640.96  67346.83  16.838000   \n",
      "2019-08-08  15.838  16.566  16.897  89928.00  70415.88  66157.52  16.744800   \n",
      "2019-08-07  16.078  16.750  16.987  75224.97  62744.25  62395.30  16.619200   \n",
      "2019-08-06  16.486  17.022  17.127  69078.65  60728.81  59837.18  16.514000   \n",
      "2019-08-05  16.844  17.144  17.255  57220.58  56223.80  58196.56  16.417600   \n",
      "2019-08-02  17.090  17.207  17.341  54727.07  55870.01  59313.83  16.366400   \n",
      "2019-08-01  17.294  17.261  17.433  50903.75  56906.42  58640.52  16.332000   \n",
      "2019-07-31  17.422  17.225  17.515  50263.53  58184.62  58673.65  16.291200   \n",
      "2019-07-30  17.558  17.240  17.599  52378.98  56609.13  59274.55  16.282400   \n",
      "2019-07-29  17.444  17.232  17.685  55227.01  59052.37  61983.32  16.270400   \n",
      "2019-07-26  17.324  17.262  17.775  57012.96  62052.70  65471.99  16.275600   \n",
      "2019-07-25  17.228  17.228  17.789  62909.09  61899.17  65764.33  16.286400   \n",
      "2019-07-24  17.028  17.224  17.821  66105.71  62046.35  67469.70  16.338800   \n",
      "2019-07-23  16.922  17.232  17.832  60839.27  58945.54  65978.64  16.381200   \n",
      "2019-07-22  17.020  17.366  17.880  62877.74  60169.32  66869.10  16.436800   \n",
      "2019-07-19  17.200  17.474  17.935  67092.44  62757.64  67301.60  16.486000   \n",
      "2019-07-18  17.228  17.604  17.965  60889.24  60374.62  68155.67  16.500000   \n",
      "2019-07-17  17.420  17.804  18.008  57987.00  59162.68  71021.56  16.534000   \n",
      "2019-07-16  17.542  17.957  17.974  57051.82  61939.97  75105.81  16.564000   \n",
      "2019-07-15  17.712  18.138  17.901  57460.89  64914.27  74475.53  16.605600   \n",
      "2019-07-12  17.748  18.287  17.804  58422.84  68891.29  74560.00  16.666400   \n",
      "2019-07-11  17.980  18.349  17.732  59860.00  69629.49  74772.59  16.734800   \n",
      "2019-07-10  18.188  18.418  17.669  60338.37  72893.06  75640.06  16.806000   \n",
      "2019-07-09  18.372  18.432  17.616  66828.11  73011.74  75808.29  16.916000   \n",
      "2019-07-08  18.564  18.394  17.544  72367.64  73568.88  78912.79  17.000800   \n",
      "2019-07-05  18.826  18.396  17.441  79359.73  71845.56  79505.54  17.113600   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  46401.840000       NaN         NaN       NaN  \n",
      "2019-11-28  57875.095000       NaN         NaN       NaN  \n",
      "2019-11-27  63564.006667       NaN         NaN       NaN  \n",
      "2019-11-26  63045.910000       NaN         NaN       NaN  \n",
      "2019-11-25  64977.712000       NaN         NaN       NaN  \n",
      "2019-11-22  70413.625000       NaN         NaN       NaN  \n",
      "2019-11-21  65073.924286       NaN         NaN       NaN  \n",
      "2019-11-20  62433.952500       NaN         NaN       NaN  \n",
      "2019-11-19  60119.031111       NaN         NaN       NaN  \n",
      "2019-11-18  60581.573000       NaN         NaN       NaN  \n",
      "2019-11-15  60660.452727       NaN         NaN       NaN  \n",
      "2019-11-14  60545.896667       NaN         NaN       NaN  \n",
      "2019-11-13  59680.563846       NaN         NaN       NaN  \n",
      "2019-11-12  58516.625000       NaN         NaN       NaN  \n",
      "2019-11-11  58746.110667       NaN         NaN       NaN  \n",
      "2019-11-08  60537.622500       NaN         NaN       NaN  \n",
      "2019-11-07  60695.780588       NaN         NaN       NaN  \n",
      "2019-11-06  61494.087222       NaN         NaN       NaN  \n",
      "2019-11-05  63087.401053       NaN         NaN       NaN  \n",
      "2019-11-04  67490.252000       NaN         NaN       NaN  \n",
      "2019-11-01  67326.196667       NaN         NaN       NaN  \n",
      "2019-10-31  67046.397273       NaN         NaN       NaN  \n",
      "2019-10-30  67649.880435       NaN         NaN       NaN  \n",
      "2019-10-29  67317.892500       NaN         NaN       NaN  \n",
      "2019-10-28  68352.538800       NaN         NaN       NaN  \n",
      "2019-10-25  67321.916538       NaN         NaN       NaN  \n",
      "2019-10-24  66648.442222       NaN         NaN       NaN  \n",
      "2019-10-23  66026.834643       NaN         NaN       NaN  \n",
      "2019-10-22  65089.607931       NaN         NaN       NaN  \n",
      "2019-10-21  64538.998000       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  85694.312000 -0.410218   -0.305884 -0.104334  \n",
      "2019-08-14  86371.668667 -0.413287   -0.327365 -0.085922  \n",
      "2019-08-13  87199.778500 -0.456451   -0.353182 -0.103269  \n",
      "2019-08-12  87233.810667 -0.456349   -0.373815 -0.082533  \n",
      "2019-08-09  87305.820833 -0.458248   -0.390702 -0.067546  \n",
      "2019-08-08  88013.817000 -0.453716   -0.403305 -0.050411  \n",
      "2019-08-07  88745.811167 -0.503229   -0.423290 -0.079939  \n",
      "2019-08-06  89125.246167 -0.485231   -0.435678 -0.049554  \n",
      "2019-08-05  88456.250167 -0.419334   -0.432409  0.013075  \n",
      "2019-08-02  86989.598167 -0.324635   -0.410854  0.086219  \n",
      "2019-08-01  86861.761500 -0.228394   -0.374362  0.145968  \n",
      "2019-07-31  87115.823833 -0.141613   -0.327812  0.186199  \n",
      "2019-07-30  86409.400167 -0.040898   -0.270429  0.229531  \n",
      "2019-07-29  86067.359000  0.040072   -0.208329  0.248401  \n",
      "2019-07-26  85248.103833  0.124591   -0.141745  0.266336  \n",
      "2019-07-25  85441.727667  0.177424   -0.077911  0.255336  \n",
      "2019-07-24  86072.619000  0.228762   -0.016577  0.245338  \n",
      "2019-07-23  86131.582000  0.197772    0.026293  0.171479  \n",
      "2019-07-22  86285.618500  0.170442    0.055123  0.115319  \n",
      "2019-07-19  86701.253333  0.178197    0.079738  0.098460  \n",
      "2019-07-18  87080.323500  0.128796    0.089549  0.039246  \n",
      "2019-07-17  86935.634000  0.138082    0.099256  0.038826  \n",
      "2019-07-16  87056.907667  0.156547    0.110714  0.045833  \n",
      "2019-07-15  87191.750667  0.201139    0.128799  0.072340  \n",
      "2019-07-12  86831.903333  0.204267    0.143893  0.060375  \n",
      "2019-07-11  86677.578333  0.216357    0.158385  0.057971  \n",
      "2019-07-10  86505.855500  0.244901    0.175689  0.069213  \n",
      "2019-07-09  86544.325167  0.296383    0.199828  0.096556  \n",
      "2019-07-08  86945.073167  0.311802    0.222222  0.089580  \n",
      "2019-07-05  86782.461500  0.368990    0.251576  0.117414  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('600258','2019-11-15','17.94','17.98','17.27','17.27','61449','17.974','18.053','17.485','17.490','55075','60660','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 000524\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low    volume  price_change  p_change    ma5  \\\n",
      "date                                                                           \n",
      "2019-11-29  6.96  6.98   6.97  6.91   4930.78          0.01      0.14  6.990   \n",
      "2019-11-28  6.99  7.05   6.96  6.95   6360.01         -0.04     -0.57  7.000   \n",
      "2019-11-27  7.06  7.06   7.00  6.97   6097.00         -0.02     -0.28  7.020   \n",
      "2019-11-26  7.04  7.07   7.02  7.01   8302.78          0.02      0.29  7.028   \n",
      "2019-11-25  7.04  7.06   7.00  6.87  10439.24         -0.02     -0.28  7.056   \n",
      "2019-11-22  7.09  7.14   7.02  6.98  11805.00         -0.04     -0.57  7.066   \n",
      "2019-11-21  7.06  7.11   7.06  7.00   7575.00          0.02      0.28  7.058   \n",
      "2019-11-20  7.15  7.15   7.04  7.04   6871.00         -0.12     -1.68  7.074   \n",
      "2019-11-19  7.03  7.16   7.16  7.03   7679.14          0.11      1.56  7.096   \n",
      "2019-11-18  6.98  7.08   7.05  6.94   9954.42          0.07      1.00  7.114   \n",
      "2019-11-15  7.17  7.17   6.98  6.98  10777.54         -0.16     -2.24  7.152   \n",
      "2019-11-14  7.16  7.18   7.14  7.12   7050.54         -0.01     -0.14  7.260   \n",
      "2019-11-13  7.26  7.26   7.15  7.11   9195.06         -0.10     -1.38  7.316   \n",
      "2019-11-12  7.29  7.29   7.25  7.16   9824.79          0.01      0.14  7.350   \n",
      "2019-11-11  7.50  7.50   7.24  7.17  21363.78         -0.28     -3.72  7.374   \n",
      "2019-11-08  7.43  7.93   7.52  7.41  23594.06          0.10      1.35  7.408   \n",
      "2019-11-07  7.33  7.44   7.42  7.33  13288.81          0.10      1.37  7.360   \n",
      "2019-11-06  7.37  7.40   7.32  7.31  13427.87         -0.05     -0.68  7.310   \n",
      "2019-11-05  7.36  7.42   7.37  7.32  12414.80         -0.04     -0.54  7.314   \n",
      "2019-11-04  7.30  7.43   7.41  7.28  14555.68          0.13      1.79  7.330   \n",
      "2019-11-01  7.16  7.29   7.28  7.14  14818.67          0.11      1.53  7.364   \n",
      "2019-10-31  7.34  7.38   7.17  7.13  18823.07         -0.17     -2.32  7.412   \n",
      "2019-10-30  7.47  7.47   7.34  7.31  15988.51         -0.11     -1.48  7.470   \n",
      "2019-10-29  7.54  7.63   7.45  7.44  12878.12         -0.13     -1.72  7.486   \n",
      "2019-10-28  7.53  7.58   7.58  7.43  17801.03          0.06      0.80  7.492   \n",
      "2019-10-25  7.46  7.54   7.52  7.40  16435.72          0.06      0.80  7.448   \n",
      "2019-10-24  7.40  7.48   7.46  7.39  11512.26          0.04      0.54  7.436   \n",
      "2019-10-23  7.48  7.52   7.42  7.40   9334.09         -0.06     -0.80  7.464   \n",
      "2019-10-22  7.40  7.48   7.48  7.39  10341.16          0.12      1.63  7.528   \n",
      "2019-10-21  7.47  7.49   7.36  7.33  12387.57         -0.10     -1.34  7.596   \n",
      "...          ...   ...    ...   ...       ...           ...       ...    ...   \n",
      "2019-08-15  7.31  7.59   7.57  7.30  12953.00          0.08      1.07  7.446   \n",
      "2019-08-14  7.48  7.53   7.49  7.46   8709.28          0.08      1.08  7.430   \n",
      "2019-08-13  7.38  7.50   7.41  7.38   7620.57         -0.01     -0.14  7.422   \n",
      "2019-08-12  7.42  7.44   7.42  7.35   8354.00          0.08      1.09  7.426   \n",
      "2019-08-09  7.51  7.61   7.34  7.28  11665.00         -0.15     -2.00  7.500   \n",
      "2019-08-08  7.47  7.50   7.49  7.41  10509.73          0.04      0.54  7.620   \n",
      "2019-08-07  7.50  7.53   7.45  7.43  12654.56          0.02      0.27  7.686   \n",
      "2019-08-06  7.70  7.74   7.43  7.38  19346.00         -0.36     -4.62  7.784   \n",
      "2019-08-05  7.89  7.97   7.79  7.78  15821.19         -0.15     -1.89  7.884   \n",
      "2019-08-02  7.67  7.95   7.94  7.60  22188.69          0.12      1.53  7.906   \n",
      "2019-08-01  7.91  7.96   7.82  7.82  11391.19         -0.12     -1.51  7.910   \n",
      "2019-07-31  7.92  7.99   7.94  7.88  10735.01          0.01      0.13  7.932   \n",
      "2019-07-30  7.85  8.05   7.93  7.85   9254.76          0.03      0.38  7.918   \n",
      "2019-07-29  8.05  8.10   7.90  7.87  13787.00         -0.06     -0.75  7.890   \n",
      "2019-07-26  7.92  8.03   7.96  7.82  15228.68          0.03      0.38  7.826   \n",
      "2019-07-25  7.87  7.95   7.93  7.77  15729.00          0.06      0.76  7.792   \n",
      "2019-07-24  7.90  7.93   7.87  7.74  17098.31          0.08      1.03  7.756   \n",
      "2019-07-23  7.60  7.86   7.79  7.59  21081.91          0.21      2.77  7.766   \n",
      "2019-07-22  7.81  7.81   7.58  7.50  21099.20         -0.21     -2.70  7.812   \n",
      "2019-07-19  7.79  7.89   7.79  7.72  16595.59          0.04      0.52  7.882   \n",
      "2019-07-18  7.83  7.85   7.75  7.68  25991.70         -0.17     -2.15  7.940   \n",
      "2019-07-17  8.03  8.04   7.92  7.87  28823.00         -0.10     -1.25  8.012   \n",
      "2019-07-16  7.95  8.04   8.02  7.91  19030.00          0.09      1.14  8.000   \n",
      "2019-07-15  8.09  8.10   7.93  7.89  29989.00         -0.15     -1.86  7.998   \n",
      "2019-07-12  8.04  8.14   8.08  7.96  15405.33         -0.03     -0.37  8.004   \n",
      "2019-07-11  7.95  8.12   8.11  7.90  20417.13          0.25      3.18  8.046   \n",
      "2019-07-10  8.08  8.13   7.86  7.82  16304.00         -0.15     -1.87  8.090   \n",
      "2019-07-09  8.06  8.11   8.01  7.96  15457.94          0.05      0.63  8.214   \n",
      "2019-07-08  8.35  8.35   7.96  7.94  31273.10         -0.33     -3.98  8.296   \n",
      "2019-07-05  8.38  8.39   8.29  8.24  21417.00         -0.04     -0.48  8.424   \n",
      "\n",
      "             ma10   ma20     v_ma5    v_ma10    v_ma20      ma25  \\\n",
      "date                                                               \n",
      "2019-11-29  7.028  7.154   7225.96   8001.44  10775.37  6.970000   \n",
      "2019-11-28  7.029  7.170   8600.81   8586.11  11269.76  6.965000   \n",
      "2019-11-27  7.047  7.180   8843.80   8655.17  11892.91  6.976667   \n",
      "2019-11-26  7.062  7.197   8998.60   8964.97  12387.49  6.987500   \n",
      "2019-11-25  7.085  7.219   8873.88   9117.17  12616.26  6.990000   \n",
      "2019-11-22  7.109  7.248   8776.91  10209.63  12984.34  6.995000   \n",
      "2019-11-21  7.159  7.273   8571.42  11388.53  13215.88  7.004286   \n",
      "2019-11-20  7.195  7.293   8466.53  11959.91  13412.74  7.008750   \n",
      "2019-11-19  7.223  7.312   8931.34  12615.60  13535.90  7.025556   \n",
      "2019-11-18  7.244  7.328   9360.47  13089.17  13669.00  7.028000   \n",
      "2019-11-15  7.280  7.343  11642.34  13549.29  13790.66  7.023636   \n",
      "2019-11-14  7.310  7.367  14205.65  13953.41  14238.93  7.033333   \n",
      "2019-11-13  7.313  7.390  15453.30  15130.66  14753.05  7.042308   \n",
      "2019-11-12  7.332  7.420  16299.86  15810.00  15265.60  7.057143   \n",
      "2019-11-11  7.352  7.448  16817.86  16115.34  15951.14  7.069333   \n",
      "2019-11-08  7.386  7.473  15456.24  15759.06  15860.70  7.097500   \n",
      "2019-11-07  7.386  7.477  13701.17  15043.23  15424.24  7.116471   \n",
      "2019-11-06  7.390  7.485  14808.02  14865.57  15565.99  7.127778   \n",
      "2019-11-05  7.400  7.497  15320.15  14456.20  15553.01  7.140526   \n",
      "2019-11-04  7.411  7.509  15412.81  14248.83  15555.97  7.154000   \n",
      "2019-11-01  7.406  7.520  16061.88  14032.02  15540.19  7.160000   \n",
      "2019-10-31  7.424  7.544  16385.29  14524.45  15637.26  7.160455   \n",
      "2019-10-30  7.467  7.570  14923.13  14375.44  16001.38  7.168261   \n",
      "2019-10-29  7.507  7.599  13592.24  14721.19  16300.75  7.180000   \n",
      "2019-10-28  7.544  7.628  13084.85  15786.94  17142.35  7.196000   \n",
      "2019-10-25  7.559  7.656  12002.16  15962.35  18693.29  7.218000   \n",
      "2019-10-24  7.567  7.690  12663.60  15805.26  19957.47  7.238000   \n",
      "2019-10-23  7.579  7.735  13827.75  16266.41  22860.14  7.254800   \n",
      "2019-10-22  7.594  7.759  15850.13  16649.82  24110.58  7.273200   \n",
      "2019-10-21  7.606  7.786  18489.02  16863.10  25907.76  7.287600   \n",
      "...           ...    ...       ...       ...       ...       ...   \n",
      "2019-08-15  7.533  7.692   9860.37  12982.20  14091.13  7.816800   \n",
      "2019-08-14  7.558  7.701   9371.72  12826.02  14743.07  7.782400   \n",
      "2019-08-13  7.603  7.723  10160.77  13028.59  15748.75  7.762800   \n",
      "2019-08-12  7.655  7.753  12505.86  13192.01  16319.23  7.738400   \n",
      "2019-08-09  7.703  7.779  13999.30  13735.31  17400.98  7.708800   \n",
      "2019-08-08  7.765  7.816  16104.03  14091.68  17587.99  7.692000   \n",
      "2019-08-07  7.809  7.847  16280.33  14613.61  18083.36  7.676800   \n",
      "2019-08-06  7.851  7.867  15896.42  15057.98  18265.83  7.656800   \n",
      "2019-08-05  7.887  7.896  13878.17  15231.57  18071.43  7.649600   \n",
      "2019-08-02  7.866  7.905  13471.33  15759.38  18844.03  7.650400   \n",
      "2019-08-01  7.851  7.922  12079.33  15200.07  18805.44  7.648000   \n",
      "2019-07-31  7.844  7.948  12946.89  16660.12  19324.51  7.650400   \n",
      "2019-07-30  7.842  7.975  14219.55  18468.92  19876.08  7.654800   \n",
      "2019-07-29  7.851  7.999  16584.98  19446.44  20683.52  7.658800   \n",
      "2019-07-26  7.854  8.034  18047.42  21066.64  21574.06  7.672400   \n",
      "2019-07-25  7.866  8.055  18320.80  21084.30  21886.18  7.680800   \n",
      "2019-07-24  7.884  8.075  20373.34  21553.12  22304.28  7.687600   \n",
      "2019-07-23  7.883  8.105  22718.28  21473.69  22715.12  7.689200   \n",
      "2019-07-22  7.905  8.148  22307.90  20911.29  23068.27  7.685200   \n",
      "2019-07-19  7.943  8.196  24085.86  21928.68  23206.51  7.688800   \n",
      "2019-07-18  7.993  8.233  23847.81  22410.82  23781.91  7.688400   \n",
      "2019-07-17  8.051  8.272  22732.89  21988.90  24255.77  7.697200   \n",
      "2019-07-16  8.107  8.287  20229.09  21283.25  23662.87  7.710400   \n",
      "2019-07-15  8.147  8.293  19514.68  21920.60  23226.77  7.716000   \n",
      "2019-07-12  8.214  8.305  19771.50  22081.48  22594.57  7.741600   \n",
      "2019-07-11  8.243  8.305  20973.83  22688.06  22452.35  7.763200   \n",
      "2019-07-10  8.266  8.311  21244.90  23055.45  22168.50  7.778000   \n",
      "2019-07-09  8.327  8.333  22337.42  23956.55  22048.01  7.802000   \n",
      "2019-07-08  8.391  8.344  24326.52  25225.25  22265.11  7.823600   \n",
      "2019-07-05  8.448  8.346  24391.46  24484.34  21300.87  7.861600   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29   4930.780000       NaN         NaN       NaN  \n",
      "2019-11-28   5645.395000       NaN         NaN       NaN  \n",
      "2019-11-27   5795.930000       NaN         NaN       NaN  \n",
      "2019-11-26   6422.642500       NaN         NaN       NaN  \n",
      "2019-11-25   7225.962000       NaN         NaN       NaN  \n",
      "2019-11-22   7989.135000       NaN         NaN       NaN  \n",
      "2019-11-21   7929.972857       NaN         NaN       NaN  \n",
      "2019-11-20   7797.601250       NaN         NaN       NaN  \n",
      "2019-11-19   7784.438889       NaN         NaN       NaN  \n",
      "2019-11-18   8001.437000       NaN         NaN       NaN  \n",
      "2019-11-15   8253.810000       NaN         NaN       NaN  \n",
      "2019-11-14   8153.537500       NaN         NaN       NaN  \n",
      "2019-11-13   8233.654615       NaN         NaN       NaN  \n",
      "2019-11-12   8347.307143       NaN         NaN       NaN  \n",
      "2019-11-11   9215.072000       NaN         NaN       NaN  \n",
      "2019-11-08  10113.758750       NaN         NaN       NaN  \n",
      "2019-11-07  10300.526471       NaN         NaN       NaN  \n",
      "2019-11-06  10474.267778       NaN         NaN       NaN  \n",
      "2019-11-05  10576.401053       NaN         NaN       NaN  \n",
      "2019-11-04  10775.365000       NaN         NaN       NaN  \n",
      "2019-11-01  10967.903333       NaN         NaN       NaN  \n",
      "2019-10-31  11324.956364       NaN         NaN       NaN  \n",
      "2019-10-30  11527.719565       NaN         NaN       NaN  \n",
      "2019-10-29  11583.986250       NaN         NaN       NaN  \n",
      "2019-10-28  11832.668000       NaN         NaN       NaN  \n",
      "2019-10-25  12009.708462       NaN         NaN       NaN  \n",
      "2019-10-24  11991.284444       NaN         NaN       NaN  \n",
      "2019-10-23  11896.384643       NaN         NaN       NaN  \n",
      "2019-10-22  11842.756207       NaN         NaN       NaN  \n",
      "2019-10-21  11860.916667       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  20678.833667 -0.044173   -0.009980 -0.034193  \n",
      "2019-08-14  20706.479333 -0.056400   -0.019264 -0.037136  \n",
      "2019-08-13  20680.237833 -0.071719   -0.029755 -0.041964  \n",
      "2019-08-12  20655.724667 -0.082105   -0.040225 -0.041880  \n",
      "2019-08-09  20494.078333 -0.095689   -0.051318 -0.044371  \n",
      "2019-08-08  20276.006167 -0.093275   -0.059709 -0.033566  \n",
      "2019-08-07  20265.435333 -0.093512   -0.066470 -0.027042  \n",
      "2019-08-06  20364.070833 -0.094227   -0.072021 -0.022206  \n",
      "2019-08-05  20420.844000 -0.064996   -0.070616  0.005620  \n",
      "2019-08-02  20548.060833 -0.029387   -0.062370  0.032983  \n",
      "2019-08-01  20490.936167 -0.010727   -0.052042  0.041315  \n",
      "2019-07-31  20356.135167  0.013588   -0.038916  0.052504  \n",
      "2019-07-30  20243.906000  0.031686   -0.024795  0.056481  \n",
      "2019-07-29  20259.054000  0.043111   -0.011214  0.054325  \n",
      "2019-07-26  20216.181500  0.056357    0.002300  0.054057  \n",
      "2019-07-25  20204.402833  0.063700    0.014580  0.049120  \n",
      "2019-07-24  20297.503667  0.063940    0.024452  0.039488  \n",
      "2019-07-23  20493.300667  0.057018    0.030965  0.026053  \n",
      "2019-07-22  20672.601333  0.034193    0.031611  0.002582  \n",
      "2019-07-19  20742.735000  0.032673    0.031823  0.000849  \n",
      "2019-07-18  20846.881167  0.027918    0.031042 -0.003124  \n",
      "2019-07-17  21038.381167  0.037436    0.032321  0.005115  \n",
      "2019-07-16  21031.448167  0.052444    0.036346  0.016098  \n",
      "2019-07-15  21139.004333  0.056425    0.040362  0.016064  \n",
      "2019-07-12  21069.841333  0.070867    0.046463  0.024404  \n",
      "2019-07-11  21162.379500  0.083767    0.053924  0.029844  \n",
      "2019-07-10  21165.382667  0.072977    0.057734  0.015243  \n",
      "2019-07-09  21203.546000  0.075657    0.061319  0.014338  \n",
      "2019-07-08  21516.864500  0.072906    0.063636  0.009270  \n",
      "2019-07-05  21636.477833  0.096245    0.070158  0.026087  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('000524','2019-11-15','7.17','7.17','6.98','6.98','10777','7.152','7.280','7.343','7.024','11642','8253','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 000007\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low     volume  price_change  p_change  \\\n",
      "date                                                                        \n",
      "2019-11-29   9.92  10.06  10.01   9.83   29343.50          0.01      0.10   \n",
      "2019-11-28  10.24  10.24  10.00   9.81   54505.99         -0.05     -0.50   \n",
      "2019-11-27  10.05  10.29  10.05   9.96   59744.50         -0.18     -1.76   \n",
      "2019-11-26   9.96  10.48  10.23   9.76  134862.50          0.27      2.71   \n",
      "2019-11-25  10.50  10.51   9.96   9.32  188688.48         -0.40     -3.86   \n",
      "2019-11-22  10.27  10.66  10.36  10.16  121794.99         -0.02     -0.19   \n",
      "2019-11-21  10.57  10.97  10.38  10.32  235943.20         -0.38     -3.53   \n",
      "2019-11-20  11.00  11.69  10.76  10.63  291059.19         -0.32     -2.89   \n",
      "2019-11-19  10.98  11.35  11.08  10.92  195582.88         -0.10     -0.89   \n",
      "2019-11-18  10.51  11.40  11.18  10.40  169269.77          0.24      2.19   \n",
      "2019-11-15  10.50  11.30  10.94  10.34  167729.95         -0.12     -1.08   \n",
      "2019-11-14  11.06  11.06  11.06  10.30  288912.81          1.01     10.05   \n",
      "2019-11-13   9.15  10.05  10.05   9.15  105453.48          0.91      9.96   \n",
      "2019-11-12   8.89   9.16   9.14   8.87   25308.98          0.25      2.81   \n",
      "2019-11-11   8.95   9.00   8.89   8.80   14483.00         -0.06     -0.67   \n",
      "2019-11-08   9.02   9.08   8.95   8.93   15215.52         -0.08     -0.89   \n",
      "2019-11-07   9.06   9.15   9.03   9.01   12085.98         -0.03     -0.33   \n",
      "2019-11-06   8.99   9.20   9.06   8.95   37467.40          0.05      0.56   \n",
      "2019-11-05   8.99   9.01   9.01   8.80   29658.00          0.09      1.01   \n",
      "2019-11-04   8.96   9.04   8.92   8.84   23683.00         -0.04     -0.45   \n",
      "2019-11-01   9.10   9.10   8.96   8.72   34220.00          0.01      0.11   \n",
      "2019-10-31   9.06   9.09   8.95   8.95   20556.51         -0.04     -0.45   \n",
      "2019-10-30   9.01   9.09   8.99   8.91   29894.00         -0.06     -0.66   \n",
      "2019-10-29   9.08   9.12   9.05   8.86   45282.50         -0.03     -0.33   \n",
      "2019-10-28   9.06   9.18   9.08   8.96   44909.79          0.03      0.33   \n",
      "2019-10-25   8.90   9.14   9.05   8.69   41313.00          0.12      1.34   \n",
      "2019-10-24   9.38   9.39   8.93   8.91   32671.50         -0.25     -2.72   \n",
      "2019-10-23   9.23   9.25   9.18   9.05   30807.00         -0.05     -0.54   \n",
      "2019-10-22   9.23   9.39   9.23   9.20   31372.00         -0.13     -1.39   \n",
      "2019-10-21   9.10   9.38   9.36   9.02   43135.02          0.07      0.75   \n",
      "...           ...    ...    ...    ...        ...           ...       ...   \n",
      "2019-08-15   7.00   7.21   7.21   6.90   45266.08          0.18      2.56   \n",
      "2019-08-14   7.23   7.23   7.03   7.01   30901.00         -0.16     -2.23   \n",
      "2019-08-13   7.10   7.23   7.19   6.90   49484.15          0.09      1.27   \n",
      "2019-08-12   7.03   7.13   7.10   6.99   41727.29          0.01      0.14   \n",
      "2019-08-09   7.12   7.12   7.09   6.99   29808.88         -0.01     -0.14   \n",
      "2019-08-08   7.10   7.17   7.10   6.93   44511.44          0.00      0.00   \n",
      "2019-08-07   6.83   7.15   7.10   6.81   52296.00          0.21      3.05   \n",
      "2019-08-06   6.75   7.30   6.89   6.62   89925.79          0.12      1.77   \n",
      "2019-08-05   6.57   6.85   6.77   6.49   39754.51          0.20      3.04   \n",
      "2019-08-02   6.56   6.58   6.57   6.46   21061.50         -0.06     -0.91   \n",
      "2019-08-01   6.57   6.69   6.63   6.56   27096.50          0.01      0.15   \n",
      "2019-07-31   6.55   6.66   6.62   6.50   30551.79          0.06      0.92   \n",
      "2019-07-30   6.57   6.60   6.56   6.53   12608.00          0.01      0.15   \n",
      "2019-07-29   6.66   6.66   6.55   6.49   39582.29         -0.02     -0.30   \n",
      "2019-07-26   6.57   6.66   6.57   6.55   22169.95          0.00      0.00   \n",
      "2019-07-25   6.61   6.68   6.57   6.54   38444.50         -0.11     -1.65   \n",
      "2019-07-24   6.38   6.94   6.68   6.30   50989.62          0.30      4.70   \n",
      "2019-07-23   6.35   6.40   6.38   6.30   25423.00          0.03      0.47   \n",
      "2019-07-22   6.44   6.52   6.35   6.27   16136.23         -0.09     -1.40   \n",
      "2019-07-19   6.63   6.66   6.44   6.41   25108.50         -0.19     -2.87   \n",
      "2019-07-18   6.60   6.69   6.63   6.53   22110.50          0.03      0.46   \n",
      "2019-07-17   6.69   6.69   6.60   6.56   20821.60          0.01      0.15   \n",
      "2019-07-16   6.56   6.64   6.59   6.42   30360.00          0.13      2.01   \n",
      "2019-07-15   6.30   6.48   6.46   6.13   32209.33          0.18      2.87   \n",
      "2019-07-12   6.35   6.35   6.28   6.22   13890.24         -0.04     -0.63   \n",
      "2019-07-11   6.35   6.35   6.32   6.26   20339.29          0.00      0.00   \n",
      "2019-07-10   6.44   6.44   6.32   6.29   18234.00         -0.08     -1.25   \n",
      "2019-07-09   6.57   6.57   6.40   6.29   24008.74         -0.18     -2.74   \n",
      "2019-07-08   6.64   6.73   6.58   6.42   34591.20         -0.09     -1.35   \n",
      "2019-07-05   6.79   6.82   6.67   6.63   40145.41         -0.15     -2.20   \n",
      "\n",
      "               ma5    ma10   ma20      v_ma5     v_ma10     v_ma20       ma25  \\\n",
      "date                                                                            \n",
      "2019-11-29  10.050  10.401  9.953   93428.99  148079.50  110039.66  10.010000   \n",
      "2019-11-28  10.120  10.494  9.901  111919.29  161918.15  110283.48  10.005000   \n",
      "2019-11-27  10.196  10.600  9.848  148206.73  185358.83  108586.01  10.020000   \n",
      "2019-11-26  10.338  10.600  9.795  194469.67  189929.73  107093.48  10.072500   \n",
      "2019-11-25  10.508  10.491  9.736  206613.75  178974.37  102614.48  10.050000   \n",
      "2019-11-22  10.752  10.384  9.692  202730.01  161553.83   95425.55  10.101667   \n",
      "2019-11-21  10.868  10.243  9.627  211917.00  150895.88   91401.45  10.141429   \n",
      "2019-11-20  11.004  10.108  9.554  222510.92  128510.16   81237.86  10.218750   \n",
      "2019-11-19  10.862   9.938  9.475  185389.78  103150.98   68225.25  10.314444   \n",
      "2019-11-18  10.474   9.731  9.383  151335.00   86558.49   60014.71  10.401000   \n",
      "2019-11-15  10.016   9.505  9.292  120377.64   71999.81   53707.97  10.450000   \n",
      "2019-11-14   9.618   9.307  9.209   89874.76   58648.82   47181.42  10.500833   \n",
      "2019-11-13   9.212   9.096  9.125   34509.39   31813.19   36894.51  10.466154   \n",
      "2019-11-12   9.014   8.990  9.085   20912.18   24257.24   37576.78  10.371429   \n",
      "2019-11-11   8.988   8.981  9.110   21781.98   26254.59   47978.20  10.272667   \n",
      "2019-11-08   8.994   9.000  9.140   23621.98   29297.27   56423.35  10.190000   \n",
      "2019-11-07   8.996   9.010  9.173   27422.88   31907.02   68632.59  10.121765   \n",
      "2019-11-06   8.980   9.000  9.167   29116.98   33965.57   73884.20  10.062778   \n",
      "2019-11-05   8.966   9.012  9.138   27602.30   33299.53   75507.70  10.007368   \n",
      "2019-11-04   8.974   9.034  9.110   30727.20   33470.93   77430.49   9.953000   \n",
      "2019-11-01   9.006   9.078  9.083   34972.56   35416.13   79318.39   9.905714   \n",
      "2019-10-31   9.024   9.111  9.058   36391.16   35714.02   81950.76   9.862273   \n",
      "2019-10-30   9.020   9.153  9.042   38814.16   41975.83   90011.33   9.824348   \n",
      "2019-10-29   9.058   9.179  9.022   38996.76   50896.32  101615.34   9.792083   \n",
      "2019-10-28   9.094   9.238  8.974   36214.66   69701.81  101573.97   9.763600   \n",
      "2019-10-25   9.150   9.280  8.925   35859.70   83549.43  101964.59   9.725200   \n",
      "2019-10-24   9.198   9.335  8.876   35036.88  105358.16  102273.87   9.682400   \n",
      "2019-10-23   9.286   9.333  8.834   45137.50  113802.83  106108.02   9.647600   \n",
      "2019-10-22   9.300   9.263  8.774   62795.89  117715.88  108192.66   9.607600   \n",
      "2019-10-21   9.382   9.186  8.713  103188.96  121390.05  109878.90   9.583600   \n",
      "...            ...     ...    ...        ...        ...        ...        ...   \n",
      "2019-08-15   7.124   7.005  6.770   39437.48   44473.66   36642.35   8.137600   \n",
      "2019-08-14   7.102   6.947  6.741   39286.55   42656.71   35484.57   8.094800   \n",
      "2019-08-13   7.116   6.906  6.720   43565.55   42621.79   34980.60   8.063200   \n",
      "2019-08-12   7.056   6.843  6.690   51653.88   38934.17   34024.39   8.027200   \n",
      "2019-08-09   6.990   6.788  6.658   51259.32   38719.67   33548.50   7.988000   \n",
      "2019-08-08   6.886   6.736  6.617   49509.85   37955.78   32752.56   7.951200   \n",
      "2019-08-07   6.792   6.683  6.578   46026.86   37349.08   31543.96   7.917200   \n",
      "2019-08-06   6.696   6.641  6.539   41678.02   37218.45   29840.86   7.871600   \n",
      "2019-08-05   6.630   6.590  6.515   26214.46   30768.17   26545.00   7.815600   \n",
      "2019-08-02   6.586   6.548  6.505   26180.02   28406.34   26286.84   7.755200   \n",
      "2019-08-01   6.586   6.535  6.510   26401.71   28811.04   27241.03   7.696000   \n",
      "2019-07-31   6.574   6.535  6.520   28671.31   28312.44   27557.57   7.639600   \n",
      "2019-07-30   6.586   6.533  6.532   32758.87   27339.42   27956.45   7.576800   \n",
      "2019-07-29   6.550   6.536  6.552   35321.87   29114.62   28377.70   7.520400   \n",
      "2019-07-26   6.510   6.527  6.574   30632.66   28377.32   28048.78   7.463200   \n",
      "2019-07-25   6.484   6.498  6.587   31220.37   27549.35   28410.17   7.382000   \n",
      "2019-07-24   6.496   6.473  6.607   27953.57   25738.83   27734.47   7.282000   \n",
      "2019-07-23   6.480   6.437  6.623   21919.97   22463.27   26604.62   7.129200   \n",
      "2019-07-22   6.522   6.439  6.656   22907.37   22321.84   27011.99   7.012400   \n",
      "2019-07-19   6.544   6.462  6.690   26121.99   24167.34   28217.65   6.932800   \n",
      "2019-07-18   6.512   6.485  6.724   23878.33   25671.03   29519.92   6.891600   \n",
      "2019-07-17   6.450   6.504  6.746   23524.09   26802.70   30965.55   6.848800   \n",
      "2019-07-16   6.394   6.531  6.772   23006.57   28573.49   32559.63   6.810800   \n",
      "2019-07-15   6.356   6.567  6.791   21736.32   27640.79   34040.24   6.761600   \n",
      "2019-07-12   6.380   6.621  6.827   22212.69   27720.23   35022.77   6.718400   \n",
      "2019-07-11   6.458   6.676  6.863   27463.73   29270.99   37359.17   6.682800   \n",
      "2019-07-10   6.558   6.741  6.904   30081.30   29730.11   39848.01   6.654400   \n",
      "2019-07-09   6.668   6.808  6.951   34140.40   30745.96   43110.37   6.622800   \n",
      "2019-07-08   6.778   6.872  6.979   33545.25   31702.14   45173.14   6.602000   \n",
      "2019-07-05   6.862   6.918  6.976   33227.76   32267.96   46062.78   6.585200   \n",
      "\n",
      "                   v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                       \n",
      "2019-11-29   29343.500000       NaN         NaN       NaN  \n",
      "2019-11-28   41924.745000       NaN         NaN       NaN  \n",
      "2019-11-27   47864.663333       NaN         NaN       NaN  \n",
      "2019-11-26   69614.122500       NaN         NaN       NaN  \n",
      "2019-11-25   93428.994000       NaN         NaN       NaN  \n",
      "2019-11-22   98156.660000       NaN         NaN       NaN  \n",
      "2019-11-21  117840.451429       NaN         NaN       NaN  \n",
      "2019-11-20  139492.793750       NaN         NaN       NaN  \n",
      "2019-11-19  145725.025556       NaN         NaN       NaN  \n",
      "2019-11-18  148079.500000       NaN         NaN       NaN  \n",
      "2019-11-15  149865.904545       NaN         NaN       NaN  \n",
      "2019-11-14  161453.146667       NaN         NaN       NaN  \n",
      "2019-11-13  157145.480000       NaN         NaN       NaN  \n",
      "2019-11-12  147728.587143       NaN         NaN       NaN  \n",
      "2019-11-11  138845.548000       NaN         NaN       NaN  \n",
      "2019-11-08  131118.671250       NaN         NaN       NaN  \n",
      "2019-11-07  124116.748235       NaN         NaN       NaN  \n",
      "2019-11-06  119302.895556       NaN         NaN       NaN  \n",
      "2019-11-05  114584.743158       NaN         NaN       NaN  \n",
      "2019-11-04  110039.656000       NaN         NaN       NaN  \n",
      "2019-11-01  106429.196190       NaN         NaN       NaN  \n",
      "2019-10-31  102525.892273       NaN         NaN       NaN  \n",
      "2019-10-30   99367.983913       NaN         NaN       NaN  \n",
      "2019-10-29   97114.422083       NaN         NaN       NaN  \n",
      "2019-10-28   95026.236800       NaN         NaN       NaN  \n",
      "2019-10-25   92960.343077       NaN         NaN       NaN  \n",
      "2019-10-24   90727.422963       NaN         NaN       NaN  \n",
      "2019-10-23   88587.407857       NaN         NaN       NaN  \n",
      "2019-10-22   86614.462759       NaN         NaN       NaN  \n",
      "2019-10-21   85165.148000       NaN         NaN       NaN  \n",
      "...                   ...       ...         ...       ...  \n",
      "2019-08-15  102645.892833 -0.274130   -0.155981 -0.118149  \n",
      "2019-08-14   98345.696000 -0.324432   -0.189671 -0.134761  \n",
      "2019-08-13   97412.873833 -0.347383   -0.221214 -0.126169  \n",
      "2019-08-12   97686.512333 -0.368584   -0.250688 -0.117896  \n",
      "2019-08-09   97941.943667 -0.381792   -0.276909 -0.104884  \n",
      "2019-08-08   98430.209000 -0.386992   -0.298925 -0.088067  \n",
      "2019-08-07   99100.376000 -0.386656   -0.316471 -0.070184  \n",
      "2019-08-06   99974.682500 -0.398738   -0.332925 -0.065813  \n",
      "2019-08-05  100142.957667 -0.413233   -0.348986 -0.064246  \n",
      "2019-08-02  100099.266000 -0.435834   -0.366356 -0.069478  \n",
      "2019-08-01   99980.541000 -0.443789   -0.381843 -0.061946  \n",
      "2019-07-31  100147.129000 -0.445762   -0.394626 -0.051135  \n",
      "2019-07-30   99859.029000 -0.447013   -0.405104 -0.041910  \n",
      "2019-07-29   99764.025500 -0.443698   -0.412823 -0.030875  \n",
      "2019-07-26   99385.028167 -0.434448   -0.417148 -0.017301  \n",
      "2019-07-25   99337.219833 -0.422251   -0.418168 -0.004082  \n",
      "2019-07-24   99642.521833 -0.399107   -0.414356  0.015249  \n",
      "2019-07-23   99552.788500 -0.400358   -0.411556  0.011198  \n",
      "2019-07-22   99298.859000 -0.399169   -0.409079  0.009910  \n",
      "2019-07-19   98998.417000 -0.386509   -0.404565  0.018056  \n",
      "2019-07-18   98746.943667 -0.357028   -0.395058  0.038029  \n",
      "2019-07-17   97707.727000 -0.332256   -0.382497  0.050241  \n",
      "2019-07-16   96228.745000 -0.309858   -0.367969  0.058111  \n",
      "2019-07-15   92876.611167 -0.299150   -0.354205  0.055056  \n",
      "2019-07-12   90051.681833 -0.301710   -0.343706  0.041997  \n",
      "2019-07-11   86067.332167 -0.297086   -0.334382  0.037296  \n",
      "2019-07-10   84419.261667 -0.290078   -0.325521  0.035443  \n",
      "2019-07-09   83653.782500 -0.274900   -0.315397  0.040497  \n",
      "2019-07-08   83095.074833 -0.245517   -0.301421  0.055904  \n",
      "2019-07-05   82740.148333 -0.212518   -0.283640  0.071122  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('000007','2019-11-15','10.50','11.30','10.34','10.94','167729','10.016','9.505','9.292','10.450','120377','149865','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n"
     ]
    }
   ],
   "source": [
    "#1、首先是获取沪深两市的股票列表\n",
    "\n",
    "\n",
    "    \n",
    "def Get_Stock_List():\n",
    "    df = ts.get_stock_basics()\n",
    "    df = df.sort_index() \n",
    "    #先只筛选某行业数据\n",
    "    df_hotel_and_catering=df[df['industry']=='酒店餐饮']\n",
    "    df_telecom_operation=df[df['industry']=='电信运营']\n",
    "    return df_hotel_and_catering,df_telecom_operation\n",
    "          \n",
    "#2）、获取1年交易数据，并保存\n",
    "def Get_Stock_Trade(code):\n",
    "    df = None\n",
    "    try:\n",
    "        df = ts.get_hist_data(code, start='2019-01-01', retry_count=5, pause=0.01)\n",
    "        #df = pro.daily(ts_code=Code, start_date='20190401')\n",
    "    except Exception as e:\n",
    "        print(e,'err!')\n",
    "    return df\n",
    "\n",
    "# 3)获取构造均价、均量、MACD数据\n",
    "def Make_Full_stock(code):\n",
    "    df_hotel_and_catering=None\n",
    "    df_telecom_operation=None\n",
    "    #df =None\n",
    "    try:\n",
    "        df = Get_Stock_Trade(code)\n",
    "    except Exception as e:\n",
    "        print(code + 'trade err!')\n",
    "        return df\n",
    " \n",
    "    if not(df is None):\n",
    "    \n",
    "        # 构造成交价和成交量均线,根据具体情况构造n日均价，n日均线\n",
    "        dfma25 = df['close'].rolling(min_periods=1, window=25, center=False).mean()   # 25日均价\n",
    "        dfvol60 =df['volume'].rolling(min_periods=1, window=60, center=False).mean()  # 60日均量\n",
    "\n",
    "        \n",
    "        # 构造MACD值，psmacd DIFF；psmacdsignal DEA；psmacdhist DIFF-DEA\n",
    "        # http://www.lfd.uci.edu/~gohlke/pythonlibs/ 下载安装 TA-Lib\n",
    "        psmacd, psmacdsignal, psmacdhist = ta.MACD(np.array(df['close']), fastperiod=12, slowperiod=26, signalperiod=9)\n",
    "        #转换为series\n",
    "        \n",
    "        #在后面增加5列，分别是14-18列，对应的是 ma25 vol60 DIFF  DEA  DIFF-DEA       \n",
    "        df['ma25']=pd.Series(dfma25,index=df.index)             #ma25\n",
    "        df['v_ma60']=pd.Series(dfvol60,index=df.index)          #vol60\n",
    "        df['macd']=pd.Series(psmacd,index=df.index)             #DIFF\n",
    "        df['macdsignal']=pd.Series(psmacdsignal,index=df.index) #DEA\n",
    "        df['macdhist']=pd.Series(psmacdhist,index=df.index)     #DIFF-DEA\n",
    "        \n",
    "    return df\n",
    "\n",
    "#4) 构造增加数据的Insert语句，以便将处理过某标的交易数据加入数据库\n",
    "def Make_Sql(df,code):\n",
    "    sqls = []\n",
    "\n",
    "    for tdate,row in df.iterrows():    #iter迭代的应用，要支持迭代\n",
    "        #Open,high,low,close,volume,amount,,,,,, = row[1:n]\n",
    "       \n",
    "        sql = \"insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,vol5) \\\n",
    "        values('%s','%s','%.2f','%.2f','%.2f','%.2f','%d','%.3f','%.3f','%.3f','%d')\" \\\n",
    "        % (code, tdate, row['open'], row['high'], row['low'],row['close'],row['volume'],\\\n",
    "           row['ma5'],row['ma10'],row['ma20'],row['v_ma5'])\n",
    "        new_sql = \"insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist) \\\n",
    "        values('%s','%s','%.2f','%.2f','%.2f','%.2f','%d','%.3f','%.3f','%.3f','%.3f','%d','%d','%.6f','%.6f','%.6f')\" \\\n",
    "        % (code, tdate, row['open'], row['high'], row['low'],row['close'],row['volume'],\\\n",
    "           row['ma5'],row['ma10'],row['ma20'],row['ma25'],row['v_ma5'],row['v_ma60'],row['macd'],row['macdsignal'],row['macdhist'])\n",
    "        #sqls.append(sql)\n",
    "        sqls.append(new_sql)\n",
    "    return sqls\n",
    "\n",
    "\n",
    "# 5) 将处理过某标的交易数据加入数据库\n",
    "def Insert_Stock_Trade(sqls, engine):\n",
    "\n",
    "    for insert_sql in sqls:\n",
    "        engine.execute(insert_sql)\n",
    "        #print(insert_sql)\n",
    "    engine.commit()\n",
    "    print('Insert data over!')\n",
    "   \n",
    "\n",
    "#6) 构造各函数调用逻辑，完成程序功能\n",
    "def Output_DB():\n",
    "    df1 = pd.read_csv(\"data/电信运营2019-11-21stock.csv\", encoding='gbk', \n",
    "                 header = 0,\n",
    "                 names = ['code', 'name', 'industry', 'area','pe', 'outstanding', 'totals', 'totalAssets','liquidAssets', 'fixedAssets', 'reserved', \n",
    "                          'reservedPerShare', 'esp', 'bvps', 'pb', 'timeToMarket', 'undp', 'perundp', 'rev', 'profit', 'gpr', 'npr', 'holders', 'MACD'])\n",
    "\n",
    "    df2 = pd.read_csv(\"data/酒店餐饮2019-11-21stock.csv\", encoding='gbk', \n",
    "                 header = 0,\n",
    "                 names = ['code', 'name', 'industry', 'area','pe', 'outstanding', 'totals', 'totalAssets','liquidAssets', 'fixedAssets', 'reserved', \n",
    "                          'reservedPerShare', 'esp', 'bvps', 'pb', 'timeToMarket', 'undp', 'perundp', 'rev', 'profit', 'gpr', 'npr', 'holders', 'MACD'])\n",
    "\n",
    "    df = pd.concat([df1, df2]) #上下合并两个df\n",
    "\n",
    "    for code in df.code:\n",
    "        code = (str(code)).zfill(6)\n",
    "        print(\"开始处理：\", code)\n",
    "        #print(type(code))\n",
    "        df1 = Make_Full_stock(code)#获取构造均价、均量、MACD数据 后面四列数据\n",
    "        print(df1.head(100))\n",
    "        df1 = df1.fillna(0)\n",
    "        sqls=Make_Sql(df1,code)\n",
    "        print(sqls[10])\n",
    "        Insert_Stock_Trade(sqls, cur)\n",
    "\n",
    "Output_DB()\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 桌面数据库access的使用\n",
    "https://blog.csdn.net/growth_path_/article/details/80748734"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Microsoft Access Driver (*.mdb, *.accdb)']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyodbc  \n",
    "[x for x in pyodbc.drivers() if x.startswith('Microsoft Access Driver')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "DBfile = r\".\\data\\stock.mdb\"  # 数据库文件  \n",
    "try:\n",
    "    conn = pyodbc.connect(r'DRIVER={Microsoft Access Driver (*.mdb, *.accdb)};DBQ=.\\data\\stock.mdb')\n",
    "    cur = conn.cursor()\n",
    "except Exception as e:\n",
    "     print('engine err!')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#创建数据库表   可以在access中创建，也可用cur.execute('CREATE TABLE xxx()')来创建 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>code</th>\n",
       "      <th>name</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>close</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>amount</th>\n",
       "      <th>ma5</th>\n",
       "      <th>ma10</th>\n",
       "      <th>ma20</th>\n",
       "      <th>ma25</th>\n",
       "      <th>vol5</th>\n",
       "      <th>vol60</th>\n",
       "      <th>macd</th>\n",
       "      <th>macdsignal</th>\n",
       "      <th>macdhist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19431</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-27</td>\n",
       "      <td>10.05</td>\n",
       "      <td>10.29</td>\n",
       "      <td>10.05</td>\n",
       "      <td>9.96</td>\n",
       "      <td>59744</td>\n",
       "      <td>None</td>\n",
       "      <td>10.196</td>\n",
       "      <td>10.600</td>\n",
       "      <td>9.848</td>\n",
       "      <td>10.050</td>\n",
       "      <td>148206</td>\n",
       "      <td>59744</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>19432</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-26</td>\n",
       "      <td>9.96</td>\n",
       "      <td>10.48</td>\n",
       "      <td>10.23</td>\n",
       "      <td>9.76</td>\n",
       "      <td>134862</td>\n",
       "      <td>None</td>\n",
       "      <td>10.338</td>\n",
       "      <td>10.600</td>\n",
       "      <td>9.795</td>\n",
       "      <td>10.140</td>\n",
       "      <td>194469</td>\n",
       "      <td>97303</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19433</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-25</td>\n",
       "      <td>10.50</td>\n",
       "      <td>10.51</td>\n",
       "      <td>9.96</td>\n",
       "      <td>9.32</td>\n",
       "      <td>188688</td>\n",
       "      <td>None</td>\n",
       "      <td>10.508</td>\n",
       "      <td>10.491</td>\n",
       "      <td>9.736</td>\n",
       "      <td>10.080</td>\n",
       "      <td>206613</td>\n",
       "      <td>127765</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>19434</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-22</td>\n",
       "      <td>10.27</td>\n",
       "      <td>10.66</td>\n",
       "      <td>10.36</td>\n",
       "      <td>10.16</td>\n",
       "      <td>121794</td>\n",
       "      <td>None</td>\n",
       "      <td>10.752</td>\n",
       "      <td>10.384</td>\n",
       "      <td>9.692</td>\n",
       "      <td>10.150</td>\n",
       "      <td>202730</td>\n",
       "      <td>126272</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19435</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-21</td>\n",
       "      <td>10.57</td>\n",
       "      <td>10.97</td>\n",
       "      <td>10.38</td>\n",
       "      <td>10.32</td>\n",
       "      <td>235943</td>\n",
       "      <td>None</td>\n",
       "      <td>10.868</td>\n",
       "      <td>10.243</td>\n",
       "      <td>9.627</td>\n",
       "      <td>10.196</td>\n",
       "      <td>211917</td>\n",
       "      <td>148206</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>19436</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-20</td>\n",
       "      <td>11.00</td>\n",
       "      <td>11.69</td>\n",
       "      <td>10.76</td>\n",
       "      <td>10.63</td>\n",
       "      <td>291059</td>\n",
       "      <td>None</td>\n",
       "      <td>11.004</td>\n",
       "      <td>10.108</td>\n",
       "      <td>9.554</td>\n",
       "      <td>10.290</td>\n",
       "      <td>222510</td>\n",
       "      <td>172015</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>19437</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-19</td>\n",
       "      <td>10.98</td>\n",
       "      <td>11.35</td>\n",
       "      <td>11.08</td>\n",
       "      <td>10.92</td>\n",
       "      <td>195582</td>\n",
       "      <td>None</td>\n",
       "      <td>10.862</td>\n",
       "      <td>9.938</td>\n",
       "      <td>9.475</td>\n",
       "      <td>10.403</td>\n",
       "      <td>185389</td>\n",
       "      <td>175382</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>19438</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-18</td>\n",
       "      <td>10.51</td>\n",
       "      <td>11.40</td>\n",
       "      <td>11.18</td>\n",
       "      <td>10.40</td>\n",
       "      <td>169269</td>\n",
       "      <td>None</td>\n",
       "      <td>10.474</td>\n",
       "      <td>9.731</td>\n",
       "      <td>9.383</td>\n",
       "      <td>10.500</td>\n",
       "      <td>151335</td>\n",
       "      <td>174618</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>19439</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-15</td>\n",
       "      <td>10.50</td>\n",
       "      <td>11.30</td>\n",
       "      <td>10.94</td>\n",
       "      <td>10.34</td>\n",
       "      <td>167729</td>\n",
       "      <td>None</td>\n",
       "      <td>10.016</td>\n",
       "      <td>9.505</td>\n",
       "      <td>9.292</td>\n",
       "      <td>10.549</td>\n",
       "      <td>120377</td>\n",
       "      <td>173852</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>19440</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-14</td>\n",
       "      <td>11.06</td>\n",
       "      <td>11.06</td>\n",
       "      <td>11.06</td>\n",
       "      <td>10.30</td>\n",
       "      <td>288912</td>\n",
       "      <td>None</td>\n",
       "      <td>9.618</td>\n",
       "      <td>9.307</td>\n",
       "      <td>9.209</td>\n",
       "      <td>10.600</td>\n",
       "      <td>89874</td>\n",
       "      <td>185358</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>19441</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-13</td>\n",
       "      <td>9.15</td>\n",
       "      <td>10.05</td>\n",
       "      <td>10.05</td>\n",
       "      <td>9.15</td>\n",
       "      <td>105453</td>\n",
       "      <td>None</td>\n",
       "      <td>9.212</td>\n",
       "      <td>9.096</td>\n",
       "      <td>9.125</td>\n",
       "      <td>10.550</td>\n",
       "      <td>34509</td>\n",
       "      <td>178094</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>19442</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-12</td>\n",
       "      <td>8.89</td>\n",
       "      <td>9.16</td>\n",
       "      <td>9.14</td>\n",
       "      <td>8.87</td>\n",
       "      <td>25308</td>\n",
       "      <td>None</td>\n",
       "      <td>9.014</td>\n",
       "      <td>8.990</td>\n",
       "      <td>9.085</td>\n",
       "      <td>10.432</td>\n",
       "      <td>20912</td>\n",
       "      <td>165362</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>19443</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-11</td>\n",
       "      <td>8.95</td>\n",
       "      <td>9.00</td>\n",
       "      <td>8.89</td>\n",
       "      <td>8.80</td>\n",
       "      <td>14483</td>\n",
       "      <td>None</td>\n",
       "      <td>8.988</td>\n",
       "      <td>8.981</td>\n",
       "      <td>9.110</td>\n",
       "      <td>10.314</td>\n",
       "      <td>21781</td>\n",
       "      <td>153756</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>19444</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-08</td>\n",
       "      <td>9.02</td>\n",
       "      <td>9.08</td>\n",
       "      <td>8.95</td>\n",
       "      <td>8.93</td>\n",
       "      <td>15215</td>\n",
       "      <td>None</td>\n",
       "      <td>8.994</td>\n",
       "      <td>9.000</td>\n",
       "      <td>9.140</td>\n",
       "      <td>10.216</td>\n",
       "      <td>23621</td>\n",
       "      <td>143860</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>19445</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-07</td>\n",
       "      <td>9.06</td>\n",
       "      <td>9.15</td>\n",
       "      <td>9.03</td>\n",
       "      <td>9.01</td>\n",
       "      <td>12085</td>\n",
       "      <td>None</td>\n",
       "      <td>8.996</td>\n",
       "      <td>9.010</td>\n",
       "      <td>9.173</td>\n",
       "      <td>10.137</td>\n",
       "      <td>27422</td>\n",
       "      <td>135075</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>19446</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-06</td>\n",
       "      <td>8.99</td>\n",
       "      <td>9.20</td>\n",
       "      <td>9.06</td>\n",
       "      <td>8.95</td>\n",
       "      <td>37467</td>\n",
       "      <td>None</td>\n",
       "      <td>8.980</td>\n",
       "      <td>9.000</td>\n",
       "      <td>9.167</td>\n",
       "      <td>10.070</td>\n",
       "      <td>29116</td>\n",
       "      <td>128975</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>19447</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-05</td>\n",
       "      <td>8.99</td>\n",
       "      <td>9.01</td>\n",
       "      <td>9.01</td>\n",
       "      <td>8.80</td>\n",
       "      <td>29658</td>\n",
       "      <td>None</td>\n",
       "      <td>8.966</td>\n",
       "      <td>9.012</td>\n",
       "      <td>9.138</td>\n",
       "      <td>10.008</td>\n",
       "      <td>27602</td>\n",
       "      <td>123132</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>19448</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-04</td>\n",
       "      <td>8.96</td>\n",
       "      <td>9.04</td>\n",
       "      <td>8.92</td>\n",
       "      <td>8.84</td>\n",
       "      <td>23683</td>\n",
       "      <td>None</td>\n",
       "      <td>8.974</td>\n",
       "      <td>9.034</td>\n",
       "      <td>9.110</td>\n",
       "      <td>9.947</td>\n",
       "      <td>30727</td>\n",
       "      <td>117607</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19449</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-01</td>\n",
       "      <td>9.10</td>\n",
       "      <td>9.10</td>\n",
       "      <td>8.96</td>\n",
       "      <td>8.72</td>\n",
       "      <td>34220</td>\n",
       "      <td>None</td>\n",
       "      <td>9.006</td>\n",
       "      <td>9.078</td>\n",
       "      <td>9.083</td>\n",
       "      <td>9.895</td>\n",
       "      <td>34972</td>\n",
       "      <td>113219</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19450</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-31</td>\n",
       "      <td>9.06</td>\n",
       "      <td>9.09</td>\n",
       "      <td>8.95</td>\n",
       "      <td>8.95</td>\n",
       "      <td>20556</td>\n",
       "      <td>None</td>\n",
       "      <td>9.024</td>\n",
       "      <td>9.111</td>\n",
       "      <td>9.058</td>\n",
       "      <td>9.848</td>\n",
       "      <td>36391</td>\n",
       "      <td>108586</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>19451</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-30</td>\n",
       "      <td>9.01</td>\n",
       "      <td>9.09</td>\n",
       "      <td>8.99</td>\n",
       "      <td>8.91</td>\n",
       "      <td>29894</td>\n",
       "      <td>None</td>\n",
       "      <td>9.020</td>\n",
       "      <td>9.153</td>\n",
       "      <td>9.042</td>\n",
       "      <td>9.807</td>\n",
       "      <td>38814</td>\n",
       "      <td>104838</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>19452</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-29</td>\n",
       "      <td>9.08</td>\n",
       "      <td>9.12</td>\n",
       "      <td>9.05</td>\n",
       "      <td>8.86</td>\n",
       "      <td>45282</td>\n",
       "      <td>None</td>\n",
       "      <td>9.058</td>\n",
       "      <td>9.179</td>\n",
       "      <td>9.022</td>\n",
       "      <td>9.773</td>\n",
       "      <td>38996</td>\n",
       "      <td>102131</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>19453</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-28</td>\n",
       "      <td>9.06</td>\n",
       "      <td>9.18</td>\n",
       "      <td>9.08</td>\n",
       "      <td>8.96</td>\n",
       "      <td>44909</td>\n",
       "      <td>None</td>\n",
       "      <td>9.094</td>\n",
       "      <td>9.238</td>\n",
       "      <td>8.974</td>\n",
       "      <td>9.743</td>\n",
       "      <td>36214</td>\n",
       "      <td>99643</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>19454</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-25</td>\n",
       "      <td>8.90</td>\n",
       "      <td>9.14</td>\n",
       "      <td>9.05</td>\n",
       "      <td>8.69</td>\n",
       "      <td>41313</td>\n",
       "      <td>None</td>\n",
       "      <td>9.150</td>\n",
       "      <td>9.280</td>\n",
       "      <td>8.925</td>\n",
       "      <td>9.714</td>\n",
       "      <td>35859</td>\n",
       "      <td>97213</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>19455</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-24</td>\n",
       "      <td>9.38</td>\n",
       "      <td>9.39</td>\n",
       "      <td>8.93</td>\n",
       "      <td>8.91</td>\n",
       "      <td>32671</td>\n",
       "      <td>None</td>\n",
       "      <td>9.198</td>\n",
       "      <td>9.335</td>\n",
       "      <td>8.876</td>\n",
       "      <td>9.682</td>\n",
       "      <td>35036</td>\n",
       "      <td>94631</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>19456</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-23</td>\n",
       "      <td>9.23</td>\n",
       "      <td>9.25</td>\n",
       "      <td>9.18</td>\n",
       "      <td>9.05</td>\n",
       "      <td>30807</td>\n",
       "      <td>None</td>\n",
       "      <td>9.286</td>\n",
       "      <td>9.333</td>\n",
       "      <td>8.834</td>\n",
       "      <td>9.648</td>\n",
       "      <td>45137</td>\n",
       "      <td>92176</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>19457</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-22</td>\n",
       "      <td>9.23</td>\n",
       "      <td>9.39</td>\n",
       "      <td>9.23</td>\n",
       "      <td>9.20</td>\n",
       "      <td>31372</td>\n",
       "      <td>None</td>\n",
       "      <td>9.300</td>\n",
       "      <td>9.263</td>\n",
       "      <td>8.774</td>\n",
       "      <td>9.608</td>\n",
       "      <td>62795</td>\n",
       "      <td>89924</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>19458</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-21</td>\n",
       "      <td>9.10</td>\n",
       "      <td>9.38</td>\n",
       "      <td>9.36</td>\n",
       "      <td>9.02</td>\n",
       "      <td>43135</td>\n",
       "      <td>None</td>\n",
       "      <td>9.382</td>\n",
       "      <td>9.186</td>\n",
       "      <td>8.713</td>\n",
       "      <td>9.584</td>\n",
       "      <td>103188</td>\n",
       "      <td>88253</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>19459</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-18</td>\n",
       "      <td>9.27</td>\n",
       "      <td>9.47</td>\n",
       "      <td>9.29</td>\n",
       "      <td>9.18</td>\n",
       "      <td>37198</td>\n",
       "      <td>None</td>\n",
       "      <td>9.410</td>\n",
       "      <td>9.088</td>\n",
       "      <td>8.648</td>\n",
       "      <td>9.541</td>\n",
       "      <td>131239</td>\n",
       "      <td>86493</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>19460</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-17</td>\n",
       "      <td>9.09</td>\n",
       "      <td>9.45</td>\n",
       "      <td>9.37</td>\n",
       "      <td>8.95</td>\n",
       "      <td>83174</td>\n",
       "      <td>None</td>\n",
       "      <td>9.472</td>\n",
       "      <td>9.005</td>\n",
       "      <td>8.585</td>\n",
       "      <td>9.500</td>\n",
       "      <td>175679</td>\n",
       "      <td>86382</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>23581</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-02-19</td>\n",
       "      <td>5.97</td>\n",
       "      <td>6.25</td>\n",
       "      <td>6.07</td>\n",
       "      <td>5.87</td>\n",
       "      <td>239593</td>\n",
       "      <td>None</td>\n",
       "      <td>5.756</td>\n",
       "      <td>5.456</td>\n",
       "      <td>5.950</td>\n",
       "      <td>7.279</td>\n",
       "      <td>168165</td>\n",
       "      <td>153782</td>\n",
       "      <td>-0.299492</td>\n",
       "      <td>-0.158473</td>\n",
       "      <td>-0.141019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>23582</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-02-18</td>\n",
       "      <td>5.59</td>\n",
       "      <td>6.11</td>\n",
       "      <td>5.91</td>\n",
       "      <td>5.58</td>\n",
       "      <td>208638</td>\n",
       "      <td>None</td>\n",
       "      <td>5.630</td>\n",
       "      <td>5.354</td>\n",
       "      <td>6.003</td>\n",
       "      <td>7.208</td>\n",
       "      <td>147123</td>\n",
       "      <td>156414</td>\n",
       "      <td>-0.340405</td>\n",
       "      <td>-0.194859</td>\n",
       "      <td>-0.145546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>23583</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-02-15</td>\n",
       "      <td>5.71</td>\n",
       "      <td>5.76</td>\n",
       "      <td>5.57</td>\n",
       "      <td>5.55</td>\n",
       "      <td>104736</td>\n",
       "      <td>None</td>\n",
       "      <td>5.516</td>\n",
       "      <td>5.324</td>\n",
       "      <td>6.068</td>\n",
       "      <td>7.111</td>\n",
       "      <td>135711</td>\n",
       "      <td>157209</td>\n",
       "      <td>-0.395702</td>\n",
       "      <td>-0.235028</td>\n",
       "      <td>-0.160675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>23584</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-02-14</td>\n",
       "      <td>5.70</td>\n",
       "      <td>5.74</td>\n",
       "      <td>5.59</td>\n",
       "      <td>5.54</td>\n",
       "      <td>126812</td>\n",
       "      <td>None</td>\n",
       "      <td>5.442</td>\n",
       "      <td>5.390</td>\n",
       "      <td>6.177</td>\n",
       "      <td>7.006</td>\n",
       "      <td>144558</td>\n",
       "      <td>158235</td>\n",
       "      <td>-0.432922</td>\n",
       "      <td>-0.274607</td>\n",
       "      <td>-0.158315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>23585</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>5.56</td>\n",
       "      <td>5.80</td>\n",
       "      <td>5.64</td>\n",
       "      <td>5.47</td>\n",
       "      <td>161048</td>\n",
       "      <td>None</td>\n",
       "      <td>5.284</td>\n",
       "      <td>5.485</td>\n",
       "      <td>6.291</td>\n",
       "      <td>6.901</td>\n",
       "      <td>151428</td>\n",
       "      <td>159251</td>\n",
       "      <td>-0.453160</td>\n",
       "      <td>-0.310317</td>\n",
       "      <td>-0.142843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>23586</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-02-12</td>\n",
       "      <td>5.40</td>\n",
       "      <td>5.53</td>\n",
       "      <td>5.44</td>\n",
       "      <td>5.35</td>\n",
       "      <td>134383</td>\n",
       "      <td>None</td>\n",
       "      <td>5.156</td>\n",
       "      <td>5.588</td>\n",
       "      <td>6.414</td>\n",
       "      <td>6.782</td>\n",
       "      <td>162328</td>\n",
       "      <td>159759</td>\n",
       "      <td>-0.479807</td>\n",
       "      <td>-0.344215</td>\n",
       "      <td>-0.135591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>23587</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-02-11</td>\n",
       "      <td>5.18</td>\n",
       "      <td>5.60</td>\n",
       "      <td>5.34</td>\n",
       "      <td>5.12</td>\n",
       "      <td>151576</td>\n",
       "      <td>None</td>\n",
       "      <td>5.078</td>\n",
       "      <td>5.724</td>\n",
       "      <td>6.535</td>\n",
       "      <td>6.679</td>\n",
       "      <td>146924</td>\n",
       "      <td>161346</td>\n",
       "      <td>-0.503193</td>\n",
       "      <td>-0.376011</td>\n",
       "      <td>-0.127182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>23588</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-02-01</td>\n",
       "      <td>4.99</td>\n",
       "      <td>5.23</td>\n",
       "      <td>5.20</td>\n",
       "      <td>4.88</td>\n",
       "      <td>148974</td>\n",
       "      <td>None</td>\n",
       "      <td>5.132</td>\n",
       "      <td>5.881</td>\n",
       "      <td>6.671</td>\n",
       "      <td>6.576</td>\n",
       "      <td>140779</td>\n",
       "      <td>163069</td>\n",
       "      <td>-0.526949</td>\n",
       "      <td>-0.406198</td>\n",
       "      <td>-0.120751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>23589</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-31</td>\n",
       "      <td>4.88</td>\n",
       "      <td>5.11</td>\n",
       "      <td>4.80</td>\n",
       "      <td>4.75</td>\n",
       "      <td>161160</td>\n",
       "      <td>None</td>\n",
       "      <td>5.338</td>\n",
       "      <td>6.024</td>\n",
       "      <td>6.811</td>\n",
       "      <td>6.486</td>\n",
       "      <td>134658</td>\n",
       "      <td>164533</td>\n",
       "      <td>-0.571465</td>\n",
       "      <td>-0.439252</td>\n",
       "      <td>-0.132213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>23590</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-30</td>\n",
       "      <td>4.61</td>\n",
       "      <td>5.38</td>\n",
       "      <td>5.00</td>\n",
       "      <td>4.61</td>\n",
       "      <td>215547</td>\n",
       "      <td>None</td>\n",
       "      <td>5.686</td>\n",
       "      <td>6.232</td>\n",
       "      <td>6.962</td>\n",
       "      <td>6.379</td>\n",
       "      <td>123601</td>\n",
       "      <td>167341</td>\n",
       "      <td>-0.583876</td>\n",
       "      <td>-0.468177</td>\n",
       "      <td>-0.115699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>23591</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-29</td>\n",
       "      <td>5.05</td>\n",
       "      <td>5.05</td>\n",
       "      <td>5.05</td>\n",
       "      <td>5.05</td>\n",
       "      <td>57365</td>\n",
       "      <td>None</td>\n",
       "      <td>6.020</td>\n",
       "      <td>6.444</td>\n",
       "      <td>7.118</td>\n",
       "      <td>6.286</td>\n",
       "      <td>95748</td>\n",
       "      <td>167489</td>\n",
       "      <td>-0.582956</td>\n",
       "      <td>-0.491132</td>\n",
       "      <td>-0.091824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>23592</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-28</td>\n",
       "      <td>5.61</td>\n",
       "      <td>5.79</td>\n",
       "      <td>5.61</td>\n",
       "      <td>5.61</td>\n",
       "      <td>120850</td>\n",
       "      <td>None</td>\n",
       "      <td>6.370</td>\n",
       "      <td>6.652</td>\n",
       "      <td>7.269</td>\n",
       "      <td>6.222</td>\n",
       "      <td>105741</td>\n",
       "      <td>168779</td>\n",
       "      <td>-0.530921</td>\n",
       "      <td>-0.499090</td>\n",
       "      <td>-0.031830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>23593</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-25</td>\n",
       "      <td>6.55</td>\n",
       "      <td>6.59</td>\n",
       "      <td>6.23</td>\n",
       "      <td>6.20</td>\n",
       "      <td>118369</td>\n",
       "      <td>None</td>\n",
       "      <td>6.630</td>\n",
       "      <td>6.812</td>\n",
       "      <td>7.397</td>\n",
       "      <td>6.194</td>\n",
       "      <td>114399</td>\n",
       "      <td>168884</td>\n",
       "      <td>-0.434643</td>\n",
       "      <td>-0.486201</td>\n",
       "      <td>0.051558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>23594</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-24</td>\n",
       "      <td>6.72</td>\n",
       "      <td>6.72</td>\n",
       "      <td>6.54</td>\n",
       "      <td>6.45</td>\n",
       "      <td>105874</td>\n",
       "      <td>None</td>\n",
       "      <td>6.710</td>\n",
       "      <td>6.963</td>\n",
       "      <td>7.520</td>\n",
       "      <td>6.147</td>\n",
       "      <td>115620</td>\n",
       "      <td>169506</td>\n",
       "      <td>-0.329529</td>\n",
       "      <td>-0.454866</td>\n",
       "      <td>0.125338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>23595</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-23</td>\n",
       "      <td>6.83</td>\n",
       "      <td>6.83</td>\n",
       "      <td>6.67</td>\n",
       "      <td>6.62</td>\n",
       "      <td>76281</td>\n",
       "      <td>None</td>\n",
       "      <td>6.778</td>\n",
       "      <td>7.096</td>\n",
       "      <td>7.621</td>\n",
       "      <td>6.113</td>\n",
       "      <td>120027</td>\n",
       "      <td>169011</td>\n",
       "      <td>-0.233049</td>\n",
       "      <td>-0.410503</td>\n",
       "      <td>0.177454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>23596</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-22</td>\n",
       "      <td>6.89</td>\n",
       "      <td>6.96</td>\n",
       "      <td>6.80</td>\n",
       "      <td>6.70</td>\n",
       "      <td>107332</td>\n",
       "      <td>None</td>\n",
       "      <td>6.868</td>\n",
       "      <td>7.240</td>\n",
       "      <td>7.715</td>\n",
       "      <td>6.084</td>\n",
       "      <td>121333</td>\n",
       "      <td>169814</td>\n",
       "      <td>-0.144433</td>\n",
       "      <td>-0.357289</td>\n",
       "      <td>0.212856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>23597</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-21</td>\n",
       "      <td>6.77</td>\n",
       "      <td>6.99</td>\n",
       "      <td>6.91</td>\n",
       "      <td>6.72</td>\n",
       "      <td>164138</td>\n",
       "      <td>None</td>\n",
       "      <td>6.934</td>\n",
       "      <td>7.345</td>\n",
       "      <td>7.793</td>\n",
       "      <td>6.080</td>\n",
       "      <td>124063</td>\n",
       "      <td>171029</td>\n",
       "      <td>-0.064584</td>\n",
       "      <td>-0.298748</td>\n",
       "      <td>0.234164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>23598</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-18</td>\n",
       "      <td>6.90</td>\n",
       "      <td>6.93</td>\n",
       "      <td>6.63</td>\n",
       "      <td>6.56</td>\n",
       "      <td>124475</td>\n",
       "      <td>None</td>\n",
       "      <td>6.994</td>\n",
       "      <td>7.460</td>\n",
       "      <td>7.884</td>\n",
       "      <td>6.068</td>\n",
       "      <td>126407</td>\n",
       "      <td>170850</td>\n",
       "      <td>-0.023624</td>\n",
       "      <td>-0.243723</td>\n",
       "      <td>0.220099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>23599</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-17</td>\n",
       "      <td>7.05</td>\n",
       "      <td>7.10</td>\n",
       "      <td>6.88</td>\n",
       "      <td>6.77</td>\n",
       "      <td>127909</td>\n",
       "      <td>None</td>\n",
       "      <td>7.216</td>\n",
       "      <td>7.597</td>\n",
       "      <td>7.994</td>\n",
       "      <td>6.069</td>\n",
       "      <td>125469</td>\n",
       "      <td>172103</td>\n",
       "      <td>0.028679</td>\n",
       "      <td>-0.189242</td>\n",
       "      <td>0.217922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>23600</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-16</td>\n",
       "      <td>7.12</td>\n",
       "      <td>7.25</td>\n",
       "      <td>7.12</td>\n",
       "      <td>7.07</td>\n",
       "      <td>82811</td>\n",
       "      <td>None</td>\n",
       "      <td>7.414</td>\n",
       "      <td>7.692</td>\n",
       "      <td>8.109</td>\n",
       "      <td>6.076</td>\n",
       "      <td>134407</td>\n",
       "      <td>172538</td>\n",
       "      <td>0.088476</td>\n",
       "      <td>-0.133699</td>\n",
       "      <td>0.222175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>23601</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-15</td>\n",
       "      <td>7.16</td>\n",
       "      <td>7.30</td>\n",
       "      <td>7.13</td>\n",
       "      <td>7.05</td>\n",
       "      <td>120980</td>\n",
       "      <td>None</td>\n",
       "      <td>7.612</td>\n",
       "      <td>7.792</td>\n",
       "      <td>8.183</td>\n",
       "      <td>6.084</td>\n",
       "      <td>162214</td>\n",
       "      <td>173453</td>\n",
       "      <td>0.135115</td>\n",
       "      <td>-0.079936</td>\n",
       "      <td>0.215051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>23602</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-14</td>\n",
       "      <td>6.97</td>\n",
       "      <td>7.34</td>\n",
       "      <td>7.21</td>\n",
       "      <td>6.97</td>\n",
       "      <td>175862</td>\n",
       "      <td>None</td>\n",
       "      <td>7.756</td>\n",
       "      <td>7.885</td>\n",
       "      <td>8.231</td>\n",
       "      <td>6.087</td>\n",
       "      <td>165946</td>\n",
       "      <td>175308</td>\n",
       "      <td>0.176497</td>\n",
       "      <td>-0.028649</td>\n",
       "      <td>0.205147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>23603</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-11</td>\n",
       "      <td>7.71</td>\n",
       "      <td>7.83</td>\n",
       "      <td>7.74</td>\n",
       "      <td>7.63</td>\n",
       "      <td>119782</td>\n",
       "      <td>None</td>\n",
       "      <td>7.926</td>\n",
       "      <td>7.981</td>\n",
       "      <td>8.298</td>\n",
       "      <td>6.135</td>\n",
       "      <td>159375</td>\n",
       "      <td>176484</td>\n",
       "      <td>0.249187</td>\n",
       "      <td>0.026918</td>\n",
       "      <td>0.222269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>23604</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-10</td>\n",
       "      <td>8.04</td>\n",
       "      <td>8.17</td>\n",
       "      <td>7.87</td>\n",
       "      <td>7.77</td>\n",
       "      <td>172602</td>\n",
       "      <td>None</td>\n",
       "      <td>7.978</td>\n",
       "      <td>8.077</td>\n",
       "      <td>8.324</td>\n",
       "      <td>6.206</td>\n",
       "      <td>165433</td>\n",
       "      <td>178076</td>\n",
       "      <td>0.313669</td>\n",
       "      <td>0.084268</td>\n",
       "      <td>0.229401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>23605</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-09</td>\n",
       "      <td>7.86</td>\n",
       "      <td>8.24</td>\n",
       "      <td>8.11</td>\n",
       "      <td>7.80</td>\n",
       "      <td>221847</td>\n",
       "      <td>None</td>\n",
       "      <td>7.970</td>\n",
       "      <td>8.146</td>\n",
       "      <td>8.346</td>\n",
       "      <td>6.282</td>\n",
       "      <td>160757</td>\n",
       "      <td>180467</td>\n",
       "      <td>0.379759</td>\n",
       "      <td>0.143366</td>\n",
       "      <td>0.236393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>23606</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-08</td>\n",
       "      <td>8.10</td>\n",
       "      <td>8.10</td>\n",
       "      <td>7.85</td>\n",
       "      <td>7.82</td>\n",
       "      <td>139639</td>\n",
       "      <td>None</td>\n",
       "      <td>7.972</td>\n",
       "      <td>8.189</td>\n",
       "      <td>8.319</td>\n",
       "      <td>6.354</td>\n",
       "      <td>140448</td>\n",
       "      <td>181381</td>\n",
       "      <td>0.406471</td>\n",
       "      <td>0.195987</td>\n",
       "      <td>0.210484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>23607</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-07</td>\n",
       "      <td>8.11</td>\n",
       "      <td>8.20</td>\n",
       "      <td>8.06</td>\n",
       "      <td>7.93</td>\n",
       "      <td>143006</td>\n",
       "      <td>None</td>\n",
       "      <td>8.014</td>\n",
       "      <td>8.241</td>\n",
       "      <td>8.326</td>\n",
       "      <td>6.440</td>\n",
       "      <td>148676</td>\n",
       "      <td>182542</td>\n",
       "      <td>0.439519</td>\n",
       "      <td>0.244693</td>\n",
       "      <td>0.194825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>23608</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-04</td>\n",
       "      <td>7.65</td>\n",
       "      <td>8.08</td>\n",
       "      <td>8.00</td>\n",
       "      <td>7.50</td>\n",
       "      <td>150071</td>\n",
       "      <td>None</td>\n",
       "      <td>8.036</td>\n",
       "      <td>8.308</td>\n",
       "      <td>8.342</td>\n",
       "      <td>6.537</td>\n",
       "      <td>169757</td>\n",
       "      <td>183422</td>\n",
       "      <td>0.455616</td>\n",
       "      <td>0.286878</td>\n",
       "      <td>0.168738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>23609</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-03</td>\n",
       "      <td>8.07</td>\n",
       "      <td>8.16</td>\n",
       "      <td>7.83</td>\n",
       "      <td>7.58</td>\n",
       "      <td>149225</td>\n",
       "      <td>None</td>\n",
       "      <td>8.176</td>\n",
       "      <td>8.391</td>\n",
       "      <td>8.337</td>\n",
       "      <td>6.626</td>\n",
       "      <td>199734</td>\n",
       "      <td>184143</td>\n",
       "      <td>0.449474</td>\n",
       "      <td>0.319397</td>\n",
       "      <td>0.130077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>23610</td>\n",
       "      <td>002467</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-01-02</td>\n",
       "      <td>8.05</td>\n",
       "      <td>8.27</td>\n",
       "      <td>8.12</td>\n",
       "      <td>7.99</td>\n",
       "      <td>120300</td>\n",
       "      <td>None</td>\n",
       "      <td>8.322</td>\n",
       "      <td>8.526</td>\n",
       "      <td>8.352</td>\n",
       "      <td>6.726</td>\n",
       "      <td>211238</td>\n",
       "      <td>183974</td>\n",
       "      <td>0.462674</td>\n",
       "      <td>0.348053</td>\n",
       "      <td>0.114621</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>440 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id    code  name trade_date   open   high  close    low  volume  \\\n",
       "0    19431  002467  None 2019-11-27  10.05  10.29  10.05   9.96   59744   \n",
       "1    19432  002467  None 2019-11-26   9.96  10.48  10.23   9.76  134862   \n",
       "2    19433  002467  None 2019-11-25  10.50  10.51   9.96   9.32  188688   \n",
       "3    19434  002467  None 2019-11-22  10.27  10.66  10.36  10.16  121794   \n",
       "4    19435  002467  None 2019-11-21  10.57  10.97  10.38  10.32  235943   \n",
       "5    19436  002467  None 2019-11-20  11.00  11.69  10.76  10.63  291059   \n",
       "6    19437  002467  None 2019-11-19  10.98  11.35  11.08  10.92  195582   \n",
       "7    19438  002467  None 2019-11-18  10.51  11.40  11.18  10.40  169269   \n",
       "8    19439  002467  None 2019-11-15  10.50  11.30  10.94  10.34  167729   \n",
       "9    19440  002467  None 2019-11-14  11.06  11.06  11.06  10.30  288912   \n",
       "10   19441  002467  None 2019-11-13   9.15  10.05  10.05   9.15  105453   \n",
       "11   19442  002467  None 2019-11-12   8.89   9.16   9.14   8.87   25308   \n",
       "12   19443  002467  None 2019-11-11   8.95   9.00   8.89   8.80   14483   \n",
       "13   19444  002467  None 2019-11-08   9.02   9.08   8.95   8.93   15215   \n",
       "14   19445  002467  None 2019-11-07   9.06   9.15   9.03   9.01   12085   \n",
       "15   19446  002467  None 2019-11-06   8.99   9.20   9.06   8.95   37467   \n",
       "16   19447  002467  None 2019-11-05   8.99   9.01   9.01   8.80   29658   \n",
       "17   19448  002467  None 2019-11-04   8.96   9.04   8.92   8.84   23683   \n",
       "18   19449  002467  None 2019-11-01   9.10   9.10   8.96   8.72   34220   \n",
       "19   19450  002467  None 2019-10-31   9.06   9.09   8.95   8.95   20556   \n",
       "20   19451  002467  None 2019-10-30   9.01   9.09   8.99   8.91   29894   \n",
       "21   19452  002467  None 2019-10-29   9.08   9.12   9.05   8.86   45282   \n",
       "22   19453  002467  None 2019-10-28   9.06   9.18   9.08   8.96   44909   \n",
       "23   19454  002467  None 2019-10-25   8.90   9.14   9.05   8.69   41313   \n",
       "24   19455  002467  None 2019-10-24   9.38   9.39   8.93   8.91   32671   \n",
       "25   19456  002467  None 2019-10-23   9.23   9.25   9.18   9.05   30807   \n",
       "26   19457  002467  None 2019-10-22   9.23   9.39   9.23   9.20   31372   \n",
       "27   19458  002467  None 2019-10-21   9.10   9.38   9.36   9.02   43135   \n",
       "28   19459  002467  None 2019-10-18   9.27   9.47   9.29   9.18   37198   \n",
       "29   19460  002467  None 2019-10-17   9.09   9.45   9.37   8.95   83174   \n",
       "..     ...     ...   ...        ...    ...    ...    ...    ...     ...   \n",
       "410  23581  002467  None 2019-02-19   5.97   6.25   6.07   5.87  239593   \n",
       "411  23582  002467  None 2019-02-18   5.59   6.11   5.91   5.58  208638   \n",
       "412  23583  002467  None 2019-02-15   5.71   5.76   5.57   5.55  104736   \n",
       "413  23584  002467  None 2019-02-14   5.70   5.74   5.59   5.54  126812   \n",
       "414  23585  002467  None 2019-02-13   5.56   5.80   5.64   5.47  161048   \n",
       "415  23586  002467  None 2019-02-12   5.40   5.53   5.44   5.35  134383   \n",
       "416  23587  002467  None 2019-02-11   5.18   5.60   5.34   5.12  151576   \n",
       "417  23588  002467  None 2019-02-01   4.99   5.23   5.20   4.88  148974   \n",
       "418  23589  002467  None 2019-01-31   4.88   5.11   4.80   4.75  161160   \n",
       "419  23590  002467  None 2019-01-30   4.61   5.38   5.00   4.61  215547   \n",
       "420  23591  002467  None 2019-01-29   5.05   5.05   5.05   5.05   57365   \n",
       "421  23592  002467  None 2019-01-28   5.61   5.79   5.61   5.61  120850   \n",
       "422  23593  002467  None 2019-01-25   6.55   6.59   6.23   6.20  118369   \n",
       "423  23594  002467  None 2019-01-24   6.72   6.72   6.54   6.45  105874   \n",
       "424  23595  002467  None 2019-01-23   6.83   6.83   6.67   6.62   76281   \n",
       "425  23596  002467  None 2019-01-22   6.89   6.96   6.80   6.70  107332   \n",
       "426  23597  002467  None 2019-01-21   6.77   6.99   6.91   6.72  164138   \n",
       "427  23598  002467  None 2019-01-18   6.90   6.93   6.63   6.56  124475   \n",
       "428  23599  002467  None 2019-01-17   7.05   7.10   6.88   6.77  127909   \n",
       "429  23600  002467  None 2019-01-16   7.12   7.25   7.12   7.07   82811   \n",
       "430  23601  002467  None 2019-01-15   7.16   7.30   7.13   7.05  120980   \n",
       "431  23602  002467  None 2019-01-14   6.97   7.34   7.21   6.97  175862   \n",
