TEJAPI_新手上路7.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "#功能模組\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "#RestAPI匯入相關套件 \n",
    "import requests, json\n",
    "\n",
    "#如果要使用tejapi模組,要另外導入以下套件(將Your Key替換成當初購買的金鑰編碼)\n",
    "import tejapi\n",
    "tejapi.ApiConfig.api_key = 'Your Key'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Case1: 方法A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "#網頁連結設定\n",
    "key = \"&api_key=\" + \"Your Key\"  \n",
    "database = 'TWN/APRCD'                               \n",
    "coid = \"&coid=\" + \"2454,3034,2379\"                   \n",
    "date_start = \"&mdate.gte=\" + \"2000-01-01\"             \n",
    "date_end = \"&mdate.lte=\" + \"2020-12-31\"               \n",
    "columns = \"&opts.columns=\" + \"coid,mdate,open_d,high_d,low_d,close_d\" \n",
    "paginate = ''                                         "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "   ['2379', '2003-11-03T00:00:00Z', 66.5, 67.0, 66.0, 66.5],\n",
       "   ['2379', '2003-11-04T00:00:00Z', 67.0, 67.5, 66.5, 66.5],\n",
       "   ['2379', '2003-11-05T00:00:00Z', 67.0, 68.5, 66.5, 68.0],\n",
       "   ['2379', '2003-11-06T00:00:00Z', 68.5, 68.5, 66.5, 67.5],\n",
       "   ['2379', '2003-11-07T00:00:00Z', 68.0, 68.0, 66.5, 67.5],\n",
       "   ['2379', '2003-11-10T00:00:00Z', 67.5, 68.0, 66.0, 67.0],\n",
       "   ['2379', '2003-11-11T00:00:00Z', 66.5, 67.0, 65.5, 66.5],\n",
       "   ['2379', '2003-11-12T00:00:00Z', 66.5, 67.0, 65.5, 66.0],\n",
       "   ['2379', '2003-11-13T00:00:00Z', 66.5, 67.0, 66.0, 67.0],\n",
       "   ['2379', '2003-11-14T00:00:00Z', 67.0, 67.5, 66.5, 67.5],\n",
       "   ['2379', '2003-11-17T00:00:00Z', 67.0, 67.5, 66.0, 66.0],\n",
       "   ['2379', '2003-11-18T00:00:00Z', 66.0, 66.5, 64.0, 64.5],\n",
       "   ['2379', '2003-11-19T00:00:00Z', 64.0, 64.0, 62.0, 62.5],\n",
       "   ['2379', '2003-11-20T00:00:00Z', 62.5, 64.5, 62.5, 63.0],\n",
       "   ['2379', '2003-11-21T00:00:00Z', 62.5, 63.5, 62.0, 63.5],\n",
       "   ['2379', '2003-11-24T00:00:00Z', 63.5, 64.0, 63.0, 63.0],\n",
       "   ['2379', '2003-11-25T00:00:00Z', 63.5, 64.5, 62.5, 63.0],\n",
       "   ['2379', '2003-11-26T00:00:00Z', 63.0, 63.5, 63.0, 63.0],\n",
       "   ['2379', '2003-11-27T00:00:00Z', 63.0, 63.0, 62.0, 62.0],\n",
       "   ['2379', '2003-11-28T00:00:00Z', 62.5, 63.0, 61.0, 61.5],\n",
       "   ['2379', '2003-12-01T00:00:00Z', 61.0, 62.5, 61.0, 62.5],\n",
       "   ['2379', '2003-12-02T00:00:00Z', 63.0, 63.5, 62.5, 63.5],\n",
       "   ['2379', '2003-12-03T00:00:00Z', 63.5, 64.0, 62.5, 62.5],\n",
       "   ['2379', '2003-12-04T00:00:00Z', 62.5, 63.5, 62.5, 63.5],\n",
       "   ['2379', '2003-12-05T00:00:00Z', 63.5, 64.0, 62.5, 63.0],\n",
       "   ['2379', '2003-12-08T00:00:00Z', 63.0, 63.5, 62.0, 63.5],\n",
       "   ['2379', '2003-12-09T00:00:00Z', 63.5, 63.5, 62.0, 62.0],\n",
       "   ['2379', '2003-12-10T00:00:00Z', 61.0, 61.5, 61.0, 61.0],\n",
       "   ['2379', '2003-12-11T00:00:00Z', 61.0, 61.5, 61.0, 61.5],\n",
       "   ['2379', '2003-12-12T00:00:00Z', 62.0, 62.5, 60.5, 61.0],\n",
       "   ['2379', '2003-12-15T00:00:00Z', 61.5, 62.0, 60.5, 61.5],\n",
       "   ...],\n",
       "  'columns': [{'name': 'coid',\n",
       "    'type': 'char(7)',\n",
       "    'cname': '證券代碼',\n",
       "    'description': '交易所及櫃檯買賣中心所訂的代碼',\n",
       "    'unit': '-'},\n",
       "   {'name': 'mdate',\n",
       "    'type': 'datetime',\n",
       "    'cname': '年月日',\n",
       "    'description': '年月日',\n",
       "    'unit': '-'},\n",
       "   {'name': 'open_d',\n",
       "    'type': 'decimal(11,4)',\n",
       "    'cname': '開盤價(元)',\n",
       "    'description': '興櫃股票不提供開盤價，本處之開盤價為前一交易日之收盤價。首次上興櫃日當日開盤價以[－]值代入',\n",
       "    'unit': 'NTD'},\n",
       "   {'name': 'high_d',\n",
       "    'type': 'decimal(11,4)',\n",
       "    'cname': '最高價(元)',\n",
       "    'description': '若當日無成交，以前一交易日收盤價代入',\n",
       "    'unit': 'NTD'},\n",
       "   {'name': 'low_d',\n",
       "    'type': 'decimal(11,4)',\n",
       "    'cname': '最低價(元)',\n",
       "    'description': '若當日無成交，以前一交易日收盤價代入',\n",
       "    'unit': 'NTD'},\n",
       "   {'name': 'close_d',\n",
       "    'type': 'decimal(11,4)',\n",
       "    'cname': '收盤價(元)',\n",
       "    'description': '若當日無成交，以前一交易日收盤價代入',\n",
       "    'unit': 'NTD'}]},\n",
       " 'meta': {'next_cursor_id': 'Qy3WIqAfKL'}}"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#讀取網頁\n",
    "url = \"https://api.tej.com.tw/api/datatables/\" + database + \".json?\" + coid + date_start + date_end + columns + key + paginate \n",
    "rq = requests.get(url)\n",
    "rq.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'name': 'coid',\n",
       "  'type': 'char(7)',\n",
       "  'cname': '證券代碼',\n",
       "  'description': '交易所及櫃檯買賣中心所訂的代碼',\n",
       "  'unit': '-'},\n",
       " {'name': 'mdate',\n",
       "  'type': 'datetime',\n",
       "  'cname': '年月日',\n",
       "  'description': '年月日',\n",
       "  'unit': '-'},\n",
       " {'name': 'open_d',\n",
       "  'type': 'decimal(11,4)',\n",
       "  'cname': '開盤價(元)',\n",
       "  'description': '興櫃股票不提供開盤價，本處之開盤價為前一交易日之收盤價。首次上興櫃日當日開盤價以[－]值代入',\n",
       "  'unit': 'NTD'},\n",
       " {'name': 'high_d',\n",
       "  'type': 'decimal(11,4)',\n",
       "  'cname': '最高價(元)',\n",
       "  'description': '若當日無成交，以前一交易日收盤價代入',\n",
       "  'unit': 'NTD'},\n",
       " {'name': 'low_d',\n",
       "  'type': 'decimal(11,4)',\n",
       "  'cname': '最低價(元)',\n",
       "  'description': '若當日無成交，以前一交易日收盤價代入',\n",
       "  'unit': 'NTD'},\n",
       " {'name': 'close_d',\n",
       "  'type': 'decimal(11,4)',\n",
       "  'cname': '收盤價(元)',\n",
       "  'description': '若當日無成交，以前一交易日收盤價代入',\n",
       "  'unit': 'NTD'}]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#欄位資訊\n",
    "column_info = rq.json()['datatable']['columns']\n",
    "column_info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['證券代碼', '年月日', '開盤價(元)', '最高價(元)', '最低價(元)', '收盤價(元)']"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#選取中文欄位\n",
    "chinese_columns = [i['cname'] for i in column_info]\n",
    "chinese_columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['2379', '2000-01-04T00:00:00Z', 139.0, 141.5, 136.5, 138.0],\n",
       " ['2379', '2000-01-05T00:00:00Z', 136.0, 146.0, 136.0, 146.0],\n",
       " ['2379', '2000-01-06T00:00:00Z', 147.5, 148.0, 141.0, 141.0],\n",
       " ['2379', '2000-01-07T00:00:00Z', 140.0, 144.0, 140.0, 141.5],\n",
       " ['2379', '2000-01-10T00:00:00Z', 142.0, 145.0, 141.0, 141.5],\n",
       " ['2379', '2000-01-11T00:00:00Z', 144.0, 150.0, 142.0, 142.5],\n",
       " ['2379', '2000-01-12T00:00:00Z', 145.5, 152.0, 143.5, 152.0],\n",
       " ['2379', '2000-01-13T00:00:00Z', 158.0, 158.0, 151.0, 152.0],\n",
       " ['2379', '2000-01-14T00:00:00Z', 157.0, 162.0, 156.0, 159.0],\n",
       " ['2379', '2000-01-15T00:00:00Z', 162.0, 170.0, 157.0, 170.0],\n",
       " ['2379', '2000-01-17T00:00:00Z', 172.0, 175.0, 168.0, 169.0],\n",
       " ['2379', '2000-01-18T00:00:00Z', 168.0, 177.0, 165.0, 177.0],\n",
       " ['2379', '2000-01-19T00:00:00Z', 176.0, 176.0, 165.0, 167.0],\n",
       " ['2379', '2000-01-20T00:00:00Z', 165.0, 168.0, 161.0, 168.0],\n",
       " ['2379', '2000-01-21T00:00:00Z', 167.0, 175.0, 164.0, 171.0],\n",
       " ['2379', '2000-01-24T00:00:00Z', 176.0, 182.0, 173.0, 177.0],\n",
       " ['2379', '2000-01-25T00:00:00Z', 175.0, 177.0, 169.0, 173.0],\n",
       " ['2379', '2000-01-26T00:00:00Z', 168.0, 173.0, 165.0, 168.0],\n",
       " ['2379', '2000-01-27T00:00:00Z', 166.0, 168.0, 160.0, 160.0],\n",
       " ['2379', '2000-01-28T00:00:00Z', 160.0, 165.0, 157.0, 162.0],\n",
       " ['2379', '2000-01-29T00:00:00Z', 162.0, 165.0, 162.0, 163.0],\n",
       " ['2379', '2000-01-31T00:00:00Z', 165.0, 170.0, 162.0, 167.0],\n",
       " ['2379', '2000-02-01T00:00:00Z', 169.0, 173.0, 168.0, 169.0],\n",
       " ['2379', '2000-02-09T00:00:00Z', 172.0, 172.0, 165.0, 165.0],\n",
       " ['2379', '2000-02-10T00:00:00Z', 163.0, 167.0, 162.0, 164.0],\n",
       " ['2379', '2000-02-11T00:00:00Z', 165.0, 170.0, 165.0, 166.0],\n",
       " ['2379', '2000-02-14T00:00:00Z', 165.0, 172.0, 161.0, 161.0],\n",
       " ['2379', '2000-02-15T00:00:00Z', 163.0, 165.0, 161.0, 165.0],\n",
       " ['2379', '2000-02-16T00:00:00Z', 169.0, 169.0, 165.0, 166.0],\n",
       " ['2379', '2000-02-17T00:00:00Z', 166.0, 170.0, 164.0, 166.0],\n",
       " ['2379', '2000-02-18T00:00:00Z', 170.0, 172.0, 165.0, 166.0],\n",
       " ['2379', '2000-02-19T00:00:00Z', 166.0, 167.0, 163.0, 163.0],\n",
       " ['2379', '2000-02-21T00:00:00Z', 162.0, 166.0, 157.0, 157.0],\n",
       " ['2379', '2000-02-22T00:00:00Z', 157.0, 159.0, 155.0, 156.0],\n",
       " ['2379', '2000-02-23T00:00:00Z', 156.0, 159.0, 156.0, 157.0],\n",
       " ['2379', '2000-02-24T00:00:00Z', 159.0, 160.0, 155.0, 155.0],\n",
       " ['2379', '2000-02-25T00:00:00Z', 155.0, 158.0, 152.0, 153.0],\n",
       " ['2379', '2000-02-29T00:00:00Z', 154.0, 156.0, 152.0, 152.0],\n",
       " ['2379', '2000-03-01T00:00:00Z', 153.0, 157.0, 153.0, 153.0],\n",
       " ['2379', '2000-03-02T00:00:00Z', 155.0, 157.0, 153.0, 155.0],\n",
       " ['2379', '2000-03-03T00:00:00Z', 155.0, 165.0, 155.0, 165.0],\n",
       " ['2379', '2000-03-04T00:00:00Z', 168.0, 172.0, 165.0, 165.0],\n",
       " ['2379', '2000-03-06T00:00:00Z', 167.0, 172.0, 165.0, 172.0],\n",
       " ['2379', '2000-03-07T00:00:00Z', 174.0, 184.0, 170.0, 181.0],\n",
       " ['2379', '2000-03-08T00:00:00Z', 184.0, 193.0, 184.0, 193.0],\n",
       " ['2379', '2000-03-09T00:00:00Z', 195.0, 198.0, 190.0, 190.0],\n",
       " ['2379', '2000-03-10T00:00:00Z', 193.0, 202.0, 190.0, 190.0],\n",
       " ['2379', '2000-03-13T00:00:00Z', 190.0, 190.0, 177.0, 178.0],\n",
       " ['2379', '2000-03-14T00:00:00Z', 185.0, 190.0, 181.0, 188.0],\n",
       " ['2379', '2000-03-15T00:00:00Z', 185.0, 188.0, 176.0, 176.0],\n",
       " ['2379', '2000-03-16T00:00:00Z', 165.0, 180.0, 165.0, 175.0],\n",
       " ['2379', '2000-03-17T00:00:00Z', 177.0, 184.0, 174.0, 178.0],\n",
       " ['2379', '2000-03-20T00:00:00Z', 172.0, 172.0, 172.0, 172.0],\n",
       " ['2379', '2000-03-21T00:00:00Z', 175.0, 184.0, 175.0, 184.0],\n",
       " ['2379', '2000-03-22T00:00:00Z', 190.0, 196.0, 186.0, 196.0],\n",
       " ['2379', '2000-03-23T00:00:00Z', 205.0, 209.0, 203.0, 206.0],\n",
       " ['2379', '2000-03-24T00:00:00Z', 205.0, 215.0, 200.0, 210.0],\n",
       " ['2379', '2000-03-27T00:00:00Z', 210.0, 222.0, 208.0, 211.0],\n",
       " ['2379', '2000-03-28T00:00:00Z', 211.0, 225.0, 205.0, 225.0],\n",
       " ['2379', '2000-03-29T00:00:00Z', 225.0, 235.0, 220.0, 221.0],\n",
       " ['2379', '2000-03-30T00:00:00Z', 220.0, 228.0, 216.0, 216.0],\n",
       " ['2379', '2000-03-31T00:00:00Z', 215.0, 223.0, 215.0, 219.0],\n",
       " ['2379', '2000-04-01T00:00:00Z', 227.0, 234.0, 221.0, 234.0],\n",
       " ['2379', '2000-04-05T00:00:00Z', 233.0, 250.0, 233.0, 250.0],\n",
       " ['2379', '2000-04-06T00:00:00Z', 257.0, 257.0, 242.0, 243.0],\n",
       " ['2379', '2000-04-07T00:00:00Z', 245.0, 260.0, 245.0, 260.0],\n",
       " ['2379', '2000-04-08T00:00:00Z', 270.0, 278.0, 263.0, 278.0],\n",
       " ['2379', '2000-04-10T00:00:00Z', 281.0, 290.0, 278.0, 282.0],\n",
       " ['2379', '2000-04-11T00:00:00Z', 278.0, 287.0, 268.0, 271.0],\n",
       " ['2379', '2000-04-12T00:00:00Z', 270.0, 270.0, 253.0, 253.0],\n",
       " ['2379', '2000-04-13T00:00:00Z', 238.0, 244.0, 236.0, 237.0],\n",
       " ['2379', '2000-04-14T00:00:00Z', 230.0, 243.0, 229.0, 229.0],\n",
       " ['2379', '2000-04-15T00:00:00Z', 213.0, 213.0, 213.0, 213.0],\n",
       " ['2379', '2000-04-17T00:00:00Z', 212.0, 227.0, 212.0, 227.0],\n",
       " ['2379', '2000-04-18T00:00:00Z', 237.0, 242.0, 235.0, 242.0],\n",
       " ['2379', '2000-04-19T00:00:00Z', 248.0, 253.0, 235.0, 239.0],\n",
       " ['2379', '2000-04-20T00:00:00Z', 236.0, 249.0, 230.0, 246.0],\n",
       " ['2379', '2000-04-21T00:00:00Z', 247.0, 252.0, 243.0, 248.0],\n",
       " ['2379', '2000-04-24T00:00:00Z', 247.0, 247.0, 231.0, 231.0],\n",