       "432  23603  002467  None 2019-01-11   7.71   7.83   7.74   7.63  119782   \n",
       "433  23604  002467  None 2019-01-10   8.04   8.17   7.87   7.77  172602   \n",
       "434  23605  002467  None 2019-01-09   7.86   8.24   8.11   7.80  221847   \n",
       "435  23606  002467  None 2019-01-08   8.10   8.10   7.85   7.82  139639   \n",
       "436  23607  002467  None 2019-01-07   8.11   8.20   8.06   7.93  143006   \n",
       "437  23608  002467  None 2019-01-04   7.65   8.08   8.00   7.50  150071   \n",
       "438  23609  002467  None 2019-01-03   8.07   8.16   7.83   7.58  149225   \n",
       "439  23610  002467  None 2019-01-02   8.05   8.27   8.12   7.99  120300   \n",
       "\n",
       "    amount     ma5    ma10   ma20    ma25    vol5   vol60      macd  \\\n",
       "0     None  10.196  10.600  9.848  10.050  148206   59744  0.000000   \n",
       "1     None  10.338  10.600  9.795  10.140  194469   97303  0.000000   \n",
       "2     None  10.508  10.491  9.736  10.080  206613  127765  0.000000   \n",
       "3     None  10.752  10.384  9.692  10.150  202730  126272  0.000000   \n",
       "4     None  10.868  10.243  9.627  10.196  211917  148206  0.000000   \n",
       "5     None  11.004  10.108  9.554  10.290  222510  172015  0.000000   \n",
       "6     None  10.862   9.938  9.475  10.403  185389  175382  0.000000   \n",
       "7     None  10.474   9.731  9.383  10.500  151335  174618  0.000000   \n",
       "8     None  10.016   9.505  9.292  10.549  120377  173852  0.000000   \n",
       "9     None   9.618   9.307  9.209  10.600   89874  185358  0.000000   \n",
       "10    None   9.212   9.096  9.125  10.550   34509  178094  0.000000   \n",
       "11    None   9.014   8.990  9.085  10.432   20912  165362  0.000000   \n",
       "12    None   8.988   8.981  9.110  10.314   21781  153756  0.000000   \n",
       "13    None   8.994   9.000  9.140  10.216   23621  143860  0.000000   \n",
       "14    None   8.996   9.010  9.173  10.137   27422  135075  0.000000   \n",
       "15    None   8.980   9.000  9.167  10.070   29116  128975  0.000000   \n",
       "16    None   8.966   9.012  9.138  10.008   27602  123132  0.000000   \n",
       "17    None   8.974   9.034  9.110   9.947   30727  117607  0.000000   \n",
       "18    None   9.006   9.078  9.083   9.895   34972  113219  0.000000   \n",
       "19    None   9.024   9.111  9.058   9.848   36391  108586  0.000000   \n",
       "20    None   9.020   9.153  9.042   9.807   38814  104838  0.000000   \n",
       "21    None   9.058   9.179  9.022   9.773   38996  102131  0.000000   \n",
       "22    None   9.094   9.238  8.974   9.743   36214   99643  0.000000   \n",
       "23    None   9.150   9.280  8.925   9.714   35859   97213  0.000000   \n",
       "24    None   9.198   9.335  8.876   9.682   35036   94631  0.000000   \n",
       "25    None   9.286   9.333  8.834   9.648   45137   92176  0.000000   \n",
       "26    None   9.300   9.263  8.774   9.608   62795   89924  0.000000   \n",
       "27    None   9.382   9.186  8.713   9.584  103188   88253  0.000000   \n",
       "28    None   9.410   9.088  8.648   9.541  131239   86493  0.000000   \n",
       "29    None   9.472   9.005  8.585   9.500  175679   86382  0.000000   \n",
       "..     ...     ...     ...    ...     ...     ...     ...       ...   \n",
       "410   None   5.756   5.456  5.950   7.279  168165  153782 -0.299492   \n",
       "411   None   5.630   5.354  6.003   7.208  147123  156414 -0.340405   \n",
       "412   None   5.516   5.324  6.068   7.111  135711  157209 -0.395702   \n",
       "413   None   5.442   5.390  6.177   7.006  144558  158235 -0.432922   \n",
       "414   None   5.284   5.485  6.291   6.901  151428  159251 -0.453160   \n",
       "415   None   5.156   5.588  6.414   6.782  162328  159759 -0.479807   \n",
       "416   None   5.078   5.724  6.535   6.679  146924  161346 -0.503193   \n",
       "417   None   5.132   5.881  6.671   6.576  140779  163069 -0.526949   \n",
       "418   None   5.338   6.024  6.811   6.486  134658  164533 -0.571465   \n",
       "419   None   5.686   6.232  6.962   6.379  123601  167341 -0.583876   \n",
       "420   None   6.020   6.444  7.118   6.286   95748  167489 -0.582956   \n",
       "421   None   6.370   6.652  7.269   6.222  105741  168779 -0.530921   \n",
       "422   None   6.630   6.812  7.397   6.194  114399  168884 -0.434643   \n",
       "423   None   6.710   6.963  7.520   6.147  115620  169506 -0.329529   \n",
       "424   None   6.778   7.096  7.621   6.113  120027  169011 -0.233049   \n",
       "425   None   6.868   7.240  7.715   6.084  121333  169814 -0.144433   \n",
       "426   None   6.934   7.345  7.793   6.080  124063  171029 -0.064584   \n",
       "427   None   6.994   7.460  7.884   6.068  126407  170850 -0.023624   \n",
       "428   None   7.216   7.597  7.994   6.069  125469  172103  0.028679   \n",
       "429   None   7.414   7.692  8.109   6.076  134407  172538  0.088476   \n",
       "430   None   7.612   7.792  8.183   6.084  162214  173453  0.135115   \n",
       "431   None   7.756   7.885  8.231   6.087  165946  175308  0.176497   \n",
       "432   None   7.926   7.981  8.298   6.135  159375  176484  0.249187   \n",
       "433   None   7.978   8.077  8.324   6.206  165433  178076  0.313669   \n",
       "434   None   7.970   8.146  8.346   6.282  160757  180467  0.379759   \n",
       "435   None   7.972   8.189  8.319   6.354  140448  181381  0.406471   \n",
       "436   None   8.014   8.241  8.326   6.440  148676  182542  0.439519   \n",
       "437   None   8.036   8.308  8.342   6.537  169757  183422  0.455616   \n",
       "438   None   8.176   8.391  8.337   6.626  199734  184143  0.449474   \n",
       "439   None   8.322   8.526  8.352   6.726  211238  183974  0.462674   \n",
       "\n",
       "     macdsignal  macdhist  \n",
       "0      0.000000  0.000000  \n",
       "1      0.000000  0.000000  \n",
       "2      0.000000  0.000000  \n",
       "3      0.000000  0.000000  \n",
       "4      0.000000  0.000000  \n",
       "5      0.000000  0.000000  \n",
       "6      0.000000  0.000000  \n",
       "7      0.000000  0.000000  \n",
       "8      0.000000  0.000000  \n",
       "9      0.000000  0.000000  \n",
       "10     0.000000  0.000000  \n",
       "11     0.000000  0.000000  \n",
       "12     0.000000  0.000000  \n",
       "13     0.000000  0.000000  \n",
       "14     0.000000  0.000000  \n",
       "15     0.000000  0.000000  \n",
       "16     0.000000  0.000000  \n",
       "17     0.000000  0.000000  \n",
       "18     0.000000  0.000000  \n",
       "19     0.000000  0.000000  \n",
       "20     0.000000  0.000000  \n",
       "21     0.000000  0.000000  \n",
       "22     0.000000  0.000000  \n",
       "23     0.000000  0.000000  \n",
       "24     0.000000  0.000000  \n",
       "25     0.000000  0.000000  \n",
       "26     0.000000  0.000000  \n",
       "27     0.000000  0.000000  \n",
       "28     0.000000  0.000000  \n",
       "29     0.000000  0.000000  \n",
       "..          ...       ...  \n",
       "410   -0.158473 -0.141019  \n",
       "411   -0.194859 -0.145546  \n",
       "412   -0.235028 -0.160675  \n",
       "413   -0.274607 -0.158315  \n",
       "414   -0.310317 -0.142843  \n",
       "415   -0.344215 -0.135591  \n",
       "416   -0.376011 -0.127182  \n",
       "417   -0.406198 -0.120751  \n",
       "418   -0.439252 -0.132213  \n",
       "419   -0.468177 -0.115699  \n",
       "420   -0.491132 -0.091824  \n",
       "421   -0.499090 -0.031830  \n",
       "422   -0.486201  0.051558  \n",
       "423   -0.454866  0.125338  \n",
       "424   -0.410503  0.177454  \n",
       "425   -0.357289  0.212856  \n",
       "426   -0.298748  0.234164  \n",
       "427   -0.243723  0.220099  \n",
       "428   -0.189242  0.217922  \n",
       "429   -0.133699  0.222175  \n",
       "430   -0.079936  0.215051  \n",
       "431   -0.028649  0.205147  \n",
       "432    0.026918  0.222269  \n",
       "433    0.084268  0.229401  \n",
       "434    0.143366  0.236393  \n",
       "435    0.195987  0.210484  \n",
       "436    0.244693  0.194825  \n",
       "437    0.286878  0.168738  \n",
       "438    0.319397  0.130077  \n",
       "439    0.348053  0.114621  \n",
       "\n",
       "[440 rows x 19 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql='create table _trade( id Counter not null, code Text(6), name Text(10), trade_date Time, open Single, high Single, close Single, low Single, volume Long, amount Long,ma5 Single,ma10 Single,ma20 Single,ma25 Single,vol5 Long,vol60 Long, macd Single, macdsignal Single, macdhist Single, primary key(id) )'\n",
    "\n",
    "#改变df后的新表 多了5列\n",
    "#cur.execute(sql)\n",
    "#cur.execute(\"drop table _trade\")\n",
    "#cur.execute(\"delete from _trade\")\n",
    "#cur.execute(\"insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,vol5)  values('002467','2019-11-27','5.29','5.30','5.23','5.25','129196','5.324','5.350','5.439','212873')\")\n",
    "#cur.execute(new_sql) \n",
    "#cur.commit()\n",
    "\n",
    "df = pd.read_sql(\"select * from _trade where code = '002467'\", conn)\n",
    "df.head(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "cur.commit()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 自定义数据获取、处理与存储函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "开始处理： 002467\n",
      "            open  high  close   low     volume  price_change  p_change    ma5  \\\n",
      "date                                                                            \n",
      "2019-11-29  5.22  5.22   5.19  5.15  126164.84         -0.02     -0.38  5.242   \n",
      "2019-11-28  5.27  5.27   5.21  5.20  138587.20         -0.04     -0.76  5.272   \n",
      "2019-11-27  5.29  5.30   5.25  5.23  129196.56         -0.04     -0.76  5.324   \n",
      "2019-11-26  5.27  5.33   5.29  5.26  115019.94          0.02      0.38  5.378   \n",
      "2019-11-25  5.33  5.33   5.27  5.23  201445.41         -0.07     -1.31  5.400   \n",
      "2019-11-22  5.45  5.51   5.34  5.32  292742.28         -0.13     -2.38  5.404   \n",
      "2019-11-21  5.51  5.55   5.47  5.40  325961.69         -0.05     -0.91  5.410   \n",
      "2019-11-20  5.41  5.71   5.52  5.36  625632.75          0.12      2.22  5.376   \n",
      "2019-11-19  5.30  5.49   5.40  5.28  249023.14          0.11      2.08  5.334   \n",
      "2019-11-18  5.28  5.29   5.29  5.20  205236.69         -0.08     -1.49  5.330   \n",
      "2019-11-15  5.29  5.60   5.37  5.28  272442.25          0.07      1.32  5.344   \n",
      "2019-11-14  5.30  5.35   5.30  5.26  138805.59         -0.01     -0.19  5.378   \n",
      "2019-11-13  5.36  5.37   5.31  5.30  118703.95         -0.07     -1.30  5.436   \n",
      "2019-11-12  5.36  5.40   5.38  5.23  177849.28          0.02      0.37  5.478   \n",
      "2019-11-11  5.52  5.52   5.36  5.32  239541.44         -0.18     -3.25  5.524   \n",
      "2019-11-08  5.61  5.64   5.54  5.53  184311.16         -0.05     -0.89  5.578   \n",
      "2019-11-07  5.52  5.61   5.59  5.50  164957.62          0.07      1.27  5.608   \n",
      "2019-11-06  5.60  5.61   5.52  5.50  207168.70         -0.09     -1.60  5.618   \n",
      "2019-11-05  5.64  5.66   5.61  5.54  204674.69         -0.02     -0.35  5.664   \n",
      "2019-11-04  5.70  5.75   5.63  5.62  249384.36         -0.06     -1.05  5.704   \n",
      "2019-11-01  5.62  5.74   5.69  5.53  232140.05          0.05      0.89  5.784   \n",
      "2019-10-31  5.79  5.84   5.64  5.61  347382.88         -0.11     -1.91  5.780   \n",
      "2019-10-30  5.83  5.93   5.75  5.72  344191.84         -0.06     -1.03  5.774   \n",
      "2019-10-29  5.93  6.09   5.81  5.78  659318.56         -0.22     -3.65  5.762   \n",
      "2019-10-28  6.10  6.10   6.03  5.89  938270.25          0.36      6.35  5.758   \n",
      "2019-10-25  5.60  5.69   5.67  5.59  173616.59          0.06      1.07  5.678   \n",
      "2019-10-24  5.68  5.68   5.61  5.58  185859.20         -0.08     -1.41  5.676   \n",
      "2019-10-23  5.79  5.79   5.69  5.65  258457.95         -0.10     -1.73  5.726   \n",
      "2019-10-22  5.66  5.85   5.79  5.63  293692.16          0.16      2.84  5.772   \n",
      "2019-10-21  5.68  5.70   5.63  5.52  193171.84         -0.03     -0.53  5.796   \n",
      "...          ...   ...    ...   ...        ...           ...       ...    ...   \n",
      "2019-08-15  5.10  5.36   5.34  5.05  397530.16          0.06      1.14  5.238   \n",
      "2019-08-14  5.55  5.55   5.28  5.23  434411.72          0.00      0.00  5.210   \n",
      "2019-08-13  5.16  5.36   5.28  5.11  443834.12          0.10      1.93  5.190   \n",
      "2019-08-12  5.12  5.19   5.18  5.07  254519.72          0.07      1.37  5.188   \n",
      "2019-08-09  5.26  5.28   5.11  5.08  280746.81         -0.09     -1.73  5.254   \n",
      "2019-08-08  5.27  5.28   5.20  5.18  237765.48          0.02      0.39  5.334   \n",
      "2019-08-07  5.35  5.36   5.18  5.17  284221.09         -0.09     -1.71  5.430   \n",
      "2019-08-06  5.40  5.40   5.27  5.03  520172.72         -0.24     -4.36  5.548   \n",
      "2019-08-05  5.56  5.68   5.51  5.46  333649.03          0.00      0.00  5.668   \n",
      "2019-08-02  5.30  5.52   5.51  5.26  385329.00         -0.17     -2.99  5.746   \n",
      "2019-08-01  5.75  5.77   5.68  5.65  300275.69         -0.09     -1.56  5.822   \n",
      "2019-07-31  5.88  5.88   5.77  5.76  305646.06         -0.10     -1.70  5.862   \n",
      "2019-07-30  5.88  5.94   5.87  5.85  337196.47         -0.03     -0.51  5.894   \n",
      "2019-07-29  5.90  5.93   5.90  5.86  205668.48          0.01      0.17  5.882   \n",
      "2019-07-26  5.92  5.96   5.89  5.84  270760.31          0.01      0.17  5.852   \n",
      "2019-07-25  5.95  5.95   5.88  5.86  372712.31         -0.05     -0.84  5.862   \n",
      "2019-07-24  5.86  6.03   5.93  5.83  446117.38          0.12      2.06  5.860   \n",
      "2019-07-23  5.78  5.82   5.81  5.75  235097.05          0.06      1.04  5.890   \n",
      "2019-07-22  5.99  5.99   5.75  5.65  331111.75         -0.19     -3.20  5.958   \n",
      "2019-07-19  5.95  6.01   5.94  5.88  308253.09          0.07      1.19  5.994   \n",
      "2019-07-18  6.06  6.07   5.87  5.85  404907.88         -0.21     -3.45  5.966   \n",
      "2019-07-17  6.13  6.23   6.08  6.04  456197.28         -0.07     -1.14  5.962   \n",
      "2019-07-16  5.98  6.25   6.15  5.75  677963.38          0.22      3.71  5.930   \n",
      "2019-07-15  5.80  5.98   5.93  5.63  423536.84          0.13      2.24  5.880   \n",
      "2019-07-12  5.85  5.87   5.80  5.75  266780.75         -0.05     -0.85  5.886   \n",
      "2019-07-11  5.93  6.00   5.85  5.80  290614.75         -0.07     -1.18  5.976   \n",
      "2019-07-10  5.94  6.01   5.92  5.82  345944.56          0.02      0.34  6.048   \n",
      "2019-07-09  5.93  6.01   5.90  5.71  419446.47         -0.06     -1.01  6.118   \n",
      "2019-07-08  6.20  6.20   5.96  5.90  531036.06         -0.29     -4.64  6.236   \n",
      "2019-07-05  6.21  6.29   6.25  6.17  335562.19          0.04      0.64  6.368   \n",
      "\n",
      "             ma10   ma20      v_ma5     v_ma10      v_ma20      ma25  \\\n",
      "date                                                                   \n",
      "2019-11-29  5.323  5.392  142082.79  240901.05   218342.48  5.190000   \n",
      "2019-11-28  5.341  5.417  175398.28  255528.79   223641.24  5.200000   \n",
      "2019-11-27  5.350  5.439  212873.18  255550.63   234081.02  5.216667   \n",
      "2019-11-26  5.356  5.464  312160.41  254501.37   244830.79  5.235000   \n",
      "2019-11-25  5.365  5.490  338961.05  260784.30   272045.72  5.242000   \n",
      "2019-11-22  5.374  5.528  339719.31  264593.91   308886.96  5.258333   \n",
      "2019-11-21  5.394  5.544  335659.30  253750.79   302930.67  5.288571   \n",
      "2019-11-20  5.406  5.551  298228.08  237650.39   295925.55  5.317500   \n",
      "2019-11-19  5.406  5.560  196842.32  195803.98   277566.81  5.326667   \n",
      "2019-11-18  5.427  5.579  182607.55  191369.14   279800.26  5.323000   \n",
      "2019-11-15  5.461  5.596  189468.50  195783.90   279197.02  5.327273   \n",
      "2019-11-14  5.493  5.611  171842.28  191753.68   281540.24  5.325000   \n",
      "2019-11-13  5.527  5.639  177072.69  212611.41   287827.90  5.323846   \n",
      "2019-11-12  5.571  5.669  194765.64  235160.20   297357.56  5.327857   \n",
      "2019-11-11  5.614  5.696  200130.72  283307.13   308687.14  5.330000   \n",
      "2019-11-08  5.681  5.732  202099.31  353180.01   344333.84  5.343125   \n",
      "2019-11-07  5.694  5.762  211665.08  352110.55   395541.45  5.357647   \n",
      "2019-11-06  5.696  5.764  248150.14  354200.71   400844.62  5.366667   \n",
      "2019-11-05  5.713  5.764  275554.76  359329.64   402152.71  5.379474   \n",
      "2019-11-04  5.731  5.759  366483.54  368231.38   402547.52  5.392000   \n",
      "2019-11-01  5.731  5.756  504260.72  362610.13   401503.28  5.406190   \n",
      "2019-10-31  5.728  5.755  492556.02  371326.80   404656.49  5.416818   \n",
      "2019-10-30  5.750  5.752  460251.29  363044.38   411927.44  5.431304   \n",
      "2019-10-29  5.767  5.758  443104.51  359554.91   417907.27  5.447083   \n",
      "2019-10-28  5.777  5.774  369979.23  334067.15   408800.47  5.470400   \n",
      "2019-10-25  5.783  5.775  220959.55  335487.67   384127.35  5.489600   \n",
      "2019-10-24  5.829  5.800  250097.57  438972.35   402605.33  5.505600   \n",
      "2019-10-23  5.832  5.826  265837.47  447488.52   413005.56  5.523200   \n",
      "2019-10-22  5.815  5.843  276005.31  444975.78   420179.04  5.543200   \n",
      "2019-10-21  5.787  5.856  298155.07  436863.66   450335.94  5.557600   \n",
      "...           ...    ...        ...        ...         ...       ...   \n",
      "2019-08-15  5.286  5.564  362208.51  357217.99   334250.92  5.777200   \n",
      "2019-08-14  5.320  5.591  330255.57  347492.54   334619.81  5.743200   \n",
      "2019-08-13  5.369  5.631  300217.44  334615.97   335709.09  5.713600   \n",
      "2019-08-12  5.428  5.674  315485.16  323952.21   347415.55  5.678400   \n",
      "2019-08-09  5.500  5.712  331311.03  319067.08   355866.41  5.628800   \n",
      "2019-08-08  5.578  5.746  352227.46  318068.43   355168.10  5.582400   \n",
      "2019-08-07  5.646  5.779  364729.51  331563.12   357810.57  5.540400   \n",
      "2019-08-06  5.721  5.816  369014.50  347752.75   360896.74  5.490000   \n",
      "2019-08-05  5.775  5.847  332419.25  319245.18   355860.43  5.455200   \n",
      "2019-08-02  5.799  5.870  306823.14  318991.45   365729.78  5.427200   \n",
      "2019-08-01  5.842  5.907  283909.40  311283.86   363241.44  5.412000   \n",
      "2019-07-31  5.861  5.933  298396.73  321747.08   367070.47  5.402000   \n",
      "2019-07-30  5.892  5.958  326490.99  336802.20   382460.45  5.399200   \n",
      "2019-07-29  5.920  5.989  306071.11  370878.89   410677.33  5.419200   \n",
      "2019-07-26  5.923  6.025  331159.76  392665.73   472220.06  5.444000   \n",
      "2019-07-25  5.914  6.038  338658.32  392267.77   496470.58  5.461200   \n",
      "2019-07-24  5.911  6.064  345097.43  384058.02   508587.72  5.475200   \n",
      "2019-07-23  5.910  6.085  347113.41  374040.73   514260.84  5.492400   \n",
      "2019-07-22  5.919  6.119  435686.68  392475.68   548974.86  5.514400   \n",
      "2019-07-19  5.940  6.157  454171.69  412468.11   575727.39  5.540000   \n",
      "2019-07-18  5.971  6.189  445877.23  415199.02   631452.36  5.558400   \n",
      "2019-07-17  6.005  6.226  423018.60  412393.86   679944.61  5.584000   \n",
      "2019-07-16  6.024  6.249  400968.06  428118.70   735915.86  5.608400   \n",
      "2019-07-15  6.058  6.257  349264.67  450475.77   749588.95  5.624800   \n",
      "2019-07-12  6.127  6.282  370764.52  551774.38   789850.99  5.644400   \n",
      "2019-07-11  6.161  6.314  384520.81  600673.40   858807.15  5.664800   \n",
      "2019-07-10  6.216  6.362  401769.12  633117.43   964728.75  5.690400   \n",
      "2019-07-09  6.260  6.406  455269.34  654480.95  1120742.07  5.715200   \n",
      "2019-07-08  6.318  6.441  551686.86  705474.04  1187052.20  5.746400   \n",
      "2019-07-05  6.373  6.443  732784.25  738986.67  1199298.89  5.792000   \n",
      "\n",
      "                   v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                       \n",
      "2019-11-29  126164.840000       NaN         NaN       NaN  \n",
      "2019-11-28  132376.020000       NaN         NaN       NaN  \n",
      "2019-11-27  131316.200000       NaN         NaN       NaN  \n",
      "2019-11-26  127242.135000       NaN         NaN       NaN  \n",
      "2019-11-25  142082.790000       NaN         NaN       NaN  \n",
      "2019-11-22  167192.705000       NaN         NaN       NaN  \n",
      "2019-11-21  189873.988571       NaN         NaN       NaN  \n",
      "2019-11-20  244343.833750       NaN         NaN       NaN  \n",
      "2019-11-19  244863.756667       NaN         NaN       NaN  \n",
      "2019-11-18  240901.050000       NaN         NaN       NaN  \n",
      "2019-11-15  243768.431818       NaN         NaN       NaN  \n",
      "2019-11-14  235021.528333       NaN         NaN       NaN  \n",
      "2019-11-13  226074.022308       NaN         NaN       NaN  \n",
      "2019-11-12  222629.397857       NaN         NaN       NaN  \n",
      "2019-11-11  223756.867333       NaN         NaN       NaN  \n",
      "2019-11-08  221291.510625       NaN         NaN       NaN  \n",
      "2019-11-07  217977.752353       NaN         NaN       NaN  \n",
      "2019-11-06  217377.249444       NaN         NaN       NaN  \n",
      "2019-11-05  216708.693684       NaN         NaN       NaN  \n",
      "2019-11-04  218342.477000       NaN         NaN       NaN  \n",
      "2019-11-01  218999.504286       NaN         NaN       NaN  \n",
      "2019-10-31  224835.112273       NaN         NaN       NaN  \n",
      "2019-10-30  230024.535217       NaN         NaN       NaN  \n",
      "2019-10-29  247911.786250       NaN         NaN       NaN  \n",
      "2019-10-28  275526.124800       NaN         NaN       NaN  \n",
      "2019-10-25  271606.527308       NaN         NaN       NaN  \n",
      "2019-10-24  268430.700370       NaN         NaN       NaN  \n",
      "2019-10-23  268074.530714       NaN         NaN       NaN  \n",
      "2019-10-22  268957.897241       NaN         NaN       NaN  \n",
      "2019-10-21  266431.695333       NaN         NaN       NaN  \n",
      "...                   ...       ...         ...       ...  \n",
      "2019-08-15  520116.816000 -0.143573   -0.116614 -0.026959  \n",
      "2019-08-14  525043.584833 -0.148845   -0.123060 -0.025784  \n",
      "2019-08-13  530462.421000 -0.151279   -0.128704 -0.022575  \n",
      "2019-08-12  531740.261667 -0.159439   -0.134851 -0.024588  \n",
      "2019-08-09  532427.017833 -0.169599   -0.141801 -0.027799  \n",
      "2019-08-08  533317.923167 -0.168448   -0.147130 -0.021318  \n",
      "2019-08-07  535305.647667 -0.167221   -0.151148 -0.016073  \n",
      "2019-08-06  540522.381333 -0.157175   -0.152354 -0.004821  \n",
      "2019-08-05  542671.953667 -0.128368   -0.147556  0.019189  \n",
      "2019-08-02  544937.697667 -0.104335   -0.138912  0.034577  \n",
      "2019-08-01  546073.291667 -0.070756   -0.125281  0.054525  \n",
      "2019-07-31  545377.678000 -0.036461   -0.107517  0.071056  \n",
      "2019-07-30  545261.088500 -0.001200   -0.086253  0.085054  \n",
      "2019-07-29  537700.253833  0.028834   -0.063236  0.092070  \n",
      "2019-07-26  526575.088167  0.051238   -0.040341  0.091579  \n",
      "2019-07-25  529893.350167  0.067409   -0.018791  0.086201  \n",
      "2019-07-24  534230.986500  0.083300    0.001627  0.081673  \n",
      "2019-07-23  533841.638167  0.085228    0.018347  0.066880  \n",
      "2019-07-22  534465.298000  0.080980    0.030874  0.050107  \n",
      "2019-07-19  536383.318833  0.091887    0.043076  0.048810  \n",
      "2019-07-18  537810.004833  0.093800    0.053221  0.040579  \n",
      "2019-07-17  541003.981333  0.110983    0.064773  0.046209  \n",
      "2019-07-16  547148.419000  0.128764    0.077572  0.051192  \n",
      "2019-07-15  547466.683000  0.123678    0.086793  0.036885  \n",
      "2019-07-12  536038.438167  0.107913    0.091017  0.016896  \n",
      "2019-07-11  520740.961000  0.098321    0.092478  0.005843  \n",
      "2019-07-10  521989.688500  0.095269    0.093036  0.002233  \n",
      "2019-07-09  525091.620333  0.090197    0.092468 -0.002271  \n",
      "2019-07-08  530399.372167  0.089982    0.091971 -0.001989  \n",
      "2019-07-05  532183.750000  0.111921    0.095961  0.015960  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('002467','2019-11-15','5.29','5.60','5.28','5.37','272442','5.344','5.461','5.596','5.327','189468','243768','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 603881\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low     volume  price_change  p_change  \\\n",
      "date                                                                        \n",
      "2019-11-29  35.90  36.50  36.50  35.20   19683.38          0.35      0.97   \n",
      "2019-11-28  36.26  36.55  36.15  35.88   15550.40          0.15      0.42   \n",
      "2019-11-27  36.03  36.51  36.00  35.76   18922.62          0.11      0.31   \n",
      "2019-11-26  36.11  36.78  35.89  35.60   19295.56         -0.32     -0.88   \n",
      "2019-11-25  36.88  37.19  36.21  35.48   24627.20         -0.57     -1.55   \n",
      "2019-11-22  37.80  38.00  36.78  36.51   26844.57         -0.78     -2.08   \n",
      "2019-11-21  37.53  38.19  37.56  37.23   22267.09         -0.32     -0.84   \n",
      "2019-11-20  37.52  39.22  37.88  37.47   50458.82          0.47      1.26   \n",
      "2019-11-19  37.30  37.62  37.41  37.09   26114.25          0.11      0.29   \n",
      "2019-11-18  36.71  37.68  37.30  36.05   32866.65          0.65      1.77   \n",
      "2019-11-15  37.00  37.35  36.65  36.36   27165.49         -0.18     -0.49   \n",
      "2019-11-14  36.97  37.24  36.83  36.41   30763.72         -0.17     -0.46   \n",
      "2019-11-13  36.17  37.24  37.00  35.93   43282.67          1.00      2.78   \n",
      "2019-11-12  35.96  36.45  36.00  35.41   31676.02          0.26      0.73   \n",
      "2019-11-11  35.78  36.62  35.74  35.06   45439.01          0.00      0.00   \n",
      "2019-11-08  33.80  36.40  35.74  33.80   72599.39          1.72      5.06   \n",
      "2019-11-07  32.25  34.20  34.02  32.25   55113.37          1.63      5.03   \n",
      "2019-11-06  32.47  32.84  32.39  32.31   18394.20         -0.14     -0.43   \n",
      "2019-11-05  32.08  32.75  32.53  31.73   30806.00          0.46      1.43   \n",
      "2019-11-04  31.80  32.41  32.07  31.62   26066.71          0.45      1.42   \n",
      "2019-11-01  31.13  31.84  31.62  30.53   26537.45          0.18      0.57   \n",
      "2019-10-31  31.55  31.93  31.44  31.12   27370.10         -0.12     -0.38   \n",
      "2019-10-30  32.07  32.30  31.56  31.35   35270.72         -0.40     -1.25   \n",
      "2019-10-29  34.00  34.22  31.96  31.91   66796.64         -1.53     -4.57   \n",
      "2019-10-28  32.30  33.84  33.49  32.28   80961.37          1.76      5.55   \n",
      "2019-10-25  34.90  34.90  31.73  31.71  113398.67         -3.50     -9.94   \n",
      "2019-10-24  35.78  35.83  35.23  34.98   15533.48         -0.32     -0.90   \n",
      "2019-10-23  36.20  36.40  35.55  35.55   16314.59         -0.61     -1.69   \n",
      "2019-10-22  35.39  36.48  36.16  35.18   29359.29          1.14      3.25   \n",
      "2019-10-21  35.31  35.60  35.02  34.53   18881.07         -0.48     -1.35   \n",
      "...           ...    ...    ...    ...        ...           ...       ...   \n",
      "2019-08-15  34.98  37.87  37.56  34.72   53228.91          1.69      4.71   \n",
      "2019-08-14  36.20  36.90  35.87  35.62   39252.65          0.00      0.00   \n",
      "2019-08-13  34.72  36.76  35.87  34.39   62498.06          0.87      2.49   \n",
      "2019-08-12  33.83  35.10  35.00  33.75   51753.60          0.98      2.88   \n",
      "2019-08-09  35.03  35.14  34.02  33.79   45973.53         -0.90     -2.58   \n",
      "2019-08-08  33.33  34.94  34.92  33.32   62172.83          1.28      3.81   \n",
      "2019-08-07  33.01  34.49  33.64  32.12   87800.09          0.62      1.88   \n",
      "2019-08-06  31.19  33.47  33.02  31.12   74306.85          1.19      3.74   \n",
      "2019-08-05  32.41  32.93  31.83  31.80   28570.16         -0.70     -2.15   \n",
      "2019-08-02  31.95  32.60  32.53  31.71   29346.15         -0.07     -0.21   \n",
      "2019-08-01  32.24  32.75  32.60  32.10   26350.98         -0.06     -0.18   \n",
      "2019-07-31  31.81  32.80  32.66  31.54   40391.05          0.83      2.61   \n",
      "2019-07-30  31.35  32.30  31.83  31.13   32696.46          0.63      2.02   \n",
      "2019-07-29  30.78  31.37  31.20  30.68   25522.00          0.32      1.04   \n",
      "2019-07-26  30.54  30.92  30.88  30.41   24348.00          0.34      1.11   \n",
      "2019-07-25  30.09  30.74  30.54  30.07   27461.00          0.48      1.60   \n",
      "2019-07-24  29.33  30.27  30.06  29.30   20123.00          0.69      2.35   \n",
      "2019-07-23  28.88  29.65  29.37  28.88   13162.00          0.39      1.35   \n",
      "2019-07-22  29.81  30.14  28.98  28.78   21601.15         -0.83     -2.78   \n",
      "2019-07-19  30.00  30.38  29.81  29.72   18101.79         -0.12     -0.40   \n",
      "2019-07-18  30.41  30.45  29.93  29.88   20690.90         -0.76     -2.48   \n",
      "2019-07-17  30.84  31.08  30.69  30.20   12717.01          0.02      0.07   \n",
      "2019-07-16  30.92  31.14  30.67  30.59   11844.00         -0.24     -0.78   \n",
      "2019-07-15  30.44  31.38  30.91  29.61   22695.70          0.48      1.58   \n",
      "2019-07-12  30.13  30.89  30.43  30.04   15019.00          0.21      0.69   \n",
      "2019-07-11  30.88  30.88  30.22  30.03   13709.00         -0.24     -0.79   \n",
      "2019-07-10  30.47  31.18  30.46  30.31   13428.28         -0.12     -0.39   \n",
      "2019-07-09  30.90  30.99  30.58  30.12   17086.00         -0.08     -0.26   \n",
      "2019-07-08  32.38  32.38  30.66  30.50   27169.88         -1.70     -5.25   \n",
      "2019-07-05  31.98  32.45  32.36  31.80   13932.00          0.48      1.51   \n",
      "\n",
      "               ma5    ma10    ma20     v_ma5    v_ma10    v_ma20       ma25  \\\n",
      "date                                                                          \n",
      "2019-11-29  36.150  36.768  35.833  19615.83  25663.05  31896.86  36.500000   \n",
      "2019-11-28  36.206  36.783  35.589  21048.07  26411.27  32239.56  36.325000   \n",
      "2019-11-27  36.488  36.851  35.353  22391.41  27932.60  32830.54  36.216667   \n",
      "2019-11-26  36.864  36.951  35.131  28698.65  30368.60  33647.95  36.135000   \n",
      "2019-11-25  37.168  36.962  34.935  30062.39  31606.65  36023.00  36.150000   \n",
      "2019-11-22  37.386  36.915  34.799  31710.28  33687.83  38839.71  36.255000   \n",
      "2019-11-21  37.360  36.811  34.546  31774.46  38263.31  43167.42  36.441429   \n",
      "2019-11-20  37.214  36.457  34.430  33473.79  41547.94  42830.74  36.621250   \n",
      "2019-11-19  37.038  35.908  34.313  32038.56  38341.48  41123.53  36.708889   \n",
      "2019-11-18  36.756  35.420  34.251  33150.91  38810.65  41285.78  36.768000   \n",
      "2019-11-15  36.444  34.897  34.137  35665.38  38130.66  40586.50  36.757273   \n",
      "2019-11-14  36.262  34.394  34.079  44752.16  38067.85  40155.81  36.763333   \n",
      "2019-11-13  35.700  33.855  34.035  49622.09  37728.49  39360.99  36.781538   \n",
      "2019-11-12  34.778  33.311  33.974  44644.40  36927.30  38151.42  36.725714   \n",
      "2019-11-11  34.084  32.907  33.949  44470.39  40439.36  37678.91  36.660000   \n",
      "2019-11-08  33.350  32.682  33.987  40595.93  43991.60  36903.49  36.602500   \n",
      "2019-11-07  32.526  32.281  33.984  31383.55  48071.52  34915.03  36.450588   \n",
      "2019-11-06  32.010  32.402  34.059  25834.89  44113.53  33602.27  36.225000   \n",
      "2019-11-05  31.844  32.718  34.181  29210.20  43905.57  33757.53  36.030526   \n",
      "2019-11-04  31.730  33.081  34.270  36408.32  43760.90  33500.64  35.832500   \n",
      "2019-11-01  32.014  33.376  34.392  47387.26  43042.34  33713.09  35.631905   \n",
      "2019-10-31  32.036  33.764  34.591  64759.50  42243.78  33758.09  35.441364   \n",
      "2019-10-30  32.794  34.214  34.809  62392.18  40993.48  34960.42  35.272609   \n",
      "2019-10-29  33.592  34.636  35.088  58600.95  39375.55  35591.65  35.134583   \n",
      "2019-10-28  34.432  34.990  35.443  51113.48  34918.46  34927.22  35.068800   \n",
      "2019-10-25  34.738  35.291  35.706  38697.42  29815.38  34217.34  34.878000   \n",
      "2019-10-24  35.492  35.686  35.983  19728.05  21758.54  30769.40  34.841200   \n",
      "2019-10-23  35.634  35.715  36.069  19594.79  23091.01  31617.89  34.823200   \n",
      "2019-10-22  35.680  35.643  36.130  20150.15  23609.49  33284.31  34.834000   \n",
      "2019-10-21  35.548  35.459  36.212  18723.45  23240.38  35516.91  34.786400   \n",
      "...            ...     ...     ...       ...       ...       ...        ...   \n",
      "2019-08-15  35.664  34.426  32.610  50541.35  53490.28  39233.01  37.879600   \n",
      "2019-08-14  35.136  33.930  32.228  52330.13  50802.49  37606.11  37.836000   \n",
      "2019-08-13  34.690  33.609  31.969  62039.62  50916.33  36279.33  37.800000   \n",
      "2019-08-12  34.120  33.205  31.709  64401.38  47936.17  33746.63  37.688000   \n",
      "2019-08-09  33.486  32.825  31.505  59764.69  45313.01  32293.73  37.430800   \n",
      "2019-08-08  33.188  32.511  31.325  56439.22  43150.46  30746.01  37.218800   \n",
      "2019-08-07  32.724  32.073  31.090  49274.85  39679.27  28322.81  36.989600   \n",
      "2019-08-06  32.528  31.715  30.931  39793.04  32911.57  24604.22  36.744000   \n",
      "2019-08-05  32.290  31.350  30.809  31470.96  26797.08  21743.18  36.417600   \n",
      "2019-08-02  32.164  31.065  30.751  30861.33  26100.18  21673.17  36.180800   \n",
      "2019-08-01  31.834  30.793  30.742  29861.70  24975.74  20902.46  35.967600   \n",
      "2019-07-31  31.422  30.526  30.706  30083.70  24409.74  20274.36  35.779600   \n",
      "2019-07-30  30.902  30.329  30.683  26030.09  21642.33  19538.46  35.522000   \n",
      "2019-07-29  30.410  30.213  30.741  22123.20  19557.09  19118.84  35.238400   \n",
      "2019-07-26  29.966  30.184  30.832  21339.03  19274.46  19644.66  34.992800   \n",
      "2019-07-25  29.752  30.139  30.879  20089.79  18341.56  19375.56  34.725200   \n",
      "2019-07-24  29.630  30.107  30.983  18735.77  16966.36  19361.17  34.464400   \n",
      "2019-07-23  29.756  30.147  31.086  17254.57  16296.88  19238.21  34.139200   \n",
      "2019-07-22  30.016  30.268  31.208  16990.97  16689.28  19584.97  33.833600   \n",
      "2019-07-19  30.402  30.436  31.371  17209.88  17246.16  19401.45  33.562000   \n",
      "2019-07-18  30.526  30.691  31.503  16593.32  16829.18  20147.16  33.291200   \n",
      "2019-07-17  30.584  30.886  31.619  15196.94  16138.99  21121.76  33.035600   \n",
      "2019-07-16  30.538  31.037  31.650  15339.20  17434.59  22088.63  32.748400   \n",
      "2019-07-15  30.520  31.269  31.618  16387.60  18680.60  22047.63  32.451200   \n",
      "2019-07-12  30.470  31.479  31.562  17282.43  20014.87  21664.47  32.192800   \n",
      "2019-07-11  30.856  31.618  31.564  17065.03  20409.57  22221.91  31.899200   \n",
      "2019-07-10  31.188  31.858  31.618  17081.03  21755.98  23098.70  31.682800   \n",
      "2019-07-09  31.536  32.025  31.618  19529.98  22179.54  23404.38  31.471200   \n",
      "2019-07-08  32.018  32.148  31.631  20973.61  22480.66  23791.57  31.297600   \n",
      "2019-07-05  32.488  32.306  31.588  22747.30  21556.73  23394.41  31.231200   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  19683.380000       NaN         NaN       NaN  \n",
      "2019-11-28  17616.890000       NaN         NaN       NaN  \n",
      "2019-11-27  18052.133333       NaN         NaN       NaN  \n",
      "2019-11-26  18362.990000       NaN         NaN       NaN  \n",
      "2019-11-25  19615.832000       NaN         NaN       NaN  \n",
      "2019-11-22  20820.621667       NaN         NaN       NaN  \n",
      "2019-11-21  21027.260000       NaN         NaN       NaN  \n",
      "2019-11-20  24706.205000       NaN         NaN       NaN  \n",
      "2019-11-19  24862.654444       NaN         NaN       NaN  \n",
      "2019-11-18  25663.054000       NaN         NaN       NaN  \n",
      "2019-11-15  25799.639091       NaN         NaN       NaN  \n",
      "2019-11-14  26213.312500       NaN         NaN       NaN  \n",
      "2019-11-13  27526.340000       NaN         NaN       NaN  \n",
      "2019-11-12  27822.745714       NaN         NaN       NaN  \n",
      "2019-11-11  28997.163333       NaN         NaN       NaN  \n",
      "2019-11-08  31722.302500       NaN         NaN       NaN  \n",
      "2019-11-07  33098.247647       NaN         NaN       NaN  \n",
      "2019-11-06  32281.356111       NaN         NaN       NaN  \n",
      "2019-11-05  32203.705789       NaN         NaN       NaN  \n",
      "2019-11-04  31896.856000       NaN         NaN       NaN  \n",
      "2019-11-01  31641.646190       NaN         NaN       NaN  \n",
      "2019-10-31  31447.485000       NaN         NaN       NaN  \n",
      "2019-10-30  31613.712609       NaN         NaN       NaN  \n",
      "2019-10-29  33079.667917       NaN         NaN       NaN  \n",
      "2019-10-28  34994.936000       NaN         NaN       NaN  \n",
      "2019-10-25  38010.464231       NaN         NaN       NaN  \n",
      "2019-10-24  37177.983333       NaN         NaN       NaN  \n",
      "2019-10-23  36432.862143       NaN         NaN       NaN  \n",
      "2019-10-22  36188.945862       NaN         NaN       NaN  \n",
      "2019-10-21  35612.016667       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  42325.016500  0.050121    0.119250 -0.069129  \n",
      "2019-08-14  42466.498667 -0.077748    0.079851 -0.157599  \n",
      "2019-08-13  42786.755167 -0.177045    0.028472 -0.205516  \n",
      "2019-08-12  43121.381500 -0.322225   -0.041668 -0.280557  \n",
      "2019-08-09  43130.290167 -0.510475   -0.135429 -0.375046  \n",
      "2019-08-08  42956.514167 -0.580352   -0.224414 -0.355938  \n",
      "2019-08-07  43501.292833 -0.730594   -0.325650 -0.404944  \n",
      "2019-08-06  44433.170333 -0.889437   -0.438407 -0.451030  \n",
      "2019-08-05  44395.906333 -1.098680   -0.570462 -0.528218  \n",
      "2019-08-02  44450.563667 -1.194256   -0.695221 -0.499035  \n",
      "2019-08-01  44447.455833 -1.249943   -0.806165 -0.443778  \n",
      "2019-07-31  44664.471667 -1.274542   -0.899841 -0.374702  \n",
      "2019-07-30  44621.567333 -1.345501   -0.988973 -0.356528  \n",
      "2019-07-29  43933.656667 -1.436019   -1.078382 -0.357637  \n",
      "2019-07-26  42990.100500 -1.516099   -1.165925 -0.350174  \n",
      "2019-07-25  41557.806000 -1.588685   -1.250477 -0.338208  \n",
      "2019-07-24  41634.298000 -1.665741   -1.333530 -0.332211  \n",
      "2019-07-23  41581.754833 -1.762172   -1.419258 -0.342913  \n",
      "2019-07-22  41452.452500 -1.848753   -1.505157 -0.343595  \n",
      "2019-07-19  41439.464500 -1.829307   -1.569987 -0.259320  \n",
      "2019-07-18  41475.115833 -1.783653   -1.612720 -0.170932  \n",
      "2019-07-17  41439.279833 -1.666930   -1.623562 -0.043368  \n",
      "2019-07-16  41318.490000 -1.558080   -1.610466  0.052386  \n",
      "2019-07-15  41326.322000 -1.435898   -1.575552  0.139655  \n",
      "2019-07-12  41077.796167 -1.362098   -1.532861  0.170764  \n",
      "2019-07-11  40759.108167 -1.305507   -1.487390  0.181884  \n",
      "2019-07-10  40501.943000 -1.227146   -1.435342  0.208195  \n",
      "2019-07-09  40428.387333 -1.142196   -1.376712  0.234517  \n",
      "2019-07-08  40453.414500 -1.056240   -1.312618  0.256378  \n",
      "2019-07-05  40180.355167 -0.841247   -1.218344  0.377097  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('603881','2019-11-15','37.00','37.35','36.36','36.65','27165','36.444','34.897','34.137','36.757','35665','25799','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 300383\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low     volume  price_change  p_change  \\\n",
      "date                                                                        \n",
      "2019-11-29  19.04  19.28  19.15  18.81  248652.12          0.10      0.53   \n",
      "2019-11-28  19.20  19.39  19.05  19.00  194834.48         -0.25     -1.29   \n",
      "2019-11-27  19.06  19.58  19.30  18.92  310695.81          0.27      1.42   \n",
      "2019-11-26  18.57  19.39  19.03  18.43  481370.16          0.53      2.87   \n",
      "2019-11-25  18.77  18.83  18.50  18.10  319529.47         -0.35     -1.86   \n",
      "2019-11-22  19.07  19.42  18.85  18.61  303475.88         -0.18     -0.95   \n",
      "2019-11-21  18.75  19.19  19.03  18.72  249640.16          0.16      0.85   \n",
      "2019-11-20  18.85  19.44  18.87  18.80  361668.03          0.09      0.48   \n",
      "2019-11-19  18.58  18.80  18.78  18.48  299192.97          0.18      0.97   \n",
      "2019-11-18  18.12  18.67  18.60  17.88  317128.22          0.38      2.09   \n",
      "2019-11-15  18.28  18.56  18.22  18.08  212014.52         -0.03     -0.16   \n",
      "2019-11-14  18.18  18.42  18.25  18.00  252015.28          0.08      0.44   \n",
      "2019-11-13  17.60  18.27  18.17  17.55  300230.19          0.48      2.71   \n",
      "2019-11-12  17.62  17.87  17.69  17.52  282861.66          0.30      1.73   \n",
      "2019-11-11  17.26  17.88  17.39  17.06  284744.00          0.12      0.69   \n",
      "2019-11-08  17.29  17.54  17.27  17.19  219385.41          0.12      0.70   \n",
      "2019-11-07  17.25  17.30  17.15  16.93  303274.38         -0.23     -1.32   \n",
      "2019-11-06  17.75  17.92  17.38  17.29  172839.16         -0.41     -2.31   \n",
      "2019-11-05  17.81  17.99  17.79  17.55  178598.52          0.06      0.34   \n",
      "2019-11-04  17.61  18.00  17.73  17.56  216129.20          0.13      0.74   \n",
      "2019-11-01  17.46  17.78  17.60  17.31  167170.84          0.16      0.92   \n",
      "2019-10-31  17.66  17.81  17.44  17.32  168396.19         -0.20     -1.13   \n",
      "2019-10-30  18.00  18.08  17.64  17.51  230357.95         -0.33     -1.84   \n",
      "2019-10-29  18.77  18.86  17.97  17.97  354547.25         -0.88     -4.67   \n",
      "2019-10-28  19.20  19.20  18.85  18.45  441337.59          0.85      4.72   \n",
      "2019-10-25  17.78  18.00  18.00  17.20  207171.44          0.20      1.12   \n",
      "2019-10-24  18.36  18.36  17.80  17.56  269613.53         -0.58     -3.16   \n",
      "2019-10-23  18.72  18.73  18.38  18.38  170770.41         -0.41     -2.18   \n",
      "2019-10-22  18.66  19.00  18.79  18.55  163094.52          0.13      0.70   \n",
      "2019-10-21  18.42  18.75  18.66  18.16  140320.70          0.11      0.59   \n",
      "...           ...    ...    ...    ...        ...           ...       ...   \n",
      "2019-08-15  18.53  19.23  19.19  18.41  141289.19          0.10      0.52   \n",
      "2019-08-14  19.50  19.65  19.09  19.09  162111.36         -0.10     -0.52   \n",
      "2019-08-13  19.14  19.50  19.19  18.61  173126.59         -0.21     -1.08   \n",
      "2019-08-12  18.70  19.41  19.40  18.30  144247.84          0.83      4.47   \n",
      "2019-08-09  18.97  19.28  18.57  18.36  131337.48         -0.28     -1.49   \n",
      "2019-08-08  18.37  18.93  18.85  18.22  148003.08          0.57      3.12   \n",
      "2019-08-07  18.80  18.84  18.28  18.18  161860.22         -0.36     -1.93   \n",
      "2019-08-06  18.32  18.95  18.64  17.97  232706.48         -0.23     -1.22   \n",
      "2019-08-05  19.15  19.45  18.87  18.75  176562.09         -0.23     -1.20   \n",
      "2019-08-02  18.70  19.23  19.10  18.50  220313.64         -0.16     -0.83   \n",
      "2019-08-01  19.00  19.46  19.26  18.92  194221.72          0.30      1.58   \n",
      "2019-07-31  18.93  19.25  18.96  18.86  208860.19         -0.02     -0.10   \n",
      "2019-07-30  19.47  19.68  18.98  18.96  194175.28         -0.42     -2.17   \n",
      "2019-07-29  19.24  19.66  19.40  19.03  182375.41          0.27      1.41   \n",
      "2019-07-26  19.02  19.36  19.13  18.80  163340.38          0.04      0.21   \n",
      "2019-07-25  18.57  19.40  19.09  18.53  205454.50          0.38      2.03   \n",
      "2019-07-24  18.20  18.80  18.71  18.11  210942.81          0.63      3.48   \n",
      "2019-07-23  17.98  18.13  18.08  17.70  132400.80          0.38      2.15   \n",
      "2019-07-22  18.12  18.28  17.70  17.68  118501.89         -0.19     -1.06   \n",
      "2019-07-19  18.24  18.44  17.89  17.66  154092.81         -0.18     -1.00   \n",
      "2019-07-18  18.06  18.22  18.07  17.92  132728.19         -0.14     -0.77   \n",
      "2019-07-17  18.15  18.63  18.21  18.06  233847.20          0.06      0.33   \n",
      "2019-07-16  17.92  18.18  18.15  17.83  206737.02          0.28      1.57   \n",
      "2019-07-15  16.86  18.10  17.87  16.76  289230.75          0.92      5.43   \n",
      "2019-07-12  16.54  17.02  16.95  16.44  114220.04          0.32      1.92   \n",
      "2019-07-11  16.79  17.07  16.63  16.53  124067.86          0.12      0.73   \n",
      "2019-07-10  16.85  16.98  16.51  16.38  106315.41         -0.38     -2.25   \n",
      "2019-07-09  16.71  16.95  16.89  16.56   82163.60          0.17      1.02   \n",
      "2019-07-08  17.30  17.30  16.72  16.60  160297.52         -0.63     -3.63   \n",
      "2019-07-05  17.17  17.51  17.35  16.91  116228.81          0.19      1.11   \n",
      "\n",
      "               ma5    ma10    ma20      v_ma5     v_ma10     v_ma20  \\\n",
      "date                                                                  \n",
      "2019-11-29  19.006  18.916  18.310  311016.41  308618.73  275413.98   \n",
      "2019-11-28  18.946  18.823  18.233  321981.16  304954.97  271339.92   \n",
      "2019-11-27  18.942  18.743  18.152  332942.30  310673.05  270018.00   \n",
      "2019-11-26  18.856  18.630  18.069  343136.74  309626.49  266001.11   \n",
      "2019-11-25  18.806  18.496  18.016  306701.30  289775.64  259659.96   \n",
      "2019-11-22  18.826  18.385  18.034  306221.05  286297.09  265750.37   \n",
      "2019-11-21  18.700  18.227  17.991  287928.78  277888.04  260935.15   \n",
      "2019-11-20  18.544  18.039  17.930  288403.80  283251.47  261933.82   \n",
      "2019-11-19  18.404  17.890  17.905  276116.24  264368.58  252388.94   \n",
      "2019-11-18  18.186  17.791  17.906  272849.97  252309.13  245584.01   \n",
      "2019-11-15  17.944  17.704  17.909  266373.13  242209.23  236743.64   \n",
      "2019-11-14  17.754  17.642  17.925  267847.31  237724.86  234752.14   \n",
      "2019-11-13  17.534  17.561  17.950  278099.13  229362.96  231304.65   \n",
      "2019-11-12  17.376  17.508  17.975  252620.92  222375.73  224046.18   \n",
      "2019-11-11  17.396  17.536  18.015  231768.29  229544.29  220692.23   \n",
      "2019-11-08  17.464  17.682  18.098  218045.33  245203.65  219499.54   \n",
      "2019-11-07  17.530  17.755  18.187  207602.42  243982.25  220223.40   \n",
      "2019-11-06  17.588  17.820  18.279  180626.78  240616.17  221838.34   \n",
      "2019-11-05  17.640  17.920  18.327  192130.54  240409.29  224247.09   \n",
      "2019-11-04  17.676  18.020  18.351  227320.29  238858.89  226378.80   \n",
      "2019-11-01  17.900  18.113  18.393  272361.96  231278.04  226349.49   \n",
      "2019-10-31  17.980  18.208  18.475  280362.08  231779.41  230558.33   \n",
      "2019-10-30  18.052  18.338  18.564  300605.55  233246.34  243954.26   \n",
      "2019-10-29  18.200  18.442  18.718  288688.04  225716.63  247919.06   \n",
      "2019-10-28  18.364  18.494  18.847  250397.50  211840.18  241544.23   \n",
      "2019-10-25  18.326  18.514  18.936  190194.12  193795.44  229542.67   \n",
      "2019-10-24  18.436  18.619  19.051  183196.74  196464.54  228630.50   \n",
      "2019-10-23  18.624  18.738  19.194  165887.12  203060.52  226586.27   \n",
      "2019-10-22  18.684  18.734  19.285  162745.22  208084.89  230788.21   \n",
      "2019-10-21  18.624  18.681  19.376  173282.86  213898.71  234230.28   \n",
      "...            ...     ...     ...        ...        ...        ...   \n",
      "2019-08-15  19.088  18.918  18.819  150422.49  169155.80  172796.19   \n",
      "2019-08-14  19.020  18.925  18.763  151765.27  174449.05  172368.14   \n",
      "2019-08-13  18.858  18.912  18.719  151715.04  179123.93  175954.93   \n",
      "2019-08-12  18.748  18.891  18.667  163631.02  181228.80  177635.45   \n",
      "2019-08-09  18.642  18.891  18.591  170093.87  185041.56  184884.60   \n",
      "2019-08-08  18.748  18.947  18.510  187889.10  188241.85  184028.73   \n",
      "2019-08-07  18.830  18.971  18.399  197132.83  193986.99  182831.96   \n",
      "2019-08-06  18.966  19.014  18.310  206532.82  198895.25  180054.72   \n",
      "2019-08-05  19.034  18.958  18.223  198826.58  188864.68  172527.58   \n",
      "2019-08-02  19.140  18.841  18.115  199989.25  183058.66  171714.35   \n",
      "2019-08-01  19.146  18.720  18.028  188594.60  176436.58  166510.11   \n",
      "2019-07-31  19.112  18.601  17.923  190841.15  170287.23  161795.32   \n",
      "2019-07-30  19.062  18.526  17.838  191257.68  172785.93  157861.10   \n",
      "2019-07-29  18.882  18.443  17.770  178902.78  174042.10  159677.37   \n",
      "2019-07-26  18.542  18.290  17.683  166128.08  184727.64  165566.09   \n",
      "2019-07-25  18.294  18.072  17.565  164278.56  179815.60  162873.34   \n",
      "2019-07-24  18.090  17.826  17.453  149733.30  171676.94  166795.25   \n",
      "2019-07-23  17.990  17.606  17.349  154314.18  161214.20  161730.31   \n",
      "2019-07-22  18.004  17.487  17.278  169181.42  156190.48  161412.32   \n",
      "2019-07-19  18.038  17.389  17.241  203327.19  160370.04  163398.78   \n",
      "2019-07-18  17.850  17.335  17.204  195352.64  156583.64  166006.70   \n",
      "2019-07-17  17.562  17.244  17.135  193620.57  153303.42  168096.59   \n",
      "2019-07-16  17.222  17.150  17.047  168114.22  142936.26  171431.03   \n",
      "2019-07-15  16.970  17.097  16.928  143199.53  145312.64  165708.84   \n",
      "2019-07-12  16.740  17.076  16.816  117412.89  146404.54  155768.32   \n",
      "2019-07-11  16.820  17.058  16.765  117814.64  145931.08  155416.47   \n",
      "2019-07-10  16.926  17.080  16.742  112986.27  161913.57  154955.82   \n",
      "2019-07-09  17.078  17.091  16.723  117758.31  162246.43  156491.65   \n",
      "2019-07-08  17.224  17.069  16.697  147425.75  166634.16  163071.06   \n",
      "2019-07-05  17.412  17.092  16.645  175396.19  166427.51  159773.19   \n",
      "\n",
      "                 ma25         v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                                  \n",
      "2019-11-29  19.150000  248652.120000       NaN         NaN       NaN  \n",
      "2019-11-28  19.100000  221743.300000       NaN         NaN       NaN  \n",
      "2019-11-27  19.166667  251394.136667       NaN         NaN       NaN  \n",
      "2019-11-26  19.132500  308888.142500       NaN         NaN       NaN  \n",
      "2019-11-25  19.006000  311016.408000       NaN         NaN       NaN  \n",
      "2019-11-22  18.980000  309759.653333       NaN         NaN       NaN  \n",
      "2019-11-21  18.987143  301171.154286       NaN         NaN       NaN  \n",
      "2019-11-20  18.972500  308733.263750       NaN         NaN       NaN  \n",
      "2019-11-19  18.951111  307673.231111       NaN         NaN       NaN  \n",
      "2019-11-18  18.916000  308618.730000       NaN         NaN       NaN  \n",
      "2019-11-15  18.852727  299836.529091       NaN         NaN       NaN  \n",
      "2019-11-14  18.802500  295851.425000       NaN         NaN       NaN  \n",
      "2019-11-13  18.753846  296188.253077       NaN         NaN       NaN  \n",
      "2019-11-12  18.677857  295236.353571       NaN         NaN       NaN  \n",
      "2019-11-11  18.592000  294536.863333       NaN         NaN       NaN  \n",
      "2019-11-08  18.509375  289839.897500       NaN         NaN       NaN  \n",
      "2019-11-07  18.429412  290630.161176       NaN         NaN       NaN  \n",
      "2019-11-06  18.371111  284086.216667       NaN         NaN       NaN  \n",
      "2019-11-05  18.340526  278534.232632       NaN         NaN       NaN  \n",
      "2019-11-04  18.310000  275413.981000       NaN         NaN       NaN  \n",
      "2019-11-01  18.276190  270259.545714       NaN         NaN       NaN  \n",
      "2019-10-31  18.238182  265629.393182       NaN         NaN       NaN  \n",
      "2019-10-30  18.212174  264095.852174       NaN         NaN       NaN  \n",
      "2019-10-29  18.202083  267864.660417       NaN         NaN       NaN  \n",
      "2019-10-28  18.228000  274803.577600       NaN         NaN       NaN  \n",
      "2019-10-25  18.182000  272202.341538       NaN         NaN       NaN  \n",
      "2019-10-24  18.132000  272106.459630       NaN         NaN       NaN  \n",
      "2019-10-23  18.095200  268487.315000       NaN         NaN       NaN  \n",
      "2019-10-22  18.085600  264853.080690       NaN         NaN       NaN  \n",
      "2019-10-21  18.092000  260702.001333       NaN         NaN       NaN  \n",
      "...               ...            ...       ...         ...       ...  \n",
      "2019-08-15  19.735200  255262.215167 -0.055514   -0.053989 -0.001525  \n",
      "2019-08-14  19.672000  253763.816500 -0.073453   -0.057882 -0.015571  \n",
      "2019-08-13  19.632000  251645.423167 -0.078694   -0.062045 -0.016650  \n",
      "2019-08-12  19.583200  249335.192833 -0.065151   -0.062666 -0.002485  \n",
      "2019-08-09  19.472000  246778.417500 -0.120009   -0.074134 -0.045874  \n",
      "2019-08-08  19.387600  245588.712000 -0.139285   -0.087164 -0.052120  \n",
      "2019-08-07  19.286800  243231.809333 -0.198270   -0.109386 -0.088884  \n",
      "2019-08-06  19.188000  244229.598000 -0.213506   -0.130210 -0.083296  \n",
      "2019-08-05  19.075200  244195.657500 -0.204662   -0.145100 -0.059562  \n",
      "2019-08-02  19.050400  244265.398167 -0.177053   -0.151491 -0.025562  \n",
      "2019-08-01  19.029200  244716.246167 -0.140641   -0.149321  0.008680  \n",
      "2019-07-31  19.013600  245390.646167 -0.134442   -0.146345  0.011903  \n",
      "2019-07-30  19.003600  244787.601667 -0.126458   -0.142367  0.015910  \n",
      "2019-07-29  19.027200  241918.071000 -0.085257   -0.130945  0.045689  \n",
      "2019-07-26  19.062800  237284.784167 -0.073544   -0.119465  0.045921  \n",
      "2019-07-25  19.078000  237256.168500 -0.066719   -0.108916  0.042196  \n",
      "2019-07-24  19.084400  236278.323167 -0.090926   -0.105318  0.014392  \n",
      "2019-07-23  19.064400  235638.829667 -0.159111   -0.116077 -0.043035  \n",
      "2019-07-22  19.038400  234895.619167 -0.241033   -0.141068 -0.099965  \n",
      "2019-07-19  18.985600  235125.154333 -0.287313   -0.170317 -0.116996  \n",
      "2019-07-18  18.932000  234467.548333 -0.305940   -0.197442 -0.108498  \n",
      "2019-07-17  18.870000  235313.911500 -0.305878   -0.219129 -0.086749  \n",
      "2019-07-16  18.800000  236175.179833 -0.307131   -0.236729 -0.070401  \n",
      "2019-07-15  18.693600  237399.313667 -0.326948   -0.254773 -0.072175  \n",
      "2019-07-12  18.625200  234954.811000 -0.412139   -0.286246 -0.125893  \n",
      "2019-07-11  18.522800  233124.901333 -0.499714   -0.328940 -0.170774  \n",
      "2019-07-10  18.419600  229303.936833 -0.572205   -0.377593 -0.194612  \n",
      "2019-07-09  18.327600  226989.760833 -0.592166   -0.420508 -0.171658  \n",
      "2019-07-08  18.220400  225974.174667 -0.614618   -0.459330 -0.155288  \n",
      "2019-07-05  18.171600  224318.939000 -0.574947   -0.482453 -0.092494  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('300383','2019-11-15','18.28','18.56','18.08','18.22','212014','17.944','17.704','17.909','18.853','266373','299836','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 002093\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low     volume  price_change  p_change    ma5  \\\n",
      "date                                                                            \n",
      "2019-11-29  7.84  7.86   7.82  7.73   32454.29         -0.03     -0.38  7.880   \n",
      "2019-11-28  7.88  7.94   7.85  7.84   28277.65         -0.02     -0.25  7.938   \n",
      "2019-11-27  7.88  7.94   7.87  7.84   43935.27          0.02      0.26  8.004   \n",
      "2019-11-26  8.04  8.09   7.85  7.82   70224.00         -0.16     -2.00  8.072   \n",
      "2019-11-25  8.08  8.09   8.01  7.98   55404.59         -0.10     -1.23  8.148   \n",
      "2019-11-22  8.17  8.34   8.11  8.08   60726.61         -0.07     -0.86  8.166   \n",
      "2019-11-21  8.16  8.23   8.18  8.13   39318.24         -0.03     -0.36  8.154   \n",
      "2019-11-20  8.23  8.36   8.21  8.19   55131.14         -0.02     -0.24  8.154   \n",
      "2019-11-19  8.10  8.25   8.23  8.10   56158.47          0.13      1.60  8.146   \n",
      "2019-11-18  8.05  8.14   8.10  7.95   36662.16          0.05      0.62  8.140   \n",
      "2019-11-15  8.18  8.20   8.05  8.05   43294.89         -0.13     -1.59  8.154   \n",
      "2019-11-14  8.17  8.23   8.18  8.15   47018.80          0.01      0.12  8.240   \n",
      "2019-11-13  8.21  8.22   8.17  8.11   42310.00         -0.03     -0.37  8.316   \n",
      "2019-11-12  8.13  8.21   8.20  7.94   68983.09          0.03      0.37  8.386   \n",
      "2019-11-11  8.43  8.43   8.17  8.15   98312.32         -0.31     -3.66  8.502   \n",
      "2019-11-08  8.62  8.65   8.48  8.45   73386.44         -0.08     -0.94  8.632   \n",
      "2019-11-07  8.48  8.66   8.56  8.48   68849.41          0.04      0.47  8.684   \n",
      "2019-11-06  8.77  8.81   8.52  8.49   94939.26         -0.26     -2.96  8.698   \n",
      "2019-11-05  8.82  8.88   8.78  8.76   62346.29         -0.04     -0.45  8.746   \n",
      "2019-11-04  8.75  8.90   8.82  8.72   82826.32          0.08      0.92  8.764   \n",
      "2019-11-01  8.63  8.78   8.74  8.58   66321.67          0.11      1.27  8.870   \n",
      "2019-10-31  8.80  8.86   8.63  8.60   81456.08         -0.13     -1.48  8.868   \n",
      "2019-10-30  8.76  8.82   8.76  8.60  108910.71         -0.11     -1.24  8.862   \n",
      "2019-10-29  9.24  9.25   8.87  8.85  238824.80         -0.48     -5.13  8.836   \n",
      "2019-10-28  9.45  9.45   9.35  9.15  334387.31          0.62      7.10  8.808   \n",
      "2019-10-25  8.61  8.75   8.73  8.54   58293.28          0.13      1.51  8.648   \n",
      "2019-10-24  8.63  8.67   8.60  8.51   47171.75         -0.03     -0.35  8.624   \n",
      "2019-10-23  8.72  8.78   8.63  8.61   43546.85         -0.10     -1.15  8.668   \n",
      "2019-10-22  8.51  8.75   8.73  8.51   62024.86          0.18      2.10  8.690   \n",
      "2019-10-21  8.63  8.63   8.55  8.37   71772.38         -0.06     -0.70  8.714   \n",
      "...          ...   ...    ...   ...        ...           ...       ...    ...   \n",
      "2019-08-15  8.99  9.25   9.22  8.88  228075.64         -0.08     -0.86  9.406   \n",
      "2019-08-14  9.54  9.64   9.30  9.29  257002.73         -0.10     -1.06  9.498   \n",
      "2019-08-13  9.49  9.65   9.40  9.34  227732.36         -0.23     -2.39  9.492   \n",
      "2019-08-12  9.48  9.67   9.63  9.24  320221.47          0.15      1.58  9.430   \n",
      "2019-08-09  9.60  9.67   9.48  9.25  371471.59         -0.20     -2.07  9.346   \n",
      "2019-08-08  9.24  9.75   9.68  9.15  521273.72          0.41      4.42  9.196   \n",
      "2019-08-07  9.15  9.45   9.27  9.10  423076.09          0.18      1.98  9.054   \n",
      "2019-08-06  9.05  9.09   9.09  8.57  424955.69         -0.12     -1.30  9.014   \n",
      "2019-08-05  8.68  9.60   9.21  8.68  553650.19          0.48      5.50  8.994   \n",
      "2019-08-02  8.75  8.75   8.73  8.46  188479.77         -0.24     -2.68  8.966   \n",
      "2019-08-01  8.95  9.05   8.97  8.90  117958.98         -0.10     -1.10  9.034   \n",
      "2019-07-31  8.99  9.18   9.07  8.90  170269.52          0.08      0.89  8.994   \n",
      "2019-07-30  9.07  9.13   8.99  8.97  144093.27         -0.08     -0.88  8.940   \n",
      "2019-07-29  9.08  9.15   9.07  8.93  160537.73          0.00      0.00  8.870   \n",
      "2019-07-26  8.78  9.22   9.07  8.77  270378.47          0.30      3.42  8.720   \n",
      "2019-07-25  8.82  8.97   8.77  8.73  131575.62         -0.03     -0.34  8.652   \n",
      "2019-07-24  8.68  8.91   8.80  8.68  157231.31          0.16      1.85  8.632   \n",
      "2019-07-23  8.34  8.64   8.64  8.34  142862.14          0.32      3.85  8.678   \n",
      "2019-07-22  8.77  8.77   8.32  8.31  130985.06         -0.41     -4.70  8.776   \n",
      "2019-07-19  8.68  8.83   8.73  8.64  100980.52          0.06      0.69  8.906   \n",
      "2019-07-18  8.93  8.93   8.67  8.66  148567.31         -0.36     -3.99  8.916   \n",
      "2019-07-17  9.07  9.17   9.03  8.97  131938.98         -0.10     -1.09  8.928   \n",
      "2019-07-16  8.92  9.25   9.13  8.88  243075.81          0.16      1.78  8.860   \n",
      "2019-07-15  8.75  8.97   8.97  8.60  165576.81          0.19      2.16  8.780   \n",
      "2019-07-12  8.74  8.79   8.78  8.53  117747.74          0.06      0.69  8.726   \n",
      "2019-07-11  8.73  8.85   8.73  8.68  109152.07          0.04      0.46  8.812   \n",
      "2019-07-10  8.76  8.83   8.69  8.65  109724.63         -0.04     -0.46  8.884   \n",
      "2019-07-09  8.65  8.81   8.73  8.56  130276.33          0.03      0.34  8.972   \n",
      "2019-07-08  9.20  9.20   8.70  8.68  210308.28         -0.51     -5.54  9.098   \n",
      "2019-07-05  9.12  9.24   9.21  9.01  157093.52          0.12      1.32  9.264   \n",
      "\n",
      "             ma10   ma20      v_ma5     v_ma10     v_ma20      ma25  \\\n",
      "date                                                                  \n",
      "2019-11-29  8.023  8.208   46059.16   47829.24   58027.96  7.820000   \n",
      "2019-11-28  8.046  8.254   51713.62   48913.30   59721.33  7.835000   \n",
      "2019-11-27  8.079  8.293   53921.74   50787.42   62380.25  7.846667   \n",
      "2019-11-26  8.109  8.338   56160.92   50624.89   65629.02  7.847500   \n",
      "2019-11-25  8.144  8.389   53347.81   50500.80   74059.06  7.880000   \n",
      "2019-11-22  8.160  8.456   49599.32   54791.57   88008.20  7.918333   \n",
      "2019-11-21  8.197  8.487   46112.98   56057.56   87886.53  7.955714   \n",
      "2019-11-20  8.235  8.508   47653.09   59010.67   88279.21  7.987500   \n",
      "2019-11-19  8.266  8.529   45088.86   62991.48   87700.00  8.014444   \n",
      "2019-11-18  8.321  8.554   47653.79   63610.27   87993.31  8.023000   \n",
      "2019-11-15  8.393  8.576   59983.82   68226.68   89748.83  8.025455   \n",
      "2019-11-14  8.462  8.604   66002.13   70529.36   91504.56  8.038333   \n",
      "2019-11-13  8.507  8.636   70368.25   73973.09   92737.74  8.048462   \n",
      "2019-11-12  8.566  8.665   80894.10   80633.16   94436.65  8.059286   \n",
      "2019-11-11  8.633  8.697   79566.74   97617.33   96108.24  8.066667   \n",
      "2019-11-08  8.751  8.744   76469.54  121224.83   96483.75  8.092500   \n",
      "2019-11-07  8.776  8.769   75056.59  119715.51   98085.70  8.120000   \n",
      "2019-11-06  8.780  8.789   77577.92  117547.75   99727.09  8.142222   \n",
      "2019-11-05  8.791  8.808   80372.21  112408.51   99497.97  8.175789   \n",
      "2019-11-04  8.786  8.811  115667.92  112376.36   99759.71  8.208000   \n",
      "2019-11-01  8.759  8.810  165980.11  111270.97   99700.18  8.233333   \n",
      "2019-10-31  8.746  8.822  164374.44  112479.76  101231.25  8.251364   \n",
      "2019-10-30  8.765  8.837  157517.57  111502.39  106285.38  8.273478   \n",
      "2019-10-29  8.763  8.865  144444.80  108240.13  112313.41  8.298333   \n",
      "2019-10-28  8.761  8.911  109084.81   94599.15  115803.68  8.340400   \n",
      "2019-10-25  8.737  8.923   56561.82   71742.66  107654.23  8.376800   \n",
      "2019-10-24  8.762  8.968   60585.07   76455.88  112558.87  8.406800   \n",
      "2019-10-23  8.798  9.020   65487.22   81906.43  118314.32  8.437200   \n",
      "2019-10-22  8.824  9.061   72035.47   86587.44  122582.48  8.472400   \n",
      "2019-10-21  8.835  9.100   80113.50   87143.05  130380.37  8.494000   \n",
      "...           ...    ...        ...        ...        ...       ...   \n",
      "2019-08-15  9.301  9.072  280900.76  351593.93  252140.59  9.400800   \n",
      "2019-08-14  9.276  9.045  339540.37  340582.26  248165.18  9.387200   \n",
      "2019-08-13  9.253  9.031  372755.05  331908.94  241911.99  9.385200   \n",
      "2019-08-12  9.212  9.018  412199.71  323545.03  242679.16  9.390000   \n",
      "2019-08-09  9.156  8.985  458885.46  307576.66  234946.93  9.377200   \n",
      "2019-08-08  9.115  8.950  422287.09  297467.34  222260.74  9.375600   \n",
      "2019-08-07  9.024  8.902  341624.14  258497.53  201654.65  9.360800   \n",
      "2019-08-06  8.977  8.873  291062.83  231913.06  185987.08  9.330400   \n",
      "2019-08-05  8.932  8.855  234890.35  203703.70  171253.11  9.301600   \n",
      "2019-08-02  8.843  8.830  156267.85  161437.19  154086.02  9.271600   \n",
      "2019-08-01  8.843  8.854  172647.59  152687.26  152516.71  9.256000   \n",
      "2019-07-31  8.813  8.860  175370.92  155748.10  154554.70  9.246800   \n",
      "2019-07-30  8.809  8.863  172763.28  151915.04  156164.89  9.237600   \n",
      "2019-07-29  8.823  8.881  172517.05  161813.30  161880.73  9.239600   \n",
      "2019-07-26  8.813  8.904  166606.52  162317.20  170153.64  9.249600   \n",
      "2019-07-25  8.784  8.915  132726.93  147054.13  177372.86  9.238800   \n",
      "2019-07-24  8.780  8.964  136125.27  144811.78  193127.72  9.226800   \n",
      "2019-07-23  8.769  8.998  131066.80  140061.11  204486.48  9.204400   \n",
      "2019-07-22  8.778  9.064  151109.54  138802.53  225707.19  9.178000   \n",
      "2019-07-19  8.816  9.128  158027.89  146734.85  234174.24  9.158000   \n",
      "2019-07-18  8.864  9.178  161381.33  152346.15  253163.22  9.121600   \n",
      "2019-07-17  8.906  9.231  153498.28  153361.30  281280.95  9.106400   \n",
      "2019-07-16  8.916  9.285  149055.41  160414.74  302285.41  9.092800   \n",
      "2019-07-15  8.939  9.340  126495.52  161948.16  323589.92  9.064400   \n",
      "2019-07-12  8.995  9.437  135441.81  177990.07  363506.39  9.040800   \n",
      "2019-07-11  9.046  9.513  143310.97  207691.59  385287.16  9.021200   \n",
      "2019-07-10  9.147  9.590  153224.32  241443.67  412449.25  8.996800   \n",
      "2019-07-09  9.227  9.684  171774.07  268911.86  454649.10  8.970000   \n",
      "2019-07-08  9.349  9.797  197400.79  312611.85  510325.54  8.932800   \n",
      "2019-07-05  9.440  9.906  220538.33  321613.62  526546.89  8.922000   \n",
      "\n",
      "                   v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                       \n",
      "2019-11-29   32454.290000       NaN         NaN       NaN  \n",
      "2019-11-28   30365.970000       NaN         NaN       NaN  \n",
      "2019-11-27   34889.070000       NaN         NaN       NaN  \n",
      "2019-11-26   43722.802500       NaN         NaN       NaN  \n",
      "2019-11-25   46059.160000       NaN         NaN       NaN  \n",
      "2019-11-22   48503.735000       NaN         NaN       NaN  \n",
      "2019-11-21   47191.521429       NaN         NaN       NaN  \n",
      "2019-11-20   48183.973750       NaN         NaN       NaN  \n",
      "2019-11-19   49070.028889       NaN         NaN       NaN  \n",
      "2019-11-18   47829.242000       NaN         NaN       NaN  \n",
      "2019-11-15   47417.028182       NaN         NaN       NaN  \n",
      "2019-11-14   47383.842500       NaN         NaN       NaN  \n",
      "2019-11-13   46993.546923       NaN         NaN       NaN  \n",
      "2019-11-12   48564.228571       NaN         NaN       NaN  \n",
      "2019-11-11   51880.768000       NaN         NaN       NaN  \n",
      "2019-11-08   53224.872500       NaN         NaN       NaN  \n",
      "2019-11-07   54143.962941       NaN         NaN       NaN  \n",
      "2019-11-06   56410.368333       NaN         NaN       NaN  \n",
      "2019-11-05   56722.785263       NaN         NaN       NaN  \n",
      "2019-11-04   58027.962000       NaN         NaN       NaN  \n",
      "2019-11-01   58422.900476       NaN         NaN       NaN  \n",
      "2019-10-31   59469.863182       NaN         NaN       NaN  \n",
      "2019-10-30   61619.465217       NaN         NaN       NaN  \n",
      "2019-10-29   69003.020833       NaN         NaN       NaN  \n",
      "2019-10-28   79618.392400       NaN         NaN       NaN  \n",
      "2019-10-25   78798.195769       NaN         NaN       NaN  \n",
      "2019-10-24   77626.845926       NaN         NaN       NaN  \n",
      "2019-10-23   76409.703214       NaN         NaN       NaN  \n",
      "2019-10-22   75913.674138       NaN         NaN       NaN  \n",
      "2019-10-21   75775.631000       NaN         NaN       NaN  \n",
      "...                   ...       ...         ...       ...  \n",
      "2019-08-15  161604.044167  0.051464    0.056857 -0.005393  \n",
      "2019-08-14  165103.776333  0.044012    0.054288 -0.010276  \n",
      "2019-08-13  168194.149000  0.045649    0.052560 -0.006911  \n",
      "2019-08-12  172381.455333  0.064759    0.055000  0.009759  \n",
      "2019-08-09  176934.109833  0.067027    0.057405  0.009622  \n",
      "2019-08-08  184398.897833  0.083995    0.062723  0.021272  \n",
      "2019-08-07  190302.675833  0.063625    0.062903  0.000721  \n",
      "2019-08-06  195802.949667  0.032581    0.056839 -0.024258  \n",
      "2019-08-05  203991.348000  0.017461    0.048963 -0.031502  \n",
      "2019-08-02  205752.238833 -0.032875    0.032596 -0.065471  \n",
      "2019-08-01  206612.860667 -0.052792    0.015518 -0.068310  \n",
      "2019-07-31  208093.084667 -0.059818    0.000451 -0.060269  \n",
      "2019-07-30  208679.460667 -0.071022   -0.013844 -0.057179  \n",
      "2019-07-29  207374.676167 -0.072610   -0.025597 -0.047013  \n",
      "2019-07-26  206307.862167 -0.073026   -0.035083 -0.037943  \n",
      "2019-07-25  207529.234500 -0.096452   -0.047357 -0.049095  \n",
      "2019-07-24  209363.560500 -0.111313   -0.060148 -0.051165  \n",
      "2019-07-23  211018.815333 -0.134451   -0.075008 -0.059442  \n",
      "2019-07-22  212168.152000 -0.176574   -0.095321 -0.081252  \n",
      "2019-07-19  212654.954333 -0.174858   -0.111229 -0.063629  \n",
      "2019-07-18  213824.250667 -0.176307   -0.124244 -0.052062  \n",
      "2019-07-17  214828.526000 -0.146715   -0.128738 -0.017976  \n",
      "2019-07-16  217608.320833 -0.113881   -0.125767  0.011886  \n",
      "2019-07-15  218661.017667 -0.099622   -0.120538  0.020916  \n",
      "2019-07-12  218859.773167 -0.102472   -0.116925  0.014453  \n",
      "2019-07-11  218921.883833 -0.107526   -0.115045  0.007519  \n",
      "2019-07-10  219056.007500 -0.113451   -0.114726  0.001275  \n",
      "2019-07-09  219721.329833 -0.113609   -0.114503  0.000893  \n",
      "2019-07-08  222100.118167 -0.114832   -0.114569 -0.000263  \n",
      "2019-07-05  223357.748000 -0.073797   -0.106414  0.032617  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('002093','2019-11-15','8.18','8.20','8.05','8.05','43294','8.154','8.393','8.576','8.025','59983','47417','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 600050\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low      volume  price_change  p_change  \\\n",
      "date                                                                      \n",
      "2019-11-29  5.70  5.73   5.71  5.68   429626.38         -0.02     -0.35   \n",
      "2019-11-28  5.77  5.79   5.73  5.69   654422.75         -0.05     -0.86   \n",
      "2019-11-27  5.79  5.83   5.78  5.77   438342.12         -0.05     -0.86   \n",
      "2019-11-26  5.80  5.86   5.83  5.80   876359.31          0.05      0.86   \n",
      "2019-11-25  5.80  5.82   5.78  5.73   555073.75         -0.01     -0.17   \n",
      "2019-11-22  5.84  5.88   5.79  5.76   558183.81         -0.04     -0.69   \n",
      "2019-11-21  5.82  5.86   5.83  5.78   417879.47         -0.02     -0.34   \n",
      "2019-11-20  5.85  5.92   5.85  5.83   484863.75         -0.03     -0.51   \n",
      "2019-11-19  5.79  5.88   5.88  5.76   601978.19          0.09      1.55   \n",
      "2019-11-18  5.75  5.81   5.79  5.75   485559.22          0.04      0.70   \n",
      "2019-11-15  5.85  5.85   5.75  5.74   802222.50         -0.10     -1.71   \n",
      "2019-11-14  5.84  5.87   5.85  5.82   502987.94          0.00      0.00   \n",
      "2019-11-13  5.80  5.88   5.85  5.76   615084.75          0.01      0.17   \n",
      "2019-11-12  5.82  5.85   5.84  5.73   739955.69          0.03      0.52   \n",
      "2019-11-11  5.93  5.93   5.81  5.80  1284161.00         -0.15     -2.52   \n",
      "2019-11-08  6.07  6.10   5.96  5.96  1196918.50         -0.09     -1.49   \n",
      "2019-11-07  6.07  6.10   6.05  6.03   757456.00         -0.03     -0.49   \n",
      "2019-11-06  6.17  6.20   6.08  6.04   930631.69         -0.10     -1.62   \n",
      "2019-11-05  6.18  6.20   6.18  6.11  1058923.12          0.02      0.33   \n",
      "2019-11-04  6.18  6.23   6.16  6.15  1137439.88          0.00      0.00   \n",
      "2019-11-01  6.15  6.21   6.16  6.11  1010987.56          0.02      0.33   \n",
      "2019-10-31  6.16  6.22   6.14  6.11  1220161.25          0.01      0.16   \n",
      "2019-10-30  6.06  6.23   6.13  6.02  1216630.38          0.03      0.49   \n",
      "2019-10-29  6.16  6.18   6.10  6.09  1040410.00         -0.09     -1.45   \n",
      "2019-10-28  6.03  6.20   6.19  6.02  2094862.75          0.24      4.03   \n",
      "2019-10-25  5.91  5.96   5.95  5.85   764857.44          0.03      0.51   \n",
      "2019-10-24  5.93  5.95   5.92  5.89   619950.19          0.00      0.00   \n",
      "2019-10-23  6.06  6.08   5.92  5.89  1404823.00         -0.16     -2.63   \n",
      "2019-10-22  6.15  6.16   6.08  6.02  1194947.38         -0.08     -1.30   \n",
      "2019-10-21  6.08  6.17   6.16  6.00   853899.38          0.07      1.15   \n",
      "...          ...   ...    ...   ...         ...           ...       ...   \n",
      "2019-08-15  5.33  5.77   5.74  5.30  2878932.50          0.32      5.90   \n",
      "2019-08-14  5.47  5.52   5.42  5.39   654147.31          0.01      0.18   \n",
      "2019-08-13  5.36  5.44   5.41  5.32   777014.62          0.00      0.00   \n",
      "2019-08-12  5.30  5.42   5.41  5.29   839539.31          0.12      2.27   \n",
      "2019-08-09  5.46  5.48   5.29  5.28  1162279.88         -0.16     -2.94   \n",
      "2019-08-08  5.45  5.48   5.45  5.42   570099.75          0.03      0.55   \n",
      "2019-08-07  5.48  5.50   5.42  5.41   650607.81         -0.03     -0.55   \n",
      "2019-08-06  5.50  5.51   5.45  5.33  1389287.88         -0.16     -2.85   \n",
      "2019-08-05  5.69  5.72   5.61  5.61   862689.94         -0.10     -1.75   \n",
      "2019-08-02  5.75  5.75   5.71  5.69  1168252.25         -0.16     -2.73   \n",
      "2019-08-01  5.90  5.92   5.87  5.85   639074.00         -0.06     -1.01   \n",
      "2019-07-31  5.94  5.96   5.93  5.92   486872.50         -0.04     -0.67   \n",
      "2019-07-30  5.96  6.01   5.97  5.94   644165.62         -0.01     -0.17   \n",
      "2019-07-29  5.95  5.99   5.98  5.94   595099.19          0.02      0.34   \n",
      "2019-07-26  5.92  5.99   5.96  5.90   658275.88          0.01      0.17   \n",
      "2019-07-25  5.96  5.98   5.95  5.92   632190.62          0.00      0.00   \n",
      "2019-07-24  5.87  5.98   5.95  5.87   910596.69          0.10      1.71   \n",
      "2019-07-23  5.85  5.87   5.85  5.81   531324.81          0.02      0.34   \n",
      "2019-07-22  5.94  5.95   5.83  5.82   768799.56         -0.10     -1.69   \n",
      "2019-07-19  5.94  5.99   5.93  5.92   500073.69          0.01      0.17   \n",
      "2019-07-18  5.97  5.97   5.92  5.90   577679.69         -0.07     -1.17   \n",
      "2019-07-17  5.99  6.02   5.99  5.96   524561.31         -0.01     -0.17   \n",
      "2019-07-16  5.98  6.03   6.00  5.96   603403.25          0.02      0.33   \n",
      "2019-07-15  5.92  6.03   5.98  5.84   864358.38          0.02      0.34   \n",
      "2019-07-12  5.95  6.00   5.96  5.89   523457.47          0.00      0.00   \n",
      "2019-07-11  5.97  6.03   5.96  5.92   606213.12          0.04      0.68   \n",
      "2019-07-10  5.97  5.99   5.92  5.90   556286.69         -0.04     -0.67   \n",
      "2019-07-09  5.97  6.00   5.96  5.88   956144.44         -0.05     -0.83   \n",
      "2019-07-08  6.18  6.19   6.01  5.97  1402994.12         -0.19     -3.06   \n",
      "2019-07-05  6.22  6.22   6.20  6.17   705261.81         -0.01     -0.16   \n",
      "\n",
      "              ma5   ma10   ma20       v_ma5      v_ma10      v_ma20      ma25  \\\n",
      "date                                                                            \n",
      "2019-11-29  5.766  5.797  5.875   590764.86   550228.88   726403.49  5.710000   \n",
      "2019-11-28  5.782  5.801  5.898   616476.35   587488.49   755471.55  5.720000   \n",
      "2019-11-27  5.802  5.813  5.918   569167.69   572345.01   783758.48  5.740000   \n",
      "2019-11-26  5.816  5.820  5.936   578472.02   590019.27   822672.89  5.762500   \n",
      "2019-11-25  5.826  5.821  5.949   523595.79   576378.91   830875.42  5.766000   \n",
      "2019-11-22  5.828  5.824  5.970   509692.89   649287.63   907864.87  5.770000   \n",
      "2019-11-21  5.820  5.841  5.978   558500.63   713161.10   918198.55  5.778571   \n",
      "2019-11-20  5.824  5.863  5.982   575522.32   747118.75   928302.09  5.787500   \n",
      "2019-11-19  5.824  5.886  5.986   601566.52   791695.55   974300.05  5.797778   \n",
      "2019-11-18  5.816  5.916  5.996   629162.02   837390.04  1003948.51  5.797000   \n",
      "2019-11-15  5.820  5.953  6.014   788882.38   902578.11  1022365.52  5.792727   \n",
      "2019-11-14  5.862  5.994  6.031   867821.58   923454.61  1025014.91  5.797500   \n",
      "2019-11-13  5.902  6.023  6.048   918715.19   995171.94  1039632.40  5.801538   \n",
      "2019-11-12  5.948  6.051  6.061   981824.58  1055326.51  1053380.39  5.804286   \n",
      "2019-11-11  6.016  6.077  6.078  1045618.06  1085371.94  1080284.39  5.804667   \n",
      "2019-11-08  6.086  6.115  6.095  1016273.84  1166442.11  1085580.84  5.814375   \n",
      "2019-11-07  6.126  6.114  6.103   979087.65  1123236.01  1071321.09  5.828235   \n",
      "2019-11-06  6.144  6.101  6.105  1071628.70  1109485.43  1070940.43  5.842222   \n",
      "2019-11-05  6.154  6.085  6.104  1128828.44  1156904.56  1048162.43  5.860000   \n",
      "2019-11-04  6.138  6.075  6.097  1125125.81  1170506.98  1026896.16  5.875000   \n",
      "2019-11-01  6.144  6.075  6.089  1316610.39  1142152.93   995271.32  5.888571   \n",
      "2019-10-31  6.102  6.068  6.085  1267384.36  1126575.21   973431.18  5.900000   \n",
      "2019-10-30  6.058  6.073  6.080  1147342.15  1084092.85   962567.41  5.910000   \n",
      "2019-10-29  6.016  6.070  6.080  1184980.68  1051434.27   958607.62  5.917917   \n",
      "2019-10-28  6.012  6.079  6.084  1215888.15  1075196.85   972722.53  5.928800   \n",
      "2019-10-25  6.006  6.075  6.080   967695.48  1004719.56   920888.97  5.938400   \n",
      "2019-10-24  6.034  6.092  6.092   985766.05  1019406.18   941033.35  5.946000   \n",
      "2019-10-23  6.088  6.109  6.109  1020843.55  1032395.43   967832.15  5.951600   \n",
      "2019-10-22  6.124  6.123  6.122   917887.86   939420.30   945985.59  5.961600   \n",
      "2019-10-21  6.146  6.118  6.128   934505.54   883285.34   977372.68  5.976800   \n",
      "...           ...    ...    ...         ...         ...         ...       ...   \n",
      "2019-08-15  5.454  5.491  5.707  1262382.72  1095285.13   865966.19  6.093200   \n",
      "2019-08-14  5.396  5.504  5.716   800616.17   871299.28   750903.55  6.060000   \n",
      "2019-08-13  5.396  5.555  5.744   799908.27   854571.79   744424.25  6.029200   \n",
      "2019-08-12  5.404  5.611  5.774   922362.93   841286.89   735743.68  5.997200   \n",
      "2019-08-09  5.444  5.668  5.802   926993.05   816842.88   736984.64  5.953600   \n",
      "2019-08-08  5.528  5.735  5.836   928187.53   766442.48   705043.51  5.914400   \n",
      "2019-08-07  5.612  5.785  5.861   941982.38   772651.57   706849.18  5.874000   \n",
      "2019-08-06  5.714  5.838  5.886   909235.31   798650.46   702133.13  5.824400   \n",
      "2019-08-05  5.818  5.878  5.912   760210.86   712854.15   680475.96  5.795600   \n",
      "2019-08-02  5.892  5.900  5.932   706692.71   703465.11   707491.16  5.776400   \n",
      "2019-08-01  5.942  5.922  5.956   604697.44   636647.26   684341.64  5.770000   \n",
      "2019-07-31  5.958  5.927  5.973   603320.76   630507.83   688971.51  5.764400   \n",
      "2019-07-30  5.962  5.933  5.987   688065.60   634276.71   721143.03  5.763600   \n",
      "2019-07-29  5.938  5.936  6.003   665497.44   630200.47   748619.13  5.764800   \n",
      "2019-07-26  5.908  5.936  6.021   700237.51   657126.39   830460.93  5.769200   \n",
      "2019-07-25  5.902  5.936  6.031   668597.07   643644.55   834410.82  5.769200   \n",
      "2019-07-24  5.896  5.937  6.044   657694.89   641046.80   875400.89  5.770000   \n",
      "2019-07-23  5.904  5.934  6.055   580487.81   605615.80   861320.77  5.762400   \n",
      "2019-07-22  5.934  5.945  6.070   594903.50   648097.76   890050.91  5.756800   \n",
      "2019-07-19  5.964  5.963  6.090   614015.26   711517.22   904382.59  5.752000   \n",
      "2019-07-18  5.970  5.990  6.107   618692.02   732036.03   969051.17  5.742800   \n",
      "2019-07-17  5.978  6.019  6.123   624398.71   747435.20  1054747.84  5.736400   \n",
      "2019-07-16  5.964  6.040  6.129   630743.78   808009.35  1107021.22  5.737200   \n",
      "2019-07-15  5.956  6.070  6.132   701292.02   867037.78  1111717.38  5.746000   \n",
      "2019-07-12  5.962  6.105  6.137   809019.17  1003795.47  1099860.15  5.759200   \n",
      "2019-07-11  6.010  6.125  6.142   845380.04  1025177.09  1136861.99  5.768000   \n",
      "2019-07-10  6.060  6.150  6.152   870471.70  1109754.97  1163481.38  5.788000   \n",
      "2019-07-09  6.116  6.175  6.165   985274.91  1117025.75  1209809.47  5.810000   \n",
      "2019-07-08  6.184  6.194  6.181  1032783.55  1132004.07  1290173.52  5.834000   \n",
      "2019-07-05  6.248  6.216  6.189  1198571.77  1097247.96  1307722.64  5.870400   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  4.296264e+05       NaN         NaN       NaN  \n",
      "2019-11-28  5.420246e+05       NaN         NaN       NaN  \n",
      "2019-11-27  5.074638e+05       NaN         NaN       NaN  \n",
      "2019-11-26  5.996876e+05       NaN         NaN       NaN  \n",
      "2019-11-25  5.907649e+05       NaN         NaN       NaN  \n",
      "2019-11-22  5.853347e+05       NaN         NaN       NaN  \n",
      "2019-11-21  5.614125e+05       NaN         NaN       NaN  \n",
      "2019-11-20  5.518439e+05       NaN         NaN       NaN  \n",
      "2019-11-19  5.574144e+05       NaN         NaN       NaN  \n",
      "2019-11-18  5.502289e+05       NaN         NaN       NaN  \n",
      "2019-11-15  5.731374e+05       NaN         NaN       NaN  \n",
      "2019-11-14  5.672916e+05       NaN         NaN       NaN  \n",
      "2019-11-13  5.709680e+05       NaN         NaN       NaN  \n",
      "2019-11-12  5.830385e+05       NaN         NaN       NaN  \n",
      "2019-11-11  6.297800e+05       NaN         NaN       NaN  \n",
      "2019-11-08  6.652262e+05       NaN         NaN       NaN  \n",
      "2019-11-07  6.706515e+05       NaN         NaN       NaN  \n",
      "2019-11-06  6.850948e+05       NaN         NaN       NaN  \n",
      "2019-11-05  7.047700e+05       NaN         NaN       NaN  \n",
      "2019-11-04  7.264035e+05       NaN         NaN       NaN  \n",
      "2019-11-01  7.399551e+05       NaN         NaN       NaN  \n",
      "2019-10-31  7.617827e+05       NaN         NaN       NaN  \n",
      "2019-10-30  7.815587e+05       NaN         NaN       NaN  \n",
      "2019-10-29  7.923441e+05       NaN         NaN       NaN  \n",
      "2019-10-28  8.444449e+05       NaN         NaN       NaN  \n",
      "2019-10-25  8.413838e+05       NaN         NaN       NaN  \n",
      "2019-10-24  8.331826e+05       NaN         NaN       NaN  \n",
      "2019-10-23  8.535983e+05       NaN         NaN       NaN  \n",
      "2019-10-22  8.653690e+05       NaN         NaN       NaN  \n",
      "2019-10-21  8.649866e+05       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  1.380095e+06 -0.087915   -0.047023 -0.040892  \n",
      "2019-08-14  1.382615e+06 -0.121448   -0.061908 -0.059540  \n",
      "2019-08-13  1.385314e+06 -0.147135   -0.078953 -0.068181  \n",
      "2019-08-12  1.386973e+06 -0.165583   -0.096279 -0.069303  \n",
      "2019-08-09  1.384942e+06 -0.187722   -0.114568 -0.073154  \n",
      "2019-08-08  1.374495e+06 -0.190164   -0.129687 -0.060477  \n",
      "2019-08-07  1.372714e+06 -0.192304   -0.142210 -0.050094  \n",
      "2019-08-06  1.380358e+06 -0.189396   -0.151648 -0.037749  \n",
      "2019-08-05  1.377088e+06 -0.172196   -0.155757 -0.016439  \n",
      "2019-08-02  1.377601e+06 -0.148780   -0.154362  0.005582  \n",
      "2019-08-01  1.371403e+06 -0.115975   -0.146685  0.030709  \n",
      "2019-07-31  1.359181e+06 -0.084166   -0.134181  0.050015  \n",
      "2019-07-30  1.349640e+06 -0.055094   -0.118363  0.063270  \n",
      "2019-07-29  1.342219e+06 -0.030891   -0.100869  0.069978  \n",
      "2019-07-26  1.318275e+06 -0.013172   -0.083330  0.070158  \n",
      "2019-07-25  1.316064e+06  0.000063   -0.066651  0.066714  \n",
      "2019-07-24  1.320908e+06  0.010431   -0.051235  0.061666  \n",
      "2019-07-23  1.306350e+06  0.010458   -0.038896  0.049354  \n",
      "2019-07-22  1.299248e+06  0.008765   -0.029364  0.038129  \n",
      "2019-07-19  1.293351e+06  0.015316   -0.020428  0.035744  \n",
      "2019-07-18  1.288725e+06  0.019476   -0.012447  0.031923  \n",
      "2019-07-17  1.284212e+06  0.028097   -0.004338  0.032436  \n",
      "2019-07-16  1.279435e+06  0.035330    0.003595  0.031734  \n",
      "2019-07-15  1.272540e+06  0.038998    0.010676  0.028322  \n",
      "2019-07-12  1.258096e+06  0.039832    0.016507  0.023325  \n",
      "2019-07-11  1.253004e+06  0.040031    0.021212  0.018819  \n",
      "2019-07-10  1.249778e+06  0.036541    0.024278  0.012263  \n",
      "2019-07-09  1.257796e+06  0.036580    0.026738  0.009842  \n",
      "2019-07-08  1.270620e+06  0.040183    0.029427  0.010756  \n",
      "2019-07-05  1.273958e+06  0.057704    0.035083  0.022622  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('600050','2019-11-15','5.85','5.85','5.74','5.75','802222','5.820','5.953','6.014','5.793','788882','573137','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 300738\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low    volume  price_change  p_change  \\\n",
      "date                                                                       \n",
      "2019-11-29  29.33  29.85  29.81  29.23  10944.27          0.43      1.46   \n",
      "2019-11-28  29.31  29.80  29.38  29.26   9825.40         -0.20     -0.68   \n",
      "2019-11-27  29.95  29.96  29.58  29.34  13312.41         -0.22     -0.74   \n",
      "2019-11-26  30.00  30.11  29.80  29.58  14209.00         -0.08     -0.27   \n",
      "2019-11-25  30.60  30.88  29.88  29.73  18018.27         -0.87     -2.83   \n",
      "2019-11-22  31.62  32.24  30.75  30.71  23652.80         -1.21     -3.79   \n",
      "2019-11-21  32.48  32.52  31.96  31.58  18912.84         -0.69     -2.11   \n",
      "2019-11-20  33.20  34.08  32.65  32.62  32258.82         -0.17     -0.52   \n",
      "2019-11-19  32.08  32.89  32.82  31.73  18281.82          0.79      2.47   \n",
      "2019-11-18  31.52  32.06  32.03  31.46  12926.00          0.22      0.69   \n",
      "2019-11-15  32.65  32.65  31.81  31.59  16036.60         -0.53     -1.64   \n",
      "2019-11-14  31.90  32.74  32.34  31.55  19261.77          0.79      2.50   \n",
      "2019-11-13  32.30  32.30  31.55  31.36  18546.00         -0.80     -2.47   \n",
      "2019-11-12  32.19  32.68  32.35  31.87  16554.80         -0.18     -0.55   \n",
      "2019-11-11  33.00  33.60  32.53  32.15  16122.00         -0.80     -2.40   \n",
      "2019-11-08  33.65  34.10  33.33  33.09  18703.20         -0.27     -0.80   \n",
      "2019-11-07  32.30  33.75  33.60  32.24  24582.20          1.30      4.03   \n",
      "2019-11-06  33.46  33.80  32.30  31.63  29923.80         -1.27     -3.78   \n",
      "2019-11-05  33.99  34.34  33.57  33.33  18868.14         -0.47     -1.38   \n",
      "2019-11-04  33.99  34.53  34.04  33.66  18325.80          0.20      0.59   \n",
      "2019-11-01  33.58  34.13  33.84  33.10  17444.00         -0.03     -0.09   \n",
      "2019-10-31  33.80  34.35  33.87  33.38  21117.20          0.07      0.21   \n",
      "2019-10-30  34.77  35.38  33.80  33.67  38840.40         -1.20     -3.43   \n",
      "2019-10-29  37.00  37.30  35.00  35.00  45787.40         -2.05     -5.53   \n",
      "2019-10-28  36.31  37.47  37.05  36.24  50455.72          1.75      4.96   \n",
      "2019-10-25  35.22  35.60  35.30  34.55  26553.50         -0.25     -0.70   \n",
      "2019-10-24  35.20  35.92  35.55  35.02  27193.84          0.16      0.45   \n",
      "2019-10-23  36.50  36.80  35.39  35.20  43059.70         -1.61     -4.35   \n",
      "2019-10-22  36.59  37.53  37.00  35.90  41830.64          0.26      0.71   \n",
      "2019-10-21  37.09  37.54  36.74  35.11  36396.74         -0.33     -0.89   \n",
      "...           ...    ...    ...    ...       ...           ...       ...   \n",
      "2019-08-15  30.20  31.64  31.55  30.00  20781.49          0.36      1.15   \n",
      "2019-08-14  31.50  31.70  31.19  31.05  20272.50          0.13      0.42   \n",
      "2019-08-13  30.43  31.29  31.06  30.03  22416.30          0.53      1.74   \n",
      "2019-08-12  29.28  30.60  30.53  29.10  22340.36          1.28      4.38   \n",
      "2019-08-09  30.75  30.75  29.25  29.06  23311.40         -1.22     -4.00   \n",
      "2019-08-08  30.50  30.77  30.47  30.21  15340.70          0.17      0.56   \n",
      "2019-08-07  31.51  31.52  30.30  30.22  25744.90         -1.00     -3.19   \n",
      "2019-08-06  30.95  31.48  31.30  30.31  30059.40         -0.48     -1.51   \n",
      "2019-08-05  31.98  32.55  31.78  31.35  30131.45         -0.39     -1.21   \n",
      "2019-08-02  30.80  32.89  32.17  30.66  46449.98          0.66      2.10   \n",
      "2019-08-01  30.00  31.80  31.51  29.76  38443.47          1.21      3.99   \n",
      "2019-07-31  30.80  31.85  30.30  30.18  33023.40          0.23      0.77   \n",
      "2019-07-30  30.65  30.68  30.07  29.93  16693.00         -0.53     -1.73   \n",
      "2019-07-29  30.20  30.67  30.60  29.57  20849.60          0.40      1.32   \n",
      "2019-07-26  30.35  30.48  30.20  29.82  18427.80         -0.28     -0.92   \n",
      "2019-07-25  29.82  30.55  30.48  29.82  24705.00          0.50      1.67   \n",
      "2019-07-24  29.62  30.30  29.98  29.26  24582.00          0.35      1.18   \n",
      "2019-07-23  28.39  29.70  29.63  28.39  16007.00          0.93      3.24   \n",
      "2019-07-22  29.80  29.80  28.70  28.48  12617.22         -0.33     -1.14   \n",
      "2019-07-19  28.72  29.24  29.03  28.63  13306.20          0.34      1.19   \n",
      "2019-07-18  29.60  29.60  28.69  28.62  17257.40         -1.06     -3.56   \n",
      "2019-07-17  29.51  30.45  29.75  29.40  27218.80          0.12      0.41   \n",
      "2019-07-16  29.90  29.95  29.63  29.32  22774.00         -0.27     -0.90   \n",
      "2019-07-15  28.60  29.95  29.90  28.36  33543.68          1.36      4.76   \n",
      "2019-07-12  28.35  28.68  28.54  28.00  17004.60          0.21      0.74   \n",
      "2019-07-11  28.30  28.68  28.33  27.84  16410.09          0.24      0.85   \n",
      "2019-07-10  28.79  28.89  28.09  28.05  16203.55         -0.75     -2.60   \n",
      "2019-07-09  28.54  28.89  28.84  28.13  18614.09          0.36      1.26   \n",
      "2019-07-08  29.61  29.62  28.48  27.95  31116.97         -1.23     -4.14   \n",
      "2019-07-05  29.66  30.28  29.71  29.66  32167.40         -0.35     -1.16   \n",
      "\n",
      "               ma5    ma10    ma20     v_ma5    v_ma10    v_ma20       ma25  \\\n",
      "date                                                                          \n",
      "2019-11-29  29.690  30.866  31.804  13261.87  17234.16  18463.30  29.810000   \n",
      "2019-11-28  29.878  31.066  32.006  15803.58  17743.40  18788.28  29.595000   \n",
      "2019-11-27  30.394  31.362  32.230  17621.06  18687.03  19352.87  29.590000   \n",
      "2019-11-26  31.008  31.559  32.441  21410.35  19210.39  20629.27  29.642500   \n",
      "2019-11-25  31.612  31.814  32.701  22224.91  19444.97  22208.19  29.690000   \n",
      "2019-11-22  32.042  32.079  33.060  21206.46  19255.35  23830.07  29.866667   \n",
      "2019-11-21  32.254  32.337  33.287  19683.22  18760.39  23975.10  30.165714   \n",
      "2019-11-20  32.330  32.501  33.467  19753.00  19327.32  24389.15  30.476250   \n",
      "2019-11-19  32.110  32.466  33.604  17010.44  19093.82  24929.19  30.736667   \n",
      "2019-11-18  32.016  32.541  33.813  16665.03  19152.45  26106.64  30.866000   \n",
      "2019-11-15  32.116  32.742  34.048  17304.23  19692.43  27280.17  30.951818   \n",
      "2019-11-14  32.420  32.945  34.311  17837.55  19833.17  29298.13  31.067500   \n",
      "2019-11-13  32.672  33.098  34.589  18901.64  20018.71  32088.92  31.104615   \n",
      "2019-11-12  32.822  33.323  34.873  21177.20  22048.15  35362.43  31.193571   \n",
      "2019-11-11  33.066  33.588  35.013  21639.87  24971.41  37006.05  31.282667   \n",
      "2019-11-08  33.368  34.040  35.232  22080.63  28404.79  38874.76  31.410625   \n",
      "2019-11-07  33.470  34.237  35.357  21828.79  29189.82  40189.09  31.539412   \n",
      "2019-11-06  33.524  34.432  35.529  21135.79  29450.98  41192.37  31.581667   \n",
      "2019-11-05  33.824  34.741  35.730  22919.11  30764.57  42351.35  31.686316   \n",
      "2019-11-04  34.110  35.084  35.779  28302.96  33060.82  43065.53  31.804000   \n",
      "2019-11-01  34.712  35.354  35.803  34728.94  34867.91  43847.23  31.900952   \n",
      "2019-10-31  35.004  35.677  35.837  36550.84  38763.10  45209.29  31.990455   \n",
      "2019-10-30  35.340  36.080  35.854  37766.17  44159.13  47740.66  32.069130   \n",
      "2019-10-29  35.658  36.423  36.064  38610.03  48676.71  49971.81  32.191250   \n",
      "2019-10-28  36.058  36.438  36.195  37818.68  49040.70  50640.57  32.385600   \n",
      "2019-10-25  35.996  36.423  36.252  35006.88  49344.74  52337.63  32.605200   \n",
      "2019-10-24  36.350  36.476  36.368  40975.35  51188.36  55799.98  32.852000   \n",
      "2019-10-23  36.820  36.626  36.422  50552.09  52933.77  57088.74  33.084400   \n",
      "2019-10-22  37.188  36.718  36.461  58743.38  53938.12  59010.98  33.372400   \n",
      "2019-10-21  36.818  36.473  36.501  60262.71  53070.23  63392.54  33.646800   \n",
      "...            ...     ...     ...       ...       ...       ...        ...   \n",
      "2019-08-15  30.716  30.960  30.505  21824.41  25684.85  23775.16  33.592400   \n",
      "2019-08-14  30.500  30.956  30.362  20736.25  27451.05  23598.95  33.374800   \n",
      "2019-08-13  30.322  30.867  30.290  21830.73  28726.14  23946.27  33.170400   \n",
      "2019-08-12  30.370  30.768  30.219  23359.35  28153.81  23964.15  32.879600   \n",
      "2019-08-09  30.620  30.775  30.187  24917.57  28004.73  24524.32  32.566400   \n",
      "2019-08-08  31.204  30.870  30.152  29545.29  27516.37  24208.98  32.253200   \n",
      "2019-08-07  31.412  30.871  30.045  34165.84  28452.80  24262.45  32.072400   \n",
      "2019-08-06  31.412  30.839  29.934  35621.54  28336.51  23785.38  32.058400   \n",
      "2019-08-05  31.166  30.672  29.811  32948.26  26931.27  23213.12  32.041600   \n",
      "2019-08-02  30.930  30.364  29.646  31091.89  25179.85  23262.39  32.139200   \n",
      "2019-08-01  30.536  30.050  29.523  25487.45  21865.47  22548.26  32.185600   \n",
      "2019-07-31  30.330  29.768  29.451  22739.76  19746.86  23484.33  32.189600   \n",
      "2019-07-30  30.266  29.713  29.489  21051.48  19166.40  27903.99  32.072400   \n",
      "2019-07-29  30.178  29.669  29.472  20914.28  19774.50  27667.30  31.971200   \n",
      "2019-07-26  29.798  29.599  29.293  19267.80  21043.91  27826.72  31.879200   \n",
      "2019-07-25  29.564  29.433  29.069  18243.48  20901.59  27653.52  31.770400   \n",
      "2019-07-24  29.206  29.218  28.872  16753.96  20072.10  27209.97  31.649600   \n",
      "2019-07-23  29.160  29.029  28.678  17281.32  19234.25  26712.11  31.520800   \n",
      "2019-07-22  29.160  28.950  28.524  18634.72  19494.96  26905.34  31.350000   \n",
      "2019-07-19  29.400  28.928  28.426  22820.02  21344.94  27771.43  31.175200   \n",
      "2019-07-18  29.302  28.996  28.307  23559.70  23231.06  28435.17  30.971600   \n",
      "2019-07-17  29.230  29.133  28.181  23390.23  27221.79  28726.30  30.772400   \n",
      "2019-07-16  28.898  29.264  27.990  21187.18  36641.58  28739.50  30.575200   \n",
      "2019-07-15  28.740  29.274  27.755  20355.20  35560.10  28523.37  30.409200   \n",
      "2019-07-12  28.456  28.987  27.533  19869.86  34609.52  28897.27  30.264400   \n",
      "2019-07-11  28.690  28.704  27.466  22902.42  34405.46  31065.38  30.135600   \n",
      "2019-07-10  29.036  28.526  27.339  31053.34  34347.85  31144.76  30.011600   \n",
      "2019-07-09  29.630  28.327  27.242  52095.97  34189.96  31483.08  29.922800   \n",
      "2019-07-08  29.808  28.097  27.091  50765.00  34315.71  31532.21  29.840800   \n",
      "2019-07-05  29.518  27.924  26.924  49349.19  34197.91  30752.44  29.859200   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  10944.270000       NaN         NaN       NaN  \n",
      "2019-11-28  10384.835000       NaN         NaN       NaN  \n",
      "2019-11-27  11360.693333       NaN         NaN       NaN  \n",
      "2019-11-26  12072.770000       NaN         NaN       NaN  \n",
      "2019-11-25  13261.870000       NaN         NaN       NaN  \n",
      "2019-11-22  14993.691667       NaN         NaN       NaN  \n",
      "2019-11-21  15553.570000       NaN         NaN       NaN  \n",
      "2019-11-20  17641.726250       NaN         NaN       NaN  \n",
      "2019-11-19  17712.847778       NaN         NaN       NaN  \n",
      "2019-11-18  17234.163000       NaN         NaN       NaN  \n",
      "2019-11-15  17125.293636       NaN         NaN       NaN  \n",
      "2019-11-14  17303.333333       NaN         NaN       NaN  \n",
      "2019-11-13  17398.923077       NaN         NaN       NaN  \n",
      "2019-11-12  17338.628571       NaN         NaN       NaN  \n",
      "2019-11-11  17257.520000       NaN         NaN       NaN  \n",
      "2019-11-08  17347.875000       NaN         NaN       NaN  \n",
      "2019-11-07  17773.423529       NaN         NaN       NaN  \n",
      "2019-11-06  18448.444444       NaN         NaN       NaN  \n",
      "2019-11-05  18470.533684       NaN         NaN       NaN  \n",
      "2019-11-04  18463.297000       NaN         NaN       NaN  \n",
      "2019-11-01  18414.759048       NaN         NaN       NaN  \n",
      "2019-10-31  18537.597273       NaN         NaN       NaN  \n",
      "2019-10-30  19420.327826       NaN         NaN       NaN  \n",
      "2019-10-29  20518.955833       NaN         NaN       NaN  \n",
      "2019-10-28  21716.426400       NaN         NaN       NaN  \n",
      "2019-10-25  21902.467692       NaN         NaN       NaN  \n",
      "2019-10-24  22098.444444       NaN         NaN       NaN  \n",
      "2019-10-23  22847.060714       NaN         NaN       NaN  \n",
      "2019-10-22  23501.666897       NaN         NaN       NaN  \n",
      "2019-10-21  23931.502667       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  50301.922667 -0.438217   -0.432214 -0.006003  \n",
      "2019-08-14  50318.768167 -0.562486   -0.458268 -0.104218  \n",
      "2019-08-13  50383.273167 -0.663808   -0.499376 -0.164432  \n",
      "2019-08-12  50479.699167 -0.777906   -0.555082 -0.222824  \n",
      "2019-08-09  50599.522500 -0.960542   -0.636174 -0.324368  \n",
      "2019-08-08  50543.480833 -0.995365   -0.708013 -0.287353  \n",
      "2019-08-07  50562.859167 -1.024866   -0.771383 -0.253483  \n",
      "2019-08-06  50565.119167 -0.956528   -0.808412 -0.148116  \n",
      "2019-08-05  50752.841000 -0.853795   -0.817489 -0.036306  \n",
      "2019-08-02  51221.577333 -0.732466   -0.800484  0.068018  \n",
      "2019-08-01  51571.568500 -0.681709   -0.776729  0.095020  \n",
      "2019-07-31  51770.005167 -0.730698   -0.767523  0.036825  \n",
      "2019-07-30  51400.881833 -0.779101   -0.769839 -0.009262  \n",
      "2019-07-29  50985.251833 -0.765865   -0.769044  0.003179  \n",
      "2019-07-26  50451.453167 -0.778676   -0.770970 -0.007706  \n",
      "2019-07-25  50420.644833 -0.757503   -0.768277  0.010774  \n",
      "2019-07-24  50377.114167 -0.772168   -0.769055 -0.003113  \n",
      "2019-07-23  49926.235833 -0.802779   -0.775800 -0.026979  \n",
      "2019-07-22  49439.345500 -0.891801   -0.799000 -0.092801  \n",
      "2019-07-19  49054.503167 -0.925060   -0.824212 -0.100848  \n",
      "2019-07-18  48402.196000 -0.967698   -0.852909 -0.114789  \n",
      "2019-07-17  47604.550333 -0.905517   -0.863431 -0.042087  \n",
      "2019-07-16  46583.848000 -0.856054   -0.861955  0.005902  \n",
      "2019-07-15  46319.121000 -0.786006   -0.846766  0.060759  \n",
      "2019-07-12  45710.928000 -0.830658   -0.843544  0.012886  \n",
      "2019-07-11  45234.601833 -0.872928   -0.849421 -0.023507  \n",
      "2019-07-10  44760.529000 -0.915243   -0.862585 -0.052658  \n",
      "2019-07-09  44185.709667 -0.878136   -0.865696 -0.012441  \n",
      "2019-07-08  44151.796667 -0.867775   -0.866111 -0.001664  \n",
      "2019-07-05  44121.921833 -0.751648   -0.843219  0.091571  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('300738','2019-11-15','32.65','32.65','31.59','31.81','16036','32.116','32.742','34.048','30.952','17304','17125','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 601698\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low      volume  price_change  p_change  \\\n",
      "date                                                                         \n",
      "2019-11-29  10.09  10.13   9.99   9.90   155384.06         -0.10     -0.99   \n",
      "2019-11-28  10.14  10.23  10.09  10.07   142163.06         -0.11     -1.08   \n",
      "2019-11-27  10.22  10.28  10.20  10.16    98861.00         -0.01     -0.10   \n",
      "2019-11-26  10.21  10.30  10.21  10.16   107294.00          0.00      0.00   \n",
      "2019-11-25  10.42  10.45  10.21  10.15   195945.03         -0.27     -2.58   \n",
      "2019-11-22  10.58  10.75  10.48  10.40   249963.61         -0.21     -1.96   \n",
      "2019-11-21  10.73  10.99  10.69  10.60   253121.77         -0.20     -1.84   \n",
      "2019-11-20  10.77  11.33  10.89  10.68   359087.97         -0.07     -0.64   \n",
      "2019-11-19  10.89  11.06  10.96  10.10   496544.16         -0.14     -1.26   \n",
      "2019-11-18  11.11  11.26  11.10  10.81   266691.38          0.15      1.37   \n",
      "2019-11-15  10.89  11.34  10.95  10.85   455055.91         -0.01     -0.09   \n",
      "2019-11-14  10.50  11.14  10.96  10.43   427181.12          0.44      4.18   \n",
      "2019-11-13  10.46  10.72  10.52  10.33   183109.22         -0.05     -0.47   \n",
      "2019-11-12  10.28  10.87  10.57  10.15   246665.98          0.22      2.13   \n",
      "2019-11-11  10.65  10.65  10.35  10.18   198191.23         -0.33     -3.09   \n",
      "2019-11-08  10.84  10.90  10.68  10.67   195882.55         -0.08     -0.74   \n",
      "2019-11-07  10.75  10.88  10.76  10.57   247291.38         -0.14     -1.28   \n",
      "2019-11-06  10.35  11.40  10.90  10.33   511428.12          0.53      5.11   \n",
      "2019-11-05  10.41  10.49  10.37  10.27   162227.95          0.04      0.39   \n",
      "2019-11-04  10.44  10.55  10.33  10.32   167899.00         -0.06     -0.58   \n",
      "2019-11-01  10.22  10.45  10.39  10.03   218746.56          0.09      0.87   \n",
      "2019-10-31  10.68  10.75  10.30  10.27   206762.05         -0.33     -3.10   \n",
      "2019-10-30  10.94  10.94  10.63  10.60   245955.94         -0.43     -3.89   \n",
      "2019-10-29  11.49  11.55  11.06  11.06   289562.12         -0.43     -3.74   \n",
      "2019-10-28  10.99  11.77  11.49  10.99   386874.59          0.49      4.46   \n",
      "2019-10-25  10.97  11.08  11.00  10.71   208290.12          0.02      0.18   \n",
      "2019-10-24  10.87  11.14  10.98  10.83   185948.89          0.07      0.64   \n",
      "2019-10-23  11.26  11.26  10.91  10.88   226520.69         -0.24     -2.15   \n",
      "2019-10-22  10.93  11.22  11.15  10.93   242093.27          0.28      2.58   \n",
      "2019-10-21  11.22  11.23  10.87  10.71   259665.27         -0.38     -3.38   \n",
      "...           ...    ...    ...    ...         ...           ...       ...   \n",
      "2019-08-15   9.00   9.59   9.37   8.90   571650.56          0.02      0.21   \n",
      "2019-08-14   9.56   9.56   9.35   9.34   367051.25         -0.06     -0.64   \n",
      "2019-08-13   9.39   9.64   9.41   9.35   364214.62         -0.16     -1.67   \n",
      "2019-08-12   9.59   9.61   9.57   9.26   495833.03         -0.10     -1.03   \n",
      "2019-08-09  10.51  10.55   9.67   9.55   900681.56         -0.81     -7.73   \n",
      "2019-08-08  10.34  10.74  10.48  10.34   661767.31          0.03      0.29   \n",
      "2019-08-07  11.00  11.10  10.45  10.39   913285.31         -0.66     -5.94   \n",
      "2019-08-06  10.28  11.57  11.11  10.21  1355588.38          0.52      4.91   \n",
      "2019-08-05  10.50  10.88  10.59  10.45   702364.50         -0.08     -0.75   \n",
      "2019-08-02  10.20  10.87  10.67  10.08   986944.25          0.09      0.85   \n",
      "2019-08-01  10.72  10.81  10.58  10.46   692950.00         -0.31     -2.85   \n",
      "2019-07-31  10.62  10.98  10.89  10.26  1106883.62          0.20      1.87   \n",
      "2019-07-30  10.66  10.89  10.69  10.59   688925.31         -0.06     -0.56   \n",
      "2019-07-29  10.66  10.82  10.75  10.53   580064.56          0.19      1.80   \n",
      "2019-07-26  10.53  10.95  10.56  10.52   792891.00         -0.17     -1.58   \n",
      "2019-07-25  10.97  11.02  10.73  10.60   995115.50         -0.37     -3.33   \n",
      "2019-07-24  10.65  11.37  11.10  10.61  1331897.50          0.29      2.68   \n",
      "2019-07-23  10.83  10.94  10.81  10.38  1308838.25         -0.33     -2.96   \n",
      "2019-07-22  12.35  12.63  11.14  11.12  1546946.88         -1.22     -9.87   \n",
      "2019-07-19  12.20  12.62  12.36  12.03  1699501.75         -0.54     -4.19   \n",
      "2019-07-18  11.64  12.90  12.90  11.46  2579025.25          1.17      9.97   \n",
      "2019-07-17  12.88  13.12  11.73  11.65  2602397.00         -0.54     -4.40   \n",
      "2019-07-16  12.27  12.27  12.27  11.90   961277.25          1.12     10.04   \n",
      "2019-07-15  11.00  11.15  11.15  10.75  1354312.75          1.01      9.96   \n",
      "2019-07-12  10.14  10.14  10.14  10.14   219118.64          0.92      9.98   \n",
      "2019-07-11   9.22   9.22   9.22   9.22    10865.50          0.84     10.02   \n",
      "2019-07-10   8.38   8.38   8.38   8.38    17626.84          0.76      9.97   \n",
      "2019-07-09   7.62   7.62   7.62   7.62    18030.02          0.69      9.96   \n",
      "2019-07-08   6.93   6.93   6.93   6.93    14361.96          0.63     10.00   \n",
      "2019-07-05   6.30   6.30   6.30   6.30     9100.03          0.57      9.95   \n",
      "\n",
      "               ma5    ma10    ma20       v_ma5      v_ma10      v_ma20  \\\n",
      "date                                                                     \n",
      "2019-11-29  10.140  10.482  10.561   139929.43   232505.60   255999.43   \n",
      "2019-11-28  10.238  10.578  10.581   158845.34   262472.79   259167.55   \n",
      "2019-11-27  10.358  10.665  10.591   181037.08   290974.60   262397.50   \n",
      "2019-11-26  10.496  10.697  10.613   233082.48   299399.42   269752.25   \n",
      "2019-11-25  10.646  10.733  10.655   310932.51   313336.62   278865.65   \n",
      "2019-11-22  10.824  10.747  10.719   325081.78   313561.24   288412.13   \n",
      "2019-11-21  10.918  10.767  10.745   366100.24   308153.13   286328.46   \n",
      "2019-11-20  10.972  10.774  10.760   400912.11   307570.09   282969.81   \n",
      "2019-11-19  10.898  10.775  10.761   365716.36   322804.11   276341.45   \n",
      "2019-11-18  10.820  10.716  10.770   315740.72   289372.48   263618.90   \n",
      "2019-11-15  10.670  10.639  10.759   302040.69   279493.25   263267.60   \n",
      "2019-11-14  10.616  10.583  10.774   250206.02   255862.31   260280.97   \n",
      "2019-11-13  10.576  10.517  10.818   214228.07   233820.40   249479.83   \n",
      "2019-11-12  10.652  10.528  10.892   279891.85   240105.08   255450.46   \n",
      "2019-11-11  10.612  10.577  10.976   263004.25   244394.69   264234.97   \n",
      "2019-11-08  10.608  10.691  11.084   256945.80   263263.03   284515.07   \n",
      "2019-11-07  10.550  10.723  11.139   261518.60   264503.78   289270.12   \n",
      "2019-11-06  10.458  10.745  11.197   253412.74   258369.53   293154.45   \n",
      "2019-11-05  10.404  10.746  11.245   200318.30   229878.79   284626.18   \n",
      "2019-11-04  10.542  10.824  11.310   225785.13   237865.32   292848.97   \n",
      "2019-11-01  10.774  10.878  11.378   269580.25   247041.95   302629.30   \n",
      "2019-10-31  10.896  10.964  11.463   267488.96   264699.64   312668.55   \n",
      "2019-10-30  11.032  11.118  11.551   263326.33   265139.25   345398.10   \n",
      "2019-10-29  11.088  11.255  11.690   259439.28   270795.85   378803.91   \n",
      "2019-10-28  11.106  11.375  11.865   249945.51   284075.24   402328.00   \n",
      "2019-10-25  10.982  11.477  12.034   224503.65   305767.11   426834.17   \n",
      "2019-10-24  11.032  11.554  12.234   261910.31   314036.45   450255.69   \n",
      "2019-10-23  11.204  11.648  12.448   266952.17   327939.37   487096.85   \n",
      "2019-10-22  11.422  11.744  12.633   282152.42   339373.57   520471.82   \n",
      "2019-10-21  11.644  11.795  12.831   318204.97   347832.61   569381.83   \n",
      "...            ...     ...     ...         ...         ...         ...   \n",
      "2019-08-15   9.474  10.067  10.514   539886.20   731938.08   903169.76   \n",
      "2019-08-14   9.696  10.188  10.691   557909.55   744068.02  1003538.49   \n",
      "2019-08-13   9.916  10.342  10.810   667156.37   818051.26  1115305.78   \n",
      "2019-08-12  10.256  10.470  10.953   865431.12   850522.33  1145158.91   \n",
      "2019-08-09  10.460  10.588  11.032   906737.41   858945.48  1188082.90   \n",
      "2019-08-08  10.660  10.677  11.055   923989.95   848166.42  1154004.75   \n",
      "2019-08-07  10.680  10.702  10.992   930226.49   881501.24  1121459.66   \n",
      "2019-08-06  10.768  10.767  10.889   968946.15   923362.46  1076676.74   \n",
      "2019-08-05  10.684  10.737  10.714   835613.54   918687.45  1009798.82   \n",
      "2019-08-02  10.716  10.792  10.531   811153.55  1003145.69   975398.69   \n",
      "2019-08-01  10.694  10.961  10.313   772342.90  1074401.44   926506.48   \n",
      "2019-07-31  10.724  11.193  10.070   832776.00  1263008.96   892135.54   \n",
      "2019-07-30  10.766  11.277   9.786   877778.77  1412560.30   836993.44   \n",
      "2019-07-29  10.790  11.435   9.489  1001761.36  1439795.49   802628.24   \n",
      "2019-07-26  10.868  11.475   9.167  1195137.83  1517220.31   773710.44   \n",
      "2019-07-25  11.228  11.433   8.835  1376459.98  1459843.08   734184.19   \n",
      "2019-07-24  11.662  11.282   8.735  1693241.93  1361418.08   720450.96   \n",
      "2019-07-23  11.788  11.010   8.603  1947341.83  1229991.01   686481.71   \n",
      "2019-07-22  12.080  10.691   8.474  1877829.63  1100910.19   649872.50   \n",
      "2019-07-19  12.082  10.270   8.307  1839302.80   947651.70   593805.36   \n",
      "2019-07-18  11.638   9.664   8.037  1543226.18   778611.52   520092.26   \n",
      "2019-07-17  10.902   8.947   7.689  1029594.23   521262.12   373025.62   \n",
      "2019-07-16  10.232   8.295   7.378   512640.20   261426.57   201535.52   \n",
      "2019-07-15   9.302   7.542   6.971   323990.75   165460.98   138223.70   \n",
      "2019-07-12   8.458   6.858   6.591    56000.59    30200.58    27670.15   \n",
      "2019-07-11   7.690   6.236   6.236    13996.87     8525.31     8525.31   \n",
      "2019-07-10   6.992   5.904   5.904    12930.02     8265.28     8265.28   \n",
      "2019-07-09   6.358   5.595   5.595    10212.95     7095.09     7095.09   \n",
      "2019-07-08   5.782   5.306   5.306     6931.22     5532.96     5532.96   \n",
      "2019-07-05   5.258   5.035   5.035     4400.56     4061.46     4061.46   \n",
      "\n",
      "                 ma25         v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                                  \n",
      "2019-11-29   9.990000  155384.060000       NaN         NaN       NaN  \n",
      "2019-11-28  10.040000  148773.560000       NaN         NaN       NaN  \n",
      "2019-11-27  10.093333  132136.040000       NaN         NaN       NaN  \n",
      "2019-11-26  10.122500  125925.530000       NaN         NaN       NaN  \n",
      "2019-11-25  10.140000  139929.430000       NaN         NaN       NaN  \n",
      "2019-11-22  10.196667  158268.460000       NaN         NaN       NaN  \n",
      "2019-11-21  10.267143  171818.932857       NaN         NaN       NaN  \n",
      "2019-11-20  10.345000  195227.562500       NaN         NaN       NaN  \n",
      "2019-11-19  10.413333  228707.184444       NaN         NaN       NaN  \n",
      "2019-11-18  10.482000  232505.604000       NaN         NaN       NaN  \n",
      "2019-11-15  10.524545  252737.450000       NaN         NaN       NaN  \n",
      "2019-11-14  10.560833  267274.422500       NaN         NaN       NaN  \n",
      "2019-11-13  10.557692  260800.176154       NaN         NaN       NaN  \n",
      "2019-11-12  10.558571  259790.590714       NaN         NaN       NaN  \n",
      "2019-11-11  10.544667  255683.966667       NaN         NaN       NaN  \n",
      "2019-11-08  10.553125  251946.378125       NaN         NaN       NaN  \n",
      "2019-11-07  10.565294  251672.554706       NaN         NaN       NaN  \n",
      "2019-11-06  10.583889  266103.419444       NaN         NaN       NaN  \n",
      "2019-11-05  10.572632  260636.289474       NaN         NaN       NaN  \n",
      "2019-11-04  10.560500  255999.425000       NaN         NaN       NaN  \n",
      "2019-11-01  10.552381  254225.479048       NaN         NaN       NaN  \n",
      "2019-10-31  10.540909  252068.050455       NaN         NaN       NaN  \n",
      "2019-10-30  10.544783  251802.306522       NaN         NaN       NaN  \n",
      "2019-10-29  10.566250  253375.632083       NaN         NaN       NaN  \n",
      "2019-10-28  10.603200  258715.590400       NaN         NaN       NaN  \n",
      "2019-10-25  10.643600  256776.149231       NaN         NaN       NaN  \n",
      "2019-10-24  10.679200  254152.917407       NaN         NaN       NaN  \n",
      "2019-10-23  10.707600  253166.052143       NaN         NaN       NaN  \n",
      "2019-10-22  10.745200  252784.232069       NaN         NaN       NaN  \n",
      "2019-10-21  10.771600  253013.600000       NaN         NaN       NaN  \n",
      "...               ...            ...       ...         ...       ...  \n",
      "2019-08-15  12.303200  648418.167833 -1.051585   -0.785042 -0.266543  \n",
      "2019-08-14  12.066400  647416.003333 -1.043767   -0.836787 -0.206980  \n",
      "2019-08-13  11.858800  650434.426667 -1.020961   -0.873622 -0.147339  \n",
      "2019-08-12  11.636800  654587.210833 -0.978695   -0.894636 -0.084058  \n",
      "2019-08-09  11.411200  666295.383000 -0.926449   -0.900999 -0.025450  \n",
      "2019-08-08  11.252400  674060.129000 -0.810343   -0.882868  0.072524  \n",
      "2019-08-07  11.099200  685160.027833 -0.712536   -0.848801  0.136266  \n",
      "2019-08-06  10.932400  699229.365500 -0.575136   -0.794068  0.218932  \n",
      "2019-08-05  10.774400  708231.641333 -0.502414   -0.735737  0.233324  \n",
      "2019-08-02  10.622800  721882.395500 -0.433330   -0.675256  0.241925  \n",
      "2019-08-01  10.458000  729785.786167 -0.381447   -0.616494  0.235047  \n",
      "2019-07-31  10.352400  744787.812333 -0.311721   -0.555539  0.243819  \n",
      "2019-07-30  10.205200  752170.635167 -0.269494   -0.498330  0.228836  \n",
      "2019-07-29  10.112800  757012.342500 -0.228553   -0.444375  0.215822  \n",
      "2019-07-26  10.060400  763779.282667 -0.209029   -0.397306  0.188277  \n",
      "2019-07-25  10.058000  776893.039000 -0.177789   -0.353402  0.175614  \n",
      "2019-07-24  10.072000  795992.182500 -0.121771   -0.307076  0.185305  \n",
      "2019-07-23  10.113600  814030.808500 -0.099629   -0.265587  0.165958  \n",
      "2019-07-22  10.190000  835778.368667 -0.054821   -0.223433  0.168613  \n",
      "2019-07-19  10.313200  859775.643333  0.078232   -0.163100  0.241332  \n",
      "2019-07-18  10.448000  896170.674000  0.224661   -0.085548  0.310209  \n",
      "2019-07-17  10.539600  936024.654167  0.243491   -0.019740  0.263231  \n",
      "2019-07-16  10.649600  947003.908833  0.298546    0.043917  0.254629  \n",
      "2019-07-15  10.708400  962536.520833  0.248933    0.084920  0.164013  \n",
      "2019-07-12  10.738800  956125.277333  0.126656    0.093267  0.033389  \n",
      "2019-07-11  10.732800  951456.643500 -0.043979    0.065818 -0.109797  \n",
      "2019-07-10  10.694000  946334.122167 -0.244174    0.003820 -0.247994  \n",
      "2019-07-09  10.622400  940953.578833 -0.458867   -0.088718 -0.370149  \n",
      "2019-07-08  10.516800  935748.216167 -0.676887   -0.206352 -0.470535  \n",
      "2019-07-05  10.382000  929841.454667 -0.890243   -0.343130 -0.547113  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('601698','2019-11-15','10.89','11.34','10.85','10.95','455055','10.670','10.639','10.759','10.525','302040','252737','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 600804\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low     volume  price_change  p_change    ma5  \\\n",
      "date                                                                            \n",
      "2019-11-29  5.96  6.02   5.98  5.94  103769.57          0.00      0.00  6.016   \n",
      "2019-11-28  6.03  6.07   5.98  5.95  107943.43         -0.05     -0.83  6.036   \n",
      "2019-11-27  6.00  6.09   6.03  5.99   98309.43          0.01      0.17  6.072   \n",
      "2019-11-26  6.09  6.13   6.02  6.02   96474.48         -0.05     -0.82  6.108   \n",
      "2019-11-25  6.06  6.09   6.07  5.99  125492.87         -0.01     -0.16  6.170   \n",
      "2019-11-22  6.15  6.27   6.08  6.07  156204.56         -0.08     -1.30  6.180   \n",
      "2019-11-21  6.15  6.22   6.16  6.07  125058.46         -0.05     -0.81  6.204   \n",
      "2019-11-20  6.32  6.38   6.21  6.20  206996.88         -0.12     -1.90  6.168   \n",
      "2019-11-19  6.11  6.42   6.33  6.10  282236.38          0.21      3.43  6.116   \n",
      "2019-11-18  6.18  6.18   6.12  6.04  204274.98         -0.08     -1.29  6.060   \n",
      "2019-11-15  5.98  6.58   6.20  5.91  385967.81          0.22      3.68  6.042   \n",
      "2019-11-14  5.93  6.02   5.98  5.91  119312.46          0.03      0.50  6.076   \n",
      "2019-11-13  6.03  6.03   5.95  5.93  100229.40         -0.10     -1.65  6.168   \n",
      "2019-11-12  6.02  6.08   6.05  5.83  223434.38          0.02      0.33  6.256   \n",
      "2019-11-11  6.36  6.36   6.03  5.98  291658.91         -0.34     -5.34  6.368   \n",
      "2019-11-08  6.51  6.54   6.37  6.36  148362.44         -0.07     -1.09  6.478   \n",
      "2019-11-07  6.38  6.54   6.44  6.34  142895.98          0.05      0.78  6.520   \n",
      "2019-11-06  6.57  6.60   6.39  6.38  184130.89         -0.22     -3.33  6.534   \n",
      "2019-11-05  6.59  6.65   6.61  6.53  134506.67          0.03      0.46  6.568   \n",
      "2019-11-04  6.58  6.69   6.58  6.57  147356.80          0.00      0.00  6.598   \n",
      "2019-11-01  6.54  6.59   6.58  6.45  137880.08          0.07      1.07  6.682   \n",
      "2019-10-31  6.56  6.64   6.51  6.47  151480.00         -0.05     -0.76  6.686   \n",
      "2019-10-30  6.54  6.68   6.56  6.52  211847.81         -0.20     -2.96  6.706   \n",
      "2019-10-29  6.96  7.03   6.76  6.76  257897.19         -0.24     -3.43  6.720   \n",
      "2019-10-28  6.81  7.05   7.00  6.77  435381.25          0.40      6.06  6.698   \n",
      "2019-10-25  6.62  6.62   6.60  6.51  127210.04         -0.01     -0.15  6.614   \n",
      "2019-10-24  6.62  6.65   6.61  6.51  121012.77         -0.02     -0.30  6.622   \n",
      "2019-10-23  6.65  6.73   6.63  6.62  119546.59         -0.02     -0.30  6.656   \n",
      "2019-10-22  6.56  6.66   6.65  6.54   95688.15          0.07      1.06  6.680   \n",
      "2019-10-21  6.58  6.59   6.58  6.42  147229.00         -0.06     -0.90  6.718   \n",
      "...          ...   ...    ...   ...        ...           ...       ...    ...   \n",
      "2019-08-15  6.45  6.88   6.78  6.40  211715.52          0.08      1.19  6.698   \n",
      "2019-08-14  6.71  6.76   6.70  6.68  165706.09          0.09      1.36  6.678   \n",
      "2019-08-13  6.69  6.71   6.61  6.58  133979.66         -0.16     -2.36  6.646   \n",
      "2019-08-12  6.61  6.77   6.77  6.59  133625.44          0.14      2.11  6.650   \n",
      "2019-08-09  6.72  6.88   6.63  6.59  161012.33         -0.05     -0.75  6.670   \n",
      "2019-08-08  6.58  6.70   6.68  6.58  173278.89          0.14      2.14  6.744   \n",
      "2019-08-07  6.66  6.73   6.54  6.54  174707.94         -0.09     -1.36  6.848   \n",
      "2019-08-06  6.73  6.73   6.63  6.29  404103.53         -0.24     -3.49  7.002   \n",
      "2019-08-05  6.94  7.05   6.87  6.85  177308.69         -0.13     -1.86  7.160   \n",
      "2019-08-02  7.01  7.07   7.00  6.88  253741.69         -0.20     -2.78  7.208   \n",
      "2019-08-01  7.26  7.37   7.20  7.18  184645.11         -0.11     -1.50  7.236   \n",
      "2019-07-31  7.40  7.40   7.31  7.25  256259.27         -0.11     -1.48  7.224   \n",
      "2019-07-30  7.12  7.55   7.42  7.09  714141.31          0.31      4.36  7.172   \n",
      "2019-07-29  7.17  7.23   7.11  7.09  112725.93         -0.03     -0.42  7.062   \n",
      "2019-07-26  7.17  7.21   7.14  7.05  130613.47          0.00      0.00  7.002   \n",
      "2019-07-25  7.05  7.24   7.14  7.04  188964.08          0.09      1.28  6.992   \n",
      "2019-07-24  6.92  7.12   7.05  6.90  213408.78          0.18      2.62  6.978   \n",
      "2019-07-23  6.80  6.90   6.87  6.80  108201.98          0.06      0.88  7.012   \n",
      "2019-07-22  7.12  7.15   6.81  6.79  205698.89         -0.28     -3.95  7.088   \n",
      "2019-07-19  7.05  7.20   7.09  7.05  117064.04          0.02      0.28  7.162   \n",
      "2019-07-18  7.15  7.15   7.07  7.03  145176.02         -0.15     -2.08  7.160   \n",
      "2019-07-17  7.25  7.30   7.22  7.19  150571.72         -0.03     -0.41  7.158   \n",
      "2019-07-16  7.16  7.38   7.25  7.14  216851.72          0.07      0.97  7.130   \n",
      "2019-07-15  7.07  7.21   7.18  6.90  195277.59          0.10      1.41  7.116   \n",
      "2019-07-12  7.06  7.10   7.08  6.94  142892.50          0.02      0.28  7.114   \n",
      "2019-07-11  7.12  7.17   7.06  7.01  129392.23         -0.02     -0.28  7.226   \n",
      "2019-07-10  7.20  7.22   7.08  7.00  185963.81         -0.10     -1.39  7.336   \n",
      "2019-07-09  7.13  7.21   7.18  7.05  142551.97          0.01      0.14  7.458   \n",
      "2019-07-08  7.59  7.59   7.17  7.14  351055.03         -0.47     -6.15  7.582   \n",
      "2019-07-05  7.64  7.66   7.64  7.52  151606.52          0.03      0.39  7.722   \n",
      "\n",
      "             ma10   ma20      v_ma5     v_ma10     v_ma20      ma25  \\\n",
      "date                                                                  \n",
      "2019-11-29  6.098  6.179  106397.96  150676.10  169230.84  5.980000   \n",
      "2019-11-28  6.120  6.209  116884.95  178895.93  170936.36  5.980000   \n",
      "2019-11-27  6.120  6.236  120307.96  180032.83  173113.19  5.996667   \n",
      "2019-11-26  6.112  6.262  142045.45  180224.83  178790.11  6.002500   \n",
      "2019-11-25  6.115  6.299  179197.83  192920.82  186861.25  6.016000   \n",
      "2019-11-22  6.111  6.346  194954.25  209537.42  202355.67  6.026667   \n",
      "2019-11-21  6.140  6.372  240906.90  208753.21  200905.94  6.045714   \n",
      "2019-11-20  6.168  6.394  239757.70  210536.96  200703.66  6.066250   \n",
      "2019-11-19  6.186  6.415  218404.21  208250.36  196331.14  6.095556   \n",
      "2019-11-18  6.214  6.431  206643.81  193477.39  187003.73  6.098000   \n",
      "2019-11-15  6.260  6.454  224120.59  187785.57  184151.43  6.107273   \n",
      "2019-11-14  6.298  6.476  176599.52  162976.80  173278.18  6.096667   \n",
      "2019-11-13  6.351  6.516  181316.22  166193.56  172441.00  6.085385   \n",
      "2019-11-12  6.412  6.556  198096.52  177355.40  174724.14  6.082857   \n",
      "2019-11-11  6.483  6.596  180310.98  180801.68  176487.16  6.079333   \n",
      "2019-11-08  6.580  6.648  151450.56  195173.91  179861.03  6.097500   \n",
      "2019-11-07  6.603  6.675  149354.08  193058.67  186863.67  6.117647   \n",
      "2019-11-06  6.620  6.695  151070.89  190870.35  190615.19  6.132778   \n",
      "2019-11-05  6.644  6.709  156614.27  184411.92  189182.89  6.157895   \n",
      "2019-11-04  6.648  6.712  181292.38  180530.07  189630.41  6.179000   \n",
      "2019-11-01  6.648  6.716  238897.27  180517.29  191115.29  6.198095   \n",
      "2019-10-31  6.654  6.723  236763.26  183579.57  196085.19  6.212273   \n",
      "2019-10-30  6.681  6.727  230669.81  178688.44  206558.46  6.227391   \n",
      "2019-10-29  6.700  6.740  212209.57  172092.88  212296.85  6.249583   \n",
      "2019-10-28  6.708  6.754  179767.76  172172.65  226749.44  6.279600   \n",
      "2019-10-25  6.716  6.773  122137.31  164548.15  217370.89  6.304400   \n",
      "2019-10-24  6.746  6.817  130395.88  180668.67  226820.12  6.329600   \n",
      "2019-10-23  6.769  6.866  126707.06  190360.04  237878.70  6.353600   \n",
      "2019-10-22  6.773  6.912  131976.19  193953.85  248372.60  6.378800   \n",
      "2019-10-21  6.776  6.963  164577.53  198730.75  271579.96  6.399200   \n",
      "...           ...    ...        ...        ...        ...       ...   \n",
      "2019-08-15  6.721  6.918  161207.81  198917.98  211045.13  7.154400   \n",
      "2019-08-14  6.763  6.932  153520.48  196210.94  207718.16  7.118800   \n",
      "2019-08-13  6.824  6.958  155320.85  205266.26  206961.44  7.080800   \n",
      "2019-08-12  6.905  6.990  209345.63  263282.42  211105.04  7.045200   \n",
      "2019-08-09  6.939  7.011  218082.28  261192.47  214187.65  6.997600   \n",
      "2019-08-08  6.990  7.033  236628.15  258152.58  213281.66  6.950800   \n",
      "2019-08-07  7.036  7.052  238901.39  259721.10  211087.32  6.912800   \n",
      "2019-08-06  7.087  7.079  255211.66  263591.19  211650.12  6.874000   \n",
      "2019-08-05  7.111  7.107  317219.21  234001.03  198572.54  6.848800   \n",
      "2019-08-02  7.105  7.122  304302.66  236840.05  207259.86  6.843600   \n",
      "2019-08-01  7.114  7.154  279677.02  223172.29  202153.10  6.850400   \n",
      "2019-07-31  7.101  7.174  280540.81  219225.38  201725.30  6.866000   \n",
      "2019-07-30  7.092  7.193  271970.71  208656.62  199625.39  6.890000   \n",
      "2019-07-29  7.075  7.212  150782.85  158927.66  175241.12  6.906400   \n",
      "2019-07-26  7.082  7.250  169377.44  167182.83  188496.08  6.930400   \n",
      "2019-07-25  7.076  7.269  166667.55  168410.73  192641.92  6.947200   \n",
      "2019-07-24  7.068  7.299  157909.94  162453.55  194371.07  6.956800   \n",
      "2019-07-23  7.071  7.326  145342.53  159709.05  192120.26  6.953600   \n",
      "2019-07-22  7.102  7.365  167072.48  163144.05  198899.55  6.952400   \n",
      "2019-07-19  7.138  7.413  164988.22  177679.66  202269.09  6.954000   \n",
      "2019-07-18  7.193  7.452  170153.91  181133.91  214175.02  6.950800   \n",
      "2019-07-17  7.247  7.487  166997.15  184225.22  225159.99  6.955200   \n",
      "2019-07-16  7.294  7.507  174075.57  190594.16  232590.53  6.957600   \n",
      "2019-07-15  7.349  7.525  159215.62  191554.59  234224.07  6.955200   \n",
      "2019-07-12  7.418  7.546  190371.11  209809.33  243407.51  6.966000   \n",
      "2019-07-11  7.462  7.557  192113.91  216873.10  252461.08  6.977200   \n",
      "2019-07-10  7.529  7.586  201453.29  226288.60  257923.60  6.992400   \n",
      "2019-07-09  7.581  7.611  207112.74  224531.46  266086.60  7.015200   \n",
      "2019-07-08  7.627  7.638  223893.55  234655.06  281542.30  7.031200   \n",
      "2019-07-05  7.687  7.655  229247.55  226858.51  288735.64  7.071600   \n",
      "\n",
      "                   v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                       \n",
      "2019-11-29  103769.570000       NaN         NaN       NaN  \n",
      "2019-11-28  105856.500000       NaN         NaN       NaN  \n",
      "2019-11-27  103340.810000       NaN         NaN       NaN  \n",
      "2019-11-26  101624.227500       NaN         NaN       NaN  \n",
      "2019-11-25  106397.956000       NaN         NaN       NaN  \n",
      "2019-11-22  114699.056667       NaN         NaN       NaN  \n",
      "2019-11-21  116178.971429       NaN         NaN       NaN  \n",
      "2019-11-20  127531.210000       NaN         NaN       NaN  \n",
      "2019-11-19  144720.673333       NaN         NaN       NaN  \n",
      "2019-11-18  150676.104000       NaN         NaN       NaN  \n",
      "2019-11-15  172066.259091       NaN         NaN       NaN  \n",
      "2019-11-14  167670.109167       NaN         NaN       NaN  \n",
      "2019-11-13  162482.362308       NaN         NaN       NaN  \n",
      "2019-11-12  166836.077857       NaN         NaN       NaN  \n",
      "2019-11-11  175157.600000       NaN         NaN       NaN  \n",
      "2019-11-08  173482.902500       NaN         NaN       NaN  \n",
      "2019-11-07  171683.671765       NaN         NaN       NaN  \n",
      "2019-11-06  172375.183889       NaN         NaN       NaN  \n",
      "2019-11-05  170382.104211       NaN         NaN       NaN  \n",
      "2019-11-04  169230.839000       NaN         NaN       NaN  \n",
      "2019-11-01  167737.945714       NaN         NaN       NaN  \n",
      "2019-10-31  166998.948182       NaN         NaN       NaN  \n",
      "2019-10-30  168948.898696       NaN         NaN       NaN  \n",
      "2019-10-29  172655.077500       NaN         NaN       NaN  \n",
      "2019-10-28  183164.124400       NaN         NaN       NaN  \n",
      "2019-10-25  181012.044231       NaN         NaN       NaN  \n",
      "2019-10-24  178789.848889       NaN         NaN       NaN  \n",
      "2019-10-23  176674.018214       NaN         NaN       NaN  \n",
      "2019-10-22  173881.402069       NaN         NaN       NaN  \n",
      "2019-10-21  172992.988667       NaN         NaN       NaN  \n",
      "...                   ...       ...         ...       ...  \n",
      "2019-08-15  276292.795667 -0.014746    0.007428 -0.022175  \n",
      "2019-08-14  277066.022833 -0.036692   -0.001396 -0.035297  \n",
      "2019-08-13  277628.527167 -0.060648   -0.013246 -0.047402  \n",
      "2019-08-12  276131.711500 -0.065962   -0.023789 -0.042173  \n",
      "2019-08-09  273954.268500 -0.080542   -0.035140 -0.045402  \n",
      "2019-08-08  274369.542667 -0.087058   -0.045523 -0.041535  \n",
      "2019-08-07  274899.742000 -0.102339   -0.056887 -0.045453  \n",
      "2019-08-06  278565.952667 -0.105966   -0.066703 -0.039264  \n",
      "2019-08-05  279279.319667 -0.088455   -0.071053 -0.017402  \n",
      "2019-08-02  281052.401167 -0.063357   -0.069514  0.006157  \n",
      "2019-08-01  281831.818333 -0.027017   -0.061014  0.033998  \n",
      "2019-07-31  283578.139500  0.010538   -0.046704  0.057242  \n",
      "2019-07-30  291949.697833  0.048616   -0.027640  0.076256  \n",
      "2019-07-29  289530.176833  0.053165   -0.011479  0.064644  \n",
      "2019-07-26  284450.713833  0.058517    0.002520  0.055997  \n",
      "2019-07-25  285479.947833  0.062043    0.014425  0.047619  \n",
      "2019-07-24  287019.881333  0.056920    0.022924  0.033996  \n",
      "2019-07-23  286830.804500  0.037897    0.025919  0.011979  \n",
      "2019-07-22  288664.316833  0.017776    0.024290 -0.006514  \n",
      "2019-07-19  288161.567500  0.024145    0.024261 -0.000116  \n",
      "2019-07-18  287772.786500  0.027264    0.024862  0.002403  \n",
      "2019-07-17  288572.837000  0.041363    0.028162  0.013201  \n",
      "2019-07-16  289755.494833  0.054331    0.033396  0.020935  \n",
      "2019-07-15  288698.540667  0.058288    0.038374  0.019914  \n",
      "2019-07-12  285094.477667  0.052747    0.041249  0.011498  \n",
      "2019-07-11  282444.094000  0.046209    0.042241  0.003968  \n",
      "2019-07-10  281911.383500  0.042155    0.042224 -0.000068  \n",
      "2019-07-09  281695.837500  0.046476    0.043074  0.003402  \n",
      "2019-07-08  285155.803167  0.048534    0.044166  0.004368  \n",
      "2019-07-05  284731.669167  0.087086    0.052750  0.034336  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('600804','2019-11-15','5.98','6.58','5.91','6.20','385967','6.042','6.260','6.454','6.107','224120','172066','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 300017\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low      volume  price_change  p_change  \\\n",
      "date                                                                         \n",
      "2019-11-29   8.70   8.84   8.84   8.65   227201.69          0.14      1.61   \n",
      "2019-11-28   8.81   8.88   8.70   8.67   192164.95         -0.12     -1.36   \n",
      "2019-11-27   8.74   8.89   8.82   8.61   300951.81          0.07      0.80   \n",
      "2019-11-26   8.75   8.84   8.75   8.70   190479.16          0.02      0.23   \n",
      "2019-11-25   8.79   8.83   8.73   8.67   212189.95         -0.05     -0.57   \n",
      "2019-11-22   8.94   9.07   8.78   8.75   333744.88         -0.18     -2.01   \n",
      "2019-11-21   8.91   9.05   8.96   8.82   232587.31          0.00      0.00   \n",
      "2019-11-20   9.18   9.24   8.96   8.95   507465.19         -0.23     -2.50   \n",
      "2019-11-19   8.83   9.26   9.19   8.79   679778.38          0.36      4.08   \n",
      "2019-11-18   8.67   8.90   8.83   8.65   280391.19          0.10      1.15   \n",
      "2019-11-15   8.75   8.93   8.73   8.61   392851.75         -0.02     -0.23   \n",
      "2019-11-14   8.77   8.85   8.75   8.55   380290.16         -0.09     -1.02   \n",
      "2019-11-13   8.53   8.98   8.84   8.47   535280.38          0.25      2.91   \n",
      "2019-11-12   8.49   8.60   8.59   8.41   304290.19          0.14      1.66   \n",
      "2019-11-11   8.79   8.79   8.45   8.43   411703.12         -0.39     -4.41   \n",
      "2019-11-08   9.05   9.08   8.84   8.82   436384.84         -0.16     -1.78   \n",
      "2019-11-07   8.92   9.05   9.00   8.80   372014.56          0.08      0.90   \n",
      "2019-11-06   9.12   9.23   8.92   8.85   581476.62         -0.24     -2.62   \n",
      "2019-11-05   9.50   9.50   9.16   9.09   839293.44         -0.40     -4.18   \n",
      "2019-11-04   9.64   9.77   9.56   9.52   371419.47         -0.12     -1.24   \n",
      "2019-11-01   9.48   9.72   9.68   9.42   327437.78          0.15      1.57   \n",
      "2019-10-31   9.68   9.71   9.53   9.50   333415.41         -0.10     -1.04   \n",
      "2019-10-30   9.80   9.82   9.63   9.61   441821.28         -0.26     -2.63   \n",
      "2019-10-29  10.28  10.28   9.89   9.88   744073.81         -0.43     -4.17   \n",
      "2019-10-28  10.50  10.64  10.32  10.19  1118686.75          0.44      4.45   \n",
      "2019-10-25   9.72   9.89   9.88   9.63   307603.28          0.15      1.54   \n",
      "2019-10-24   9.70   9.76   9.73   9.61   206412.72          0.03      0.31   \n",
      "2019-10-23   9.87   9.90   9.70   9.68   261940.28         -0.16     -1.62   \n",
      "2019-10-22   9.72   9.88   9.86   9.71   321670.88          0.17      1.75   \n",
      "2019-10-21   9.74   9.74   9.69   9.48   331933.00         -0.02     -0.21   \n",
      "...           ...    ...    ...    ...         ...           ...       ...   \n",
      "2019-08-15   9.13   9.56   9.56   9.06   509227.75          0.16      1.70   \n",
      "2019-08-14   9.53   9.65   9.40   9.37   398536.56          0.04      0.43   \n",
      "2019-08-13   9.47   9.50   9.36   9.31   275674.16         -0.19     -1.99   \n",
      "2019-08-12   9.32   9.58   9.55   9.16   455308.09          0.26      2.80   \n",
      "2019-08-09   9.63   9.66   9.29   9.25   367451.97         -0.24     -2.52   \n",
      "2019-08-08   9.56   9.62   9.53   9.49   275072.97          0.05      0.53   \n",
      "2019-08-07   9.77   9.79   9.48   9.44   355732.12         -0.21     -2.17   \n",
      "2019-08-06   9.91   9.94   9.69   9.34   668093.19         -0.44     -4.34   \n",
      "2019-08-05  10.16  10.42  10.13  10.12   394573.44         -0.07     -0.69   \n",
      "2019-08-02  10.25  10.35  10.20  10.11   532539.69         -0.32     -3.04   \n",
      "2019-08-01  10.55  10.69  10.52  10.47   356651.19         -0.11     -1.03   \n",
      "2019-07-31  10.80  10.83  10.63  10.62   405845.44         -0.22     -2.03   \n",
      "2019-07-30  10.66  11.03  10.85  10.65   597347.38          0.13      1.21   \n",
      "2019-07-29  10.62  10.81  10.72  10.61   390673.59          0.09      0.85   \n",
      "2019-07-26  10.63  10.72  10.63  10.58   307400.00         -0.06     -0.56   \n",
      "2019-07-25  10.81  10.84  10.69  10.55   518105.62          0.01      0.09   \n",
      "2019-07-24  10.33  10.79  10.68  10.32   718404.00          0.40      3.89   \n",
      "2019-07-23  10.15  10.29  10.28  10.13   246236.92          0.16      1.58   \n",
      "2019-07-22  10.53  10.55  10.12  10.06   439584.44         -0.37     -3.53   \n",
      "2019-07-19  10.55  10.64  10.49  10.44   329329.25          0.02      0.19   \n",
      "2019-07-18  10.59  10.65  10.47  10.37   369678.91         -0.23     -2.15   \n",
      "2019-07-17  10.65  10.84  10.70  10.60   441014.97          0.09      0.85   \n",
      "2019-07-16  10.61  10.76  10.61  10.55   301520.47         -0.04     -0.38   \n",
      "2019-07-15  10.34  10.78  10.65  10.11   572639.25          0.28      2.70   \n",
      "2019-07-12  10.41  10.46  10.37  10.28   270340.81          0.00      0.00   \n",
      "2019-07-11  10.37  10.46  10.37  10.26   323406.81          0.09      0.88   \n",
      "2019-07-10  10.49  10.51  10.28  10.21   346560.81         -0.18     -1.72   \n",
      "2019-07-09  10.62  10.71  10.46  10.23   513430.16         -0.17     -1.60   \n",
      "2019-07-08  11.11  11.12  10.63  10.57   720130.75         -0.55     -4.92   \n",
      "2019-07-05  11.15  11.27  11.18  11.13   381606.62          0.03      0.27   \n",
      "\n",
      "               ma5    ma10    ma20      v_ma5     v_ma10     v_ma20  \\\n",
      "date                                                                  \n",
      "2019-11-29   8.768   8.856   8.870  224597.51  315695.45  389097.95   \n",
      "2019-11-28   8.756   8.845   8.912  245906.15  332260.46  394109.76   \n",
      "2019-11-27   8.808   8.850   8.954  253990.62  351072.98  401172.28   \n",
      "2019-11-26   8.836   8.852   8.994  295293.30  374505.84  408215.75   \n",
      "2019-11-25   8.924   8.836   9.051  393153.14  385886.94  435895.49   \n",
      "2019-11-22   8.944   8.808   9.131  406793.39  405838.26  481220.33   \n",
      "2019-11-21   8.934   8.814   9.186  418614.76  416102.25  479913.25   \n",
      "2019-11-20   8.892   8.818   9.224  448155.33  430044.98  478604.52   \n",
      "2019-11-19   8.868   8.814   9.261  453718.37  437446.12  466328.27   \n",
      "2019-11-18   8.748   8.811   9.295  378620.73  453397.63  448422.90   \n",
      "2019-11-15   8.672   8.884   9.338  404883.12  462500.45  450999.99   \n",
      "2019-11-14   8.694   8.979   9.387  413589.74  455959.06  457222.27   \n",
      "2019-11-13   8.744   9.057   9.451  411934.62  451271.58  451909.55   \n",
      "2019-11-12   8.760   9.136   9.511  421173.87  441925.67  443439.65   \n",
      "2019-11-11   8.874   9.266   9.585  528174.52  485904.03  465906.43   \n",
      "2019-11-08   9.096   9.453   9.690  520117.79  556602.40  478047.66   \n",
      "2019-11-07   9.264   9.557   9.770  498328.37  543724.24  494312.10   \n",
      "2019-11-06   9.370   9.630   9.835  490608.54  527164.06  502877.02   \n",
      "2019-11-05   9.512   9.708   9.895  462677.48  495210.42  497472.61   \n",
      "2019-11-04   9.658   9.778   9.937  443633.55  443448.17  476099.24   \n",
      "2019-11-01   9.810   9.791   9.959  593087.01  439499.52  484693.51   \n",
      "2019-10-31   9.850   9.794   9.986  589120.11  458485.48  495149.18   \n",
      "2019-10-30   9.890   9.844  10.017  563719.57  452547.52  519080.61   \n",
      "2019-10-29   9.904   9.885  10.065  527743.37  444953.63  535644.23   \n",
      "2019-10-28   9.898   9.903  10.108  443262.78  445908.82  548301.80   \n",
      "2019-10-25   9.772   9.927  10.124  285912.03  399492.92  569739.21   \n",
      "2019-10-24   9.738   9.982  10.197  327850.85  444899.96  586876.44   \n",
      "2019-10-23   9.798  10.039  10.284  341375.47  478589.98  612981.08   \n",
      "2019-10-22   9.866  10.082  10.365  362163.90  499734.80  637718.79   \n",
      "2019-10-21   9.908  10.096  10.446  448554.86  508750.31  702172.71   \n",
      "...            ...     ...     ...        ...        ...        ...   \n",
      "2019-08-15   9.432   9.619  10.090  401239.71  423220.99  427089.39   \n",
      "2019-08-14   9.426   9.715  10.136  354408.75  407963.34  420111.95   \n",
      "2019-08-13   9.442   9.838  10.201  345847.86  408694.23  422235.87   \n",
      "2019-08-12   9.508   9.987  10.263  424331.67  440861.55  423528.18   \n",
      "2019-08-09   9.624  10.104  10.318  412184.74  434398.10  429394.74   \n",
      "2019-08-08   9.806  10.238  10.372  445202.28  428392.90  424539.18   \n",
      "2019-08-07  10.004  10.354  10.414  461517.93  452696.17  426955.87   \n",
      "2019-08-06  10.234  10.474  10.454  471540.59  488963.35  426497.31   \n",
      "2019-08-05  10.466  10.533  10.493  457391.43  446777.73  418764.16   \n",
      "2019-08-02  10.584  10.532  10.518  456611.46  451278.83  435042.02   \n",
      "2019-08-01  10.670  10.561  10.567  411583.52  430957.78  427495.37   \n",
      "2019-07-31  10.704  10.556  10.598  443874.41  432260.56  430954.29   \n",
      "2019-07-30  10.714  10.563  10.625  506386.12  435777.51  444799.73   \n",
      "2019-07-29  10.600  10.539  10.655  436164.03  406194.82  463211.51   \n",
      "2019-07-26  10.480  10.532  10.698  445946.20  424391.38  524076.74   \n",
      "2019-07-25  10.452  10.506  10.705  450332.05  420685.46  533949.08   \n",
      "2019-07-24  10.408  10.474  10.721  420646.70  401215.58  538068.83   \n",
      "2019-07-23  10.412  10.434  10.727  365168.90  364031.26  520062.84   \n",
      "2019-07-22  10.478  10.452  10.757  376225.61  390750.59  536488.62   \n",
      "2019-07-19  10.584  10.503  10.806  402836.57  418805.22  547273.29   \n",
      "2019-07-18  10.560  10.572  10.837  391038.88  424032.96  577144.79   \n",
      "2019-07-17  10.540  10.640  10.861  381784.46  429648.02  594133.79   \n",
      "2019-07-16  10.456  10.687  10.861  362893.63  453821.95  612718.89   \n",
      "2019-07-15  10.426  10.771  10.858  405275.57  520228.21  616774.73   \n",
      "2019-07-12  10.422  10.863  10.859  434773.87  623762.10  608827.15   \n",
      "2019-07-11  10.584  10.904  10.875  457027.03  647212.69  631197.40   \n",
      "2019-07-10  10.740  10.967  10.906  477511.58  674922.09  643982.03   \n",
      "2019-07-09  10.918  11.019  10.945  544750.27  676094.41  668503.65   \n",
      "2019-07-08  11.116  11.061  10.990  635180.85  682226.65  704384.78   \n",
      "2019-07-05  11.304  11.109  11.007  812750.32  675741.36  713786.35   \n",
      "\n",
      "                 ma25         v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                                  \n",
      "2019-11-29   8.840000  227201.690000       NaN         NaN       NaN  \n",
      "2019-11-28   8.770000  209683.320000       NaN         NaN       NaN  \n",
      "2019-11-27   8.786667  240106.150000       NaN         NaN       NaN  \n",
      "2019-11-26   8.777500  227699.402500       NaN         NaN       NaN  \n",
      "2019-11-25   8.768000  224597.512000       NaN         NaN       NaN  \n",
      "2019-11-22   8.770000  242788.740000       NaN         NaN       NaN  \n",
      "2019-11-21   8.797143  241331.392857       NaN         NaN       NaN  \n",
      "2019-11-20   8.817500  274598.117500       NaN         NaN       NaN  \n",
      "2019-11-19   8.858889  319618.146667       NaN         NaN       NaN  \n",
      "2019-11-18   8.856000  315695.451000       NaN         NaN       NaN  \n",
      "2019-11-15   8.844545  322709.660000       NaN         NaN       NaN  \n",
      "2019-11-14   8.836667  327508.035000       NaN         NaN       NaN  \n",
      "2019-11-13   8.836923  343490.523077       NaN         NaN       NaN  \n",
      "2019-11-12   8.819286  340690.499286       NaN         NaN       NaN  \n",
      "2019-11-11   8.794667  345424.674000       NaN         NaN       NaN  \n",
      "2019-11-08   8.797500  351109.684375       NaN         NaN       NaN  \n",
      "2019-11-07   8.809412  352339.382941       NaN         NaN       NaN  \n",
      "2019-11-06   8.815556  365069.229444       NaN         NaN       NaN  \n",
      "2019-11-05   8.833684  390028.398421       NaN         NaN       NaN  \n",
      "2019-11-04   8.870000  389097.952000       NaN         NaN       NaN  \n",
      "2019-11-01   8.908571  386161.753333       NaN         NaN       NaN  \n",
      "2019-10-31   8.936818  383764.192273       NaN         NaN       NaN  \n",
      "2019-10-30   8.966957  386288.413478       NaN         NaN       NaN  \n",
      "2019-10-29   9.005417  401196.138333       NaN         NaN       NaN  \n",
      "2019-10-28   9.058000  429895.762800       NaN         NaN       NaN  \n",
      "2019-10-25   9.099600  425192.205769       NaN         NaN       NaN  \n",
      "2019-10-24   9.140800  417089.261852       NaN         NaN       NaN  \n",
      "2019-10-23   9.176000  411548.226786       NaN         NaN       NaN  \n",
      "2019-10-22   9.220400  408449.007931       NaN         NaN       NaN  \n",
      "2019-10-21   9.258800  405898.474333       NaN         NaN       NaN  \n",
      "...               ...            ...       ...         ...       ...  \n",
      "2019-08-15  10.715600  729102.409667 -0.231025   -0.129400 -0.101625  \n",
      "2019-08-14  10.632800  729406.516333 -0.267087   -0.156937 -0.110150  \n",
      "2019-08-13  10.554800  725079.746000 -0.295489   -0.184648 -0.110841  \n",
      "2019-08-12  10.477200  727596.711000 -0.299216   -0.207561 -0.091655  \n",
      "2019-08-09  10.357600  726859.191833 -0.319467   -0.229942 -0.089525  \n",
      "2019-08-08  10.248000  724170.660667 -0.312548   -0.246464 -0.066084  \n",
      "2019-08-07  10.150400  723899.286667 -0.307553   -0.258682 -0.048872  \n",
      "2019-08-06  10.058000  725342.896167 -0.283383   -0.263622 -0.019761  \n",
      "2019-08-05   9.977600  717930.896167 -0.226117   -0.256121  0.030004  \n",
      "2019-08-02   9.935600  720616.233167 -0.173090   -0.239515  0.066425  \n",
      "2019-08-01   9.913600  721103.123333 -0.104045   -0.212421  0.108376  \n",
      "2019-07-31   9.922800  722310.290500 -0.039989   -0.177935  0.137945  \n",
      "2019-07-30   9.940400  724902.392167  0.028203   -0.136707  0.164910  \n",
      "2019-07-29   9.956800  719012.388500  0.070937   -0.095178  0.166116  \n",
      "2019-07-26   9.980800  705490.942667  0.096431   -0.056856  0.153288  \n",
      "2019-07-25  10.008000  708999.315000  0.120093   -0.021467  0.141559  \n",
      "2019-07-24  10.038800  717532.503000  0.136464    0.010120  0.126345  \n",
      "2019-07-23  10.050000  717270.780333  0.115827    0.031261  0.084566  \n",
      "2019-07-22  10.063600  719236.006333  0.085575    0.042124  0.043451  \n",
      "2019-07-19  10.083200  719192.610500  0.090413    0.051782  0.038632  \n",
      "2019-07-18  10.096400  716732.302667  0.091578    0.059741  0.031837  \n",
      "2019-07-17  10.114800  719515.288667  0.109795    0.069752  0.040043  \n",
      "2019-07-16  10.138000  718442.589667  0.115637    0.078929  0.036708  \n",
      "2019-07-15  10.154800  715426.149000  0.122087    0.087561  0.034526  \n",
      "2019-07-12  10.184000  709023.033333  0.103413    0.090731  0.012682  \n",
      "2019-07-11  10.216400  701718.585333  0.087604    0.090105 -0.002502  \n",
      "2019-07-10  10.251600  698439.383167  0.067040    0.085492 -0.018453  \n",
      "2019-07-09  10.295600  699106.744667  0.064523    0.081298 -0.016775  \n",
      "2019-07-08  10.338800  704245.158667  0.075378    0.080114 -0.004737  \n",
      "2019-07-05  10.414400  701550.187667  0.126897    0.089471  0.037427  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('300017','2019-11-15','8.75','8.93','8.61','8.73','392851','8.672','8.884','9.338','8.845','404883','322709','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 002306\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low    volume  price_change  p_change    ma5  \\\n",
      "date                                                                           \n",
      "2019-11-29  2.39  2.44   2.44  2.39  12608.00          0.03      1.25  2.470   \n",
      "2019-11-28  2.42  2.45   2.41  2.40  17725.00         -0.03     -1.23  2.472   \n",
      "2019-11-27  2.49  2.49   2.44  2.41  26993.53         -0.05     -2.01  2.470   \n",
      "2019-11-26  2.61  2.69   2.49  2.48  72470.00         -0.08     -3.11  2.472   \n",
      "2019-11-25  2.45  2.57   2.57  2.45  37158.01          0.12      4.90  2.440   \n",
      "2019-11-22  2.40  2.45   2.45  2.38  23446.00          0.05      2.08  2.370   \n",
      "2019-11-21  2.48  2.48   2.40  2.38  32995.23         -0.05     -2.04  2.322   \n",
      "2019-11-20  2.35  2.45   2.45  2.32  55059.64          0.12      5.15  2.286   \n",
      "2019-11-19  2.28  2.33   2.33  2.22  30328.40          0.11      4.96  2.236   \n",
      "2019-11-18  2.22  2.24   2.22  2.19  14285.01          0.01      0.45  2.220   \n",
      "2019-11-15  2.23  2.23   2.21  2.19  12353.00         -0.01     -0.45  2.246   \n",
      "2019-11-14  2.21  2.25   2.22  2.17  17474.00          0.02      0.91  2.282   \n",
      "2019-11-13  2.25  2.26   2.20  2.14  40910.02         -0.05     -2.22  2.316   \n",
      "2019-11-12  2.37  2.41   2.25  2.24  32875.03         -0.10     -4.25  2.352   \n",
      "2019-11-11  2.38  2.40   2.35  2.35  16827.00         -0.04     -1.67  2.404   \n",
      "2019-11-08  2.38  2.44   2.39  2.38  19523.01          0.00      0.00  2.436   \n",
      "2019-11-07  2.41  2.42   2.39  2.36  19032.00          0.01      0.42  2.480   \n",
      "2019-11-06  2.52  2.52   2.38  2.38  51390.00         -0.13     -5.18  2.526   \n",
      "2019-11-05  2.48  2.58   2.51  2.48  24335.01          0.00      0.00  2.574   \n",
      "2019-11-04  2.61  2.64   2.51  2.48  48676.06         -0.10     -3.83  2.612   \n",
      "2019-11-01  2.64  2.64   2.61  2.56  15647.00         -0.01     -0.38  2.658   \n",
      "2019-10-31  2.60  2.68   2.62  2.60  12914.00          0.00      0.00  2.678   \n",
      "2019-10-30  2.71  2.71   2.62  2.62  18977.14         -0.08     -2.96  2.692   \n",
      "2019-10-29  2.74  2.74   2.70  2.67  18715.04         -0.04     -1.46  2.708   \n",
      "2019-10-28  2.70  2.74   2.74  2.67  17254.02          0.03      1.11  2.710   \n",
      "2019-10-25  2.71  2.71   2.71  2.66   8520.00          0.02      0.74  2.706   \n",
      "2019-10-24  2.70  2.71   2.69  2.68   7001.00         -0.01     -0.37  2.700   \n",
      "2019-10-23  2.71  2.72   2.70  2.69   9473.00         -0.01     -0.37  2.696   \n",
      "2019-10-22  2.73  2.73   2.71  2.69  12713.00         -0.01     -0.37  2.696   \n",
      "2019-10-21  2.68  2.80   2.72  2.68  24015.04          0.04      1.49  2.698   \n",
      "...          ...   ...    ...   ...       ...           ...       ...    ...   \n",
      "2019-08-15  2.76  2.76   2.74  2.71   9692.00         -0.04     -1.44  2.752   \n",
      "2019-08-14  2.77  2.80   2.78  2.73  17386.08          0.02      0.72  2.754   \n",
      "2019-08-13  2.74  2.82   2.76  2.73  15836.02          0.02      0.73  2.746   \n",
      "2019-08-12  2.70  2.76   2.74  2.70   7502.00          0.00      0.00  2.748   \n",
      "2019-08-09  2.77  2.78   2.74  2.73  12166.00         -0.01     -0.36  2.774   \n",
      "2019-08-08  2.76  2.77   2.75  2.72  11867.00          0.01      0.36  2.804   \n",
      "2019-08-07  2.80  2.81   2.74  2.72  15389.00         -0.03     -1.08  2.832   \n",
      "2019-08-06  2.81  2.84   2.77  2.73  27821.00         -0.10     -3.48  2.880   \n",
      "2019-08-05  2.89  2.92   2.87  2.85  19595.00         -0.02     -0.69  2.894   \n",
      "2019-08-02  2.80  2.96   2.89  2.77  44968.69          0.00      0.00  2.894   \n",
      "2019-08-01  3.00  3.05   2.89  2.89  59194.79         -0.09     -3.02  2.888   \n",
      "2019-07-30  2.84  2.98   2.98  2.80  54635.09          0.14      4.93  2.886   \n",
      "2019-07-29  2.88  2.88   2.84  2.83  13200.01         -0.03     -1.04  2.866   \n",
      "2019-07-26  2.86  2.88   2.87  2.86   7963.04          0.01      0.35  2.870   \n",
      "2019-07-25  2.88  2.89   2.86  2.84  15346.00         -0.02     -0.69  2.898   \n",
      "2019-07-24  2.91  2.91   2.88  2.86  15681.10          0.00      0.00  2.928   \n",
      "2019-07-23  2.85  2.91   2.88  2.83  18303.10          0.02      0.70  2.960   \n",
      "2019-07-22  3.01  3.03   2.86  2.86  44009.00         -0.15     -4.98  2.994   \n",
      "2019-07-19  3.00  3.04   3.01  3.00   9430.40          0.00      0.00  3.024   \n",
      "2019-07-18  3.02  3.04   3.01  2.99  13690.00         -0.03     -0.99  3.034   \n",
      "2019-07-17  3.05  3.07   3.04  3.04   8517.00         -0.01     -0.33  3.032   \n",
      "2019-07-16  3.05  3.11   3.05  3.04  16993.02          0.04      1.33  3.026   \n",
      "2019-07-15  3.02  3.04   3.01  2.98  18487.00         -0.05     -1.63  3.022   \n",
      "2019-07-12  2.99  3.12   3.06  2.99  16697.00          0.06      2.00  3.034   \n",
      "2019-07-11  3.01  3.05   3.00  2.98  11627.00         -0.01     -0.33  3.058   \n",
      "2019-07-10  3.04  3.07   3.01  3.01  11525.00         -0.02     -0.66  3.082   \n",
      "2019-07-09  3.01  3.06   3.03  3.01  15423.00         -0.04     -1.30  3.106   \n",
      "2019-07-08  3.17  3.17   3.07  3.07  22035.01         -0.11     -3.46  3.142   \n",
      "2019-07-05  3.12  3.19   3.18  3.12  22118.00          0.06      1.92  3.164   \n",
      "2019-07-04  3.13  3.15   3.12  3.10  14023.20         -0.01     -0.32  3.166   \n",
      "\n",
      "             ma10   ma20     v_ma5    v_ma10    v_ma20      ma25  \\\n",
      "date                                                               \n",
      "2019-11-29  2.420  2.381  33390.91  32306.88  30323.20  2.440000   \n",
      "2019-11-28  2.397  2.389  35558.51  32281.38  30475.15  2.425000   \n",
      "2019-11-27  2.378  2.400  38612.55  32256.28  30234.60  2.430000   \n",
      "2019-11-26  2.354  2.409  44225.78  33647.93  29833.78  2.445000   \n",
      "2019-11-25  2.330  2.419  35797.46  29688.43  27146.03  2.470000   \n",
      "2019-11-22  2.308  2.428  31222.86  27655.33  26150.83  2.466667   \n",
      "2019-11-21  2.302  2.441  29004.26  27263.03  25404.53  2.457143   \n",
      "2019-11-20  2.301  2.455  25900.01  25866.71  24104.82  2.456250   \n",
      "2019-11-19  2.294  2.468  23070.09  25499.75  21825.49  2.442222   \n",
      "2019-11-18  2.312  2.487  23579.41  24900.41  20944.72  2.420000   \n",
      "2019-11-15  2.341  2.512  24087.81  28339.51  21431.22  2.400909   \n",
      "2019-11-14  2.381  2.535  25521.81  28668.91  21576.22  2.385833   \n",
      "2019-11-13  2.421  2.558  25833.41  28212.91  21209.52  2.371538   \n",
      "2019-11-12  2.463  2.583  27929.41  26019.63  19575.87  2.362857   \n",
      "2019-11-11  2.508  2.606  26221.40  24603.63  19448.07  2.362000   \n",
      "2019-11-08  2.547  2.624  32591.22  24646.33  19825.87  2.363750   \n",
      "2019-11-07  2.579  2.640  31816.01  23546.03  19482.02  2.365294   \n",
      "2019-11-06  2.609  2.655  30592.41  22342.93  19325.62  2.366111   \n",
      "2019-11-05  2.641  2.672  24109.84  18151.23  17466.07  2.373684   \n",
      "2019-11-04  2.661  2.683  22985.85  16989.03  17653.22  2.380500   \n",
      "2019-11-01  2.682  2.699  16701.44  14522.92  15808.17  2.391429   \n",
      "2019-10-31  2.689  2.711  15276.04  14483.52  16076.54  2.401818   \n",
      "2019-10-30  2.694  2.720  14093.44  14206.12  16266.14  2.411304   \n",
      "2019-10-29  2.702  2.731  12192.61  13132.11  16860.78  2.423333   \n",
      "2019-10-28  2.704  2.737  10992.20  14292.51  16825.68  2.436000   \n",
      "2019-10-25  2.701  2.742  12344.41  15005.40  17161.15  2.446800   \n",
      "2019-10-24  2.700  2.750  13691.01  15418.01  17734.35  2.458000   \n",
      "2019-10-23  2.701  2.759  14318.81  16308.31  18134.75  2.468400   \n",
      "2019-10-22  2.703  2.767  14071.61  16780.91  18361.10  2.477200   \n",
      "2019-10-21  2.704  2.774  17592.81  18317.41  19730.20  2.483200   \n",
      "...           ...    ...       ...       ...       ...       ...   \n",
      "2019-08-15  2.778  2.843  12516.42  18222.28  21683.77  2.746000   \n",
      "2019-08-14  2.793  2.858  12951.42  23172.56  21625.02  2.742400   \n",
      "2019-08-13  2.813  2.872  12552.00  26897.46  21605.36  2.738400   \n",
      "2019-08-12  2.821  2.884  14949.00  26633.86  21737.91  2.733600   \n",
      "2019-08-09  2.834  2.900  17367.60  26679.96  22197.66  2.724400   \n",
      "2019-08-08  2.846  2.913  23928.14  26997.96  22170.71  2.719600   \n",
      "2019-08-07  2.859  2.926  33393.70  27379.37  22153.61  2.719600   \n",
      "2019-08-06  2.873  2.941  41242.91  27670.78  22155.31  2.720000   \n",
      "2019-08-05  2.882  2.956  38318.72  29289.58  21866.01  2.725200   \n",
      "2019-08-02  2.896  2.971  35992.32  28273.12  21992.16  2.732000   \n",
      "2019-08-01  2.908  2.983  30067.79  25145.25  20444.89  2.738800   \n",
      "2019-07-30  2.923  2.995  21365.05  20077.47  18199.40  2.750000   \n",
      "2019-07-29  2.930  3.006  14098.65  16313.27  17026.50  2.755200   \n",
      "2019-07-26  2.947  3.023  20260.45  16841.97  18054.49  2.762400   \n",
      "2019-07-25  2.966  3.039  20553.92  17715.36  20725.38  2.769600   \n",
      "2019-07-24  2.980  3.048  20222.72  17343.46  20827.78  2.775200   \n",
      "2019-07-23  2.993  3.058  18789.90  16927.85  20717.03  2.780800   \n",
      "2019-07-22  3.008  3.067  18527.88  16639.84  20931.32  2.788000   \n",
      "2019-07-19  3.029  3.081  13423.48  14442.44  19981.48  2.806400   \n",
      "2019-07-18  3.046  3.090  14876.80  15711.20  22145.83  2.819600   \n",
      "2019-07-17  3.057  3.092  14464.20  15744.52  22719.52  2.834800   \n",
      "2019-07-16  3.066  3.090  15065.80  16321.32  23002.92  2.847200   \n",
      "2019-07-15  3.082  3.088  14751.80  17739.73  22693.57  2.857200   \n",
      "2019-07-12  3.099  3.085  15461.40  19267.02  22367.12  2.869600   \n",
      "2019-07-11  3.112  3.082  16545.60  23735.40  22599.32  2.880800   \n",
      "2019-07-10  3.116  3.084  17024.84  24312.10  23167.87  2.891600   \n",
      "2019-07-09  3.123  3.087  17576.84  24506.20  23527.47  2.901600   \n",
      "2019-07-08  3.125  3.089  20727.66  25222.80  23624.72  2.914000   \n",
      "2019-07-05  3.132  3.086  23072.63  25520.51  23485.91  2.931600   \n",
      "2019-07-04  3.134  3.080  30925.19  28580.46  23059.40  2.946800   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  12608.000000       NaN         NaN       NaN  \n",
      "2019-11-28  15166.500000       NaN         NaN       NaN  \n",
      "2019-11-27  19108.843333       NaN         NaN       NaN  \n",
      "2019-11-26  32449.132500       NaN         NaN       NaN  \n",
      "2019-11-25  33390.908000       NaN         NaN       NaN  \n",
      "2019-11-22  31733.423333       NaN         NaN       NaN  \n",
      "2019-11-21  31913.681429       NaN         NaN       NaN  \n",
      "2019-11-20  34806.926250       NaN         NaN       NaN  \n",
      "2019-11-19  34309.312222       NaN         NaN       NaN  \n",
      "2019-11-18  32306.882000       NaN         NaN       NaN  \n",
      "2019-11-15  30492.892727       NaN         NaN       NaN  \n",
      "2019-11-14  29407.985000       NaN         NaN       NaN  \n",
      "2019-11-13  30292.756923       NaN         NaN       NaN  \n",
      "2019-11-12  30477.205000       NaN         NaN       NaN  \n",
      "2019-11-11  29567.191333       NaN         NaN       NaN  \n",
      "2019-11-08  28939.430000       NaN         NaN       NaN  \n",
      "2019-11-07  28356.640000       NaN         NaN       NaN  \n",
      "2019-11-06  29636.271111       NaN         NaN       NaN  \n",
      "2019-11-05  29357.257368       NaN         NaN       NaN  \n",
      "2019-11-04  30323.197500       NaN         NaN       NaN  \n",
      "2019-11-01  29624.330952       NaN         NaN       NaN  \n",
      "2019-10-31  28864.770455       NaN         NaN       NaN  \n",
      "2019-10-30  28434.873478       NaN         NaN       NaN  \n",
      "2019-10-29  28029.880417       NaN         NaN       NaN  \n",
      "2019-10-28  27598.846000       NaN         NaN       NaN  \n",
      "2019-10-25  26865.044231       NaN         NaN       NaN  \n",
      "2019-10-24  26129.338889       NaN         NaN       NaN  \n",
      "2019-10-23  25534.469643       NaN         NaN       NaN  \n",
      "2019-10-22  25092.350000       NaN         NaN       NaN  \n",
      "2019-10-21  25056.439667       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  23564.093333 -0.002192   -0.004593  0.002401  \n",
      "2019-08-14  23562.628000  0.002758   -0.003123  0.005881  \n",
      "2019-08-13  23144.728000  0.005009   -0.001497  0.006506  \n",
      "2019-08-12  22721.844167  0.005121   -0.000173  0.005294  \n",
      "2019-08-09  22644.160833  0.005150    0.000891  0.004258  \n",
      "2019-08-08  22516.560667  0.005912    0.001895  0.004016  \n",
      "2019-08-07  22455.844000  0.005643    0.002645  0.002998  \n",
      "2019-08-06  22063.027333  0.007762    0.003668  0.004093  \n",
      "2019-08-05  21984.027167  0.017311    0.006397  0.010914  \n",
      "2019-08-02  21922.237667  0.026190    0.010355  0.015834  \n",
      "2019-08-01  22648.034167  0.032848    0.014854  0.017994  \n",
      "2019-07-30  23343.385667  0.044870    0.020857  0.024013  \n",
      "2019-07-29  23247.100167  0.042609    0.025208  0.017402  \n",
      "2019-07-26  23067.900167  0.042746    0.028715  0.014030  \n",
      "2019-07-25  23036.099833  0.041568    0.031286  0.010282  \n",
      "2019-07-24  23155.451500  0.041766    0.033382  0.008385  \n",
      "2019-07-23  23343.819833  0.041446    0.034995  0.006452  \n",
      "2019-07-22  23919.419833  0.039128    0.035821  0.003306  \n",
      "2019-07-19  23864.709833  0.048831    0.038423  0.010408  \n",
      "2019-07-18  23692.625833  0.055877    0.041914  0.013963  \n",
      "2019-07-17  23580.359167  0.063153    0.046162  0.016992  \n",
      "2019-07-16  23694.576167  0.068932    0.050716  0.018217  \n",
      "2019-07-15  23865.409500  0.069484    0.054469  0.015014  \n",
      "2019-07-12  23638.376167  0.073112    0.058198  0.014914  \n",
      "2019-07-11  23425.776167  0.070336    0.060626  0.009710  \n",
      "2019-07-10  23407.092000  0.068157    0.062132  0.006025  \n",