       " ['2379', '2000-04-25T00:00:00Z', 220.0, 231.0, 215.0, 227.0],\n",
       " ['2379', '2000-04-26T00:00:00Z', 231.0, 237.0, 220.0, 226.0],\n",
       " ['2379', '2000-04-27T00:00:00Z', 232.0, 240.0, 226.0, 237.0],\n",
       " ['2379', '2000-04-28T00:00:00Z', 237.0, 248.0, 230.0, 248.0],\n",
       " ['2379', '2000-04-29T00:00:00Z', 248.0, 253.0, 243.0, 248.0],\n",
       " ['2379', '2000-05-02T00:00:00Z', 252.0, 253.0, 238.0, 238.0],\n",
       " ['2379', '2000-05-03T00:00:00Z', 231.0, 235.0, 224.0, 228.0],\n",
       " ['2379', '2000-05-04T00:00:00Z', 225.0, 233.0, 213.0, 213.0],\n",
       " ['2379', '2000-05-05T00:00:00Z', 210.0, 227.0, 210.0, 227.0],\n",
       " ['2379', '2000-05-06T00:00:00Z', 229.0, 239.0, 227.0, 232.0],\n",
       " ['2379', '2000-05-08T00:00:00Z', 235.0, 244.0, 233.0, 239.0],\n",
       " ['2379', '2000-05-09T00:00:00Z', 239.0, 244.0, 236.0, 243.0],\n",
       " ['2379', '2000-05-10T00:00:00Z', 245.0, 246.0, 237.0, 237.0],\n",
       " ['2379', '2000-05-11T00:00:00Z', 230.0, 241.0, 230.0, 239.0],\n",
       " ['2379', '2000-05-12T00:00:00Z', 244.0, 247.0, 239.0, 239.0],\n",
       " ['2379', '2000-05-15T00:00:00Z', 240.0, 242.0, 231.0, 231.0],\n",
       " ['2379', '2000-05-16T00:00:00Z', 231.0, 242.0, 225.0, 241.0],\n",
       " ['2379', '2000-05-17T00:00:00Z', 247.0, 257.0, 245.0, 257.0],\n",
       " ['2379', '2000-05-18T00:00:00Z', 253.0, 273.0, 253.0, 269.0],\n",
       " ['2379', '2000-05-19T00:00:00Z', 267.0, 271.0, 264.0, 269.0],\n",
       " ['2379', '2000-05-20T00:00:00Z', 269.0, 272.0, 251.0, 254.0],\n",
       " ['2379', '2000-05-22T00:00:00Z', 254.0, 264.0, 254.0, 254.0],\n",
       " ['2379', '2000-05-23T00:00:00Z', 260.0, 260.0, 251.0, 254.0],\n",
       " ['2379', '2000-05-24T00:00:00Z', 246.0, 251.0, 237.0, 238.0],\n",
       " ['2379', '2000-05-25T00:00:00Z', 244.0, 246.0, 225.0, 226.0],\n",
       " ['2379', '2000-05-26T00:00:00Z', 221.0, 233.0, 218.0, 233.0],\n",
       " ['2379', '2000-05-29T00:00:00Z', 234.0, 235.0, 228.0, 230.0],\n",
       " ['2379', '2000-05-30T00:00:00Z', 233.0, 235.0, 227.0, 231.0],\n",
       " ['2379', '2000-05-31T00:00:00Z', 245.0, 247.0, 239.0, 247.0],\n",
       " ['2379', '2000-06-01T00:00:00Z', 246.0, 246.0, 241.0, 241.0],\n",
       " ['2379', '2000-06-02T00:00:00Z', 247.0, 257.0, 247.0, 253.0],\n",
       " ['2379', '2000-06-03T00:00:00Z', 264.0, 268.0, 257.0, 258.0],\n",
       " ['2379', '2000-06-05T00:00:00Z', 263.0, 276.0, 258.0, 276.0],\n",
       " ['2379', '2000-06-07T00:00:00Z', 276.0, 295.0, 275.0, 294.0],\n",
       " ['2379', '2000-06-08T00:00:00Z', 294.0, 296.0, 279.0, 279.0],\n",
       " ['2379', '2000-06-09T00:00:00Z', 281.0, 290.0, 279.0, 285.0],\n",
       " ['2379', '2000-06-12T00:00:00Z', 285.0, 297.0, 285.0, 295.0],\n",
       " ['2379', '2000-06-13T00:00:00Z', 293.0, 293.0, 283.0, 285.0],\n",
       " ['2379', '2000-06-14T00:00:00Z', 288.0, 289.0, 281.0, 281.0],\n",
       " ['2379', '2000-06-15T00:00:00Z', 280.0, 289.0, 280.0, 284.0],\n",
       " ['2379', '2000-06-16T00:00:00Z', 284.0, 285.0, 268.0, 280.0],\n",
       " ['2379', '2000-06-17T00:00:00Z', 278.0, 278.0, 266.0, 266.0],\n",
       " ['2379', '2000-06-19T00:00:00Z', 267.0, 280.0, 267.0, 280.0],\n",
       " ['2379', '2000-06-20T00:00:00Z', 284.0, 284.0, 273.0, 277.0],\n",
       " ['2379', '2000-06-21T00:00:00Z', 278.0, 280.0, 273.0, 276.0],\n",
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       " ['2379', '2003-09-05T00:00:00Z', 76.5, 78.0, 75.5, 77.5],\n",
       " ['2379', '2003-09-08T00:00:00Z', 77.5, 78.0, 76.5, 78.0],\n",
       " ['2379', '2003-09-09T00:00:00Z', 78.5, 79.0, 75.5, 75.5],\n",
       " ['2379', '2003-09-10T00:00:00Z', 75.0, 76.0, 74.0, 75.5],\n",
       " ['2379', '2003-09-12T00:00:00Z', 75.0, 75.5, 74.5, 75.5],\n",
       " ['2379', '2003-09-15T00:00:00Z', 75.5, 75.5, 74.0, 74.0],\n",
       " ['2379', '2003-09-16T00:00:00Z', 73.5, 75.5, 73.5, 75.0],\n",
       " ['2379', '2003-09-17T00:00:00Z', 76.0, 76.0, 74.0, 74.0],\n",
       " ['2379', '2003-09-18T00:00:00Z', 74.0, 75.0, 73.5, 74.0],\n",
       " ['2379', '2003-09-19T00:00:00Z', 74.5, 76.5, 74.0, 75.0],\n",
       " ['2379', '2003-09-22T00:00:00Z', 75.0, 75.0, 71.0, 71.5],\n",
       " ['2379', '2003-09-23T00:00:00Z', 71.0, 72.0, 71.0, 72.0],\n",
       " ['2379', '2003-09-24T00:00:00Z', 72.5, 73.0, 71.5, 72.0],\n",
       " ['2379', '2003-09-25T00:00:00Z', 71.0, 71.5, 70.5, 71.0],\n",
       " ['2379', '2003-09-26T00:00:00Z', 71.0, 72.0, 70.5, 71.5],\n",
       " ['2379', '2003-09-29T00:00:00Z', 71.0, 72.0, 70.5, 71.5],\n",
       " ['2379', '2003-09-30T00:00:00Z', 72.5, 73.0, 71.5, 71.5],\n",
       " ['2379', '2003-10-01T00:00:00Z', 71.5, 72.0, 71.0, 71.5],\n",
       " ['2379', '2003-10-02T00:00:00Z', 73.0, 73.5, 72.0, 73.0],\n",
       " ['2379', '2003-10-03T00:00:00Z', 73.0, 73.0, 72.0, 72.5],\n",
       " ['2379', '2003-10-06T00:00:00Z', 73.5, 74.0, 72.5, 73.5],\n",
       " ['2379', '2003-10-07T00:00:00Z', 74.0, 74.0, 72.5, 72.5],\n",
       " ['2379', '2003-10-08T00:00:00Z', 73.0, 73.5, 72.5, 72.5],\n",
       " ['2379', '2003-10-09T00:00:00Z', 72.5, 73.0, 71.5, 73.0],\n",
       " ['2379', '2003-10-13T00:00:00Z', 73.5, 73.5, 72.0, 72.0],\n",
       " ['2379', '2003-10-14T00:00:00Z', 73.0, 73.0, 71.5, 71.5],\n",
       " ['2379', '2003-10-15T00:00:00Z', 72.0, 72.5, 71.0, 71.5],\n",
       " ['2379', '2003-10-16T00:00:00Z', 71.5, 72.5, 71.0, 72.5],\n",
       " ['2379', '2003-10-17T00:00:00Z', 73.0, 73.0, 72.0, 72.5],\n",
       " ['2379', '2003-10-20T00:00:00Z', 72.5, 72.5, 70.5, 71.0],\n",
       " ['2379', '2003-10-21T00:00:00Z', 71.5, 71.5, 68.0, 69.0],\n",
       " ['2379', '2003-10-22T00:00:00Z', 68.5, 70.0, 68.0, 69.5],\n",
       " ['2379', '2003-10-23T00:00:00Z', 68.5, 69.0, 68.5, 68.5],\n",
       " ['2379', '2003-10-24T00:00:00Z', 68.5, 69.5, 68.5, 68.5],\n",
       " ['2379', '2003-10-27T00:00:00Z', 68.5, 69.5, 68.5, 68.5],\n",
       " ['2379', '2003-10-28T00:00:00Z', 69.0, 69.5, 68.5, 68.5],\n",
       " ['2379', '2003-10-29T00:00:00Z', 69.5, 70.0, 68.5, 68.5],\n",