      "2019-07-09  23399.075000  0.067268    0.063159  0.004109  \n",
      "2019-07-08  23529.675167  0.068996    0.064327  0.004670  \n",
      "2019-07-05  23430.341833  0.078339    0.067129  0.011210  \n",
      "2019-07-04  23467.811833  0.079980    0.069699  0.010280  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('002306','2019-11-15','2.23','2.23','2.19','2.21','12353','2.246','2.341','2.512','2.401','24087','30492','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 600754\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low    volume  price_change  p_change  \\\n",
      "date                                                                       \n",
      "2019-11-29  23.65  24.11  24.08  23.62  31569.30          0.28      1.18   \n",
      "2019-11-28  24.09  24.12  23.80  23.70  20798.08         -0.29     -1.20   \n",
      "2019-11-27  23.86  24.44  24.09  23.67  36839.49          0.43      1.82   \n",
      "2019-11-26  23.88  24.30  23.66  23.66  54142.93         -0.10     -0.42   \n",
      "2019-11-25  23.36  23.83  23.76  23.13  19986.69          0.21      0.89   \n",
      "2019-11-22  23.48  24.16  23.55  23.25  30435.24          0.04      0.17   \n",
      "2019-11-21  23.85  23.92  23.51  23.41  14357.88         -0.21     -0.89   \n",
      "2019-11-20  23.59  24.00  23.72  23.48  36351.24          0.17      0.72   \n",
      "2019-11-19  23.60  23.66  23.55  23.30  40369.56          0.09      0.38   \n",
      "2019-11-18  22.30  23.68  23.46  22.24  36905.14          0.98      4.36   \n",
      "2019-11-15  22.70  22.90  22.48  22.48  18375.13         -0.22     -0.97   \n",
      "2019-11-14  23.00  23.19  22.70  22.56  19619.46         -0.33     -1.43   \n",
      "2019-11-13  23.39  23.39  23.03  22.81  22457.54         -0.19     -0.82   \n",
      "2019-11-12  23.21  23.46  23.22  23.09  18229.98         -0.14     -0.60   \n",
      "2019-11-11  23.63  23.68  23.36  23.28  27063.25         -0.20     -0.85   \n",
      "2019-11-08  23.96  24.07  23.56  23.40  36294.19         -0.19     -0.80   \n",
      "2019-11-07  23.30  23.97  23.75  23.26  36320.66          0.29      1.24   \n",
      "2019-11-06  23.48  23.86  23.46  23.40  44082.50         -0.04     -0.17   \n",
      "2019-11-05  23.07  23.74  23.50  23.07  55396.59          0.50      2.17   \n",
      "2019-11-04  22.44  23.32  23.00  22.41  51171.47          0.56      2.50   \n",
      "2019-11-01  22.32  22.46  22.44  21.93  34172.24          0.09      0.40   \n",
      "2019-10-31  21.60  22.55  22.35  21.60  62900.28          0.95      4.44   \n",
      "2019-10-30  21.94  22.23  21.40  21.20  46625.74         -0.40     -1.83   \n",
      "2019-10-29  22.25  22.25  21.80  21.80  25414.57         -0.35     -1.58   \n",
      "2019-10-28  22.09  22.41  22.15  22.04  22878.56          0.09      0.41   \n",
      "2019-10-25  21.99  22.16  22.06  21.76  16974.76          0.07      0.32   \n",
      "2019-10-24  22.58  22.58  21.99  21.93  35045.00         -0.52     -2.31   \n",
      "2019-10-23  22.76  22.76  22.51  22.48  10867.00         -0.19     -0.84   \n",
      "2019-10-22  22.61  22.75  22.70  22.43  14088.61          0.14      0.62   \n",
      "2019-10-21  22.69  22.84  22.56  22.53  16430.45         -0.31     -1.35   \n",
      "...           ...    ...    ...    ...       ...           ...       ...   \n",
      "2019-08-15  23.47  23.69  23.53  23.18  12636.98         -0.21     -0.89   \n",
      "2019-08-14  23.80  24.15  23.74  23.61  14167.12          0.16      0.68   \n",
      "2019-08-13  23.55  23.79  23.58  23.46   8428.90          0.03      0.13   \n",
      "2019-08-12  23.24  23.60  23.55  23.13   8497.06          0.23      0.99   \n",
      "2019-08-09  23.58  23.85  23.32  23.28  14134.98         -0.09     -0.38   \n",
      "2019-08-08  22.95  23.55  23.41  22.88  15118.40          0.43      1.87   \n",
      "2019-08-07  23.21  23.39  22.98  22.93   9837.00         -0.19     -0.82   \n",
      "2019-08-06  23.35  23.83  23.17  22.76  24506.96         -0.45     -1.91   \n",
      "2019-08-05  23.89  24.09  23.62  23.59  16187.17         -0.27     -1.13   \n",
      "2019-08-02  23.77  24.06  23.89  23.61  18451.60         -0.49     -2.01   \n",
      "2019-08-01  24.18  24.53  24.38  24.11  18642.08          0.25      1.04   \n",
      "2019-07-31  24.50  24.61  24.13  23.97  22528.09         -0.28     -1.15   \n",
      "2019-07-30  24.53  24.78  24.41  24.00  17963.60          0.10      0.41   \n",
      "2019-07-29  24.51  24.62  24.31  24.25  12381.78         -0.09     -0.37   \n",
      "2019-07-26  24.48  24.51  24.40  24.26  10160.05         -0.10     -0.41   \n",
      "2019-07-25  24.13  24.57  24.50  24.05  18378.51          0.28      1.16   \n",
      "2019-07-24  23.88  24.31  24.22  23.83  17837.30          0.35      1.47   \n",
      "2019-07-23  23.93  24.15  23.87  23.69  14481.63         -0.05     -0.21   \n",
      "2019-07-22  24.02  24.44  23.92  23.75  19056.53         -0.38     -1.56   \n",
      "2019-07-19  23.79  24.45  24.30  23.70  24096.10          0.75      3.19   \n",
      "2019-07-18  24.08  24.26  23.55  23.51  24252.14         -0.77     -3.17   \n",
      "2019-07-17  24.72  24.78  24.32  24.25  14179.98         -0.22     -0.90   \n",
      "2019-07-16  24.59  24.79  24.54  24.43   8885.60         -0.22     -0.89   \n",
      "2019-07-15  24.41  24.86  24.76  23.71  26714.40          0.35      1.43   \n",
      "2019-07-12  24.61  24.95  24.41  24.23  31300.83         -0.39     -1.57   \n",
      "2019-07-11  25.10  25.13  24.80  24.54  15544.87         -0.12     -0.48   \n",
      "2019-07-10  25.28  25.32  24.92  24.78  15968.66         -0.16     -0.64   \n",
      "2019-07-09  25.47  25.47  25.08  24.88  22023.16         -0.17     -0.67   \n",
      "2019-07-08  25.90  26.20  25.25  24.80  39396.34         -0.85     -3.26   \n",
      "2019-07-05  26.14  26.44  26.10  25.70  34343.90          0.11      0.42   \n",
      "\n",
      "               ma5    ma10    ma20     v_ma5    v_ma10    v_ma20       ma25  \\\n",
      "date                                                                          \n",
      "2019-11-29  23.878  23.718  23.462  32667.30  32175.56  32538.32  24.080000   \n",
      "2019-11-28  23.772  23.558  23.380  32440.49  30856.14  32668.46  23.940000   \n",
      "2019-11-27  23.714  23.448  23.308  31152.45  30738.28  34773.57  23.990000   \n",
      "2019-11-26  23.640  23.342  23.173  31054.80  29300.08  35262.89  23.907500   \n",
      "2019-11-25  23.618  23.298  23.080  28300.12  25708.79  33826.47  23.878000   \n",
      "2019-11-22  23.558  23.258  23.000  31683.81  26416.44  33971.06  23.823333   \n",
      "2019-11-21  23.344  23.259  22.925  29271.79  27002.34  33298.04  23.778571   \n",
      "2019-11-20  23.182  23.283  22.849  30324.11  29198.62  34332.39  23.771250   \n",
      "2019-11-19  23.044  23.257  22.789  27545.37  29971.74  33058.18  23.746667   \n",
      "2019-11-18  22.978  23.252  22.746  23117.45  31474.44  31744.13  23.718000   \n",
      "2019-11-15  22.958  23.206  22.701  21149.07  32901.08  30720.40  23.605455   \n",
      "2019-11-14  23.174  23.202  22.721  24732.88  34480.79  30909.10  23.530000   \n",
      "2019-11-13  23.384  23.167  22.749  28073.12  38808.87  30637.97  23.491538   \n",
      "2019-11-12  23.470  23.004  22.763  32398.12  41225.69  30491.43  23.472143   \n",
      "2019-11-11  23.526  22.862  22.771  39831.44  41944.15  30531.91  23.464667   \n",
      "2019-11-08  23.454  22.741  22.777  44653.08  41525.68  32074.34  23.470625   \n",
      "2019-11-07  23.230  22.591  22.744  44228.69  39593.74  31145.86  23.487059   \n",
      "2019-11-06  22.950  22.415  22.702  49544.62  39466.17  30393.92  23.485556   \n",
      "2019-11-05  22.538  22.320  22.660  50053.26  36144.62  29448.61  23.486316   \n",
      "2019-11-04  22.198  22.240  22.637  44056.86  32013.82  27660.78  23.462000   \n",
      "2019-11-01  22.028  22.196  22.644  38398.28  28539.72  25946.47  23.413333   \n",
      "2019-10-31  21.952  22.239  22.684  34958.78  27337.41  25365.65  23.365000   \n",
      "2019-10-30  21.880  22.330  22.727  29387.73  22467.08  23299.22  23.279565   \n",
      "2019-10-29  22.102  22.522  22.821  22235.98  19757.16  22170.21  23.217917   \n",
      "2019-10-28  22.282  22.680  22.907  19970.79  19119.68  22393.10  23.175200   \n",
      "2019-10-25  22.364  22.813  22.989  18681.16  22622.99  22853.67  23.094400   \n",
      "2019-10-24  22.526  22.897  23.095  19716.04  22697.98  24227.31  23.022000   \n",
      "2019-10-23  22.780  22.989  23.204  15546.42  21321.67  23974.39  22.958800   \n",
      "2019-10-22  22.942  22.999  23.269  17278.34  22752.59  24444.78  22.920400   \n",
      "2019-10-21  23.078  23.033  23.326  18268.57  23307.75  25254.21  22.872400   \n",
      "...            ...     ...     ...       ...       ...       ...        ...   \n",
      "2019-08-15  23.544  23.479  23.862  11573.01  14196.62  15874.59  23.914800   \n",
      "2019-08-14  23.520  23.564  23.863  12069.29  14797.13  16455.35  23.897200   \n",
      "2019-08-13  23.368  23.603  23.892  11203.27  15633.22  16455.99  23.888400   \n",
      "2019-08-12  23.286  23.686  23.940  14418.88  16586.69  16478.83  23.876800   \n",
      "2019-08-09  23.300  23.762  24.000  15956.90  16975.17  17389.70  23.837600   \n",
      "2019-08-08  23.414  23.870  24.055  16820.23  16577.67  18247.99  23.792000   \n",
      "2019-08-07  23.608  23.979  24.124  17524.96  16903.68  18269.31  23.729200   \n",
      "2019-08-06  23.838  24.103  24.221  20063.18  17703.71  18575.89  23.666000   \n",
      "2019-08-05  24.086  24.173  24.317  18754.51  16701.18  18451.70  23.610800   \n",
      "2019-08-02  24.224  24.203  24.398  17993.43  16988.12  19612.16  23.599600   \n",
      "2019-08-01  24.326  24.244  24.509  16335.12  17552.57  20406.78  23.608800   \n",
      "2019-07-31  24.350  24.161  24.589  16282.41  18113.57  20591.69  23.614800   \n",
      "2019-07-30  24.368  24.180  24.693  15344.25  17278.76  20759.87  23.637600   \n",
      "2019-07-29  24.260  24.193  24.792  14647.85  16370.96  21670.04  23.654400   \n",
      "2019-07-26  24.182  24.238  24.890  15982.80  17804.22  24117.91  23.669200   \n",
      "2019-07-25  24.162  24.239  24.902  18770.01  19918.30  25432.23  23.689600   \n",
      "2019-07-24  23.972  24.269  24.929  19944.74  19634.94  28034.42  23.716400   \n",
      "2019-07-23  23.992  24.339  24.908  19213.28  19448.07  30492.65  23.753200   \n",
      "2019-07-22  24.126  24.460  24.965  18094.07  20202.23  31118.12  23.803200   \n",
      "2019-07-19  24.294  24.593  25.024  19625.64  22236.21  31083.43  23.847200   \n",
      "2019-07-18  24.316  24.773  25.049  21066.59  23260.99  31653.09  23.848400   \n",
      "2019-07-17  24.566  25.017  25.114  19325.14  23069.80  32898.47  23.877600   \n",
      "2019-07-16  24.686  25.206  25.117  19682.87  24240.97  34676.25  23.905200   \n",
      "2019-07-15  24.794  25.390  25.057  22310.38  26969.12  35141.25  23.924000   \n",
      "2019-07-12  24.892  25.541  24.995  24846.77  30431.60  35501.36  23.952400   \n",
      "2019-07-11  25.230  25.564  24.960  25455.39  30946.15  34959.36  24.003200   \n",
      "2019-07-10  25.468  25.589  24.920  26814.46  36433.89  35014.00  24.050400   \n",
      "2019-07-09  25.726  25.476  24.879  28799.07  41537.23  35891.06  24.110400   \n",
      "2019-07-08  25.986  25.469  24.806  31627.86  42034.00  36833.93  24.178400   \n",
      "2019-07-05  26.190  25.454  24.725  36016.42  39930.66  35952.37  24.289600   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  31569.300000       NaN         NaN       NaN  \n",
      "2019-11-28  26183.690000       NaN         NaN       NaN  \n",
      "2019-11-27  29735.623333       NaN         NaN       NaN  \n",
      "2019-11-26  35837.450000       NaN         NaN       NaN  \n",
      "2019-11-25  32667.298000       NaN         NaN       NaN  \n",
      "2019-11-22  32295.288333       NaN         NaN       NaN  \n",
      "2019-11-21  29732.801429       NaN         NaN       NaN  \n",
      "2019-11-20  30560.106250       NaN         NaN       NaN  \n",
      "2019-11-19  31650.045556       NaN         NaN       NaN  \n",
      "2019-11-18  32175.555000       NaN         NaN       NaN  \n",
      "2019-11-15  30920.970909       NaN         NaN       NaN  \n",
      "2019-11-14  29979.178333       NaN         NaN       NaN  \n",
      "2019-11-13  29400.590769       NaN         NaN       NaN  \n",
      "2019-11-12  28602.690000       NaN         NaN       NaN  \n",
      "2019-11-11  28500.060667       NaN         NaN       NaN  \n",
      "2019-11-08  28987.193750       NaN         NaN       NaN  \n",
      "2019-11-07  29418.574118       NaN         NaN       NaN  \n",
      "2019-11-06  30233.236667       NaN         NaN       NaN  \n",
      "2019-11-05  31557.623684       NaN         NaN       NaN  \n",
      "2019-11-04  32538.316000       NaN         NaN       NaN  \n",
      "2019-11-01  32616.121905       NaN         NaN       NaN  \n",
      "2019-10-31  33992.674545       NaN         NaN       NaN  \n",
      "2019-10-30  34541.938261       NaN         NaN       NaN  \n",
      "2019-10-29  34161.631250       NaN         NaN       NaN  \n",
      "2019-10-28  33710.308400       NaN         NaN       NaN  \n",
      "2019-10-25  33066.633462       NaN         NaN       NaN  \n",
      "2019-10-24  33139.906296       NaN         NaN       NaN  \n",
      "2019-10-23  32344.445357       NaN         NaN       NaN  \n",
      "2019-10-22  31714.933793       NaN         NaN       NaN  \n",
      "2019-10-21  31205.451000       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  30454.974500 -0.007810    0.010366 -0.018176  \n",
      "2019-08-14  30364.102167 -0.002993    0.007694 -0.010687  \n",
      "2019-08-13  30130.291500 -0.011949    0.003765 -0.015714  \n",
      "2019-08-12  29968.076167 -0.021223   -0.001232 -0.019990  \n",
      "2019-08-09  29752.605000 -0.046594   -0.010305 -0.036289  \n",
      "2019-08-08  29399.675167 -0.058761   -0.019996 -0.038765  \n",
      "2019-08-07  28958.280833 -0.101926   -0.036382 -0.065544  \n",
      "2019-08-06  28632.021833 -0.119427   -0.052991 -0.066436  \n",
      "2019-08-05  27978.531500 -0.095880   -0.061569 -0.034311  \n",
      "2019-08-02  27433.200333 -0.054800   -0.060215  0.005415  \n",
      "2019-08-01  27174.364333  0.017098   -0.044752  0.061850  \n",
      "2019-07-31  26501.494500  0.053290   -0.025144  0.078434  \n",
      "2019-07-30  26023.792167  0.103375    0.000560  0.102815  \n",
      "2019-07-29  25806.579000  0.133460    0.027140  0.106320  \n",
      "2019-07-26  25594.603833  0.162689    0.054250  0.108439  \n",
      "2019-07-25  25617.999667  0.191713    0.081742  0.109970  \n",
      "2019-07-24  25331.204667  0.189931    0.103380  0.086551  \n",
      "2019-07-23  25391.448500  0.158451    0.114394  0.044056  \n",
      "2019-07-22  25474.247167  0.135969    0.118709  0.017260  \n",
      "2019-07-19  25602.008000  0.147120    0.124391  0.022728  \n",
      "2019-07-18  25637.058333  0.094350    0.118383 -0.024033  \n",
      "2019-07-17  25636.775667  0.113355    0.117377 -0.004022  \n",
      "2019-07-16  25459.425667  0.144504    0.122803  0.021701  \n",
      "2019-07-15  25587.336667  0.184811    0.135204  0.049607  \n",
      "2019-07-12  25143.822500  0.186364    0.145436  0.040928  \n",
      "2019-07-11  25107.493333  0.216569    0.159663  0.056906  \n",
      "2019-07-10  25018.938667  0.247338    0.177198  0.070140  \n",
      "2019-07-09  24966.387333  0.281389    0.198036  0.083353  \n",
      "2019-07-08  25295.657667  0.318422    0.222113  0.096309  \n",
      "2019-07-05  25586.635667  0.411615    0.260014  0.151601  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('600754','2019-11-15','22.70','22.90','22.48','22.48','18375','22.958','23.206','22.701','23.605','21149','30920','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 000428\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low    volume  price_change  p_change    ma5  \\\n",
      "date                                                                           \n",
      "2019-11-29  2.46  2.47   2.47  2.45  11267.31          0.00      0.00  2.480   \n",
      "2019-11-28  2.45  2.48   2.47  2.44  15179.80          0.02      0.82  2.478   \n",
      "2019-11-27  2.50  2.50   2.45  2.45  15212.00         -0.05     -2.00  2.476   \n",
      "2019-11-26  2.51  2.51   2.50  2.48  11502.00         -0.01     -0.40  2.476   \n",
      "2019-11-25  2.47  2.52   2.51  2.45  26348.00          0.05      2.03  2.464   \n",
      "2019-11-22  2.47  2.50   2.46  2.44  20699.85          0.00      0.00  2.446   \n",
      "2019-11-21  2.44  2.47   2.46  2.43  16663.50          0.01      0.41  2.438   \n",
      "2019-11-20  2.44  2.47   2.45  2.43  11736.00          0.01      0.41  2.434   \n",
      "2019-11-19  2.44  2.45   2.44  2.42  22287.32          0.02      0.83  2.434   \n",
      "2019-11-18  2.42  2.44   2.42  2.41  11142.50          0.00      0.00  2.438   \n",
      "2019-11-15  2.45  2.45   2.42  2.42   8419.00         -0.02     -0.82  2.448   \n",
      "2019-11-14  2.45  2.45   2.44  2.42  12460.00         -0.01     -0.41  2.474   \n",
      "2019-11-13  2.48  2.48   2.45  2.42  13355.00         -0.01     -0.41  2.502   \n",
      "2019-11-12  2.48  2.48   2.46  2.44  17608.00         -0.01     -0.41  2.524   \n",
      "2019-11-11  2.56  2.56   2.47  2.46  28388.00         -0.08     -3.14  2.552   \n",
      "2019-11-08  2.60  2.60   2.55  2.55   8753.00         -0.03     -1.16  2.584   \n",
      "2019-11-07  2.58  2.61   2.58  2.55  14985.98          0.02      0.78  2.600   \n",
      "2019-11-06  2.63  2.63   2.56  2.56  19267.01         -0.04     -1.54  2.604   \n",
      "2019-11-05  2.64  2.64   2.60  2.60  10958.00         -0.03     -1.14  2.610   \n",
      "2019-11-04  2.65  2.65   2.63  2.60  14376.01          0.00      0.00  2.614   \n",
      "2019-11-01  2.60  2.63   2.63  2.58  13745.00          0.03      1.15  2.622   \n",
      "2019-10-31  2.61  2.63   2.60  2.58  15257.37          0.01      0.39  2.624   \n",
      "2019-10-30  2.63  2.63   2.59  2.58  14075.00         -0.03     -1.15  2.632   \n",
      "2019-10-29  2.68  2.68   2.62  2.61  17722.13         -0.05     -1.87  2.638   \n",
      "2019-10-28  2.65  2.68   2.67  2.63  22748.64          0.03      1.14  2.644   \n",
      "2019-10-25  2.64  2.66   2.64  2.62  11381.06          0.00      0.00  2.618   \n",
      "2019-10-24  2.62  2.64   2.64  2.61   9436.73          0.02      0.76  2.598   \n",
      "2019-10-23  2.65  2.66   2.62  2.61  11340.00         -0.03     -1.13  2.588   \n",
      "2019-10-22  2.55  2.67   2.65  2.54  45540.62          0.11      4.33  2.590   \n",
      "2019-10-21  2.55  2.55   2.54  2.51  11388.29          0.00      0.00  2.584   \n",
      "...          ...   ...    ...   ...       ...           ...       ...    ...   \n",
      "2019-08-15  2.59  2.59   2.57  2.53  17299.00         -0.04     -1.53  2.596   \n",
      "2019-08-14  2.63  2.65   2.61  2.60  18804.00          0.00      0.00  2.606   \n",
      "2019-08-13  2.61  2.64   2.61  2.60  12233.50          0.00      0.00  2.602   \n",
      "2019-08-12  2.58  2.62   2.61  2.58  11100.00          0.03      1.16  2.598   \n",
      "2019-08-09  2.62  2.63   2.58  2.57   8057.00         -0.04     -1.53  2.618   \n",
      "2019-08-08  2.60  2.62   2.62  2.57  15386.96          0.03      1.16  2.654   \n",
      "2019-08-07  2.60  2.62   2.59  2.59  12017.00          0.00      0.00  2.690   \n",
      "2019-08-06  2.70  2.70   2.59  2.53  31056.00         -0.12     -4.43  2.730   \n",
      "2019-08-05  2.77  2.77   2.71  2.70  12425.01         -0.05     -1.81  2.778   \n",
      "2019-08-02  2.79  2.79   2.76  2.75  12653.23         -0.04     -1.43  2.798   \n",
      "2019-08-01  2.80  2.82   2.80  2.79  10830.20          0.01      0.36  2.810   \n",
      "2019-07-31  2.84  2.84   2.79  2.78  11069.00         -0.04     -1.41  2.820   \n",
      "2019-07-30  2.82  2.85   2.83  2.81   8827.50          0.02      0.71  2.820   \n",
      "2019-07-29  2.83  2.84   2.81  2.81   5315.00         -0.01     -0.35  2.802   \n",
      "2019-07-26  2.85  2.85   2.82  2.81   7357.00         -0.03     -1.05  2.786   \n",
      "2019-07-25  2.79  2.85   2.85  2.77  13378.63          0.06      2.15  2.784   \n",
      "2019-07-24  2.74  2.79   2.79  2.74  10845.00          0.05      1.82  2.778   \n",
      "2019-07-23  2.74  2.76   2.74  2.73   8567.10          0.01      0.37  2.790   \n",
      "2019-07-22  2.81  2.83   2.73  2.71  20766.10         -0.08     -2.85  2.810   \n",
      "2019-07-19  2.83  2.85   2.81  2.81  12975.00         -0.01     -0.35  2.832   \n",
      "2019-07-18  2.85  2.85   2.82  2.82  11045.00         -0.03     -1.05  2.832   \n",
      "2019-07-17  2.85  2.87   2.85  2.83  12724.64          0.01      0.35  2.832   \n",
      "2019-07-16  2.84  2.85   2.84  2.82   7948.00          0.00      0.00  2.826   \n",
      "2019-07-15  2.82  2.84   2.84  2.79  14550.14          0.03      1.07  2.824   \n",
      "2019-07-12  2.84  2.84   2.81  2.81  10951.07         -0.01     -0.35  2.824   \n",
      "2019-07-11  2.82  2.85   2.82  2.82  15016.00          0.00      0.00  2.846   \n",
      "2019-07-10  2.83  2.83   2.82  2.80  11155.00         -0.01     -0.35  2.866   \n",
      "2019-07-09  2.85  2.85   2.83  2.82  12447.00         -0.01     -0.35  2.890   \n",
      "2019-07-08  2.92  2.93   2.84  2.83  28751.00         -0.08     -2.74  2.920   \n",
      "2019-07-05  2.94  2.94   2.92  2.91  14760.91          0.00      0.00  2.952   \n",
      "\n",
      "             ma10   ma20     v_ma5    v_ma10    v_ma20      ma25  \\\n",
      "date                                                               \n",
      "2019-11-29  2.463  2.490  15901.82  16203.83  15530.41  2.470000   \n",
      "2019-11-28  2.458  2.498  17788.33  15919.00  15654.30  2.470000   \n",
      "2019-11-27  2.455  2.504  18085.07  15647.02  15658.18  2.463333   \n",
      "2019-11-26  2.455  2.511  17389.87  15461.32  15601.33  2.472500   \n",
      "2019-11-25  2.451  2.517  19546.93  16071.92  15912.33  2.480000   \n",
      "2019-11-22  2.447  2.525  16505.83  16275.92  15732.37  2.476667   \n",
      "2019-11-21  2.456  2.534  14049.66  15081.23  15266.43  2.474286   \n",
      "2019-11-20  2.468  2.543  13208.96  14913.48  14905.09  2.471250   \n",
      "2019-11-19  2.479  2.552  13532.76  15666.58  14885.29  2.467778   \n",
      "2019-11-18  2.495  2.562  12596.90  14533.65  16047.95  2.463000   \n",
      "2019-11-15  2.516  2.568  16046.00  14857.00  16060.24  2.459091   \n",
      "2019-11-14  2.537  2.574  16112.80  15389.60  16708.72  2.457500   \n",
      "2019-11-13  2.553  2.582  16618.00  15669.34  16882.57  2.456923   \n",
      "2019-11-12  2.567  2.591  17800.40  15741.34  16932.29  2.457143   \n",
      "2019-11-11  2.583  2.599  16470.40  15752.75  16627.66  2.458000   \n",
      "2019-11-08  2.603  2.608  13668.00  15188.81  16252.66  2.463750   \n",
      "2019-11-07  2.612  2.611  14666.40  15451.62  16793.88  2.470588   \n",
      "2019-11-06  2.618  2.613  14720.68  14896.70  16789.18  2.475556   \n",
      "2019-11-05  2.624  2.615  13682.28  14103.99  16593.38  2.482105   \n",
      "2019-11-04  2.629  2.615  15035.10  17562.26  16703.98  2.489500   \n",
      "2019-11-01  2.620  2.615  16709.63  17263.48  16585.50  2.496190   \n",
      "2019-10-31  2.611  2.615  16236.84  18027.84  16598.11  2.500909   \n",
      "2019-10-30  2.610  2.614  15072.71  18095.81  17444.21  2.504783   \n",
      "2019-10-29  2.614  2.616  14525.71  18123.24  17816.26  2.509583   \n",
      "2019-10-28  2.614  2.620  20089.41  17502.58  17899.85  2.516000   \n",
      "2019-10-25  2.612  2.622  17817.34  17316.51  18390.77  2.522800   \n",
      "2019-10-24  2.610  2.628  19818.85  18136.14  18998.32  2.529600   \n",
      "2019-10-23  2.607  2.633  21118.90  18681.66  20624.14  2.536400   \n",
      "2019-10-22  2.605  2.635  21720.77  19082.76  21477.39  2.542400   \n",
      "2019-10-21  2.600  2.637  14915.74  15845.70  21360.17  2.543600   \n",
      "...           ...    ...       ...       ...       ...       ...   \n",
      "2019-08-15  2.625  2.711  13498.70  15103.17  13048.11  2.683200   \n",
      "2019-08-14  2.648  2.724  13116.29  14456.29  12735.41  2.678000   \n",
      "2019-08-13  2.666  2.736  11758.89  13682.79  12431.44  2.675600   \n",
      "2019-08-12  2.688  2.747  15523.39  13342.19  12217.17  2.672800   \n",
      "2019-08-09  2.708  2.759  15788.39  12763.69  12389.68  2.665600   \n",
      "2019-08-08  2.732  2.770  16707.64  12693.69  12534.38  2.660000   \n",
      "2019-08-07  2.755  2.780  15796.29  12492.86  12515.83  2.653600   \n",
      "2019-08-06  2.775  2.792  15606.69  12375.66  12472.73  2.646800   \n",
      "2019-08-05  2.790  2.804  11160.99  10126.77  11542.28  2.644800   \n",
      "2019-08-02  2.792  2.810   9738.99  10960.88  12358.58  2.645600   \n",
      "2019-08-01  2.797  2.818   8679.74  10993.05  12463.96  2.647600   \n",
      "2019-07-31  2.799  2.824   9189.43  11014.53  13036.35  2.649200   \n",
      "2019-07-30  2.805  2.832   9144.63  11180.10  13435.55  2.653600   \n",
      "2019-07-29  2.806  2.839   9092.55  11092.15  14187.22  2.658400   \n",
      "2019-07-26  2.809  2.849  12182.77  12015.66  15606.52  2.665600   \n",
      "2019-07-25  2.808  2.855  13306.37  12375.07  16853.25  2.672000   \n",
      "2019-07-24  2.805  2.861  12839.64  12538.81  18210.32  2.673200   \n",
      "2019-07-23  2.808  2.870  13215.57  12569.81  21720.11  2.677600   \n",
      "2019-07-22  2.817  2.888  13091.75  12957.80  29906.20  2.683600   \n",
      "2019-07-19  2.828  2.909  11848.56  13756.29  32787.85  2.691200   \n",
      "2019-07-18  2.839  2.924  11443.77  13934.88  35455.26  2.699200   \n",
      "2019-07-17  2.849  2.936  12237.97  15058.17  35841.84  2.709200   \n",
      "2019-07-16  2.858  2.946  11924.04  15691.00  35926.23  2.717200   \n",
      "2019-07-15  2.872  2.956  12823.84  17282.30  36617.85  2.725600   \n",
      "2019-07-12  2.888  2.961  15664.01  19197.38  36422.94  2.735200   \n",
      "2019-07-11  2.902  2.967  16425.98  21331.44  36878.89  2.745200   \n",
      "2019-07-10  2.916  2.977  17878.36  23881.84  37450.43  2.753600   \n",
      "2019-07-09  2.932  2.987  19457.96  30870.42  39140.76  2.762400   \n",
      "2019-07-08  2.959  3.001  21740.75  46854.61  44490.37  2.771600   \n",
      "2019-07-05  2.990  3.015  22730.75  51819.42  45723.61  2.785200   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  11267.310000       NaN         NaN       NaN  \n",
      "2019-11-28  13223.555000       NaN         NaN       NaN  \n",
      "2019-11-27  13886.370000       NaN         NaN       NaN  \n",
      "2019-11-26  13290.277500       NaN         NaN       NaN  \n",
      "2019-11-25  15901.822000       NaN         NaN       NaN  \n",
      "2019-11-22  16701.493333       NaN         NaN       NaN  \n",
      "2019-11-21  16696.065714       NaN         NaN       NaN  \n",
      "2019-11-20  16076.057500       NaN         NaN       NaN  \n",
      "2019-11-19  16766.197778       NaN         NaN       NaN  \n",
      "2019-11-18  16203.828000       NaN         NaN       NaN  \n",
      "2019-11-15  15496.116364       NaN         NaN       NaN  \n",
      "2019-11-14  15243.106667       NaN         NaN       NaN  \n",
      "2019-11-13  15097.867692       NaN         NaN       NaN  \n",
      "2019-11-12  15277.162857       NaN         NaN       NaN  \n",
      "2019-11-11  16151.218667       NaN         NaN       NaN  \n",
      "2019-11-08  15688.830000       NaN         NaN       NaN  \n",
      "2019-11-07  15647.485882       NaN         NaN       NaN  \n",
      "2019-11-06  15848.570556       NaN         NaN       NaN  \n",
      "2019-11-05  15591.172105       NaN         NaN       NaN  \n",
      "2019-11-04  15530.414000       NaN         NaN       NaN  \n",
      "2019-11-01  15445.394286       NaN         NaN       NaN  \n",
      "2019-10-31  15436.847727       NaN         NaN       NaN  \n",
      "2019-10-30  15377.636957       NaN         NaN       NaN  \n",
      "2019-10-29  15475.324167       NaN         NaN       NaN  \n",
      "2019-10-28  15766.256800       NaN         NaN       NaN  \n",
      "2019-10-25  15597.595385       NaN         NaN       NaN  \n",
      "2019-10-24  15369.415185       NaN         NaN       NaN  \n",
      "2019-10-23  15225.507500       NaN         NaN       NaN  \n",
      "2019-10-22  16270.856207       NaN         NaN       NaN  \n",
      "2019-10-21  16108.104000       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  21054.746500 -0.021370   -0.005939 -0.015431  \n",
      "2019-08-14  21160.479833 -0.021134   -0.008978 -0.012156  \n",
      "2019-08-13  21141.788167 -0.020708   -0.011324 -0.009384  \n",
      "2019-08-12  21033.321500 -0.020139   -0.013087 -0.007052  \n",
      "2019-08-09  20694.471500 -0.021856   -0.014841 -0.007015  \n",
      "2019-08-08  20805.037500 -0.019762   -0.015825 -0.003937  \n",
      "2019-08-07  20755.554500 -0.020289   -0.016718 -0.003571  \n",
      "2019-08-06  20952.037667 -0.020471   -0.017469 -0.003002  \n",
      "2019-08-05  20976.487833 -0.010807   -0.016136  0.005329  \n",
      "2019-08-02  20947.774833  0.000875   -0.012734  0.013610  \n",
      "2019-08-01  20899.194833  0.013210   -0.007545  0.020755  \n",
      "2019-07-31  20829.388667  0.021925   -0.001651  0.023576  \n",
      "2019-07-30  20741.930333  0.031694    0.005018  0.026676  \n",
      "2019-07-29  20535.144833  0.037392    0.011493  0.025899  \n",
      "2019-07-26  20278.617500  0.042227    0.017639  0.024587  \n",
      "2019-07-25  20311.910333  0.047927    0.023697  0.024230  \n",
      "2019-07-24  20335.381500  0.047061    0.028370  0.018691  \n",
      "2019-07-23  20289.166500  0.041857    0.031067  0.010790  \n",
      "2019-07-22  19876.257833  0.036505    0.032155  0.004350  \n",
      "2019-07-19  19902.703000  0.038278    0.033379  0.004899  \n",
      "2019-07-18  19730.309667  0.040028    0.034709  0.005319  \n",
      "2019-07-17  19676.770333  0.043337    0.036435  0.006902  \n",
      "2019-07-16  19570.081667  0.044637    0.038075  0.006562  \n",
      "2019-07-15  19620.658833  0.045148    0.039490  0.005658  \n",
      "2019-07-12  19455.043333  0.042640    0.040120  0.002520  \n",
      "2019-07-11  19379.021667  0.040987    0.040293  0.000693  \n",
      "2019-07-10  19316.738333  0.039224    0.040079 -0.000855  \n",
      "2019-07-09  19268.338333  0.038194    0.039702 -0.001508  \n",
      "2019-07-08  19528.021667  0.037750    0.039312 -0.001562  \n",
      "2019-07-05  19573.928333  0.043353    0.040120  0.003233  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('000428','2019-11-15','2.45','2.45','2.42','2.42','8419','2.448','2.516','2.568','2.459','16046','15496','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 002186\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low    volume  price_change  p_change  \\\n",
      "date                                                                       \n",
      "2019-11-29   9.94   9.96   9.94   9.88   4488.00          0.05      0.51   \n",
      "2019-11-28   9.97  10.08   9.89   9.89   6609.00         -0.08     -0.80   \n",
      "2019-11-27   9.99  10.02   9.97   9.89   6165.06          0.01      0.10   \n",
      "2019-11-26   9.90  10.08   9.96   9.85  10809.02          0.02      0.20   \n",
      "2019-11-25   9.85   9.94   9.94   9.73   9132.92          0.09      0.91   \n",
      "2019-11-22   9.83   9.94   9.85   9.77   7918.04          0.03      0.30   \n",
      "2019-11-21   9.86   9.91   9.82   9.78   8351.04         -0.08     -0.81   \n",
      "2019-11-20   9.90   9.93   9.90   9.86   4295.00         -0.02     -0.20   \n",
      "2019-11-19   9.85   9.94   9.92   9.80   6075.04          0.08      0.81   \n",
      "2019-11-18   9.82   9.87   9.84   9.75   5790.12          0.04      0.41   \n",
      "2019-11-15   9.90   9.90   9.80   9.75   7412.01         -0.09     -0.91   \n",
      "2019-11-14   9.96   9.99   9.89   9.86   8138.00         -0.04     -0.40   \n",
      "2019-11-13  10.00  10.04   9.93   9.91   5716.08         -0.13     -1.29   \n",
      "2019-11-12  10.11  10.11  10.06   9.90   6101.00          0.00      0.00   \n",
      "2019-11-11  10.21  10.27  10.06  10.02   9581.92         -0.23     -2.23   \n",
      "2019-11-08  10.35  10.37  10.29  10.29   6354.65         -0.02     -0.19   \n",
      "2019-11-07  10.34  10.39  10.31  10.31   6714.00         -0.02     -0.19   \n",
      "2019-11-06  10.35  10.39  10.33  10.30   5292.00          0.00      0.00   \n",
      "2019-11-05  10.29  10.48  10.33  10.24   7622.92          0.07      0.68   \n",
      "2019-11-04  10.23  10.32  10.26  10.23   6950.00         -0.01     -0.10   \n",
      "2019-11-01  10.23  10.27  10.27  10.16   5920.00          0.08      0.79   \n",
      "2019-10-31  10.30  10.32  10.19  10.15  10720.00         -0.05     -0.49   \n",
      "2019-10-30  10.43  10.48  10.24  10.24   9304.66         -0.23     -2.20   \n",
      "2019-10-29  10.54  10.54  10.47  10.43   7616.00         -0.06     -0.57   \n",
      "2019-10-28  10.46  10.57  10.53  10.35   8754.92          0.03      0.29   \n",
      "2019-10-25  10.42  10.55  10.50  10.37   8476.00          0.13      1.25   \n",
      "2019-10-24  10.35  10.43  10.37  10.32   7015.00         -0.02     -0.19   \n",
      "2019-10-23  10.43  10.43  10.39  10.33   4915.11         -0.04     -0.38   \n",
      "2019-10-22  10.33  10.45  10.43  10.30   4785.00          0.06      0.58   \n",
      "2019-10-21  10.39  10.44  10.37  10.31   6180.17         -0.05     -0.48   \n",
      "...           ...    ...    ...    ...       ...           ...       ...   \n",
      "2019-08-15  10.27  10.37  10.32  10.13   6537.02         -0.09     -0.86   \n",
      "2019-08-14  10.46  10.48  10.41  10.40   6182.00          0.04      0.39   \n",
      "2019-08-13  10.40  10.40  10.37  10.34  10062.77         -0.10     -0.95   \n",
      "2019-08-12  10.46  10.48  10.47  10.23   9833.23          0.02      0.19   \n",
      "2019-08-09  10.60  10.61  10.45  10.41   9040.00         -0.12     -1.14   \n",
      "2019-08-08  10.61  10.65  10.57  10.53   3774.00         -0.01     -0.10   \n",
      "2019-08-07  10.59  10.63  10.58  10.51   7040.70          0.04      0.38   \n",
      "2019-08-06  10.84  10.84  10.54  10.45  12849.07         -0.39     -3.57   \n",
      "2019-08-05  11.12  11.18  10.93  10.93   8420.00         -0.21     -1.89   \n",
      "2019-08-02  11.18  11.19  11.14  11.09   8094.07         -0.13     -1.15   \n",
      "2019-08-01  11.37  11.39  11.27  11.25   4985.24         -0.11     -0.97   \n",
      "2019-07-31  11.28  11.41  11.38  11.23   9865.00          0.08      0.71   \n",
      "2019-07-30  11.39  11.45  11.30  11.27  11675.75         -0.16     -1.40   \n",
      "2019-07-29  11.25  11.80  11.46  11.17  13254.62          0.19      1.69   \n",
      "2019-07-26  11.24  11.31  11.27  11.20   3809.01          0.02      0.18   \n",
      "2019-07-25  11.26  11.34  11.25  11.22   5251.00         -0.01     -0.09   \n",
      "2019-07-24  11.22  11.35  11.26  11.21   6466.62          0.07      0.63   \n",
      "2019-07-23  11.14  11.22  11.19  11.14   4045.62          0.06      0.54   \n",
      "2019-07-22  11.37  11.38  11.13  11.12   8372.00         -0.23     -2.02   \n",
      "2019-07-19  11.35  11.39  11.36  11.30   7658.00          0.05      0.44   \n",
      "2019-07-18  11.46  11.46  11.31  11.30   4978.18         -0.17     -1.48   \n",
      "2019-07-17  11.44  11.50  11.48  11.39   3931.20          0.03      0.26   \n",
      "2019-07-16  11.46  11.55  11.45  11.42   4385.00         -0.01     -0.09   \n",
      "2019-07-15  11.41  11.48  11.46  11.33   5030.96          0.03      0.26   \n",
      "2019-07-12  11.40  11.49  11.43  11.36   6691.23         -0.02     -0.17   \n",
      "2019-07-11  11.39  11.45  11.45  11.35   5332.00          0.09      0.79   \n",
      "2019-07-10  11.40  11.43  11.36  11.36   3650.00         -0.04     -0.35   \n",
      "2019-07-09  11.40  11.44  11.40  11.30   8313.00         -0.01     -0.09   \n",
      "2019-07-08  11.70  11.72  11.41  11.39  11280.51         -0.32     -2.73   \n",
      "2019-07-05  11.73  11.77  11.73  11.68   5867.10         -0.01     -0.09   \n",
      "\n",
      "               ma5    ma10    ma20     v_ma5    v_ma10    v_ma20       ma25  \\\n",
      "date                                                                          \n",
      "2019-11-29   9.940   9.903  10.015   7440.80   6963.32   6975.79   9.940000   \n",
      "2019-11-28   9.922   9.889  10.031   8126.81   7255.73   7047.39   9.915000   \n",
      "2019-11-27   9.908   9.889  10.046   8475.22   7408.63   7252.94   9.933333   \n",
      "2019-11-26   9.894   9.885  10.060   8101.20   7363.73   7409.92   9.940000   \n",
      "2019-11-25   9.886   9.895  10.085   7154.41   6892.93   7250.27   9.940000   \n",
      "2019-11-22   9.866   9.907  10.115   6485.85   6937.83   7231.37   9.925000   \n",
      "2019-11-21   9.856   9.951  10.147   6384.64   6781.49   7259.27   9.910000   \n",
      "2019-11-20   9.870  10.000  10.175   6342.03   6617.78   7192.47   9.908750   \n",
      "2019-11-19   9.876  10.043  10.199   6626.25   6717.48   7223.47   9.910000   \n",
      "2019-11-18   9.904  10.084  10.225   6631.44   6872.27   7158.97   9.903000   \n",
      "2019-11-15   9.948  10.126  10.251   7389.80   6988.26   7178.47   9.893636   \n",
      "2019-11-14  10.046  10.173  10.282   7178.33   6839.06   7328.15   9.893333   \n",
      "2019-11-13  10.130  10.203  10.314   6893.53   7097.26   7382.40   9.896154   \n",
      "2019-11-12  10.210  10.234  10.351   6808.71   7456.12   7607.99   9.907857   \n",
      "2019-11-11  10.264  10.275  10.377   7113.10   7607.62   7722.84   9.918000   \n",
      "2019-11-08  10.304  10.322  10.409   6586.71   7524.92   7857.54   9.941250   \n",
      "2019-11-07  10.300  10.343  10.425   6499.78   7737.05   8108.31   9.962941   \n",
      "2019-11-06  10.276  10.349  10.441   7300.98   7767.15   8222.31   9.983333   \n",
      "2019-11-05  10.258  10.355  10.455   8103.52   7729.46   8461.76  10.001579   \n",
      "2019-11-04  10.286  10.365  10.467   8102.13   7445.67   8559.71  10.014500   \n",
      "2019-11-01  10.340  10.376  10.491   8463.12   7368.69   8554.62  10.026667   \n",
      "2019-10-31  10.386  10.391  10.519   8974.32   7817.24   8863.42  10.034091   \n",
      "2019-10-30  10.422  10.424  10.544   8233.32   7667.54   9112.24  10.043043   \n",
      "2019-10-29  10.452  10.467  10.577   7355.41   7759.87   9340.71  10.060833   \n",
      "2019-10-28  10.444  10.478  10.611   6789.21   7838.07   9831.94  10.079600   \n",
      "2019-10-25  10.412  10.495  10.645   6274.26   8190.16  10339.54  10.102000   \n",
      "2019-10-24  10.396  10.506  10.685   6660.16   8479.56  10838.39  10.121200   \n",
      "2019-10-23  10.426  10.533  10.735   7101.76   8677.46  12771.45  10.138000   \n",
      "2019-10-22  10.482  10.554  10.767   8164.33   9194.05  13199.63  10.156800   \n",
      "2019-10-21  10.512  10.569  10.788   8886.93   9673.76  13663.51  10.174000   \n",
      "...            ...     ...     ...       ...       ...       ...        ...   \n",
      "2019-08-15  10.404  10.578  10.933   8331.00   8183.29   7860.79  10.792800   \n",
      "2019-08-14  10.454  10.673  10.982   7778.40   8028.11   7782.84  10.754800   \n",
      "2019-08-13  10.488  10.770  11.036   7950.14   8396.41   7670.30  10.728000   \n",
      "2019-08-12  10.522  10.863  11.090   8507.40   8557.71   7386.42  10.713200   \n",
      "2019-08-09  10.614  10.962  11.139   8224.75   8899.85   7146.30  10.684400   \n",
      "2019-08-08  10.752  11.044  11.188   8035.57   8376.75   7028.86  10.652000   \n",
      "2019-08-07  10.892  11.112  11.232   8277.82   8524.45   7106.76  10.637200   \n",
      "2019-08-06  11.052  11.180  11.271   8842.68   8467.04   6937.23  10.617600   \n",
      "2019-08-05  11.204  11.245  11.314   8608.01   7586.69   6710.43  10.611600   \n",
      "2019-08-02  11.310  11.265  11.338   9574.94   7581.89   6853.45  10.617600   \n",
      "2019-08-01  11.336  11.287  11.368   8717.92   7538.29   6742.10  10.634000   \n",
      "2019-07-31  11.332  11.291  11.391   8771.08   7537.58   7097.71  10.658000   \n",
      "2019-07-30  11.308  11.301  11.416   8091.40   6944.20   8019.44  10.681600   \n",
      "2019-07-29  11.286  11.316  11.437   6565.37   6215.13   8156.64  10.711600   \n",
      "2019-07-26  11.220  11.316  11.455   5588.85   5392.76   8252.79  10.740000   \n",
      "2019-07-25  11.238  11.332  11.473   6358.65   5680.98   8618.69  10.767200   \n",
      "2019-07-24  11.250  11.352  11.492   6304.08   5689.08   8821.19  10.790800   \n",
      "2019-07-23  11.294  11.362  11.508   5797.00   5407.42   8805.02  10.805600   \n",
      "2019-07-22  11.346  11.383  11.525   5864.88   5834.16   9012.00  10.825200   \n",
      "2019-07-19  11.412  11.411  11.549   5196.67   6125.01   8926.60  10.854800   \n",
      "2019-07-18  11.426  11.448  11.564   5003.31   5945.92   9367.60  10.880400   \n",
      "2019-07-17  11.454  11.491  11.578   5074.08   6657.84   9657.91  10.916400   \n",
      "2019-07-16  11.430  11.531  11.577   5017.84   9094.68   9902.22  10.951600   \n",
      "2019-07-15  11.420  11.557  11.575   5803.44  10098.15   9864.03  10.987600   \n",
      "2019-07-12  11.410  11.594  11.574   7053.35  11112.83   9850.04  11.031200   \n",
      "2019-07-11  11.470  11.614  11.577   6888.52  11556.41   9936.10  11.076400   \n",
      "2019-07-10  11.528  11.631  11.583   8241.60  11953.31   9991.91  11.114400   \n",
      "2019-07-09  11.632  11.653  11.593  13171.53  12202.63  10041.53  11.155600   \n",
      "2019-07-08  11.694  11.667  11.603  14392.85  12189.85  10078.34  11.193200   \n",
      "2019-07-05  11.778  11.687  11.601  15172.31  11728.19   9720.36  11.244400   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29   4488.000000       NaN         NaN       NaN  \n",
      "2019-11-28   5548.500000       NaN         NaN       NaN  \n",
      "2019-11-27   5754.020000       NaN         NaN       NaN  \n",
      "2019-11-26   7017.770000       NaN         NaN       NaN  \n",
      "2019-11-25   7440.800000       NaN         NaN       NaN  \n",
      "2019-11-22   7520.340000       NaN         NaN       NaN  \n",
      "2019-11-21   7639.011429       NaN         NaN       NaN  \n",
      "2019-11-20   7221.010000       NaN         NaN       NaN  \n",
      "2019-11-19   7093.680000       NaN         NaN       NaN  \n",
      "2019-11-18   6963.324000       NaN         NaN       NaN  \n",
      "2019-11-15   7004.113636       NaN         NaN       NaN  \n",
      "2019-11-14   7098.604167       NaN         NaN       NaN  \n",
      "2019-11-13   6992.256154       NaN         NaN       NaN  \n",
      "2019-11-12   6928.595000       NaN         NaN       NaN  \n",
      "2019-11-11   7105.483333       NaN         NaN       NaN  \n",
      "2019-11-08   7058.556250       NaN         NaN       NaN  \n",
      "2019-11-07   7038.288235       NaN         NaN       NaN  \n",
      "2019-11-06   6941.272222       NaN         NaN       NaN  \n",
      "2019-11-05   6977.148421       NaN         NaN       NaN  \n",
      "2019-11-04   6975.791000       NaN         NaN       NaN  \n",
      "2019-11-01   6925.515238       NaN         NaN       NaN  \n",
      "2019-10-31   7097.991818       NaN         NaN       NaN  \n",
      "2019-10-30   7193.933913       NaN         NaN       NaN  \n",
      "2019-10-29   7211.520000       NaN         NaN       NaN  \n",
      "2019-10-28   7273.256000       NaN         NaN       NaN  \n",
      "2019-10-25   7319.515385       NaN         NaN       NaN  \n",
      "2019-10-24   7308.237037       NaN         NaN       NaN  \n",
      "2019-10-23   7222.768214       NaN         NaN       NaN  \n",
      "2019-10-22   7138.707241       NaN         NaN       NaN  \n",
      "2019-10-21   7106.756000       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  11545.297667 -0.093726   -0.039595 -0.054131  \n",
      "2019-08-14  11512.697667 -0.099660   -0.051608 -0.048052  \n",
      "2019-08-13  11585.142500 -0.106364   -0.062559 -0.043804  \n",
      "2019-08-12  11647.346333 -0.102427   -0.070533 -0.031894  \n",
      "2019-08-09  11638.314333 -0.099770   -0.076380 -0.023390  \n",
      "2019-08-08  11595.303500 -0.086980   -0.078500 -0.008479  \n",
      "2019-08-07  11600.748500 -0.075169   -0.077834  0.002665  \n",
      "2019-08-06  11726.699667 -0.068251   -0.075917  0.007667  \n",
      "2019-08-05  11739.984333 -0.030941   -0.066922  0.035981  \n",
      "2019-08-02  11759.052167  0.015395   -0.050459  0.065854  \n",
      "2019-08-01  11743.472833  0.061893   -0.027988  0.089881  \n",
      "2019-07-31  11729.222833  0.106393   -0.001112  0.107505  \n",
      "2019-07-30  11768.741000  0.133663    0.025843  0.107820  \n",
      "2019-07-29  11862.718000  0.166269    0.053928  0.112341  \n",
      "2019-07-26  11780.286167  0.174763    0.078095  0.096668  \n",
      "2019-07-25  11726.536167  0.177831    0.098042  0.079789  \n",
      "2019-07-24  11717.396500  0.179006    0.114235  0.064771  \n",
      "2019-07-23  11702.905000  0.172303    0.125848  0.046454  \n",
      "2019-07-22  11762.688333  0.160301    0.132739  0.027562  \n",
      "2019-07-19  11787.318833  0.167418    0.139675  0.027743  \n",
      "2019-07-18  11696.863500  0.167098    0.145159  0.021939  \n",
      "2019-07-17  11608.666500  0.178504    0.151828  0.026676  \n",
      "2019-07-16  11511.284167  0.183014    0.158065  0.024948  \n",
      "2019-07-15  11455.166833  0.185259    0.163504  0.021754  \n",
      "2019-07-12  11362.089333  0.182513    0.167306  0.015207  \n",
      "2019-07-11  11261.456000  0.179877    0.169820  0.010057  \n",
      "2019-07-10  11172.389333  0.168583    0.169573 -0.000990  \n",
      "2019-07-09  11142.922667  0.161004    0.167859 -0.006855  \n",
      "2019-07-08  11171.230500  0.154029    0.165093 -0.011064  \n",
      "2019-07-05  11154.878000  0.172336    0.166542  0.005794  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('002186','2019-11-15','9.90','9.90','9.75','9.80','7412','9.948','10.126','10.251','9.894','7389','7004','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 000721\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low     volume  price_change  p_change    ma5  \\\n",
      "date                                                                            \n",
      "2019-11-29  3.85  3.92   3.81  3.76   65117.36         -0.09     -2.31  3.800   \n",
      "2019-11-28  3.75  4.11   3.90  3.71  121367.36          0.16      4.28  3.786   \n",
      "2019-11-27  3.77  3.78   3.74  3.72   19561.28         -0.05     -1.32  3.752   \n",
      "2019-11-26  3.76  3.80   3.79  3.73   20595.20          0.03      0.80  3.748   \n",
      "2019-11-25  3.74  3.77   3.76  3.69   18626.80          0.02      0.54  3.738   \n",
      "2019-11-22  3.73  3.80   3.74  3.73   24925.80          0.01      0.27  3.714   \n",
      "2019-11-21  3.72  3.76   3.73  3.70   19475.00          0.01      0.27  3.696   \n",
      "2019-11-20  3.74  3.78   3.72  3.70   21023.00         -0.02     -0.54  3.694   \n",
      "2019-11-19  3.65  3.75   3.74  3.61   33352.36          0.10      2.75  3.692   \n",
      "2019-11-18  3.69  3.69   3.64  3.61   18292.76         -0.01     -0.27  3.694   \n",
      "2019-11-15  3.73  3.73   3.65  3.64   23562.00         -0.07     -1.88  3.708   \n",
      "2019-11-14  3.72  3.74   3.72  3.68   14930.52          0.01      0.27  3.740   \n",
      "2019-11-13  3.75  3.75   3.71  3.70   10769.20         -0.04     -1.07  3.762   \n",
      "2019-11-12  3.71  3.75   3.75  3.70   10735.00          0.04      1.08  3.788   \n",
      "2019-11-11  3.80  3.80   3.71  3.69   26078.72         -0.10     -2.62  3.818   \n",
      "2019-11-08  3.85  3.86   3.81  3.81   17216.72         -0.02     -0.52  3.850   \n",
      "2019-11-07  3.83  3.86   3.83  3.81   14701.72         -0.01     -0.26  3.868   \n",
      "2019-11-06  3.90  3.93   3.84  3.82   20201.27         -0.06     -1.54  3.872   \n",
      "2019-11-05  3.88  3.92   3.90  3.84   24608.99          0.03      0.78  3.882   \n",
      "2019-11-04  3.90  3.93   3.87  3.87   12820.00         -0.03     -0.77  3.894   \n",
      "2019-11-01  3.88  3.92   3.90  3.85   15275.07          0.05      1.30  3.928   \n",
      "2019-10-31  3.90  3.92   3.85  3.84   15864.00         -0.04     -1.03  3.948   \n",
      "2019-10-30  3.96  3.96   3.89  3.89   27561.79         -0.07     -1.77  3.978   \n",
      "2019-10-29  4.04  4.05   3.96  3.95   27572.00         -0.08     -1.98  3.998   \n",
      "2019-10-28  3.99  4.05   4.04  3.97   31024.68          0.04      1.00  4.006   \n",
      "2019-10-25  3.99  4.00   4.00  3.94   22746.41          0.00      0.00  3.990   \n",
      "2019-10-24  3.99  4.00   4.00  3.96   18146.30          0.01      0.25  3.988   \n",
      "2019-10-23  4.01  4.01   3.99  3.96   15696.89         -0.01     -0.25  4.000   \n",
      "2019-10-22  3.96  4.01   4.00  3.95   14541.24          0.04      1.01  4.010   \n",
      "2019-10-21  3.99  4.00   3.96  3.93   17920.00         -0.03     -0.75  4.016   \n",
      "...          ...   ...    ...   ...        ...           ...       ...    ...   \n",
      "2019-08-15  3.71  3.82   3.81  3.66   33801.00          0.02      0.53  3.810   \n",
      "2019-08-14  3.82  3.85   3.79  3.78   20215.00          0.00      0.00  3.810   \n",
      "2019-08-13  3.81  3.85   3.79  3.77   23673.00         -0.06     -1.56  3.808   \n",
      "2019-08-12  3.82  3.85   3.85  3.78   20887.00          0.04      1.05  3.806   \n",
      "2019-08-09  3.82  3.88   3.81  3.78   26796.56          0.00      0.00  3.826   \n",
      "2019-08-08  3.82  3.84   3.81  3.79   26708.73          0.03      0.79  3.868   \n",
      "2019-08-07  3.78  3.85   3.78  3.78   28410.00          0.00      0.00  3.922   \n",
      "2019-08-06  3.90  3.90   3.78  3.70   60335.13         -0.17     -4.30  3.990   \n",
      "2019-08-05  3.98  4.03   3.95  3.93   41367.17         -0.07     -1.74  4.062   \n",
      "2019-08-02  4.03  4.05   4.02  3.99   31343.00         -0.06     -1.47  4.092   \n",
      "2019-08-01  4.10  4.11   4.08  4.04   27741.51         -0.04     -0.97  4.124   \n",
      "2019-07-31  4.13  4.16   4.12  4.06   35063.02         -0.02     -0.48  4.126   \n",
      "2019-07-30  4.10  4.18   4.14  4.09   38028.79          0.04      0.98  4.116   \n",
      "2019-07-29  4.16  4.17   4.10  4.09   45460.00         -0.08     -1.91  4.090   \n",
      "2019-07-26  4.08  4.27   4.18  4.07   97676.80          0.09      2.20  4.062   \n",
      "2019-07-25  4.06  4.11   4.09  4.04   39484.00          0.02      0.49  4.048   \n",
      "2019-07-24  4.02  4.09   4.07  4.01   43899.17          0.06      1.50  4.048   \n",
      "2019-07-23  3.98  4.02   4.01  3.95   34812.60          0.05      1.26  4.064   \n",
      "2019-07-22  4.11  4.12   3.96  3.94   65257.00         -0.15     -3.65  4.096   \n",
      "2019-07-19  4.09  4.16   4.11  4.09   31563.35          0.02      0.49  4.138   \n",
      "2019-07-18  4.15  4.18   4.09  4.08   42056.00         -0.06     -1.45  4.148   \n",
      "2019-07-17  4.17  4.19   4.15  4.14   37887.56         -0.02     -0.48  4.152   \n",
      "2019-07-16  4.15  4.20   4.17  4.10   33266.32          0.00      0.00  4.138   \n",
      "2019-07-15  4.16  4.21   4.17  4.08   39625.98          0.01      0.24  4.128   \n",
      "2019-07-12  4.13  4.18   4.16  4.05   42562.20          0.05      1.22  4.120   \n",
      "2019-07-11  4.09  4.15   4.11  4.09   35622.12          0.03      0.73  4.160   \n",
      "2019-07-10  4.12  4.15   4.08  4.07   36772.54         -0.04     -0.97  4.212   \n",
      "2019-07-09  4.13  4.13   4.12  4.06   42484.56         -0.01     -0.24  4.280   \n",
      "2019-07-08  4.33  4.35   4.13  4.10   92425.02         -0.23     -5.28  4.354   \n",
      "2019-07-05  4.38  4.39   4.36  4.29   52066.55         -0.01     -0.23  4.414   \n",
      "\n",
      "             ma10   ma20     v_ma5    v_ma10    v_ma20      ma25  \\\n",
      "date                                                               \n",
      "2019-11-29  3.757  3.768  49053.60  36233.69  26898.05  3.810000   \n",
      "2019-11-28  3.741  3.773  41015.29  32078.16  24405.94  3.855000   \n",
      "2019-11-27  3.723  3.770  20636.82  21434.47  19130.77  3.816667   \n",
      "2019-11-26  3.720  3.778  20929.16  20555.26  19530.80  3.810000   \n",
      "2019-11-25  3.716  3.786  23480.59  19569.24  19879.64  3.800000   \n",
      "2019-11-22  3.711  3.800  23413.78  20314.44  20499.53  3.790000   \n",
      "2019-11-21  3.718  3.813  23141.02  19543.53  20390.56  3.781429   \n",
      "2019-11-20  3.728  3.827  22232.13  19066.20  20324.13  3.773750   \n",
      "2019-11-19  3.740  3.840  20181.37  18984.03  20057.82  3.770000   \n",
      "2019-11-18  3.756  3.853  15657.90  18109.69  19117.26  3.757000   \n",
      "2019-11-15  3.779  3.869  17215.09  17562.41  19098.63  3.747273   \n",
      "2019-11-14  3.804  3.886  15946.03  16733.72  19084.98  3.745000   \n",
      "2019-11-13  3.817  3.903  15900.27  16827.07  19733.29  3.742308   \n",
      "2019-11-12  3.835  3.920  17786.69  18506.33  20165.48  3.742857   \n",
      "2019-11-11  3.856  3.934  20561.48  20190.03  20745.73  3.740667   \n",
      "2019-11-08  3.889  3.953  17909.74  20684.62  21213.34  3.745000   \n",
      "2019-11-07  3.908  3.966  17521.41  21237.59  21943.56  3.750000   \n",
      "2019-11-06  3.925  3.976  17753.87  21582.05  22301.28  3.755000   \n",
      "2019-11-05  3.940  3.985  19225.97  21131.61  22306.72  3.762632   \n",
      "2019-11-04  3.950  3.989  19818.57  20124.84  22188.90  3.768000   \n",
      "2019-11-01  3.959  3.996  23459.51  20634.84  22786.10  3.774286   \n",
      "2019-10-31  3.968  4.002  24953.78  21436.23  23250.00  3.777727   \n",
      "2019-10-30  3.989  4.011  25410.24  22639.51  24732.20  3.782609   \n",
      "2019-10-29  4.004  4.022  23037.26  21824.63  25905.81  3.790000   \n",
      "2019-10-28  4.011  4.032  20431.10  21301.43  26138.01  3.800000   \n",
      "2019-10-25  4.017  4.039  17810.17  21742.06  26466.62  3.807600   \n",
      "2019-10-24  4.024  4.051  17918.69  22649.53  28287.01  3.811600   \n",
      "2019-10-23  4.027  4.065  19868.78  23020.50  32340.18  3.821600   \n",
      "2019-10-22  4.029  4.073  20612.01  23481.82  33471.14  3.830000   \n",
      "2019-10-21  4.027  4.081  22171.76  24252.96  36400.78  3.838000   \n",
      "...           ...    ...       ...       ...       ...       ...   \n",
      "2019-08-15  3.839  3.963  25074.51  31353.66  38626.14  4.142000   \n",
      "2019-08-14  3.866  3.977  23656.06  30747.71  39038.89  4.122400   \n",
      "2019-08-13  3.899  3.995  25295.06  32232.51  39922.52  4.107600   \n",
      "2019-08-12  3.934  4.014  32627.48  33668.09  40402.19  4.095200   \n",
      "2019-08-09  3.959  4.030  36723.52  36125.39  41339.13  4.076000   \n",
      "2019-08-08  3.996  4.047  37632.81  43213.42  42127.42  4.054800   \n",
      "2019-08-07  4.024  4.062  37839.36  44490.94  42573.09  4.035600   \n",
      "2019-08-06  4.053  4.077  39169.97  46039.86  42991.21  4.015600   \n",
      "2019-08-05  4.076  4.094  34708.70  43487.61  42098.68  4.002000   \n",
      "2019-08-02  4.077  4.103  35527.26  45876.59  44651.58  3.993600   \n",
      "2019-08-01  4.086  4.120  48794.02  45898.62  45687.75  3.984800   \n",
      "2019-07-31  4.087  4.135  51142.52  47330.07  46950.31  3.973200   \n",
      "2019-07-30  4.090  4.150  52909.75  47612.53  47582.01  3.973600   \n",
      "2019-07-29  4.093  4.167  52266.51  47136.28  48962.22  3.974400   \n",
      "2019-07-26  4.100  4.184  56225.91  46552.88  50774.28  3.981200   \n",
      "2019-07-25  4.098  4.190  43003.22  41041.42  48198.40  3.980000   \n",
      "2019-07-24  4.100  4.205  43517.62  40655.23  48872.15  3.979200   \n",
      "2019-07-23  4.101  4.218  42315.30  39942.57  49306.29  3.974800   \n",
      "2019-07-22  4.112  4.238  42006.05  40709.76  50926.52  3.969200   \n",
      "2019-07-19  4.129  4.261  36879.84  43426.57  50749.52  3.968400   \n",
      "2019-07-18  4.154  4.278  39079.61  45476.89  54645.20  3.959600   \n",
      "2019-07-17  4.182  4.293  37792.84  46570.54  57726.70  3.964000   \n",
      "2019-07-16  4.209  4.298  37569.83  47551.50  59392.08  3.974800   \n",
      "2019-07-15  4.241  4.299  39413.48  50788.16  59862.31  3.985600   \n",
      "2019-07-12  4.267  4.303  49973.29  54995.68  60501.47  3.999600   \n",
      "2019-07-11  4.282  4.301  51874.16  55355.39  61570.11  4.011600   \n",
      "2019-07-10  4.309  4.310  55348.24  57089.08  62883.21  4.023200   \n",
      "2019-07-09  4.335  4.316  57533.16  58670.02  64136.16  4.036400   \n",
      "2019-07-08  4.364  4.323  62162.85  61143.27  65716.73  4.047600   \n",
      "2019-07-05  4.393  4.321  60018.08  58072.47  63140.31  4.069600   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  65117.360000       NaN         NaN       NaN  \n",
      "2019-11-28  93242.360000       NaN         NaN       NaN  \n",
      "2019-11-27  68682.000000       NaN         NaN       NaN  \n",
      "2019-11-26  56660.300000       NaN         NaN       NaN  \n",
      "2019-11-25  49053.600000       NaN         NaN       NaN  \n",
      "2019-11-22  45032.300000       NaN         NaN       NaN  \n",
      "2019-11-21  41381.257143       NaN         NaN       NaN  \n",
      "2019-11-20  38836.475000       NaN         NaN       NaN  \n",
      "2019-11-19  38227.128889       NaN         NaN       NaN  \n",
      "2019-11-18  36233.692000       NaN         NaN       NaN  \n",
      "2019-11-15  35081.720000       NaN         NaN       NaN  \n",
      "2019-11-14  33402.453333       NaN         NaN       NaN  \n",
      "2019-11-13  31661.433846       NaN         NaN       NaN  \n",
      "2019-11-12  30166.688571       NaN         NaN       NaN  \n",
      "2019-11-11  29894.157333       NaN         NaN       NaN  \n",
      "2019-11-08  29101.817500       NaN         NaN       NaN  \n",
      "2019-11-07  28254.752941       NaN         NaN       NaN  \n",
      "2019-11-06  27807.337222       NaN         NaN       NaN  \n",
      "2019-11-05  27639.003158       NaN         NaN       NaN  \n",
      "2019-11-04  26898.053000       NaN         NaN       NaN  \n",
      "2019-11-01  26344.577619       NaN         NaN       NaN  \n",
      "2019-10-31  25868.187727       NaN         NaN       NaN  \n",
      "2019-10-30  25941.822609       NaN         NaN       NaN  \n",
      "2019-10-29  26009.746667       NaN         NaN       NaN  \n",
      "2019-10-28  26210.344000       NaN         NaN       NaN  \n",
      "2019-10-25  26077.115769       NaN         NaN       NaN  \n",
      "2019-10-24  25783.381852       NaN         NaN       NaN  \n",
      "2019-10-23  25423.150000       NaN         NaN       NaN  \n",
      "2019-10-22  25047.911724       NaN         NaN       NaN  \n",
      "2019-10-21  24810.314667       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  53697.317833 -0.062189   -0.014337 -0.047852  \n",
      "2019-08-14  53785.392500 -0.074536   -0.026377 -0.048159  \n",
      "2019-08-13  54000.455833 -0.083360   -0.037774 -0.045586  \n",
      "2019-08-12  54169.655833 -0.084536   -0.047126 -0.037410  \n",
      "2019-08-09  54181.619833 -0.087686   -0.055238 -0.032448  \n",
      "2019-08-08  54339.820000 -0.089154   -0.062021 -0.027133  \n",
      "2019-08-07  54568.291333 -0.091682   -0.067954 -0.023728  \n",
      "2019-08-06  55237.189000 -0.092618   -0.072886 -0.019731  \n",
      "2019-08-05  55516.492000 -0.078734   -0.074056 -0.004678  \n",
      "2019-08-02  55825.208667 -0.061375   -0.071520  0.010145  \n",
      "2019-08-01  56032.982667 -0.042289   -0.065673  0.023385  \n",
      "2019-07-31  56352.966333 -0.023663   -0.057271  0.033609  \n",
      "2019-07-30  56527.416333 -0.007204   -0.047258  0.040054  \n",
      "2019-07-29  56825.549667  0.002582   -0.037290  0.039872  \n",
      "2019-07-26  57936.418333  0.016601   -0.026512  0.043113  \n",
      "2019-07-25  58215.378167  0.020216   -0.017166  0.037382  \n",
      "2019-07-24  58644.592667  0.021223   -0.009488  0.030711  \n",
      "2019-07-23  58963.187833  0.016983   -0.004194  0.021177  \n",
      "2019-07-22  59808.450500  0.009479   -0.001459  0.010939  \n",
      "2019-07-19  60035.839667  0.015458    0.001924  0.013534  \n",
      "2019-07-18  60348.623000  0.018371    0.005214  0.013157  \n",
      "2019-07-17  60515.135833  0.025230    0.009217  0.016013  \n",
      "2019-07-16  60746.024500  0.031912    0.013756  0.018156  \n",
      "2019-07-15  61034.124167  0.036783    0.018361  0.018422  \n",
      "2019-07-12  61152.977500  0.039383    0.022565  0.016817  \n",
      "2019-07-11  61216.327833  0.036982    0.025449  0.011533  \n",
      "2019-07-10  61464.936500  0.032286    0.026816  0.005470  \n",
      "2019-07-09  61834.512167  0.031431    0.027739  0.003691  \n",
      "2019-07-08  63004.052167  0.031200    0.028431  0.002768  \n",
      "2019-07-05  63459.093000  0.049011    0.032547  0.016464  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('000721','2019-11-15','3.73','3.73','3.64','3.65','23562','3.708','3.779','3.869','3.747','17215','35081','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 601007\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low    volume  price_change  p_change  \\\n",
      "date                                                                       \n",
      "2019-11-29   8.72   8.79   8.79   8.70   3765.55          0.02      0.23   \n",
      "2019-11-28   8.77   8.78   8.77   8.70   4504.88          0.02      0.23   \n",
      "2019-11-27   8.85   8.85   8.75   8.72   9895.00         -0.12     -1.35   \n",
      "2019-11-26   8.92   9.00   8.87   8.80  17898.00         -0.03     -0.34   \n",
      "2019-11-25   8.91   8.93   8.90   8.84   4550.64          0.00      0.00   \n",
      "2019-11-22   8.93   9.02   8.90   8.86   5762.39          0.00      0.00   \n",
      "2019-11-21   8.99   8.99   8.90   8.88   5400.10         -0.10     -1.11   \n",
      "2019-11-20   9.05   9.10   9.00   8.98  10398.00         -0.05     -0.55   \n",
      "2019-11-19   9.01   9.11   9.05   8.99   9807.80          0.00      0.00   \n",
      "2019-11-18   8.99   9.05   9.05   8.86   9446.19         -0.05     -0.55   \n",
      "2019-11-15   9.19   9.22   9.10   8.99   8967.67         -0.12     -1.30   \n",
      "2019-11-14   9.20   9.25   9.22   9.11   5582.01          0.06      0.66   \n",
      "2019-11-13   9.27   9.29   9.16   9.12   6993.00         -0.14     -1.50   \n",
      "2019-11-12   9.25   9.34   9.30   9.11   6192.01          0.06      0.65   \n",
      "2019-11-11   9.48   9.49   9.24   9.23   8300.42         -0.21     -2.22   \n",
      "2019-11-08   9.62   9.62   9.45   9.43  13225.00         -0.18     -1.87   \n",
      "2019-11-07   9.41   9.63   9.63   9.37   8643.00          0.19      2.01   \n",
      "2019-11-06   9.54   9.54   9.44   9.41   5468.00         -0.08     -0.84   \n",
      "2019-11-05   9.70   9.70   9.52   9.46   8450.00         -0.18     -1.86   \n",
      "2019-11-04   9.51   9.73   9.70   9.49  10998.83          0.26      2.75   \n",
      "2019-11-01   9.34   9.55   9.44   9.34   7065.00          0.06      0.64   \n",
      "2019-10-31   9.47   9.53   9.38   9.34  10490.00         -0.09     -0.95   \n",
      "2019-10-30   9.65   9.78   9.47   9.46   6848.80         -0.19     -1.97   \n",
      "2019-10-29   9.65   9.72   9.66   9.63   7420.06          0.03      0.31   \n",
      "2019-10-28   9.69   9.75   9.63   9.58  11396.30         -0.10     -1.03   \n",
      "2019-10-25   9.77   9.84   9.73   9.63   3782.00         -0.05     -0.51   \n",
      "2019-10-24   9.87   9.87   9.78   9.77   5689.00         -0.09     -0.91   \n",
      "2019-10-23   9.75   9.87   9.87   9.63   7268.00          0.19      1.96   \n",
      "2019-10-22   9.52   9.70   9.68   9.48   4274.00          0.20      2.11   \n",
      "2019-10-21   9.65   9.70   9.48   9.39   4847.80         -0.22     -2.27   \n",
      "...           ...    ...    ...    ...       ...           ...       ...   \n",
      "2019-08-15  10.29  10.46  10.46  10.25   3132.00          0.03      0.29   \n",
      "2019-08-14  10.53  10.58  10.43  10.41   4250.05          0.02      0.19   \n",
      "2019-08-13  10.60  10.75  10.41  10.35   3018.90         -0.04     -0.38   \n",
      "2019-08-12  10.56  10.67  10.45  10.31   7613.01         -0.11     -1.04   \n",
      "2019-08-09  10.62  11.18  10.56  10.56  12255.30         -0.16     -1.49   \n",
      "2019-08-08  10.49  11.54  10.72  10.42  11729.81          0.23      2.19   \n",
      "2019-08-07  10.42  10.56  10.49  10.36   5664.81          0.03      0.29   \n",
      "2019-08-06  10.36  10.53  10.46  10.28   9652.15         -0.25     -2.33   \n",
      "2019-08-05  10.82  10.83  10.71  10.50   8033.00         -0.10     -0.93   \n",
      "2019-08-02  10.75  10.83  10.81  10.57  11859.33          0.05      0.47   \n",
      "2019-08-01  10.77  10.93  10.76  10.71   8177.00         -0.02     -0.19   \n",
      "2019-07-31  11.11  11.11  10.78  10.77   9225.00         -0.30     -2.71   \n",
      "2019-07-30  11.14  11.22  11.08  11.06   7086.00         -0.04     -0.36   \n",
      "2019-07-29  11.28  11.28  11.12  11.06   3327.01         -0.12     -1.07   \n",
      "2019-07-26  11.27  11.28  11.24  11.15   4881.22          0.02      0.18   \n",
      "2019-07-25  11.10  11.24  11.22  11.03   9515.00          0.19      1.72   \n",
      "2019-07-24  11.40  11.40  11.23  11.19   8722.00         -0.05     -0.44   \n",
      "2019-07-23  11.35  11.40  11.28  11.18   8445.02         -0.07     -0.62   \n",
      "2019-07-22  11.55  11.58  11.35  11.34   8313.00         -0.23     -1.99   \n",
      "2019-07-19  11.39  11.60  11.58  11.33  11833.72          0.19      1.67   \n",
      "2019-07-18  11.46  11.46  11.39  11.26   9003.00         -0.11     -0.96   \n",
      "2019-07-17  11.50  11.58  11.50  11.45   7827.10          0.00      0.00   \n",
      "2019-07-16  11.35  11.50  11.50  11.31   8051.70          0.12      1.05   \n",
      "2019-07-15  11.45  11.53  11.38  11.30  14932.79         -0.14     -1.22   \n",
      "2019-07-12  11.50  11.54  11.52  11.26  16465.41          0.08      0.70   \n",
      "2019-07-11  11.34  11.49  11.44  11.30  15388.80          0.16      1.42   \n",
      "2019-07-10  11.03  11.39  11.28  11.03  18058.30          0.21      1.90   \n",
      "2019-07-09  10.77  11.08  11.07  10.77  12379.67          0.18      1.65   \n",
      "2019-07-08  11.07  11.15  10.89  10.88  12215.00         -0.28     -2.51   \n",
      "2019-07-05  11.25  11.30  11.17  11.11   8718.75         -0.08     -0.71   \n",
      "\n",
      "               ma5    ma10    ma20     v_ma5    v_ma10    v_ma20       ma25  \\\n",
      "date                                                                          \n",
      "2019-11-29   8.816   8.898   9.137   8122.81   8142.86   8212.42   8.790000   \n",
      "2019-11-28   8.838   8.929   9.170   8522.18   8663.07   8377.40   8.780000   \n",
      "2019-11-27   8.864   8.974   9.200   8701.23   8770.78   8676.65   8.770000   \n",
      "2019-11-26   8.914   9.015   9.236   8801.83   8480.58   8524.34   8.795000   \n",
      "2019-11-25   8.950   9.058   9.276   7183.79   7309.98   8000.45   8.816000   \n",
      "2019-11-22   8.980   9.092   9.312   8162.90   7684.96   8342.73   8.830000   \n",
      "2019-11-21   9.020   9.147   9.354   8803.95   8431.22   8243.71   8.840000   \n",
      "2019-11-20   9.084   9.220   9.398   8840.33   8755.51   8258.15   8.860000   \n",
      "2019-11-19   9.116   9.264   9.441   8159.33   8262.51   8101.65   8.881111   \n",
      "2019-11-18   9.166   9.311   9.473   7436.18   8126.73   7824.96   8.898000   \n",
      "2019-11-15   9.204   9.376   9.494   7207.02   8281.99   7595.05   8.916364   \n",
      "2019-11-14   9.274   9.410   9.524   8058.49   8091.73   7331.79   8.941667   \n",
      "2019-11-13   9.356   9.426   9.553   8670.69   8582.53   7192.04   8.958462   \n",
      "2019-11-12   9.412   9.457   9.581   8365.69   8568.11   7044.84   8.982857   \n",
      "2019-11-11   9.456   9.493   9.607   8817.28   8690.91   7098.39   9.000000   \n",
      "2019-11-08   9.548   9.532   9.642   9356.97   9000.50   7234.92   9.028125   \n",
      "2019-11-07   9.546   9.560   9.663   8124.97   8056.20   7087.27   9.063529   \n",
      "2019-11-06   9.496   9.575   9.665   8494.37   7760.80   6911.27   9.084444   \n",
      "2019-11-05   9.502   9.618   9.673   8770.53   7940.80   6890.82   9.107368   \n",
      "2019-11-04   9.530   9.634   9.681   8564.54   7523.20   6710.52   9.137000   \n",
      "2019-11-01   9.516   9.612   9.683   8644.03   6908.10   6354.08   9.151429   \n",
      "2019-10-31   9.574   9.638   9.696   7987.43   6571.85   6254.28   9.161818   \n",
      "2019-10-30   9.654   9.679   9.713   7027.23   5801.55   6110.26   9.175217   \n",
      "2019-10-29   9.734   9.705   9.736   7111.07   5521.57   6215.97   9.195417   \n",
      "2019-10-28   9.738   9.721   9.759   6481.86   5505.86   6181.17   9.212800   \n",
      "2019-10-25   9.708   9.752   9.785   5172.16   5469.33   6047.11   9.250400   \n",
      "2019-10-24   9.702   9.766   9.807   5156.26   6118.33   6456.06   9.290800   \n",
      "2019-10-23   9.704   9.754   9.828   4575.86   6061.73   6653.03   9.335600   \n",
      "2019-10-22   9.676   9.728   9.840   3932.06   5840.83   6753.16   9.368000   \n",
      "2019-10-21   9.704   9.728   9.864   4529.86   5897.84   7057.91   9.391200   \n",
      "...            ...     ...     ...       ...       ...       ...        ...   \n",
      "2019-08-15  10.462  10.550  10.857   6053.85   7720.84   7836.67  10.427200   \n",
      "2019-08-14  10.514  10.580  10.904   7773.41   8225.34   8130.22  10.436000   \n",
      "2019-08-13  10.526  10.615  10.957   8056.37   8722.83   8309.07  10.448400   \n",
      "2019-08-12  10.536  10.682  11.012   9383.02   9129.54   8560.71  10.459600   \n",
      "2019-08-09  10.588  10.749  11.058   9467.01   8700.94   8926.70  10.468000   \n",
      "2019-08-08  10.638  10.817  11.106   9387.82   7963.53   9137.20  10.481600   \n",
      "2019-08-07  10.646  10.867  11.142   8677.26   7742.05   9320.15  10.485600   \n",
      "2019-08-06  10.704  10.941  11.182   9389.30   8047.77   9939.83  10.485200   \n",
      "2019-08-05  10.828  11.023  11.212   8876.07   7927.06  10076.20  10.496800   \n",
      "2019-08-02  10.910  11.087  11.221   7934.87   7955.06  10285.30  10.519200   \n",
      "2019-08-01  10.996  11.164  11.239   6539.25   7952.50  10128.27  10.535200   \n",
      "2019-07-31  11.088  11.227  11.264   6806.85   8035.10  10336.44  10.550800   \n",
      "2019-07-30  11.178  11.299  11.297   6706.25   7895.31  10909.71  10.574800   \n",
      "2019-07-29  11.218  11.341  11.305   6978.05   7991.88  11081.23  10.597200   \n",
      "2019-07-26  11.264  11.367  11.307   7975.25   9152.46  11822.31  10.626400   \n",
      "2019-07-25  11.332  11.395  11.299   9365.75  10310.87  12161.30  10.658000   \n",
      "2019-07-24  11.366  11.417  11.291   9263.35  10898.25  12103.68  10.686400   \n",
      "2019-07-23  11.420  11.422  11.280   9084.37  11831.88  11844.78  10.720400   \n",
      "2019-07-22  11.464  11.401  11.266   9005.70  12225.35  11932.84  10.760000   \n",
      "2019-07-19  11.470  11.355  11.255  10329.66  12615.55  11921.04  10.801200   \n",
      "2019-07-18  11.458  11.314  11.223  11256.00  12304.05  11817.77  10.832800   \n",
      "2019-07-17  11.468  11.300  11.205  12533.16  12637.78  11745.10  10.868000   \n",
      "2019-07-16  11.424  11.295  11.175  14579.40  13924.12  11960.49  10.903200   \n",
      "2019-07-15  11.338  11.268  11.142  15444.99  14170.57  12220.35  10.935200   \n",
      "2019-07-12  11.240  11.247  11.099  14901.44  14492.16  11729.31  10.977200   \n",
      "2019-07-11  11.170  11.202  11.047  13352.10  14011.72  11142.84  11.016400   \n",
      "2019-07-10  11.132  11.165  11.002  12742.41  13309.10  10658.15  11.050400   \n",
      "2019-07-09  11.166  11.138  10.969  13268.84  11857.67  10083.23  11.076800   \n",
      "2019-07-08  11.198  11.131  10.945  12896.15  11640.33   9868.20  11.094400   \n",
      "2019-07-05  11.254  11.154  10.919  14082.88  11226.53   9589.12  11.118800   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29   3765.550000       NaN         NaN       NaN  \n",
      "2019-11-28   4135.215000       NaN         NaN       NaN  \n",
      "2019-11-27   6055.143333       NaN         NaN       NaN  \n",
      "2019-11-26   9015.857500       NaN         NaN       NaN  \n",
      "2019-11-25   8122.814000       NaN         NaN       NaN  \n",
      "2019-11-22   7729.410000       NaN         NaN       NaN  \n",
      "2019-11-21   7396.651429       NaN         NaN       NaN  \n",
      "2019-11-20   7771.820000       NaN         NaN       NaN  \n",
      "2019-11-19   7998.040000       NaN         NaN       NaN  \n",
      "2019-11-18   8142.855000       NaN         NaN       NaN  \n",
      "2019-11-15   8217.838182       NaN         NaN       NaN  \n",
      "2019-11-14   7998.185833       NaN         NaN       NaN  \n",
      "2019-11-13   7920.863846       NaN         NaN       NaN  \n",
      "2019-11-12   7797.374286       NaN         NaN       NaN  \n",
      "2019-11-11   7830.910667       NaN         NaN       NaN  \n",
      "2019-11-08   8168.041250       NaN         NaN       NaN  \n",
      "2019-11-07   8195.980000       NaN         NaN       NaN  \n",
      "2019-11-06   8044.425556       NaN         NaN       NaN  \n",
      "2019-11-05   8065.771579       NaN         NaN       NaN  \n",
      "2019-11-04   8212.424500       NaN         NaN       NaN  \n",
      "2019-11-01   8157.785238       NaN         NaN       NaN  \n",
      "2019-10-31   8263.795000       NaN         NaN       NaN  \n",
      "2019-10-30   8202.273478       NaN         NaN       NaN  \n",
      "2019-10-29   8169.681250       NaN         NaN       NaN  \n",
      "2019-10-28   8298.746000       NaN         NaN       NaN  \n",
      "2019-10-25   8125.025000       NaN         NaN       NaN  \n",
      "2019-10-24   8034.801852       NaN         NaN       NaN  \n",
      "2019-10-23   8007.416071       NaN         NaN       NaN  \n",
      "2019-10-22   7878.677586       NaN         NaN       NaN  \n",
      "2019-10-21   7777.648333       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15   9127.367167  0.131720    0.161308 -0.029588  \n",
      "2019-08-14   9105.167833  0.116574    0.152362 -0.035788  \n",
      "2019-08-13   9038.932833  0.101783    0.142246 -0.040463  \n",
      "2019-08-12   9062.616167  0.092226    0.132242 -0.040016  \n",
      "2019-08-09   9128.530833  0.092462    0.124286 -0.031824  \n",
      "2019-08-08   9103.611000  0.104357    0.120300 -0.015943  \n",
      "2019-08-07   9053.974500  0.094139    0.115068 -0.020929  \n",
      "2019-08-06   9123.710333  0.082668    0.108588 -0.025920  \n",
      "2019-08-05   9116.760333  0.092682    0.105407 -0.012725  \n",
      "2019-08-02   9131.102000  0.107448    0.105815  0.001633  \n",
      "2019-08-01   9149.635333  0.113804    0.107413  0.006391  \n",
      "2019-07-31   9128.552000  0.119082    0.109747  0.009336  \n",
      "2019-07-30   9132.505333  0.145792    0.116956  0.028836  \n",
      "2019-07-29   9064.287833  0.168248    0.127214  0.041034  \n",
      "2019-07-26   8955.703167  0.193497    0.140471  0.053027  \n",
      "2019-07-25   9051.253167  0.209479    0.154272  0.055206  \n",
      "2019-07-24   9101.803167  0.220410    0.167500  0.052910  \n",
      "2019-07-23   9121.420167  0.230452    0.180090  0.050361  \n",
      "2019-07-22   9188.736833  0.241277    0.192328  0.048949  \n",
      "2019-07-19   9305.168833  0.265356    0.206933  0.058423  \n",
      "2019-07-18   9393.510500  0.266041    0.218755  0.047286  \n",
      "2019-07-17   9477.512167  0.272320    0.229468  0.042852  \n",
      "2019-07-16   9544.223833  0.274137    0.238402  0.035735  \n",
      "2019-07-15   9672.053667  0.262864    0.243294  0.019569  \n",
      "2019-07-12   9762.627000  0.262203    0.247076  0.015127  \n",
      "2019-07-11   9847.907000  0.252317    0.248124  0.004192  \n",
      "2019-07-10  10063.495333  0.228931    0.244286 -0.015354  \n",
      "2019-07-09  10185.506500  0.191249    0.233678 -0.042430  \n",
      "2019-07-08  10308.355500  0.145187    0.215980 -0.070793  \n",
      "2019-07-05  10389.168000  0.129780    0.198740 -0.068960  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('601007','2019-11-15','9.19','9.22','8.99','9.10','8967','9.204','9.376','9.494','8.916','7207','8217','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 600258\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low     volume  price_change  p_change  \\\n",
      "date                                                                        \n",
      "2019-11-29  17.67  18.05  17.78  17.52   46401.84          0.07      0.40   \n",
      "2019-11-28  17.55  18.13  17.71  17.55   69348.35          0.03      0.17   \n",
      "2019-11-27  17.39  18.15  17.68  17.37   74941.83          0.37      2.14   \n",
      "2019-11-26  17.71  17.79  17.31  17.31   61491.62         -0.44     -2.48   \n",
      "2019-11-25  17.38  17.80  17.75  16.88   72704.92          0.25      1.43   \n",
      "2019-11-22  17.06  17.67  17.50  17.05   97593.19          0.52      3.06   \n",
      "2019-11-21  17.28  17.34  16.98  16.90   33035.72         -0.31     -1.79   \n",
      "2019-11-20  17.67  17.70  17.29  17.15   43954.15         -0.28     -1.59   \n",
      "2019-11-19  17.55  17.75  17.57  17.36   41599.66          0.02      0.11   \n",
      "2019-11-18  17.33  17.65  17.55  16.96   64744.45          0.28      1.62   \n",
      "2019-11-15  17.94  17.98  17.27  17.27   61449.25         -0.64     -3.57   \n",
      "2019-11-14  18.14  18.31  17.91  17.70   59285.78         -0.31     -1.70   \n",
      "2019-11-13  18.26  18.50  18.22  18.00   49296.57         -0.13     -0.71   \n",
      "2019-11-12  18.11  18.40  18.35  17.85   43385.42          0.23      1.27   \n",
      "2019-11-11  18.32  18.53  18.12  18.01   61958.91         -0.21     -1.15   \n",
      "2019-11-08  18.20  18.74  18.33  18.20   87410.30          0.14      0.77   \n",
      "2019-11-07  17.89  18.23  18.19  17.89   63226.31          0.12      0.66   \n",
      "2019-11-06  17.91  18.35  18.07  17.91   75065.30         -0.01     -0.06   \n",
      "2019-11-05  18.18  18.26  18.08  17.88   91767.05          0.09      0.50   \n",
      "2019-11-04  16.91  18.12  17.99  16.88  151144.42          0.97      5.70   \n",
      "2019-11-01  16.63  17.10  17.02  16.28   64045.09          0.32      1.92   \n",
      "2019-10-31  16.63  16.86  16.70  16.39   61170.61         -0.06     -0.36   \n",
      "2019-10-30  16.52  17.13  16.76  16.40   80926.51          0.04      0.24   \n",
      "2019-10-29  17.20  17.20  16.72  16.62   59682.17         -0.52     -3.02   \n",
      "2019-10-28  17.06  17.35  17.24  16.58   93184.05          0.41      2.44   \n",
      "2019-10-25  16.57  16.91  16.83  16.50   41556.36          0.24      1.45   \n",
      "2019-10-24  16.74  16.89  16.59  16.39   49138.11         -0.16     -0.95   \n",
      "2019-10-23  17.38  17.45  16.75  16.68   49243.43         -0.56     -3.23   \n",
      "2019-10-22  17.32  17.47  17.31  17.05   38847.26          0.07      0.41   \n",
      "2019-10-21  17.43  17.58  17.24  17.15   48571.31         -0.18     -1.03   \n",
      "...           ...    ...    ...    ...        ...           ...       ...   \n",
      "2019-08-15  15.62  15.90  15.80  15.55   71617.30         -0.20     -1.25   \n",
      "2019-08-14  15.80  16.27  16.00  15.68   99927.18          0.57      3.69   \n",
      "2019-08-13  15.68  15.86  15.43  15.30   98983.16         -0.36     -2.28   \n",
      "2019-08-12  15.70  16.11  15.79  15.56   45427.35          0.09      0.57   \n",
      "2019-08-09  15.90  16.20  15.70  15.53   66279.52         -0.01     -0.06   \n",
      "2019-08-08  15.01  15.85  15.71  15.01  129890.07          0.73      4.87   \n",
      "2019-08-07  15.73  15.74  14.98  14.90  107145.96         -0.64     -4.10   \n",
      "2019-08-06  15.87  15.87  15.62  15.10   97831.40         -0.58     -3.58   \n",
      "2019-08-05  16.56  16.59  16.20  16.10   51627.29         -0.48     -2.88   \n",
      "2019-08-02  16.63  16.79  16.68  16.35   63145.30         -0.23     -1.36   \n",
      "2019-08-01  16.85  17.10  16.91  16.66   56374.89         -0.11     -0.65   \n",
      "2019-07-31  17.31  17.43  17.02  16.81   76414.35         -0.39     -2.24   \n",
      "2019-07-30  17.35  17.67  17.41  17.33   38541.09         -0.02     -0.12   \n",
      "2019-07-29  17.75  17.88  17.43  17.31   39159.70         -0.27     -1.52   \n",
      "2019-07-26  17.65  17.75  17.70  17.31   44028.74          0.15      0.85   \n",
      "2019-07-25  17.70  17.97  17.55  17.42   53173.79         -0.15     -0.85   \n",
      "2019-07-24  16.84  17.82  17.70  16.84   86991.59          0.86      5.11   \n",
      "2019-07-23  16.80  17.10  16.84  16.57   52781.21          0.01      0.06   \n",
      "2019-07-22  17.22  17.39  16.83  16.75   48089.45         -0.39     -2.27   \n",
      "2019-07-19  16.58  17.29  17.22  16.58   73509.40          0.67      4.05   \n",
      "2019-07-18  16.86  17.09  16.55  16.43   69156.88         -0.62     -3.61   \n",
      "2019-07-17  17.40  17.44  17.17  17.15   60659.41         -0.16     -0.92   \n",
      "2019-07-16  17.62  17.74  17.33  17.13   62973.57         -0.40     -2.26   \n",
      "2019-07-15  17.43  18.01  17.73  16.73   69162.95          0.37      2.13   \n",
      "2019-07-12  17.55  17.69  17.36  17.31   42493.40         -0.15     -0.86   \n",
      "2019-07-11  17.98  18.02  17.51  17.25   54645.65         -0.27     -1.52   \n",
      "2019-07-10  18.20  18.24  17.78  17.65   55983.52         -0.40     -2.20   \n",
      "2019-07-09  17.77  18.40  18.18  17.76   65018.92          0.27      1.51   \n",
      "2019-07-08  18.52  18.52  17.91  17.65   73972.70         -0.61     -3.29   \n",
      "2019-07-05  18.54  18.69  18.52  18.21   49679.22         -0.03     -0.16   \n",