       " ['2379', '2003-10-30T00:00:00Z', 68.5, 69.0, 68.0, 69.0],\n",
       " ['2379', '2003-10-31T00:00:00Z', 69.0, 69.0, 65.5, 67.5],\n",
       " ['2379', '2003-11-03T00:00:00Z', 66.5, 67.0, 66.0, 66.5],\n",
       " ['2379', '2003-11-04T00:00:00Z', 67.0, 67.5, 66.5, 66.5],\n",
       " ['2379', '2003-11-05T00:00:00Z', 67.0, 68.5, 66.5, 68.0],\n",
       " ['2379', '2003-11-06T00:00:00Z', 68.5, 68.5, 66.5, 67.5],\n",
       " ['2379', '2003-11-07T00:00:00Z', 68.0, 68.0, 66.5, 67.5],\n",
       " ['2379', '2003-11-10T00:00:00Z', 67.5, 68.0, 66.0, 67.0],\n",
       " ['2379', '2003-11-11T00:00:00Z', 66.5, 67.0, 65.5, 66.5],\n",
       " ['2379', '2003-11-12T00:00:00Z', 66.5, 67.0, 65.5, 66.0],\n",
       " ['2379', '2003-11-13T00:00:00Z', 66.5, 67.0, 66.0, 67.0],\n",
       " ['2379', '2003-11-14T00:00:00Z', 67.0, 67.5, 66.5, 67.5],\n",
       " ['2379', '2003-11-17T00:00:00Z', 67.0, 67.5, 66.0, 66.0],\n",
       " ['2379', '2003-11-18T00:00:00Z', 66.0, 66.5, 64.0, 64.5],\n",
       " ['2379', '2003-11-19T00:00:00Z', 64.0, 64.0, 62.0, 62.5],\n",
       " ['2379', '2003-11-20T00:00:00Z', 62.5, 64.5, 62.5, 63.0],\n",
       " ['2379', '2003-11-21T00:00:00Z', 62.5, 63.5, 62.0, 63.5],\n",
       " ['2379', '2003-11-24T00:00:00Z', 63.5, 64.0, 63.0, 63.0],\n",
       " ['2379', '2003-11-25T00:00:00Z', 63.5, 64.5, 62.5, 63.0],\n",
       " ['2379', '2003-11-26T00:00:00Z', 63.0, 63.5, 63.0, 63.0],\n",
       " ['2379', '2003-11-27T00:00:00Z', 63.0, 63.0, 62.0, 62.0],\n",
       " ['2379', '2003-11-28T00:00:00Z', 62.5, 63.0, 61.0, 61.5],\n",
       " ['2379', '2003-12-01T00:00:00Z', 61.0, 62.5, 61.0, 62.5],\n",
       " ['2379', '2003-12-02T00:00:00Z', 63.0, 63.5, 62.5, 63.5],\n",
       " ['2379', '2003-12-03T00:00:00Z', 63.5, 64.0, 62.5, 62.5],\n",
       " ['2379', '2003-12-04T00:00:00Z', 62.5, 63.5, 62.5, 63.5],\n",
       " ['2379', '2003-12-05T00:00:00Z', 63.5, 64.0, 62.5, 63.0],\n",
       " ['2379', '2003-12-08T00:00:00Z', 63.0, 63.5, 62.0, 63.5],\n",
       " ['2379', '2003-12-09T00:00:00Z', 63.5, 63.5, 62.0, 62.0],\n",
       " ['2379', '2003-12-10T00:00:00Z', 61.0, 61.5, 61.0, 61.0],\n",
       " ['2379', '2003-12-11T00:00:00Z', 61.0, 61.5, 61.0, 61.5],\n",
       " ['2379', '2003-12-12T00:00:00Z', 62.0, 62.5, 60.5, 61.0],\n",
       " ['2379', '2003-12-15T00:00:00Z', 61.5, 62.0, 60.5, 61.5],\n",
       " ...]"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#取得股價\n",
    "data = rq.json()['datatable']['data']\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>證券代碼</th>\n",
       "      <th>年月日</th>\n",
       "      <th>開盤價(元)</th>\n",
       "      <th>最高價(元)</th>\n",
       "      <th>最低價(元)</th>\n",
       "      <th>收盤價(元)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-01-04T00:00:00Z</td>\n",
       "      <td>139.0</td>\n",
       "      <td>141.5</td>\n",
       "      <td>136.5</td>\n",
       "      <td>138.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-01-05T00:00:00Z</td>\n",
       "      <td>136.0</td>\n",
       "      <td>146.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-01-06T00:00:00Z</td>\n",
       "      <td>147.5</td>\n",
       "      <td>148.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>141.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-01-07T00:00:00Z</td>\n",
       "      <td>140.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>141.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-01-10T00:00:00Z</td>\n",
       "      <td>142.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>141.5</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9995</th>\n",
       "      <td>2454</td>\n",
       "      <td>2020-11-24T00:00:00Z</td>\n",
       "      <td>752.0</td>\n",
       "      <td>752.0</td>\n",
       "      <td>734.0</td>\n",
       "      <td>742.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9996</th>\n",
       "      <td>2454</td>\n",
       "      <td>2020-11-25T00:00:00Z</td>\n",
       "      <td>746.0</td>\n",
       "      <td>748.0</td>\n",
       "      <td>724.0</td>\n",
       "      <td>724.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9997</th>\n",
       "      <td>2454</td>\n",
       "      <td>2020-11-26T00:00:00Z</td>\n",
       "      <td>733.0</td>\n",
       "      <td>737.0</td>\n",
       "      <td>725.0</td>\n",
       "      <td>730.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9998</th>\n",
       "      <td>2454</td>\n",
       "      <td>2020-11-27T00:00:00Z</td>\n",
       "      <td>725.0</td>\n",
       "      <td>731.0</td>\n",
       "      <td>721.0</td>\n",
       "      <td>725.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9999</th>\n",
       "      <td>2454</td>\n",
       "      <td>2020-11-30T00:00:00Z</td>\n",
       "      <td>711.0</td>\n",
       "      <td>718.0</td>\n",
       "      <td>703.0</td>\n",
       "      <td>704.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10000 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      證券代碼                   年月日  開盤價(元)  最高價(元)  最低價(元)  收盤價(元)\n",
       "0     2379  2000-01-04T00:00:00Z   139.0   141.5   136.5   138.0\n",
       "1     2379  2000-01-05T00:00:00Z   136.0   146.0   136.0   146.0\n",
       "2     2379  2000-01-06T00:00:00Z   147.5   148.0   141.0   141.0\n",
       "3     2379  2000-01-07T00:00:00Z   140.0   144.0   140.0   141.5\n",
       "4     2379  2000-01-10T00:00:00Z   142.0   145.0   141.0   141.5\n",
       "...    ...                   ...     ...     ...     ...     ...\n",
       "9995  2454  2020-11-24T00:00:00Z   752.0   752.0   734.0   742.0\n",
       "9996  2454  2020-11-25T00:00:00Z   746.0   748.0   724.0   724.0\n",
       "9997  2454  2020-11-26T00:00:00Z   733.0   737.0   725.0   730.0\n",
       "9998  2454  2020-11-27T00:00:00Z   725.0   731.0   721.0   725.0\n",
       "9999  2454  2020-11-30T00:00:00Z   711.0   718.0   703.0   704.0\n",
       "\n",
       "[10000 rows x 6 columns]"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#形成 DataFrame格式的資料，故可與方法 B的結果進行對照\n",
    "data_table_a = pd.DataFrame(data, columns = chinese_columns)\n",