      "\n",
      "               ma5    ma10    ma20     v_ma5    v_ma10    v_ma20       ma25  \\\n",
      "date                                                                          \n",
      "2019-11-29  17.646  17.512  17.783  64977.71  60581.57  67490.25  17.780000   \n",
      "2019-11-28  17.590  17.461  17.745  75215.98  62086.31  68372.41  17.745000   \n",
      "2019-11-27  17.444  17.481  17.694  67953.46  61080.06  67963.53  17.723333   \n",
      "2019-11-26  17.366  17.535  17.648  61755.92  58515.53  68262.76  17.620000   \n",
      "2019-11-25  17.418  17.639  17.619  57777.53  56704.91  68172.29  17.646000   \n",
      "2019-11-22  17.378  17.676  17.593  56185.43  55630.31  69196.25  17.621667   \n",
      "2019-11-21  17.332  17.759  17.560  48956.65  54612.02  66394.40  17.530000   \n",
      "2019-11-20  17.518  17.880  17.540  54206.66  57631.08  67199.52  17.500000   \n",
      "2019-11-19  17.704  17.958  17.513  55275.14  60742.20  67463.99  17.507778   \n",
      "2019-11-18  17.860  18.009  17.500  55632.29  65758.93  67326.37  17.512000   \n",
      "2019-11-15  17.974  18.053  17.485  55075.19  74398.93  66517.71  17.490000   \n",
      "2019-11-14  18.186  18.028  17.492  60267.40  74658.52  65765.88  17.525000   \n",
      "2019-11-13  18.242  17.907  17.479  61055.50  74847.00  66268.63  17.578462   \n",
      "2019-11-12  18.212  17.761  17.453  66209.25  78009.99  66588.66  17.633571   \n",
      "2019-11-11  18.158  17.598  17.412  75885.57  79639.67  67473.01  17.666000   \n",
      "2019-11-08  18.132  17.510  17.375  93722.68  82762.18  67579.27  17.707500   \n",
      "2019-11-07  17.870  17.360  17.314  89049.63  78176.79  66404.02  17.735882   \n",
      "2019-11-06  17.572  17.200  17.250  88638.49  76767.97  66557.05  17.754444   \n",
      "2019-11-05  17.310  17.068  17.162  89810.74  74185.78  65939.32  17.771579   \n",
      "2019-11-04  17.038  16.991  17.087  83393.76  68893.80  63847.36  17.782500   \n",
      "2019-11-01  16.888  16.916  17.027  71801.69  58636.49  59261.93  17.746190   \n",
      "2019-10-31  16.850  16.956  17.025  67303.94  56873.25  59254.72  17.698636   \n",
      "2019-10-30  16.828  17.051  17.033  64897.44  57690.27  61137.85  17.657826   \n",
      "2019-10-29  16.826  17.145  17.042  58560.82  55167.33  60608.07  17.618750   \n",
      "2019-10-28  16.944  17.225  17.071  54393.84  55306.35  62358.22  17.603600   \n",
      "2019-10-25  16.944  17.240  17.080  45471.29  52396.37  64276.71  17.565600   \n",
      "2019-10-24  17.062  17.267  17.132  46442.56  54631.25  67222.94  17.520800   \n",
      "2019-10-23  17.274  17.299  17.204  50483.09  56346.13  69092.52  17.483600   \n",
      "2019-10-22  17.464  17.255  17.249  51773.83  57692.86  70437.90  17.483600   \n",
      "2019-10-21  17.506  17.182  17.278  56218.86  58800.91  72822.16  17.463200   \n",
      "...            ...     ...     ...       ...       ...       ...        ...   \n",
      "2019-08-15  15.744  15.791  16.526  76446.90  83187.45  70046.94  17.187200   \n",
      "2019-08-14  15.726  15.902  16.564  88101.46  81663.21  69923.92  17.105600   \n",
      "2019-08-13  15.522  16.004  16.622  89545.21  79311.93  67960.53  17.016800   \n",
      "2019-08-12  15.560  16.202  16.717  89314.86  73267.72  66160.05  16.933200   \n",
      "2019-08-09  15.642  16.366  16.814  90554.85  72640.96  67346.83  16.838000   \n",
      "2019-08-08  15.838  16.566  16.897  89928.00  70415.88  66157.52  16.744800   \n",
      "2019-08-07  16.078  16.750  16.987  75224.97  62744.25  62395.30  16.619200   \n",
      "2019-08-06  16.486  17.022  17.127  69078.65  60728.81  59837.18  16.514000   \n",
      "2019-08-05  16.844  17.144  17.255  57220.58  56223.80  58196.56  16.417600   \n",
      "2019-08-02  17.090  17.207  17.341  54727.07  55870.01  59313.83  16.366400   \n",
      "2019-08-01  17.294  17.261  17.433  50903.75  56906.42  58640.52  16.332000   \n",
      "2019-07-31  17.422  17.225  17.515  50263.53  58184.62  58673.65  16.291200   \n",
      "2019-07-30  17.558  17.240  17.599  52378.98  56609.13  59274.55  16.282400   \n",
      "2019-07-29  17.444  17.232  17.685  55227.01  59052.37  61983.32  16.270400   \n",
      "2019-07-26  17.324  17.262  17.775  57012.96  62052.70  65471.99  16.275600   \n",
      "2019-07-25  17.228  17.228  17.789  62909.09  61899.17  65764.33  16.286400   \n",
      "2019-07-24  17.028  17.224  17.821  66105.71  62046.35  67469.70  16.338800   \n",
      "2019-07-23  16.922  17.232  17.832  60839.27  58945.54  65978.64  16.381200   \n",
      "2019-07-22  17.020  17.366  17.880  62877.74  60169.32  66869.10  16.436800   \n",
      "2019-07-19  17.200  17.474  17.935  67092.44  62757.64  67301.60  16.486000   \n",
      "2019-07-18  17.228  17.604  17.965  60889.24  60374.62  68155.67  16.500000   \n",
      "2019-07-17  17.420  17.804  18.008  57987.00  59162.68  71021.56  16.534000   \n",
      "2019-07-16  17.542  17.957  17.974  57051.82  61939.97  75105.81  16.564000   \n",
      "2019-07-15  17.712  18.138  17.901  57460.89  64914.27  74475.53  16.605600   \n",
      "2019-07-12  17.748  18.287  17.804  58422.84  68891.29  74560.00  16.666400   \n",
      "2019-07-11  17.980  18.349  17.732  59860.00  69629.49  74772.59  16.734800   \n",
      "2019-07-10  18.188  18.418  17.669  60338.37  72893.06  75640.06  16.806000   \n",
      "2019-07-09  18.372  18.432  17.616  66828.11  73011.74  75808.29  16.916000   \n",
      "2019-07-08  18.564  18.394  17.544  72367.64  73568.88  78912.79  17.000800   \n",
      "2019-07-05  18.826  18.396  17.441  79359.73  71845.56  79505.54  17.113600   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  46401.840000       NaN         NaN       NaN  \n",
      "2019-11-28  57875.095000       NaN         NaN       NaN  \n",
      "2019-11-27  63564.006667       NaN         NaN       NaN  \n",
      "2019-11-26  63045.910000       NaN         NaN       NaN  \n",
      "2019-11-25  64977.712000       NaN         NaN       NaN  \n",
      "2019-11-22  70413.625000       NaN         NaN       NaN  \n",
      "2019-11-21  65073.924286       NaN         NaN       NaN  \n",
      "2019-11-20  62433.952500       NaN         NaN       NaN  \n",
      "2019-11-19  60119.031111       NaN         NaN       NaN  \n",
      "2019-11-18  60581.573000       NaN         NaN       NaN  \n",
      "2019-11-15  60660.452727       NaN         NaN       NaN  \n",
      "2019-11-14  60545.896667       NaN         NaN       NaN  \n",
      "2019-11-13  59680.563846       NaN         NaN       NaN  \n",
      "2019-11-12  58516.625000       NaN         NaN       NaN  \n",
      "2019-11-11  58746.110667       NaN         NaN       NaN  \n",
      "2019-11-08  60537.622500       NaN         NaN       NaN  \n",
      "2019-11-07  60695.780588       NaN         NaN       NaN  \n",
      "2019-11-06  61494.087222       NaN         NaN       NaN  \n",
      "2019-11-05  63087.401053       NaN         NaN       NaN  \n",
      "2019-11-04  67490.252000       NaN         NaN       NaN  \n",
      "2019-11-01  67326.196667       NaN         NaN       NaN  \n",
      "2019-10-31  67046.397273       NaN         NaN       NaN  \n",
      "2019-10-30  67649.880435       NaN         NaN       NaN  \n",
      "2019-10-29  67317.892500       NaN         NaN       NaN  \n",
      "2019-10-28  68352.538800       NaN         NaN       NaN  \n",
      "2019-10-25  67321.916538       NaN         NaN       NaN  \n",
      "2019-10-24  66648.442222       NaN         NaN       NaN  \n",
      "2019-10-23  66026.834643       NaN         NaN       NaN  \n",
      "2019-10-22  65089.607931       NaN         NaN       NaN  \n",
      "2019-10-21  64538.998000       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  85694.312000 -0.410218   -0.305884 -0.104334  \n",
      "2019-08-14  86371.668667 -0.413287   -0.327365 -0.085922  \n",
      "2019-08-13  87199.778500 -0.456451   -0.353182 -0.103269  \n",
      "2019-08-12  87233.810667 -0.456349   -0.373815 -0.082533  \n",
      "2019-08-09  87305.820833 -0.458248   -0.390702 -0.067546  \n",
      "2019-08-08  88013.817000 -0.453716   -0.403305 -0.050411  \n",
      "2019-08-07  88745.811167 -0.503229   -0.423290 -0.079939  \n",
      "2019-08-06  89125.246167 -0.485231   -0.435678 -0.049554  \n",
      "2019-08-05  88456.250167 -0.419334   -0.432409  0.013075  \n",
      "2019-08-02  86989.598167 -0.324635   -0.410854  0.086219  \n",
      "2019-08-01  86861.761500 -0.228394   -0.374362  0.145968  \n",
      "2019-07-31  87115.823833 -0.141613   -0.327812  0.186199  \n",
      "2019-07-30  86409.400167 -0.040898   -0.270429  0.229531  \n",
      "2019-07-29  86067.359000  0.040072   -0.208329  0.248401  \n",
      "2019-07-26  85248.103833  0.124591   -0.141745  0.266336  \n",
      "2019-07-25  85441.727667  0.177424   -0.077911  0.255336  \n",
      "2019-07-24  86072.619000  0.228762   -0.016577  0.245338  \n",
      "2019-07-23  86131.582000  0.197772    0.026293  0.171479  \n",
      "2019-07-22  86285.618500  0.170442    0.055123  0.115319  \n",
      "2019-07-19  86701.253333  0.178197    0.079738  0.098460  \n",
      "2019-07-18  87080.323500  0.128796    0.089549  0.039246  \n",
      "2019-07-17  86935.634000  0.138082    0.099256  0.038826  \n",
      "2019-07-16  87056.907667  0.156547    0.110714  0.045833  \n",
      "2019-07-15  87191.750667  0.201139    0.128799  0.072340  \n",
      "2019-07-12  86831.903333  0.204267    0.143893  0.060375  \n",
      "2019-07-11  86677.578333  0.216357    0.158385  0.057971  \n",
      "2019-07-10  86505.855500  0.244901    0.175689  0.069213  \n",
      "2019-07-09  86544.325167  0.296383    0.199828  0.096556  \n",
      "2019-07-08  86945.073167  0.311802    0.222222  0.089580  \n",
      "2019-07-05  86782.461500  0.368990    0.251576  0.117414  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('600258','2019-11-15','17.94','17.98','17.27','17.27','61449','17.974','18.053','17.485','17.490','55075','60660','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 000524\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low    volume  price_change  p_change    ma5  \\\n",
      "date                                                                           \n",
      "2019-11-29  6.96  6.98   6.97  6.91   4930.78          0.01      0.14  6.990   \n",
      "2019-11-28  6.99  7.05   6.96  6.95   6360.01         -0.04     -0.57  7.000   \n",
      "2019-11-27  7.06  7.06   7.00  6.97   6097.00         -0.02     -0.28  7.020   \n",
      "2019-11-26  7.04  7.07   7.02  7.01   8302.78          0.02      0.29  7.028   \n",
      "2019-11-25  7.04  7.06   7.00  6.87  10439.24         -0.02     -0.28  7.056   \n",
      "2019-11-22  7.09  7.14   7.02  6.98  11805.00         -0.04     -0.57  7.066   \n",
      "2019-11-21  7.06  7.11   7.06  7.00   7575.00          0.02      0.28  7.058   \n",
      "2019-11-20  7.15  7.15   7.04  7.04   6871.00         -0.12     -1.68  7.074   \n",
      "2019-11-19  7.03  7.16   7.16  7.03   7679.14          0.11      1.56  7.096   \n",
      "2019-11-18  6.98  7.08   7.05  6.94   9954.42          0.07      1.00  7.114   \n",
      "2019-11-15  7.17  7.17   6.98  6.98  10777.54         -0.16     -2.24  7.152   \n",
      "2019-11-14  7.16  7.18   7.14  7.12   7050.54         -0.01     -0.14  7.260   \n",
      "2019-11-13  7.26  7.26   7.15  7.11   9195.06         -0.10     -1.38  7.316   \n",
      "2019-11-12  7.29  7.29   7.25  7.16   9824.79          0.01      0.14  7.350   \n",
      "2019-11-11  7.50  7.50   7.24  7.17  21363.78         -0.28     -3.72  7.374   \n",
      "2019-11-08  7.43  7.93   7.52  7.41  23594.06          0.10      1.35  7.408   \n",
      "2019-11-07  7.33  7.44   7.42  7.33  13288.81          0.10      1.37  7.360   \n",
      "2019-11-06  7.37  7.40   7.32  7.31  13427.87         -0.05     -0.68  7.310   \n",
      "2019-11-05  7.36  7.42   7.37  7.32  12414.80         -0.04     -0.54  7.314   \n",
      "2019-11-04  7.30  7.43   7.41  7.28  14555.68          0.13      1.79  7.330   \n",
      "2019-11-01  7.16  7.29   7.28  7.14  14818.67          0.11      1.53  7.364   \n",
      "2019-10-31  7.34  7.38   7.17  7.13  18823.07         -0.17     -2.32  7.412   \n",
      "2019-10-30  7.47  7.47   7.34  7.31  15988.51         -0.11     -1.48  7.470   \n",
      "2019-10-29  7.54  7.63   7.45  7.44  12878.12         -0.13     -1.72  7.486   \n",
      "2019-10-28  7.53  7.58   7.58  7.43  17801.03          0.06      0.80  7.492   \n",
      "2019-10-25  7.46  7.54   7.52  7.40  16435.72          0.06      0.80  7.448   \n",
      "2019-10-24  7.40  7.48   7.46  7.39  11512.26          0.04      0.54  7.436   \n",
      "2019-10-23  7.48  7.52   7.42  7.40   9334.09         -0.06     -0.80  7.464   \n",
      "2019-10-22  7.40  7.48   7.48  7.39  10341.16          0.12      1.63  7.528   \n",
      "2019-10-21  7.47  7.49   7.36  7.33  12387.57         -0.10     -1.34  7.596   \n",
      "...          ...   ...    ...   ...       ...           ...       ...    ...   \n",
      "2019-08-15  7.31  7.59   7.57  7.30  12953.00          0.08      1.07  7.446   \n",
      "2019-08-14  7.48  7.53   7.49  7.46   8709.28          0.08      1.08  7.430   \n",
      "2019-08-13  7.38  7.50   7.41  7.38   7620.57         -0.01     -0.14  7.422   \n",
      "2019-08-12  7.42  7.44   7.42  7.35   8354.00          0.08      1.09  7.426   \n",
      "2019-08-09  7.51  7.61   7.34  7.28  11665.00         -0.15     -2.00  7.500   \n",
      "2019-08-08  7.47  7.50   7.49  7.41  10509.73          0.04      0.54  7.620   \n",
      "2019-08-07  7.50  7.53   7.45  7.43  12654.56          0.02      0.27  7.686   \n",
      "2019-08-06  7.70  7.74   7.43  7.38  19346.00         -0.36     -4.62  7.784   \n",
      "2019-08-05  7.89  7.97   7.79  7.78  15821.19         -0.15     -1.89  7.884   \n",
      "2019-08-02  7.67  7.95   7.94  7.60  22188.69          0.12      1.53  7.906   \n",
      "2019-08-01  7.91  7.96   7.82  7.82  11391.19         -0.12     -1.51  7.910   \n",
      "2019-07-31  7.92  7.99   7.94  7.88  10735.01          0.01      0.13  7.932   \n",
      "2019-07-30  7.85  8.05   7.93  7.85   9254.76          0.03      0.38  7.918   \n",
      "2019-07-29  8.05  8.10   7.90  7.87  13787.00         -0.06     -0.75  7.890   \n",
      "2019-07-26  7.92  8.03   7.96  7.82  15228.68          0.03      0.38  7.826   \n",
      "2019-07-25  7.87  7.95   7.93  7.77  15729.00          0.06      0.76  7.792   \n",
      "2019-07-24  7.90  7.93   7.87  7.74  17098.31          0.08      1.03  7.756   \n",
      "2019-07-23  7.60  7.86   7.79  7.59  21081.91          0.21      2.77  7.766   \n",
      "2019-07-22  7.81  7.81   7.58  7.50  21099.20         -0.21     -2.70  7.812   \n",
      "2019-07-19  7.79  7.89   7.79  7.72  16595.59          0.04      0.52  7.882   \n",
      "2019-07-18  7.83  7.85   7.75  7.68  25991.70         -0.17     -2.15  7.940   \n",
      "2019-07-17  8.03  8.04   7.92  7.87  28823.00         -0.10     -1.25  8.012   \n",
      "2019-07-16  7.95  8.04   8.02  7.91  19030.00          0.09      1.14  8.000   \n",
      "2019-07-15  8.09  8.10   7.93  7.89  29989.00         -0.15     -1.86  7.998   \n",
      "2019-07-12  8.04  8.14   8.08  7.96  15405.33         -0.03     -0.37  8.004   \n",
      "2019-07-11  7.95  8.12   8.11  7.90  20417.13          0.25      3.18  8.046   \n",
      "2019-07-10  8.08  8.13   7.86  7.82  16304.00         -0.15     -1.87  8.090   \n",
      "2019-07-09  8.06  8.11   8.01  7.96  15457.94          0.05      0.63  8.214   \n",
      "2019-07-08  8.35  8.35   7.96  7.94  31273.10         -0.33     -3.98  8.296   \n",
      "2019-07-05  8.38  8.39   8.29  8.24  21417.00         -0.04     -0.48  8.424   \n",
      "\n",
      "             ma10   ma20     v_ma5    v_ma10    v_ma20      ma25  \\\n",
      "date                                                               \n",
      "2019-11-29  7.028  7.154   7225.96   8001.44  10775.37  6.970000   \n",
      "2019-11-28  7.029  7.170   8600.81   8586.11  11269.76  6.965000   \n",
      "2019-11-27  7.047  7.180   8843.80   8655.17  11892.91  6.976667   \n",
      "2019-11-26  7.062  7.197   8998.60   8964.97  12387.49  6.987500   \n",
      "2019-11-25  7.085  7.219   8873.88   9117.17  12616.26  6.990000   \n",
      "2019-11-22  7.109  7.248   8776.91  10209.63  12984.34  6.995000   \n",
      "2019-11-21  7.159  7.273   8571.42  11388.53  13215.88  7.004286   \n",
      "2019-11-20  7.195  7.293   8466.53  11959.91  13412.74  7.008750   \n",
      "2019-11-19  7.223  7.312   8931.34  12615.60  13535.90  7.025556   \n",
      "2019-11-18  7.244  7.328   9360.47  13089.17  13669.00  7.028000   \n",
      "2019-11-15  7.280  7.343  11642.34  13549.29  13790.66  7.023636   \n",
      "2019-11-14  7.310  7.367  14205.65  13953.41  14238.93  7.033333   \n",
      "2019-11-13  7.313  7.390  15453.30  15130.66  14753.05  7.042308   \n",
      "2019-11-12  7.332  7.420  16299.86  15810.00  15265.60  7.057143   \n",
      "2019-11-11  7.352  7.448  16817.86  16115.34  15951.14  7.069333   \n",
      "2019-11-08  7.386  7.473  15456.24  15759.06  15860.70  7.097500   \n",
      "2019-11-07  7.386  7.477  13701.17  15043.23  15424.24  7.116471   \n",
      "2019-11-06  7.390  7.485  14808.02  14865.57  15565.99  7.127778   \n",
      "2019-11-05  7.400  7.497  15320.15  14456.20  15553.01  7.140526   \n",
      "2019-11-04  7.411  7.509  15412.81  14248.83  15555.97  7.154000   \n",
      "2019-11-01  7.406  7.520  16061.88  14032.02  15540.19  7.160000   \n",
      "2019-10-31  7.424  7.544  16385.29  14524.45  15637.26  7.160455   \n",
      "2019-10-30  7.467  7.570  14923.13  14375.44  16001.38  7.168261   \n",
      "2019-10-29  7.507  7.599  13592.24  14721.19  16300.75  7.180000   \n",
      "2019-10-28  7.544  7.628  13084.85  15786.94  17142.35  7.196000   \n",
      "2019-10-25  7.559  7.656  12002.16  15962.35  18693.29  7.218000   \n",
      "2019-10-24  7.567  7.690  12663.60  15805.26  19957.47  7.238000   \n",
      "2019-10-23  7.579  7.735  13827.75  16266.41  22860.14  7.254800   \n",
      "2019-10-22  7.594  7.759  15850.13  16649.82  24110.58  7.273200   \n",
      "2019-10-21  7.606  7.786  18489.02  16863.10  25907.76  7.287600   \n",
      "...           ...    ...       ...       ...       ...       ...   \n",
      "2019-08-15  7.533  7.692   9860.37  12982.20  14091.13  7.816800   \n",
      "2019-08-14  7.558  7.701   9371.72  12826.02  14743.07  7.782400   \n",
      "2019-08-13  7.603  7.723  10160.77  13028.59  15748.75  7.762800   \n",
      "2019-08-12  7.655  7.753  12505.86  13192.01  16319.23  7.738400   \n",
      "2019-08-09  7.703  7.779  13999.30  13735.31  17400.98  7.708800   \n",
      "2019-08-08  7.765  7.816  16104.03  14091.68  17587.99  7.692000   \n",
      "2019-08-07  7.809  7.847  16280.33  14613.61  18083.36  7.676800   \n",
      "2019-08-06  7.851  7.867  15896.42  15057.98  18265.83  7.656800   \n",
      "2019-08-05  7.887  7.896  13878.17  15231.57  18071.43  7.649600   \n",
      "2019-08-02  7.866  7.905  13471.33  15759.38  18844.03  7.650400   \n",
      "2019-08-01  7.851  7.922  12079.33  15200.07  18805.44  7.648000   \n",
      "2019-07-31  7.844  7.948  12946.89  16660.12  19324.51  7.650400   \n",
      "2019-07-30  7.842  7.975  14219.55  18468.92  19876.08  7.654800   \n",
      "2019-07-29  7.851  7.999  16584.98  19446.44  20683.52  7.658800   \n",
      "2019-07-26  7.854  8.034  18047.42  21066.64  21574.06  7.672400   \n",
      "2019-07-25  7.866  8.055  18320.80  21084.30  21886.18  7.680800   \n",
      "2019-07-24  7.884  8.075  20373.34  21553.12  22304.28  7.687600   \n",
      "2019-07-23  7.883  8.105  22718.28  21473.69  22715.12  7.689200   \n",
      "2019-07-22  7.905  8.148  22307.90  20911.29  23068.27  7.685200   \n",
      "2019-07-19  7.943  8.196  24085.86  21928.68  23206.51  7.688800   \n",
      "2019-07-18  7.993  8.233  23847.81  22410.82  23781.91  7.688400   \n",
      "2019-07-17  8.051  8.272  22732.89  21988.90  24255.77  7.697200   \n",
      "2019-07-16  8.107  8.287  20229.09  21283.25  23662.87  7.710400   \n",
      "2019-07-15  8.147  8.293  19514.68  21920.60  23226.77  7.716000   \n",
      "2019-07-12  8.214  8.305  19771.50  22081.48  22594.57  7.741600   \n",
      "2019-07-11  8.243  8.305  20973.83  22688.06  22452.35  7.763200   \n",
      "2019-07-10  8.266  8.311  21244.90  23055.45  22168.50  7.778000   \n",
      "2019-07-09  8.327  8.333  22337.42  23956.55  22048.01  7.802000   \n",
      "2019-07-08  8.391  8.344  24326.52  25225.25  22265.11  7.823600   \n",
      "2019-07-05  8.448  8.346  24391.46  24484.34  21300.87  7.861600   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29   4930.780000       NaN         NaN       NaN  \n",
      "2019-11-28   5645.395000       NaN         NaN       NaN  \n",
      "2019-11-27   5795.930000       NaN         NaN       NaN  \n",
      "2019-11-26   6422.642500       NaN         NaN       NaN  \n",
      "2019-11-25   7225.962000       NaN         NaN       NaN  \n",
      "2019-11-22   7989.135000       NaN         NaN       NaN  \n",
      "2019-11-21   7929.972857       NaN         NaN       NaN  \n",
      "2019-11-20   7797.601250       NaN         NaN       NaN  \n",
      "2019-11-19   7784.438889       NaN         NaN       NaN  \n",
      "2019-11-18   8001.437000       NaN         NaN       NaN  \n",
      "2019-11-15   8253.810000       NaN         NaN       NaN  \n",
      "2019-11-14   8153.537500       NaN         NaN       NaN  \n",
      "2019-11-13   8233.654615       NaN         NaN       NaN  \n",
      "2019-11-12   8347.307143       NaN         NaN       NaN  \n",
      "2019-11-11   9215.072000       NaN         NaN       NaN  \n",
      "2019-11-08  10113.758750       NaN         NaN       NaN  \n",
      "2019-11-07  10300.526471       NaN         NaN       NaN  \n",
      "2019-11-06  10474.267778       NaN         NaN       NaN  \n",
      "2019-11-05  10576.401053       NaN         NaN       NaN  \n",
      "2019-11-04  10775.365000       NaN         NaN       NaN  \n",
      "2019-11-01  10967.903333       NaN         NaN       NaN  \n",
      "2019-10-31  11324.956364       NaN         NaN       NaN  \n",
      "2019-10-30  11527.719565       NaN         NaN       NaN  \n",
      "2019-10-29  11583.986250       NaN         NaN       NaN  \n",
      "2019-10-28  11832.668000       NaN         NaN       NaN  \n",
      "2019-10-25  12009.708462       NaN         NaN       NaN  \n",
      "2019-10-24  11991.284444       NaN         NaN       NaN  \n",
      "2019-10-23  11896.384643       NaN         NaN       NaN  \n",
      "2019-10-22  11842.756207       NaN         NaN       NaN  \n",
      "2019-10-21  11860.916667       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  20678.833667 -0.044173   -0.009980 -0.034193  \n",
      "2019-08-14  20706.479333 -0.056400   -0.019264 -0.037136  \n",
      "2019-08-13  20680.237833 -0.071719   -0.029755 -0.041964  \n",
      "2019-08-12  20655.724667 -0.082105   -0.040225 -0.041880  \n",
      "2019-08-09  20494.078333 -0.095689   -0.051318 -0.044371  \n",
      "2019-08-08  20276.006167 -0.093275   -0.059709 -0.033566  \n",
      "2019-08-07  20265.435333 -0.093512   -0.066470 -0.027042  \n",
      "2019-08-06  20364.070833 -0.094227   -0.072021 -0.022206  \n",
      "2019-08-05  20420.844000 -0.064996   -0.070616  0.005620  \n",
      "2019-08-02  20548.060833 -0.029387   -0.062370  0.032983  \n",
      "2019-08-01  20490.936167 -0.010727   -0.052042  0.041315  \n",
      "2019-07-31  20356.135167  0.013588   -0.038916  0.052504  \n",
      "2019-07-30  20243.906000  0.031686   -0.024795  0.056481  \n",
      "2019-07-29  20259.054000  0.043111   -0.011214  0.054325  \n",
      "2019-07-26  20216.181500  0.056357    0.002300  0.054057  \n",
      "2019-07-25  20204.402833  0.063700    0.014580  0.049120  \n",
      "2019-07-24  20297.503667  0.063940    0.024452  0.039488  \n",
      "2019-07-23  20493.300667  0.057018    0.030965  0.026053  \n",
      "2019-07-22  20672.601333  0.034193    0.031611  0.002582  \n",
      "2019-07-19  20742.735000  0.032673    0.031823  0.000849  \n",
      "2019-07-18  20846.881167  0.027918    0.031042 -0.003124  \n",
      "2019-07-17  21038.381167  0.037436    0.032321  0.005115  \n",
      "2019-07-16  21031.448167  0.052444    0.036346  0.016098  \n",
      "2019-07-15  21139.004333  0.056425    0.040362  0.016064  \n",
      "2019-07-12  21069.841333  0.070867    0.046463  0.024404  \n",
      "2019-07-11  21162.379500  0.083767    0.053924  0.029844  \n",
      "2019-07-10  21165.382667  0.072977    0.057734  0.015243  \n",
      "2019-07-09  21203.546000  0.075657    0.061319  0.014338  \n",
      "2019-07-08  21516.864500  0.072906    0.063636  0.009270  \n",
      "2019-07-05  21636.477833  0.096245    0.070158  0.026087  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('000524','2019-11-15','7.17','7.17','6.98','6.98','10777','7.152','7.280','7.343','7.024','11642','8253','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 000007\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low     volume  price_change  p_change  \\\n",
      "date                                                                        \n",
      "2019-11-29   9.92  10.06  10.01   9.83   29343.50          0.01      0.10   \n",
      "2019-11-28  10.24  10.24  10.00   9.81   54505.99         -0.05     -0.50   \n",
      "2019-11-27  10.05  10.29  10.05   9.96   59744.50         -0.18     -1.76   \n",
      "2019-11-26   9.96  10.48  10.23   9.76  134862.50          0.27      2.71   \n",
      "2019-11-25  10.50  10.51   9.96   9.32  188688.48         -0.40     -3.86   \n",
      "2019-11-22  10.27  10.66  10.36  10.16  121794.99         -0.02     -0.19   \n",
      "2019-11-21  10.57  10.97  10.38  10.32  235943.20         -0.38     -3.53   \n",
      "2019-11-20  11.00  11.69  10.76  10.63  291059.19         -0.32     -2.89   \n",
      "2019-11-19  10.98  11.35  11.08  10.92  195582.88         -0.10     -0.89   \n",
      "2019-11-18  10.51  11.40  11.18  10.40  169269.77          0.24      2.19   \n",
      "2019-11-15  10.50  11.30  10.94  10.34  167729.95         -0.12     -1.08   \n",
      "2019-11-14  11.06  11.06  11.06  10.30  288912.81          1.01     10.05   \n",
      "2019-11-13   9.15  10.05  10.05   9.15  105453.48          0.91      9.96   \n",
      "2019-11-12   8.89   9.16   9.14   8.87   25308.98          0.25      2.81   \n",
      "2019-11-11   8.95   9.00   8.89   8.80   14483.00         -0.06     -0.67   \n",
      "2019-11-08   9.02   9.08   8.95   8.93   15215.52         -0.08     -0.89   \n",
      "2019-11-07   9.06   9.15   9.03   9.01   12085.98         -0.03     -0.33   \n",
      "2019-11-06   8.99   9.20   9.06   8.95   37467.40          0.05      0.56   \n",
      "2019-11-05   8.99   9.01   9.01   8.80   29658.00          0.09      1.01   \n",
      "2019-11-04   8.96   9.04   8.92   8.84   23683.00         -0.04     -0.45   \n",
      "2019-11-01   9.10   9.10   8.96   8.72   34220.00          0.01      0.11   \n",
      "2019-10-31   9.06   9.09   8.95   8.95   20556.51         -0.04     -0.45   \n",
      "2019-10-30   9.01   9.09   8.99   8.91   29894.00         -0.06     -0.66   \n",
      "2019-10-29   9.08   9.12   9.05   8.86   45282.50         -0.03     -0.33   \n",
      "2019-10-28   9.06   9.18   9.08   8.96   44909.79          0.03      0.33   \n",
      "2019-10-25   8.90   9.14   9.05   8.69   41313.00          0.12      1.34   \n",
      "2019-10-24   9.38   9.39   8.93   8.91   32671.50         -0.25     -2.72   \n",
      "2019-10-23   9.23   9.25   9.18   9.05   30807.00         -0.05     -0.54   \n",
      "2019-10-22   9.23   9.39   9.23   9.20   31372.00         -0.13     -1.39   \n",
      "2019-10-21   9.10   9.38   9.36   9.02   43135.02          0.07      0.75   \n",
      "...           ...    ...    ...    ...        ...           ...       ...   \n",
      "2019-08-15   7.00   7.21   7.21   6.90   45266.08          0.18      2.56   \n",
      "2019-08-14   7.23   7.23   7.03   7.01   30901.00         -0.16     -2.23   \n",
      "2019-08-13   7.10   7.23   7.19   6.90   49484.15          0.09      1.27   \n",
      "2019-08-12   7.03   7.13   7.10   6.99   41727.29          0.01      0.14   \n",
      "2019-08-09   7.12   7.12   7.09   6.99   29808.88         -0.01     -0.14   \n",
      "2019-08-08   7.10   7.17   7.10   6.93   44511.44          0.00      0.00   \n",
      "2019-08-07   6.83   7.15   7.10   6.81   52296.00          0.21      3.05   \n",
      "2019-08-06   6.75   7.30   6.89   6.62   89925.79          0.12      1.77   \n",
      "2019-08-05   6.57   6.85   6.77   6.49   39754.51          0.20      3.04   \n",
      "2019-08-02   6.56   6.58   6.57   6.46   21061.50         -0.06     -0.91   \n",
      "2019-08-01   6.57   6.69   6.63   6.56   27096.50          0.01      0.15   \n",
      "2019-07-31   6.55   6.66   6.62   6.50   30551.79          0.06      0.92   \n",
      "2019-07-30   6.57   6.60   6.56   6.53   12608.00          0.01      0.15   \n",
      "2019-07-29   6.66   6.66   6.55   6.49   39582.29         -0.02     -0.30   \n",
      "2019-07-26   6.57   6.66   6.57   6.55   22169.95          0.00      0.00   \n",
      "2019-07-25   6.61   6.68   6.57   6.54   38444.50         -0.11     -1.65   \n",
      "2019-07-24   6.38   6.94   6.68   6.30   50989.62          0.30      4.70   \n",
      "2019-07-23   6.35   6.40   6.38   6.30   25423.00          0.03      0.47   \n",
      "2019-07-22   6.44   6.52   6.35   6.27   16136.23         -0.09     -1.40   \n",
      "2019-07-19   6.63   6.66   6.44   6.41   25108.50         -0.19     -2.87   \n",
      "2019-07-18   6.60   6.69   6.63   6.53   22110.50          0.03      0.46   \n",
      "2019-07-17   6.69   6.69   6.60   6.56   20821.60          0.01      0.15   \n",
      "2019-07-16   6.56   6.64   6.59   6.42   30360.00          0.13      2.01   \n",
      "2019-07-15   6.30   6.48   6.46   6.13   32209.33          0.18      2.87   \n",
      "2019-07-12   6.35   6.35   6.28   6.22   13890.24         -0.04     -0.63   \n",
      "2019-07-11   6.35   6.35   6.32   6.26   20339.29          0.00      0.00   \n",
      "2019-07-10   6.44   6.44   6.32   6.29   18234.00         -0.08     -1.25   \n",
      "2019-07-09   6.57   6.57   6.40   6.29   24008.74         -0.18     -2.74   \n",
      "2019-07-08   6.64   6.73   6.58   6.42   34591.20         -0.09     -1.35   \n",
      "2019-07-05   6.79   6.82   6.67   6.63   40145.41         -0.15     -2.20   \n",
      "\n",
      "               ma5    ma10   ma20      v_ma5     v_ma10     v_ma20       ma25  \\\n",
      "date                                                                            \n",
      "2019-11-29  10.050  10.401  9.953   93428.99  148079.50  110039.66  10.010000   \n",
      "2019-11-28  10.120  10.494  9.901  111919.29  161918.15  110283.48  10.005000   \n",
      "2019-11-27  10.196  10.600  9.848  148206.73  185358.83  108586.01  10.020000   \n",
      "2019-11-26  10.338  10.600  9.795  194469.67  189929.73  107093.48  10.072500   \n",
      "2019-11-25  10.508  10.491  9.736  206613.75  178974.37  102614.48  10.050000   \n",
      "2019-11-22  10.752  10.384  9.692  202730.01  161553.83   95425.55  10.101667   \n",
      "2019-11-21  10.868  10.243  9.627  211917.00  150895.88   91401.45  10.141429   \n",
      "2019-11-20  11.004  10.108  9.554  222510.92  128510.16   81237.86  10.218750   \n",
      "2019-11-19  10.862   9.938  9.475  185389.78  103150.98   68225.25  10.314444   \n",
      "2019-11-18  10.474   9.731  9.383  151335.00   86558.49   60014.71  10.401000   \n",
      "2019-11-15  10.016   9.505  9.292  120377.64   71999.81   53707.97  10.450000   \n",
      "2019-11-14   9.618   9.307  9.209   89874.76   58648.82   47181.42  10.500833   \n",
      "2019-11-13   9.212   9.096  9.125   34509.39   31813.19   36894.51  10.466154   \n",
      "2019-11-12   9.014   8.990  9.085   20912.18   24257.24   37576.78  10.371429   \n",
      "2019-11-11   8.988   8.981  9.110   21781.98   26254.59   47978.20  10.272667   \n",
      "2019-11-08   8.994   9.000  9.140   23621.98   29297.27   56423.35  10.190000   \n",
      "2019-11-07   8.996   9.010  9.173   27422.88   31907.02   68632.59  10.121765   \n",
      "2019-11-06   8.980   9.000  9.167   29116.98   33965.57   73884.20  10.062778   \n",
      "2019-11-05   8.966   9.012  9.138   27602.30   33299.53   75507.70  10.007368   \n",
      "2019-11-04   8.974   9.034  9.110   30727.20   33470.93   77430.49   9.953000   \n",
      "2019-11-01   9.006   9.078  9.083   34972.56   35416.13   79318.39   9.905714   \n",
      "2019-10-31   9.024   9.111  9.058   36391.16   35714.02   81950.76   9.862273   \n",
      "2019-10-30   9.020   9.153  9.042   38814.16   41975.83   90011.33   9.824348   \n",
      "2019-10-29   9.058   9.179  9.022   38996.76   50896.32  101615.34   9.792083   \n",
      "2019-10-28   9.094   9.238  8.974   36214.66   69701.81  101573.97   9.763600   \n",
      "2019-10-25   9.150   9.280  8.925   35859.70   83549.43  101964.59   9.725200   \n",
      "2019-10-24   9.198   9.335  8.876   35036.88  105358.16  102273.87   9.682400   \n",
      "2019-10-23   9.286   9.333  8.834   45137.50  113802.83  106108.02   9.647600   \n",
      "2019-10-22   9.300   9.263  8.774   62795.89  117715.88  108192.66   9.607600   \n",
      "2019-10-21   9.382   9.186  8.713  103188.96  121390.05  109878.90   9.583600   \n",
      "...            ...     ...    ...        ...        ...        ...        ...   \n",
      "2019-08-15   7.124   7.005  6.770   39437.48   44473.66   36642.35   8.137600   \n",
      "2019-08-14   7.102   6.947  6.741   39286.55   42656.71   35484.57   8.094800   \n",
      "2019-08-13   7.116   6.906  6.720   43565.55   42621.79   34980.60   8.063200   \n",
      "2019-08-12   7.056   6.843  6.690   51653.88   38934.17   34024.39   8.027200   \n",
      "2019-08-09   6.990   6.788  6.658   51259.32   38719.67   33548.50   7.988000   \n",
      "2019-08-08   6.886   6.736  6.617   49509.85   37955.78   32752.56   7.951200   \n",
      "2019-08-07   6.792   6.683  6.578   46026.86   37349.08   31543.96   7.917200   \n",
      "2019-08-06   6.696   6.641  6.539   41678.02   37218.45   29840.86   7.871600   \n",
      "2019-08-05   6.630   6.590  6.515   26214.46   30768.17   26545.00   7.815600   \n",
      "2019-08-02   6.586   6.548  6.505   26180.02   28406.34   26286.84   7.755200   \n",
      "2019-08-01   6.586   6.535  6.510   26401.71   28811.04   27241.03   7.696000   \n",
      "2019-07-31   6.574   6.535  6.520   28671.31   28312.44   27557.57   7.639600   \n",
      "2019-07-30   6.586   6.533  6.532   32758.87   27339.42   27956.45   7.576800   \n",
      "2019-07-29   6.550   6.536  6.552   35321.87   29114.62   28377.70   7.520400   \n",
      "2019-07-26   6.510   6.527  6.574   30632.66   28377.32   28048.78   7.463200   \n",
      "2019-07-25   6.484   6.498  6.587   31220.37   27549.35   28410.17   7.382000   \n",
      "2019-07-24   6.496   6.473  6.607   27953.57   25738.83   27734.47   7.282000   \n",
      "2019-07-23   6.480   6.437  6.623   21919.97   22463.27   26604.62   7.129200   \n",
      "2019-07-22   6.522   6.439  6.656   22907.37   22321.84   27011.99   7.012400   \n",
      "2019-07-19   6.544   6.462  6.690   26121.99   24167.34   28217.65   6.932800   \n",
      "2019-07-18   6.512   6.485  6.724   23878.33   25671.03   29519.92   6.891600   \n",
      "2019-07-17   6.450   6.504  6.746   23524.09   26802.70   30965.55   6.848800   \n",
      "2019-07-16   6.394   6.531  6.772   23006.57   28573.49   32559.63   6.810800   \n",
      "2019-07-15   6.356   6.567  6.791   21736.32   27640.79   34040.24   6.761600   \n",
      "2019-07-12   6.380   6.621  6.827   22212.69   27720.23   35022.77   6.718400   \n",
      "2019-07-11   6.458   6.676  6.863   27463.73   29270.99   37359.17   6.682800   \n",
      "2019-07-10   6.558   6.741  6.904   30081.30   29730.11   39848.01   6.654400   \n",
      "2019-07-09   6.668   6.808  6.951   34140.40   30745.96   43110.37   6.622800   \n",
      "2019-07-08   6.778   6.872  6.979   33545.25   31702.14   45173.14   6.602000   \n",
      "2019-07-05   6.862   6.918  6.976   33227.76   32267.96   46062.78   6.585200   \n",
      "\n",
      "                   v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                       \n",
      "2019-11-29   29343.500000       NaN         NaN       NaN  \n",
      "2019-11-28   41924.745000       NaN         NaN       NaN  \n",
      "2019-11-27   47864.663333       NaN         NaN       NaN  \n",
      "2019-11-26   69614.122500       NaN         NaN       NaN  \n",
      "2019-11-25   93428.994000       NaN         NaN       NaN  \n",
      "2019-11-22   98156.660000       NaN         NaN       NaN  \n",
      "2019-11-21  117840.451429       NaN         NaN       NaN  \n",
      "2019-11-20  139492.793750       NaN         NaN       NaN  \n",
      "2019-11-19  145725.025556       NaN         NaN       NaN  \n",
      "2019-11-18  148079.500000       NaN         NaN       NaN  \n",
      "2019-11-15  149865.904545       NaN         NaN       NaN  \n",
      "2019-11-14  161453.146667       NaN         NaN       NaN  \n",
      "2019-11-13  157145.480000       NaN         NaN       NaN  \n",
      "2019-11-12  147728.587143       NaN         NaN       NaN  \n",
      "2019-11-11  138845.548000       NaN         NaN       NaN  \n",
      "2019-11-08  131118.671250       NaN         NaN       NaN  \n",
      "2019-11-07  124116.748235       NaN         NaN       NaN  \n",
      "2019-11-06  119302.895556       NaN         NaN       NaN  \n",
      "2019-11-05  114584.743158       NaN         NaN       NaN  \n",
      "2019-11-04  110039.656000       NaN         NaN       NaN  \n",
      "2019-11-01  106429.196190       NaN         NaN       NaN  \n",
      "2019-10-31  102525.892273       NaN         NaN       NaN  \n",
      "2019-10-30   99367.983913       NaN         NaN       NaN  \n",
      "2019-10-29   97114.422083       NaN         NaN       NaN  \n",
      "2019-10-28   95026.236800       NaN         NaN       NaN  \n",
      "2019-10-25   92960.343077       NaN         NaN       NaN  \n",
      "2019-10-24   90727.422963       NaN         NaN       NaN  \n",
      "2019-10-23   88587.407857       NaN         NaN       NaN  \n",
      "2019-10-22   86614.462759       NaN         NaN       NaN  \n",
      "2019-10-21   85165.148000       NaN         NaN       NaN  \n",
      "...                   ...       ...         ...       ...  \n",
      "2019-08-15  102645.892833 -0.274130   -0.155981 -0.118149  \n",
      "2019-08-14   98345.696000 -0.324432   -0.189671 -0.134761  \n",
      "2019-08-13   97412.873833 -0.347383   -0.221214 -0.126169  \n",
      "2019-08-12   97686.512333 -0.368584   -0.250688 -0.117896  \n",
      "2019-08-09   97941.943667 -0.381792   -0.276909 -0.104884  \n",
      "2019-08-08   98430.209000 -0.386992   -0.298925 -0.088067  \n",
      "2019-08-07   99100.376000 -0.386656   -0.316471 -0.070184  \n",
      "2019-08-06   99974.682500 -0.398738   -0.332925 -0.065813  \n",
      "2019-08-05  100142.957667 -0.413233   -0.348986 -0.064246  \n",
      "2019-08-02  100099.266000 -0.435834   -0.366356 -0.069478  \n",
      "2019-08-01   99980.541000 -0.443789   -0.381843 -0.061946  \n",
      "2019-07-31  100147.129000 -0.445762   -0.394626 -0.051135  \n",
      "2019-07-30   99859.029000 -0.447013   -0.405104 -0.041910  \n",
      "2019-07-29   99764.025500 -0.443698   -0.412823 -0.030875  \n",
      "2019-07-26   99385.028167 -0.434448   -0.417148 -0.017301  \n",
      "2019-07-25   99337.219833 -0.422251   -0.418168 -0.004082  \n",
      "2019-07-24   99642.521833 -0.399107   -0.414356  0.015249  \n",
      "2019-07-23   99552.788500 -0.400358   -0.411556  0.011198  \n",
      "2019-07-22   99298.859000 -0.399169   -0.409079  0.009910  \n",
      "2019-07-19   98998.417000 -0.386509   -0.404565  0.018056  \n",
      "2019-07-18   98746.943667 -0.357028   -0.395058  0.038029  \n",
      "2019-07-17   97707.727000 -0.332256   -0.382497  0.050241  \n",
      "2019-07-16   96228.745000 -0.309858   -0.367969  0.058111  \n",
      "2019-07-15   92876.611167 -0.299150   -0.354205  0.055056  \n",
      "2019-07-12   90051.681833 -0.301710   -0.343706  0.041997  \n",
      "2019-07-11   86067.332167 -0.297086   -0.334382  0.037296  \n",
      "2019-07-10   84419.261667 -0.290078   -0.325521  0.035443  \n",
      "2019-07-09   83653.782500 -0.274900   -0.315397  0.040497  \n",
      "2019-07-08   83095.074833 -0.245517   -0.301421  0.055904  \n",
      "2019-07-05   82740.148333 -0.212518   -0.283640  0.071122  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('000007','2019-11-15','10.50','11.30','10.34','10.94','167729','10.016','9.505','9.292','10.450','120377','149865','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n"
     ]
    }
   ],
   "source": [
    "#1、首先是获取沪深两市的股票列表\n",
    "\n",
    "\n",
    "    \n",
    "def Get_Stock_List():\n",
    "    df = ts.get_stock_basics()\n",
    "    df = df.sort_index() \n",
    "    #先只筛选某行业数据\n",
    "    df_hotel_and_catering=df[df['industry']=='酒店餐饮']\n",
    "    df_telecom_operation=df[df['industry']=='电信运营']\n",
    "    return df_hotel_and_catering,df_telecom_operation\n",
    "          \n",
    "#2）、获取1年交易数据，并保存\n",
    "def Get_Stock_Trade(code):\n",
    "    df = None\n",
    "    try:\n",
    "        df = ts.get_hist_data(code, start='2019-01-01', retry_count=5, pause=0.01)\n",
    "        #df = pro.daily(ts_code=Code, start_date='20190401')\n",
    "    except Exception as e:\n",
    "        print(e,'err!')\n",
    "    return df\n",
    "\n",
    "# 3)获取构造均价、均量、MACD数据\n",
    "def Make_Full_stock(code):\n",
    "    df_hotel_and_catering=None\n",
    "    df_telecom_operation=None\n",
    "    #df =None\n",
    "    try:\n",
    "        df = Get_Stock_Trade(code)\n",
    "    except Exception as e:\n",
    "        print(code + 'trade err!')\n",
    "        return df\n",
    " \n",
    "    if not(df is None):\n",
    "    \n",
    "        # 构造成交价和成交量均线,根据具体情况构造n日均价，n日均线\n",
    "        dfma25 = df['close'].rolling(min_periods=1, window=25, center=False).mean()   # 25日均价\n",
    "        dfvol60 =df['volume'].rolling(min_periods=1, window=60, center=False).mean()  # 60日均量\n",
    "\n",
    "        \n",
    "        # 构造MACD值，psmacd DIFF；psmacdsignal DEA；psmacdhist DIFF-DEA\n",
    "        # http://www.lfd.uci.edu/~gohlke/pythonlibs/ 下载安装 TA-Lib\n",
    "        psmacd, psmacdsignal, psmacdhist = ta.MACD(np.array(df['close']), fastperiod=12, slowperiod=26, signalperiod=9)\n",
    "        #转换为series\n",
    "        \n",
    "        #在后面增加5列，分别是14-18列，对应的是 ma25 vol60 DIFF  DEA  DIFF-DEA       \n",
    "        df['ma25']=pd.Series(dfma25,index=df.index)             #ma25\n",
    "        df['v_ma60']=pd.Series(dfvol60,index=df.index)          #vol60\n",
    "        df['macd']=pd.Series(psmacd,index=df.index)             #DIFF\n",
    "        df['macdsignal']=pd.Series(psmacdsignal,index=df.index) #DEA\n",
    "        df['macdhist']=pd.Series(psmacdhist,index=df.index)     #DIFF-DEA\n",
    "        \n",
    "    return df\n",
    "\n",
    "#4) 构造增加数据的Insert语句，以便将处理过某标的交易数据加入数据库\n",
    "def Make_Sql(df,code):\n",
    "    sqls = []\n",
    "\n",
    "    for tdate,row in df.iterrows():    #iter迭代的应用，要支持迭代\n",
    "        #Open,high,low,close,volume,amount,,,,,, = row[1:n]\n",
    "       \n",
    "        sql = \"insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,vol5) \\\n",
    "        values('%s','%s','%.2f','%.2f','%.2f','%.2f','%d','%.3f','%.3f','%.3f','%d')\" \\\n",
    "        % (code, tdate, row['open'], row['high'], row['low'],row['close'],row['volume'],\\\n",
    "           row['ma5'],row['ma10'],row['ma20'],row['v_ma5'])\n",
    "        new_sql = \"insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist) \\\n",
    "        values('%s','%s','%.2f','%.2f','%.2f','%.2f','%d','%.3f','%.3f','%.3f','%.3f','%d','%d','%.6f','%.6f','%.6f')\" \\\n",
    "        % (code, tdate, row['open'], row['high'], row['low'],row['close'],row['volume'],\\\n",
    "           row['ma5'],row['ma10'],row['ma20'],row['ma25'],row['v_ma5'],row['v_ma60'],row['macd'],row['macdsignal'],row['macdhist'])\n",
    "        #sqls.append(sql)\n",
    "        sqls.append(new_sql)\n",
    "    return sqls\n",
    "\n",
    "\n",
    "# 5) 将处理过某标的交易数据加入数据库\n",
    "def Insert_Stock_Trade(sqls, engine):\n",
    "\n",
    "    for insert_sql in sqls:\n",
    "        engine.execute(insert_sql)\n",
    "        #print(insert_sql)\n",
    "    engine.commit()\n",
    "    print('Insert data over!')\n",
    "   \n",
    "\n",
    "#6) 构造各函数调用逻辑，完成程序功能\n",
    "def Output_DB():\n",
    "    df1 = pd.read_csv(\"data/电信运营2019-11-21stock.csv\", encoding='gbk', \n",
    "                 header = 0,\n",
    "                 names = ['code', 'name', 'industry', 'area','pe', 'outstanding', 'totals', 'totalAssets','liquidAssets', 'fixedAssets', 'reserved', \n",
    "                          'reservedPerShare', 'esp', 'bvps', 'pb', 'timeToMarket', 'undp', 'perundp', 'rev', 'profit', 'gpr', 'npr', 'holders', 'MACD'])\n",
    "\n",
    "    df2 = pd.read_csv(\"data/酒店餐饮2019-11-21stock.csv\", encoding='gbk', \n",
    "                 header = 0,\n",
    "                 names = ['code', 'name', 'industry', 'area','pe', 'outstanding', 'totals', 'totalAssets','liquidAssets', 'fixedAssets', 'reserved', \n",
    "                          'reservedPerShare', 'esp', 'bvps', 'pb', 'timeToMarket', 'undp', 'perundp', 'rev', 'profit', 'gpr', 'npr', 'holders', 'MACD'])\n",
    "\n",
    "    df = pd.concat([df1, df2]) #上下合并两个df\n",
    "\n",
    "    for code in df.code:\n",
    "        code = (str(code)).zfill(6)\n",
    "        print(\"开始处理：\", code)\n",
    "        #print(type(code))\n",
    "        df1 = Make_Full_stock(code)#获取构造均价、均量、MACD数据 后面四列数据\n",
    "        print(df1.head(100))\n",
    "        df1 = df1.fillna(0)\n",
    "        sqls=Make_Sql(df1,code)\n",
    "        print(sqls[10])\n",
    "        Insert_Stock_Trade(sqls, cur)\n",
    "\n",
    "Output_DB()\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 测试自定义函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 319,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df = Get_Stock_List()    \n",
    "df_hotel_and_catering,df_telecom_operation = Get_Stock_List()  \n",
    "#df.head()\n",
    "\n",
    "df = pd.concat([df_hotel_and_catering, df_telecom_operation]) #上下合并两个行业df\n",
    "#df.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "开始处理： 002467\n",
      "            open  high  close   low     volume  price_change  p_change    ma5  \\\n",
      "date                                                                            \n",
      "2019-11-29  5.22  5.22   5.19  5.15  126164.84         -0.02     -0.38  5.242   \n",
      "2019-11-28  5.27  5.27   5.21  5.20  138587.20         -0.04     -0.76  5.272   \n",
      "2019-11-27  5.29  5.30   5.25  5.23  129196.56         -0.04     -0.76  5.324   \n",
      "2019-11-26  5.27  5.33   5.29  5.26  115019.94          0.02      0.38  5.378   \n",
      "2019-11-25  5.33  5.33   5.27  5.23  201445.41         -0.07     -1.31  5.400   \n",
      "2019-11-22  5.45  5.51   5.34  5.32  292742.28         -0.13     -2.38  5.404   \n",
      "2019-11-21  5.51  5.55   5.47  5.40  325961.69         -0.05     -0.91  5.410   \n",
      "2019-11-20  5.41  5.71   5.52  5.36  625632.75          0.12      2.22  5.376   \n",
      "2019-11-19  5.30  5.49   5.40  5.28  249023.14          0.11      2.08  5.334   \n",
      "2019-11-18  5.28  5.29   5.29  5.20  205236.69         -0.08     -1.49  5.330   \n",
      "2019-11-15  5.29  5.60   5.37  5.28  272442.25          0.07      1.32  5.344   \n",
      "2019-11-14  5.30  5.35   5.30  5.26  138805.59         -0.01     -0.19  5.378   \n",
      "2019-11-13  5.36  5.37   5.31  5.30  118703.95         -0.07     -1.30  5.436   \n",
      "2019-11-12  5.36  5.40   5.38  5.23  177849.28          0.02      0.37  5.478   \n",
      "2019-11-11  5.52  5.52   5.36  5.32  239541.44         -0.18     -3.25  5.524   \n",
      "2019-11-08  5.61  5.64   5.54  5.53  184311.16         -0.05     -0.89  5.578   \n",
      "2019-11-07  5.52  5.61   5.59  5.50  164957.62          0.07      1.27  5.608   \n",
      "2019-11-06  5.60  5.61   5.52  5.50  207168.70         -0.09     -1.60  5.618   \n",
      "2019-11-05  5.64  5.66   5.61  5.54  204674.69         -0.02     -0.35  5.664   \n",
      "2019-11-04  5.70  5.75   5.63  5.62  249384.36         -0.06     -1.05  5.704   \n",
      "2019-11-01  5.62  5.74   5.69  5.53  232140.05          0.05      0.89  5.784   \n",
      "2019-10-31  5.79  5.84   5.64  5.61  347382.88         -0.11     -1.91  5.780   \n",
      "2019-10-30  5.83  5.93   5.75  5.72  344191.84         -0.06     -1.03  5.774   \n",
      "2019-10-29  5.93  6.09   5.81  5.78  659318.56         -0.22     -3.65  5.762   \n",
      "2019-10-28  6.10  6.10   6.03  5.89  938270.25          0.36      6.35  5.758   \n",
      "2019-10-25  5.60  5.69   5.67  5.59  173616.59          0.06      1.07  5.678   \n",
      "2019-10-24  5.68  5.68   5.61  5.58  185859.20         -0.08     -1.41  5.676   \n",
      "2019-10-23  5.79  5.79   5.69  5.65  258457.95         -0.10     -1.73  5.726   \n",
      "2019-10-22  5.66  5.85   5.79  5.63  293692.16          0.16      2.84  5.772   \n",
      "2019-10-21  5.68  5.70   5.63  5.52  193171.84         -0.03     -0.53  5.796   \n",
      "...          ...   ...    ...   ...        ...           ...       ...    ...   \n",
      "2019-08-15  5.10  5.36   5.34  5.05  397530.16          0.06      1.14  5.238   \n",
      "2019-08-14  5.55  5.55   5.28  5.23  434411.72          0.00      0.00  5.210   \n",
      "2019-08-13  5.16  5.36   5.28  5.11  443834.12          0.10      1.93  5.190   \n",
      "2019-08-12  5.12  5.19   5.18  5.07  254519.72          0.07      1.37  5.188   \n",
      "2019-08-09  5.26  5.28   5.11  5.08  280746.81         -0.09     -1.73  5.254   \n",
      "2019-08-08  5.27  5.28   5.20  5.18  237765.48          0.02      0.39  5.334   \n",
      "2019-08-07  5.35  5.36   5.18  5.17  284221.09         -0.09     -1.71  5.430   \n",
      "2019-08-06  5.40  5.40   5.27  5.03  520172.72         -0.24     -4.36  5.548   \n",
      "2019-08-05  5.56  5.68   5.51  5.46  333649.03          0.00      0.00  5.668   \n",
      "2019-08-02  5.30  5.52   5.51  5.26  385329.00         -0.17     -2.99  5.746   \n",
      "2019-08-01  5.75  5.77   5.68  5.65  300275.69         -0.09     -1.56  5.822   \n",
      "2019-07-31  5.88  5.88   5.77  5.76  305646.06         -0.10     -1.70  5.862   \n",
      "2019-07-30  5.88  5.94   5.87  5.85  337196.47         -0.03     -0.51  5.894   \n",
      "2019-07-29  5.90  5.93   5.90  5.86  205668.48          0.01      0.17  5.882   \n",
      "2019-07-26  5.92  5.96   5.89  5.84  270760.31          0.01      0.17  5.852   \n",
      "2019-07-25  5.95  5.95   5.88  5.86  372712.31         -0.05     -0.84  5.862   \n",
      "2019-07-24  5.86  6.03   5.93  5.83  446117.38          0.12      2.06  5.860   \n",
      "2019-07-23  5.78  5.82   5.81  5.75  235097.05          0.06      1.04  5.890   \n",
      "2019-07-22  5.99  5.99   5.75  5.65  331111.75         -0.19     -3.20  5.958   \n",
      "2019-07-19  5.95  6.01   5.94  5.88  308253.09          0.07      1.19  5.994   \n",
      "2019-07-18  6.06  6.07   5.87  5.85  404907.88         -0.21     -3.45  5.966   \n",
      "2019-07-17  6.13  6.23   6.08  6.04  456197.28         -0.07     -1.14  5.962   \n",
      "2019-07-16  5.98  6.25   6.15  5.75  677963.38          0.22      3.71  5.930   \n",
      "2019-07-15  5.80  5.98   5.93  5.63  423536.84          0.13      2.24  5.880   \n",
      "2019-07-12  5.85  5.87   5.80  5.75  266780.75         -0.05     -0.85  5.886   \n",
      "2019-07-11  5.93  6.00   5.85  5.80  290614.75         -0.07     -1.18  5.976   \n",
      "2019-07-10  5.94  6.01   5.92  5.82  345944.56          0.02      0.34  6.048   \n",
      "2019-07-09  5.93  6.01   5.90  5.71  419446.47         -0.06     -1.01  6.118   \n",
      "2019-07-08  6.20  6.20   5.96  5.90  531036.06         -0.29     -4.64  6.236   \n",
      "2019-07-05  6.21  6.29   6.25  6.17  335562.19          0.04      0.64  6.368   \n",
      "\n",
      "             ma10   ma20      v_ma5     v_ma10      v_ma20      ma25  \\\n",
      "date                                                                   \n",
      "2019-11-29  5.323  5.392  142082.79  240901.05   218342.48  5.190000   \n",
      "2019-11-28  5.341  5.417  175398.28  255528.79   223641.24  5.200000   \n",
      "2019-11-27  5.350  5.439  212873.18  255550.63   234081.02  5.216667   \n",
      "2019-11-26  5.356  5.464  312160.41  254501.37   244830.79  5.235000   \n",
      "2019-11-25  5.365  5.490  338961.05  260784.30   272045.72  5.242000   \n",
      "2019-11-22  5.374  5.528  339719.31  264593.91   308886.96  5.258333   \n",
      "2019-11-21  5.394  5.544  335659.30  253750.79   302930.67  5.288571   \n",
      "2019-11-20  5.406  5.551  298228.08  237650.39   295925.55  5.317500   \n",
      "2019-11-19  5.406  5.560  196842.32  195803.98   277566.81  5.326667   \n",
      "2019-11-18  5.427  5.579  182607.55  191369.14   279800.26  5.323000   \n",
      "2019-11-15  5.461  5.596  189468.50  195783.90   279197.02  5.327273   \n",
      "2019-11-14  5.493  5.611  171842.28  191753.68   281540.24  5.325000   \n",
      "2019-11-13  5.527  5.639  177072.69  212611.41   287827.90  5.323846   \n",
      "2019-11-12  5.571  5.669  194765.64  235160.20   297357.56  5.327857   \n",
      "2019-11-11  5.614  5.696  200130.72  283307.13   308687.14  5.330000   \n",
      "2019-11-08  5.681  5.732  202099.31  353180.01   344333.84  5.343125   \n",
      "2019-11-07  5.694  5.762  211665.08  352110.55   395541.45  5.357647   \n",
      "2019-11-06  5.696  5.764  248150.14  354200.71   400844.62  5.366667   \n",
      "2019-11-05  5.713  5.764  275554.76  359329.64   402152.71  5.379474   \n",
      "2019-11-04  5.731  5.759  366483.54  368231.38   402547.52  5.392000   \n",
      "2019-11-01  5.731  5.756  504260.72  362610.13   401503.28  5.406190   \n",
      "2019-10-31  5.728  5.755  492556.02  371326.80   404656.49  5.416818   \n",
      "2019-10-30  5.750  5.752  460251.29  363044.38   411927.44  5.431304   \n",
      "2019-10-29  5.767  5.758  443104.51  359554.91   417907.27  5.447083   \n",
      "2019-10-28  5.777  5.774  369979.23  334067.15   408800.47  5.470400   \n",
      "2019-10-25  5.783  5.775  220959.55  335487.67   384127.35  5.489600   \n",
      "2019-10-24  5.829  5.800  250097.57  438972.35   402605.33  5.505600   \n",
      "2019-10-23  5.832  5.826  265837.47  447488.52   413005.56  5.523200   \n",
      "2019-10-22  5.815  5.843  276005.31  444975.78   420179.04  5.543200   \n",
      "2019-10-21  5.787  5.856  298155.07  436863.66   450335.94  5.557600   \n",
      "...           ...    ...        ...        ...         ...       ...   \n",
      "2019-08-15  5.286  5.564  362208.51  357217.99   334250.92  5.777200   \n",
      "2019-08-14  5.320  5.591  330255.57  347492.54   334619.81  5.743200   \n",
      "2019-08-13  5.369  5.631  300217.44  334615.97   335709.09  5.713600   \n",
      "2019-08-12  5.428  5.674  315485.16  323952.21   347415.55  5.678400   \n",
      "2019-08-09  5.500  5.712  331311.03  319067.08   355866.41  5.628800   \n",
      "2019-08-08  5.578  5.746  352227.46  318068.43   355168.10  5.582400   \n",
      "2019-08-07  5.646  5.779  364729.51  331563.12   357810.57  5.540400   \n",
      "2019-08-06  5.721  5.816  369014.50  347752.75   360896.74  5.490000   \n",
      "2019-08-05  5.775  5.847  332419.25  319245.18   355860.43  5.455200   \n",
      "2019-08-02  5.799  5.870  306823.14  318991.45   365729.78  5.427200   \n",
      "2019-08-01  5.842  5.907  283909.40  311283.86   363241.44  5.412000   \n",
      "2019-07-31  5.861  5.933  298396.73  321747.08   367070.47  5.402000   \n",
      "2019-07-30  5.892  5.958  326490.99  336802.20   382460.45  5.399200   \n",
      "2019-07-29  5.920  5.989  306071.11  370878.89   410677.33  5.419200   \n",
      "2019-07-26  5.923  6.025  331159.76  392665.73   472220.06  5.444000   \n",
      "2019-07-25  5.914  6.038  338658.32  392267.77   496470.58  5.461200   \n",
      "2019-07-24  5.911  6.064  345097.43  384058.02   508587.72  5.475200   \n",
      "2019-07-23  5.910  6.085  347113.41  374040.73   514260.84  5.492400   \n",
      "2019-07-22  5.919  6.119  435686.68  392475.68   548974.86  5.514400   \n",
      "2019-07-19  5.940  6.157  454171.69  412468.11   575727.39  5.540000   \n",
      "2019-07-18  5.971  6.189  445877.23  415199.02   631452.36  5.558400   \n",
      "2019-07-17  6.005  6.226  423018.60  412393.86   679944.61  5.584000   \n",
      "2019-07-16  6.024  6.249  400968.06  428118.70   735915.86  5.608400   \n",
      "2019-07-15  6.058  6.257  349264.67  450475.77   749588.95  5.624800   \n",
      "2019-07-12  6.127  6.282  370764.52  551774.38   789850.99  5.644400   \n",
      "2019-07-11  6.161  6.314  384520.81  600673.40   858807.15  5.664800   \n",
      "2019-07-10  6.216  6.362  401769.12  633117.43   964728.75  5.690400   \n",
      "2019-07-09  6.260  6.406  455269.34  654480.95  1120742.07  5.715200   \n",
      "2019-07-08  6.318  6.441  551686.86  705474.04  1187052.20  5.746400   \n",
      "2019-07-05  6.373  6.443  732784.25  738986.67  1199298.89  5.792000   \n",
      "\n",
      "                   v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                       \n",
      "2019-11-29  126164.840000       NaN         NaN       NaN  \n",
      "2019-11-28  132376.020000       NaN         NaN       NaN  \n",
      "2019-11-27  131316.200000       NaN         NaN       NaN  \n",
      "2019-11-26  127242.135000       NaN         NaN       NaN  \n",
      "2019-11-25  142082.790000       NaN         NaN       NaN  \n",
      "2019-11-22  167192.705000       NaN         NaN       NaN  \n",
      "2019-11-21  189873.988571       NaN         NaN       NaN  \n",
      "2019-11-20  244343.833750       NaN         NaN       NaN  \n",
      "2019-11-19  244863.756667       NaN         NaN       NaN  \n",
      "2019-11-18  240901.050000       NaN         NaN       NaN  \n",
      "2019-11-15  243768.431818       NaN         NaN       NaN  \n",
      "2019-11-14  235021.528333       NaN         NaN       NaN  \n",
      "2019-11-13  226074.022308       NaN         NaN       NaN  \n",
      "2019-11-12  222629.397857       NaN         NaN       NaN  \n",
      "2019-11-11  223756.867333       NaN         NaN       NaN  \n",
      "2019-11-08  221291.510625       NaN         NaN       NaN  \n",
      "2019-11-07  217977.752353       NaN         NaN       NaN  \n",
      "2019-11-06  217377.249444       NaN         NaN       NaN  \n",
      "2019-11-05  216708.693684       NaN         NaN       NaN  \n",
      "2019-11-04  218342.477000       NaN         NaN       NaN  \n",
      "2019-11-01  218999.504286       NaN         NaN       NaN  \n",
      "2019-10-31  224835.112273       NaN         NaN       NaN  \n",
      "2019-10-30  230024.535217       NaN         NaN       NaN  \n",
      "2019-10-29  247911.786250       NaN         NaN       NaN  \n",
      "2019-10-28  275526.124800       NaN         NaN       NaN  \n",
      "2019-10-25  271606.527308       NaN         NaN       NaN  \n",
      "2019-10-24  268430.700370       NaN         NaN       NaN  \n",
      "2019-10-23  268074.530714       NaN         NaN       NaN  \n",
      "2019-10-22  268957.897241       NaN         NaN       NaN  \n",
      "2019-10-21  266431.695333       NaN         NaN       NaN  \n",
      "...                   ...       ...         ...       ...  \n",
      "2019-08-15  520116.816000 -0.143573   -0.116614 -0.026959  \n",
      "2019-08-14  525043.584833 -0.148845   -0.123060 -0.025784  \n",
      "2019-08-13  530462.421000 -0.151279   -0.128704 -0.022575  \n",
      "2019-08-12  531740.261667 -0.159439   -0.134851 -0.024588  \n",
      "2019-08-09  532427.017833 -0.169599   -0.141801 -0.027799  \n",
      "2019-08-08  533317.923167 -0.168448   -0.147130 -0.021318  \n",
      "2019-08-07  535305.647667 -0.167221   -0.151148 -0.016073  \n",
      "2019-08-06  540522.381333 -0.157175   -0.152354 -0.004821  \n",
      "2019-08-05  542671.953667 -0.128368   -0.147556  0.019189  \n",
      "2019-08-02  544937.697667 -0.104335   -0.138912  0.034577  \n",
      "2019-08-01  546073.291667 -0.070756   -0.125281  0.054525  \n",
      "2019-07-31  545377.678000 -0.036461   -0.107517  0.071056  \n",
      "2019-07-30  545261.088500 -0.001200   -0.086253  0.085054  \n",
      "2019-07-29  537700.253833  0.028834   -0.063236  0.092070  \n",
      "2019-07-26  526575.088167  0.051238   -0.040341  0.091579  \n",
      "2019-07-25  529893.350167  0.067409   -0.018791  0.086201  \n",
      "2019-07-24  534230.986500  0.083300    0.001627  0.081673  \n",
      "2019-07-23  533841.638167  0.085228    0.018347  0.066880  \n",
      "2019-07-22  534465.298000  0.080980    0.030874  0.050107  \n",
      "2019-07-19  536383.318833  0.091887    0.043076  0.048810  \n",
      "2019-07-18  537810.004833  0.093800    0.053221  0.040579  \n",
      "2019-07-17  541003.981333  0.110983    0.064773  0.046209  \n",
      "2019-07-16  547148.419000  0.128764    0.077572  0.051192  \n",
      "2019-07-15  547466.683000  0.123678    0.086793  0.036885  \n",
      "2019-07-12  536038.438167  0.107913    0.091017  0.016896  \n",
      "2019-07-11  520740.961000  0.098321    0.092478  0.005843  \n",
      "2019-07-10  521989.688500  0.095269    0.093036  0.002233  \n",
      "2019-07-09  525091.620333  0.090197    0.092468 -0.002271  \n",
      "2019-07-08  530399.372167  0.089982    0.091971 -0.001989  \n",
      "2019-07-05  532183.750000  0.111921    0.095961  0.015960  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('002467','2019-11-15','5.29','5.60','5.28','5.37','272442','5.344','5.461','5.596','5.327','189468','243768','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 603881\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low     volume  price_change  p_change  \\\n",
      "date                                                                        \n",
      "2019-11-29  35.90  36.50  36.50  35.20   19683.38          0.35      0.97   \n",
      "2019-11-28  36.26  36.55  36.15  35.88   15550.40          0.15      0.42   \n",
      "2019-11-27  36.03  36.51  36.00  35.76   18922.62          0.11      0.31   \n",
      "2019-11-26  36.11  36.78  35.89  35.60   19295.56         -0.32     -0.88   \n",
      "2019-11-25  36.88  37.19  36.21  35.48   24627.20         -0.57     -1.55   \n",
      "2019-11-22  37.80  38.00  36.78  36.51   26844.57         -0.78     -2.08   \n",
      "2019-11-21  37.53  38.19  37.56  37.23   22267.09         -0.32     -0.84   \n",
      "2019-11-20  37.52  39.22  37.88  37.47   50458.82          0.47      1.26   \n",
      "2019-11-19  37.30  37.62  37.41  37.09   26114.25          0.11      0.29   \n",
      "2019-11-18  36.71  37.68  37.30  36.05   32866.65          0.65      1.77   \n",
      "2019-11-15  37.00  37.35  36.65  36.36   27165.49         -0.18     -0.49   \n",
      "2019-11-14  36.97  37.24  36.83  36.41   30763.72         -0.17     -0.46   \n",
      "2019-11-13  36.17  37.24  37.00  35.93   43282.67          1.00      2.78   \n",
      "2019-11-12  35.96  36.45  36.00  35.41   31676.02          0.26      0.73   \n",
      "2019-11-11  35.78  36.62  35.74  35.06   45439.01          0.00      0.00   \n",
      "2019-11-08  33.80  36.40  35.74  33.80   72599.39          1.72      5.06   \n",
      "2019-11-07  32.25  34.20  34.02  32.25   55113.37          1.63      5.03   \n",
      "2019-11-06  32.47  32.84  32.39  32.31   18394.20         -0.14     -0.43   \n",
      "2019-11-05  32.08  32.75  32.53  31.73   30806.00          0.46      1.43   \n",
      "2019-11-04  31.80  32.41  32.07  31.62   26066.71          0.45      1.42   \n",
      "2019-11-01  31.13  31.84  31.62  30.53   26537.45          0.18      0.57   \n",
      "2019-10-31  31.55  31.93  31.44  31.12   27370.10         -0.12     -0.38   \n",
      "2019-10-30  32.07  32.30  31.56  31.35   35270.72         -0.40     -1.25   \n",
      "2019-10-29  34.00  34.22  31.96  31.91   66796.64         -1.53     -4.57   \n",
      "2019-10-28  32.30  33.84  33.49  32.28   80961.37          1.76      5.55   \n",
      "2019-10-25  34.90  34.90  31.73  31.71  113398.67         -3.50     -9.94   \n",
      "2019-10-24  35.78  35.83  35.23  34.98   15533.48         -0.32     -0.90   \n",
      "2019-10-23  36.20  36.40  35.55  35.55   16314.59         -0.61     -1.69   \n",
      "2019-10-22  35.39  36.48  36.16  35.18   29359.29          1.14      3.25   \n",
      "2019-10-21  35.31  35.60  35.02  34.53   18881.07         -0.48     -1.35   \n",
      "...           ...    ...    ...    ...        ...           ...       ...   \n",
      "2019-08-15  34.98  37.87  37.56  34.72   53228.91          1.69      4.71   \n",
      "2019-08-14  36.20  36.90  35.87  35.62   39252.65          0.00      0.00   \n",
      "2019-08-13  34.72  36.76  35.87  34.39   62498.06          0.87      2.49   \n",
      "2019-08-12  33.83  35.10  35.00  33.75   51753.60          0.98      2.88   \n",
      "2019-08-09  35.03  35.14  34.02  33.79   45973.53         -0.90     -2.58   \n",
      "2019-08-08  33.33  34.94  34.92  33.32   62172.83          1.28      3.81   \n",
      "2019-08-07  33.01  34.49  33.64  32.12   87800.09          0.62      1.88   \n",
      "2019-08-06  31.19  33.47  33.02  31.12   74306.85          1.19      3.74   \n",
      "2019-08-05  32.41  32.93  31.83  31.80   28570.16         -0.70     -2.15   \n",
      "2019-08-02  31.95  32.60  32.53  31.71   29346.15         -0.07     -0.21   \n",
      "2019-08-01  32.24  32.75  32.60  32.10   26350.98         -0.06     -0.18   \n",
      "2019-07-31  31.81  32.80  32.66  31.54   40391.05          0.83      2.61   \n",
      "2019-07-30  31.35  32.30  31.83  31.13   32696.46          0.63      2.02   \n",
      "2019-07-29  30.78  31.37  31.20  30.68   25522.00          0.32      1.04   \n",
      "2019-07-26  30.54  30.92  30.88  30.41   24348.00          0.34      1.11   \n",
      "2019-07-25  30.09  30.74  30.54  30.07   27461.00          0.48      1.60   \n",
      "2019-07-24  29.33  30.27  30.06  29.30   20123.00          0.69      2.35   \n",
      "2019-07-23  28.88  29.65  29.37  28.88   13162.00          0.39      1.35   \n",
      "2019-07-22  29.81  30.14  28.98  28.78   21601.15         -0.83     -2.78   \n",
      "2019-07-19  30.00  30.38  29.81  29.72   18101.79         -0.12     -0.40   \n",
      "2019-07-18  30.41  30.45  29.93  29.88   20690.90         -0.76     -2.48   \n",
      "2019-07-17  30.84  31.08  30.69  30.20   12717.01          0.02      0.07   \n",
      "2019-07-16  30.92  31.14  30.67  30.59   11844.00         -0.24     -0.78   \n",
      "2019-07-15  30.44  31.38  30.91  29.61   22695.70          0.48      1.58   \n",
      "2019-07-12  30.13  30.89  30.43  30.04   15019.00          0.21      0.69   \n",
      "2019-07-11  30.88  30.88  30.22  30.03   13709.00         -0.24     -0.79   \n",
      "2019-07-10  30.47  31.18  30.46  30.31   13428.28         -0.12     -0.39   \n",
      "2019-07-09  30.90  30.99  30.58  30.12   17086.00         -0.08     -0.26   \n",
      "2019-07-08  32.38  32.38  30.66  30.50   27169.88         -1.70     -5.25   \n",
      "2019-07-05  31.98  32.45  32.36  31.80   13932.00          0.48      1.51   \n",
      "\n",
      "               ma5    ma10    ma20     v_ma5    v_ma10    v_ma20       ma25  \\\n",
      "date                                                                          \n",
      "2019-11-29  36.150  36.768  35.833  19615.83  25663.05  31896.86  36.500000   \n",
      "2019-11-28  36.206  36.783  35.589  21048.07  26411.27  32239.56  36.325000   \n",
      "2019-11-27  36.488  36.851  35.353  22391.41  27932.60  32830.54  36.216667   \n",
      "2019-11-26  36.864  36.951  35.131  28698.65  30368.60  33647.95  36.135000   \n",
      "2019-11-25  37.168  36.962  34.935  30062.39  31606.65  36023.00  36.150000   \n",
      "2019-11-22  37.386  36.915  34.799  31710.28  33687.83  38839.71  36.255000   \n",
      "2019-11-21  37.360  36.811  34.546  31774.46  38263.31  43167.42  36.441429   \n",
      "2019-11-20  37.214  36.457  34.430  33473.79  41547.94  42830.74  36.621250   \n",
      "2019-11-19  37.038  35.908  34.313  32038.56  38341.48  41123.53  36.708889   \n",
      "2019-11-18  36.756  35.420  34.251  33150.91  38810.65  41285.78  36.768000   \n",
      "2019-11-15  36.444  34.897  34.137  35665.38  38130.66  40586.50  36.757273   \n",
      "2019-11-14  36.262  34.394  34.079  44752.16  38067.85  40155.81  36.763333   \n",
      "2019-11-13  35.700  33.855  34.035  49622.09  37728.49  39360.99  36.781538   \n",
      "2019-11-12  34.778  33.311  33.974  44644.40  36927.30  38151.42  36.725714   \n",
      "2019-11-11  34.084  32.907  33.949  44470.39  40439.36  37678.91  36.660000   \n",
      "2019-11-08  33.350  32.682  33.987  40595.93  43991.60  36903.49  36.602500   \n",
      "2019-11-07  32.526  32.281  33.984  31383.55  48071.52  34915.03  36.450588   \n",
      "2019-11-06  32.010  32.402  34.059  25834.89  44113.53  33602.27  36.225000   \n",
      "2019-11-05  31.844  32.718  34.181  29210.20  43905.57  33757.53  36.030526   \n",
      "2019-11-04  31.730  33.081  34.270  36408.32  43760.90  33500.64  35.832500   \n",
      "2019-11-01  32.014  33.376  34.392  47387.26  43042.34  33713.09  35.631905   \n",
      "2019-10-31  32.036  33.764  34.591  64759.50  42243.78  33758.09  35.441364   \n",
      "2019-10-30  32.794  34.214  34.809  62392.18  40993.48  34960.42  35.272609   \n",
      "2019-10-29  33.592  34.636  35.088  58600.95  39375.55  35591.65  35.134583   \n",
      "2019-10-28  34.432  34.990  35.443  51113.48  34918.46  34927.22  35.068800   \n",
      "2019-10-25  34.738  35.291  35.706  38697.42  29815.38  34217.34  34.878000   \n",
      "2019-10-24  35.492  35.686  35.983  19728.05  21758.54  30769.40  34.841200   \n",
      "2019-10-23  35.634  35.715  36.069  19594.79  23091.01  31617.89  34.823200   \n",
      "2019-10-22  35.680  35.643  36.130  20150.15  23609.49  33284.31  34.834000   \n",
      "2019-10-21  35.548  35.459  36.212  18723.45  23240.38  35516.91  34.786400   \n",
      "...            ...     ...     ...       ...       ...       ...        ...   \n",
      "2019-08-15  35.664  34.426  32.610  50541.35  53490.28  39233.01  37.879600   \n",
      "2019-08-14  35.136  33.930  32.228  52330.13  50802.49  37606.11  37.836000   \n",
      "2019-08-13  34.690  33.609  31.969  62039.62  50916.33  36279.33  37.800000   \n",
      "2019-08-12  34.120  33.205  31.709  64401.38  47936.17  33746.63  37.688000   \n",
      "2019-08-09  33.486  32.825  31.505  59764.69  45313.01  32293.73  37.430800   \n",
      "2019-08-08  33.188  32.511  31.325  56439.22  43150.46  30746.01  37.218800   \n",
      "2019-08-07  32.724  32.073  31.090  49274.85  39679.27  28322.81  36.989600   \n",
      "2019-08-06  32.528  31.715  30.931  39793.04  32911.57  24604.22  36.744000   \n",
      "2019-08-05  32.290  31.350  30.809  31470.96  26797.08  21743.18  36.417600   \n",
      "2019-08-02  32.164  31.065  30.751  30861.33  26100.18  21673.17  36.180800   \n",
      "2019-08-01  31.834  30.793  30.742  29861.70  24975.74  20902.46  35.967600   \n",
      "2019-07-31  31.422  30.526  30.706  30083.70  24409.74  20274.36  35.779600   \n",
      "2019-07-30  30.902  30.329  30.683  26030.09  21642.33  19538.46  35.522000   \n",
      "2019-07-29  30.410  30.213  30.741  22123.20  19557.09  19118.84  35.238400   \n",
      "2019-07-26  29.966  30.184  30.832  21339.03  19274.46  19644.66  34.992800   \n",
      "2019-07-25  29.752  30.139  30.879  20089.79  18341.56  19375.56  34.725200   \n",
      "2019-07-24  29.630  30.107  30.983  18735.77  16966.36  19361.17  34.464400   \n",
      "2019-07-23  29.756  30.147  31.086  17254.57  16296.88  19238.21  34.139200   \n",
      "2019-07-22  30.016  30.268  31.208  16990.97  16689.28  19584.97  33.833600   \n",
      "2019-07-19  30.402  30.436  31.371  17209.88  17246.16  19401.45  33.562000   \n",
      "2019-07-18  30.526  30.691  31.503  16593.32  16829.18  20147.16  33.291200   \n",
      "2019-07-17  30.584  30.886  31.619  15196.94  16138.99  21121.76  33.035600   \n",
      "2019-07-16  30.538  31.037  31.650  15339.20  17434.59  22088.63  32.748400   \n",
      "2019-07-15  30.520  31.269  31.618  16387.60  18680.60  22047.63  32.451200   \n",
      "2019-07-12  30.470  31.479  31.562  17282.43  20014.87  21664.47  32.192800   \n",
      "2019-07-11  30.856  31.618  31.564  17065.03  20409.57  22221.91  31.899200   \n",
      "2019-07-10  31.188  31.858  31.618  17081.03  21755.98  23098.70  31.682800   \n",
      "2019-07-09  31.536  32.025  31.618  19529.98  22179.54  23404.38  31.471200   \n",
      "2019-07-08  32.018  32.148  31.631  20973.61  22480.66  23791.57  31.297600   \n",
      "2019-07-05  32.488  32.306  31.588  22747.30  21556.73  23394.41  31.231200   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  19683.380000       NaN         NaN       NaN  \n",
      "2019-11-28  17616.890000       NaN         NaN       NaN  \n",
      "2019-11-27  18052.133333       NaN         NaN       NaN  \n",
      "2019-11-26  18362.990000       NaN         NaN       NaN  \n",
      "2019-11-25  19615.832000       NaN         NaN       NaN  \n",
      "2019-11-22  20820.621667       NaN         NaN       NaN  \n",
      "2019-11-21  21027.260000       NaN         NaN       NaN  \n",
      "2019-11-20  24706.205000       NaN         NaN       NaN  \n",
      "2019-11-19  24862.654444       NaN         NaN       NaN  \n",
      "2019-11-18  25663.054000       NaN         NaN       NaN  \n",
      "2019-11-15  25799.639091       NaN         NaN       NaN  \n",
      "2019-11-14  26213.312500       NaN         NaN       NaN  \n",
      "2019-11-13  27526.340000       NaN         NaN       NaN  \n",
      "2019-11-12  27822.745714       NaN         NaN       NaN  \n",
      "2019-11-11  28997.163333       NaN         NaN       NaN  \n",
      "2019-11-08  31722.302500       NaN         NaN       NaN  \n",
      "2019-11-07  33098.247647       NaN         NaN       NaN  \n",
      "2019-11-06  32281.356111       NaN         NaN       NaN  \n",
      "2019-11-05  32203.705789       NaN         NaN       NaN  \n",
      "2019-11-04  31896.856000       NaN         NaN       NaN  \n",
      "2019-11-01  31641.646190       NaN         NaN       NaN  \n",
      "2019-10-31  31447.485000       NaN         NaN       NaN  \n",
      "2019-10-30  31613.712609       NaN         NaN       NaN  \n",
      "2019-10-29  33079.667917       NaN         NaN       NaN  \n",
      "2019-10-28  34994.936000       NaN         NaN       NaN  \n",
      "2019-10-25  38010.464231       NaN         NaN       NaN  \n",
      "2019-10-24  37177.983333       NaN         NaN       NaN  \n",
      "2019-10-23  36432.862143       NaN         NaN       NaN  \n",
      "2019-10-22  36188.945862       NaN         NaN       NaN  \n",
      "2019-10-21  35612.016667       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  42325.016500  0.050121    0.119250 -0.069129  \n",
      "2019-08-14  42466.498667 -0.077748    0.079851 -0.157599  \n",
      "2019-08-13  42786.755167 -0.177045    0.028472 -0.205516  \n",
      "2019-08-12  43121.381500 -0.322225   -0.041668 -0.280557  \n",
      "2019-08-09  43130.290167 -0.510475   -0.135429 -0.375046  \n",
      "2019-08-08  42956.514167 -0.580352   -0.224414 -0.355938  \n",
      "2019-08-07  43501.292833 -0.730594   -0.325650 -0.404944  \n",
      "2019-08-06  44433.170333 -0.889437   -0.438407 -0.451030  \n",
      "2019-08-05  44395.906333 -1.098680   -0.570462 -0.528218  \n",
      "2019-08-02  44450.563667 -1.194256   -0.695221 -0.499035  \n",
      "2019-08-01  44447.455833 -1.249943   -0.806165 -0.443778  \n",
      "2019-07-31  44664.471667 -1.274542   -0.899841 -0.374702  \n",
      "2019-07-30  44621.567333 -1.345501   -0.988973 -0.356528  \n",
      "2019-07-29  43933.656667 -1.436019   -1.078382 -0.357637  \n",
      "2019-07-26  42990.100500 -1.516099   -1.165925 -0.350174  \n",
      "2019-07-25  41557.806000 -1.588685   -1.250477 -0.338208  \n",
      "2019-07-24  41634.298000 -1.665741   -1.333530 -0.332211  \n",
      "2019-07-23  41581.754833 -1.762172   -1.419258 -0.342913  \n",
      "2019-07-22  41452.452500 -1.848753   -1.505157 -0.343595  \n",
      "2019-07-19  41439.464500 -1.829307   -1.569987 -0.259320  \n",
      "2019-07-18  41475.115833 -1.783653   -1.612720 -0.170932  \n",
      "2019-07-17  41439.279833 -1.666930   -1.623562 -0.043368  \n",
      "2019-07-16  41318.490000 -1.558080   -1.610466  0.052386  \n",
      "2019-07-15  41326.322000 -1.435898   -1.575552  0.139655  \n",
      "2019-07-12  41077.796167 -1.362098   -1.532861  0.170764  \n",
      "2019-07-11  40759.108167 -1.305507   -1.487390  0.181884  \n",
      "2019-07-10  40501.943000 -1.227146   -1.435342  0.208195  \n",
      "2019-07-09  40428.387333 -1.142196   -1.376712  0.234517  \n",
      "2019-07-08  40453.414500 -1.056240   -1.312618  0.256378  \n",
      "2019-07-05  40180.355167 -0.841247   -1.218344  0.377097  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('603881','2019-11-15','37.00','37.35','36.36','36.65','27165','36.444','34.897','34.137','36.757','35665','25799','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 300383\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low     volume  price_change  p_change  \\\n",
      "date                                                                        \n",
      "2019-11-29  19.04  19.28  19.15  18.81  248652.12          0.10      0.53   \n",
      "2019-11-28  19.20  19.39  19.05  19.00  194834.48         -0.25     -1.29   \n",
      "2019-11-27  19.06  19.58  19.30  18.92  310695.81          0.27      1.42   \n",
      "2019-11-26  18.57  19.39  19.03  18.43  481370.16          0.53      2.87   \n",
      "2019-11-25  18.77  18.83  18.50  18.10  319529.47         -0.35     -1.86   \n",
      "2019-11-22  19.07  19.42  18.85  18.61  303475.88         -0.18     -0.95   \n",
      "2019-11-21  18.75  19.19  19.03  18.72  249640.16          0.16      0.85   \n",
      "2019-11-20  18.85  19.44  18.87  18.80  361668.03          0.09      0.48   \n",
      "2019-11-19  18.58  18.80  18.78  18.48  299192.97          0.18      0.97   \n",
      "2019-11-18  18.12  18.67  18.60  17.88  317128.22          0.38      2.09   \n",
      "2019-11-15  18.28  18.56  18.22  18.08  212014.52         -0.03     -0.16   \n",
      "2019-11-14  18.18  18.42  18.25  18.00  252015.28          0.08      0.44   \n",
      "2019-11-13  17.60  18.27  18.17  17.55  300230.19          0.48      2.71   \n",
      "2019-11-12  17.62  17.87  17.69  17.52  282861.66          0.30      1.73   \n",
      "2019-11-11  17.26  17.88  17.39  17.06  284744.00          0.12      0.69   \n",
      "2019-11-08  17.29  17.54  17.27  17.19  219385.41          0.12      0.70   \n",
      "2019-11-07  17.25  17.30  17.15  16.93  303274.38         -0.23     -1.32   \n",
      "2019-11-06  17.75  17.92  17.38  17.29  172839.16         -0.41     -2.31   \n",
      "2019-11-05  17.81  17.99  17.79  17.55  178598.52          0.06      0.34   \n",
      "2019-11-04  17.61  18.00  17.73  17.56  216129.20          0.13      0.74   \n",
      "2019-11-01  17.46  17.78  17.60  17.31  167170.84          0.16      0.92   \n",
      "2019-10-31  17.66  17.81  17.44  17.32  168396.19         -0.20     -1.13   \n",
      "2019-10-30  18.00  18.08  17.64  17.51  230357.95         -0.33     -1.84   \n",
      "2019-10-29  18.77  18.86  17.97  17.97  354547.25         -0.88     -4.67   \n",
      "2019-10-28  19.20  19.20  18.85  18.45  441337.59          0.85      4.72   \n",
      "2019-10-25  17.78  18.00  18.00  17.20  207171.44          0.20      1.12   \n",
      "2019-10-24  18.36  18.36  17.80  17.56  269613.53         -0.58     -3.16   \n",
      "2019-10-23  18.72  18.73  18.38  18.38  170770.41         -0.41     -2.18   \n",
      "2019-10-22  18.66  19.00  18.79  18.55  163094.52          0.13      0.70   \n",
      "2019-10-21  18.42  18.75  18.66  18.16  140320.70          0.11      0.59   \n",
      "...           ...    ...    ...    ...        ...           ...       ...   \n",
      "2019-08-15  18.53  19.23  19.19  18.41  141289.19          0.10      0.52   \n",
      "2019-08-14  19.50  19.65  19.09  19.09  162111.36         -0.10     -0.52   \n",
      "2019-08-13  19.14  19.50  19.19  18.61  173126.59         -0.21     -1.08   \n",
      "2019-08-12  18.70  19.41  19.40  18.30  144247.84          0.83      4.47   \n",
      "2019-08-09  18.97  19.28  18.57  18.36  131337.48         -0.28     -1.49   \n",
      "2019-08-08  18.37  18.93  18.85  18.22  148003.08          0.57      3.12   \n",
      "2019-08-07  18.80  18.84  18.28  18.18  161860.22         -0.36     -1.93   \n",
      "2019-08-06  18.32  18.95  18.64  17.97  232706.48         -0.23     -1.22   \n",
      "2019-08-05  19.15  19.45  18.87  18.75  176562.09         -0.23     -1.20   \n",
      "2019-08-02  18.70  19.23  19.10  18.50  220313.64         -0.16     -0.83   \n",
      "2019-08-01  19.00  19.46  19.26  18.92  194221.72          0.30      1.58   \n",
      "2019-07-31  18.93  19.25  18.96  18.86  208860.19         -0.02     -0.10   \n",
      "2019-07-30  19.47  19.68  18.98  18.96  194175.28         -0.42     -2.17   \n",
      "2019-07-29  19.24  19.66  19.40  19.03  182375.41          0.27      1.41   \n",
      "2019-07-26  19.02  19.36  19.13  18.80  163340.38          0.04      0.21   \n",
      "2019-07-25  18.57  19.40  19.09  18.53  205454.50          0.38      2.03   \n",
      "2019-07-24  18.20  18.80  18.71  18.11  210942.81          0.63      3.48   \n",
      "2019-07-23  17.98  18.13  18.08  17.70  132400.80          0.38      2.15   \n",
      "2019-07-22  18.12  18.28  17.70  17.68  118501.89         -0.19     -1.06   \n",
      "2019-07-19  18.24  18.44  17.89  17.66  154092.81         -0.18     -1.00   \n",
      "2019-07-18  18.06  18.22  18.07  17.92  132728.19         -0.14     -0.77   \n",
      "2019-07-17  18.15  18.63  18.21  18.06  233847.20          0.06      0.33   \n",