    "data_table_a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Qy3WIqAfKL\n"
     ]
    }
   ],
   "source": [
    "#因為TEJ單次取得資料限制最多10,000筆，故上述資料可能不完整\n",
    "next_cursor_id = rq.json()['meta']['next_cursor_id']\n",
    "print(next_cursor_id)                   #出現編碼代表下頁還有資料，若無則顯示None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Case1: 方法B"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\a0927\\anaconda3\\lib\\site-packages\\tejapi\\get.py:43: UserWarning: 如需要更多資料，請設定參數 paginate=True，詳細訊息: %s \n",
      "  warnings.warn(Message.WARN_PAGE_LIMIT_EXCEEDED, UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\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>證券代碼</th>\n",
       "      <th>年月日</th>\n",
       "      <th>開盤價(元)</th>\n",
       "      <th>最高價(元)</th>\n",
       "      <th>最低價(元)</th>\n",
       "      <th>收盤價(元)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>None</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-01-04 00:00:00+00:00</td>\n",
       "      <td>139.0</td>\n",
       "      <td>141.5</td>\n",
       "      <td>136.5</td>\n",
       "      <td>138.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-01-05 00:00:00+00:00</td>\n",
       "      <td>136.0</td>\n",
       "      <td>146.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-01-06 00:00:00+00:00</td>\n",
       "      <td>147.5</td>\n",
       "      <td>148.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>141.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-01-07 00:00:00+00:00</td>\n",
       "      <td>140.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>141.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-01-10 00:00:00+00:00</td>\n",
       "      <td>142.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>141.5</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9995</th>\n",
       "      <td>2454</td>\n",
       "      <td>2020-11-24 00:00:00+00:00</td>\n",
       "      <td>752.0</td>\n",
       "      <td>752.0</td>\n",
       "      <td>734.0</td>\n",
       "      <td>742.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9996</th>\n",
       "      <td>2454</td>\n",
       "      <td>2020-11-25 00:00:00+00:00</td>\n",
       "      <td>746.0</td>\n",
       "      <td>748.0</td>\n",
       "      <td>724.0</td>\n",
       "      <td>724.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9997</th>\n",
       "      <td>2454</td>\n",
       "      <td>2020-11-26 00:00:00+00:00</td>\n",
       "      <td>733.0</td>\n",
       "      <td>737.0</td>\n",
       "      <td>725.0</td>\n",
       "      <td>730.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9998</th>\n",
       "      <td>2454</td>\n",
       "      <td>2020-11-27 00:00:00+00:00</td>\n",
       "      <td>725.0</td>\n",
       "      <td>731.0</td>\n",
       "      <td>721.0</td>\n",
       "      <td>725.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9999</th>\n",
       "      <td>2454</td>\n",
       "      <td>2020-11-30 00:00:00+00:00</td>\n",
       "      <td>711.0</td>\n",
       "      <td>718.0</td>\n",
       "      <td>703.0</td>\n",
       "      <td>704.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10000 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      證券代碼                       年月日  開盤價(元)  最高價(元)  最低價(元)  收盤價(元)\n",
       "None                                                                \n",
       "0     2379 2000-01-04 00:00:00+00:00   139.0   141.5   136.5   138.0\n",
       "1     2379 2000-01-05 00:00:00+00:00   136.0   146.0   136.0   146.0\n",
       "2     2379 2000-01-06 00:00:00+00:00   147.5   148.0   141.0   141.0\n",
       "3     2379 2000-01-07 00:00:00+00:00   140.0   144.0   140.0   141.5\n",
       "4     2379 2000-01-10 00:00:00+00:00   142.0   145.0   141.0   141.5\n",
       "...    ...                       ...     ...     ...     ...     ...\n",
       "9995  2454 2020-11-24 00:00:00+00:00   752.0   752.0   734.0   742.0\n",
       "9996  2454 2020-11-25 00:00:00+00:00   746.0   748.0   724.0   724.0\n",
       "9997  2454 2020-11-26 00:00:00+00:00   733.0   737.0   725.0   730.0\n",
       "9998  2454 2020-11-27 00:00:00+00:00   725.0   731.0   721.0   725.0\n",
       "9999  2454 2020-11-30 00:00:00+00:00   711.0   718.0   703.0   704.0\n",
       "\n",
       "[10000 rows x 6 columns]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_table_b = tejapi.get('TWN/APRCD',\n",
    "                          coid = ['2454','3034','2379'],\n",
    "                          mdate = {'gte':'2000-01-01', 'lte':'2020-12-31'},\n",
    "                          opts = {'columns':['coid','mdate','open_d','high_d','low_d','close_d']},\n",
    "                          chinese_column_name = True)\n",
    "data_table_b"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Case2: 方法A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "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>證券代碼</th>\n",
       "      <th>年月日</th>\n",
       "      <th>開盤價(元)</th>\n",
       "      <th>最高價(元)</th>\n",
       "      <th>最低價(元)</th>\n",
       "      <th>收盤價(元)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-01-04T00:00:00Z</td>\n",
       "      <td>139.0</td>\n",
       "      <td>141.5</td>\n",
       "      <td>136.5</td>\n",
       "      <td>138.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-01-05T00:00:00Z</td>\n",
       "      <td>136.0</td>\n",
       "      <td>146.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-01-06T00:00:00Z</td>\n",
       "      <td>147.5</td>\n",
       "      <td>148.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>141.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-01-07T00:00:00Z</td>\n",
       "      <td>140.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>141.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-01-10T00:00:00Z</td>\n",
       "      <td>142.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>141.5</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14889</th>\n",
       "      <td>3034</td>\n",
       "      <td>2020-12-25T00:00:00Z</td>\n",
       "      <td>338.0</td>\n",
       "      <td>362.5</td>\n",
       "      <td>335.0</td>\n",
       "      <td>351.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14890</th>\n",
       "      <td>3034</td>\n",
       "      <td>2020-12-28T00:00:00Z</td>\n",
       "      <td>351.5</td>\n",
       "      <td>356.5</td>\n",
       "      <td>343.5</td>\n",
       "      <td>348.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14891</th>\n",
       "      <td>3034</td>\n",
       "      <td>2020-12-29T00:00:00Z</td>\n",
       "      <td>350.0</td>\n",
       "      <td>357.5</td>\n",
       "      <td>349.0</td>\n",
       "      <td>352.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14892</th>\n",
       "      <td>3034</td>\n",
       "      <td>2020-12-30T00:00:00Z</td>\n",
       "      <td>354.0</td>\n",
       "      <td>357.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>357.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14893</th>\n",
       "      <td>3034</td>\n",
       "      <td>2020-12-31T00:00:00Z</td>\n",
       "      <td>370.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>363.5</td>\n",
       "      <td>369.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>14894 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       證券代碼                   年月日  開盤價(元)  最高價(元)  最低價(元)  收盤價(元)\n",
       "0      2379  2000-01-04T00:00:00Z   139.0   141.5   136.5   138.0\n",
       "1      2379  2000-01-05T00:00:00Z   136.0   146.0   136.0   146.0\n",
       "2      2379  2000-01-06T00:00:00Z   147.5   148.0   141.0   141.0\n",
       "3      2379  2000-01-07T00:00:00Z   140.0   144.0   140.0   141.5\n",
       "4      2379  2000-01-10T00:00:00Z   142.0   145.0   141.0   141.5\n",
       "...     ...                   ...     ...     ...     ...     ...\n",
       "14889  3034  2020-12-25T00:00:00Z   338.0   362.5   335.0   351.5\n",
       "14890  3034  2020-12-28T00:00:00Z   351.5   356.5   343.5   348.5\n",
       "14891  3034  2020-12-29T00:00:00Z   350.0   357.5   349.0   352.5\n",
       "14892  3034  2020-12-30T00:00:00Z   354.0   357.0   351.0   357.0\n",
       "14893  3034  2020-12-31T00:00:00Z   370.0   375.0   363.5   369.0\n",
       "\n",
       "[14894 rows x 6 columns]"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_price_a = pd.DataFrame()\n",
    "\n",
    "while True:\n",
    "    #重製url\n",
    "    url = \"https://api.tej.com.tw/api/datatables/\" + database + \".json?\" + coid + date_start + date_end + columns + key + paginate\n",
    "    \n",
    "    #讀取網頁\n",
    "    rq = requests.get(url)\n",
    "\n",
    "    #欄位格式(中文欄)\n",
    "    column_info = rq.json()['datatable']['columns']\n",
    "    chinese_columns = [i['cname'] for i in column_info]\n",
    "    \n",
    "    #資料存取\n",
    "    data = rq.json()['datatable']['data']\n",
    "    \n",
    "    #結合欄位+資料，形成DataFrame表格\n",
    "    data_table = pd.DataFrame(data, columns = chinese_columns)\n",
    "    \n",
    "    #存到外面表格\n",
    "    stock_price_a = stock_price_a.append(data_table).reset_index(drop=True)\n",
    "    \n",
    "    #確認是否有下頁,沒有的話顯示None\n",
    "    next_cursor_id = rq.json()['meta']['next_cursor_id'] \n",
    "\n",
    "    #跳出迴圈條件\n",
    "    if next_cursor_id == None:\n",
    "        break\n",
    "    else:\n",
    "        paginate = '&opts.cursor_id=' + next_cursor_id\n",
    "        \n",
    "stock_price_a "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Case2: 方法B"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "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>證券代碼</th>\n",
       "      <th>年月日</th>\n",
       "      <th>開盤價(元)</th>\n",
       "      <th>最高價(元)</th>\n",
       "      <th>最低價(元)</th>\n",
       "      <th>收盤價(元)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>None</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-01-04 00:00:00+00:00</td>\n",
       "      <td>139.0</td>\n",
       "      <td>141.5</td>\n",
       "      <td>136.5</td>\n",
       "      <td>138.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-01-05 00:00:00+00:00</td>\n",
       "      <td>136.0</td>\n",
       "      <td>146.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-01-06 00:00:00+00:00</td>\n",
       "      <td>147.5</td>\n",
       "      <td>148.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>141.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-01-07 00:00:00+00:00</td>\n",
       "      <td>140.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>141.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-01-10 00:00:00+00:00</td>\n",
       "      <td>142.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>141.5</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14889</th>\n",
       "      <td>3034</td>\n",
       "      <td>2020-12-25 00:00:00+00:00</td>\n",
       "      <td>338.0</td>\n",
       "      <td>362.5</td>\n",
       "      <td>335.0</td>\n",
       "      <td>351.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14890</th>\n",
       "      <td>3034</td>\n",
       "      <td>2020-12-28 00:00:00+00:00</td>\n",
       "      <td>351.5</td>\n",
       "      <td>356.5</td>\n",
       "      <td>343.5</td>\n",
       "      <td>348.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14891</th>\n",
       "      <td>3034</td>\n",
       "      <td>2020-12-29 00:00:00+00:00</td>\n",
       "      <td>350.0</td>\n",
       "      <td>357.5</td>\n",
       "      <td>349.0</td>\n",
       "      <td>352.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14892</th>\n",
       "      <td>3034</td>\n",
       "      <td>2020-12-30 00:00:00+00:00</td>\n",
       "      <td>354.0</td>\n",
       "      <td>357.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>357.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14893</th>\n",
       "      <td>3034</td>\n",
       "      <td>2020-12-31 00:00:00+00:00</td>\n",
       "      <td>370.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>363.5</td>\n",