      "2019-07-16  17.92  18.18  18.15  17.83  206737.02          0.28      1.57   \n",
      "2019-07-15  16.86  18.10  17.87  16.76  289230.75          0.92      5.43   \n",
      "2019-07-12  16.54  17.02  16.95  16.44  114220.04          0.32      1.92   \n",
      "2019-07-11  16.79  17.07  16.63  16.53  124067.86          0.12      0.73   \n",
      "2019-07-10  16.85  16.98  16.51  16.38  106315.41         -0.38     -2.25   \n",
      "2019-07-09  16.71  16.95  16.89  16.56   82163.60          0.17      1.02   \n",
      "2019-07-08  17.30  17.30  16.72  16.60  160297.52         -0.63     -3.63   \n",
      "2019-07-05  17.17  17.51  17.35  16.91  116228.81          0.19      1.11   \n",
      "\n",
      "               ma5    ma10    ma20      v_ma5     v_ma10     v_ma20  \\\n",
      "date                                                                  \n",
      "2019-11-29  19.006  18.916  18.310  311016.41  308618.73  275413.98   \n",
      "2019-11-28  18.946  18.823  18.233  321981.16  304954.97  271339.92   \n",
      "2019-11-27  18.942  18.743  18.152  332942.30  310673.05  270018.00   \n",
      "2019-11-26  18.856  18.630  18.069  343136.74  309626.49  266001.11   \n",
      "2019-11-25  18.806  18.496  18.016  306701.30  289775.64  259659.96   \n",
      "2019-11-22  18.826  18.385  18.034  306221.05  286297.09  265750.37   \n",
      "2019-11-21  18.700  18.227  17.991  287928.78  277888.04  260935.15   \n",
      "2019-11-20  18.544  18.039  17.930  288403.80  283251.47  261933.82   \n",
      "2019-11-19  18.404  17.890  17.905  276116.24  264368.58  252388.94   \n",
      "2019-11-18  18.186  17.791  17.906  272849.97  252309.13  245584.01   \n",
      "2019-11-15  17.944  17.704  17.909  266373.13  242209.23  236743.64   \n",
      "2019-11-14  17.754  17.642  17.925  267847.31  237724.86  234752.14   \n",
      "2019-11-13  17.534  17.561  17.950  278099.13  229362.96  231304.65   \n",
      "2019-11-12  17.376  17.508  17.975  252620.92  222375.73  224046.18   \n",
      "2019-11-11  17.396  17.536  18.015  231768.29  229544.29  220692.23   \n",
      "2019-11-08  17.464  17.682  18.098  218045.33  245203.65  219499.54   \n",
      "2019-11-07  17.530  17.755  18.187  207602.42  243982.25  220223.40   \n",
      "2019-11-06  17.588  17.820  18.279  180626.78  240616.17  221838.34   \n",
      "2019-11-05  17.640  17.920  18.327  192130.54  240409.29  224247.09   \n",
      "2019-11-04  17.676  18.020  18.351  227320.29  238858.89  226378.80   \n",
      "2019-11-01  17.900  18.113  18.393  272361.96  231278.04  226349.49   \n",
      "2019-10-31  17.980  18.208  18.475  280362.08  231779.41  230558.33   \n",
      "2019-10-30  18.052  18.338  18.564  300605.55  233246.34  243954.26   \n",
      "2019-10-29  18.200  18.442  18.718  288688.04  225716.63  247919.06   \n",
      "2019-10-28  18.364  18.494  18.847  250397.50  211840.18  241544.23   \n",
      "2019-10-25  18.326  18.514  18.936  190194.12  193795.44  229542.67   \n",
      "2019-10-24  18.436  18.619  19.051  183196.74  196464.54  228630.50   \n",
      "2019-10-23  18.624  18.738  19.194  165887.12  203060.52  226586.27   \n",
      "2019-10-22  18.684  18.734  19.285  162745.22  208084.89  230788.21   \n",
      "2019-10-21  18.624  18.681  19.376  173282.86  213898.71  234230.28   \n",
      "...            ...     ...     ...        ...        ...        ...   \n",
      "2019-08-15  19.088  18.918  18.819  150422.49  169155.80  172796.19   \n",
      "2019-08-14  19.020  18.925  18.763  151765.27  174449.05  172368.14   \n",
      "2019-08-13  18.858  18.912  18.719  151715.04  179123.93  175954.93   \n",
      "2019-08-12  18.748  18.891  18.667  163631.02  181228.80  177635.45   \n",
      "2019-08-09  18.642  18.891  18.591  170093.87  185041.56  184884.60   \n",
      "2019-08-08  18.748  18.947  18.510  187889.10  188241.85  184028.73   \n",
      "2019-08-07  18.830  18.971  18.399  197132.83  193986.99  182831.96   \n",
      "2019-08-06  18.966  19.014  18.310  206532.82  198895.25  180054.72   \n",
      "2019-08-05  19.034  18.958  18.223  198826.58  188864.68  172527.58   \n",
      "2019-08-02  19.140  18.841  18.115  199989.25  183058.66  171714.35   \n",
      "2019-08-01  19.146  18.720  18.028  188594.60  176436.58  166510.11   \n",
      "2019-07-31  19.112  18.601  17.923  190841.15  170287.23  161795.32   \n",
      "2019-07-30  19.062  18.526  17.838  191257.68  172785.93  157861.10   \n",
      "2019-07-29  18.882  18.443  17.770  178902.78  174042.10  159677.37   \n",
      "2019-07-26  18.542  18.290  17.683  166128.08  184727.64  165566.09   \n",
      "2019-07-25  18.294  18.072  17.565  164278.56  179815.60  162873.34   \n",
      "2019-07-24  18.090  17.826  17.453  149733.30  171676.94  166795.25   \n",
      "2019-07-23  17.990  17.606  17.349  154314.18  161214.20  161730.31   \n",
      "2019-07-22  18.004  17.487  17.278  169181.42  156190.48  161412.32   \n",
      "2019-07-19  18.038  17.389  17.241  203327.19  160370.04  163398.78   \n",
      "2019-07-18  17.850  17.335  17.204  195352.64  156583.64  166006.70   \n",
      "2019-07-17  17.562  17.244  17.135  193620.57  153303.42  168096.59   \n",
      "2019-07-16  17.222  17.150  17.047  168114.22  142936.26  171431.03   \n",
      "2019-07-15  16.970  17.097  16.928  143199.53  145312.64  165708.84   \n",
      "2019-07-12  16.740  17.076  16.816  117412.89  146404.54  155768.32   \n",
      "2019-07-11  16.820  17.058  16.765  117814.64  145931.08  155416.47   \n",
      "2019-07-10  16.926  17.080  16.742  112986.27  161913.57  154955.82   \n",
      "2019-07-09  17.078  17.091  16.723  117758.31  162246.43  156491.65   \n",
      "2019-07-08  17.224  17.069  16.697  147425.75  166634.16  163071.06   \n",
      "2019-07-05  17.412  17.092  16.645  175396.19  166427.51  159773.19   \n",
      "\n",
      "                 ma25         v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                                  \n",
      "2019-11-29  19.150000  248652.120000       NaN         NaN       NaN  \n",
      "2019-11-28  19.100000  221743.300000       NaN         NaN       NaN  \n",
      "2019-11-27  19.166667  251394.136667       NaN         NaN       NaN  \n",
      "2019-11-26  19.132500  308888.142500       NaN         NaN       NaN  \n",
      "2019-11-25  19.006000  311016.408000       NaN         NaN       NaN  \n",
      "2019-11-22  18.980000  309759.653333       NaN         NaN       NaN  \n",
      "2019-11-21  18.987143  301171.154286       NaN         NaN       NaN  \n",
      "2019-11-20  18.972500  308733.263750       NaN         NaN       NaN  \n",
      "2019-11-19  18.951111  307673.231111       NaN         NaN       NaN  \n",
      "2019-11-18  18.916000  308618.730000       NaN         NaN       NaN  \n",
      "2019-11-15  18.852727  299836.529091       NaN         NaN       NaN  \n",
      "2019-11-14  18.802500  295851.425000       NaN         NaN       NaN  \n",
      "2019-11-13  18.753846  296188.253077       NaN         NaN       NaN  \n",
      "2019-11-12  18.677857  295236.353571       NaN         NaN       NaN  \n",
      "2019-11-11  18.592000  294536.863333       NaN         NaN       NaN  \n",
      "2019-11-08  18.509375  289839.897500       NaN         NaN       NaN  \n",
      "2019-11-07  18.429412  290630.161176       NaN         NaN       NaN  \n",
      "2019-11-06  18.371111  284086.216667       NaN         NaN       NaN  \n",
      "2019-11-05  18.340526  278534.232632       NaN         NaN       NaN  \n",
      "2019-11-04  18.310000  275413.981000       NaN         NaN       NaN  \n",
      "2019-11-01  18.276190  270259.545714       NaN         NaN       NaN  \n",
      "2019-10-31  18.238182  265629.393182       NaN         NaN       NaN  \n",
      "2019-10-30  18.212174  264095.852174       NaN         NaN       NaN  \n",
      "2019-10-29  18.202083  267864.660417       NaN         NaN       NaN  \n",
      "2019-10-28  18.228000  274803.577600       NaN         NaN       NaN  \n",
      "2019-10-25  18.182000  272202.341538       NaN         NaN       NaN  \n",
      "2019-10-24  18.132000  272106.459630       NaN         NaN       NaN  \n",
      "2019-10-23  18.095200  268487.315000       NaN         NaN       NaN  \n",
      "2019-10-22  18.085600  264853.080690       NaN         NaN       NaN  \n",
      "2019-10-21  18.092000  260702.001333       NaN         NaN       NaN  \n",
      "...               ...            ...       ...         ...       ...  \n",
      "2019-08-15  19.735200  255262.215167 -0.055514   -0.053989 -0.001525  \n",
      "2019-08-14  19.672000  253763.816500 -0.073453   -0.057882 -0.015571  \n",
      "2019-08-13  19.632000  251645.423167 -0.078694   -0.062045 -0.016650  \n",
      "2019-08-12  19.583200  249335.192833 -0.065151   -0.062666 -0.002485  \n",
      "2019-08-09  19.472000  246778.417500 -0.120009   -0.074134 -0.045874  \n",
      "2019-08-08  19.387600  245588.712000 -0.139285   -0.087164 -0.052120  \n",
      "2019-08-07  19.286800  243231.809333 -0.198270   -0.109386 -0.088884  \n",
      "2019-08-06  19.188000  244229.598000 -0.213506   -0.130210 -0.083296  \n",
      "2019-08-05  19.075200  244195.657500 -0.204662   -0.145100 -0.059562  \n",
      "2019-08-02  19.050400  244265.398167 -0.177053   -0.151491 -0.025562  \n",
      "2019-08-01  19.029200  244716.246167 -0.140641   -0.149321  0.008680  \n",
      "2019-07-31  19.013600  245390.646167 -0.134442   -0.146345  0.011903  \n",
      "2019-07-30  19.003600  244787.601667 -0.126458   -0.142367  0.015910  \n",
      "2019-07-29  19.027200  241918.071000 -0.085257   -0.130945  0.045689  \n",
      "2019-07-26  19.062800  237284.784167 -0.073544   -0.119465  0.045921  \n",
      "2019-07-25  19.078000  237256.168500 -0.066719   -0.108916  0.042196  \n",
      "2019-07-24  19.084400  236278.323167 -0.090926   -0.105318  0.014392  \n",
      "2019-07-23  19.064400  235638.829667 -0.159111   -0.116077 -0.043035  \n",
      "2019-07-22  19.038400  234895.619167 -0.241033   -0.141068 -0.099965  \n",
      "2019-07-19  18.985600  235125.154333 -0.287313   -0.170317 -0.116996  \n",
      "2019-07-18  18.932000  234467.548333 -0.305940   -0.197442 -0.108498  \n",
      "2019-07-17  18.870000  235313.911500 -0.305878   -0.219129 -0.086749  \n",
      "2019-07-16  18.800000  236175.179833 -0.307131   -0.236729 -0.070401  \n",
      "2019-07-15  18.693600  237399.313667 -0.326948   -0.254773 -0.072175  \n",
      "2019-07-12  18.625200  234954.811000 -0.412139   -0.286246 -0.125893  \n",
      "2019-07-11  18.522800  233124.901333 -0.499714   -0.328940 -0.170774  \n",
      "2019-07-10  18.419600  229303.936833 -0.572205   -0.377593 -0.194612  \n",
      "2019-07-09  18.327600  226989.760833 -0.592166   -0.420508 -0.171658  \n",
      "2019-07-08  18.220400  225974.174667 -0.614618   -0.459330 -0.155288  \n",
      "2019-07-05  18.171600  224318.939000 -0.574947   -0.482453 -0.092494  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('300383','2019-11-15','18.28','18.56','18.08','18.22','212014','17.944','17.704','17.909','18.853','266373','299836','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 002093\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low     volume  price_change  p_change    ma5  \\\n",
      "date                                                                            \n",
      "2019-11-29  7.84  7.86   7.82  7.73   32454.29         -0.03     -0.38  7.880   \n",
      "2019-11-28  7.88  7.94   7.85  7.84   28277.65         -0.02     -0.25  7.938   \n",
      "2019-11-27  7.88  7.94   7.87  7.84   43935.27          0.02      0.26  8.004   \n",
      "2019-11-26  8.04  8.09   7.85  7.82   70224.00         -0.16     -2.00  8.072   \n",
      "2019-11-25  8.08  8.09   8.01  7.98   55404.59         -0.10     -1.23  8.148   \n",
      "2019-11-22  8.17  8.34   8.11  8.08   60726.61         -0.07     -0.86  8.166   \n",
      "2019-11-21  8.16  8.23   8.18  8.13   39318.24         -0.03     -0.36  8.154   \n",
      "2019-11-20  8.23  8.36   8.21  8.19   55131.14         -0.02     -0.24  8.154   \n",
      "2019-11-19  8.10  8.25   8.23  8.10   56158.47          0.13      1.60  8.146   \n",
      "2019-11-18  8.05  8.14   8.10  7.95   36662.16          0.05      0.62  8.140   \n",
      "2019-11-15  8.18  8.20   8.05  8.05   43294.89         -0.13     -1.59  8.154   \n",
      "2019-11-14  8.17  8.23   8.18  8.15   47018.80          0.01      0.12  8.240   \n",
      "2019-11-13  8.21  8.22   8.17  8.11   42310.00         -0.03     -0.37  8.316   \n",
      "2019-11-12  8.13  8.21   8.20  7.94   68983.09          0.03      0.37  8.386   \n",
      "2019-11-11  8.43  8.43   8.17  8.15   98312.32         -0.31     -3.66  8.502   \n",
      "2019-11-08  8.62  8.65   8.48  8.45   73386.44         -0.08     -0.94  8.632   \n",
      "2019-11-07  8.48  8.66   8.56  8.48   68849.41          0.04      0.47  8.684   \n",
      "2019-11-06  8.77  8.81   8.52  8.49   94939.26         -0.26     -2.96  8.698   \n",
      "2019-11-05  8.82  8.88   8.78  8.76   62346.29         -0.04     -0.45  8.746   \n",
      "2019-11-04  8.75  8.90   8.82  8.72   82826.32          0.08      0.92  8.764   \n",
      "2019-11-01  8.63  8.78   8.74  8.58   66321.67          0.11      1.27  8.870   \n",
      "2019-10-31  8.80  8.86   8.63  8.60   81456.08         -0.13     -1.48  8.868   \n",
      "2019-10-30  8.76  8.82   8.76  8.60  108910.71         -0.11     -1.24  8.862   \n",
      "2019-10-29  9.24  9.25   8.87  8.85  238824.80         -0.48     -5.13  8.836   \n",
      "2019-10-28  9.45  9.45   9.35  9.15  334387.31          0.62      7.10  8.808   \n",
      "2019-10-25  8.61  8.75   8.73  8.54   58293.28          0.13      1.51  8.648   \n",
      "2019-10-24  8.63  8.67   8.60  8.51   47171.75         -0.03     -0.35  8.624   \n",
      "2019-10-23  8.72  8.78   8.63  8.61   43546.85         -0.10     -1.15  8.668   \n",
      "2019-10-22  8.51  8.75   8.73  8.51   62024.86          0.18      2.10  8.690   \n",
      "2019-10-21  8.63  8.63   8.55  8.37   71772.38         -0.06     -0.70  8.714   \n",
      "...          ...   ...    ...   ...        ...           ...       ...    ...   \n",
      "2019-08-15  8.99  9.25   9.22  8.88  228075.64         -0.08     -0.86  9.406   \n",
      "2019-08-14  9.54  9.64   9.30  9.29  257002.73         -0.10     -1.06  9.498   \n",
      "2019-08-13  9.49  9.65   9.40  9.34  227732.36         -0.23     -2.39  9.492   \n",
      "2019-08-12  9.48  9.67   9.63  9.24  320221.47          0.15      1.58  9.430   \n",
      "2019-08-09  9.60  9.67   9.48  9.25  371471.59         -0.20     -2.07  9.346   \n",
      "2019-08-08  9.24  9.75   9.68  9.15  521273.72          0.41      4.42  9.196   \n",
      "2019-08-07  9.15  9.45   9.27  9.10  423076.09          0.18      1.98  9.054   \n",
      "2019-08-06  9.05  9.09   9.09  8.57  424955.69         -0.12     -1.30  9.014   \n",
      "2019-08-05  8.68  9.60   9.21  8.68  553650.19          0.48      5.50  8.994   \n",
      "2019-08-02  8.75  8.75   8.73  8.46  188479.77         -0.24     -2.68  8.966   \n",
      "2019-08-01  8.95  9.05   8.97  8.90  117958.98         -0.10     -1.10  9.034   \n",
      "2019-07-31  8.99  9.18   9.07  8.90  170269.52          0.08      0.89  8.994   \n",
      "2019-07-30  9.07  9.13   8.99  8.97  144093.27         -0.08     -0.88  8.940   \n",
      "2019-07-29  9.08  9.15   9.07  8.93  160537.73          0.00      0.00  8.870   \n",
      "2019-07-26  8.78  9.22   9.07  8.77  270378.47          0.30      3.42  8.720   \n",
      "2019-07-25  8.82  8.97   8.77  8.73  131575.62         -0.03     -0.34  8.652   \n",
      "2019-07-24  8.68  8.91   8.80  8.68  157231.31          0.16      1.85  8.632   \n",
      "2019-07-23  8.34  8.64   8.64  8.34  142862.14          0.32      3.85  8.678   \n",
      "2019-07-22  8.77  8.77   8.32  8.31  130985.06         -0.41     -4.70  8.776   \n",
      "2019-07-19  8.68  8.83   8.73  8.64  100980.52          0.06      0.69  8.906   \n",
      "2019-07-18  8.93  8.93   8.67  8.66  148567.31         -0.36     -3.99  8.916   \n",
      "2019-07-17  9.07  9.17   9.03  8.97  131938.98         -0.10     -1.09  8.928   \n",
      "2019-07-16  8.92  9.25   9.13  8.88  243075.81          0.16      1.78  8.860   \n",
      "2019-07-15  8.75  8.97   8.97  8.60  165576.81          0.19      2.16  8.780   \n",
      "2019-07-12  8.74  8.79   8.78  8.53  117747.74          0.06      0.69  8.726   \n",
      "2019-07-11  8.73  8.85   8.73  8.68  109152.07          0.04      0.46  8.812   \n",
      "2019-07-10  8.76  8.83   8.69  8.65  109724.63         -0.04     -0.46  8.884   \n",
      "2019-07-09  8.65  8.81   8.73  8.56  130276.33          0.03      0.34  8.972   \n",
      "2019-07-08  9.20  9.20   8.70  8.68  210308.28         -0.51     -5.54  9.098   \n",
      "2019-07-05  9.12  9.24   9.21  9.01  157093.52          0.12      1.32  9.264   \n",
      "\n",
      "             ma10   ma20      v_ma5     v_ma10     v_ma20      ma25  \\\n",
      "date                                                                  \n",
      "2019-11-29  8.023  8.208   46059.16   47829.24   58027.96  7.820000   \n",
      "2019-11-28  8.046  8.254   51713.62   48913.30   59721.33  7.835000   \n",
      "2019-11-27  8.079  8.293   53921.74   50787.42   62380.25  7.846667   \n",
      "2019-11-26  8.109  8.338   56160.92   50624.89   65629.02  7.847500   \n",
      "2019-11-25  8.144  8.389   53347.81   50500.80   74059.06  7.880000   \n",
      "2019-11-22  8.160  8.456   49599.32   54791.57   88008.20  7.918333   \n",
      "2019-11-21  8.197  8.487   46112.98   56057.56   87886.53  7.955714   \n",
      "2019-11-20  8.235  8.508   47653.09   59010.67   88279.21  7.987500   \n",
      "2019-11-19  8.266  8.529   45088.86   62991.48   87700.00  8.014444   \n",
      "2019-11-18  8.321  8.554   47653.79   63610.27   87993.31  8.023000   \n",
      "2019-11-15  8.393  8.576   59983.82   68226.68   89748.83  8.025455   \n",
      "2019-11-14  8.462  8.604   66002.13   70529.36   91504.56  8.038333   \n",
      "2019-11-13  8.507  8.636   70368.25   73973.09   92737.74  8.048462   \n",
      "2019-11-12  8.566  8.665   80894.10   80633.16   94436.65  8.059286   \n",
      "2019-11-11  8.633  8.697   79566.74   97617.33   96108.24  8.066667   \n",
      "2019-11-08  8.751  8.744   76469.54  121224.83   96483.75  8.092500   \n",
      "2019-11-07  8.776  8.769   75056.59  119715.51   98085.70  8.120000   \n",
      "2019-11-06  8.780  8.789   77577.92  117547.75   99727.09  8.142222   \n",
      "2019-11-05  8.791  8.808   80372.21  112408.51   99497.97  8.175789   \n",
      "2019-11-04  8.786  8.811  115667.92  112376.36   99759.71  8.208000   \n",
      "2019-11-01  8.759  8.810  165980.11  111270.97   99700.18  8.233333   \n",
      "2019-10-31  8.746  8.822  164374.44  112479.76  101231.25  8.251364   \n",
      "2019-10-30  8.765  8.837  157517.57  111502.39  106285.38  8.273478   \n",
      "2019-10-29  8.763  8.865  144444.80  108240.13  112313.41  8.298333   \n",
      "2019-10-28  8.761  8.911  109084.81   94599.15  115803.68  8.340400   \n",
      "2019-10-25  8.737  8.923   56561.82   71742.66  107654.23  8.376800   \n",
      "2019-10-24  8.762  8.968   60585.07   76455.88  112558.87  8.406800   \n",
      "2019-10-23  8.798  9.020   65487.22   81906.43  118314.32  8.437200   \n",
      "2019-10-22  8.824  9.061   72035.47   86587.44  122582.48  8.472400   \n",
      "2019-10-21  8.835  9.100   80113.50   87143.05  130380.37  8.494000   \n",
      "...           ...    ...        ...        ...        ...       ...   \n",
      "2019-08-15  9.301  9.072  280900.76  351593.93  252140.59  9.400800   \n",
      "2019-08-14  9.276  9.045  339540.37  340582.26  248165.18  9.387200   \n",
      "2019-08-13  9.253  9.031  372755.05  331908.94  241911.99  9.385200   \n",
      "2019-08-12  9.212  9.018  412199.71  323545.03  242679.16  9.390000   \n",
      "2019-08-09  9.156  8.985  458885.46  307576.66  234946.93  9.377200   \n",
      "2019-08-08  9.115  8.950  422287.09  297467.34  222260.74  9.375600   \n",
      "2019-08-07  9.024  8.902  341624.14  258497.53  201654.65  9.360800   \n",
      "2019-08-06  8.977  8.873  291062.83  231913.06  185987.08  9.330400   \n",
      "2019-08-05  8.932  8.855  234890.35  203703.70  171253.11  9.301600   \n",
      "2019-08-02  8.843  8.830  156267.85  161437.19  154086.02  9.271600   \n",
      "2019-08-01  8.843  8.854  172647.59  152687.26  152516.71  9.256000   \n",
      "2019-07-31  8.813  8.860  175370.92  155748.10  154554.70  9.246800   \n",
      "2019-07-30  8.809  8.863  172763.28  151915.04  156164.89  9.237600   \n",
      "2019-07-29  8.823  8.881  172517.05  161813.30  161880.73  9.239600   \n",
      "2019-07-26  8.813  8.904  166606.52  162317.20  170153.64  9.249600   \n",
      "2019-07-25  8.784  8.915  132726.93  147054.13  177372.86  9.238800   \n",
      "2019-07-24  8.780  8.964  136125.27  144811.78  193127.72  9.226800   \n",
      "2019-07-23  8.769  8.998  131066.80  140061.11  204486.48  9.204400   \n",
      "2019-07-22  8.778  9.064  151109.54  138802.53  225707.19  9.178000   \n",
      "2019-07-19  8.816  9.128  158027.89  146734.85  234174.24  9.158000   \n",
      "2019-07-18  8.864  9.178  161381.33  152346.15  253163.22  9.121600   \n",
      "2019-07-17  8.906  9.231  153498.28  153361.30  281280.95  9.106400   \n",
      "2019-07-16  8.916  9.285  149055.41  160414.74  302285.41  9.092800   \n",
      "2019-07-15  8.939  9.340  126495.52  161948.16  323589.92  9.064400   \n",
      "2019-07-12  8.995  9.437  135441.81  177990.07  363506.39  9.040800   \n",
      "2019-07-11  9.046  9.513  143310.97  207691.59  385287.16  9.021200   \n",
      "2019-07-10  9.147  9.590  153224.32  241443.67  412449.25  8.996800   \n",
      "2019-07-09  9.227  9.684  171774.07  268911.86  454649.10  8.970000   \n",
      "2019-07-08  9.349  9.797  197400.79  312611.85  510325.54  8.932800   \n",
      "2019-07-05  9.440  9.906  220538.33  321613.62  526546.89  8.922000   \n",
      "\n",
      "                   v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                       \n",
      "2019-11-29   32454.290000       NaN         NaN       NaN  \n",
      "2019-11-28   30365.970000       NaN         NaN       NaN  \n",
      "2019-11-27   34889.070000       NaN         NaN       NaN  \n",
      "2019-11-26   43722.802500       NaN         NaN       NaN  \n",
      "2019-11-25   46059.160000       NaN         NaN       NaN  \n",
      "2019-11-22   48503.735000       NaN         NaN       NaN  \n",
      "2019-11-21   47191.521429       NaN         NaN       NaN  \n",
      "2019-11-20   48183.973750       NaN         NaN       NaN  \n",
      "2019-11-19   49070.028889       NaN         NaN       NaN  \n",
      "2019-11-18   47829.242000       NaN         NaN       NaN  \n",
      "2019-11-15   47417.028182       NaN         NaN       NaN  \n",
      "2019-11-14   47383.842500       NaN         NaN       NaN  \n",
      "2019-11-13   46993.546923       NaN         NaN       NaN  \n",
      "2019-11-12   48564.228571       NaN         NaN       NaN  \n",
      "2019-11-11   51880.768000       NaN         NaN       NaN  \n",
      "2019-11-08   53224.872500       NaN         NaN       NaN  \n",
      "2019-11-07   54143.962941       NaN         NaN       NaN  \n",
      "2019-11-06   56410.368333       NaN         NaN       NaN  \n",
      "2019-11-05   56722.785263       NaN         NaN       NaN  \n",
      "2019-11-04   58027.962000       NaN         NaN       NaN  \n",
      "2019-11-01   58422.900476       NaN         NaN       NaN  \n",
      "2019-10-31   59469.863182       NaN         NaN       NaN  \n",
      "2019-10-30   61619.465217       NaN         NaN       NaN  \n",
      "2019-10-29   69003.020833       NaN         NaN       NaN  \n",
      "2019-10-28   79618.392400       NaN         NaN       NaN  \n",
      "2019-10-25   78798.195769       NaN         NaN       NaN  \n",
      "2019-10-24   77626.845926       NaN         NaN       NaN  \n",
      "2019-10-23   76409.703214       NaN         NaN       NaN  \n",
      "2019-10-22   75913.674138       NaN         NaN       NaN  \n",
      "2019-10-21   75775.631000       NaN         NaN       NaN  \n",
      "...                   ...       ...         ...       ...  \n",
      "2019-08-15  161604.044167  0.051464    0.056857 -0.005393  \n",
      "2019-08-14  165103.776333  0.044012    0.054288 -0.010276  \n",
      "2019-08-13  168194.149000  0.045649    0.052560 -0.006911  \n",
      "2019-08-12  172381.455333  0.064759    0.055000  0.009759  \n",
      "2019-08-09  176934.109833  0.067027    0.057405  0.009622  \n",
      "2019-08-08  184398.897833  0.083995    0.062723  0.021272  \n",
      "2019-08-07  190302.675833  0.063625    0.062903  0.000721  \n",
      "2019-08-06  195802.949667  0.032581    0.056839 -0.024258  \n",
      "2019-08-05  203991.348000  0.017461    0.048963 -0.031502  \n",
      "2019-08-02  205752.238833 -0.032875    0.032596 -0.065471  \n",
      "2019-08-01  206612.860667 -0.052792    0.015518 -0.068310  \n",
      "2019-07-31  208093.084667 -0.059818    0.000451 -0.060269  \n",
      "2019-07-30  208679.460667 -0.071022   -0.013844 -0.057179  \n",
      "2019-07-29  207374.676167 -0.072610   -0.025597 -0.047013  \n",
      "2019-07-26  206307.862167 -0.073026   -0.035083 -0.037943  \n",
      "2019-07-25  207529.234500 -0.096452   -0.047357 -0.049095  \n",
      "2019-07-24  209363.560500 -0.111313   -0.060148 -0.051165  \n",
      "2019-07-23  211018.815333 -0.134451   -0.075008 -0.059442  \n",
      "2019-07-22  212168.152000 -0.176574   -0.095321 -0.081252  \n",
      "2019-07-19  212654.954333 -0.174858   -0.111229 -0.063629  \n",
      "2019-07-18  213824.250667 -0.176307   -0.124244 -0.052062  \n",
      "2019-07-17  214828.526000 -0.146715   -0.128738 -0.017976  \n",
      "2019-07-16  217608.320833 -0.113881   -0.125767  0.011886  \n",
      "2019-07-15  218661.017667 -0.099622   -0.120538  0.020916  \n",
      "2019-07-12  218859.773167 -0.102472   -0.116925  0.014453  \n",
      "2019-07-11  218921.883833 -0.107526   -0.115045  0.007519  \n",
      "2019-07-10  219056.007500 -0.113451   -0.114726  0.001275  \n",
      "2019-07-09  219721.329833 -0.113609   -0.114503  0.000893  \n",
      "2019-07-08  222100.118167 -0.114832   -0.114569 -0.000263  \n",
      "2019-07-05  223357.748000 -0.073797   -0.106414  0.032617  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('002093','2019-11-15','8.18','8.20','8.05','8.05','43294','8.154','8.393','8.576','8.025','59983','47417','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 600050\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low      volume  price_change  p_change  \\\n",
      "date                                                                      \n",
      "2019-11-29  5.70  5.73   5.71  5.68   429626.38         -0.02     -0.35   \n",
      "2019-11-28  5.77  5.79   5.73  5.69   654422.75         -0.05     -0.86   \n",
      "2019-11-27  5.79  5.83   5.78  5.77   438342.12         -0.05     -0.86   \n",
      "2019-11-26  5.80  5.86   5.83  5.80   876359.31          0.05      0.86   \n",
      "2019-11-25  5.80  5.82   5.78  5.73   555073.75         -0.01     -0.17   \n",
      "2019-11-22  5.84  5.88   5.79  5.76   558183.81         -0.04     -0.69   \n",
      "2019-11-21  5.82  5.86   5.83  5.78   417879.47         -0.02     -0.34   \n",
      "2019-11-20  5.85  5.92   5.85  5.83   484863.75         -0.03     -0.51   \n",
      "2019-11-19  5.79  5.88   5.88  5.76   601978.19          0.09      1.55   \n",
      "2019-11-18  5.75  5.81   5.79  5.75   485559.22          0.04      0.70   \n",
      "2019-11-15  5.85  5.85   5.75  5.74   802222.50         -0.10     -1.71   \n",
      "2019-11-14  5.84  5.87   5.85  5.82   502987.94          0.00      0.00   \n",
      "2019-11-13  5.80  5.88   5.85  5.76   615084.75          0.01      0.17   \n",
      "2019-11-12  5.82  5.85   5.84  5.73   739955.69          0.03      0.52   \n",
      "2019-11-11  5.93  5.93   5.81  5.80  1284161.00         -0.15     -2.52   \n",
      "2019-11-08  6.07  6.10   5.96  5.96  1196918.50         -0.09     -1.49   \n",
      "2019-11-07  6.07  6.10   6.05  6.03   757456.00         -0.03     -0.49   \n",
      "2019-11-06  6.17  6.20   6.08  6.04   930631.69         -0.10     -1.62   \n",
      "2019-11-05  6.18  6.20   6.18  6.11  1058923.12          0.02      0.33   \n",
      "2019-11-04  6.18  6.23   6.16  6.15  1137439.88          0.00      0.00   \n",
      "2019-11-01  6.15  6.21   6.16  6.11  1010987.56          0.02      0.33   \n",
      "2019-10-31  6.16  6.22   6.14  6.11  1220161.25          0.01      0.16   \n",
      "2019-10-30  6.06  6.23   6.13  6.02  1216630.38          0.03      0.49   \n",
      "2019-10-29  6.16  6.18   6.10  6.09  1040410.00         -0.09     -1.45   \n",
      "2019-10-28  6.03  6.20   6.19  6.02  2094862.75          0.24      4.03   \n",
      "2019-10-25  5.91  5.96   5.95  5.85   764857.44          0.03      0.51   \n",
      "2019-10-24  5.93  5.95   5.92  5.89   619950.19          0.00      0.00   \n",
      "2019-10-23  6.06  6.08   5.92  5.89  1404823.00         -0.16     -2.63   \n",
      "2019-10-22  6.15  6.16   6.08  6.02  1194947.38         -0.08     -1.30   \n",
      "2019-10-21  6.08  6.17   6.16  6.00   853899.38          0.07      1.15   \n",
      "...          ...   ...    ...   ...         ...           ...       ...   \n",
      "2019-08-15  5.33  5.77   5.74  5.30  2878932.50          0.32      5.90   \n",
      "2019-08-14  5.47  5.52   5.42  5.39   654147.31          0.01      0.18   \n",
      "2019-08-13  5.36  5.44   5.41  5.32   777014.62          0.00      0.00   \n",
      "2019-08-12  5.30  5.42   5.41  5.29   839539.31          0.12      2.27   \n",
      "2019-08-09  5.46  5.48   5.29  5.28  1162279.88         -0.16     -2.94   \n",
      "2019-08-08  5.45  5.48   5.45  5.42   570099.75          0.03      0.55   \n",
      "2019-08-07  5.48  5.50   5.42  5.41   650607.81         -0.03     -0.55   \n",
      "2019-08-06  5.50  5.51   5.45  5.33  1389287.88         -0.16     -2.85   \n",
      "2019-08-05  5.69  5.72   5.61  5.61   862689.94         -0.10     -1.75   \n",
      "2019-08-02  5.75  5.75   5.71  5.69  1168252.25         -0.16     -2.73   \n",
      "2019-08-01  5.90  5.92   5.87  5.85   639074.00         -0.06     -1.01   \n",
      "2019-07-31  5.94  5.96   5.93  5.92   486872.50         -0.04     -0.67   \n",
      "2019-07-30  5.96  6.01   5.97  5.94   644165.62         -0.01     -0.17   \n",
      "2019-07-29  5.95  5.99   5.98  5.94   595099.19          0.02      0.34   \n",
      "2019-07-26  5.92  5.99   5.96  5.90   658275.88          0.01      0.17   \n",
      "2019-07-25  5.96  5.98   5.95  5.92   632190.62          0.00      0.00   \n",
      "2019-07-24  5.87  5.98   5.95  5.87   910596.69          0.10      1.71   \n",
      "2019-07-23  5.85  5.87   5.85  5.81   531324.81          0.02      0.34   \n",
      "2019-07-22  5.94  5.95   5.83  5.82   768799.56         -0.10     -1.69   \n",
      "2019-07-19  5.94  5.99   5.93  5.92   500073.69          0.01      0.17   \n",
      "2019-07-18  5.97  5.97   5.92  5.90   577679.69         -0.07     -1.17   \n",
      "2019-07-17  5.99  6.02   5.99  5.96   524561.31         -0.01     -0.17   \n",
      "2019-07-16  5.98  6.03   6.00  5.96   603403.25          0.02      0.33   \n",
      "2019-07-15  5.92  6.03   5.98  5.84   864358.38          0.02      0.34   \n",
      "2019-07-12  5.95  6.00   5.96  5.89   523457.47          0.00      0.00   \n",
      "2019-07-11  5.97  6.03   5.96  5.92   606213.12          0.04      0.68   \n",
      "2019-07-10  5.97  5.99   5.92  5.90   556286.69         -0.04     -0.67   \n",
      "2019-07-09  5.97  6.00   5.96  5.88   956144.44         -0.05     -0.83   \n",
      "2019-07-08  6.18  6.19   6.01  5.97  1402994.12         -0.19     -3.06   \n",
      "2019-07-05  6.22  6.22   6.20  6.17   705261.81         -0.01     -0.16   \n",
      "\n",
      "              ma5   ma10   ma20       v_ma5      v_ma10      v_ma20      ma25  \\\n",
      "date                                                                            \n",
      "2019-11-29  5.766  5.797  5.875   590764.86   550228.88   726403.49  5.710000   \n",
      "2019-11-28  5.782  5.801  5.898   616476.35   587488.49   755471.55  5.720000   \n",
      "2019-11-27  5.802  5.813  5.918   569167.69   572345.01   783758.48  5.740000   \n",
      "2019-11-26  5.816  5.820  5.936   578472.02   590019.27   822672.89  5.762500   \n",
      "2019-11-25  5.826  5.821  5.949   523595.79   576378.91   830875.42  5.766000   \n",
      "2019-11-22  5.828  5.824  5.970   509692.89   649287.63   907864.87  5.770000   \n",
      "2019-11-21  5.820  5.841  5.978   558500.63   713161.10   918198.55  5.778571   \n",
      "2019-11-20  5.824  5.863  5.982   575522.32   747118.75   928302.09  5.787500   \n",
      "2019-11-19  5.824  5.886  5.986   601566.52   791695.55   974300.05  5.797778   \n",
      "2019-11-18  5.816  5.916  5.996   629162.02   837390.04  1003948.51  5.797000   \n",
      "2019-11-15  5.820  5.953  6.014   788882.38   902578.11  1022365.52  5.792727   \n",
      "2019-11-14  5.862  5.994  6.031   867821.58   923454.61  1025014.91  5.797500   \n",
      "2019-11-13  5.902  6.023  6.048   918715.19   995171.94  1039632.40  5.801538   \n",
      "2019-11-12  5.948  6.051  6.061   981824.58  1055326.51  1053380.39  5.804286   \n",
      "2019-11-11  6.016  6.077  6.078  1045618.06  1085371.94  1080284.39  5.804667   \n",
      "2019-11-08  6.086  6.115  6.095  1016273.84  1166442.11  1085580.84  5.814375   \n",
      "2019-11-07  6.126  6.114  6.103   979087.65  1123236.01  1071321.09  5.828235   \n",
      "2019-11-06  6.144  6.101  6.105  1071628.70  1109485.43  1070940.43  5.842222   \n",
      "2019-11-05  6.154  6.085  6.104  1128828.44  1156904.56  1048162.43  5.860000   \n",
      "2019-11-04  6.138  6.075  6.097  1125125.81  1170506.98  1026896.16  5.875000   \n",
      "2019-11-01  6.144  6.075  6.089  1316610.39  1142152.93   995271.32  5.888571   \n",
      "2019-10-31  6.102  6.068  6.085  1267384.36  1126575.21   973431.18  5.900000   \n",
      "2019-10-30  6.058  6.073  6.080  1147342.15  1084092.85   962567.41  5.910000   \n",
      "2019-10-29  6.016  6.070  6.080  1184980.68  1051434.27   958607.62  5.917917   \n",
      "2019-10-28  6.012  6.079  6.084  1215888.15  1075196.85   972722.53  5.928800   \n",
      "2019-10-25  6.006  6.075  6.080   967695.48  1004719.56   920888.97  5.938400   \n",
      "2019-10-24  6.034  6.092  6.092   985766.05  1019406.18   941033.35  5.946000   \n",
      "2019-10-23  6.088  6.109  6.109  1020843.55  1032395.43   967832.15  5.951600   \n",
      "2019-10-22  6.124  6.123  6.122   917887.86   939420.30   945985.59  5.961600   \n",
      "2019-10-21  6.146  6.118  6.128   934505.54   883285.34   977372.68  5.976800   \n",
      "...           ...    ...    ...         ...         ...         ...       ...   \n",
      "2019-08-15  5.454  5.491  5.707  1262382.72  1095285.13   865966.19  6.093200   \n",
      "2019-08-14  5.396  5.504  5.716   800616.17   871299.28   750903.55  6.060000   \n",
      "2019-08-13  5.396  5.555  5.744   799908.27   854571.79   744424.25  6.029200   \n",
      "2019-08-12  5.404  5.611  5.774   922362.93   841286.89   735743.68  5.997200   \n",
      "2019-08-09  5.444  5.668  5.802   926993.05   816842.88   736984.64  5.953600   \n",
      "2019-08-08  5.528  5.735  5.836   928187.53   766442.48   705043.51  5.914400   \n",
      "2019-08-07  5.612  5.785  5.861   941982.38   772651.57   706849.18  5.874000   \n",
      "2019-08-06  5.714  5.838  5.886   909235.31   798650.46   702133.13  5.824400   \n",
      "2019-08-05  5.818  5.878  5.912   760210.86   712854.15   680475.96  5.795600   \n",
      "2019-08-02  5.892  5.900  5.932   706692.71   703465.11   707491.16  5.776400   \n",
      "2019-08-01  5.942  5.922  5.956   604697.44   636647.26   684341.64  5.770000   \n",
      "2019-07-31  5.958  5.927  5.973   603320.76   630507.83   688971.51  5.764400   \n",
      "2019-07-30  5.962  5.933  5.987   688065.60   634276.71   721143.03  5.763600   \n",
      "2019-07-29  5.938  5.936  6.003   665497.44   630200.47   748619.13  5.764800   \n",
      "2019-07-26  5.908  5.936  6.021   700237.51   657126.39   830460.93  5.769200   \n",
      "2019-07-25  5.902  5.936  6.031   668597.07   643644.55   834410.82  5.769200   \n",
      "2019-07-24  5.896  5.937  6.044   657694.89   641046.80   875400.89  5.770000   \n",
      "2019-07-23  5.904  5.934  6.055   580487.81   605615.80   861320.77  5.762400   \n",
      "2019-07-22  5.934  5.945  6.070   594903.50   648097.76   890050.91  5.756800   \n",
      "2019-07-19  5.964  5.963  6.090   614015.26   711517.22   904382.59  5.752000   \n",
      "2019-07-18  5.970  5.990  6.107   618692.02   732036.03   969051.17  5.742800   \n",
      "2019-07-17  5.978  6.019  6.123   624398.71   747435.20  1054747.84  5.736400   \n",
      "2019-07-16  5.964  6.040  6.129   630743.78   808009.35  1107021.22  5.737200   \n",
      "2019-07-15  5.956  6.070  6.132   701292.02   867037.78  1111717.38  5.746000   \n",
      "2019-07-12  5.962  6.105  6.137   809019.17  1003795.47  1099860.15  5.759200   \n",
      "2019-07-11  6.010  6.125  6.142   845380.04  1025177.09  1136861.99  5.768000   \n",
      "2019-07-10  6.060  6.150  6.152   870471.70  1109754.97  1163481.38  5.788000   \n",
      "2019-07-09  6.116  6.175  6.165   985274.91  1117025.75  1209809.47  5.810000   \n",
      "2019-07-08  6.184  6.194  6.181  1032783.55  1132004.07  1290173.52  5.834000   \n",
      "2019-07-05  6.248  6.216  6.189  1198571.77  1097247.96  1307722.64  5.870400   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  4.296264e+05       NaN         NaN       NaN  \n",
      "2019-11-28  5.420246e+05       NaN         NaN       NaN  \n",
      "2019-11-27  5.074638e+05       NaN         NaN       NaN  \n",
      "2019-11-26  5.996876e+05       NaN         NaN       NaN  \n",
      "2019-11-25  5.907649e+05       NaN         NaN       NaN  \n",
      "2019-11-22  5.853347e+05       NaN         NaN       NaN  \n",
      "2019-11-21  5.614125e+05       NaN         NaN       NaN  \n",
      "2019-11-20  5.518439e+05       NaN         NaN       NaN  \n",
      "2019-11-19  5.574144e+05       NaN         NaN       NaN  \n",
      "2019-11-18  5.502289e+05       NaN         NaN       NaN  \n",
      "2019-11-15  5.731374e+05       NaN         NaN       NaN  \n",
      "2019-11-14  5.672916e+05       NaN         NaN       NaN  \n",
      "2019-11-13  5.709680e+05       NaN         NaN       NaN  \n",
      "2019-11-12  5.830385e+05       NaN         NaN       NaN  \n",
      "2019-11-11  6.297800e+05       NaN         NaN       NaN  \n",
      "2019-11-08  6.652262e+05       NaN         NaN       NaN  \n",
      "2019-11-07  6.706515e+05       NaN         NaN       NaN  \n",
      "2019-11-06  6.850948e+05       NaN         NaN       NaN  \n",
      "2019-11-05  7.047700e+05       NaN         NaN       NaN  \n",
      "2019-11-04  7.264035e+05       NaN         NaN       NaN  \n",
      "2019-11-01  7.399551e+05       NaN         NaN       NaN  \n",
      "2019-10-31  7.617827e+05       NaN         NaN       NaN  \n",
      "2019-10-30  7.815587e+05       NaN         NaN       NaN  \n",
      "2019-10-29  7.923441e+05       NaN         NaN       NaN  \n",
      "2019-10-28  8.444449e+05       NaN         NaN       NaN  \n",
      "2019-10-25  8.413838e+05       NaN         NaN       NaN  \n",
      "2019-10-24  8.331826e+05       NaN         NaN       NaN  \n",
      "2019-10-23  8.535983e+05       NaN         NaN       NaN  \n",
      "2019-10-22  8.653690e+05       NaN         NaN       NaN  \n",
      "2019-10-21  8.649866e+05       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  1.380095e+06 -0.087915   -0.047023 -0.040892  \n",
      "2019-08-14  1.382615e+06 -0.121448   -0.061908 -0.059540  \n",
      "2019-08-13  1.385314e+06 -0.147135   -0.078953 -0.068181  \n",
      "2019-08-12  1.386973e+06 -0.165583   -0.096279 -0.069303  \n",
      "2019-08-09  1.384942e+06 -0.187722   -0.114568 -0.073154  \n",
      "2019-08-08  1.374495e+06 -0.190164   -0.129687 -0.060477  \n",
      "2019-08-07  1.372714e+06 -0.192304   -0.142210 -0.050094  \n",
      "2019-08-06  1.380358e+06 -0.189396   -0.151648 -0.037749  \n",
      "2019-08-05  1.377088e+06 -0.172196   -0.155757 -0.016439  \n",
      "2019-08-02  1.377601e+06 -0.148780   -0.154362  0.005582  \n",
      "2019-08-01  1.371403e+06 -0.115975   -0.146685  0.030709  \n",
      "2019-07-31  1.359181e+06 -0.084166   -0.134181  0.050015  \n",
      "2019-07-30  1.349640e+06 -0.055094   -0.118363  0.063270  \n",
      "2019-07-29  1.342219e+06 -0.030891   -0.100869  0.069978  \n",
      "2019-07-26  1.318275e+06 -0.013172   -0.083330  0.070158  \n",
      "2019-07-25  1.316064e+06  0.000063   -0.066651  0.066714  \n",
      "2019-07-24  1.320908e+06  0.010431   -0.051235  0.061666  \n",
      "2019-07-23  1.306350e+06  0.010458   -0.038896  0.049354  \n",
      "2019-07-22  1.299248e+06  0.008765   -0.029364  0.038129  \n",
      "2019-07-19  1.293351e+06  0.015316   -0.020428  0.035744  \n",
      "2019-07-18  1.288725e+06  0.019476   -0.012447  0.031923  \n",
      "2019-07-17  1.284212e+06  0.028097   -0.004338  0.032436  \n",
      "2019-07-16  1.279435e+06  0.035330    0.003595  0.031734  \n",
      "2019-07-15  1.272540e+06  0.038998    0.010676  0.028322  \n",
      "2019-07-12  1.258096e+06  0.039832    0.016507  0.023325  \n",
      "2019-07-11  1.253004e+06  0.040031    0.021212  0.018819  \n",
      "2019-07-10  1.249778e+06  0.036541    0.024278  0.012263  \n",
      "2019-07-09  1.257796e+06  0.036580    0.026738  0.009842  \n",
      "2019-07-08  1.270620e+06  0.040183    0.029427  0.010756  \n",
      "2019-07-05  1.273958e+06  0.057704    0.035083  0.022622  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('600050','2019-11-15','5.85','5.85','5.74','5.75','802222','5.820','5.953','6.014','5.793','788882','573137','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 300738\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low    volume  price_change  p_change  \\\n",
      "date                                                                       \n",
      "2019-11-29  29.33  29.85  29.81  29.23  10944.27          0.43      1.46   \n",
      "2019-11-28  29.31  29.80  29.38  29.26   9825.40         -0.20     -0.68   \n",
      "2019-11-27  29.95  29.96  29.58  29.34  13312.41         -0.22     -0.74   \n",
      "2019-11-26  30.00  30.11  29.80  29.58  14209.00         -0.08     -0.27   \n",
      "2019-11-25  30.60  30.88  29.88  29.73  18018.27         -0.87     -2.83   \n",
      "2019-11-22  31.62  32.24  30.75  30.71  23652.80         -1.21     -3.79   \n",
      "2019-11-21  32.48  32.52  31.96  31.58  18912.84         -0.69     -2.11   \n",
      "2019-11-20  33.20  34.08  32.65  32.62  32258.82         -0.17     -0.52   \n",
      "2019-11-19  32.08  32.89  32.82  31.73  18281.82          0.79      2.47   \n",
      "2019-11-18  31.52  32.06  32.03  31.46  12926.00          0.22      0.69   \n",
      "2019-11-15  32.65  32.65  31.81  31.59  16036.60         -0.53     -1.64   \n",
      "2019-11-14  31.90  32.74  32.34  31.55  19261.77          0.79      2.50   \n",
      "2019-11-13  32.30  32.30  31.55  31.36  18546.00         -0.80     -2.47   \n",
      "2019-11-12  32.19  32.68  32.35  31.87  16554.80         -0.18     -0.55   \n",
      "2019-11-11  33.00  33.60  32.53  32.15  16122.00         -0.80     -2.40   \n",
      "2019-11-08  33.65  34.10  33.33  33.09  18703.20         -0.27     -0.80   \n",
      "2019-11-07  32.30  33.75  33.60  32.24  24582.20          1.30      4.03   \n",
      "2019-11-06  33.46  33.80  32.30  31.63  29923.80         -1.27     -3.78   \n",
      "2019-11-05  33.99  34.34  33.57  33.33  18868.14         -0.47     -1.38   \n",
      "2019-11-04  33.99  34.53  34.04  33.66  18325.80          0.20      0.59   \n",
      "2019-11-01  33.58  34.13  33.84  33.10  17444.00         -0.03     -0.09   \n",
      "2019-10-31  33.80  34.35  33.87  33.38  21117.20          0.07      0.21   \n",
      "2019-10-30  34.77  35.38  33.80  33.67  38840.40         -1.20     -3.43   \n",
      "2019-10-29  37.00  37.30  35.00  35.00  45787.40         -2.05     -5.53   \n",
      "2019-10-28  36.31  37.47  37.05  36.24  50455.72          1.75      4.96   \n",
      "2019-10-25  35.22  35.60  35.30  34.55  26553.50         -0.25     -0.70   \n",
      "2019-10-24  35.20  35.92  35.55  35.02  27193.84          0.16      0.45   \n",
      "2019-10-23  36.50  36.80  35.39  35.20  43059.70         -1.61     -4.35   \n",
      "2019-10-22  36.59  37.53  37.00  35.90  41830.64          0.26      0.71   \n",
      "2019-10-21  37.09  37.54  36.74  35.11  36396.74         -0.33     -0.89   \n",
      "...           ...    ...    ...    ...       ...           ...       ...   \n",
      "2019-08-15  30.20  31.64  31.55  30.00  20781.49          0.36      1.15   \n",
      "2019-08-14  31.50  31.70  31.19  31.05  20272.50          0.13      0.42   \n",
      "2019-08-13  30.43  31.29  31.06  30.03  22416.30          0.53      1.74   \n",
      "2019-08-12  29.28  30.60  30.53  29.10  22340.36          1.28      4.38   \n",
      "2019-08-09  30.75  30.75  29.25  29.06  23311.40         -1.22     -4.00   \n",
      "2019-08-08  30.50  30.77  30.47  30.21  15340.70          0.17      0.56   \n",
      "2019-08-07  31.51  31.52  30.30  30.22  25744.90         -1.00     -3.19   \n",
      "2019-08-06  30.95  31.48  31.30  30.31  30059.40         -0.48     -1.51   \n",
      "2019-08-05  31.98  32.55  31.78  31.35  30131.45         -0.39     -1.21   \n",
      "2019-08-02  30.80  32.89  32.17  30.66  46449.98          0.66      2.10   \n",
      "2019-08-01  30.00  31.80  31.51  29.76  38443.47          1.21      3.99   \n",
      "2019-07-31  30.80  31.85  30.30  30.18  33023.40          0.23      0.77   \n",
      "2019-07-30  30.65  30.68  30.07  29.93  16693.00         -0.53     -1.73   \n",
      "2019-07-29  30.20  30.67  30.60  29.57  20849.60          0.40      1.32   \n",
      "2019-07-26  30.35  30.48  30.20  29.82  18427.80         -0.28     -0.92   \n",
      "2019-07-25  29.82  30.55  30.48  29.82  24705.00          0.50      1.67   \n",
      "2019-07-24  29.62  30.30  29.98  29.26  24582.00          0.35      1.18   \n",
      "2019-07-23  28.39  29.70  29.63  28.39  16007.00          0.93      3.24   \n",
      "2019-07-22  29.80  29.80  28.70  28.48  12617.22         -0.33     -1.14   \n",
      "2019-07-19  28.72  29.24  29.03  28.63  13306.20          0.34      1.19   \n",
      "2019-07-18  29.60  29.60  28.69  28.62  17257.40         -1.06     -3.56   \n",
      "2019-07-17  29.51  30.45  29.75  29.40  27218.80          0.12      0.41   \n",
      "2019-07-16  29.90  29.95  29.63  29.32  22774.00         -0.27     -0.90   \n",
      "2019-07-15  28.60  29.95  29.90  28.36  33543.68          1.36      4.76   \n",
      "2019-07-12  28.35  28.68  28.54  28.00  17004.60          0.21      0.74   \n",
      "2019-07-11  28.30  28.68  28.33  27.84  16410.09          0.24      0.85   \n",
      "2019-07-10  28.79  28.89  28.09  28.05  16203.55         -0.75     -2.60   \n",
      "2019-07-09  28.54  28.89  28.84  28.13  18614.09          0.36      1.26   \n",
      "2019-07-08  29.61  29.62  28.48  27.95  31116.97         -1.23     -4.14   \n",
      "2019-07-05  29.66  30.28  29.71  29.66  32167.40         -0.35     -1.16   \n",
      "\n",
      "               ma5    ma10    ma20     v_ma5    v_ma10    v_ma20       ma25  \\\n",
      "date                                                                          \n",
      "2019-11-29  29.690  30.866  31.804  13261.87  17234.16  18463.30  29.810000   \n",
      "2019-11-28  29.878  31.066  32.006  15803.58  17743.40  18788.28  29.595000   \n",
      "2019-11-27  30.394  31.362  32.230  17621.06  18687.03  19352.87  29.590000   \n",
      "2019-11-26  31.008  31.559  32.441  21410.35  19210.39  20629.27  29.642500   \n",
      "2019-11-25  31.612  31.814  32.701  22224.91  19444.97  22208.19  29.690000   \n",
      "2019-11-22  32.042  32.079  33.060  21206.46  19255.35  23830.07  29.866667   \n",
      "2019-11-21  32.254  32.337  33.287  19683.22  18760.39  23975.10  30.165714   \n",
      "2019-11-20  32.330  32.501  33.467  19753.00  19327.32  24389.15  30.476250   \n",
      "2019-11-19  32.110  32.466  33.604  17010.44  19093.82  24929.19  30.736667   \n",
      "2019-11-18  32.016  32.541  33.813  16665.03  19152.45  26106.64  30.866000   \n",
      "2019-11-15  32.116  32.742  34.048  17304.23  19692.43  27280.17  30.951818   \n",
      "2019-11-14  32.420  32.945  34.311  17837.55  19833.17  29298.13  31.067500   \n",
      "2019-11-13  32.672  33.098  34.589  18901.64  20018.71  32088.92  31.104615   \n",
      "2019-11-12  32.822  33.323  34.873  21177.20  22048.15  35362.43  31.193571   \n",
      "2019-11-11  33.066  33.588  35.013  21639.87  24971.41  37006.05  31.282667   \n",
      "2019-11-08  33.368  34.040  35.232  22080.63  28404.79  38874.76  31.410625   \n",
      "2019-11-07  33.470  34.237  35.357  21828.79  29189.82  40189.09  31.539412   \n",
      "2019-11-06  33.524  34.432  35.529  21135.79  29450.98  41192.37  31.581667   \n",
      "2019-11-05  33.824  34.741  35.730  22919.11  30764.57  42351.35  31.686316   \n",
      "2019-11-04  34.110  35.084  35.779  28302.96  33060.82  43065.53  31.804000   \n",
      "2019-11-01  34.712  35.354  35.803  34728.94  34867.91  43847.23  31.900952   \n",
      "2019-10-31  35.004  35.677  35.837  36550.84  38763.10  45209.29  31.990455   \n",
      "2019-10-30  35.340  36.080  35.854  37766.17  44159.13  47740.66  32.069130   \n",
      "2019-10-29  35.658  36.423  36.064  38610.03  48676.71  49971.81  32.191250   \n",
      "2019-10-28  36.058  36.438  36.195  37818.68  49040.70  50640.57  32.385600   \n",
      "2019-10-25  35.996  36.423  36.252  35006.88  49344.74  52337.63  32.605200   \n",
      "2019-10-24  36.350  36.476  36.368  40975.35  51188.36  55799.98  32.852000   \n",
      "2019-10-23  36.820  36.626  36.422  50552.09  52933.77  57088.74  33.084400   \n",
      "2019-10-22  37.188  36.718  36.461  58743.38  53938.12  59010.98  33.372400   \n",
      "2019-10-21  36.818  36.473  36.501  60262.71  53070.23  63392.54  33.646800   \n",
      "...            ...     ...     ...       ...       ...       ...        ...   \n",
      "2019-08-15  30.716  30.960  30.505  21824.41  25684.85  23775.16  33.592400   \n",
      "2019-08-14  30.500  30.956  30.362  20736.25  27451.05  23598.95  33.374800   \n",
      "2019-08-13  30.322  30.867  30.290  21830.73  28726.14  23946.27  33.170400   \n",
      "2019-08-12  30.370  30.768  30.219  23359.35  28153.81  23964.15  32.879600   \n",
      "2019-08-09  30.620  30.775  30.187  24917.57  28004.73  24524.32  32.566400   \n",
      "2019-08-08  31.204  30.870  30.152  29545.29  27516.37  24208.98  32.253200   \n",
      "2019-08-07  31.412  30.871  30.045  34165.84  28452.80  24262.45  32.072400   \n",
      "2019-08-06  31.412  30.839  29.934  35621.54  28336.51  23785.38  32.058400   \n",
      "2019-08-05  31.166  30.672  29.811  32948.26  26931.27  23213.12  32.041600   \n",
      "2019-08-02  30.930  30.364  29.646  31091.89  25179.85  23262.39  32.139200   \n",
      "2019-08-01  30.536  30.050  29.523  25487.45  21865.47  22548.26  32.185600   \n",
      "2019-07-31  30.330  29.768  29.451  22739.76  19746.86  23484.33  32.189600   \n",
      "2019-07-30  30.266  29.713  29.489  21051.48  19166.40  27903.99  32.072400   \n",
      "2019-07-29  30.178  29.669  29.472  20914.28  19774.50  27667.30  31.971200   \n",
      "2019-07-26  29.798  29.599  29.293  19267.80  21043.91  27826.72  31.879200   \n",
      "2019-07-25  29.564  29.433  29.069  18243.48  20901.59  27653.52  31.770400   \n",
      "2019-07-24  29.206  29.218  28.872  16753.96  20072.10  27209.97  31.649600   \n",
      "2019-07-23  29.160  29.029  28.678  17281.32  19234.25  26712.11  31.520800   \n",
      "2019-07-22  29.160  28.950  28.524  18634.72  19494.96  26905.34  31.350000   \n",
      "2019-07-19  29.400  28.928  28.426  22820.02  21344.94  27771.43  31.175200   \n",
      "2019-07-18  29.302  28.996  28.307  23559.70  23231.06  28435.17  30.971600   \n",
      "2019-07-17  29.230  29.133  28.181  23390.23  27221.79  28726.30  30.772400   \n",
      "2019-07-16  28.898  29.264  27.990  21187.18  36641.58  28739.50  30.575200   \n",
      "2019-07-15  28.740  29.274  27.755  20355.20  35560.10  28523.37  30.409200   \n",
      "2019-07-12  28.456  28.987  27.533  19869.86  34609.52  28897.27  30.264400   \n",
      "2019-07-11  28.690  28.704  27.466  22902.42  34405.46  31065.38  30.135600   \n",
      "2019-07-10  29.036  28.526  27.339  31053.34  34347.85  31144.76  30.011600   \n",
      "2019-07-09  29.630  28.327  27.242  52095.97  34189.96  31483.08  29.922800   \n",
      "2019-07-08  29.808  28.097  27.091  50765.00  34315.71  31532.21  29.840800   \n",
      "2019-07-05  29.518  27.924  26.924  49349.19  34197.91  30752.44  29.859200   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  10944.270000       NaN         NaN       NaN  \n",
      "2019-11-28  10384.835000       NaN         NaN       NaN  \n",
      "2019-11-27  11360.693333       NaN         NaN       NaN  \n",
      "2019-11-26  12072.770000       NaN         NaN       NaN  \n",
      "2019-11-25  13261.870000       NaN         NaN       NaN  \n",
      "2019-11-22  14993.691667       NaN         NaN       NaN  \n",
      "2019-11-21  15553.570000       NaN         NaN       NaN  \n",
      "2019-11-20  17641.726250       NaN         NaN       NaN  \n",
      "2019-11-19  17712.847778       NaN         NaN       NaN  \n",
      "2019-11-18  17234.163000       NaN         NaN       NaN  \n",
      "2019-11-15  17125.293636       NaN         NaN       NaN  \n",
      "2019-11-14  17303.333333       NaN         NaN       NaN  \n",
      "2019-11-13  17398.923077       NaN         NaN       NaN  \n",
      "2019-11-12  17338.628571       NaN         NaN       NaN  \n",
      "2019-11-11  17257.520000       NaN         NaN       NaN  \n",
      "2019-11-08  17347.875000       NaN         NaN       NaN  \n",
      "2019-11-07  17773.423529       NaN         NaN       NaN  \n",
      "2019-11-06  18448.444444       NaN         NaN       NaN  \n",
      "2019-11-05  18470.533684       NaN         NaN       NaN  \n",
      "2019-11-04  18463.297000       NaN         NaN       NaN  \n",
      "2019-11-01  18414.759048       NaN         NaN       NaN  \n",
      "2019-10-31  18537.597273       NaN         NaN       NaN  \n",
      "2019-10-30  19420.327826       NaN         NaN       NaN  \n",
      "2019-10-29  20518.955833       NaN         NaN       NaN  \n",
      "2019-10-28  21716.426400       NaN         NaN       NaN  \n",
      "2019-10-25  21902.467692       NaN         NaN       NaN  \n",
      "2019-10-24  22098.444444       NaN         NaN       NaN  \n",
      "2019-10-23  22847.060714       NaN         NaN       NaN  \n",
      "2019-10-22  23501.666897       NaN         NaN       NaN  \n",
      "2019-10-21  23931.502667       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  50301.922667 -0.438217   -0.432214 -0.006003  \n",
      "2019-08-14  50318.768167 -0.562486   -0.458268 -0.104218  \n",
      "2019-08-13  50383.273167 -0.663808   -0.499376 -0.164432  \n",
      "2019-08-12  50479.699167 -0.777906   -0.555082 -0.222824  \n",
      "2019-08-09  50599.522500 -0.960542   -0.636174 -0.324368  \n",
      "2019-08-08  50543.480833 -0.995365   -0.708013 -0.287353  \n",
      "2019-08-07  50562.859167 -1.024866   -0.771383 -0.253483  \n",
      "2019-08-06  50565.119167 -0.956528   -0.808412 -0.148116  \n",
      "2019-08-05  50752.841000 -0.853795   -0.817489 -0.036306  \n",
      "2019-08-02  51221.577333 -0.732466   -0.800484  0.068018  \n",
      "2019-08-01  51571.568500 -0.681709   -0.776729  0.095020  \n",
      "2019-07-31  51770.005167 -0.730698   -0.767523  0.036825  \n",
      "2019-07-30  51400.881833 -0.779101   -0.769839 -0.009262  \n",
      "2019-07-29  50985.251833 -0.765865   -0.769044  0.003179  \n",
      "2019-07-26  50451.453167 -0.778676   -0.770970 -0.007706  \n",
      "2019-07-25  50420.644833 -0.757503   -0.768277  0.010774  \n",
      "2019-07-24  50377.114167 -0.772168   -0.769055 -0.003113  \n",
      "2019-07-23  49926.235833 -0.802779   -0.775800 -0.026979  \n",
      "2019-07-22  49439.345500 -0.891801   -0.799000 -0.092801  \n",
      "2019-07-19  49054.503167 -0.925060   -0.824212 -0.100848  \n",
      "2019-07-18  48402.196000 -0.967698   -0.852909 -0.114789  \n",
      "2019-07-17  47604.550333 -0.905517   -0.863431 -0.042087  \n",
      "2019-07-16  46583.848000 -0.856054   -0.861955  0.005902  \n",
      "2019-07-15  46319.121000 -0.786006   -0.846766  0.060759  \n",
      "2019-07-12  45710.928000 -0.830658   -0.843544  0.012886  \n",
      "2019-07-11  45234.601833 -0.872928   -0.849421 -0.023507  \n",
      "2019-07-10  44760.529000 -0.915243   -0.862585 -0.052658  \n",
      "2019-07-09  44185.709667 -0.878136   -0.865696 -0.012441  \n",
      "2019-07-08  44151.796667 -0.867775   -0.866111 -0.001664  \n",
      "2019-07-05  44121.921833 -0.751648   -0.843219  0.091571  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('300738','2019-11-15','32.65','32.65','31.59','31.81','16036','32.116','32.742','34.048','30.952','17304','17125','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 601698\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low      volume  price_change  p_change  \\\n",
      "date                                                                         \n",
      "2019-11-29  10.09  10.13   9.99   9.90   155384.06         -0.10     -0.99   \n",
      "2019-11-28  10.14  10.23  10.09  10.07   142163.06         -0.11     -1.08   \n",
      "2019-11-27  10.22  10.28  10.20  10.16    98861.00         -0.01     -0.10   \n",
      "2019-11-26  10.21  10.30  10.21  10.16   107294.00          0.00      0.00   \n",
      "2019-11-25  10.42  10.45  10.21  10.15   195945.03         -0.27     -2.58   \n",
      "2019-11-22  10.58  10.75  10.48  10.40   249963.61         -0.21     -1.96   \n",
      "2019-11-21  10.73  10.99  10.69  10.60   253121.77         -0.20     -1.84   \n",
      "2019-11-20  10.77  11.33  10.89  10.68   359087.97         -0.07     -0.64   \n",
      "2019-11-19  10.89  11.06  10.96  10.10   496544.16         -0.14     -1.26   \n",
      "2019-11-18  11.11  11.26  11.10  10.81   266691.38          0.15      1.37   \n",
      "2019-11-15  10.89  11.34  10.95  10.85   455055.91         -0.01     -0.09   \n",
      "2019-11-14  10.50  11.14  10.96  10.43   427181.12          0.44      4.18   \n",
      "2019-11-13  10.46  10.72  10.52  10.33   183109.22         -0.05     -0.47   \n",
      "2019-11-12  10.28  10.87  10.57  10.15   246665.98          0.22      2.13   \n",
      "2019-11-11  10.65  10.65  10.35  10.18   198191.23         -0.33     -3.09   \n",
      "2019-11-08  10.84  10.90  10.68  10.67   195882.55         -0.08     -0.74   \n",
      "2019-11-07  10.75  10.88  10.76  10.57   247291.38         -0.14     -1.28   \n",
      "2019-11-06  10.35  11.40  10.90  10.33   511428.12          0.53      5.11   \n",
      "2019-11-05  10.41  10.49  10.37  10.27   162227.95          0.04      0.39   \n",
      "2019-11-04  10.44  10.55  10.33  10.32   167899.00         -0.06     -0.58   \n",
      "2019-11-01  10.22  10.45  10.39  10.03   218746.56          0.09      0.87   \n",
      "2019-10-31  10.68  10.75  10.30  10.27   206762.05         -0.33     -3.10   \n",
      "2019-10-30  10.94  10.94  10.63  10.60   245955.94         -0.43     -3.89   \n",
      "2019-10-29  11.49  11.55  11.06  11.06   289562.12         -0.43     -3.74   \n",
      "2019-10-28  10.99  11.77  11.49  10.99   386874.59          0.49      4.46   \n",
      "2019-10-25  10.97  11.08  11.00  10.71   208290.12          0.02      0.18   \n",
      "2019-10-24  10.87  11.14  10.98  10.83   185948.89          0.07      0.64   \n",
      "2019-10-23  11.26  11.26  10.91  10.88   226520.69         -0.24     -2.15   \n",
      "2019-10-22  10.93  11.22  11.15  10.93   242093.27          0.28      2.58   \n",
      "2019-10-21  11.22  11.23  10.87  10.71   259665.27         -0.38     -3.38   \n",
      "...           ...    ...    ...    ...         ...           ...       ...   \n",
      "2019-08-15   9.00   9.59   9.37   8.90   571650.56          0.02      0.21   \n",
      "2019-08-14   9.56   9.56   9.35   9.34   367051.25         -0.06     -0.64   \n",
      "2019-08-13   9.39   9.64   9.41   9.35   364214.62         -0.16     -1.67   \n",
      "2019-08-12   9.59   9.61   9.57   9.26   495833.03         -0.10     -1.03   \n",
      "2019-08-09  10.51  10.55   9.67   9.55   900681.56         -0.81     -7.73   \n",
      "2019-08-08  10.34  10.74  10.48  10.34   661767.31          0.03      0.29   \n",
      "2019-08-07  11.00  11.10  10.45  10.39   913285.31         -0.66     -5.94   \n",
      "2019-08-06  10.28  11.57  11.11  10.21  1355588.38          0.52      4.91   \n",
      "2019-08-05  10.50  10.88  10.59  10.45   702364.50         -0.08     -0.75   \n",
      "2019-08-02  10.20  10.87  10.67  10.08   986944.25          0.09      0.85   \n",
      "2019-08-01  10.72  10.81  10.58  10.46   692950.00         -0.31     -2.85   \n",
      "2019-07-31  10.62  10.98  10.89  10.26  1106883.62          0.20      1.87   \n",
      "2019-07-30  10.66  10.89  10.69  10.59   688925.31         -0.06     -0.56   \n",
      "2019-07-29  10.66  10.82  10.75  10.53   580064.56          0.19      1.80   \n",
      "2019-07-26  10.53  10.95  10.56  10.52   792891.00         -0.17     -1.58   \n",
      "2019-07-25  10.97  11.02  10.73  10.60   995115.50         -0.37     -3.33   \n",
      "2019-07-24  10.65  11.37  11.10  10.61  1331897.50          0.29      2.68   \n",
      "2019-07-23  10.83  10.94  10.81  10.38  1308838.25         -0.33     -2.96   \n",
      "2019-07-22  12.35  12.63  11.14  11.12  1546946.88         -1.22     -9.87   \n",
      "2019-07-19  12.20  12.62  12.36  12.03  1699501.75         -0.54     -4.19   \n",
      "2019-07-18  11.64  12.90  12.90  11.46  2579025.25          1.17      9.97   \n",
      "2019-07-17  12.88  13.12  11.73  11.65  2602397.00         -0.54     -4.40   \n",
      "2019-07-16  12.27  12.27  12.27  11.90   961277.25          1.12     10.04   \n",
      "2019-07-15  11.00  11.15  11.15  10.75  1354312.75          1.01      9.96   \n",
      "2019-07-12  10.14  10.14  10.14  10.14   219118.64          0.92      9.98   \n",
      "2019-07-11   9.22   9.22   9.22   9.22    10865.50          0.84     10.02   \n",
      "2019-07-10   8.38   8.38   8.38   8.38    17626.84          0.76      9.97   \n",
      "2019-07-09   7.62   7.62   7.62   7.62    18030.02          0.69      9.96   \n",
      "2019-07-08   6.93   6.93   6.93   6.93    14361.96          0.63     10.00   \n",
      "2019-07-05   6.30   6.30   6.30   6.30     9100.03          0.57      9.95   \n",
      "\n",
      "               ma5    ma10    ma20       v_ma5      v_ma10      v_ma20  \\\n",
      "date                                                                     \n",
      "2019-11-29  10.140  10.482  10.561   139929.43   232505.60   255999.43   \n",
      "2019-11-28  10.238  10.578  10.581   158845.34   262472.79   259167.55   \n",
      "2019-11-27  10.358  10.665  10.591   181037.08   290974.60   262397.50   \n",
      "2019-11-26  10.496  10.697  10.613   233082.48   299399.42   269752.25   \n",
      "2019-11-25  10.646  10.733  10.655   310932.51   313336.62   278865.65   \n",
      "2019-11-22  10.824  10.747  10.719   325081.78   313561.24   288412.13   \n",
      "2019-11-21  10.918  10.767  10.745   366100.24   308153.13   286328.46   \n",
      "2019-11-20  10.972  10.774  10.760   400912.11   307570.09   282969.81   \n",
      "2019-11-19  10.898  10.775  10.761   365716.36   322804.11   276341.45   \n",
      "2019-11-18  10.820  10.716  10.770   315740.72   289372.48   263618.90   \n",
      "2019-11-15  10.670  10.639  10.759   302040.69   279493.25   263267.60   \n",
      "2019-11-14  10.616  10.583  10.774   250206.02   255862.31   260280.97   \n",
      "2019-11-13  10.576  10.517  10.818   214228.07   233820.40   249479.83   \n",
      "2019-11-12  10.652  10.528  10.892   279891.85   240105.08   255450.46   \n",
      "2019-11-11  10.612  10.577  10.976   263004.25   244394.69   264234.97   \n",
      "2019-11-08  10.608  10.691  11.084   256945.80   263263.03   284515.07   \n",
      "2019-11-07  10.550  10.723  11.139   261518.60   264503.78   289270.12   \n",
      "2019-11-06  10.458  10.745  11.197   253412.74   258369.53   293154.45   \n",
      "2019-11-05  10.404  10.746  11.245   200318.30   229878.79   284626.18   \n",
      "2019-11-04  10.542  10.824  11.310   225785.13   237865.32   292848.97   \n",
      "2019-11-01  10.774  10.878  11.378   269580.25   247041.95   302629.30   \n",
      "2019-10-31  10.896  10.964  11.463   267488.96   264699.64   312668.55   \n",
      "2019-10-30  11.032  11.118  11.551   263326.33   265139.25   345398.10   \n",
      "2019-10-29  11.088  11.255  11.690   259439.28   270795.85   378803.91   \n",
      "2019-10-28  11.106  11.375  11.865   249945.51   284075.24   402328.00   \n",
      "2019-10-25  10.982  11.477  12.034   224503.65   305767.11   426834.17   \n",
      "2019-10-24  11.032  11.554  12.234   261910.31   314036.45   450255.69   \n",
      "2019-10-23  11.204  11.648  12.448   266952.17   327939.37   487096.85   \n",
      "2019-10-22  11.422  11.744  12.633   282152.42   339373.57   520471.82   \n",
      "2019-10-21  11.644  11.795  12.831   318204.97   347832.61   569381.83   \n",
      "...            ...     ...     ...         ...         ...         ...   \n",
      "2019-08-15   9.474  10.067  10.514   539886.20   731938.08   903169.76   \n",
      "2019-08-14   9.696  10.188  10.691   557909.55   744068.02  1003538.49   \n",
      "2019-08-13   9.916  10.342  10.810   667156.37   818051.26  1115305.78   \n",
      "2019-08-12  10.256  10.470  10.953   865431.12   850522.33  1145158.91   \n",
      "2019-08-09  10.460  10.588  11.032   906737.41   858945.48  1188082.90   \n",
      "2019-08-08  10.660  10.677  11.055   923989.95   848166.42  1154004.75   \n",
      "2019-08-07  10.680  10.702  10.992   930226.49   881501.24  1121459.66   \n",
      "2019-08-06  10.768  10.767  10.889   968946.15   923362.46  1076676.74   \n",
      "2019-08-05  10.684  10.737  10.714   835613.54   918687.45  1009798.82   \n",
      "2019-08-02  10.716  10.792  10.531   811153.55  1003145.69   975398.69   \n",
      "2019-08-01  10.694  10.961  10.313   772342.90  1074401.44   926506.48   \n",
      "2019-07-31  10.724  11.193  10.070   832776.00  1263008.96   892135.54   \n",
      "2019-07-30  10.766  11.277   9.786   877778.77  1412560.30   836993.44   \n",
      "2019-07-29  10.790  11.435   9.489  1001761.36  1439795.49   802628.24   \n",
      "2019-07-26  10.868  11.475   9.167  1195137.83  1517220.31   773710.44   \n",
      "2019-07-25  11.228  11.433   8.835  1376459.98  1459843.08   734184.19   \n",
      "2019-07-24  11.662  11.282   8.735  1693241.93  1361418.08   720450.96   \n",
      "2019-07-23  11.788  11.010   8.603  1947341.83  1229991.01   686481.71   \n",
      "2019-07-22  12.080  10.691   8.474  1877829.63  1100910.19   649872.50   \n",
      "2019-07-19  12.082  10.270   8.307  1839302.80   947651.70   593805.36   \n",
      "2019-07-18  11.638   9.664   8.037  1543226.18   778611.52   520092.26   \n",
      "2019-07-17  10.902   8.947   7.689  1029594.23   521262.12   373025.62   \n",
      "2019-07-16  10.232   8.295   7.378   512640.20   261426.57   201535.52   \n",
      "2019-07-15   9.302   7.542   6.971   323990.75   165460.98   138223.70   \n",
      "2019-07-12   8.458   6.858   6.591    56000.59    30200.58    27670.15   \n",
      "2019-07-11   7.690   6.236   6.236    13996.87     8525.31     8525.31   \n",
      "2019-07-10   6.992   5.904   5.904    12930.02     8265.28     8265.28   \n",
      "2019-07-09   6.358   5.595   5.595    10212.95     7095.09     7095.09   \n",
      "2019-07-08   5.782   5.306   5.306     6931.22     5532.96     5532.96   \n",
      "2019-07-05   5.258   5.035   5.035     4400.56     4061.46     4061.46   \n",
      "\n",
      "                 ma25         v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                                  \n",
      "2019-11-29   9.990000  155384.060000       NaN         NaN       NaN  \n",
      "2019-11-28  10.040000  148773.560000       NaN         NaN       NaN  \n",
      "2019-11-27  10.093333  132136.040000       NaN         NaN       NaN  \n",
      "2019-11-26  10.122500  125925.530000       NaN         NaN       NaN  \n",
      "2019-11-25  10.140000  139929.430000       NaN         NaN       NaN  \n",
      "2019-11-22  10.196667  158268.460000       NaN         NaN       NaN  \n",
      "2019-11-21  10.267143  171818.932857       NaN         NaN       NaN  \n",
      "2019-11-20  10.345000  195227.562500       NaN         NaN       NaN  \n",
      "2019-11-19  10.413333  228707.184444       NaN         NaN       NaN  \n",
      "2019-11-18  10.482000  232505.604000       NaN         NaN       NaN  \n",
      "2019-11-15  10.524545  252737.450000       NaN         NaN       NaN  \n",
      "2019-11-14  10.560833  267274.422500       NaN         NaN       NaN  \n",
      "2019-11-13  10.557692  260800.176154       NaN         NaN       NaN  \n",
      "2019-11-12  10.558571  259790.590714       NaN         NaN       NaN  \n",
      "2019-11-11  10.544667  255683.966667       NaN         NaN       NaN  \n",
      "2019-11-08  10.553125  251946.378125       NaN         NaN       NaN  \n",
      "2019-11-07  10.565294  251672.554706       NaN         NaN       NaN  \n",
      "2019-11-06  10.583889  266103.419444       NaN         NaN       NaN  \n",
      "2019-11-05  10.572632  260636.289474       NaN         NaN       NaN  \n",
      "2019-11-04  10.560500  255999.425000       NaN         NaN       NaN  \n",
      "2019-11-01  10.552381  254225.479048       NaN         NaN       NaN  \n",
      "2019-10-31  10.540909  252068.050455       NaN         NaN       NaN  \n",
      "2019-10-30  10.544783  251802.306522       NaN         NaN       NaN  \n",
      "2019-10-29  10.566250  253375.632083       NaN         NaN       NaN  \n",
      "2019-10-28  10.603200  258715.590400       NaN         NaN       NaN  \n",
      "2019-10-25  10.643600  256776.149231       NaN         NaN       NaN  \n",
      "2019-10-24  10.679200  254152.917407       NaN         NaN       NaN  \n",
      "2019-10-23  10.707600  253166.052143       NaN         NaN       NaN  \n",
      "2019-10-22  10.745200  252784.232069       NaN         NaN       NaN  \n",
      "2019-10-21  10.771600  253013.600000       NaN         NaN       NaN  \n",
      "...               ...            ...       ...         ...       ...  \n",
      "2019-08-15  12.303200  648418.167833 -1.051585   -0.785042 -0.266543  \n",
      "2019-08-14  12.066400  647416.003333 -1.043767   -0.836787 -0.206980  \n",
      "2019-08-13  11.858800  650434.426667 -1.020961   -0.873622 -0.147339  \n",
      "2019-08-12  11.636800  654587.210833 -0.978695   -0.894636 -0.084058  \n",
      "2019-08-09  11.411200  666295.383000 -0.926449   -0.900999 -0.025450  \n",
      "2019-08-08  11.252400  674060.129000 -0.810343   -0.882868  0.072524  \n",
      "2019-08-07  11.099200  685160.027833 -0.712536   -0.848801  0.136266  \n",
      "2019-08-06  10.932400  699229.365500 -0.575136   -0.794068  0.218932  \n",
      "2019-08-05  10.774400  708231.641333 -0.502414   -0.735737  0.233324  \n",
      "2019-08-02  10.622800  721882.395500 -0.433330   -0.675256  0.241925  \n",
      "2019-08-01  10.458000  729785.786167 -0.381447   -0.616494  0.235047  \n",
      "2019-07-31  10.352400  744787.812333 -0.311721   -0.555539  0.243819  \n",
      "2019-07-30  10.205200  752170.635167 -0.269494   -0.498330  0.228836  \n",
      "2019-07-29  10.112800  757012.342500 -0.228553   -0.444375  0.215822  \n",
      "2019-07-26  10.060400  763779.282667 -0.209029   -0.397306  0.188277  \n",
      "2019-07-25  10.058000  776893.039000 -0.177789   -0.353402  0.175614  \n",
      "2019-07-24  10.072000  795992.182500 -0.121771   -0.307076  0.185305  \n",
      "2019-07-23  10.113600  814030.808500 -0.099629   -0.265587  0.165958  \n",
      "2019-07-22  10.190000  835778.368667 -0.054821   -0.223433  0.168613  \n",
      "2019-07-19  10.313200  859775.643333  0.078232   -0.163100  0.241332  \n",
      "2019-07-18  10.448000  896170.674000  0.224661   -0.085548  0.310209  \n",
      "2019-07-17  10.539600  936024.654167  0.243491   -0.019740  0.263231  \n",
      "2019-07-16  10.649600  947003.908833  0.298546    0.043917  0.254629  \n",
      "2019-07-15  10.708400  962536.520833  0.248933    0.084920  0.164013  \n",
      "2019-07-12  10.738800  956125.277333  0.126656    0.093267  0.033389  \n",
      "2019-07-11  10.732800  951456.643500 -0.043979    0.065818 -0.109797  \n",
      "2019-07-10  10.694000  946334.122167 -0.244174    0.003820 -0.247994  \n",
      "2019-07-09  10.622400  940953.578833 -0.458867   -0.088718 -0.370149  \n",
      "2019-07-08  10.516800  935748.216167 -0.676887   -0.206352 -0.470535  \n",
      "2019-07-05  10.382000  929841.454667 -0.890243   -0.343130 -0.547113  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('601698','2019-11-15','10.89','11.34','10.85','10.95','455055','10.670','10.639','10.759','10.525','302040','252737','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 600804\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low     volume  price_change  p_change    ma5  \\\n",
      "date                                                                            \n",
      "2019-11-29  5.96  6.02   5.98  5.94  103769.57          0.00      0.00  6.016   \n",
      "2019-11-28  6.03  6.07   5.98  5.95  107943.43         -0.05     -0.83  6.036   \n",
      "2019-11-27  6.00  6.09   6.03  5.99   98309.43          0.01      0.17  6.072   \n",
      "2019-11-26  6.09  6.13   6.02  6.02   96474.48         -0.05     -0.82  6.108   \n",
      "2019-11-25  6.06  6.09   6.07  5.99  125492.87         -0.01     -0.16  6.170   \n",
      "2019-11-22  6.15  6.27   6.08  6.07  156204.56         -0.08     -1.30  6.180   \n",
      "2019-11-21  6.15  6.22   6.16  6.07  125058.46         -0.05     -0.81  6.204   \n",
      "2019-11-20  6.32  6.38   6.21  6.20  206996.88         -0.12     -1.90  6.168   \n",
      "2019-11-19  6.11  6.42   6.33  6.10  282236.38          0.21      3.43  6.116   \n",
      "2019-11-18  6.18  6.18   6.12  6.04  204274.98         -0.08     -1.29  6.060   \n",
      "2019-11-15  5.98  6.58   6.20  5.91  385967.81          0.22      3.68  6.042   \n",
      "2019-11-14  5.93  6.02   5.98  5.91  119312.46          0.03      0.50  6.076   \n",
      "2019-11-13  6.03  6.03   5.95  5.93  100229.40         -0.10     -1.65  6.168   \n",
      "2019-11-12  6.02  6.08   6.05  5.83  223434.38          0.02      0.33  6.256   \n",
      "2019-11-11  6.36  6.36   6.03  5.98  291658.91         -0.34     -5.34  6.368   \n",
      "2019-11-08  6.51  6.54   6.37  6.36  148362.44         -0.07     -1.09  6.478   \n",
      "2019-11-07  6.38  6.54   6.44  6.34  142895.98          0.05      0.78  6.520   \n",
      "2019-11-06  6.57  6.60   6.39  6.38  184130.89         -0.22     -3.33  6.534   \n",
      "2019-11-05  6.59  6.65   6.61  6.53  134506.67          0.03      0.46  6.568   \n",
      "2019-11-04  6.58  6.69   6.58  6.57  147356.80          0.00      0.00  6.598   \n",
      "2019-11-01  6.54  6.59   6.58  6.45  137880.08          0.07      1.07  6.682   \n",
      "2019-10-31  6.56  6.64   6.51  6.47  151480.00         -0.05     -0.76  6.686   \n",
      "2019-10-30  6.54  6.68   6.56  6.52  211847.81         -0.20     -2.96  6.706   \n",
      "2019-10-29  6.96  7.03   6.76  6.76  257897.19         -0.24     -3.43  6.720   \n",
      "2019-10-28  6.81  7.05   7.00  6.77  435381.25          0.40      6.06  6.698   \n",
      "2019-10-25  6.62  6.62   6.60  6.51  127210.04         -0.01     -0.15  6.614   \n",
      "2019-10-24  6.62  6.65   6.61  6.51  121012.77         -0.02     -0.30  6.622   \n",
      "2019-10-23  6.65  6.73   6.63  6.62  119546.59         -0.02     -0.30  6.656   \n",
      "2019-10-22  6.56  6.66   6.65  6.54   95688.15          0.07      1.06  6.680   \n",
      "2019-10-21  6.58  6.59   6.58  6.42  147229.00         -0.06     -0.90  6.718   \n",
      "...          ...   ...    ...   ...        ...           ...       ...    ...   \n",
      "2019-08-15  6.45  6.88   6.78  6.40  211715.52          0.08      1.19  6.698   \n",
      "2019-08-14  6.71  6.76   6.70  6.68  165706.09          0.09      1.36  6.678   \n",
      "2019-08-13  6.69  6.71   6.61  6.58  133979.66         -0.16     -2.36  6.646   \n",
      "2019-08-12  6.61  6.77   6.77  6.59  133625.44          0.14      2.11  6.650   \n",
      "2019-08-09  6.72  6.88   6.63  6.59  161012.33         -0.05     -0.75  6.670   \n",
      "2019-08-08  6.58  6.70   6.68  6.58  173278.89          0.14      2.14  6.744   \n",
      "2019-08-07  6.66  6.73   6.54  6.54  174707.94         -0.09     -1.36  6.848   \n",
      "2019-08-06  6.73  6.73   6.63  6.29  404103.53         -0.24     -3.49  7.002   \n",
      "2019-08-05  6.94  7.05   6.87  6.85  177308.69         -0.13     -1.86  7.160   \n",
      "2019-08-02  7.01  7.07   7.00  6.88  253741.69         -0.20     -2.78  7.208   \n",
      "2019-08-01  7.26  7.37   7.20  7.18  184645.11         -0.11     -1.50  7.236   \n",
      "2019-07-31  7.40  7.40   7.31  7.25  256259.27         -0.11     -1.48  7.224   \n",
      "2019-07-30  7.12  7.55   7.42  7.09  714141.31          0.31      4.36  7.172   \n",
      "2019-07-29  7.17  7.23   7.11  7.09  112725.93         -0.03     -0.42  7.062   \n",
      "2019-07-26  7.17  7.21   7.14  7.05  130613.47          0.00      0.00  7.002   \n",
      "2019-07-25  7.05  7.24   7.14  7.04  188964.08          0.09      1.28  6.992   \n",
      "2019-07-24  6.92  7.12   7.05  6.90  213408.78          0.18      2.62  6.978   \n",
      "2019-07-23  6.80  6.90   6.87  6.80  108201.98          0.06      0.88  7.012   \n",
      "2019-07-22  7.12  7.15   6.81  6.79  205698.89         -0.28     -3.95  7.088   \n",
      "2019-07-19  7.05  7.20   7.09  7.05  117064.04          0.02      0.28  7.162   \n",
      "2019-07-18  7.15  7.15   7.07  7.03  145176.02         -0.15     -2.08  7.160   \n",
      "2019-07-17  7.25  7.30   7.22  7.19  150571.72         -0.03     -0.41  7.158   \n",
      "2019-07-16  7.16  7.38   7.25  7.14  216851.72          0.07      0.97  7.130   \n",
      "2019-07-15  7.07  7.21   7.18  6.90  195277.59          0.10      1.41  7.116   \n",
      "2019-07-12  7.06  7.10   7.08  6.94  142892.50          0.02      0.28  7.114   \n",
      "2019-07-11  7.12  7.17   7.06  7.01  129392.23         -0.02     -0.28  7.226   \n",
      "2019-07-10  7.20  7.22   7.08  7.00  185963.81         -0.10     -1.39  7.336   \n",
      "2019-07-09  7.13  7.21   7.18  7.05  142551.97          0.01      0.14  7.458   \n",
      "2019-07-08  7.59  7.59   7.17  7.14  351055.03         -0.47     -6.15  7.582   \n",
      "2019-07-05  7.64  7.66   7.64  7.52  151606.52          0.03      0.39  7.722   \n",
      "\n",
      "             ma10   ma20      v_ma5     v_ma10     v_ma20      ma25  \\\n",
      "date                                                                  \n",
      "2019-11-29  6.098  6.179  106397.96  150676.10  169230.84  5.980000   \n",
      "2019-11-28  6.120  6.209  116884.95  178895.93  170936.36  5.980000   \n",
      "2019-11-27  6.120  6.236  120307.96  180032.83  173113.19  5.996667   \n",
      "2019-11-26  6.112  6.262  142045.45  180224.83  178790.11  6.002500   \n",
      "2019-11-25  6.115  6.299  179197.83  192920.82  186861.25  6.016000   \n",
      "2019-11-22  6.111  6.346  194954.25  209537.42  202355.67  6.026667   \n",
      "2019-11-21  6.140  6.372  240906.90  208753.21  200905.94  6.045714   \n",
      "2019-11-20  6.168  6.394  239757.70  210536.96  200703.66  6.066250   \n",
      "2019-11-19  6.186  6.415  218404.21  208250.36  196331.14  6.095556   \n",
      "2019-11-18  6.214  6.431  206643.81  193477.39  187003.73  6.098000   \n",
      "2019-11-15  6.260  6.454  224120.59  187785.57  184151.43  6.107273   \n",
      "2019-11-14  6.298  6.476  176599.52  162976.80  173278.18  6.096667   \n",
      "2019-11-13  6.351  6.516  181316.22  166193.56  172441.00  6.085385   \n",
      "2019-11-12  6.412  6.556  198096.52  177355.40  174724.14  6.082857   \n",
      "2019-11-11  6.483  6.596  180310.98  180801.68  176487.16  6.079333   \n",
      "2019-11-08  6.580  6.648  151450.56  195173.91  179861.03  6.097500   \n",
      "2019-11-07  6.603  6.675  149354.08  193058.67  186863.67  6.117647   \n",
      "2019-11-06  6.620  6.695  151070.89  190870.35  190615.19  6.132778   \n",
      "2019-11-05  6.644  6.709  156614.27  184411.92  189182.89  6.157895   \n",
      "2019-11-04  6.648  6.712  181292.38  180530.07  189630.41  6.179000   \n",
      "2019-11-01  6.648  6.716  238897.27  180517.29  191115.29  6.198095   \n",
      "2019-10-31  6.654  6.723  236763.26  183579.57  196085.19  6.212273   \n",
      "2019-10-30  6.681  6.727  230669.81  178688.44  206558.46  6.227391   \n",
      "2019-10-29  6.700  6.740  212209.57  172092.88  212296.85  6.249583   \n",
      "2019-10-28  6.708  6.754  179767.76  172172.65  226749.44  6.279600   \n",
      "2019-10-25  6.716  6.773  122137.31  164548.15  217370.89  6.304400   \n",
      "2019-10-24  6.746  6.817  130395.88  180668.67  226820.12  6.329600   \n",
      "2019-10-23  6.769  6.866  126707.06  190360.04  237878.70  6.353600   \n",
      "2019-10-22  6.773  6.912  131976.19  193953.85  248372.60  6.378800   \n",
      "2019-10-21  6.776  6.963  164577.53  198730.75  271579.96  6.399200   \n",
      "...           ...    ...        ...        ...        ...       ...   \n",
      "2019-08-15  6.721  6.918  161207.81  198917.98  211045.13  7.154400   \n",
      "2019-08-14  6.763  6.932  153520.48  196210.94  207718.16  7.118800   \n",
      "2019-08-13  6.824  6.958  155320.85  205266.26  206961.44  7.080800   \n",
      "2019-08-12  6.905  6.990  209345.63  263282.42  211105.04  7.045200   \n",