       "      <td>369.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>14894 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       證券代碼                       年月日  開盤價(元)  最高價(元)  最低價(元)  收盤價(元)\n",
       "None                                                                 \n",
       "0      2379 2000-01-04 00:00:00+00:00   139.0   141.5   136.5   138.0\n",
       "1      2379 2000-01-05 00:00:00+00:00   136.0   146.0   136.0   146.0\n",
       "2      2379 2000-01-06 00:00:00+00:00   147.5   148.0   141.0   141.0\n",
       "3      2379 2000-01-07 00:00:00+00:00   140.0   144.0   140.0   141.5\n",
       "4      2379 2000-01-10 00:00:00+00:00   142.0   145.0   141.0   141.5\n",
       "...     ...                       ...     ...     ...     ...     ...\n",
       "14889  3034 2020-12-25 00:00:00+00:00   338.0   362.5   335.0   351.5\n",
       "14890  3034 2020-12-28 00:00:00+00:00   351.5   356.5   343.5   348.5\n",
       "14891  3034 2020-12-29 00:00:00+00:00   350.0   357.5   349.0   352.5\n",
       "14892  3034 2020-12-30 00:00:00+00:00   354.0   357.0   351.0   357.0\n",
       "14893  3034 2020-12-31 00:00:00+00:00   370.0   375.0   363.5   369.0\n",
       "\n",
       "[14894 rows x 6 columns]"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_price_b = tejapi.get('TWN/APRCD',\n",
    "                          coid = ['2454','3034','2379'],\n",
    "                          mdate = {'gte':'2000-01-01', 'lte':'2020-12-31'},\n",
    "                          opts = {'columns':['coid','mdate','open_d','high_d','low_d','close_d']},\n",
    "                          paginate = True,\n",
    "                          chinese_column_name = True)\n",
    "stock_price_b"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Case3: 方法A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "key = \"&api_key=\" + \"Your Key\" \n",
    "database = 'TWN/AIM1A'                                \n",
    "coid = \"&coid=\" + \"2454,3034,2379\"                    \n",
    "date_start = \"&mdate.gte=\" + \"2000-01-01\"             \n",
    "date_end = \"&mdate.lte=\" + \"2020-12-31\"               \n",
    "columns = \"&opts.columns=\" + \"coid,mdate,R531,7210,R106,R504\" \n",
    "pivot = \"&opts.pivot=True\"                     \n",
    "paginate = ''                                      "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "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>公司代碼</th>\n",
       "      <th>財報年月</th>\n",
       "      <th>常續性稅後淨利</th>\n",
       "      <th>來自營運之現金流量</th>\n",
       "      <th>營業利益率</th>\n",
       "      <th>總負債/總淨值</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-12-01T00:00:00Z</td>\n",
       "      <td>1661683.0</td>\n",
       "      <td>1529377.0</td>\n",
       "      <td>31.66</td>\n",
       "      <td>38.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2379</td>\n",
       "      <td>2001-12-01T00:00:00Z</td>\n",
       "      <td>2191203.0</td>\n",
       "      <td>2168833.0</td>\n",
       "      <td>33.67</td>\n",
       "      <td>34.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2379</td>\n",
       "      <td>2002-12-01T00:00:00Z</td>\n",
       "      <td>2971279.0</td>\n",
       "      <td>3002475.0</td>\n",
       "      <td>33.09</td>\n",
       "      <td>15.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2379</td>\n",
       "      <td>2003-12-01T00:00:00Z</td>\n",
       "      <td>2621571.0</td>\n",
       "      <td>3233850.0</td>\n",
       "      <td>26.58</td>\n",
       "      <td>14.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2379</td>\n",
       "      <td>2004-12-01T00:00:00Z</td>\n",
       "      <td>1429780.0</td>\n",
       "      <td>1818126.0</td>\n",
       "      <td>18.65</td>\n",
       "      <td>16.41</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>3034</td>\n",
       "      <td>2019-12-01T00:00:00Z</td>\n",
       "      <td>7926874.0</td>\n",
       "      <td>7146779.0</td>\n",
       "      <td>15.31</td>\n",
       "      <td>41.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>3034</td>\n",
       "      <td>2020-03-01T00:00:00Z</td>\n",
       "      <td>2211132.0</td>\n",
       "      <td>1089138.0</td>\n",
       "      <td>15.40</td>\n",
       "      <td>47.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>3034</td>\n",
       "      <td>2020-06-01T00:00:00Z</td>\n",
       "      <td>4767874.0</td>\n",
       "      <td>3709620.0</td>\n",
       "      <td>16.24</td>\n",
       "      <td>73.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>3034</td>\n",
       "      <td>2020-09-01T00:00:00Z</td>\n",
       "      <td>8173030.0</td>\n",
       "      <td>7048599.0</td>\n",
       "      <td>17.44</td>\n",
       "      <td>43.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>3034</td>\n",
       "      <td>2020-12-01T00:00:00Z</td>\n",
       "      <td>11817656.0</td>\n",
       "      <td>15379592.0</td>\n",
       "      <td>18.48</td>\n",
       "      <td>45.46</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>189 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     公司代碼                  財報年月     常續性稅後淨利   來自營運之現金流量  營業利益率  總負債/總淨值\n",
       "0    2379  2000-12-01T00:00:00Z   1661683.0   1529377.0  31.66    38.20\n",
       "1    2379  2001-12-01T00:00:00Z   2191203.0   2168833.0  33.67    34.00\n",
       "2    2379  2002-12-01T00:00:00Z   2971279.0   3002475.0  33.09    15.14\n",
       "3    2379  2003-12-01T00:00:00Z   2621571.0   3233850.0  26.58    14.63\n",
       "4    2379  2004-12-01T00:00:00Z   1429780.0   1818126.0  18.65    16.41\n",
       "..    ...                   ...         ...         ...    ...      ...\n",
       "184  3034  2019-12-01T00:00:00Z   7926874.0   7146779.0  15.31    41.71\n",
       "185  3034  2020-03-01T00:00:00Z   2211132.0   1089138.0  15.40    47.66\n",
       "186  3034  2020-06-01T00:00:00Z   4767874.0   3709620.0  16.24    73.01\n",
       "187  3034  2020-09-01T00:00:00Z   8173030.0   7048599.0  17.44    43.52\n",
       "188  3034  2020-12-01T00:00:00Z  11817656.0  15379592.0  18.48    45.46\n",