      "2019-08-09  6.939  7.011  218082.28  261192.47  214187.65  6.997600   \n",
      "2019-08-08  6.990  7.033  236628.15  258152.58  213281.66  6.950800   \n",
      "2019-08-07  7.036  7.052  238901.39  259721.10  211087.32  6.912800   \n",
      "2019-08-06  7.087  7.079  255211.66  263591.19  211650.12  6.874000   \n",
      "2019-08-05  7.111  7.107  317219.21  234001.03  198572.54  6.848800   \n",
      "2019-08-02  7.105  7.122  304302.66  236840.05  207259.86  6.843600   \n",
      "2019-08-01  7.114  7.154  279677.02  223172.29  202153.10  6.850400   \n",
      "2019-07-31  7.101  7.174  280540.81  219225.38  201725.30  6.866000   \n",
      "2019-07-30  7.092  7.193  271970.71  208656.62  199625.39  6.890000   \n",
      "2019-07-29  7.075  7.212  150782.85  158927.66  175241.12  6.906400   \n",
      "2019-07-26  7.082  7.250  169377.44  167182.83  188496.08  6.930400   \n",
      "2019-07-25  7.076  7.269  166667.55  168410.73  192641.92  6.947200   \n",
      "2019-07-24  7.068  7.299  157909.94  162453.55  194371.07  6.956800   \n",
      "2019-07-23  7.071  7.326  145342.53  159709.05  192120.26  6.953600   \n",
      "2019-07-22  7.102  7.365  167072.48  163144.05  198899.55  6.952400   \n",
      "2019-07-19  7.138  7.413  164988.22  177679.66  202269.09  6.954000   \n",
      "2019-07-18  7.193  7.452  170153.91  181133.91  214175.02  6.950800   \n",
      "2019-07-17  7.247  7.487  166997.15  184225.22  225159.99  6.955200   \n",
      "2019-07-16  7.294  7.507  174075.57  190594.16  232590.53  6.957600   \n",
      "2019-07-15  7.349  7.525  159215.62  191554.59  234224.07  6.955200   \n",
      "2019-07-12  7.418  7.546  190371.11  209809.33  243407.51  6.966000   \n",
      "2019-07-11  7.462  7.557  192113.91  216873.10  252461.08  6.977200   \n",
      "2019-07-10  7.529  7.586  201453.29  226288.60  257923.60  6.992400   \n",
      "2019-07-09  7.581  7.611  207112.74  224531.46  266086.60  7.015200   \n",
      "2019-07-08  7.627  7.638  223893.55  234655.06  281542.30  7.031200   \n",
      "2019-07-05  7.687  7.655  229247.55  226858.51  288735.64  7.071600   \n",
      "\n",
      "                   v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                       \n",
      "2019-11-29  103769.570000       NaN         NaN       NaN  \n",
      "2019-11-28  105856.500000       NaN         NaN       NaN  \n",
      "2019-11-27  103340.810000       NaN         NaN       NaN  \n",
      "2019-11-26  101624.227500       NaN         NaN       NaN  \n",
      "2019-11-25  106397.956000       NaN         NaN       NaN  \n",
      "2019-11-22  114699.056667       NaN         NaN       NaN  \n",
      "2019-11-21  116178.971429       NaN         NaN       NaN  \n",
      "2019-11-20  127531.210000       NaN         NaN       NaN  \n",
      "2019-11-19  144720.673333       NaN         NaN       NaN  \n",
      "2019-11-18  150676.104000       NaN         NaN       NaN  \n",
      "2019-11-15  172066.259091       NaN         NaN       NaN  \n",
      "2019-11-14  167670.109167       NaN         NaN       NaN  \n",
      "2019-11-13  162482.362308       NaN         NaN       NaN  \n",
      "2019-11-12  166836.077857       NaN         NaN       NaN  \n",
      "2019-11-11  175157.600000       NaN         NaN       NaN  \n",
      "2019-11-08  173482.902500       NaN         NaN       NaN  \n",
      "2019-11-07  171683.671765       NaN         NaN       NaN  \n",
      "2019-11-06  172375.183889       NaN         NaN       NaN  \n",
      "2019-11-05  170382.104211       NaN         NaN       NaN  \n",
      "2019-11-04  169230.839000       NaN         NaN       NaN  \n",
      "2019-11-01  167737.945714       NaN         NaN       NaN  \n",
      "2019-10-31  166998.948182       NaN         NaN       NaN  \n",
      "2019-10-30  168948.898696       NaN         NaN       NaN  \n",
      "2019-10-29  172655.077500       NaN         NaN       NaN  \n",
      "2019-10-28  183164.124400       NaN         NaN       NaN  \n",
      "2019-10-25  181012.044231       NaN         NaN       NaN  \n",
      "2019-10-24  178789.848889       NaN         NaN       NaN  \n",
      "2019-10-23  176674.018214       NaN         NaN       NaN  \n",
      "2019-10-22  173881.402069       NaN         NaN       NaN  \n",
      "2019-10-21  172992.988667       NaN         NaN       NaN  \n",
      "...                   ...       ...         ...       ...  \n",
      "2019-08-15  276292.795667 -0.014746    0.007428 -0.022175  \n",
      "2019-08-14  277066.022833 -0.036692   -0.001396 -0.035297  \n",
      "2019-08-13  277628.527167 -0.060648   -0.013246 -0.047402  \n",
      "2019-08-12  276131.711500 -0.065962   -0.023789 -0.042173  \n",
      "2019-08-09  273954.268500 -0.080542   -0.035140 -0.045402  \n",
      "2019-08-08  274369.542667 -0.087058   -0.045523 -0.041535  \n",
      "2019-08-07  274899.742000 -0.102339   -0.056887 -0.045453  \n",
      "2019-08-06  278565.952667 -0.105966   -0.066703 -0.039264  \n",
      "2019-08-05  279279.319667 -0.088455   -0.071053 -0.017402  \n",
      "2019-08-02  281052.401167 -0.063357   -0.069514  0.006157  \n",
      "2019-08-01  281831.818333 -0.027017   -0.061014  0.033998  \n",
      "2019-07-31  283578.139500  0.010538   -0.046704  0.057242  \n",
      "2019-07-30  291949.697833  0.048616   -0.027640  0.076256  \n",
      "2019-07-29  289530.176833  0.053165   -0.011479  0.064644  \n",
      "2019-07-26  284450.713833  0.058517    0.002520  0.055997  \n",
      "2019-07-25  285479.947833  0.062043    0.014425  0.047619  \n",
      "2019-07-24  287019.881333  0.056920    0.022924  0.033996  \n",
      "2019-07-23  286830.804500  0.037897    0.025919  0.011979  \n",
      "2019-07-22  288664.316833  0.017776    0.024290 -0.006514  \n",
      "2019-07-19  288161.567500  0.024145    0.024261 -0.000116  \n",
      "2019-07-18  287772.786500  0.027264    0.024862  0.002403  \n",
      "2019-07-17  288572.837000  0.041363    0.028162  0.013201  \n",
      "2019-07-16  289755.494833  0.054331    0.033396  0.020935  \n",
      "2019-07-15  288698.540667  0.058288    0.038374  0.019914  \n",
      "2019-07-12  285094.477667  0.052747    0.041249  0.011498  \n",
      "2019-07-11  282444.094000  0.046209    0.042241  0.003968  \n",
      "2019-07-10  281911.383500  0.042155    0.042224 -0.000068  \n",
      "2019-07-09  281695.837500  0.046476    0.043074  0.003402  \n",
      "2019-07-08  285155.803167  0.048534    0.044166  0.004368  \n",
      "2019-07-05  284731.669167  0.087086    0.052750  0.034336  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('600804','2019-11-15','5.98','6.58','5.91','6.20','385967','6.042','6.260','6.454','6.107','224120','172066','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 300017\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low      volume  price_change  p_change  \\\n",
      "date                                                                         \n",
      "2019-11-29   8.70   8.84   8.84   8.65   227201.69          0.14      1.61   \n",
      "2019-11-28   8.81   8.88   8.70   8.67   192164.95         -0.12     -1.36   \n",
      "2019-11-27   8.74   8.89   8.82   8.61   300951.81          0.07      0.80   \n",
      "2019-11-26   8.75   8.84   8.75   8.70   190479.16          0.02      0.23   \n",
      "2019-11-25   8.79   8.83   8.73   8.67   212189.95         -0.05     -0.57   \n",
      "2019-11-22   8.94   9.07   8.78   8.75   333744.88         -0.18     -2.01   \n",
      "2019-11-21   8.91   9.05   8.96   8.82   232587.31          0.00      0.00   \n",
      "2019-11-20   9.18   9.24   8.96   8.95   507465.19         -0.23     -2.50   \n",
      "2019-11-19   8.83   9.26   9.19   8.79   679778.38          0.36      4.08   \n",
      "2019-11-18   8.67   8.90   8.83   8.65   280391.19          0.10      1.15   \n",
      "2019-11-15   8.75   8.93   8.73   8.61   392851.75         -0.02     -0.23   \n",
      "2019-11-14   8.77   8.85   8.75   8.55   380290.16         -0.09     -1.02   \n",
      "2019-11-13   8.53   8.98   8.84   8.47   535280.38          0.25      2.91   \n",
      "2019-11-12   8.49   8.60   8.59   8.41   304290.19          0.14      1.66   \n",
      "2019-11-11   8.79   8.79   8.45   8.43   411703.12         -0.39     -4.41   \n",
      "2019-11-08   9.05   9.08   8.84   8.82   436384.84         -0.16     -1.78   \n",
      "2019-11-07   8.92   9.05   9.00   8.80   372014.56          0.08      0.90   \n",
      "2019-11-06   9.12   9.23   8.92   8.85   581476.62         -0.24     -2.62   \n",
      "2019-11-05   9.50   9.50   9.16   9.09   839293.44         -0.40     -4.18   \n",
      "2019-11-04   9.64   9.77   9.56   9.52   371419.47         -0.12     -1.24   \n",
      "2019-11-01   9.48   9.72   9.68   9.42   327437.78          0.15      1.57   \n",
      "2019-10-31   9.68   9.71   9.53   9.50   333415.41         -0.10     -1.04   \n",
      "2019-10-30   9.80   9.82   9.63   9.61   441821.28         -0.26     -2.63   \n",
      "2019-10-29  10.28  10.28   9.89   9.88   744073.81         -0.43     -4.17   \n",
      "2019-10-28  10.50  10.64  10.32  10.19  1118686.75          0.44      4.45   \n",
      "2019-10-25   9.72   9.89   9.88   9.63   307603.28          0.15      1.54   \n",
      "2019-10-24   9.70   9.76   9.73   9.61   206412.72          0.03      0.31   \n",
      "2019-10-23   9.87   9.90   9.70   9.68   261940.28         -0.16     -1.62   \n",
      "2019-10-22   9.72   9.88   9.86   9.71   321670.88          0.17      1.75   \n",
      "2019-10-21   9.74   9.74   9.69   9.48   331933.00         -0.02     -0.21   \n",
      "...           ...    ...    ...    ...         ...           ...       ...   \n",
      "2019-08-15   9.13   9.56   9.56   9.06   509227.75          0.16      1.70   \n",
      "2019-08-14   9.53   9.65   9.40   9.37   398536.56          0.04      0.43   \n",
      "2019-08-13   9.47   9.50   9.36   9.31   275674.16         -0.19     -1.99   \n",
      "2019-08-12   9.32   9.58   9.55   9.16   455308.09          0.26      2.80   \n",
      "2019-08-09   9.63   9.66   9.29   9.25   367451.97         -0.24     -2.52   \n",
      "2019-08-08   9.56   9.62   9.53   9.49   275072.97          0.05      0.53   \n",
      "2019-08-07   9.77   9.79   9.48   9.44   355732.12         -0.21     -2.17   \n",
      "2019-08-06   9.91   9.94   9.69   9.34   668093.19         -0.44     -4.34   \n",
      "2019-08-05  10.16  10.42  10.13  10.12   394573.44         -0.07     -0.69   \n",
      "2019-08-02  10.25  10.35  10.20  10.11   532539.69         -0.32     -3.04   \n",
      "2019-08-01  10.55  10.69  10.52  10.47   356651.19         -0.11     -1.03   \n",
      "2019-07-31  10.80  10.83  10.63  10.62   405845.44         -0.22     -2.03   \n",
      "2019-07-30  10.66  11.03  10.85  10.65   597347.38          0.13      1.21   \n",
      "2019-07-29  10.62  10.81  10.72  10.61   390673.59          0.09      0.85   \n",
      "2019-07-26  10.63  10.72  10.63  10.58   307400.00         -0.06     -0.56   \n",
      "2019-07-25  10.81  10.84  10.69  10.55   518105.62          0.01      0.09   \n",
      "2019-07-24  10.33  10.79  10.68  10.32   718404.00          0.40      3.89   \n",
      "2019-07-23  10.15  10.29  10.28  10.13   246236.92          0.16      1.58   \n",
      "2019-07-22  10.53  10.55  10.12  10.06   439584.44         -0.37     -3.53   \n",
      "2019-07-19  10.55  10.64  10.49  10.44   329329.25          0.02      0.19   \n",
      "2019-07-18  10.59  10.65  10.47  10.37   369678.91         -0.23     -2.15   \n",
      "2019-07-17  10.65  10.84  10.70  10.60   441014.97          0.09      0.85   \n",
      "2019-07-16  10.61  10.76  10.61  10.55   301520.47         -0.04     -0.38   \n",
      "2019-07-15  10.34  10.78  10.65  10.11   572639.25          0.28      2.70   \n",
      "2019-07-12  10.41  10.46  10.37  10.28   270340.81          0.00      0.00   \n",
      "2019-07-11  10.37  10.46  10.37  10.26   323406.81          0.09      0.88   \n",
      "2019-07-10  10.49  10.51  10.28  10.21   346560.81         -0.18     -1.72   \n",
      "2019-07-09  10.62  10.71  10.46  10.23   513430.16         -0.17     -1.60   \n",
      "2019-07-08  11.11  11.12  10.63  10.57   720130.75         -0.55     -4.92   \n",
      "2019-07-05  11.15  11.27  11.18  11.13   381606.62          0.03      0.27   \n",
      "\n",
      "               ma5    ma10    ma20      v_ma5     v_ma10     v_ma20  \\\n",
      "date                                                                  \n",
      "2019-11-29   8.768   8.856   8.870  224597.51  315695.45  389097.95   \n",
      "2019-11-28   8.756   8.845   8.912  245906.15  332260.46  394109.76   \n",
      "2019-11-27   8.808   8.850   8.954  253990.62  351072.98  401172.28   \n",
      "2019-11-26   8.836   8.852   8.994  295293.30  374505.84  408215.75   \n",
      "2019-11-25   8.924   8.836   9.051  393153.14  385886.94  435895.49   \n",
      "2019-11-22   8.944   8.808   9.131  406793.39  405838.26  481220.33   \n",
      "2019-11-21   8.934   8.814   9.186  418614.76  416102.25  479913.25   \n",
      "2019-11-20   8.892   8.818   9.224  448155.33  430044.98  478604.52   \n",
      "2019-11-19   8.868   8.814   9.261  453718.37  437446.12  466328.27   \n",
      "2019-11-18   8.748   8.811   9.295  378620.73  453397.63  448422.90   \n",
      "2019-11-15   8.672   8.884   9.338  404883.12  462500.45  450999.99   \n",
      "2019-11-14   8.694   8.979   9.387  413589.74  455959.06  457222.27   \n",
      "2019-11-13   8.744   9.057   9.451  411934.62  451271.58  451909.55   \n",
      "2019-11-12   8.760   9.136   9.511  421173.87  441925.67  443439.65   \n",
      "2019-11-11   8.874   9.266   9.585  528174.52  485904.03  465906.43   \n",
      "2019-11-08   9.096   9.453   9.690  520117.79  556602.40  478047.66   \n",
      "2019-11-07   9.264   9.557   9.770  498328.37  543724.24  494312.10   \n",
      "2019-11-06   9.370   9.630   9.835  490608.54  527164.06  502877.02   \n",
      "2019-11-05   9.512   9.708   9.895  462677.48  495210.42  497472.61   \n",
      "2019-11-04   9.658   9.778   9.937  443633.55  443448.17  476099.24   \n",
      "2019-11-01   9.810   9.791   9.959  593087.01  439499.52  484693.51   \n",
      "2019-10-31   9.850   9.794   9.986  589120.11  458485.48  495149.18   \n",
      "2019-10-30   9.890   9.844  10.017  563719.57  452547.52  519080.61   \n",
      "2019-10-29   9.904   9.885  10.065  527743.37  444953.63  535644.23   \n",
      "2019-10-28   9.898   9.903  10.108  443262.78  445908.82  548301.80   \n",
      "2019-10-25   9.772   9.927  10.124  285912.03  399492.92  569739.21   \n",
      "2019-10-24   9.738   9.982  10.197  327850.85  444899.96  586876.44   \n",
      "2019-10-23   9.798  10.039  10.284  341375.47  478589.98  612981.08   \n",
      "2019-10-22   9.866  10.082  10.365  362163.90  499734.80  637718.79   \n",
      "2019-10-21   9.908  10.096  10.446  448554.86  508750.31  702172.71   \n",
      "...            ...     ...     ...        ...        ...        ...   \n",
      "2019-08-15   9.432   9.619  10.090  401239.71  423220.99  427089.39   \n",
      "2019-08-14   9.426   9.715  10.136  354408.75  407963.34  420111.95   \n",
      "2019-08-13   9.442   9.838  10.201  345847.86  408694.23  422235.87   \n",
      "2019-08-12   9.508   9.987  10.263  424331.67  440861.55  423528.18   \n",
      "2019-08-09   9.624  10.104  10.318  412184.74  434398.10  429394.74   \n",
      "2019-08-08   9.806  10.238  10.372  445202.28  428392.90  424539.18   \n",
      "2019-08-07  10.004  10.354  10.414  461517.93  452696.17  426955.87   \n",
      "2019-08-06  10.234  10.474  10.454  471540.59  488963.35  426497.31   \n",
      "2019-08-05  10.466  10.533  10.493  457391.43  446777.73  418764.16   \n",
      "2019-08-02  10.584  10.532  10.518  456611.46  451278.83  435042.02   \n",
      "2019-08-01  10.670  10.561  10.567  411583.52  430957.78  427495.37   \n",
      "2019-07-31  10.704  10.556  10.598  443874.41  432260.56  430954.29   \n",
      "2019-07-30  10.714  10.563  10.625  506386.12  435777.51  444799.73   \n",
      "2019-07-29  10.600  10.539  10.655  436164.03  406194.82  463211.51   \n",
      "2019-07-26  10.480  10.532  10.698  445946.20  424391.38  524076.74   \n",
      "2019-07-25  10.452  10.506  10.705  450332.05  420685.46  533949.08   \n",
      "2019-07-24  10.408  10.474  10.721  420646.70  401215.58  538068.83   \n",
      "2019-07-23  10.412  10.434  10.727  365168.90  364031.26  520062.84   \n",
      "2019-07-22  10.478  10.452  10.757  376225.61  390750.59  536488.62   \n",
      "2019-07-19  10.584  10.503  10.806  402836.57  418805.22  547273.29   \n",
      "2019-07-18  10.560  10.572  10.837  391038.88  424032.96  577144.79   \n",
      "2019-07-17  10.540  10.640  10.861  381784.46  429648.02  594133.79   \n",
      "2019-07-16  10.456  10.687  10.861  362893.63  453821.95  612718.89   \n",
      "2019-07-15  10.426  10.771  10.858  405275.57  520228.21  616774.73   \n",
      "2019-07-12  10.422  10.863  10.859  434773.87  623762.10  608827.15   \n",
      "2019-07-11  10.584  10.904  10.875  457027.03  647212.69  631197.40   \n",
      "2019-07-10  10.740  10.967  10.906  477511.58  674922.09  643982.03   \n",
      "2019-07-09  10.918  11.019  10.945  544750.27  676094.41  668503.65   \n",
      "2019-07-08  11.116  11.061  10.990  635180.85  682226.65  704384.78   \n",
      "2019-07-05  11.304  11.109  11.007  812750.32  675741.36  713786.35   \n",
      "\n",
      "                 ma25         v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                                  \n",
      "2019-11-29   8.840000  227201.690000       NaN         NaN       NaN  \n",
      "2019-11-28   8.770000  209683.320000       NaN         NaN       NaN  \n",
      "2019-11-27   8.786667  240106.150000       NaN         NaN       NaN  \n",
      "2019-11-26   8.777500  227699.402500       NaN         NaN       NaN  \n",
      "2019-11-25   8.768000  224597.512000       NaN         NaN       NaN  \n",
      "2019-11-22   8.770000  242788.740000       NaN         NaN       NaN  \n",
      "2019-11-21   8.797143  241331.392857       NaN         NaN       NaN  \n",
      "2019-11-20   8.817500  274598.117500       NaN         NaN       NaN  \n",
      "2019-11-19   8.858889  319618.146667       NaN         NaN       NaN  \n",
      "2019-11-18   8.856000  315695.451000       NaN         NaN       NaN  \n",
      "2019-11-15   8.844545  322709.660000       NaN         NaN       NaN  \n",
      "2019-11-14   8.836667  327508.035000       NaN         NaN       NaN  \n",
      "2019-11-13   8.836923  343490.523077       NaN         NaN       NaN  \n",
      "2019-11-12   8.819286  340690.499286       NaN         NaN       NaN  \n",
      "2019-11-11   8.794667  345424.674000       NaN         NaN       NaN  \n",
      "2019-11-08   8.797500  351109.684375       NaN         NaN       NaN  \n",
      "2019-11-07   8.809412  352339.382941       NaN         NaN       NaN  \n",
      "2019-11-06   8.815556  365069.229444       NaN         NaN       NaN  \n",
      "2019-11-05   8.833684  390028.398421       NaN         NaN       NaN  \n",
      "2019-11-04   8.870000  389097.952000       NaN         NaN       NaN  \n",
      "2019-11-01   8.908571  386161.753333       NaN         NaN       NaN  \n",
      "2019-10-31   8.936818  383764.192273       NaN         NaN       NaN  \n",
      "2019-10-30   8.966957  386288.413478       NaN         NaN       NaN  \n",
      "2019-10-29   9.005417  401196.138333       NaN         NaN       NaN  \n",
      "2019-10-28   9.058000  429895.762800       NaN         NaN       NaN  \n",
      "2019-10-25   9.099600  425192.205769       NaN         NaN       NaN  \n",
      "2019-10-24   9.140800  417089.261852       NaN         NaN       NaN  \n",
      "2019-10-23   9.176000  411548.226786       NaN         NaN       NaN  \n",
      "2019-10-22   9.220400  408449.007931       NaN         NaN       NaN  \n",
      "2019-10-21   9.258800  405898.474333       NaN         NaN       NaN  \n",
      "...               ...            ...       ...         ...       ...  \n",
      "2019-08-15  10.715600  729102.409667 -0.231025   -0.129400 -0.101625  \n",
      "2019-08-14  10.632800  729406.516333 -0.267087   -0.156937 -0.110150  \n",
      "2019-08-13  10.554800  725079.746000 -0.295489   -0.184648 -0.110841  \n",
      "2019-08-12  10.477200  727596.711000 -0.299216   -0.207561 -0.091655  \n",
      "2019-08-09  10.357600  726859.191833 -0.319467   -0.229942 -0.089525  \n",
      "2019-08-08  10.248000  724170.660667 -0.312548   -0.246464 -0.066084  \n",
      "2019-08-07  10.150400  723899.286667 -0.307553   -0.258682 -0.048872  \n",
      "2019-08-06  10.058000  725342.896167 -0.283383   -0.263622 -0.019761  \n",
      "2019-08-05   9.977600  717930.896167 -0.226117   -0.256121  0.030004  \n",
      "2019-08-02   9.935600  720616.233167 -0.173090   -0.239515  0.066425  \n",
      "2019-08-01   9.913600  721103.123333 -0.104045   -0.212421  0.108376  \n",
      "2019-07-31   9.922800  722310.290500 -0.039989   -0.177935  0.137945  \n",
      "2019-07-30   9.940400  724902.392167  0.028203   -0.136707  0.164910  \n",
      "2019-07-29   9.956800  719012.388500  0.070937   -0.095178  0.166116  \n",
      "2019-07-26   9.980800  705490.942667  0.096431   -0.056856  0.153288  \n",
      "2019-07-25  10.008000  708999.315000  0.120093   -0.021467  0.141559  \n",
      "2019-07-24  10.038800  717532.503000  0.136464    0.010120  0.126345  \n",
      "2019-07-23  10.050000  717270.780333  0.115827    0.031261  0.084566  \n",
      "2019-07-22  10.063600  719236.006333  0.085575    0.042124  0.043451  \n",
      "2019-07-19  10.083200  719192.610500  0.090413    0.051782  0.038632  \n",
      "2019-07-18  10.096400  716732.302667  0.091578    0.059741  0.031837  \n",
      "2019-07-17  10.114800  719515.288667  0.109795    0.069752  0.040043  \n",
      "2019-07-16  10.138000  718442.589667  0.115637    0.078929  0.036708  \n",
      "2019-07-15  10.154800  715426.149000  0.122087    0.087561  0.034526  \n",
      "2019-07-12  10.184000  709023.033333  0.103413    0.090731  0.012682  \n",
      "2019-07-11  10.216400  701718.585333  0.087604    0.090105 -0.002502  \n",
      "2019-07-10  10.251600  698439.383167  0.067040    0.085492 -0.018453  \n",
      "2019-07-09  10.295600  699106.744667  0.064523    0.081298 -0.016775  \n",
      "2019-07-08  10.338800  704245.158667  0.075378    0.080114 -0.004737  \n",
      "2019-07-05  10.414400  701550.187667  0.126897    0.089471  0.037427  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('300017','2019-11-15','8.75','8.93','8.61','8.73','392851','8.672','8.884','9.338','8.845','404883','322709','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 002306\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low    volume  price_change  p_change    ma5  \\\n",
      "date                                                                           \n",
      "2019-11-29  2.39  2.44   2.44  2.39  12608.00          0.03      1.25  2.470   \n",
      "2019-11-28  2.42  2.45   2.41  2.40  17725.00         -0.03     -1.23  2.472   \n",
      "2019-11-27  2.49  2.49   2.44  2.41  26993.53         -0.05     -2.01  2.470   \n",
      "2019-11-26  2.61  2.69   2.49  2.48  72470.00         -0.08     -3.11  2.472   \n",
      "2019-11-25  2.45  2.57   2.57  2.45  37158.01          0.12      4.90  2.440   \n",
      "2019-11-22  2.40  2.45   2.45  2.38  23446.00          0.05      2.08  2.370   \n",
      "2019-11-21  2.48  2.48   2.40  2.38  32995.23         -0.05     -2.04  2.322   \n",
      "2019-11-20  2.35  2.45   2.45  2.32  55059.64          0.12      5.15  2.286   \n",
      "2019-11-19  2.28  2.33   2.33  2.22  30328.40          0.11      4.96  2.236   \n",
      "2019-11-18  2.22  2.24   2.22  2.19  14285.01          0.01      0.45  2.220   \n",
      "2019-11-15  2.23  2.23   2.21  2.19  12353.00         -0.01     -0.45  2.246   \n",
      "2019-11-14  2.21  2.25   2.22  2.17  17474.00          0.02      0.91  2.282   \n",
      "2019-11-13  2.25  2.26   2.20  2.14  40910.02         -0.05     -2.22  2.316   \n",
      "2019-11-12  2.37  2.41   2.25  2.24  32875.03         -0.10     -4.25  2.352   \n",
      "2019-11-11  2.38  2.40   2.35  2.35  16827.00         -0.04     -1.67  2.404   \n",
      "2019-11-08  2.38  2.44   2.39  2.38  19523.01          0.00      0.00  2.436   \n",
      "2019-11-07  2.41  2.42   2.39  2.36  19032.00          0.01      0.42  2.480   \n",
      "2019-11-06  2.52  2.52   2.38  2.38  51390.00         -0.13     -5.18  2.526   \n",
      "2019-11-05  2.48  2.58   2.51  2.48  24335.01          0.00      0.00  2.574   \n",
      "2019-11-04  2.61  2.64   2.51  2.48  48676.06         -0.10     -3.83  2.612   \n",
      "2019-11-01  2.64  2.64   2.61  2.56  15647.00         -0.01     -0.38  2.658   \n",
      "2019-10-31  2.60  2.68   2.62  2.60  12914.00          0.00      0.00  2.678   \n",
      "2019-10-30  2.71  2.71   2.62  2.62  18977.14         -0.08     -2.96  2.692   \n",
      "2019-10-29  2.74  2.74   2.70  2.67  18715.04         -0.04     -1.46  2.708   \n",
      "2019-10-28  2.70  2.74   2.74  2.67  17254.02          0.03      1.11  2.710   \n",
      "2019-10-25  2.71  2.71   2.71  2.66   8520.00          0.02      0.74  2.706   \n",
      "2019-10-24  2.70  2.71   2.69  2.68   7001.00         -0.01     -0.37  2.700   \n",
      "2019-10-23  2.71  2.72   2.70  2.69   9473.00         -0.01     -0.37  2.696   \n",
      "2019-10-22  2.73  2.73   2.71  2.69  12713.00         -0.01     -0.37  2.696   \n",
      "2019-10-21  2.68  2.80   2.72  2.68  24015.04          0.04      1.49  2.698   \n",
      "...          ...   ...    ...   ...       ...           ...       ...    ...   \n",
      "2019-08-15  2.76  2.76   2.74  2.71   9692.00         -0.04     -1.44  2.752   \n",
      "2019-08-14  2.77  2.80   2.78  2.73  17386.08          0.02      0.72  2.754   \n",
      "2019-08-13  2.74  2.82   2.76  2.73  15836.02          0.02      0.73  2.746   \n",
      "2019-08-12  2.70  2.76   2.74  2.70   7502.00          0.00      0.00  2.748   \n",
      "2019-08-09  2.77  2.78   2.74  2.73  12166.00         -0.01     -0.36  2.774   \n",
      "2019-08-08  2.76  2.77   2.75  2.72  11867.00          0.01      0.36  2.804   \n",
      "2019-08-07  2.80  2.81   2.74  2.72  15389.00         -0.03     -1.08  2.832   \n",
      "2019-08-06  2.81  2.84   2.77  2.73  27821.00         -0.10     -3.48  2.880   \n",
      "2019-08-05  2.89  2.92   2.87  2.85  19595.00         -0.02     -0.69  2.894   \n",
      "2019-08-02  2.80  2.96   2.89  2.77  44968.69          0.00      0.00  2.894   \n",
      "2019-08-01  3.00  3.05   2.89  2.89  59194.79         -0.09     -3.02  2.888   \n",
      "2019-07-30  2.84  2.98   2.98  2.80  54635.09          0.14      4.93  2.886   \n",
      "2019-07-29  2.88  2.88   2.84  2.83  13200.01         -0.03     -1.04  2.866   \n",
      "2019-07-26  2.86  2.88   2.87  2.86   7963.04          0.01      0.35  2.870   \n",
      "2019-07-25  2.88  2.89   2.86  2.84  15346.00         -0.02     -0.69  2.898   \n",
      "2019-07-24  2.91  2.91   2.88  2.86  15681.10          0.00      0.00  2.928   \n",
      "2019-07-23  2.85  2.91   2.88  2.83  18303.10          0.02      0.70  2.960   \n",
      "2019-07-22  3.01  3.03   2.86  2.86  44009.00         -0.15     -4.98  2.994   \n",
      "2019-07-19  3.00  3.04   3.01  3.00   9430.40          0.00      0.00  3.024   \n",
      "2019-07-18  3.02  3.04   3.01  2.99  13690.00         -0.03     -0.99  3.034   \n",
      "2019-07-17  3.05  3.07   3.04  3.04   8517.00         -0.01     -0.33  3.032   \n",
      "2019-07-16  3.05  3.11   3.05  3.04  16993.02          0.04      1.33  3.026   \n",
      "2019-07-15  3.02  3.04   3.01  2.98  18487.00         -0.05     -1.63  3.022   \n",
      "2019-07-12  2.99  3.12   3.06  2.99  16697.00          0.06      2.00  3.034   \n",
      "2019-07-11  3.01  3.05   3.00  2.98  11627.00         -0.01     -0.33  3.058   \n",
      "2019-07-10  3.04  3.07   3.01  3.01  11525.00         -0.02     -0.66  3.082   \n",
      "2019-07-09  3.01  3.06   3.03  3.01  15423.00         -0.04     -1.30  3.106   \n",
      "2019-07-08  3.17  3.17   3.07  3.07  22035.01         -0.11     -3.46  3.142   \n",
      "2019-07-05  3.12  3.19   3.18  3.12  22118.00          0.06      1.92  3.164   \n",
      "2019-07-04  3.13  3.15   3.12  3.10  14023.20         -0.01     -0.32  3.166   \n",
      "\n",
      "             ma10   ma20     v_ma5    v_ma10    v_ma20      ma25  \\\n",
      "date                                                               \n",
      "2019-11-29  2.420  2.381  33390.91  32306.88  30323.20  2.440000   \n",
      "2019-11-28  2.397  2.389  35558.51  32281.38  30475.15  2.425000   \n",
      "2019-11-27  2.378  2.400  38612.55  32256.28  30234.60  2.430000   \n",
      "2019-11-26  2.354  2.409  44225.78  33647.93  29833.78  2.445000   \n",
      "2019-11-25  2.330  2.419  35797.46  29688.43  27146.03  2.470000   \n",
      "2019-11-22  2.308  2.428  31222.86  27655.33  26150.83  2.466667   \n",
      "2019-11-21  2.302  2.441  29004.26  27263.03  25404.53  2.457143   \n",
      "2019-11-20  2.301  2.455  25900.01  25866.71  24104.82  2.456250   \n",
      "2019-11-19  2.294  2.468  23070.09  25499.75  21825.49  2.442222   \n",
      "2019-11-18  2.312  2.487  23579.41  24900.41  20944.72  2.420000   \n",
      "2019-11-15  2.341  2.512  24087.81  28339.51  21431.22  2.400909   \n",
      "2019-11-14  2.381  2.535  25521.81  28668.91  21576.22  2.385833   \n",
      "2019-11-13  2.421  2.558  25833.41  28212.91  21209.52  2.371538   \n",
      "2019-11-12  2.463  2.583  27929.41  26019.63  19575.87  2.362857   \n",
      "2019-11-11  2.508  2.606  26221.40  24603.63  19448.07  2.362000   \n",
      "2019-11-08  2.547  2.624  32591.22  24646.33  19825.87  2.363750   \n",
      "2019-11-07  2.579  2.640  31816.01  23546.03  19482.02  2.365294   \n",
      "2019-11-06  2.609  2.655  30592.41  22342.93  19325.62  2.366111   \n",
      "2019-11-05  2.641  2.672  24109.84  18151.23  17466.07  2.373684   \n",
      "2019-11-04  2.661  2.683  22985.85  16989.03  17653.22  2.380500   \n",
      "2019-11-01  2.682  2.699  16701.44  14522.92  15808.17  2.391429   \n",
      "2019-10-31  2.689  2.711  15276.04  14483.52  16076.54  2.401818   \n",
      "2019-10-30  2.694  2.720  14093.44  14206.12  16266.14  2.411304   \n",
      "2019-10-29  2.702  2.731  12192.61  13132.11  16860.78  2.423333   \n",
      "2019-10-28  2.704  2.737  10992.20  14292.51  16825.68  2.436000   \n",
      "2019-10-25  2.701  2.742  12344.41  15005.40  17161.15  2.446800   \n",
      "2019-10-24  2.700  2.750  13691.01  15418.01  17734.35  2.458000   \n",
      "2019-10-23  2.701  2.759  14318.81  16308.31  18134.75  2.468400   \n",
      "2019-10-22  2.703  2.767  14071.61  16780.91  18361.10  2.477200   \n",
      "2019-10-21  2.704  2.774  17592.81  18317.41  19730.20  2.483200   \n",
      "...           ...    ...       ...       ...       ...       ...   \n",
      "2019-08-15  2.778  2.843  12516.42  18222.28  21683.77  2.746000   \n",
      "2019-08-14  2.793  2.858  12951.42  23172.56  21625.02  2.742400   \n",
      "2019-08-13  2.813  2.872  12552.00  26897.46  21605.36  2.738400   \n",
      "2019-08-12  2.821  2.884  14949.00  26633.86  21737.91  2.733600   \n",
      "2019-08-09  2.834  2.900  17367.60  26679.96  22197.66  2.724400   \n",
      "2019-08-08  2.846  2.913  23928.14  26997.96  22170.71  2.719600   \n",
      "2019-08-07  2.859  2.926  33393.70  27379.37  22153.61  2.719600   \n",
      "2019-08-06  2.873  2.941  41242.91  27670.78  22155.31  2.720000   \n",
      "2019-08-05  2.882  2.956  38318.72  29289.58  21866.01  2.725200   \n",
      "2019-08-02  2.896  2.971  35992.32  28273.12  21992.16  2.732000   \n",
      "2019-08-01  2.908  2.983  30067.79  25145.25  20444.89  2.738800   \n",
      "2019-07-30  2.923  2.995  21365.05  20077.47  18199.40  2.750000   \n",
      "2019-07-29  2.930  3.006  14098.65  16313.27  17026.50  2.755200   \n",
      "2019-07-26  2.947  3.023  20260.45  16841.97  18054.49  2.762400   \n",
      "2019-07-25  2.966  3.039  20553.92  17715.36  20725.38  2.769600   \n",
      "2019-07-24  2.980  3.048  20222.72  17343.46  20827.78  2.775200   \n",
      "2019-07-23  2.993  3.058  18789.90  16927.85  20717.03  2.780800   \n",
      "2019-07-22  3.008  3.067  18527.88  16639.84  20931.32  2.788000   \n",
      "2019-07-19  3.029  3.081  13423.48  14442.44  19981.48  2.806400   \n",
      "2019-07-18  3.046  3.090  14876.80  15711.20  22145.83  2.819600   \n",
      "2019-07-17  3.057  3.092  14464.20  15744.52  22719.52  2.834800   \n",
      "2019-07-16  3.066  3.090  15065.80  16321.32  23002.92  2.847200   \n",
      "2019-07-15  3.082  3.088  14751.80  17739.73  22693.57  2.857200   \n",
      "2019-07-12  3.099  3.085  15461.40  19267.02  22367.12  2.869600   \n",
      "2019-07-11  3.112  3.082  16545.60  23735.40  22599.32  2.880800   \n",
      "2019-07-10  3.116  3.084  17024.84  24312.10  23167.87  2.891600   \n",
      "2019-07-09  3.123  3.087  17576.84  24506.20  23527.47  2.901600   \n",
      "2019-07-08  3.125  3.089  20727.66  25222.80  23624.72  2.914000   \n",
      "2019-07-05  3.132  3.086  23072.63  25520.51  23485.91  2.931600   \n",
      "2019-07-04  3.134  3.080  30925.19  28580.46  23059.40  2.946800   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  12608.000000       NaN         NaN       NaN  \n",
      "2019-11-28  15166.500000       NaN         NaN       NaN  \n",
      "2019-11-27  19108.843333       NaN         NaN       NaN  \n",
      "2019-11-26  32449.132500       NaN         NaN       NaN  \n",
      "2019-11-25  33390.908000       NaN         NaN       NaN  \n",
      "2019-11-22  31733.423333       NaN         NaN       NaN  \n",
      "2019-11-21  31913.681429       NaN         NaN       NaN  \n",
      "2019-11-20  34806.926250       NaN         NaN       NaN  \n",
      "2019-11-19  34309.312222       NaN         NaN       NaN  \n",
      "2019-11-18  32306.882000       NaN         NaN       NaN  \n",
      "2019-11-15  30492.892727       NaN         NaN       NaN  \n",
      "2019-11-14  29407.985000       NaN         NaN       NaN  \n",
      "2019-11-13  30292.756923       NaN         NaN       NaN  \n",
      "2019-11-12  30477.205000       NaN         NaN       NaN  \n",
      "2019-11-11  29567.191333       NaN         NaN       NaN  \n",
      "2019-11-08  28939.430000       NaN         NaN       NaN  \n",
      "2019-11-07  28356.640000       NaN         NaN       NaN  \n",
      "2019-11-06  29636.271111       NaN         NaN       NaN  \n",
      "2019-11-05  29357.257368       NaN         NaN       NaN  \n",
      "2019-11-04  30323.197500       NaN         NaN       NaN  \n",
      "2019-11-01  29624.330952       NaN         NaN       NaN  \n",
      "2019-10-31  28864.770455       NaN         NaN       NaN  \n",
      "2019-10-30  28434.873478       NaN         NaN       NaN  \n",
      "2019-10-29  28029.880417       NaN         NaN       NaN  \n",
      "2019-10-28  27598.846000       NaN         NaN       NaN  \n",
      "2019-10-25  26865.044231       NaN         NaN       NaN  \n",
      "2019-10-24  26129.338889       NaN         NaN       NaN  \n",
      "2019-10-23  25534.469643       NaN         NaN       NaN  \n",
      "2019-10-22  25092.350000       NaN         NaN       NaN  \n",
      "2019-10-21  25056.439667       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  23564.093333 -0.002192   -0.004593  0.002401  \n",
      "2019-08-14  23562.628000  0.002758   -0.003123  0.005881  \n",
      "2019-08-13  23144.728000  0.005009   -0.001497  0.006506  \n",
      "2019-08-12  22721.844167  0.005121   -0.000173  0.005294  \n",
      "2019-08-09  22644.160833  0.005150    0.000891  0.004258  \n",
      "2019-08-08  22516.560667  0.005912    0.001895  0.004016  \n",
      "2019-08-07  22455.844000  0.005643    0.002645  0.002998  \n",
      "2019-08-06  22063.027333  0.007762    0.003668  0.004093  \n",
      "2019-08-05  21984.027167  0.017311    0.006397  0.010914  \n",
      "2019-08-02  21922.237667  0.026190    0.010355  0.015834  \n",
      "2019-08-01  22648.034167  0.032848    0.014854  0.017994  \n",
      "2019-07-30  23343.385667  0.044870    0.020857  0.024013  \n",
      "2019-07-29  23247.100167  0.042609    0.025208  0.017402  \n",
      "2019-07-26  23067.900167  0.042746    0.028715  0.014030  \n",
      "2019-07-25  23036.099833  0.041568    0.031286  0.010282  \n",
      "2019-07-24  23155.451500  0.041766    0.033382  0.008385  \n",
      "2019-07-23  23343.819833  0.041446    0.034995  0.006452  \n",
      "2019-07-22  23919.419833  0.039128    0.035821  0.003306  \n",
      "2019-07-19  23864.709833  0.048831    0.038423  0.010408  \n",
      "2019-07-18  23692.625833  0.055877    0.041914  0.013963  \n",
      "2019-07-17  23580.359167  0.063153    0.046162  0.016992  \n",
      "2019-07-16  23694.576167  0.068932    0.050716  0.018217  \n",
      "2019-07-15  23865.409500  0.069484    0.054469  0.015014  \n",
      "2019-07-12  23638.376167  0.073112    0.058198  0.014914  \n",
      "2019-07-11  23425.776167  0.070336    0.060626  0.009710  \n",
      "2019-07-10  23407.092000  0.068157    0.062132  0.006025  \n",
      "2019-07-09  23399.075000  0.067268    0.063159  0.004109  \n",
      "2019-07-08  23529.675167  0.068996    0.064327  0.004670  \n",
      "2019-07-05  23430.341833  0.078339    0.067129  0.011210  \n",
      "2019-07-04  23467.811833  0.079980    0.069699  0.010280  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('002306','2019-11-15','2.23','2.23','2.19','2.21','12353','2.246','2.341','2.512','2.401','24087','30492','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 600754\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low    volume  price_change  p_change  \\\n",
      "date                                                                       \n",
      "2019-11-29  23.65  24.11  24.08  23.62  31569.30          0.28      1.18   \n",
      "2019-11-28  24.09  24.12  23.80  23.70  20798.08         -0.29     -1.20   \n",
      "2019-11-27  23.86  24.44  24.09  23.67  36839.49          0.43      1.82   \n",
      "2019-11-26  23.88  24.30  23.66  23.66  54142.93         -0.10     -0.42   \n",
      "2019-11-25  23.36  23.83  23.76  23.13  19986.69          0.21      0.89   \n",
      "2019-11-22  23.48  24.16  23.55  23.25  30435.24          0.04      0.17   \n",
      "2019-11-21  23.85  23.92  23.51  23.41  14357.88         -0.21     -0.89   \n",
      "2019-11-20  23.59  24.00  23.72  23.48  36351.24          0.17      0.72   \n",
      "2019-11-19  23.60  23.66  23.55  23.30  40369.56          0.09      0.38   \n",
      "2019-11-18  22.30  23.68  23.46  22.24  36905.14          0.98      4.36   \n",
      "2019-11-15  22.70  22.90  22.48  22.48  18375.13         -0.22     -0.97   \n",
      "2019-11-14  23.00  23.19  22.70  22.56  19619.46         -0.33     -1.43   \n",
      "2019-11-13  23.39  23.39  23.03  22.81  22457.54         -0.19     -0.82   \n",
      "2019-11-12  23.21  23.46  23.22  23.09  18229.98         -0.14     -0.60   \n",
      "2019-11-11  23.63  23.68  23.36  23.28  27063.25         -0.20     -0.85   \n",
      "2019-11-08  23.96  24.07  23.56  23.40  36294.19         -0.19     -0.80   \n",
      "2019-11-07  23.30  23.97  23.75  23.26  36320.66          0.29      1.24   \n",
      "2019-11-06  23.48  23.86  23.46  23.40  44082.50         -0.04     -0.17   \n",
      "2019-11-05  23.07  23.74  23.50  23.07  55396.59          0.50      2.17   \n",
      "2019-11-04  22.44  23.32  23.00  22.41  51171.47          0.56      2.50   \n",
      "2019-11-01  22.32  22.46  22.44  21.93  34172.24          0.09      0.40   \n",
      "2019-10-31  21.60  22.55  22.35  21.60  62900.28          0.95      4.44   \n",
      "2019-10-30  21.94  22.23  21.40  21.20  46625.74         -0.40     -1.83   \n",
      "2019-10-29  22.25  22.25  21.80  21.80  25414.57         -0.35     -1.58   \n",
      "2019-10-28  22.09  22.41  22.15  22.04  22878.56          0.09      0.41   \n",
      "2019-10-25  21.99  22.16  22.06  21.76  16974.76          0.07      0.32   \n",
      "2019-10-24  22.58  22.58  21.99  21.93  35045.00         -0.52     -2.31   \n",
      "2019-10-23  22.76  22.76  22.51  22.48  10867.00         -0.19     -0.84   \n",
      "2019-10-22  22.61  22.75  22.70  22.43  14088.61          0.14      0.62   \n",
      "2019-10-21  22.69  22.84  22.56  22.53  16430.45         -0.31     -1.35   \n",
      "...           ...    ...    ...    ...       ...           ...       ...   \n",
      "2019-08-15  23.47  23.69  23.53  23.18  12636.98         -0.21     -0.89   \n",
      "2019-08-14  23.80  24.15  23.74  23.61  14167.12          0.16      0.68   \n",
      "2019-08-13  23.55  23.79  23.58  23.46   8428.90          0.03      0.13   \n",
      "2019-08-12  23.24  23.60  23.55  23.13   8497.06          0.23      0.99   \n",
      "2019-08-09  23.58  23.85  23.32  23.28  14134.98         -0.09     -0.38   \n",
      "2019-08-08  22.95  23.55  23.41  22.88  15118.40          0.43      1.87   \n",
      "2019-08-07  23.21  23.39  22.98  22.93   9837.00         -0.19     -0.82   \n",
      "2019-08-06  23.35  23.83  23.17  22.76  24506.96         -0.45     -1.91   \n",
      "2019-08-05  23.89  24.09  23.62  23.59  16187.17         -0.27     -1.13   \n",
      "2019-08-02  23.77  24.06  23.89  23.61  18451.60         -0.49     -2.01   \n",
      "2019-08-01  24.18  24.53  24.38  24.11  18642.08          0.25      1.04   \n",
      "2019-07-31  24.50  24.61  24.13  23.97  22528.09         -0.28     -1.15   \n",
      "2019-07-30  24.53  24.78  24.41  24.00  17963.60          0.10      0.41   \n",
      "2019-07-29  24.51  24.62  24.31  24.25  12381.78         -0.09     -0.37   \n",
      "2019-07-26  24.48  24.51  24.40  24.26  10160.05         -0.10     -0.41   \n",
      "2019-07-25  24.13  24.57  24.50  24.05  18378.51          0.28      1.16   \n",
      "2019-07-24  23.88  24.31  24.22  23.83  17837.30          0.35      1.47   \n",
      "2019-07-23  23.93  24.15  23.87  23.69  14481.63         -0.05     -0.21   \n",
      "2019-07-22  24.02  24.44  23.92  23.75  19056.53         -0.38     -1.56   \n",
      "2019-07-19  23.79  24.45  24.30  23.70  24096.10          0.75      3.19   \n",
      "2019-07-18  24.08  24.26  23.55  23.51  24252.14         -0.77     -3.17   \n",
      "2019-07-17  24.72  24.78  24.32  24.25  14179.98         -0.22     -0.90   \n",
      "2019-07-16  24.59  24.79  24.54  24.43   8885.60         -0.22     -0.89   \n",
      "2019-07-15  24.41  24.86  24.76  23.71  26714.40          0.35      1.43   \n",
      "2019-07-12  24.61  24.95  24.41  24.23  31300.83         -0.39     -1.57   \n",
      "2019-07-11  25.10  25.13  24.80  24.54  15544.87         -0.12     -0.48   \n",
      "2019-07-10  25.28  25.32  24.92  24.78  15968.66         -0.16     -0.64   \n",
      "2019-07-09  25.47  25.47  25.08  24.88  22023.16         -0.17     -0.67   \n",
      "2019-07-08  25.90  26.20  25.25  24.80  39396.34         -0.85     -3.26   \n",
      "2019-07-05  26.14  26.44  26.10  25.70  34343.90          0.11      0.42   \n",
      "\n",
      "               ma5    ma10    ma20     v_ma5    v_ma10    v_ma20       ma25  \\\n",
      "date                                                                          \n",
      "2019-11-29  23.878  23.718  23.462  32667.30  32175.56  32538.32  24.080000   \n",
      "2019-11-28  23.772  23.558  23.380  32440.49  30856.14  32668.46  23.940000   \n",
      "2019-11-27  23.714  23.448  23.308  31152.45  30738.28  34773.57  23.990000   \n",
      "2019-11-26  23.640  23.342  23.173  31054.80  29300.08  35262.89  23.907500   \n",
      "2019-11-25  23.618  23.298  23.080  28300.12  25708.79  33826.47  23.878000   \n",
      "2019-11-22  23.558  23.258  23.000  31683.81  26416.44  33971.06  23.823333   \n",
      "2019-11-21  23.344  23.259  22.925  29271.79  27002.34  33298.04  23.778571   \n",
      "2019-11-20  23.182  23.283  22.849  30324.11  29198.62  34332.39  23.771250   \n",
      "2019-11-19  23.044  23.257  22.789  27545.37  29971.74  33058.18  23.746667   \n",
      "2019-11-18  22.978  23.252  22.746  23117.45  31474.44  31744.13  23.718000   \n",
      "2019-11-15  22.958  23.206  22.701  21149.07  32901.08  30720.40  23.605455   \n",
      "2019-11-14  23.174  23.202  22.721  24732.88  34480.79  30909.10  23.530000   \n",
      "2019-11-13  23.384  23.167  22.749  28073.12  38808.87  30637.97  23.491538   \n",
      "2019-11-12  23.470  23.004  22.763  32398.12  41225.69  30491.43  23.472143   \n",
      "2019-11-11  23.526  22.862  22.771  39831.44  41944.15  30531.91  23.464667   \n",
      "2019-11-08  23.454  22.741  22.777  44653.08  41525.68  32074.34  23.470625   \n",
      "2019-11-07  23.230  22.591  22.744  44228.69  39593.74  31145.86  23.487059   \n",
      "2019-11-06  22.950  22.415  22.702  49544.62  39466.17  30393.92  23.485556   \n",
      "2019-11-05  22.538  22.320  22.660  50053.26  36144.62  29448.61  23.486316   \n",
      "2019-11-04  22.198  22.240  22.637  44056.86  32013.82  27660.78  23.462000   \n",
      "2019-11-01  22.028  22.196  22.644  38398.28  28539.72  25946.47  23.413333   \n",
      "2019-10-31  21.952  22.239  22.684  34958.78  27337.41  25365.65  23.365000   \n",
      "2019-10-30  21.880  22.330  22.727  29387.73  22467.08  23299.22  23.279565   \n",
      "2019-10-29  22.102  22.522  22.821  22235.98  19757.16  22170.21  23.217917   \n",
      "2019-10-28  22.282  22.680  22.907  19970.79  19119.68  22393.10  23.175200   \n",
      "2019-10-25  22.364  22.813  22.989  18681.16  22622.99  22853.67  23.094400   \n",
      "2019-10-24  22.526  22.897  23.095  19716.04  22697.98  24227.31  23.022000   \n",
      "2019-10-23  22.780  22.989  23.204  15546.42  21321.67  23974.39  22.958800   \n",
      "2019-10-22  22.942  22.999  23.269  17278.34  22752.59  24444.78  22.920400   \n",
      "2019-10-21  23.078  23.033  23.326  18268.57  23307.75  25254.21  22.872400   \n",
      "...            ...     ...     ...       ...       ...       ...        ...   \n",
      "2019-08-15  23.544  23.479  23.862  11573.01  14196.62  15874.59  23.914800   \n",
      "2019-08-14  23.520  23.564  23.863  12069.29  14797.13  16455.35  23.897200   \n",
      "2019-08-13  23.368  23.603  23.892  11203.27  15633.22  16455.99  23.888400   \n",
      "2019-08-12  23.286  23.686  23.940  14418.88  16586.69  16478.83  23.876800   \n",
      "2019-08-09  23.300  23.762  24.000  15956.90  16975.17  17389.70  23.837600   \n",
      "2019-08-08  23.414  23.870  24.055  16820.23  16577.67  18247.99  23.792000   \n",
      "2019-08-07  23.608  23.979  24.124  17524.96  16903.68  18269.31  23.729200   \n",
      "2019-08-06  23.838  24.103  24.221  20063.18  17703.71  18575.89  23.666000   \n",
      "2019-08-05  24.086  24.173  24.317  18754.51  16701.18  18451.70  23.610800   \n",
      "2019-08-02  24.224  24.203  24.398  17993.43  16988.12  19612.16  23.599600   \n",
      "2019-08-01  24.326  24.244  24.509  16335.12  17552.57  20406.78  23.608800   \n",
      "2019-07-31  24.350  24.161  24.589  16282.41  18113.57  20591.69  23.614800   \n",
      "2019-07-30  24.368  24.180  24.693  15344.25  17278.76  20759.87  23.637600   \n",
      "2019-07-29  24.260  24.193  24.792  14647.85  16370.96  21670.04  23.654400   \n",
      "2019-07-26  24.182  24.238  24.890  15982.80  17804.22  24117.91  23.669200   \n",
      "2019-07-25  24.162  24.239  24.902  18770.01  19918.30  25432.23  23.689600   \n",
      "2019-07-24  23.972  24.269  24.929  19944.74  19634.94  28034.42  23.716400   \n",
      "2019-07-23  23.992  24.339  24.908  19213.28  19448.07  30492.65  23.753200   \n",
      "2019-07-22  24.126  24.460  24.965  18094.07  20202.23  31118.12  23.803200   \n",
      "2019-07-19  24.294  24.593  25.024  19625.64  22236.21  31083.43  23.847200   \n",
      "2019-07-18  24.316  24.773  25.049  21066.59  23260.99  31653.09  23.848400   \n",
      "2019-07-17  24.566  25.017  25.114  19325.14  23069.80  32898.47  23.877600   \n",
      "2019-07-16  24.686  25.206  25.117  19682.87  24240.97  34676.25  23.905200   \n",
      "2019-07-15  24.794  25.390  25.057  22310.38  26969.12  35141.25  23.924000   \n",
      "2019-07-12  24.892  25.541  24.995  24846.77  30431.60  35501.36  23.952400   \n",
      "2019-07-11  25.230  25.564  24.960  25455.39  30946.15  34959.36  24.003200   \n",
      "2019-07-10  25.468  25.589  24.920  26814.46  36433.89  35014.00  24.050400   \n",
      "2019-07-09  25.726  25.476  24.879  28799.07  41537.23  35891.06  24.110400   \n",
      "2019-07-08  25.986  25.469  24.806  31627.86  42034.00  36833.93  24.178400   \n",
      "2019-07-05  26.190  25.454  24.725  36016.42  39930.66  35952.37  24.289600   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  31569.300000       NaN         NaN       NaN  \n",
      "2019-11-28  26183.690000       NaN         NaN       NaN  \n",
      "2019-11-27  29735.623333       NaN         NaN       NaN  \n",
      "2019-11-26  35837.450000       NaN         NaN       NaN  \n",
      "2019-11-25  32667.298000       NaN         NaN       NaN  \n",
      "2019-11-22  32295.288333       NaN         NaN       NaN  \n",
      "2019-11-21  29732.801429       NaN         NaN       NaN  \n",
      "2019-11-20  30560.106250       NaN         NaN       NaN  \n",
      "2019-11-19  31650.045556       NaN         NaN       NaN  \n",
      "2019-11-18  32175.555000       NaN         NaN       NaN  \n",
      "2019-11-15  30920.970909       NaN         NaN       NaN  \n",
      "2019-11-14  29979.178333       NaN         NaN       NaN  \n",
      "2019-11-13  29400.590769       NaN         NaN       NaN  \n",
      "2019-11-12  28602.690000       NaN         NaN       NaN  \n",
      "2019-11-11  28500.060667       NaN         NaN       NaN  \n",
      "2019-11-08  28987.193750       NaN         NaN       NaN  \n",
      "2019-11-07  29418.574118       NaN         NaN       NaN  \n",
      "2019-11-06  30233.236667       NaN         NaN       NaN  \n",
      "2019-11-05  31557.623684       NaN         NaN       NaN  \n",
      "2019-11-04  32538.316000       NaN         NaN       NaN  \n",
      "2019-11-01  32616.121905       NaN         NaN       NaN  \n",
      "2019-10-31  33992.674545       NaN         NaN       NaN  \n",
      "2019-10-30  34541.938261       NaN         NaN       NaN  \n",
      "2019-10-29  34161.631250       NaN         NaN       NaN  \n",
      "2019-10-28  33710.308400       NaN         NaN       NaN  \n",
      "2019-10-25  33066.633462       NaN         NaN       NaN  \n",
      "2019-10-24  33139.906296       NaN         NaN       NaN  \n",
      "2019-10-23  32344.445357       NaN         NaN       NaN  \n",
      "2019-10-22  31714.933793       NaN         NaN       NaN  \n",
      "2019-10-21  31205.451000       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  30454.974500 -0.007810    0.010366 -0.018176  \n",
      "2019-08-14  30364.102167 -0.002993    0.007694 -0.010687  \n",
      "2019-08-13  30130.291500 -0.011949    0.003765 -0.015714  \n",
      "2019-08-12  29968.076167 -0.021223   -0.001232 -0.019990  \n",
      "2019-08-09  29752.605000 -0.046594   -0.010305 -0.036289  \n",
      "2019-08-08  29399.675167 -0.058761   -0.019996 -0.038765  \n",
      "2019-08-07  28958.280833 -0.101926   -0.036382 -0.065544  \n",
      "2019-08-06  28632.021833 -0.119427   -0.052991 -0.066436  \n",
      "2019-08-05  27978.531500 -0.095880   -0.061569 -0.034311  \n",
      "2019-08-02  27433.200333 -0.054800   -0.060215  0.005415  \n",
      "2019-08-01  27174.364333  0.017098   -0.044752  0.061850  \n",
      "2019-07-31  26501.494500  0.053290   -0.025144  0.078434  \n",
      "2019-07-30  26023.792167  0.103375    0.000560  0.102815  \n",
      "2019-07-29  25806.579000  0.133460    0.027140  0.106320  \n",
      "2019-07-26  25594.603833  0.162689    0.054250  0.108439  \n",
      "2019-07-25  25617.999667  0.191713    0.081742  0.109970  \n",
      "2019-07-24  25331.204667  0.189931    0.103380  0.086551  \n",
      "2019-07-23  25391.448500  0.158451    0.114394  0.044056  \n",
      "2019-07-22  25474.247167  0.135969    0.118709  0.017260  \n",
      "2019-07-19  25602.008000  0.147120    0.124391  0.022728  \n",
      "2019-07-18  25637.058333  0.094350    0.118383 -0.024033  \n",
      "2019-07-17  25636.775667  0.113355    0.117377 -0.004022  \n",
      "2019-07-16  25459.425667  0.144504    0.122803  0.021701  \n",
      "2019-07-15  25587.336667  0.184811    0.135204  0.049607  \n",
      "2019-07-12  25143.822500  0.186364    0.145436  0.040928  \n",
      "2019-07-11  25107.493333  0.216569    0.159663  0.056906  \n",
      "2019-07-10  25018.938667  0.247338    0.177198  0.070140  \n",
      "2019-07-09  24966.387333  0.281389    0.198036  0.083353  \n",
      "2019-07-08  25295.657667  0.318422    0.222113  0.096309  \n",
      "2019-07-05  25586.635667  0.411615    0.260014  0.151601  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('600754','2019-11-15','22.70','22.90','22.48','22.48','18375','22.958','23.206','22.701','23.605','21149','30920','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 000428\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low    volume  price_change  p_change    ma5  \\\n",
      "date                                                                           \n",
      "2019-11-29  2.46  2.47   2.47  2.45  11267.31          0.00      0.00  2.480   \n",
      "2019-11-28  2.45  2.48   2.47  2.44  15179.80          0.02      0.82  2.478   \n",
      "2019-11-27  2.50  2.50   2.45  2.45  15212.00         -0.05     -2.00  2.476   \n",
      "2019-11-26  2.51  2.51   2.50  2.48  11502.00         -0.01     -0.40  2.476   \n",
      "2019-11-25  2.47  2.52   2.51  2.45  26348.00          0.05      2.03  2.464   \n",
      "2019-11-22  2.47  2.50   2.46  2.44  20699.85          0.00      0.00  2.446   \n",
      "2019-11-21  2.44  2.47   2.46  2.43  16663.50          0.01      0.41  2.438   \n",
      "2019-11-20  2.44  2.47   2.45  2.43  11736.00          0.01      0.41  2.434   \n",
      "2019-11-19  2.44  2.45   2.44  2.42  22287.32          0.02      0.83  2.434   \n",
      "2019-11-18  2.42  2.44   2.42  2.41  11142.50          0.00      0.00  2.438   \n",
      "2019-11-15  2.45  2.45   2.42  2.42   8419.00         -0.02     -0.82  2.448   \n",
      "2019-11-14  2.45  2.45   2.44  2.42  12460.00         -0.01     -0.41  2.474   \n",
      "2019-11-13  2.48  2.48   2.45  2.42  13355.00         -0.01     -0.41  2.502   \n",
      "2019-11-12  2.48  2.48   2.46  2.44  17608.00         -0.01     -0.41  2.524   \n",
      "2019-11-11  2.56  2.56   2.47  2.46  28388.00         -0.08     -3.14  2.552   \n",
      "2019-11-08  2.60  2.60   2.55  2.55   8753.00         -0.03     -1.16  2.584   \n",
      "2019-11-07  2.58  2.61   2.58  2.55  14985.98          0.02      0.78  2.600   \n",
      "2019-11-06  2.63  2.63   2.56  2.56  19267.01         -0.04     -1.54  2.604   \n",
      "2019-11-05  2.64  2.64   2.60  2.60  10958.00         -0.03     -1.14  2.610   \n",
      "2019-11-04  2.65  2.65   2.63  2.60  14376.01          0.00      0.00  2.614   \n",
      "2019-11-01  2.60  2.63   2.63  2.58  13745.00          0.03      1.15  2.622   \n",
      "2019-10-31  2.61  2.63   2.60  2.58  15257.37          0.01      0.39  2.624   \n",
      "2019-10-30  2.63  2.63   2.59  2.58  14075.00         -0.03     -1.15  2.632   \n",
      "2019-10-29  2.68  2.68   2.62  2.61  17722.13         -0.05     -1.87  2.638   \n",
      "2019-10-28  2.65  2.68   2.67  2.63  22748.64          0.03      1.14  2.644   \n",
      "2019-10-25  2.64  2.66   2.64  2.62  11381.06          0.00      0.00  2.618   \n",
      "2019-10-24  2.62  2.64   2.64  2.61   9436.73          0.02      0.76  2.598   \n",
      "2019-10-23  2.65  2.66   2.62  2.61  11340.00         -0.03     -1.13  2.588   \n",
      "2019-10-22  2.55  2.67   2.65  2.54  45540.62          0.11      4.33  2.590   \n",
      "2019-10-21  2.55  2.55   2.54  2.51  11388.29          0.00      0.00  2.584   \n",
      "...          ...   ...    ...   ...       ...           ...       ...    ...   \n",
      "2019-08-15  2.59  2.59   2.57  2.53  17299.00         -0.04     -1.53  2.596   \n",
      "2019-08-14  2.63  2.65   2.61  2.60  18804.00          0.00      0.00  2.606   \n",
      "2019-08-13  2.61  2.64   2.61  2.60  12233.50          0.00      0.00  2.602   \n",
      "2019-08-12  2.58  2.62   2.61  2.58  11100.00          0.03      1.16  2.598   \n",
      "2019-08-09  2.62  2.63   2.58  2.57   8057.00         -0.04     -1.53  2.618   \n",
      "2019-08-08  2.60  2.62   2.62  2.57  15386.96          0.03      1.16  2.654   \n",
      "2019-08-07  2.60  2.62   2.59  2.59  12017.00          0.00      0.00  2.690   \n",
      "2019-08-06  2.70  2.70   2.59  2.53  31056.00         -0.12     -4.43  2.730   \n",
      "2019-08-05  2.77  2.77   2.71  2.70  12425.01         -0.05     -1.81  2.778   \n",
      "2019-08-02  2.79  2.79   2.76  2.75  12653.23         -0.04     -1.43  2.798   \n",
      "2019-08-01  2.80  2.82   2.80  2.79  10830.20          0.01      0.36  2.810   \n",
      "2019-07-31  2.84  2.84   2.79  2.78  11069.00         -0.04     -1.41  2.820   \n",
      "2019-07-30  2.82  2.85   2.83  2.81   8827.50          0.02      0.71  2.820   \n",
      "2019-07-29  2.83  2.84   2.81  2.81   5315.00         -0.01     -0.35  2.802   \n",
      "2019-07-26  2.85  2.85   2.82  2.81   7357.00         -0.03     -1.05  2.786   \n",
      "2019-07-25  2.79  2.85   2.85  2.77  13378.63          0.06      2.15  2.784   \n",
      "2019-07-24  2.74  2.79   2.79  2.74  10845.00          0.05      1.82  2.778   \n",
      "2019-07-23  2.74  2.76   2.74  2.73   8567.10          0.01      0.37  2.790   \n",
      "2019-07-22  2.81  2.83   2.73  2.71  20766.10         -0.08     -2.85  2.810   \n",
      "2019-07-19  2.83  2.85   2.81  2.81  12975.00         -0.01     -0.35  2.832   \n",
      "2019-07-18  2.85  2.85   2.82  2.82  11045.00         -0.03     -1.05  2.832   \n",
      "2019-07-17  2.85  2.87   2.85  2.83  12724.64          0.01      0.35  2.832   \n",
      "2019-07-16  2.84  2.85   2.84  2.82   7948.00          0.00      0.00  2.826   \n",
      "2019-07-15  2.82  2.84   2.84  2.79  14550.14          0.03      1.07  2.824   \n",
      "2019-07-12  2.84  2.84   2.81  2.81  10951.07         -0.01     -0.35  2.824   \n",
      "2019-07-11  2.82  2.85   2.82  2.82  15016.00          0.00      0.00  2.846   \n",
      "2019-07-10  2.83  2.83   2.82  2.80  11155.00         -0.01     -0.35  2.866   \n",
      "2019-07-09  2.85  2.85   2.83  2.82  12447.00         -0.01     -0.35  2.890   \n",
      "2019-07-08  2.92  2.93   2.84  2.83  28751.00         -0.08     -2.74  2.920   \n",
      "2019-07-05  2.94  2.94   2.92  2.91  14760.91          0.00      0.00  2.952   \n",
      "\n",
      "             ma10   ma20     v_ma5    v_ma10    v_ma20      ma25  \\\n",
      "date                                                               \n",
      "2019-11-29  2.463  2.490  15901.82  16203.83  15530.41  2.470000   \n",
      "2019-11-28  2.458  2.498  17788.33  15919.00  15654.30  2.470000   \n",
      "2019-11-27  2.455  2.504  18085.07  15647.02  15658.18  2.463333   \n",
      "2019-11-26  2.455  2.511  17389.87  15461.32  15601.33  2.472500   \n",
      "2019-11-25  2.451  2.517  19546.93  16071.92  15912.33  2.480000   \n",
      "2019-11-22  2.447  2.525  16505.83  16275.92  15732.37  2.476667   \n",
      "2019-11-21  2.456  2.534  14049.66  15081.23  15266.43  2.474286   \n",
      "2019-11-20  2.468  2.543  13208.96  14913.48  14905.09  2.471250   \n",
      "2019-11-19  2.479  2.552  13532.76  15666.58  14885.29  2.467778   \n",
      "2019-11-18  2.495  2.562  12596.90  14533.65  16047.95  2.463000   \n",
      "2019-11-15  2.516  2.568  16046.00  14857.00  16060.24  2.459091   \n",
      "2019-11-14  2.537  2.574  16112.80  15389.60  16708.72  2.457500   \n",
      "2019-11-13  2.553  2.582  16618.00  15669.34  16882.57  2.456923   \n",
      "2019-11-12  2.567  2.591  17800.40  15741.34  16932.29  2.457143   \n",
      "2019-11-11  2.583  2.599  16470.40  15752.75  16627.66  2.458000   \n",
      "2019-11-08  2.603  2.608  13668.00  15188.81  16252.66  2.463750   \n",
      "2019-11-07  2.612  2.611  14666.40  15451.62  16793.88  2.470588   \n",
      "2019-11-06  2.618  2.613  14720.68  14896.70  16789.18  2.475556   \n",
      "2019-11-05  2.624  2.615  13682.28  14103.99  16593.38  2.482105   \n",
      "2019-11-04  2.629  2.615  15035.10  17562.26  16703.98  2.489500   \n",
      "2019-11-01  2.620  2.615  16709.63  17263.48  16585.50  2.496190   \n",
      "2019-10-31  2.611  2.615  16236.84  18027.84  16598.11  2.500909   \n",
      "2019-10-30  2.610  2.614  15072.71  18095.81  17444.21  2.504783   \n",
      "2019-10-29  2.614  2.616  14525.71  18123.24  17816.26  2.509583   \n",
      "2019-10-28  2.614  2.620  20089.41  17502.58  17899.85  2.516000   \n",
      "2019-10-25  2.612  2.622  17817.34  17316.51  18390.77  2.522800   \n",
      "2019-10-24  2.610  2.628  19818.85  18136.14  18998.32  2.529600   \n",
      "2019-10-23  2.607  2.633  21118.90  18681.66  20624.14  2.536400   \n",
      "2019-10-22  2.605  2.635  21720.77  19082.76  21477.39  2.542400   \n",
      "2019-10-21  2.600  2.637  14915.74  15845.70  21360.17  2.543600   \n",
      "...           ...    ...       ...       ...       ...       ...   \n",
      "2019-08-15  2.625  2.711  13498.70  15103.17  13048.11  2.683200   \n",
      "2019-08-14  2.648  2.724  13116.29  14456.29  12735.41  2.678000   \n",
      "2019-08-13  2.666  2.736  11758.89  13682.79  12431.44  2.675600   \n",
      "2019-08-12  2.688  2.747  15523.39  13342.19  12217.17  2.672800   \n",
      "2019-08-09  2.708  2.759  15788.39  12763.69  12389.68  2.665600   \n",
      "2019-08-08  2.732  2.770  16707.64  12693.69  12534.38  2.660000   \n",
      "2019-08-07  2.755  2.780  15796.29  12492.86  12515.83  2.653600   \n",
      "2019-08-06  2.775  2.792  15606.69  12375.66  12472.73  2.646800   \n",
      "2019-08-05  2.790  2.804  11160.99  10126.77  11542.28  2.644800   \n",
      "2019-08-02  2.792  2.810   9738.99  10960.88  12358.58  2.645600   \n",
      "2019-08-01  2.797  2.818   8679.74  10993.05  12463.96  2.647600   \n",
      "2019-07-31  2.799  2.824   9189.43  11014.53  13036.35  2.649200   \n",
      "2019-07-30  2.805  2.832   9144.63  11180.10  13435.55  2.653600   \n",
      "2019-07-29  2.806  2.839   9092.55  11092.15  14187.22  2.658400   \n",
      "2019-07-26  2.809  2.849  12182.77  12015.66  15606.52  2.665600   \n",
      "2019-07-25  2.808  2.855  13306.37  12375.07  16853.25  2.672000   \n",
      "2019-07-24  2.805  2.861  12839.64  12538.81  18210.32  2.673200   \n",
      "2019-07-23  2.808  2.870  13215.57  12569.81  21720.11  2.677600   \n",
      "2019-07-22  2.817  2.888  13091.75  12957.80  29906.20  2.683600   \n",
      "2019-07-19  2.828  2.909  11848.56  13756.29  32787.85  2.691200   \n",
      "2019-07-18  2.839  2.924  11443.77  13934.88  35455.26  2.699200   \n",
      "2019-07-17  2.849  2.936  12237.97  15058.17  35841.84  2.709200   \n",
      "2019-07-16  2.858  2.946  11924.04  15691.00  35926.23  2.717200   \n",
      "2019-07-15  2.872  2.956  12823.84  17282.30  36617.85  2.725600   \n",
      "2019-07-12  2.888  2.961  15664.01  19197.38  36422.94  2.735200   \n",
      "2019-07-11  2.902  2.967  16425.98  21331.44  36878.89  2.745200   \n",
      "2019-07-10  2.916  2.977  17878.36  23881.84  37450.43  2.753600   \n",
      "2019-07-09  2.932  2.987  19457.96  30870.42  39140.76  2.762400   \n",
      "2019-07-08  2.959  3.001  21740.75  46854.61  44490.37  2.771600   \n",
      "2019-07-05  2.990  3.015  22730.75  51819.42  45723.61  2.785200   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  11267.310000       NaN         NaN       NaN  \n",
      "2019-11-28  13223.555000       NaN         NaN       NaN  \n",
      "2019-11-27  13886.370000       NaN         NaN       NaN  \n",
      "2019-11-26  13290.277500       NaN         NaN       NaN  \n",
      "2019-11-25  15901.822000       NaN         NaN       NaN  \n",
      "2019-11-22  16701.493333       NaN         NaN       NaN  \n",
      "2019-11-21  16696.065714       NaN         NaN       NaN  \n",
      "2019-11-20  16076.057500       NaN         NaN       NaN  \n",
      "2019-11-19  16766.197778       NaN         NaN       NaN  \n",
      "2019-11-18  16203.828000       NaN         NaN       NaN  \n",
      "2019-11-15  15496.116364       NaN         NaN       NaN  \n",
      "2019-11-14  15243.106667       NaN         NaN       NaN  \n",
      "2019-11-13  15097.867692       NaN         NaN       NaN  \n",
      "2019-11-12  15277.162857       NaN         NaN       NaN  \n",
      "2019-11-11  16151.218667       NaN         NaN       NaN  \n",
      "2019-11-08  15688.830000       NaN         NaN       NaN  \n",
      "2019-11-07  15647.485882       NaN         NaN       NaN  \n",
      "2019-11-06  15848.570556       NaN         NaN       NaN  \n",
      "2019-11-05  15591.172105       NaN         NaN       NaN  \n",
      "2019-11-04  15530.414000       NaN         NaN       NaN  \n",
      "2019-11-01  15445.394286       NaN         NaN       NaN  \n",
      "2019-10-31  15436.847727       NaN         NaN       NaN  \n",
      "2019-10-30  15377.636957       NaN         NaN       NaN  \n",
      "2019-10-29  15475.324167       NaN         NaN       NaN  \n",
      "2019-10-28  15766.256800       NaN         NaN       NaN  \n",
      "2019-10-25  15597.595385       NaN         NaN       NaN  \n",
      "2019-10-24  15369.415185       NaN         NaN       NaN  \n",
      "2019-10-23  15225.507500       NaN         NaN       NaN  \n",
      "2019-10-22  16270.856207       NaN         NaN       NaN  \n",
      "2019-10-21  16108.104000       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  21054.746500 -0.021370   -0.005939 -0.015431  \n",
      "2019-08-14  21160.479833 -0.021134   -0.008978 -0.012156  \n",
      "2019-08-13  21141.788167 -0.020708   -0.011324 -0.009384  \n",
      "2019-08-12  21033.321500 -0.020139   -0.013087 -0.007052  \n",
      "2019-08-09  20694.471500 -0.021856   -0.014841 -0.007015  \n",
      "2019-08-08  20805.037500 -0.019762   -0.015825 -0.003937  \n",
      "2019-08-07  20755.554500 -0.020289   -0.016718 -0.003571  \n",
      "2019-08-06  20952.037667 -0.020471   -0.017469 -0.003002  \n",
      "2019-08-05  20976.487833 -0.010807   -0.016136  0.005329  \n",
      "2019-08-02  20947.774833  0.000875   -0.012734  0.013610  \n",
      "2019-08-01  20899.194833  0.013210   -0.007545  0.020755  \n",
      "2019-07-31  20829.388667  0.021925   -0.001651  0.023576  \n",
      "2019-07-30  20741.930333  0.031694    0.005018  0.026676  \n",
      "2019-07-29  20535.144833  0.037392    0.011493  0.025899  \n",
      "2019-07-26  20278.617500  0.042227    0.017639  0.024587  \n",
      "2019-07-25  20311.910333  0.047927    0.023697  0.024230  \n",
      "2019-07-24  20335.381500  0.047061    0.028370  0.018691  \n",
      "2019-07-23  20289.166500  0.041857    0.031067  0.010790  \n",
      "2019-07-22  19876.257833  0.036505    0.032155  0.004350  \n",
      "2019-07-19  19902.703000  0.038278    0.033379  0.004899  \n",
      "2019-07-18  19730.309667  0.040028    0.034709  0.005319  \n",
      "2019-07-17  19676.770333  0.043337    0.036435  0.006902  \n",
      "2019-07-16  19570.081667  0.044637    0.038075  0.006562  \n",
      "2019-07-15  19620.658833  0.045148    0.039490  0.005658  \n",
      "2019-07-12  19455.043333  0.042640    0.040120  0.002520  \n",
      "2019-07-11  19379.021667  0.040987    0.040293  0.000693  \n",
      "2019-07-10  19316.738333  0.039224    0.040079 -0.000855  \n",
      "2019-07-09  19268.338333  0.038194    0.039702 -0.001508  \n",
      "2019-07-08  19528.021667  0.037750    0.039312 -0.001562  \n",
      "2019-07-05  19573.928333  0.043353    0.040120  0.003233  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('000428','2019-11-15','2.45','2.45','2.42','2.42','8419','2.448','2.516','2.568','2.459','16046','15496','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 002186\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low    volume  price_change  p_change  \\\n",
      "date                                                                       \n",
      "2019-11-29   9.94   9.96   9.94   9.88   4488.00          0.05      0.51   \n",
      "2019-11-28   9.97  10.08   9.89   9.89   6609.00         -0.08     -0.80   \n",
      "2019-11-27   9.99  10.02   9.97   9.89   6165.06          0.01      0.10   \n",
      "2019-11-26   9.90  10.08   9.96   9.85  10809.02          0.02      0.20   \n",
      "2019-11-25   9.85   9.94   9.94   9.73   9132.92          0.09      0.91   \n",
      "2019-11-22   9.83   9.94   9.85   9.77   7918.04          0.03      0.30   \n",
      "2019-11-21   9.86   9.91   9.82   9.78   8351.04         -0.08     -0.81   \n",
      "2019-11-20   9.90   9.93   9.90   9.86   4295.00         -0.02     -0.20   \n",
      "2019-11-19   9.85   9.94   9.92   9.80   6075.04          0.08      0.81   \n",
      "2019-11-18   9.82   9.87   9.84   9.75   5790.12          0.04      0.41   \n",
      "2019-11-15   9.90   9.90   9.80   9.75   7412.01         -0.09     -0.91   \n",
      "2019-11-14   9.96   9.99   9.89   9.86   8138.00         -0.04     -0.40   \n",
      "2019-11-13  10.00  10.04   9.93   9.91   5716.08         -0.13     -1.29   \n",
      "2019-11-12  10.11  10.11  10.06   9.90   6101.00          0.00      0.00   \n",
      "2019-11-11  10.21  10.27  10.06  10.02   9581.92         -0.23     -2.23   \n",
      "2019-11-08  10.35  10.37  10.29  10.29   6354.65         -0.02     -0.19   \n",
      "2019-11-07  10.34  10.39  10.31  10.31   6714.00         -0.02     -0.19   \n",
      "2019-11-06  10.35  10.39  10.33  10.30   5292.00          0.00      0.00   \n",
      "2019-11-05  10.29  10.48  10.33  10.24   7622.92          0.07      0.68   \n",
      "2019-11-04  10.23  10.32  10.26  10.23   6950.00         -0.01     -0.10   \n",
      "2019-11-01  10.23  10.27  10.27  10.16   5920.00          0.08      0.79   \n",
      "2019-10-31  10.30  10.32  10.19  10.15  10720.00         -0.05     -0.49   \n",
      "2019-10-30  10.43  10.48  10.24  10.24   9304.66         -0.23     -2.20   \n",
      "2019-10-29  10.54  10.54  10.47  10.43   7616.00         -0.06     -0.57   \n",
      "2019-10-28  10.46  10.57  10.53  10.35   8754.92          0.03      0.29   \n",
      "2019-10-25  10.42  10.55  10.50  10.37   8476.00          0.13      1.25   \n",
      "2019-10-24  10.35  10.43  10.37  10.32   7015.00         -0.02     -0.19   \n",
      "2019-10-23  10.43  10.43  10.39  10.33   4915.11         -0.04     -0.38   \n",
      "2019-10-22  10.33  10.45  10.43  10.30   4785.00          0.06      0.58   \n",
      "2019-10-21  10.39  10.44  10.37  10.31   6180.17         -0.05     -0.48   \n",
      "...           ...    ...    ...    ...       ...           ...       ...   \n",
      "2019-08-15  10.27  10.37  10.32  10.13   6537.02         -0.09     -0.86   \n",
      "2019-08-14  10.46  10.48  10.41  10.40   6182.00          0.04      0.39   \n",
      "2019-08-13  10.40  10.40  10.37  10.34  10062.77         -0.10     -0.95   \n",
      "2019-08-12  10.46  10.48  10.47  10.23   9833.23          0.02      0.19   \n",
      "2019-08-09  10.60  10.61  10.45  10.41   9040.00         -0.12     -1.14   \n",
      "2019-08-08  10.61  10.65  10.57  10.53   3774.00         -0.01     -0.10   \n",
      "2019-08-07  10.59  10.63  10.58  10.51   7040.70          0.04      0.38   \n",
      "2019-08-06  10.84  10.84  10.54  10.45  12849.07         -0.39     -3.57   \n",
      "2019-08-05  11.12  11.18  10.93  10.93   8420.00         -0.21     -1.89   \n",
      "2019-08-02  11.18  11.19  11.14  11.09   8094.07         -0.13     -1.15   \n",
      "2019-08-01  11.37  11.39  11.27  11.25   4985.24         -0.11     -0.97   \n",
      "2019-07-31  11.28  11.41  11.38  11.23   9865.00          0.08      0.71   \n",
      "2019-07-30  11.39  11.45  11.30  11.27  11675.75         -0.16     -1.40   \n",
      "2019-07-29  11.25  11.80  11.46  11.17  13254.62          0.19      1.69   \n",
      "2019-07-26  11.24  11.31  11.27  11.20   3809.01          0.02      0.18   \n",
      "2019-07-25  11.26  11.34  11.25  11.22   5251.00         -0.01     -0.09   \n",
      "2019-07-24  11.22  11.35  11.26  11.21   6466.62          0.07      0.63   \n",
      "2019-07-23  11.14  11.22  11.19  11.14   4045.62          0.06      0.54   \n",
      "2019-07-22  11.37  11.38  11.13  11.12   8372.00         -0.23     -2.02   \n",
      "2019-07-19  11.35  11.39  11.36  11.30   7658.00          0.05      0.44   \n",
      "2019-07-18  11.46  11.46  11.31  11.30   4978.18         -0.17     -1.48   \n",
      "2019-07-17  11.44  11.50  11.48  11.39   3931.20          0.03      0.26   \n",
      "2019-07-16  11.46  11.55  11.45  11.42   4385.00         -0.01     -0.09   \n",
      "2019-07-15  11.41  11.48  11.46  11.33   5030.96          0.03      0.26   \n",
      "2019-07-12  11.40  11.49  11.43  11.36   6691.23         -0.02     -0.17   \n",
      "2019-07-11  11.39  11.45  11.45  11.35   5332.00          0.09      0.79   \n",
      "2019-07-10  11.40  11.43  11.36  11.36   3650.00         -0.04     -0.35   \n",
      "2019-07-09  11.40  11.44  11.40  11.30   8313.00         -0.01     -0.09   \n",
      "2019-07-08  11.70  11.72  11.41  11.39  11280.51         -0.32     -2.73   \n",
      "2019-07-05  11.73  11.77  11.73  11.68   5867.10         -0.01     -0.09   \n",
      "\n",
      "               ma5    ma10    ma20     v_ma5    v_ma10    v_ma20       ma25  \\\n",
      "date                                                                          \n",
      "2019-11-29   9.940   9.903  10.015   7440.80   6963.32   6975.79   9.940000   \n",
      "2019-11-28   9.922   9.889  10.031   8126.81   7255.73   7047.39   9.915000   \n",
      "2019-11-27   9.908   9.889  10.046   8475.22   7408.63   7252.94   9.933333   \n",
      "2019-11-26   9.894   9.885  10.060   8101.20   7363.73   7409.92   9.940000   \n",
      "2019-11-25   9.886   9.895  10.085   7154.41   6892.93   7250.27   9.940000   \n",
      "2019-11-22   9.866   9.907  10.115   6485.85   6937.83   7231.37   9.925000   \n",
      "2019-11-21   9.856   9.951  10.147   6384.64   6781.49   7259.27   9.910000   \n",
      "2019-11-20   9.870  10.000  10.175   6342.03   6617.78   7192.47   9.908750   \n",
      "2019-11-19   9.876  10.043  10.199   6626.25   6717.48   7223.47   9.910000   \n",
      "2019-11-18   9.904  10.084  10.225   6631.44   6872.27   7158.97   9.903000   \n",
      "2019-11-15   9.948  10.126  10.251   7389.80   6988.26   7178.47   9.893636   \n",
      "2019-11-14  10.046  10.173  10.282   7178.33   6839.06   7328.15   9.893333   \n",
      "2019-11-13  10.130  10.203  10.314   6893.53   7097.26   7382.40   9.896154   \n",
      "2019-11-12  10.210  10.234  10.351   6808.71   7456.12   7607.99   9.907857   \n",
      "2019-11-11  10.264  10.275  10.377   7113.10   7607.62   7722.84   9.918000   \n",
      "2019-11-08  10.304  10.322  10.409   6586.71   7524.92   7857.54   9.941250   \n",
      "2019-11-07  10.300  10.343  10.425   6499.78   7737.05   8108.31   9.962941   \n",
      "2019-11-06  10.276  10.349  10.441   7300.98   7767.15   8222.31   9.983333   \n",
      "2019-11-05  10.258  10.355  10.455   8103.52   7729.46   8461.76  10.001579   \n",
      "2019-11-04  10.286  10.365  10.467   8102.13   7445.67   8559.71  10.014500   \n",
      "2019-11-01  10.340  10.376  10.491   8463.12   7368.69   8554.62  10.026667   \n",
      "2019-10-31  10.386  10.391  10.519   8974.32   7817.24   8863.42  10.034091   \n",
      "2019-10-30  10.422  10.424  10.544   8233.32   7667.54   9112.24  10.043043   \n",
      "2019-10-29  10.452  10.467  10.577   7355.41   7759.87   9340.71  10.060833   \n",
      "2019-10-28  10.444  10.478  10.611   6789.21   7838.07   9831.94  10.079600   \n",
      "2019-10-25  10.412  10.495  10.645   6274.26   8190.16  10339.54  10.102000   \n",
      "2019-10-24  10.396  10.506  10.685   6660.16   8479.56  10838.39  10.121200   \n",
      "2019-10-23  10.426  10.533  10.735   7101.76   8677.46  12771.45  10.138000   \n",
      "2019-10-22  10.482  10.554  10.767   8164.33   9194.05  13199.63  10.156800   \n",
      "2019-10-21  10.512  10.569  10.788   8886.93   9673.76  13663.51  10.174000   \n",
      "...            ...     ...     ...       ...       ...       ...        ...   \n",
      "2019-08-15  10.404  10.578  10.933   8331.00   8183.29   7860.79  10.792800   \n",
      "2019-08-14  10.454  10.673  10.982   7778.40   8028.11   7782.84  10.754800   \n",
      "2019-08-13  10.488  10.770  11.036   7950.14   8396.41   7670.30  10.728000   \n",
      "2019-08-12  10.522  10.863  11.090   8507.40   8557.71   7386.42  10.713200   \n",
      "2019-08-09  10.614  10.962  11.139   8224.75   8899.85   7146.30  10.684400   \n",
      "2019-08-08  10.752  11.044  11.188   8035.57   8376.75   7028.86  10.652000   \n",
      "2019-08-07  10.892  11.112  11.232   8277.82   8524.45   7106.76  10.637200   \n",
      "2019-08-06  11.052  11.180  11.271   8842.68   8467.04   6937.23  10.617600   \n",
      "2019-08-05  11.204  11.245  11.314   8608.01   7586.69   6710.43  10.611600   \n",
      "2019-08-02  11.310  11.265  11.338   9574.94   7581.89   6853.45  10.617600   \n",
      "2019-08-01  11.336  11.287  11.368   8717.92   7538.29   6742.10  10.634000   \n",
      "2019-07-31  11.332  11.291  11.391   8771.08   7537.58   7097.71  10.658000   \n",
      "2019-07-30  11.308  11.301  11.416   8091.40   6944.20   8019.44  10.681600   \n",
      "2019-07-29  11.286  11.316  11.437   6565.37   6215.13   8156.64  10.711600   \n",
      "2019-07-26  11.220  11.316  11.455   5588.85   5392.76   8252.79  10.740000   \n",
      "2019-07-25  11.238  11.332  11.473   6358.65   5680.98   8618.69  10.767200   \n",
      "2019-07-24  11.250  11.352  11.492   6304.08   5689.08   8821.19  10.790800   \n",
      "2019-07-23  11.294  11.362  11.508   5797.00   5407.42   8805.02  10.805600   \n",
      "2019-07-22  11.346  11.383  11.525   5864.88   5834.16   9012.00  10.825200   \n",
      "2019-07-19  11.412  11.411  11.549   5196.67   6125.01   8926.60  10.854800   \n",
      "2019-07-18  11.426  11.448  11.564   5003.31   5945.92   9367.60  10.880400   \n",
      "2019-07-17  11.454  11.491  11.578   5074.08   6657.84   9657.91  10.916400   \n",
      "2019-07-16  11.430  11.531  11.577   5017.84   9094.68   9902.22  10.951600   \n",
      "2019-07-15  11.420  11.557  11.575   5803.44  10098.15   9864.03  10.987600   \n",
      "2019-07-12  11.410  11.594  11.574   7053.35  11112.83   9850.04  11.031200   \n",
      "2019-07-11  11.470  11.614  11.577   6888.52  11556.41   9936.10  11.076400   \n",
      "2019-07-10  11.528  11.631  11.583   8241.60  11953.31   9991.91  11.114400   \n",
      "2019-07-09  11.632  11.653  11.593  13171.53  12202.63  10041.53  11.155600   \n",
      "2019-07-08  11.694  11.667  11.603  14392.85  12189.85  10078.34  11.193200   \n",
      "2019-07-05  11.778  11.687  11.601  15172.31  11728.19   9720.36  11.244400   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29   4488.000000       NaN         NaN       NaN  \n",
      "2019-11-28   5548.500000       NaN         NaN       NaN  \n",
      "2019-11-27   5754.020000       NaN         NaN       NaN  \n",
      "2019-11-26   7017.770000       NaN         NaN       NaN  \n",
      "2019-11-25   7440.800000       NaN         NaN       NaN  \n",
      "2019-11-22   7520.340000       NaN         NaN       NaN  \n",
      "2019-11-21   7639.011429       NaN         NaN       NaN  \n",
      "2019-11-20   7221.010000       NaN         NaN       NaN  \n",
      "2019-11-19   7093.680000       NaN         NaN       NaN  \n",
      "2019-11-18   6963.324000       NaN         NaN       NaN  \n",
      "2019-11-15   7004.113636       NaN         NaN       NaN  \n",
      "2019-11-14   7098.604167       NaN         NaN       NaN  \n",
      "2019-11-13   6992.256154       NaN         NaN       NaN  \n",
      "2019-11-12   6928.595000       NaN         NaN       NaN  \n",
      "2019-11-11   7105.483333       NaN         NaN       NaN  \n",
      "2019-11-08   7058.556250       NaN         NaN       NaN  \n",
      "2019-11-07   7038.288235       NaN         NaN       NaN  \n",
      "2019-11-06   6941.272222       NaN         NaN       NaN  \n",
      "2019-11-05   6977.148421       NaN         NaN       NaN  \n",
      "2019-11-04   6975.791000       NaN         NaN       NaN  \n",
      "2019-11-01   6925.515238       NaN         NaN       NaN  \n",
      "2019-10-31   7097.991818       NaN         NaN       NaN  \n",
      "2019-10-30   7193.933913       NaN         NaN       NaN  \n",
      "2019-10-29   7211.520000       NaN         NaN       NaN  \n",
      "2019-10-28   7273.256000       NaN         NaN       NaN  \n",
      "2019-10-25   7319.515385       NaN         NaN       NaN  \n",
      "2019-10-24   7308.237037       NaN         NaN       NaN  \n",
      "2019-10-23   7222.768214       NaN         NaN       NaN  \n",
      "2019-10-22   7138.707241       NaN         NaN       NaN  \n",
      "2019-10-21   7106.756000       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  11545.297667 -0.093726   -0.039595 -0.054131  \n",
      "2019-08-14  11512.697667 -0.099660   -0.051608 -0.048052  \n",
      "2019-08-13  11585.142500 -0.106364   -0.062559 -0.043804  \n",
      "2019-08-12  11647.346333 -0.102427   -0.070533 -0.031894  \n",
      "2019-08-09  11638.314333 -0.099770   -0.076380 -0.023390  \n",
      "2019-08-08  11595.303500 -0.086980   -0.078500 -0.008479  \n",
      "2019-08-07  11600.748500 -0.075169   -0.077834  0.002665  \n",
      "2019-08-06  11726.699667 -0.068251   -0.075917  0.007667  \n",
      "2019-08-05  11739.984333 -0.030941   -0.066922  0.035981  \n",
      "2019-08-02  11759.052167  0.015395   -0.050459  0.065854  \n",
      "2019-08-01  11743.472833  0.061893   -0.027988  0.089881  \n",
      "2019-07-31  11729.222833  0.106393   -0.001112  0.107505  \n",
      "2019-07-30  11768.741000  0.133663    0.025843  0.107820  \n",
      "2019-07-29  11862.718000  0.166269    0.053928  0.112341  \n",
      "2019-07-26  11780.286167  0.174763    0.078095  0.096668  \n",
      "2019-07-25  11726.536167  0.177831    0.098042  0.079789  \n",