       "\n",
       "[189 rows x 6 columns]"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "finance_a = pd.DataFrame()\n",
    "while True:\n",
    "    #重製url\n",
    "    url = \"https://api.tej.com.tw/api/datatables/\" + database + \".json?\" + coid + date_start + date_end + columns + key + pivot + paginate\n",
    "    \n",
    "    #讀取網頁\n",
    "    rq = requests.get(url)\n",
    "\n",
    "    #欄位格式(中文欄)\n",
    "    column_info = rq.json()['datatable']['columns']\n",
    "    chinese_columns = [i['cname'] for i in column_info]\n",
    "    \n",
    "    #資料存取\n",
    "    data = rq.json()['datatable']['data']\n",
    "    \n",
    "    #結合欄位+資料，形成DataFrame表格\n",
    "    data_table = pd.DataFrame(data, columns = chinese_columns)\n",
    "    \n",
    "    #存到外面表格\n",
    "    finance_a = finance_a.append(data_table).reset_index(drop=True)\n",
    "    \n",
    "    #確認是否有下頁,沒有的話顯示None\n",
    "    next_cursor_id = rq.json()['meta']['next_cursor_id'] \n",
    "\n",
    "    #跳出迴圈條件\n",
    "    if next_cursor_id == None:\n",
    "        break\n",
    "    else:\n",
    "        paginate = '&opts.cursor_id=' + next_cursor_id\n",
    "\n",
    "finance_a"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Case3: 方法B"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "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>公司代碼</th>\n",
       "      <th>財報年月</th>\n",
       "      <th>常續性稅後淨利</th>\n",
       "      <th>來自營運之現金流量</th>\n",
       "      <th>營業利益率</th>\n",
       "      <th>總負債/總淨值</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>None</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2379</td>\n",
       "      <td>2000-12-01 00:00:00+00:00</td>\n",
       "      <td>1661683.0</td>\n",
       "      <td>1529377.0</td>\n",
       "      <td>31.66</td>\n",
       "      <td>38.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2379</td>\n",
       "      <td>2001-12-01 00:00:00+00:00</td>\n",
       "      <td>2191203.0</td>\n",
       "      <td>2168833.0</td>\n",
       "      <td>33.67</td>\n",
       "      <td>34.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2379</td>\n",
       "      <td>2002-12-01 00:00:00+00:00</td>\n",
       "      <td>2971279.0</td>\n",
       "      <td>3002475.0</td>\n",
       "      <td>33.09</td>\n",
       "      <td>15.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2379</td>\n",
       "      <td>2003-12-01 00:00:00+00:00</td>\n",
       "      <td>2621571.0</td>\n",
       "      <td>3233850.0</td>\n",
       "      <td>26.58</td>\n",
       "      <td>14.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2379</td>\n",
       "      <td>2004-12-01 00:00:00+00:00</td>\n",
       "      <td>1429780.0</td>\n",
       "      <td>1818126.0</td>\n",
       "      <td>18.65</td>\n",
       "      <td>16.41</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>3034</td>\n",
       "      <td>2019-12-01 00:00:00+00:00</td>\n",
       "      <td>7926874.0</td>\n",
       "      <td>7146779.0</td>\n",
       "      <td>15.31</td>\n",
       "      <td>41.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>3034</td>\n",
       "      <td>2020-03-01 00:00:00+00:00</td>\n",
       "      <td>2211132.0</td>\n",
       "      <td>1089138.0</td>\n",
       "      <td>15.40</td>\n",
       "      <td>47.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>3034</td>\n",
       "      <td>2020-06-01 00:00:00+00:00</td>\n",
       "      <td>4767874.0</td>\n",
       "      <td>3709620.0</td>\n",
       "      <td>16.24</td>\n",
       "      <td>73.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>3034</td>\n",
       "      <td>2020-09-01 00:00:00+00:00</td>\n",
       "      <td>8173030.0</td>\n",
       "      <td>7048599.0</td>\n",
       "      <td>17.44</td>\n",
       "      <td>43.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>3034</td>\n",
       "      <td>2020-12-01 00:00:00+00:00</td>\n",
       "      <td>11817656.0</td>\n",
       "      <td>15379592.0</td>\n",
       "      <td>18.48</td>\n",
       "      <td>45.46</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>189 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      公司代碼                      財報年月     常續性稅後淨利   來自營運之現金流量  營業利益率  總負債/總淨值\n",
       "None                                                                        \n",
       "0     2379 2000-12-01 00:00:00+00:00   1661683.0   1529377.0  31.66    38.20\n",
       "1     2379 2001-12-01 00:00:00+00:00   2191203.0   2168833.0  33.67    34.00\n",
       "2     2379 2002-12-01 00:00:00+00:00   2971279.0   3002475.0  33.09    15.14\n",
       "3     2379 2003-12-01 00:00:00+00:00   2621571.0   3233850.0  26.58    14.63\n",
       "4     2379 2004-12-01 00:00:00+00:00   1429780.0   1818126.0  18.65    16.41\n",
       "...    ...                       ...         ...         ...    ...      ...\n",
       "184   3034 2019-12-01 00:00:00+00:00   7926874.0   7146779.0  15.31    41.71\n",
       "185   3034 2020-03-01 00:00:00+00:00   2211132.0   1089138.0  15.40    47.66\n",
       "186   3034 2020-06-01 00:00:00+00:00   4767874.0   3709620.0  16.24    73.01\n",
       "187   3034 2020-09-01 00:00:00+00:00   8173030.0   7048599.0  17.44    43.52\n",
       "188   3034 2020-12-01 00:00:00+00:00  11817656.0  15379592.0  18.48    45.46\n",
       "\n",
       "[189 rows x 6 columns]"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "finance_b = tejapi.get('TWN/AIM1A',\n",
    "                          coid = ['2454','3034','2379'],\n",
    "                          mdate = {'gte':'2000-01-01', 'lte':'2020-12-31'},\n",
    "                          opts = {'columns':['coid','mdate','R531','7210','R106','R504'], 'pivot':True},\n",
    "                          paginate = True,\n",
    "                          chinese_column_name = True)\n",
    "finance_b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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    "version": 3
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