      "2019-07-24  11717.396500  0.179006    0.114235  0.064771  \n",
      "2019-07-23  11702.905000  0.172303    0.125848  0.046454  \n",
      "2019-07-22  11762.688333  0.160301    0.132739  0.027562  \n",
      "2019-07-19  11787.318833  0.167418    0.139675  0.027743  \n",
      "2019-07-18  11696.863500  0.167098    0.145159  0.021939  \n",
      "2019-07-17  11608.666500  0.178504    0.151828  0.026676  \n",
      "2019-07-16  11511.284167  0.183014    0.158065  0.024948  \n",
      "2019-07-15  11455.166833  0.185259    0.163504  0.021754  \n",
      "2019-07-12  11362.089333  0.182513    0.167306  0.015207  \n",
      "2019-07-11  11261.456000  0.179877    0.169820  0.010057  \n",
      "2019-07-10  11172.389333  0.168583    0.169573 -0.000990  \n",
      "2019-07-09  11142.922667  0.161004    0.167859 -0.006855  \n",
      "2019-07-08  11171.230500  0.154029    0.165093 -0.011064  \n",
      "2019-07-05  11154.878000  0.172336    0.166542  0.005794  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('002186','2019-11-15','9.90','9.90','9.75','9.80','7412','9.948','10.126','10.251','9.894','7389','7004','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 000721\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low     volume  price_change  p_change    ma5  \\\n",
      "date                                                                            \n",
      "2019-11-29  3.85  3.92   3.81  3.76   65117.36         -0.09     -2.31  3.800   \n",
      "2019-11-28  3.75  4.11   3.90  3.71  121367.36          0.16      4.28  3.786   \n",
      "2019-11-27  3.77  3.78   3.74  3.72   19561.28         -0.05     -1.32  3.752   \n",
      "2019-11-26  3.76  3.80   3.79  3.73   20595.20          0.03      0.80  3.748   \n",
      "2019-11-25  3.74  3.77   3.76  3.69   18626.80          0.02      0.54  3.738   \n",
      "2019-11-22  3.73  3.80   3.74  3.73   24925.80          0.01      0.27  3.714   \n",
      "2019-11-21  3.72  3.76   3.73  3.70   19475.00          0.01      0.27  3.696   \n",
      "2019-11-20  3.74  3.78   3.72  3.70   21023.00         -0.02     -0.54  3.694   \n",
      "2019-11-19  3.65  3.75   3.74  3.61   33352.36          0.10      2.75  3.692   \n",
      "2019-11-18  3.69  3.69   3.64  3.61   18292.76         -0.01     -0.27  3.694   \n",
      "2019-11-15  3.73  3.73   3.65  3.64   23562.00         -0.07     -1.88  3.708   \n",
      "2019-11-14  3.72  3.74   3.72  3.68   14930.52          0.01      0.27  3.740   \n",
      "2019-11-13  3.75  3.75   3.71  3.70   10769.20         -0.04     -1.07  3.762   \n",
      "2019-11-12  3.71  3.75   3.75  3.70   10735.00          0.04      1.08  3.788   \n",
      "2019-11-11  3.80  3.80   3.71  3.69   26078.72         -0.10     -2.62  3.818   \n",
      "2019-11-08  3.85  3.86   3.81  3.81   17216.72         -0.02     -0.52  3.850   \n",
      "2019-11-07  3.83  3.86   3.83  3.81   14701.72         -0.01     -0.26  3.868   \n",
      "2019-11-06  3.90  3.93   3.84  3.82   20201.27         -0.06     -1.54  3.872   \n",
      "2019-11-05  3.88  3.92   3.90  3.84   24608.99          0.03      0.78  3.882   \n",
      "2019-11-04  3.90  3.93   3.87  3.87   12820.00         -0.03     -0.77  3.894   \n",
      "2019-11-01  3.88  3.92   3.90  3.85   15275.07          0.05      1.30  3.928   \n",
      "2019-10-31  3.90  3.92   3.85  3.84   15864.00         -0.04     -1.03  3.948   \n",
      "2019-10-30  3.96  3.96   3.89  3.89   27561.79         -0.07     -1.77  3.978   \n",
      "2019-10-29  4.04  4.05   3.96  3.95   27572.00         -0.08     -1.98  3.998   \n",
      "2019-10-28  3.99  4.05   4.04  3.97   31024.68          0.04      1.00  4.006   \n",
      "2019-10-25  3.99  4.00   4.00  3.94   22746.41          0.00      0.00  3.990   \n",
      "2019-10-24  3.99  4.00   4.00  3.96   18146.30          0.01      0.25  3.988   \n",
      "2019-10-23  4.01  4.01   3.99  3.96   15696.89         -0.01     -0.25  4.000   \n",
      "2019-10-22  3.96  4.01   4.00  3.95   14541.24          0.04      1.01  4.010   \n",
      "2019-10-21  3.99  4.00   3.96  3.93   17920.00         -0.03     -0.75  4.016   \n",
      "...          ...   ...    ...   ...        ...           ...       ...    ...   \n",
      "2019-08-15  3.71  3.82   3.81  3.66   33801.00          0.02      0.53  3.810   \n",
      "2019-08-14  3.82  3.85   3.79  3.78   20215.00          0.00      0.00  3.810   \n",
      "2019-08-13  3.81  3.85   3.79  3.77   23673.00         -0.06     -1.56  3.808   \n",
      "2019-08-12  3.82  3.85   3.85  3.78   20887.00          0.04      1.05  3.806   \n",
      "2019-08-09  3.82  3.88   3.81  3.78   26796.56          0.00      0.00  3.826   \n",
      "2019-08-08  3.82  3.84   3.81  3.79   26708.73          0.03      0.79  3.868   \n",
      "2019-08-07  3.78  3.85   3.78  3.78   28410.00          0.00      0.00  3.922   \n",
      "2019-08-06  3.90  3.90   3.78  3.70   60335.13         -0.17     -4.30  3.990   \n",
      "2019-08-05  3.98  4.03   3.95  3.93   41367.17         -0.07     -1.74  4.062   \n",
      "2019-08-02  4.03  4.05   4.02  3.99   31343.00         -0.06     -1.47  4.092   \n",
      "2019-08-01  4.10  4.11   4.08  4.04   27741.51         -0.04     -0.97  4.124   \n",
      "2019-07-31  4.13  4.16   4.12  4.06   35063.02         -0.02     -0.48  4.126   \n",
      "2019-07-30  4.10  4.18   4.14  4.09   38028.79          0.04      0.98  4.116   \n",
      "2019-07-29  4.16  4.17   4.10  4.09   45460.00         -0.08     -1.91  4.090   \n",
      "2019-07-26  4.08  4.27   4.18  4.07   97676.80          0.09      2.20  4.062   \n",
      "2019-07-25  4.06  4.11   4.09  4.04   39484.00          0.02      0.49  4.048   \n",
      "2019-07-24  4.02  4.09   4.07  4.01   43899.17          0.06      1.50  4.048   \n",
      "2019-07-23  3.98  4.02   4.01  3.95   34812.60          0.05      1.26  4.064   \n",
      "2019-07-22  4.11  4.12   3.96  3.94   65257.00         -0.15     -3.65  4.096   \n",
      "2019-07-19  4.09  4.16   4.11  4.09   31563.35          0.02      0.49  4.138   \n",
      "2019-07-18  4.15  4.18   4.09  4.08   42056.00         -0.06     -1.45  4.148   \n",
      "2019-07-17  4.17  4.19   4.15  4.14   37887.56         -0.02     -0.48  4.152   \n",
      "2019-07-16  4.15  4.20   4.17  4.10   33266.32          0.00      0.00  4.138   \n",
      "2019-07-15  4.16  4.21   4.17  4.08   39625.98          0.01      0.24  4.128   \n",
      "2019-07-12  4.13  4.18   4.16  4.05   42562.20          0.05      1.22  4.120   \n",
      "2019-07-11  4.09  4.15   4.11  4.09   35622.12          0.03      0.73  4.160   \n",
      "2019-07-10  4.12  4.15   4.08  4.07   36772.54         -0.04     -0.97  4.212   \n",
      "2019-07-09  4.13  4.13   4.12  4.06   42484.56         -0.01     -0.24  4.280   \n",
      "2019-07-08  4.33  4.35   4.13  4.10   92425.02         -0.23     -5.28  4.354   \n",
      "2019-07-05  4.38  4.39   4.36  4.29   52066.55         -0.01     -0.23  4.414   \n",
      "\n",
      "             ma10   ma20     v_ma5    v_ma10    v_ma20      ma25  \\\n",
      "date                                                               \n",
      "2019-11-29  3.757  3.768  49053.60  36233.69  26898.05  3.810000   \n",
      "2019-11-28  3.741  3.773  41015.29  32078.16  24405.94  3.855000   \n",
      "2019-11-27  3.723  3.770  20636.82  21434.47  19130.77  3.816667   \n",
      "2019-11-26  3.720  3.778  20929.16  20555.26  19530.80  3.810000   \n",
      "2019-11-25  3.716  3.786  23480.59  19569.24  19879.64  3.800000   \n",
      "2019-11-22  3.711  3.800  23413.78  20314.44  20499.53  3.790000   \n",
      "2019-11-21  3.718  3.813  23141.02  19543.53  20390.56  3.781429   \n",
      "2019-11-20  3.728  3.827  22232.13  19066.20  20324.13  3.773750   \n",
      "2019-11-19  3.740  3.840  20181.37  18984.03  20057.82  3.770000   \n",
      "2019-11-18  3.756  3.853  15657.90  18109.69  19117.26  3.757000   \n",
      "2019-11-15  3.779  3.869  17215.09  17562.41  19098.63  3.747273   \n",
      "2019-11-14  3.804  3.886  15946.03  16733.72  19084.98  3.745000   \n",
      "2019-11-13  3.817  3.903  15900.27  16827.07  19733.29  3.742308   \n",
      "2019-11-12  3.835  3.920  17786.69  18506.33  20165.48  3.742857   \n",
      "2019-11-11  3.856  3.934  20561.48  20190.03  20745.73  3.740667   \n",
      "2019-11-08  3.889  3.953  17909.74  20684.62  21213.34  3.745000   \n",
      "2019-11-07  3.908  3.966  17521.41  21237.59  21943.56  3.750000   \n",
      "2019-11-06  3.925  3.976  17753.87  21582.05  22301.28  3.755000   \n",
      "2019-11-05  3.940  3.985  19225.97  21131.61  22306.72  3.762632   \n",
      "2019-11-04  3.950  3.989  19818.57  20124.84  22188.90  3.768000   \n",
      "2019-11-01  3.959  3.996  23459.51  20634.84  22786.10  3.774286   \n",
      "2019-10-31  3.968  4.002  24953.78  21436.23  23250.00  3.777727   \n",
      "2019-10-30  3.989  4.011  25410.24  22639.51  24732.20  3.782609   \n",
      "2019-10-29  4.004  4.022  23037.26  21824.63  25905.81  3.790000   \n",
      "2019-10-28  4.011  4.032  20431.10  21301.43  26138.01  3.800000   \n",
      "2019-10-25  4.017  4.039  17810.17  21742.06  26466.62  3.807600   \n",
      "2019-10-24  4.024  4.051  17918.69  22649.53  28287.01  3.811600   \n",
      "2019-10-23  4.027  4.065  19868.78  23020.50  32340.18  3.821600   \n",
      "2019-10-22  4.029  4.073  20612.01  23481.82  33471.14  3.830000   \n",
      "2019-10-21  4.027  4.081  22171.76  24252.96  36400.78  3.838000   \n",
      "...           ...    ...       ...       ...       ...       ...   \n",
      "2019-08-15  3.839  3.963  25074.51  31353.66  38626.14  4.142000   \n",
      "2019-08-14  3.866  3.977  23656.06  30747.71  39038.89  4.122400   \n",
      "2019-08-13  3.899  3.995  25295.06  32232.51  39922.52  4.107600   \n",
      "2019-08-12  3.934  4.014  32627.48  33668.09  40402.19  4.095200   \n",
      "2019-08-09  3.959  4.030  36723.52  36125.39  41339.13  4.076000   \n",
      "2019-08-08  3.996  4.047  37632.81  43213.42  42127.42  4.054800   \n",
      "2019-08-07  4.024  4.062  37839.36  44490.94  42573.09  4.035600   \n",
      "2019-08-06  4.053  4.077  39169.97  46039.86  42991.21  4.015600   \n",
      "2019-08-05  4.076  4.094  34708.70  43487.61  42098.68  4.002000   \n",
      "2019-08-02  4.077  4.103  35527.26  45876.59  44651.58  3.993600   \n",
      "2019-08-01  4.086  4.120  48794.02  45898.62  45687.75  3.984800   \n",
      "2019-07-31  4.087  4.135  51142.52  47330.07  46950.31  3.973200   \n",
      "2019-07-30  4.090  4.150  52909.75  47612.53  47582.01  3.973600   \n",
      "2019-07-29  4.093  4.167  52266.51  47136.28  48962.22  3.974400   \n",
      "2019-07-26  4.100  4.184  56225.91  46552.88  50774.28  3.981200   \n",
      "2019-07-25  4.098  4.190  43003.22  41041.42  48198.40  3.980000   \n",
      "2019-07-24  4.100  4.205  43517.62  40655.23  48872.15  3.979200   \n",
      "2019-07-23  4.101  4.218  42315.30  39942.57  49306.29  3.974800   \n",
      "2019-07-22  4.112  4.238  42006.05  40709.76  50926.52  3.969200   \n",
      "2019-07-19  4.129  4.261  36879.84  43426.57  50749.52  3.968400   \n",
      "2019-07-18  4.154  4.278  39079.61  45476.89  54645.20  3.959600   \n",
      "2019-07-17  4.182  4.293  37792.84  46570.54  57726.70  3.964000   \n",
      "2019-07-16  4.209  4.298  37569.83  47551.50  59392.08  3.974800   \n",
      "2019-07-15  4.241  4.299  39413.48  50788.16  59862.31  3.985600   \n",
      "2019-07-12  4.267  4.303  49973.29  54995.68  60501.47  3.999600   \n",
      "2019-07-11  4.282  4.301  51874.16  55355.39  61570.11  4.011600   \n",
      "2019-07-10  4.309  4.310  55348.24  57089.08  62883.21  4.023200   \n",
      "2019-07-09  4.335  4.316  57533.16  58670.02  64136.16  4.036400   \n",
      "2019-07-08  4.364  4.323  62162.85  61143.27  65716.73  4.047600   \n",
      "2019-07-05  4.393  4.321  60018.08  58072.47  63140.31  4.069600   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  65117.360000       NaN         NaN       NaN  \n",
      "2019-11-28  93242.360000       NaN         NaN       NaN  \n",
      "2019-11-27  68682.000000       NaN         NaN       NaN  \n",
      "2019-11-26  56660.300000       NaN         NaN       NaN  \n",
      "2019-11-25  49053.600000       NaN         NaN       NaN  \n",
      "2019-11-22  45032.300000       NaN         NaN       NaN  \n",
      "2019-11-21  41381.257143       NaN         NaN       NaN  \n",
      "2019-11-20  38836.475000       NaN         NaN       NaN  \n",
      "2019-11-19  38227.128889       NaN         NaN       NaN  \n",
      "2019-11-18  36233.692000       NaN         NaN       NaN  \n",
      "2019-11-15  35081.720000       NaN         NaN       NaN  \n",
      "2019-11-14  33402.453333       NaN         NaN       NaN  \n",
      "2019-11-13  31661.433846       NaN         NaN       NaN  \n",
      "2019-11-12  30166.688571       NaN         NaN       NaN  \n",
      "2019-11-11  29894.157333       NaN         NaN       NaN  \n",
      "2019-11-08  29101.817500       NaN         NaN       NaN  \n",
      "2019-11-07  28254.752941       NaN         NaN       NaN  \n",
      "2019-11-06  27807.337222       NaN         NaN       NaN  \n",
      "2019-11-05  27639.003158       NaN         NaN       NaN  \n",
      "2019-11-04  26898.053000       NaN         NaN       NaN  \n",
      "2019-11-01  26344.577619       NaN         NaN       NaN  \n",
      "2019-10-31  25868.187727       NaN         NaN       NaN  \n",
      "2019-10-30  25941.822609       NaN         NaN       NaN  \n",
      "2019-10-29  26009.746667       NaN         NaN       NaN  \n",
      "2019-10-28  26210.344000       NaN         NaN       NaN  \n",
      "2019-10-25  26077.115769       NaN         NaN       NaN  \n",
      "2019-10-24  25783.381852       NaN         NaN       NaN  \n",
      "2019-10-23  25423.150000       NaN         NaN       NaN  \n",
      "2019-10-22  25047.911724       NaN         NaN       NaN  \n",
      "2019-10-21  24810.314667       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  53697.317833 -0.062189   -0.014337 -0.047852  \n",
      "2019-08-14  53785.392500 -0.074536   -0.026377 -0.048159  \n",
      "2019-08-13  54000.455833 -0.083360   -0.037774 -0.045586  \n",
      "2019-08-12  54169.655833 -0.084536   -0.047126 -0.037410  \n",
      "2019-08-09  54181.619833 -0.087686   -0.055238 -0.032448  \n",
      "2019-08-08  54339.820000 -0.089154   -0.062021 -0.027133  \n",
      "2019-08-07  54568.291333 -0.091682   -0.067954 -0.023728  \n",
      "2019-08-06  55237.189000 -0.092618   -0.072886 -0.019731  \n",
      "2019-08-05  55516.492000 -0.078734   -0.074056 -0.004678  \n",
      "2019-08-02  55825.208667 -0.061375   -0.071520  0.010145  \n",
      "2019-08-01  56032.982667 -0.042289   -0.065673  0.023385  \n",
      "2019-07-31  56352.966333 -0.023663   -0.057271  0.033609  \n",
      "2019-07-30  56527.416333 -0.007204   -0.047258  0.040054  \n",
      "2019-07-29  56825.549667  0.002582   -0.037290  0.039872  \n",
      "2019-07-26  57936.418333  0.016601   -0.026512  0.043113  \n",
      "2019-07-25  58215.378167  0.020216   -0.017166  0.037382  \n",
      "2019-07-24  58644.592667  0.021223   -0.009488  0.030711  \n",
      "2019-07-23  58963.187833  0.016983   -0.004194  0.021177  \n",
      "2019-07-22  59808.450500  0.009479   -0.001459  0.010939  \n",
      "2019-07-19  60035.839667  0.015458    0.001924  0.013534  \n",
      "2019-07-18  60348.623000  0.018371    0.005214  0.013157  \n",
      "2019-07-17  60515.135833  0.025230    0.009217  0.016013  \n",
      "2019-07-16  60746.024500  0.031912    0.013756  0.018156  \n",
      "2019-07-15  61034.124167  0.036783    0.018361  0.018422  \n",
      "2019-07-12  61152.977500  0.039383    0.022565  0.016817  \n",
      "2019-07-11  61216.327833  0.036982    0.025449  0.011533  \n",
      "2019-07-10  61464.936500  0.032286    0.026816  0.005470  \n",
      "2019-07-09  61834.512167  0.031431    0.027739  0.003691  \n",
      "2019-07-08  63004.052167  0.031200    0.028431  0.002768  \n",
      "2019-07-05  63459.093000  0.049011    0.032547  0.016464  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('000721','2019-11-15','3.73','3.73','3.64','3.65','23562','3.708','3.779','3.869','3.747','17215','35081','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 601007\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low    volume  price_change  p_change  \\\n",
      "date                                                                       \n",
      "2019-11-29   8.72   8.79   8.79   8.70   3765.55          0.02      0.23   \n",
      "2019-11-28   8.77   8.78   8.77   8.70   4504.88          0.02      0.23   \n",
      "2019-11-27   8.85   8.85   8.75   8.72   9895.00         -0.12     -1.35   \n",
      "2019-11-26   8.92   9.00   8.87   8.80  17898.00         -0.03     -0.34   \n",
      "2019-11-25   8.91   8.93   8.90   8.84   4550.64          0.00      0.00   \n",
      "2019-11-22   8.93   9.02   8.90   8.86   5762.39          0.00      0.00   \n",
      "2019-11-21   8.99   8.99   8.90   8.88   5400.10         -0.10     -1.11   \n",
      "2019-11-20   9.05   9.10   9.00   8.98  10398.00         -0.05     -0.55   \n",
      "2019-11-19   9.01   9.11   9.05   8.99   9807.80          0.00      0.00   \n",
      "2019-11-18   8.99   9.05   9.05   8.86   9446.19         -0.05     -0.55   \n",
      "2019-11-15   9.19   9.22   9.10   8.99   8967.67         -0.12     -1.30   \n",
      "2019-11-14   9.20   9.25   9.22   9.11   5582.01          0.06      0.66   \n",
      "2019-11-13   9.27   9.29   9.16   9.12   6993.00         -0.14     -1.50   \n",
      "2019-11-12   9.25   9.34   9.30   9.11   6192.01          0.06      0.65   \n",
      "2019-11-11   9.48   9.49   9.24   9.23   8300.42         -0.21     -2.22   \n",
      "2019-11-08   9.62   9.62   9.45   9.43  13225.00         -0.18     -1.87   \n",
      "2019-11-07   9.41   9.63   9.63   9.37   8643.00          0.19      2.01   \n",
      "2019-11-06   9.54   9.54   9.44   9.41   5468.00         -0.08     -0.84   \n",
      "2019-11-05   9.70   9.70   9.52   9.46   8450.00         -0.18     -1.86   \n",
      "2019-11-04   9.51   9.73   9.70   9.49  10998.83          0.26      2.75   \n",
      "2019-11-01   9.34   9.55   9.44   9.34   7065.00          0.06      0.64   \n",
      "2019-10-31   9.47   9.53   9.38   9.34  10490.00         -0.09     -0.95   \n",
      "2019-10-30   9.65   9.78   9.47   9.46   6848.80         -0.19     -1.97   \n",
      "2019-10-29   9.65   9.72   9.66   9.63   7420.06          0.03      0.31   \n",
      "2019-10-28   9.69   9.75   9.63   9.58  11396.30         -0.10     -1.03   \n",
      "2019-10-25   9.77   9.84   9.73   9.63   3782.00         -0.05     -0.51   \n",
      "2019-10-24   9.87   9.87   9.78   9.77   5689.00         -0.09     -0.91   \n",
      "2019-10-23   9.75   9.87   9.87   9.63   7268.00          0.19      1.96   \n",
      "2019-10-22   9.52   9.70   9.68   9.48   4274.00          0.20      2.11   \n",
      "2019-10-21   9.65   9.70   9.48   9.39   4847.80         -0.22     -2.27   \n",
      "...           ...    ...    ...    ...       ...           ...       ...   \n",
      "2019-08-15  10.29  10.46  10.46  10.25   3132.00          0.03      0.29   \n",
      "2019-08-14  10.53  10.58  10.43  10.41   4250.05          0.02      0.19   \n",
      "2019-08-13  10.60  10.75  10.41  10.35   3018.90         -0.04     -0.38   \n",
      "2019-08-12  10.56  10.67  10.45  10.31   7613.01         -0.11     -1.04   \n",
      "2019-08-09  10.62  11.18  10.56  10.56  12255.30         -0.16     -1.49   \n",
      "2019-08-08  10.49  11.54  10.72  10.42  11729.81          0.23      2.19   \n",
      "2019-08-07  10.42  10.56  10.49  10.36   5664.81          0.03      0.29   \n",
      "2019-08-06  10.36  10.53  10.46  10.28   9652.15         -0.25     -2.33   \n",
      "2019-08-05  10.82  10.83  10.71  10.50   8033.00         -0.10     -0.93   \n",
      "2019-08-02  10.75  10.83  10.81  10.57  11859.33          0.05      0.47   \n",
      "2019-08-01  10.77  10.93  10.76  10.71   8177.00         -0.02     -0.19   \n",
      "2019-07-31  11.11  11.11  10.78  10.77   9225.00         -0.30     -2.71   \n",
      "2019-07-30  11.14  11.22  11.08  11.06   7086.00         -0.04     -0.36   \n",
      "2019-07-29  11.28  11.28  11.12  11.06   3327.01         -0.12     -1.07   \n",
      "2019-07-26  11.27  11.28  11.24  11.15   4881.22          0.02      0.18   \n",
      "2019-07-25  11.10  11.24  11.22  11.03   9515.00          0.19      1.72   \n",
      "2019-07-24  11.40  11.40  11.23  11.19   8722.00         -0.05     -0.44   \n",
      "2019-07-23  11.35  11.40  11.28  11.18   8445.02         -0.07     -0.62   \n",
      "2019-07-22  11.55  11.58  11.35  11.34   8313.00         -0.23     -1.99   \n",
      "2019-07-19  11.39  11.60  11.58  11.33  11833.72          0.19      1.67   \n",
      "2019-07-18  11.46  11.46  11.39  11.26   9003.00         -0.11     -0.96   \n",
      "2019-07-17  11.50  11.58  11.50  11.45   7827.10          0.00      0.00   \n",
      "2019-07-16  11.35  11.50  11.50  11.31   8051.70          0.12      1.05   \n",
      "2019-07-15  11.45  11.53  11.38  11.30  14932.79         -0.14     -1.22   \n",
      "2019-07-12  11.50  11.54  11.52  11.26  16465.41          0.08      0.70   \n",
      "2019-07-11  11.34  11.49  11.44  11.30  15388.80          0.16      1.42   \n",
      "2019-07-10  11.03  11.39  11.28  11.03  18058.30          0.21      1.90   \n",
      "2019-07-09  10.77  11.08  11.07  10.77  12379.67          0.18      1.65   \n",
      "2019-07-08  11.07  11.15  10.89  10.88  12215.00         -0.28     -2.51   \n",
      "2019-07-05  11.25  11.30  11.17  11.11   8718.75         -0.08     -0.71   \n",
      "\n",
      "               ma5    ma10    ma20     v_ma5    v_ma10    v_ma20       ma25  \\\n",
      "date                                                                          \n",
      "2019-11-29   8.816   8.898   9.137   8122.81   8142.86   8212.42   8.790000   \n",
      "2019-11-28   8.838   8.929   9.170   8522.18   8663.07   8377.40   8.780000   \n",
      "2019-11-27   8.864   8.974   9.200   8701.23   8770.78   8676.65   8.770000   \n",
      "2019-11-26   8.914   9.015   9.236   8801.83   8480.58   8524.34   8.795000   \n",
      "2019-11-25   8.950   9.058   9.276   7183.79   7309.98   8000.45   8.816000   \n",
      "2019-11-22   8.980   9.092   9.312   8162.90   7684.96   8342.73   8.830000   \n",
      "2019-11-21   9.020   9.147   9.354   8803.95   8431.22   8243.71   8.840000   \n",
      "2019-11-20   9.084   9.220   9.398   8840.33   8755.51   8258.15   8.860000   \n",
      "2019-11-19   9.116   9.264   9.441   8159.33   8262.51   8101.65   8.881111   \n",
      "2019-11-18   9.166   9.311   9.473   7436.18   8126.73   7824.96   8.898000   \n",
      "2019-11-15   9.204   9.376   9.494   7207.02   8281.99   7595.05   8.916364   \n",
      "2019-11-14   9.274   9.410   9.524   8058.49   8091.73   7331.79   8.941667   \n",
      "2019-11-13   9.356   9.426   9.553   8670.69   8582.53   7192.04   8.958462   \n",
      "2019-11-12   9.412   9.457   9.581   8365.69   8568.11   7044.84   8.982857   \n",
      "2019-11-11   9.456   9.493   9.607   8817.28   8690.91   7098.39   9.000000   \n",
      "2019-11-08   9.548   9.532   9.642   9356.97   9000.50   7234.92   9.028125   \n",
      "2019-11-07   9.546   9.560   9.663   8124.97   8056.20   7087.27   9.063529   \n",
      "2019-11-06   9.496   9.575   9.665   8494.37   7760.80   6911.27   9.084444   \n",
      "2019-11-05   9.502   9.618   9.673   8770.53   7940.80   6890.82   9.107368   \n",
      "2019-11-04   9.530   9.634   9.681   8564.54   7523.20   6710.52   9.137000   \n",
      "2019-11-01   9.516   9.612   9.683   8644.03   6908.10   6354.08   9.151429   \n",
      "2019-10-31   9.574   9.638   9.696   7987.43   6571.85   6254.28   9.161818   \n",
      "2019-10-30   9.654   9.679   9.713   7027.23   5801.55   6110.26   9.175217   \n",
      "2019-10-29   9.734   9.705   9.736   7111.07   5521.57   6215.97   9.195417   \n",
      "2019-10-28   9.738   9.721   9.759   6481.86   5505.86   6181.17   9.212800   \n",
      "2019-10-25   9.708   9.752   9.785   5172.16   5469.33   6047.11   9.250400   \n",
      "2019-10-24   9.702   9.766   9.807   5156.26   6118.33   6456.06   9.290800   \n",
      "2019-10-23   9.704   9.754   9.828   4575.86   6061.73   6653.03   9.335600   \n",
      "2019-10-22   9.676   9.728   9.840   3932.06   5840.83   6753.16   9.368000   \n",
      "2019-10-21   9.704   9.728   9.864   4529.86   5897.84   7057.91   9.391200   \n",
      "...            ...     ...     ...       ...       ...       ...        ...   \n",
      "2019-08-15  10.462  10.550  10.857   6053.85   7720.84   7836.67  10.427200   \n",
      "2019-08-14  10.514  10.580  10.904   7773.41   8225.34   8130.22  10.436000   \n",
      "2019-08-13  10.526  10.615  10.957   8056.37   8722.83   8309.07  10.448400   \n",
      "2019-08-12  10.536  10.682  11.012   9383.02   9129.54   8560.71  10.459600   \n",
      "2019-08-09  10.588  10.749  11.058   9467.01   8700.94   8926.70  10.468000   \n",
      "2019-08-08  10.638  10.817  11.106   9387.82   7963.53   9137.20  10.481600   \n",
      "2019-08-07  10.646  10.867  11.142   8677.26   7742.05   9320.15  10.485600   \n",
      "2019-08-06  10.704  10.941  11.182   9389.30   8047.77   9939.83  10.485200   \n",
      "2019-08-05  10.828  11.023  11.212   8876.07   7927.06  10076.20  10.496800   \n",
      "2019-08-02  10.910  11.087  11.221   7934.87   7955.06  10285.30  10.519200   \n",
      "2019-08-01  10.996  11.164  11.239   6539.25   7952.50  10128.27  10.535200   \n",
      "2019-07-31  11.088  11.227  11.264   6806.85   8035.10  10336.44  10.550800   \n",
      "2019-07-30  11.178  11.299  11.297   6706.25   7895.31  10909.71  10.574800   \n",
      "2019-07-29  11.218  11.341  11.305   6978.05   7991.88  11081.23  10.597200   \n",
      "2019-07-26  11.264  11.367  11.307   7975.25   9152.46  11822.31  10.626400   \n",
      "2019-07-25  11.332  11.395  11.299   9365.75  10310.87  12161.30  10.658000   \n",
      "2019-07-24  11.366  11.417  11.291   9263.35  10898.25  12103.68  10.686400   \n",
      "2019-07-23  11.420  11.422  11.280   9084.37  11831.88  11844.78  10.720400   \n",
      "2019-07-22  11.464  11.401  11.266   9005.70  12225.35  11932.84  10.760000   \n",
      "2019-07-19  11.470  11.355  11.255  10329.66  12615.55  11921.04  10.801200   \n",
      "2019-07-18  11.458  11.314  11.223  11256.00  12304.05  11817.77  10.832800   \n",
      "2019-07-17  11.468  11.300  11.205  12533.16  12637.78  11745.10  10.868000   \n",
      "2019-07-16  11.424  11.295  11.175  14579.40  13924.12  11960.49  10.903200   \n",
      "2019-07-15  11.338  11.268  11.142  15444.99  14170.57  12220.35  10.935200   \n",
      "2019-07-12  11.240  11.247  11.099  14901.44  14492.16  11729.31  10.977200   \n",
      "2019-07-11  11.170  11.202  11.047  13352.10  14011.72  11142.84  11.016400   \n",
      "2019-07-10  11.132  11.165  11.002  12742.41  13309.10  10658.15  11.050400   \n",
      "2019-07-09  11.166  11.138  10.969  13268.84  11857.67  10083.23  11.076800   \n",
      "2019-07-08  11.198  11.131  10.945  12896.15  11640.33   9868.20  11.094400   \n",
      "2019-07-05  11.254  11.154  10.919  14082.88  11226.53   9589.12  11.118800   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29   3765.550000       NaN         NaN       NaN  \n",
      "2019-11-28   4135.215000       NaN         NaN       NaN  \n",
      "2019-11-27   6055.143333       NaN         NaN       NaN  \n",
      "2019-11-26   9015.857500       NaN         NaN       NaN  \n",
      "2019-11-25   8122.814000       NaN         NaN       NaN  \n",
      "2019-11-22   7729.410000       NaN         NaN       NaN  \n",
      "2019-11-21   7396.651429       NaN         NaN       NaN  \n",
      "2019-11-20   7771.820000       NaN         NaN       NaN  \n",
      "2019-11-19   7998.040000       NaN         NaN       NaN  \n",
      "2019-11-18   8142.855000       NaN         NaN       NaN  \n",
      "2019-11-15   8217.838182       NaN         NaN       NaN  \n",
      "2019-11-14   7998.185833       NaN         NaN       NaN  \n",
      "2019-11-13   7920.863846       NaN         NaN       NaN  \n",
      "2019-11-12   7797.374286       NaN         NaN       NaN  \n",
      "2019-11-11   7830.910667       NaN         NaN       NaN  \n",
      "2019-11-08   8168.041250       NaN         NaN       NaN  \n",
      "2019-11-07   8195.980000       NaN         NaN       NaN  \n",
      "2019-11-06   8044.425556       NaN         NaN       NaN  \n",
      "2019-11-05   8065.771579       NaN         NaN       NaN  \n",
      "2019-11-04   8212.424500       NaN         NaN       NaN  \n",
      "2019-11-01   8157.785238       NaN         NaN       NaN  \n",
      "2019-10-31   8263.795000       NaN         NaN       NaN  \n",
      "2019-10-30   8202.273478       NaN         NaN       NaN  \n",
      "2019-10-29   8169.681250       NaN         NaN       NaN  \n",
      "2019-10-28   8298.746000       NaN         NaN       NaN  \n",
      "2019-10-25   8125.025000       NaN         NaN       NaN  \n",
      "2019-10-24   8034.801852       NaN         NaN       NaN  \n",
      "2019-10-23   8007.416071       NaN         NaN       NaN  \n",
      "2019-10-22   7878.677586       NaN         NaN       NaN  \n",
      "2019-10-21   7777.648333       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15   9127.367167  0.131720    0.161308 -0.029588  \n",
      "2019-08-14   9105.167833  0.116574    0.152362 -0.035788  \n",
      "2019-08-13   9038.932833  0.101783    0.142246 -0.040463  \n",
      "2019-08-12   9062.616167  0.092226    0.132242 -0.040016  \n",
      "2019-08-09   9128.530833  0.092462    0.124286 -0.031824  \n",
      "2019-08-08   9103.611000  0.104357    0.120300 -0.015943  \n",
      "2019-08-07   9053.974500  0.094139    0.115068 -0.020929  \n",
      "2019-08-06   9123.710333  0.082668    0.108588 -0.025920  \n",
      "2019-08-05   9116.760333  0.092682    0.105407 -0.012725  \n",
      "2019-08-02   9131.102000  0.107448    0.105815  0.001633  \n",
      "2019-08-01   9149.635333  0.113804    0.107413  0.006391  \n",
      "2019-07-31   9128.552000  0.119082    0.109747  0.009336  \n",
      "2019-07-30   9132.505333  0.145792    0.116956  0.028836  \n",
      "2019-07-29   9064.287833  0.168248    0.127214  0.041034  \n",
      "2019-07-26   8955.703167  0.193497    0.140471  0.053027  \n",
      "2019-07-25   9051.253167  0.209479    0.154272  0.055206  \n",
      "2019-07-24   9101.803167  0.220410    0.167500  0.052910  \n",
      "2019-07-23   9121.420167  0.230452    0.180090  0.050361  \n",
      "2019-07-22   9188.736833  0.241277    0.192328  0.048949  \n",
      "2019-07-19   9305.168833  0.265356    0.206933  0.058423  \n",
      "2019-07-18   9393.510500  0.266041    0.218755  0.047286  \n",
      "2019-07-17   9477.512167  0.272320    0.229468  0.042852  \n",
      "2019-07-16   9544.223833  0.274137    0.238402  0.035735  \n",
      "2019-07-15   9672.053667  0.262864    0.243294  0.019569  \n",
      "2019-07-12   9762.627000  0.262203    0.247076  0.015127  \n",
      "2019-07-11   9847.907000  0.252317    0.248124  0.004192  \n",
      "2019-07-10  10063.495333  0.228931    0.244286 -0.015354  \n",
      "2019-07-09  10185.506500  0.191249    0.233678 -0.042430  \n",
      "2019-07-08  10308.355500  0.145187    0.215980 -0.070793  \n",
      "2019-07-05  10389.168000  0.129780    0.198740 -0.068960  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('601007','2019-11-15','9.19','9.22','8.99','9.10','8967','9.204','9.376','9.494','8.916','7207','8217','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 600258\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low     volume  price_change  p_change  \\\n",
      "date                                                                        \n",
      "2019-11-29  17.67  18.05  17.78  17.52   46401.84          0.07      0.40   \n",
      "2019-11-28  17.55  18.13  17.71  17.55   69348.35          0.03      0.17   \n",
      "2019-11-27  17.39  18.15  17.68  17.37   74941.83          0.37      2.14   \n",
      "2019-11-26  17.71  17.79  17.31  17.31   61491.62         -0.44     -2.48   \n",
      "2019-11-25  17.38  17.80  17.75  16.88   72704.92          0.25      1.43   \n",
      "2019-11-22  17.06  17.67  17.50  17.05   97593.19          0.52      3.06   \n",
      "2019-11-21  17.28  17.34  16.98  16.90   33035.72         -0.31     -1.79   \n",
      "2019-11-20  17.67  17.70  17.29  17.15   43954.15         -0.28     -1.59   \n",
      "2019-11-19  17.55  17.75  17.57  17.36   41599.66          0.02      0.11   \n",
      "2019-11-18  17.33  17.65  17.55  16.96   64744.45          0.28      1.62   \n",
      "2019-11-15  17.94  17.98  17.27  17.27   61449.25         -0.64     -3.57   \n",
      "2019-11-14  18.14  18.31  17.91  17.70   59285.78         -0.31     -1.70   \n",
      "2019-11-13  18.26  18.50  18.22  18.00   49296.57         -0.13     -0.71   \n",
      "2019-11-12  18.11  18.40  18.35  17.85   43385.42          0.23      1.27   \n",
      "2019-11-11  18.32  18.53  18.12  18.01   61958.91         -0.21     -1.15   \n",
      "2019-11-08  18.20  18.74  18.33  18.20   87410.30          0.14      0.77   \n",
      "2019-11-07  17.89  18.23  18.19  17.89   63226.31          0.12      0.66   \n",
      "2019-11-06  17.91  18.35  18.07  17.91   75065.30         -0.01     -0.06   \n",
      "2019-11-05  18.18  18.26  18.08  17.88   91767.05          0.09      0.50   \n",
      "2019-11-04  16.91  18.12  17.99  16.88  151144.42          0.97      5.70   \n",
      "2019-11-01  16.63  17.10  17.02  16.28   64045.09          0.32      1.92   \n",
      "2019-10-31  16.63  16.86  16.70  16.39   61170.61         -0.06     -0.36   \n",
      "2019-10-30  16.52  17.13  16.76  16.40   80926.51          0.04      0.24   \n",
      "2019-10-29  17.20  17.20  16.72  16.62   59682.17         -0.52     -3.02   \n",
      "2019-10-28  17.06  17.35  17.24  16.58   93184.05          0.41      2.44   \n",
      "2019-10-25  16.57  16.91  16.83  16.50   41556.36          0.24      1.45   \n",
      "2019-10-24  16.74  16.89  16.59  16.39   49138.11         -0.16     -0.95   \n",
      "2019-10-23  17.38  17.45  16.75  16.68   49243.43         -0.56     -3.23   \n",
      "2019-10-22  17.32  17.47  17.31  17.05   38847.26          0.07      0.41   \n",
      "2019-10-21  17.43  17.58  17.24  17.15   48571.31         -0.18     -1.03   \n",
      "...           ...    ...    ...    ...        ...           ...       ...   \n",
      "2019-08-15  15.62  15.90  15.80  15.55   71617.30         -0.20     -1.25   \n",
      "2019-08-14  15.80  16.27  16.00  15.68   99927.18          0.57      3.69   \n",
      "2019-08-13  15.68  15.86  15.43  15.30   98983.16         -0.36     -2.28   \n",
      "2019-08-12  15.70  16.11  15.79  15.56   45427.35          0.09      0.57   \n",
      "2019-08-09  15.90  16.20  15.70  15.53   66279.52         -0.01     -0.06   \n",
      "2019-08-08  15.01  15.85  15.71  15.01  129890.07          0.73      4.87   \n",
      "2019-08-07  15.73  15.74  14.98  14.90  107145.96         -0.64     -4.10   \n",
      "2019-08-06  15.87  15.87  15.62  15.10   97831.40         -0.58     -3.58   \n",
      "2019-08-05  16.56  16.59  16.20  16.10   51627.29         -0.48     -2.88   \n",
      "2019-08-02  16.63  16.79  16.68  16.35   63145.30         -0.23     -1.36   \n",
      "2019-08-01  16.85  17.10  16.91  16.66   56374.89         -0.11     -0.65   \n",
      "2019-07-31  17.31  17.43  17.02  16.81   76414.35         -0.39     -2.24   \n",
      "2019-07-30  17.35  17.67  17.41  17.33   38541.09         -0.02     -0.12   \n",
      "2019-07-29  17.75  17.88  17.43  17.31   39159.70         -0.27     -1.52   \n",
      "2019-07-26  17.65  17.75  17.70  17.31   44028.74          0.15      0.85   \n",
      "2019-07-25  17.70  17.97  17.55  17.42   53173.79         -0.15     -0.85   \n",
      "2019-07-24  16.84  17.82  17.70  16.84   86991.59          0.86      5.11   \n",
      "2019-07-23  16.80  17.10  16.84  16.57   52781.21          0.01      0.06   \n",
      "2019-07-22  17.22  17.39  16.83  16.75   48089.45         -0.39     -2.27   \n",
      "2019-07-19  16.58  17.29  17.22  16.58   73509.40          0.67      4.05   \n",
      "2019-07-18  16.86  17.09  16.55  16.43   69156.88         -0.62     -3.61   \n",
      "2019-07-17  17.40  17.44  17.17  17.15   60659.41         -0.16     -0.92   \n",
      "2019-07-16  17.62  17.74  17.33  17.13   62973.57         -0.40     -2.26   \n",
      "2019-07-15  17.43  18.01  17.73  16.73   69162.95          0.37      2.13   \n",
      "2019-07-12  17.55  17.69  17.36  17.31   42493.40         -0.15     -0.86   \n",
      "2019-07-11  17.98  18.02  17.51  17.25   54645.65         -0.27     -1.52   \n",
      "2019-07-10  18.20  18.24  17.78  17.65   55983.52         -0.40     -2.20   \n",
      "2019-07-09  17.77  18.40  18.18  17.76   65018.92          0.27      1.51   \n",
      "2019-07-08  18.52  18.52  17.91  17.65   73972.70         -0.61     -3.29   \n",
      "2019-07-05  18.54  18.69  18.52  18.21   49679.22         -0.03     -0.16   \n",
      "\n",
      "               ma5    ma10    ma20     v_ma5    v_ma10    v_ma20       ma25  \\\n",
      "date                                                                          \n",
      "2019-11-29  17.646  17.512  17.783  64977.71  60581.57  67490.25  17.780000   \n",
      "2019-11-28  17.590  17.461  17.745  75215.98  62086.31  68372.41  17.745000   \n",
      "2019-11-27  17.444  17.481  17.694  67953.46  61080.06  67963.53  17.723333   \n",
      "2019-11-26  17.366  17.535  17.648  61755.92  58515.53  68262.76  17.620000   \n",
      "2019-11-25  17.418  17.639  17.619  57777.53  56704.91  68172.29  17.646000   \n",
      "2019-11-22  17.378  17.676  17.593  56185.43  55630.31  69196.25  17.621667   \n",
      "2019-11-21  17.332  17.759  17.560  48956.65  54612.02  66394.40  17.530000   \n",
      "2019-11-20  17.518  17.880  17.540  54206.66  57631.08  67199.52  17.500000   \n",
      "2019-11-19  17.704  17.958  17.513  55275.14  60742.20  67463.99  17.507778   \n",
      "2019-11-18  17.860  18.009  17.500  55632.29  65758.93  67326.37  17.512000   \n",
      "2019-11-15  17.974  18.053  17.485  55075.19  74398.93  66517.71  17.490000   \n",
      "2019-11-14  18.186  18.028  17.492  60267.40  74658.52  65765.88  17.525000   \n",
      "2019-11-13  18.242  17.907  17.479  61055.50  74847.00  66268.63  17.578462   \n",
      "2019-11-12  18.212  17.761  17.453  66209.25  78009.99  66588.66  17.633571   \n",
      "2019-11-11  18.158  17.598  17.412  75885.57  79639.67  67473.01  17.666000   \n",
      "2019-11-08  18.132  17.510  17.375  93722.68  82762.18  67579.27  17.707500   \n",
      "2019-11-07  17.870  17.360  17.314  89049.63  78176.79  66404.02  17.735882   \n",
      "2019-11-06  17.572  17.200  17.250  88638.49  76767.97  66557.05  17.754444   \n",
      "2019-11-05  17.310  17.068  17.162  89810.74  74185.78  65939.32  17.771579   \n",
      "2019-11-04  17.038  16.991  17.087  83393.76  68893.80  63847.36  17.782500   \n",
      "2019-11-01  16.888  16.916  17.027  71801.69  58636.49  59261.93  17.746190   \n",
      "2019-10-31  16.850  16.956  17.025  67303.94  56873.25  59254.72  17.698636   \n",
      "2019-10-30  16.828  17.051  17.033  64897.44  57690.27  61137.85  17.657826   \n",
      "2019-10-29  16.826  17.145  17.042  58560.82  55167.33  60608.07  17.618750   \n",
      "2019-10-28  16.944  17.225  17.071  54393.84  55306.35  62358.22  17.603600   \n",
      "2019-10-25  16.944  17.240  17.080  45471.29  52396.37  64276.71  17.565600   \n",
      "2019-10-24  17.062  17.267  17.132  46442.56  54631.25  67222.94  17.520800   \n",
      "2019-10-23  17.274  17.299  17.204  50483.09  56346.13  69092.52  17.483600   \n",
      "2019-10-22  17.464  17.255  17.249  51773.83  57692.86  70437.90  17.483600   \n",
      "2019-10-21  17.506  17.182  17.278  56218.86  58800.91  72822.16  17.463200   \n",
      "...            ...     ...     ...       ...       ...       ...        ...   \n",
      "2019-08-15  15.744  15.791  16.526  76446.90  83187.45  70046.94  17.187200   \n",
      "2019-08-14  15.726  15.902  16.564  88101.46  81663.21  69923.92  17.105600   \n",
      "2019-08-13  15.522  16.004  16.622  89545.21  79311.93  67960.53  17.016800   \n",
      "2019-08-12  15.560  16.202  16.717  89314.86  73267.72  66160.05  16.933200   \n",
      "2019-08-09  15.642  16.366  16.814  90554.85  72640.96  67346.83  16.838000   \n",
      "2019-08-08  15.838  16.566  16.897  89928.00  70415.88  66157.52  16.744800   \n",
      "2019-08-07  16.078  16.750  16.987  75224.97  62744.25  62395.30  16.619200   \n",
      "2019-08-06  16.486  17.022  17.127  69078.65  60728.81  59837.18  16.514000   \n",
      "2019-08-05  16.844  17.144  17.255  57220.58  56223.80  58196.56  16.417600   \n",
      "2019-08-02  17.090  17.207  17.341  54727.07  55870.01  59313.83  16.366400   \n",
      "2019-08-01  17.294  17.261  17.433  50903.75  56906.42  58640.52  16.332000   \n",
      "2019-07-31  17.422  17.225  17.515  50263.53  58184.62  58673.65  16.291200   \n",
      "2019-07-30  17.558  17.240  17.599  52378.98  56609.13  59274.55  16.282400   \n",
      "2019-07-29  17.444  17.232  17.685  55227.01  59052.37  61983.32  16.270400   \n",
      "2019-07-26  17.324  17.262  17.775  57012.96  62052.70  65471.99  16.275600   \n",
      "2019-07-25  17.228  17.228  17.789  62909.09  61899.17  65764.33  16.286400   \n",
      "2019-07-24  17.028  17.224  17.821  66105.71  62046.35  67469.70  16.338800   \n",
      "2019-07-23  16.922  17.232  17.832  60839.27  58945.54  65978.64  16.381200   \n",
      "2019-07-22  17.020  17.366  17.880  62877.74  60169.32  66869.10  16.436800   \n",
      "2019-07-19  17.200  17.474  17.935  67092.44  62757.64  67301.60  16.486000   \n",
      "2019-07-18  17.228  17.604  17.965  60889.24  60374.62  68155.67  16.500000   \n",
      "2019-07-17  17.420  17.804  18.008  57987.00  59162.68  71021.56  16.534000   \n",
      "2019-07-16  17.542  17.957  17.974  57051.82  61939.97  75105.81  16.564000   \n",
      "2019-07-15  17.712  18.138  17.901  57460.89  64914.27  74475.53  16.605600   \n",
      "2019-07-12  17.748  18.287  17.804  58422.84  68891.29  74560.00  16.666400   \n",
      "2019-07-11  17.980  18.349  17.732  59860.00  69629.49  74772.59  16.734800   \n",
      "2019-07-10  18.188  18.418  17.669  60338.37  72893.06  75640.06  16.806000   \n",
      "2019-07-09  18.372  18.432  17.616  66828.11  73011.74  75808.29  16.916000   \n",
      "2019-07-08  18.564  18.394  17.544  72367.64  73568.88  78912.79  17.000800   \n",
      "2019-07-05  18.826  18.396  17.441  79359.73  71845.56  79505.54  17.113600   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29  46401.840000       NaN         NaN       NaN  \n",
      "2019-11-28  57875.095000       NaN         NaN       NaN  \n",
      "2019-11-27  63564.006667       NaN         NaN       NaN  \n",
      "2019-11-26  63045.910000       NaN         NaN       NaN  \n",
      "2019-11-25  64977.712000       NaN         NaN       NaN  \n",
      "2019-11-22  70413.625000       NaN         NaN       NaN  \n",
      "2019-11-21  65073.924286       NaN         NaN       NaN  \n",
      "2019-11-20  62433.952500       NaN         NaN       NaN  \n",
      "2019-11-19  60119.031111       NaN         NaN       NaN  \n",
      "2019-11-18  60581.573000       NaN         NaN       NaN  \n",
      "2019-11-15  60660.452727       NaN         NaN       NaN  \n",
      "2019-11-14  60545.896667       NaN         NaN       NaN  \n",
      "2019-11-13  59680.563846       NaN         NaN       NaN  \n",
      "2019-11-12  58516.625000       NaN         NaN       NaN  \n",
      "2019-11-11  58746.110667       NaN         NaN       NaN  \n",
      "2019-11-08  60537.622500       NaN         NaN       NaN  \n",
      "2019-11-07  60695.780588       NaN         NaN       NaN  \n",
      "2019-11-06  61494.087222       NaN         NaN       NaN  \n",
      "2019-11-05  63087.401053       NaN         NaN       NaN  \n",
      "2019-11-04  67490.252000       NaN         NaN       NaN  \n",
      "2019-11-01  67326.196667       NaN         NaN       NaN  \n",
      "2019-10-31  67046.397273       NaN         NaN       NaN  \n",
      "2019-10-30  67649.880435       NaN         NaN       NaN  \n",
      "2019-10-29  67317.892500       NaN         NaN       NaN  \n",
      "2019-10-28  68352.538800       NaN         NaN       NaN  \n",
      "2019-10-25  67321.916538       NaN         NaN       NaN  \n",
      "2019-10-24  66648.442222       NaN         NaN       NaN  \n",
      "2019-10-23  66026.834643       NaN         NaN       NaN  \n",
      "2019-10-22  65089.607931       NaN         NaN       NaN  \n",
      "2019-10-21  64538.998000       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  85694.312000 -0.410218   -0.305884 -0.104334  \n",
      "2019-08-14  86371.668667 -0.413287   -0.327365 -0.085922  \n",
      "2019-08-13  87199.778500 -0.456451   -0.353182 -0.103269  \n",
      "2019-08-12  87233.810667 -0.456349   -0.373815 -0.082533  \n",
      "2019-08-09  87305.820833 -0.458248   -0.390702 -0.067546  \n",
      "2019-08-08  88013.817000 -0.453716   -0.403305 -0.050411  \n",
      "2019-08-07  88745.811167 -0.503229   -0.423290 -0.079939  \n",
      "2019-08-06  89125.246167 -0.485231   -0.435678 -0.049554  \n",
      "2019-08-05  88456.250167 -0.419334   -0.432409  0.013075  \n",
      "2019-08-02  86989.598167 -0.324635   -0.410854  0.086219  \n",
      "2019-08-01  86861.761500 -0.228394   -0.374362  0.145968  \n",
      "2019-07-31  87115.823833 -0.141613   -0.327812  0.186199  \n",
      "2019-07-30  86409.400167 -0.040898   -0.270429  0.229531  \n",
      "2019-07-29  86067.359000  0.040072   -0.208329  0.248401  \n",
      "2019-07-26  85248.103833  0.124591   -0.141745  0.266336  \n",
      "2019-07-25  85441.727667  0.177424   -0.077911  0.255336  \n",
      "2019-07-24  86072.619000  0.228762   -0.016577  0.245338  \n",
      "2019-07-23  86131.582000  0.197772    0.026293  0.171479  \n",
      "2019-07-22  86285.618500  0.170442    0.055123  0.115319  \n",
      "2019-07-19  86701.253333  0.178197    0.079738  0.098460  \n",
      "2019-07-18  87080.323500  0.128796    0.089549  0.039246  \n",
      "2019-07-17  86935.634000  0.138082    0.099256  0.038826  \n",
      "2019-07-16  87056.907667  0.156547    0.110714  0.045833  \n",
      "2019-07-15  87191.750667  0.201139    0.128799  0.072340  \n",
      "2019-07-12  86831.903333  0.204267    0.143893  0.060375  \n",
      "2019-07-11  86677.578333  0.216357    0.158385  0.057971  \n",
      "2019-07-10  86505.855500  0.244901    0.175689  0.069213  \n",
      "2019-07-09  86544.325167  0.296383    0.199828  0.096556  \n",
      "2019-07-08  86945.073167  0.311802    0.222222  0.089580  \n",
      "2019-07-05  86782.461500  0.368990    0.251576  0.117414  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('600258','2019-11-15','17.94','17.98','17.27','17.27','61449','17.974','18.053','17.485','17.490','55075','60660','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 000524\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            open  high  close   low    volume  price_change  p_change    ma5  \\\n",
      "date                                                                           \n",
      "2019-11-29  6.96  6.98   6.97  6.91   4930.78          0.01      0.14  6.990   \n",
      "2019-11-28  6.99  7.05   6.96  6.95   6360.01         -0.04     -0.57  7.000   \n",
      "2019-11-27  7.06  7.06   7.00  6.97   6097.00         -0.02     -0.28  7.020   \n",
      "2019-11-26  7.04  7.07   7.02  7.01   8302.78          0.02      0.29  7.028   \n",
      "2019-11-25  7.04  7.06   7.00  6.87  10439.24         -0.02     -0.28  7.056   \n",
      "2019-11-22  7.09  7.14   7.02  6.98  11805.00         -0.04     -0.57  7.066   \n",
      "2019-11-21  7.06  7.11   7.06  7.00   7575.00          0.02      0.28  7.058   \n",
      "2019-11-20  7.15  7.15   7.04  7.04   6871.00         -0.12     -1.68  7.074   \n",
      "2019-11-19  7.03  7.16   7.16  7.03   7679.14          0.11      1.56  7.096   \n",
      "2019-11-18  6.98  7.08   7.05  6.94   9954.42          0.07      1.00  7.114   \n",
      "2019-11-15  7.17  7.17   6.98  6.98  10777.54         -0.16     -2.24  7.152   \n",
      "2019-11-14  7.16  7.18   7.14  7.12   7050.54         -0.01     -0.14  7.260   \n",
      "2019-11-13  7.26  7.26   7.15  7.11   9195.06         -0.10     -1.38  7.316   \n",
      "2019-11-12  7.29  7.29   7.25  7.16   9824.79          0.01      0.14  7.350   \n",
      "2019-11-11  7.50  7.50   7.24  7.17  21363.78         -0.28     -3.72  7.374   \n",
      "2019-11-08  7.43  7.93   7.52  7.41  23594.06          0.10      1.35  7.408   \n",
      "2019-11-07  7.33  7.44   7.42  7.33  13288.81          0.10      1.37  7.360   \n",
      "2019-11-06  7.37  7.40   7.32  7.31  13427.87         -0.05     -0.68  7.310   \n",
      "2019-11-05  7.36  7.42   7.37  7.32  12414.80         -0.04     -0.54  7.314   \n",
      "2019-11-04  7.30  7.43   7.41  7.28  14555.68          0.13      1.79  7.330   \n",
      "2019-11-01  7.16  7.29   7.28  7.14  14818.67          0.11      1.53  7.364   \n",
      "2019-10-31  7.34  7.38   7.17  7.13  18823.07         -0.17     -2.32  7.412   \n",
      "2019-10-30  7.47  7.47   7.34  7.31  15988.51         -0.11     -1.48  7.470   \n",
      "2019-10-29  7.54  7.63   7.45  7.44  12878.12         -0.13     -1.72  7.486   \n",
      "2019-10-28  7.53  7.58   7.58  7.43  17801.03          0.06      0.80  7.492   \n",
      "2019-10-25  7.46  7.54   7.52  7.40  16435.72          0.06      0.80  7.448   \n",
      "2019-10-24  7.40  7.48   7.46  7.39  11512.26          0.04      0.54  7.436   \n",
      "2019-10-23  7.48  7.52   7.42  7.40   9334.09         -0.06     -0.80  7.464   \n",
      "2019-10-22  7.40  7.48   7.48  7.39  10341.16          0.12      1.63  7.528   \n",
      "2019-10-21  7.47  7.49   7.36  7.33  12387.57         -0.10     -1.34  7.596   \n",
      "...          ...   ...    ...   ...       ...           ...       ...    ...   \n",
      "2019-08-15  7.31  7.59   7.57  7.30  12953.00          0.08      1.07  7.446   \n",
      "2019-08-14  7.48  7.53   7.49  7.46   8709.28          0.08      1.08  7.430   \n",
      "2019-08-13  7.38  7.50   7.41  7.38   7620.57         -0.01     -0.14  7.422   \n",
      "2019-08-12  7.42  7.44   7.42  7.35   8354.00          0.08      1.09  7.426   \n",
      "2019-08-09  7.51  7.61   7.34  7.28  11665.00         -0.15     -2.00  7.500   \n",
      "2019-08-08  7.47  7.50   7.49  7.41  10509.73          0.04      0.54  7.620   \n",
      "2019-08-07  7.50  7.53   7.45  7.43  12654.56          0.02      0.27  7.686   \n",
      "2019-08-06  7.70  7.74   7.43  7.38  19346.00         -0.36     -4.62  7.784   \n",
      "2019-08-05  7.89  7.97   7.79  7.78  15821.19         -0.15     -1.89  7.884   \n",
      "2019-08-02  7.67  7.95   7.94  7.60  22188.69          0.12      1.53  7.906   \n",
      "2019-08-01  7.91  7.96   7.82  7.82  11391.19         -0.12     -1.51  7.910   \n",
      "2019-07-31  7.92  7.99   7.94  7.88  10735.01          0.01      0.13  7.932   \n",
      "2019-07-30  7.85  8.05   7.93  7.85   9254.76          0.03      0.38  7.918   \n",
      "2019-07-29  8.05  8.10   7.90  7.87  13787.00         -0.06     -0.75  7.890   \n",
      "2019-07-26  7.92  8.03   7.96  7.82  15228.68          0.03      0.38  7.826   \n",
      "2019-07-25  7.87  7.95   7.93  7.77  15729.00          0.06      0.76  7.792   \n",
      "2019-07-24  7.90  7.93   7.87  7.74  17098.31          0.08      1.03  7.756   \n",
      "2019-07-23  7.60  7.86   7.79  7.59  21081.91          0.21      2.77  7.766   \n",
      "2019-07-22  7.81  7.81   7.58  7.50  21099.20         -0.21     -2.70  7.812   \n",
      "2019-07-19  7.79  7.89   7.79  7.72  16595.59          0.04      0.52  7.882   \n",
      "2019-07-18  7.83  7.85   7.75  7.68  25991.70         -0.17     -2.15  7.940   \n",
      "2019-07-17  8.03  8.04   7.92  7.87  28823.00         -0.10     -1.25  8.012   \n",
      "2019-07-16  7.95  8.04   8.02  7.91  19030.00          0.09      1.14  8.000   \n",
      "2019-07-15  8.09  8.10   7.93  7.89  29989.00         -0.15     -1.86  7.998   \n",
      "2019-07-12  8.04  8.14   8.08  7.96  15405.33         -0.03     -0.37  8.004   \n",
      "2019-07-11  7.95  8.12   8.11  7.90  20417.13          0.25      3.18  8.046   \n",
      "2019-07-10  8.08  8.13   7.86  7.82  16304.00         -0.15     -1.87  8.090   \n",
      "2019-07-09  8.06  8.11   8.01  7.96  15457.94          0.05      0.63  8.214   \n",
      "2019-07-08  8.35  8.35   7.96  7.94  31273.10         -0.33     -3.98  8.296   \n",
      "2019-07-05  8.38  8.39   8.29  8.24  21417.00         -0.04     -0.48  8.424   \n",
      "\n",
      "             ma10   ma20     v_ma5    v_ma10    v_ma20      ma25  \\\n",
      "date                                                               \n",
      "2019-11-29  7.028  7.154   7225.96   8001.44  10775.37  6.970000   \n",
      "2019-11-28  7.029  7.170   8600.81   8586.11  11269.76  6.965000   \n",
      "2019-11-27  7.047  7.180   8843.80   8655.17  11892.91  6.976667   \n",
      "2019-11-26  7.062  7.197   8998.60   8964.97  12387.49  6.987500   \n",
      "2019-11-25  7.085  7.219   8873.88   9117.17  12616.26  6.990000   \n",
      "2019-11-22  7.109  7.248   8776.91  10209.63  12984.34  6.995000   \n",
      "2019-11-21  7.159  7.273   8571.42  11388.53  13215.88  7.004286   \n",
      "2019-11-20  7.195  7.293   8466.53  11959.91  13412.74  7.008750   \n",
      "2019-11-19  7.223  7.312   8931.34  12615.60  13535.90  7.025556   \n",
      "2019-11-18  7.244  7.328   9360.47  13089.17  13669.00  7.028000   \n",
      "2019-11-15  7.280  7.343  11642.34  13549.29  13790.66  7.023636   \n",
      "2019-11-14  7.310  7.367  14205.65  13953.41  14238.93  7.033333   \n",
      "2019-11-13  7.313  7.390  15453.30  15130.66  14753.05  7.042308   \n",
      "2019-11-12  7.332  7.420  16299.86  15810.00  15265.60  7.057143   \n",
      "2019-11-11  7.352  7.448  16817.86  16115.34  15951.14  7.069333   \n",
      "2019-11-08  7.386  7.473  15456.24  15759.06  15860.70  7.097500   \n",
      "2019-11-07  7.386  7.477  13701.17  15043.23  15424.24  7.116471   \n",
      "2019-11-06  7.390  7.485  14808.02  14865.57  15565.99  7.127778   \n",
      "2019-11-05  7.400  7.497  15320.15  14456.20  15553.01  7.140526   \n",
      "2019-11-04  7.411  7.509  15412.81  14248.83  15555.97  7.154000   \n",
      "2019-11-01  7.406  7.520  16061.88  14032.02  15540.19  7.160000   \n",
      "2019-10-31  7.424  7.544  16385.29  14524.45  15637.26  7.160455   \n",
      "2019-10-30  7.467  7.570  14923.13  14375.44  16001.38  7.168261   \n",
      "2019-10-29  7.507  7.599  13592.24  14721.19  16300.75  7.180000   \n",
      "2019-10-28  7.544  7.628  13084.85  15786.94  17142.35  7.196000   \n",
      "2019-10-25  7.559  7.656  12002.16  15962.35  18693.29  7.218000   \n",
      "2019-10-24  7.567  7.690  12663.60  15805.26  19957.47  7.238000   \n",
      "2019-10-23  7.579  7.735  13827.75  16266.41  22860.14  7.254800   \n",
      "2019-10-22  7.594  7.759  15850.13  16649.82  24110.58  7.273200   \n",
      "2019-10-21  7.606  7.786  18489.02  16863.10  25907.76  7.287600   \n",
      "...           ...    ...       ...       ...       ...       ...   \n",
      "2019-08-15  7.533  7.692   9860.37  12982.20  14091.13  7.816800   \n",
      "2019-08-14  7.558  7.701   9371.72  12826.02  14743.07  7.782400   \n",
      "2019-08-13  7.603  7.723  10160.77  13028.59  15748.75  7.762800   \n",
      "2019-08-12  7.655  7.753  12505.86  13192.01  16319.23  7.738400   \n",
      "2019-08-09  7.703  7.779  13999.30  13735.31  17400.98  7.708800   \n",
      "2019-08-08  7.765  7.816  16104.03  14091.68  17587.99  7.692000   \n",
      "2019-08-07  7.809  7.847  16280.33  14613.61  18083.36  7.676800   \n",
      "2019-08-06  7.851  7.867  15896.42  15057.98  18265.83  7.656800   \n",
      "2019-08-05  7.887  7.896  13878.17  15231.57  18071.43  7.649600   \n",
      "2019-08-02  7.866  7.905  13471.33  15759.38  18844.03  7.650400   \n",
      "2019-08-01  7.851  7.922  12079.33  15200.07  18805.44  7.648000   \n",
      "2019-07-31  7.844  7.948  12946.89  16660.12  19324.51  7.650400   \n",
      "2019-07-30  7.842  7.975  14219.55  18468.92  19876.08  7.654800   \n",
      "2019-07-29  7.851  7.999  16584.98  19446.44  20683.52  7.658800   \n",
      "2019-07-26  7.854  8.034  18047.42  21066.64  21574.06  7.672400   \n",
      "2019-07-25  7.866  8.055  18320.80  21084.30  21886.18  7.680800   \n",
      "2019-07-24  7.884  8.075  20373.34  21553.12  22304.28  7.687600   \n",
      "2019-07-23  7.883  8.105  22718.28  21473.69  22715.12  7.689200   \n",
      "2019-07-22  7.905  8.148  22307.90  20911.29  23068.27  7.685200   \n",
      "2019-07-19  7.943  8.196  24085.86  21928.68  23206.51  7.688800   \n",
      "2019-07-18  7.993  8.233  23847.81  22410.82  23781.91  7.688400   \n",
      "2019-07-17  8.051  8.272  22732.89  21988.90  24255.77  7.697200   \n",
      "2019-07-16  8.107  8.287  20229.09  21283.25  23662.87  7.710400   \n",
      "2019-07-15  8.147  8.293  19514.68  21920.60  23226.77  7.716000   \n",
      "2019-07-12  8.214  8.305  19771.50  22081.48  22594.57  7.741600   \n",
      "2019-07-11  8.243  8.305  20973.83  22688.06  22452.35  7.763200   \n",
      "2019-07-10  8.266  8.311  21244.90  23055.45  22168.50  7.778000   \n",
      "2019-07-09  8.327  8.333  22337.42  23956.55  22048.01  7.802000   \n",
      "2019-07-08  8.391  8.344  24326.52  25225.25  22265.11  7.823600   \n",
      "2019-07-05  8.448  8.346  24391.46  24484.34  21300.87  7.861600   \n",
      "\n",
      "                  v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                      \n",
      "2019-11-29   4930.780000       NaN         NaN       NaN  \n",
      "2019-11-28   5645.395000       NaN         NaN       NaN  \n",
      "2019-11-27   5795.930000       NaN         NaN       NaN  \n",
      "2019-11-26   6422.642500       NaN         NaN       NaN  \n",
      "2019-11-25   7225.962000       NaN         NaN       NaN  \n",
      "2019-11-22   7989.135000       NaN         NaN       NaN  \n",
      "2019-11-21   7929.972857       NaN         NaN       NaN  \n",
      "2019-11-20   7797.601250       NaN         NaN       NaN  \n",
      "2019-11-19   7784.438889       NaN         NaN       NaN  \n",
      "2019-11-18   8001.437000       NaN         NaN       NaN  \n",
      "2019-11-15   8253.810000       NaN         NaN       NaN  \n",
      "2019-11-14   8153.537500       NaN         NaN       NaN  \n",
      "2019-11-13   8233.654615       NaN         NaN       NaN  \n",
      "2019-11-12   8347.307143       NaN         NaN       NaN  \n",
      "2019-11-11   9215.072000       NaN         NaN       NaN  \n",
      "2019-11-08  10113.758750       NaN         NaN       NaN  \n",
      "2019-11-07  10300.526471       NaN         NaN       NaN  \n",
      "2019-11-06  10474.267778       NaN         NaN       NaN  \n",
      "2019-11-05  10576.401053       NaN         NaN       NaN  \n",
      "2019-11-04  10775.365000       NaN         NaN       NaN  \n",
      "2019-11-01  10967.903333       NaN         NaN       NaN  \n",
      "2019-10-31  11324.956364       NaN         NaN       NaN  \n",
      "2019-10-30  11527.719565       NaN         NaN       NaN  \n",
      "2019-10-29  11583.986250       NaN         NaN       NaN  \n",
      "2019-10-28  11832.668000       NaN         NaN       NaN  \n",
      "2019-10-25  12009.708462       NaN         NaN       NaN  \n",
      "2019-10-24  11991.284444       NaN         NaN       NaN  \n",
      "2019-10-23  11896.384643       NaN         NaN       NaN  \n",
      "2019-10-22  11842.756207       NaN         NaN       NaN  \n",
      "2019-10-21  11860.916667       NaN         NaN       NaN  \n",
      "...                  ...       ...         ...       ...  \n",
      "2019-08-15  20678.833667 -0.044173   -0.009980 -0.034193  \n",
      "2019-08-14  20706.479333 -0.056400   -0.019264 -0.037136  \n",
      "2019-08-13  20680.237833 -0.071719   -0.029755 -0.041964  \n",
      "2019-08-12  20655.724667 -0.082105   -0.040225 -0.041880  \n",
      "2019-08-09  20494.078333 -0.095689   -0.051318 -0.044371  \n",
      "2019-08-08  20276.006167 -0.093275   -0.059709 -0.033566  \n",
      "2019-08-07  20265.435333 -0.093512   -0.066470 -0.027042  \n",
      "2019-08-06  20364.070833 -0.094227   -0.072021 -0.022206  \n",
      "2019-08-05  20420.844000 -0.064996   -0.070616  0.005620  \n",
      "2019-08-02  20548.060833 -0.029387   -0.062370  0.032983  \n",
      "2019-08-01  20490.936167 -0.010727   -0.052042  0.041315  \n",
      "2019-07-31  20356.135167  0.013588   -0.038916  0.052504  \n",
      "2019-07-30  20243.906000  0.031686   -0.024795  0.056481  \n",
      "2019-07-29  20259.054000  0.043111   -0.011214  0.054325  \n",
      "2019-07-26  20216.181500  0.056357    0.002300  0.054057  \n",
      "2019-07-25  20204.402833  0.063700    0.014580  0.049120  \n",
      "2019-07-24  20297.503667  0.063940    0.024452  0.039488  \n",
      "2019-07-23  20493.300667  0.057018    0.030965  0.026053  \n",
      "2019-07-22  20672.601333  0.034193    0.031611  0.002582  \n",
      "2019-07-19  20742.735000  0.032673    0.031823  0.000849  \n",
      "2019-07-18  20846.881167  0.027918    0.031042 -0.003124  \n",
      "2019-07-17  21038.381167  0.037436    0.032321  0.005115  \n",
      "2019-07-16  21031.448167  0.052444    0.036346  0.016098  \n",
      "2019-07-15  21139.004333  0.056425    0.040362  0.016064  \n",
      "2019-07-12  21069.841333  0.070867    0.046463  0.024404  \n",
      "2019-07-11  21162.379500  0.083767    0.053924  0.029844  \n",
      "2019-07-10  21165.382667  0.072977    0.057734  0.015243  \n",
      "2019-07-09  21203.546000  0.075657    0.061319  0.014338  \n",
      "2019-07-08  21516.864500  0.072906    0.063636  0.009270  \n",
      "2019-07-05  21636.477833  0.096245    0.070158  0.026087  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('000524','2019-11-15','7.17','7.17','6.98','6.98','10777','7.152','7.280','7.343','7.024','11642','8253','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n",
      "开始处理： 000007\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             open   high  close    low     volume  price_change  p_change  \\\n",
      "date                                                                        \n",
      "2019-11-29   9.92  10.06  10.01   9.83   29343.50          0.01      0.10   \n",
      "2019-11-28  10.24  10.24  10.00   9.81   54505.99         -0.05     -0.50   \n",
      "2019-11-27  10.05  10.29  10.05   9.96   59744.50         -0.18     -1.76   \n",
      "2019-11-26   9.96  10.48  10.23   9.76  134862.50          0.27      2.71   \n",
      "2019-11-25  10.50  10.51   9.96   9.32  188688.48         -0.40     -3.86   \n",
      "2019-11-22  10.27  10.66  10.36  10.16  121794.99         -0.02     -0.19   \n",
      "2019-11-21  10.57  10.97  10.38  10.32  235943.20         -0.38     -3.53   \n",
      "2019-11-20  11.00  11.69  10.76  10.63  291059.19         -0.32     -2.89   \n",
      "2019-11-19  10.98  11.35  11.08  10.92  195582.88         -0.10     -0.89   \n",
      "2019-11-18  10.51  11.40  11.18  10.40  169269.77          0.24      2.19   \n",
      "2019-11-15  10.50  11.30  10.94  10.34  167729.95         -0.12     -1.08   \n",
      "2019-11-14  11.06  11.06  11.06  10.30  288912.81          1.01     10.05   \n",
      "2019-11-13   9.15  10.05  10.05   9.15  105453.48          0.91      9.96   \n",
      "2019-11-12   8.89   9.16   9.14   8.87   25308.98          0.25      2.81   \n",
      "2019-11-11   8.95   9.00   8.89   8.80   14483.00         -0.06     -0.67   \n",
      "2019-11-08   9.02   9.08   8.95   8.93   15215.52         -0.08     -0.89   \n",
      "2019-11-07   9.06   9.15   9.03   9.01   12085.98         -0.03     -0.33   \n",
      "2019-11-06   8.99   9.20   9.06   8.95   37467.40          0.05      0.56   \n",
      "2019-11-05   8.99   9.01   9.01   8.80   29658.00          0.09      1.01   \n",
      "2019-11-04   8.96   9.04   8.92   8.84   23683.00         -0.04     -0.45   \n",
      "2019-11-01   9.10   9.10   8.96   8.72   34220.00          0.01      0.11   \n",
      "2019-10-31   9.06   9.09   8.95   8.95   20556.51         -0.04     -0.45   \n",
      "2019-10-30   9.01   9.09   8.99   8.91   29894.00         -0.06     -0.66   \n",
      "2019-10-29   9.08   9.12   9.05   8.86   45282.50         -0.03     -0.33   \n",
      "2019-10-28   9.06   9.18   9.08   8.96   44909.79          0.03      0.33   \n",
      "2019-10-25   8.90   9.14   9.05   8.69   41313.00          0.12      1.34   \n",
      "2019-10-24   9.38   9.39   8.93   8.91   32671.50         -0.25     -2.72   \n",
      "2019-10-23   9.23   9.25   9.18   9.05   30807.00         -0.05     -0.54   \n",
      "2019-10-22   9.23   9.39   9.23   9.20   31372.00         -0.13     -1.39   \n",
      "2019-10-21   9.10   9.38   9.36   9.02   43135.02          0.07      0.75   \n",
      "...           ...    ...    ...    ...        ...           ...       ...   \n",
      "2019-08-15   7.00   7.21   7.21   6.90   45266.08          0.18      2.56   \n",
      "2019-08-14   7.23   7.23   7.03   7.01   30901.00         -0.16     -2.23   \n",
      "2019-08-13   7.10   7.23   7.19   6.90   49484.15          0.09      1.27   \n",
      "2019-08-12   7.03   7.13   7.10   6.99   41727.29          0.01      0.14   \n",
      "2019-08-09   7.12   7.12   7.09   6.99   29808.88         -0.01     -0.14   \n",
      "2019-08-08   7.10   7.17   7.10   6.93   44511.44          0.00      0.00   \n",
      "2019-08-07   6.83   7.15   7.10   6.81   52296.00          0.21      3.05   \n",
      "2019-08-06   6.75   7.30   6.89   6.62   89925.79          0.12      1.77   \n",
      "2019-08-05   6.57   6.85   6.77   6.49   39754.51          0.20      3.04   \n",
      "2019-08-02   6.56   6.58   6.57   6.46   21061.50         -0.06     -0.91   \n",
      "2019-08-01   6.57   6.69   6.63   6.56   27096.50          0.01      0.15   \n",
      "2019-07-31   6.55   6.66   6.62   6.50   30551.79          0.06      0.92   \n",
      "2019-07-30   6.57   6.60   6.56   6.53   12608.00          0.01      0.15   \n",
      "2019-07-29   6.66   6.66   6.55   6.49   39582.29         -0.02     -0.30   \n",
      "2019-07-26   6.57   6.66   6.57   6.55   22169.95          0.00      0.00   \n",
      "2019-07-25   6.61   6.68   6.57   6.54   38444.50         -0.11     -1.65   \n",
      "2019-07-24   6.38   6.94   6.68   6.30   50989.62          0.30      4.70   \n",
      "2019-07-23   6.35   6.40   6.38   6.30   25423.00          0.03      0.47   \n",
      "2019-07-22   6.44   6.52   6.35   6.27   16136.23         -0.09     -1.40   \n",
      "2019-07-19   6.63   6.66   6.44   6.41   25108.50         -0.19     -2.87   \n",
      "2019-07-18   6.60   6.69   6.63   6.53   22110.50          0.03      0.46   \n",
      "2019-07-17   6.69   6.69   6.60   6.56   20821.60          0.01      0.15   \n",
      "2019-07-16   6.56   6.64   6.59   6.42   30360.00          0.13      2.01   \n",
      "2019-07-15   6.30   6.48   6.46   6.13   32209.33          0.18      2.87   \n",
      "2019-07-12   6.35   6.35   6.28   6.22   13890.24         -0.04     -0.63   \n",
      "2019-07-11   6.35   6.35   6.32   6.26   20339.29          0.00      0.00   \n",
      "2019-07-10   6.44   6.44   6.32   6.29   18234.00         -0.08     -1.25   \n",
      "2019-07-09   6.57   6.57   6.40   6.29   24008.74         -0.18     -2.74   \n",
      "2019-07-08   6.64   6.73   6.58   6.42   34591.20         -0.09     -1.35   \n",
      "2019-07-05   6.79   6.82   6.67   6.63   40145.41         -0.15     -2.20   \n",
      "\n",
      "               ma5    ma10   ma20      v_ma5     v_ma10     v_ma20       ma25  \\\n",
      "date                                                                            \n",
      "2019-11-29  10.050  10.401  9.953   93428.99  148079.50  110039.66  10.010000   \n",
      "2019-11-28  10.120  10.494  9.901  111919.29  161918.15  110283.48  10.005000   \n",
      "2019-11-27  10.196  10.600  9.848  148206.73  185358.83  108586.01  10.020000   \n",
      "2019-11-26  10.338  10.600  9.795  194469.67  189929.73  107093.48  10.072500   \n",
      "2019-11-25  10.508  10.491  9.736  206613.75  178974.37  102614.48  10.050000   \n",
      "2019-11-22  10.752  10.384  9.692  202730.01  161553.83   95425.55  10.101667   \n",
      "2019-11-21  10.868  10.243  9.627  211917.00  150895.88   91401.45  10.141429   \n",
      "2019-11-20  11.004  10.108  9.554  222510.92  128510.16   81237.86  10.218750   \n",
      "2019-11-19  10.862   9.938  9.475  185389.78  103150.98   68225.25  10.314444   \n",
      "2019-11-18  10.474   9.731  9.383  151335.00   86558.49   60014.71  10.401000   \n",
      "2019-11-15  10.016   9.505  9.292  120377.64   71999.81   53707.97  10.450000   \n",
      "2019-11-14   9.618   9.307  9.209   89874.76   58648.82   47181.42  10.500833   \n",
      "2019-11-13   9.212   9.096  9.125   34509.39   31813.19   36894.51  10.466154   \n",
      "2019-11-12   9.014   8.990  9.085   20912.18   24257.24   37576.78  10.371429   \n",
      "2019-11-11   8.988   8.981  9.110   21781.98   26254.59   47978.20  10.272667   \n",
      "2019-11-08   8.994   9.000  9.140   23621.98   29297.27   56423.35  10.190000   \n",
      "2019-11-07   8.996   9.010  9.173   27422.88   31907.02   68632.59  10.121765   \n",
      "2019-11-06   8.980   9.000  9.167   29116.98   33965.57   73884.20  10.062778   \n",
      "2019-11-05   8.966   9.012  9.138   27602.30   33299.53   75507.70  10.007368   \n",
      "2019-11-04   8.974   9.034  9.110   30727.20   33470.93   77430.49   9.953000   \n",
      "2019-11-01   9.006   9.078  9.083   34972.56   35416.13   79318.39   9.905714   \n",
      "2019-10-31   9.024   9.111  9.058   36391.16   35714.02   81950.76   9.862273   \n",
      "2019-10-30   9.020   9.153  9.042   38814.16   41975.83   90011.33   9.824348   \n",
      "2019-10-29   9.058   9.179  9.022   38996.76   50896.32  101615.34   9.792083   \n",
      "2019-10-28   9.094   9.238  8.974   36214.66   69701.81  101573.97   9.763600   \n",
      "2019-10-25   9.150   9.280  8.925   35859.70   83549.43  101964.59   9.725200   \n",
      "2019-10-24   9.198   9.335  8.876   35036.88  105358.16  102273.87   9.682400   \n",
      "2019-10-23   9.286   9.333  8.834   45137.50  113802.83  106108.02   9.647600   \n",
      "2019-10-22   9.300   9.263  8.774   62795.89  117715.88  108192.66   9.607600   \n",
      "2019-10-21   9.382   9.186  8.713  103188.96  121390.05  109878.90   9.583600   \n",
      "...            ...     ...    ...        ...        ...        ...        ...   \n",
      "2019-08-15   7.124   7.005  6.770   39437.48   44473.66   36642.35   8.137600   \n",
      "2019-08-14   7.102   6.947  6.741   39286.55   42656.71   35484.57   8.094800   \n",
      "2019-08-13   7.116   6.906  6.720   43565.55   42621.79   34980.60   8.063200   \n",
      "2019-08-12   7.056   6.843  6.690   51653.88   38934.17   34024.39   8.027200   \n",
      "2019-08-09   6.990   6.788  6.658   51259.32   38719.67   33548.50   7.988000   \n",
      "2019-08-08   6.886   6.736  6.617   49509.85   37955.78   32752.56   7.951200   \n",
      "2019-08-07   6.792   6.683  6.578   46026.86   37349.08   31543.96   7.917200   \n",
      "2019-08-06   6.696   6.641  6.539   41678.02   37218.45   29840.86   7.871600   \n",
      "2019-08-05   6.630   6.590  6.515   26214.46   30768.17   26545.00   7.815600   \n",
      "2019-08-02   6.586   6.548  6.505   26180.02   28406.34   26286.84   7.755200   \n",
      "2019-08-01   6.586   6.535  6.510   26401.71   28811.04   27241.03   7.696000   \n",
      "2019-07-31   6.574   6.535  6.520   28671.31   28312.44   27557.57   7.639600   \n",
      "2019-07-30   6.586   6.533  6.532   32758.87   27339.42   27956.45   7.576800   \n",
      "2019-07-29   6.550   6.536  6.552   35321.87   29114.62   28377.70   7.520400   \n",
      "2019-07-26   6.510   6.527  6.574   30632.66   28377.32   28048.78   7.463200   \n",
      "2019-07-25   6.484   6.498  6.587   31220.37   27549.35   28410.17   7.382000   \n",
      "2019-07-24   6.496   6.473  6.607   27953.57   25738.83   27734.47   7.282000   \n",
      "2019-07-23   6.480   6.437  6.623   21919.97   22463.27   26604.62   7.129200   \n",
      "2019-07-22   6.522   6.439  6.656   22907.37   22321.84   27011.99   7.012400   \n",
      "2019-07-19   6.544   6.462  6.690   26121.99   24167.34   28217.65   6.932800   \n",
      "2019-07-18   6.512   6.485  6.724   23878.33   25671.03   29519.92   6.891600   \n",
      "2019-07-17   6.450   6.504  6.746   23524.09   26802.70   30965.55   6.848800   \n",
      "2019-07-16   6.394   6.531  6.772   23006.57   28573.49   32559.63   6.810800   \n",
      "2019-07-15   6.356   6.567  6.791   21736.32   27640.79   34040.24   6.761600   \n",
      "2019-07-12   6.380   6.621  6.827   22212.69   27720.23   35022.77   6.718400   \n",
      "2019-07-11   6.458   6.676  6.863   27463.73   29270.99   37359.17   6.682800   \n",
      "2019-07-10   6.558   6.741  6.904   30081.30   29730.11   39848.01   6.654400   \n",
      "2019-07-09   6.668   6.808  6.951   34140.40   30745.96   43110.37   6.622800   \n",
      "2019-07-08   6.778   6.872  6.979   33545.25   31702.14   45173.14   6.602000   \n",
      "2019-07-05   6.862   6.918  6.976   33227.76   32267.96   46062.78   6.585200   \n",
      "\n",
      "                   v_ma60      macd  macdsignal  macdhist  \n",
      "date                                                       \n",
      "2019-11-29   29343.500000       NaN         NaN       NaN  \n",
      "2019-11-28   41924.745000       NaN         NaN       NaN  \n",
      "2019-11-27   47864.663333       NaN         NaN       NaN  \n",
      "2019-11-26   69614.122500       NaN         NaN       NaN  \n",
      "2019-11-25   93428.994000       NaN         NaN       NaN  \n",
      "2019-11-22   98156.660000       NaN         NaN       NaN  \n",
      "2019-11-21  117840.451429       NaN         NaN       NaN  \n",
      "2019-11-20  139492.793750       NaN         NaN       NaN  \n",
      "2019-11-19  145725.025556       NaN         NaN       NaN  \n",
      "2019-11-18  148079.500000       NaN         NaN       NaN  \n",
      "2019-11-15  149865.904545       NaN         NaN       NaN  \n",
      "2019-11-14  161453.146667       NaN         NaN       NaN  \n",
      "2019-11-13  157145.480000       NaN         NaN       NaN  \n",
      "2019-11-12  147728.587143       NaN         NaN       NaN  \n",
      "2019-11-11  138845.548000       NaN         NaN       NaN  \n",
      "2019-11-08  131118.671250       NaN         NaN       NaN  \n",
      "2019-11-07  124116.748235       NaN         NaN       NaN  \n",
      "2019-11-06  119302.895556       NaN         NaN       NaN  \n",
      "2019-11-05  114584.743158       NaN         NaN       NaN  \n",
      "2019-11-04  110039.656000       NaN         NaN       NaN  \n",
      "2019-11-01  106429.196190       NaN         NaN       NaN  \n",
      "2019-10-31  102525.892273       NaN         NaN       NaN  \n",
      "2019-10-30   99367.983913       NaN         NaN       NaN  \n",
      "2019-10-29   97114.422083       NaN         NaN       NaN  \n",
      "2019-10-28   95026.236800       NaN         NaN       NaN  \n",
      "2019-10-25   92960.343077       NaN         NaN       NaN  \n",
      "2019-10-24   90727.422963       NaN         NaN       NaN  \n",
      "2019-10-23   88587.407857       NaN         NaN       NaN  \n",
      "2019-10-22   86614.462759       NaN         NaN       NaN  \n",
      "2019-10-21   85165.148000       NaN         NaN       NaN  \n",
      "...                   ...       ...         ...       ...  \n",
      "2019-08-15  102645.892833 -0.274130   -0.155981 -0.118149  \n",
      "2019-08-14   98345.696000 -0.324432   -0.189671 -0.134761  \n",
      "2019-08-13   97412.873833 -0.347383   -0.221214 -0.126169  \n",
      "2019-08-12   97686.512333 -0.368584   -0.250688 -0.117896  \n",
      "2019-08-09   97941.943667 -0.381792   -0.276909 -0.104884  \n",
      "2019-08-08   98430.209000 -0.386992   -0.298925 -0.088067  \n",
      "2019-08-07   99100.376000 -0.386656   -0.316471 -0.070184  \n",
      "2019-08-06   99974.682500 -0.398738   -0.332925 -0.065813  \n",
      "2019-08-05  100142.957667 -0.413233   -0.348986 -0.064246  \n",
      "2019-08-02  100099.266000 -0.435834   -0.366356 -0.069478  \n",
      "2019-08-01   99980.541000 -0.443789   -0.381843 -0.061946  \n",
      "2019-07-31  100147.129000 -0.445762   -0.394626 -0.051135  \n",
      "2019-07-30   99859.029000 -0.447013   -0.405104 -0.041910  \n",
      "2019-07-29   99764.025500 -0.443698   -0.412823 -0.030875  \n",
      "2019-07-26   99385.028167 -0.434448   -0.417148 -0.017301  \n",
      "2019-07-25   99337.219833 -0.422251   -0.418168 -0.004082  \n",
      "2019-07-24   99642.521833 -0.399107   -0.414356  0.015249  \n",
      "2019-07-23   99552.788500 -0.400358   -0.411556  0.011198  \n",
      "2019-07-22   99298.859000 -0.399169   -0.409079  0.009910  \n",
      "2019-07-19   98998.417000 -0.386509   -0.404565  0.018056  \n",
      "2019-07-18   98746.943667 -0.357028   -0.395058  0.038029  \n",
      "2019-07-17   97707.727000 -0.332256   -0.382497  0.050241  \n",
      "2019-07-16   96228.745000 -0.309858   -0.367969  0.058111  \n",
      "2019-07-15   92876.611167 -0.299150   -0.354205  0.055056  \n",
      "2019-07-12   90051.681833 -0.301710   -0.343706  0.041997  \n",
      "2019-07-11   86067.332167 -0.297086   -0.334382  0.037296  \n",
      "2019-07-10   84419.261667 -0.290078   -0.325521  0.035443  \n",
      "2019-07-09   83653.782500 -0.274900   -0.315397  0.040497  \n",
      "2019-07-08   83095.074833 -0.245517   -0.301421  0.055904  \n",
      "2019-07-05   82740.148333 -0.212518   -0.283640  0.071122  \n",
      "\n",
      "[100 rows x 18 columns]\n",
      "insert into _trade(code,trade_date,open,high,low,close,volume,ma5,ma10,ma20,ma25,vol5,vol60,macd,macdsignal,macdhist)         values('000007','2019-11-15','10.50','11.30','10.34','10.94','167729','10.016','9.505','9.292','10.450','120377','149865','0.000000','0.000000','0.000000')\n",
      "Insert data over!\n"
     ]
    }
   ],
   "source": [
    "\n",
    "df1 = pd.read_csv(\"data/电信运营2019-11-21stock.csv\", encoding='gbk', \n",
    "                 header = 0,\n",
    "                 names = ['code', 'name', 'industry', 'area','pe', 'outstanding', 'totals', 'totalAssets','liquidAssets', 'fixedAssets', 'reserved', \n",
    "                          'reservedPerShare', 'esp', 'bvps', 'pb', 'timeToMarket', 'undp', 'perundp', 'rev', 'profit', 'gpr', 'npr', 'holders', 'MACD'])\n",
    "\n",
    "df2 = pd.read_csv(\"data/酒店餐饮2019-11-21stock.csv\", encoding='gbk', \n",
    "                 header = 0,\n",
    "                 names = ['code', 'name', 'industry', 'area','pe', 'outstanding', 'totals', 'totalAssets','liquidAssets', 'fixedAssets', 'reserved', \n",
    "                          'reservedPerShare', 'esp', 'bvps', 'pb', 'timeToMarket', 'undp', 'perundp', 'rev', 'profit', 'gpr', 'npr', 'holders', 'MACD'])\n",
    "\n",
    "df = pd.concat([df1, df2]) #上下合并两个df\n",
    "\n",
    "for code in df.code:\n",
    "    \n",
    "    code = (str(code)).zfill(6)\n",
    "    print(\"开始处理：\", code)\n",
    "    #print(type(code))\n",
    "    df1 = Make_Full_stock(code)#获取构造均价、均量、MACD数据 后面四列数据\n",
    "    print(df1.head(100))\n",
    "    df1 = df1.fillna(0)\n",
    "    \n",
    "    \n",
    "    sqls=Make_Sql(df1,code)\n",
    "    print(sqls[10])\n",
    "    Insert_Stock_Trade(sqls, cur)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1.shape\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "sqls=Make_Sql(df1,code)\n",
    "print(sqls[:3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Insert data over!\n"
     ]
    }
   ],
   "source": [
    "Insert_Stock_Trade(sqls, cur)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "### 创建数据库表\n",
    "**access**\n",
    "create table _trade( id Counter not null, code Text(6), name Text(10), trade_date Time, open Single, high Single, close Single, low Single, volume Long, amount Long,ma5 Single,ma10 Single,ma20 Single,ma25 Single,vol5 Long,vol60 Long, macd Single, macdsignal Single, macdhist Single, primary key(id) )\n",
    "CREATE INDEX stock_id_index ON _trade (id); \n",
    "CREATE INDEX stock_code_index ON _trade (code);\n",
    "\n",
    "create table _basic( id Counter not null, code Text(6), name Text(10), industry Text(10), area Text(10), pe Single, outstanding Long, totals Long,totalAssets Single,liquidAssets Single,fixedAssets Single,reserved Single, reservedPerShare Single, esp Single, bvps Single,pb Single,undp Single, perundp Single,rev Single, profit Single,gpr Single, npr Single,holders Long, timeToMarket Time, primary key(id) ); \n",
    "CREATE INDEX basic1_id_index ON _basic (id); \n",
    "CREATE INDEX basic2_id_index ON _basic (code);\n",
    "\n",
    "**postgresql**\n",
    "create table _trade( id serial not null, code varchar(6), name varchar(10), date date, open real, high real, close real, low real, volume bigint, amount bigint,ma5 real,ma10 real,ma20 real,ma25 real,vol5 bigint,vol60 bigint, macd real, macdsignal real, macdhist real, primary key(id) ); CREATE INDEX stock_id_index ON _trade (id); CREATE INDEX stock_code_index ON _trade (code);\n",
    "\n",
    "\n",
    "create table _basic( id serial not null, code varchar(6), name varchar(10), industry varchar(10), area varchar(10), pe real, outstanding bigint, totals bigint,totalAssets real,liquidAssets real,fixedAssets real,reserved real, reservedPerShare real, esp real, bvps real,pb real,undp real, perundp real,rev real, profit real,gpr real, npr real,holders bigint, timeToMarket date, primary key(id) ); CREATE INDEX basic1_id_index ON _basic (id); CREATE INDEX basic2_id_index ON _basic (code);\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  复权数据获取\n",
    "http://vip.stock.finance.sina.com.cn/corp/go.php/vMS_FuQuanMarketHistory/stockid/000002.phtml?year=2017&jidu=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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